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https://openalex.org/W2750847959
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https://link.springer.com/content/pdf/10.1007%2Fs00280-017-3423-5.pdf
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English
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Superactive human leptin antagonist (SHLA), triple Lan1 and quadruple Lan2 leptin mutein as a promising treatment for human folliculoma
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Cancer chemotherapy and pharmacology
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cc-by
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* E. L. Gregoraszczuk
ewa.gregoraszczuk@uj.edu.pl 1
Department of Physiology and Toxicology of Reproduction,
Institute of Zoology and Biomedical Research, Jagiellonian
University, Gronostajowa 9, 30‑387 Kraków, Poland Cancer Chemother Pharmacol (2017) 80:815–827
DOI 10.1007/s00280-017-3423-5 Cancer Chemother Pharmacol (2017) 80:815–827
DOI 10.1007/s00280-017-3423-5 ORIGINAL ARTICLE ORIGINAL ARTICLE Superactive human leptin antagonist (SHLA), triple Lan1
and quadruple Lan2 leptin mutein as a promising treatment
for human folliculoma E. Fiedor1 · E. L. Gregoraszczuk1 Received: 15 May 2017 / Accepted: 15 August 2017 / Published online: 31 August 2017
© The Author(s) 2017. This article is an open access publication two granulosa cancer cell lines: the juvenile form (COV434)
and the adult form (KGN). Abstract two granulosa cancer cell lines: the juvenile form (COV434)
and the adult form (KGN). Results ObR gene expression in cancer cell lines was
50% higher than in the non-cancer cells. Lan-1 and Lan-2
decreased ObR expression in COV434, while it had no
effect in KGN cells. Higher ERβ expression in non-cancer
and higher ERα expression in both cancer cell lines was
noted. SHLA and Lan-1 changed the ratio towards greater
expression of ERβ, characteristic of non-cancer granulosa
cells. All ObR antagonists in HCrC1 and KGN but only
Lan-2 in COV434 reversed leptin-stimulated proliferation. In both non-cancer and cancer granulosa cells, leptin acts as
a cyclinD/cdk4, cyclin A/cdk2 and E2F inhibitor. Conclusion These results indicate that SHLA and Lan2
are promising leptin receptor inhibitors that can eliminate
the negative effects of leptin. These compounds should
be considered in further ex vivo studies on the cancer
microenvironment. Purpose There are no data showing a direct correlation
between obesity and increased blood leptin levels with
folliculoma. Moreover, folliculoma is not the best studied
among other ovarian cancer types. We investigated whether
oestradiol can modulate ObR expression in some oestro-
gen-responsive tissues and that leptin exerts its activity not
only via the leptin receptor but also through cross talk with
other signalling systems. We hypothesise that blocking ObR
expression could be a novel treatment for gonadal ovarian
cancer. Results ObR gene expression in cancer cell lines was
50% higher than in the non-cancer cells. Lan-1 and Lan-2
decreased ObR expression in COV434, while it had no
effect in KGN cells. Higher ERβ expression in non-cancer
and higher ERα expression in both cancer cell lines was
noted. SHLA and Lan-1 changed the ratio towards greater
expression of ERβ, characteristic of non-cancer granulosa
cells. All ObR antagonists in HCrC1 and KGN but only
Lan-2 in COV434 reversed leptin-stimulated proliferation. In both non-cancer and cancer granulosa cells, leptin acts as
a cyclinD/cdk4, cyclin A/cdk2 and E2F inhibitor. Methods We evaluated the effect of SHLA, Lan1 and
Lan2 blockers on cell proliferation (BrdU incorporation
assay), ObR and ERα/β gene expression (qPCR), oestra-
diol secretion (ELISA) and cell cycle protein expression
(Western blot) in the non-cancerous cell line HGrC1 and y
y
Conclusion These results indicate that SHLA and Lan2
are promising leptin receptor inhibitors that can eliminate
the negative effects of leptin. These compounds should
be considered in further ex vivo studies on the cancer
microenvironment. Abstract :(0123456789)
1 3 :(0123456789)
1 3 :(01234
1 3 23456789)
3 816 Cancer Chemother Pharmacol (2017) 80:815–827 Graphical abstract Graphical abstract Graphical abstract Keywords Folliculoma cells · Leptin receptor
antagonists · ObR expression · ERα/ERβ expression · Cell
cycle protein expression reported to be higher in overweight and obese women than
in women with normal weight. In obese individuals, leptin
levels can reach 40 ng/mL, which is up to ten times higher
than in normal weight people [3, 4]. Cancer risk is higher
among overweight and obese people, with an increased risk
of 16 and 30%, respectively [5]. Moreover, leptin and its
receptors are over-expressed in different human cancers [1]. Leptin has been proposed as one of the six markers of ovar-
ian cancer [6]. Uddin et al. revealed a significant associa-
tion between ObR overexpression and poor survival rates in
59.2% of epithelial ovarian cancer cases [7]. Introduction Leptin is a small (16 kDa) protein produced and secreted by
adipose tissue, which is involved in appetite regulation, bone
formation and reproductive function. Recent studies have
demonstrated that this hormone stimulates growth, migra-
tion, invasion and angiogenesis in tumour cell models, sug-
gesting that leptin is capable of promoting an aggressive can-
cer phenotype [1]. Epidemiological studies have indicated
a positive correlation between obesity and an increased risk
of several types of cancer [2]. Serum leptin levels have been Granulosa cell tumours constitute the second largest
group of ovarian tumours (approximately, 25–30%), with
tumours derived from epithelial cells accounting for approxi-
mately 70% [8]. Granulosa cell tumours can be divided into
two histopathological forms: a mature form, diagnosed most 1 3 817 Cancer Chemother Pharmacol (2017) 80:815–827 frequently in peri-menopausal women (95%), and a juvenile
form, diagnosed in young women and girls who have aged
prematurely (5% of cases) [9]. Despite the fact that granu-
losa cell tumours can be successfully treated by surgery,
relapses are often observed and further adjuvant treatment
is still not possible. frequently in peri-menopausal women (95%), and a juvenile
form, diagnosed in young women and girls who have aged
prematurely (5% of cases) [9]. Despite the fact that granu-
losa cell tumours can be successfully treated by surgery,
relapses are often observed and further adjuvant treatment
is still not possible. F41A mutant), Lan2 (L39A/D40A/F41A/I42A mutant) and
SHLA (D23L/L39A/D40A/F41A mutant) on leptin and
oestradiol receptor gene and protein expression, cell pro-
liferation including cell cycle protein expression, caspase-3
activity and oestradiol secretion in two granulosa tumour
cell lines. The two cell lines were COV434, representing
the juvenile form of granulosa tumour, and the steroidogenic
human ovarian granulosa-like tumour (KGN), representing
the adult type of this cancer (corresponding to peri- to post-
menopausal age). The human immortalised non-luteinised
granulosa cell line HGrC1 was used as the control. To our knowledge, there are no data showing a direct
correlation between obesity and folliculomas. Moreover, fol-
liculoma is not well studied among the ovarian cancer types,
although both the short (ObRa) and long (ObRb) forms of
the leptin receptor are present in human granulosa cells [10,
11]. Löffler et al. [10] showed that, in polycystic ovaries,
leptin-positive cells were noted both in the hypertrophied
theca layer and in the luteinised granulosa layer. Reagents Dulbecco’s modified Eagle’s medium/Nutrient Mixture F-12
(DMEM/F-12) was obtained from Gibco by Thermo Fisher
Scientific (Waltham, MA, USA). DMEM, foetal bovine
serum (FBS, heat inactivated), penicillin and streptomycin
were obtained from Sigma Chemical Co. (St. Louis, MO,
USA). All applied media were oestradiol free. Leptin was
obtained from Sigma Chemical Co. (St. Louis, MO, USA). Leptin receptor antagonists (SHLA, Lan1 and Lan2) were
obtained from Protein Laboratories Rehovot (PLR) Ltd. (Rehovot, Israel). All antagonists have the same specificity. They interact with the cytokine homology domain 2 in the
leptin receptor and do not interact with IGD (immunoglob-
ulin-like domain) of the receptor, as the 39–40, 39–41 or
39–42 Ala mutation abolished this interaction [20]. Introduction Taking into
consideration that leptin at a supraphysiological concentra-
tion, as noted in obese women, has stimulatory effects on
testosterone secretion characteristic of polycystic ovarian
syndrome correlated with obesity [12], we hypothesised that,
as in the case of epithelial ovarian cancer, ObR overexpres-
sion in granulosa cell tumours could be correlated with the
incidence of granulosa cell cancer, and leptin receptor block-
ers might be used as an adjuvant therapy. Based on the fact that leptin exerts its activity not only
through the leptin receptor (ObR), but also through cross
talk with other signalling systems implicated in tumour
genesis [18, 19], in this study we focused our attention on
the relationship between the leptin/ObR axis and oestrogen
receptors (ERα/β). Taking into consideration that oestradiol can modulate
ObR expression in some oestrogen-responsive tissues, we
hypothesised that blocking ObR expression could be a novel
treatment for granulosa ovarian cancer. Currently, several groups of scientists are working on
the synthesis of molecules that block ObR. A number of
leptin receptor antagonists have been synthesised for thera-
peutic use, with several completing pre-clinical testing
[13], indicating their possible use in anticancer therapy. In
previous studies using different epithelial cancer cell lines,
we showed that SHLA and quadruple leptin mutein, Lan2
(L39A/D40A/F41A/I42A), had no effect on non-cancerous
HOSEpiC cell proliferation [14]. However, both antagonists
reversed the stimulatory effect of leptin on metastatic carci-
noma CaOV-3 cell proliferation to control levels and even
below control levels in chemoresistant OVCAR-3 cells. Lep-
tin receptor antagonists have been investigated in breast and
prostate cancers, which mainly are hormone dependent. It
has been shown that Aca1, Allo-aca and D-ser can inhibit
leptin-stimulated proliferation in MCF-7 breast cancer cells
[15]. Another leptin receptor antagonist, LDFI (Leu-Asp-
Phe-Ile), is also able to inhibit the proliferation of MCF-7
cells in vitro and in vivo [16]. The antagonist Lan1 is able
to inhibit the phosphorylation of leptin-signalling proteins
Jak2, ERK1/2 and Akt, in PC3 and DU145 prostate cancer
cell lines [17]. In a previously published study using epithe-
lial ovarian cancer cell lines, we investigated the effect of
SHLA and Lan2 on the JAK/Stat3, MAPK/ERK and PI3K/
Akt pathways and showed an inhibitory effect of SHLA on
all tested signalling proteins in OVCAR-3 cells and of Lan2
on Stat3 and ERK1/2 proteins in CaOV-3 cells [14]. These
data point to a similar signalling pathway in the antagonistic
effects of leptin receptor blockers.f Western blot analysis Cells were plated into 24-well plates at a density of 2.5 × 104
(HGrC1 cells), 3 × 104 (COV434 cells) and 6 × 104 (KGN
cells) and allowed to attach overnight. The following day,
the media were changed and cells were treated with 40 μg/
mL leptin alone or in combination with 1000 μg/mL SHLA,
Lan1 or Lan2. To examine cell cycle protein expression,
cells were incubated for 48 h. After incubation, cells were
washed with ice-cold PBS and lysed with Laemmli lysis
buffer (Sigma Chemical Co., St. Louis, MO, USA). The
lysed cells were then scraped, transferred to microtubes and
stored at −70 °C until analysis. Cells were plated into 24-well plates at a density of 2.5 × 104
(HGrC1 cells), 3 × 104 (COV434 cells) and 6 × 104 (KGN
cells) and allowed to attach overnight. The following day,
the media were changed and cells were treated with 40 μg/
mL leptin alone or in combination with 1000 μg/mL SHLA,
Lan1 or Lan2. To examine cell cycle protein expression,
cells were incubated for 48 h. After incubation, cells were
washed with ice-cold PBS and lysed with Laemmli lysis
buffer (Sigma Chemical Co., St. Louis, MO, USA). The
lysed cells were then scraped, transferred to microtubes and
stored at −70 °C until analysis. KGN cells were obtained from Masatoshi Nomura and
Hajime Nawata, Kyushu University, Japan. With luteinisa-
tion capability, they constitute a useful model for under-
standing the regulation of steroidogenesis, cell growth and
apoptosis in human granulosa cells [23]. HGrC1 and COV434 cells were routinely cultured in
DMEM + 2 mM glutamine + 10% FBS. KGN cells were
routinely cultured in DMEM/F-12 + 10% FBS. Cells were
grown in 75 cm2 tissue culture dishes (Nunc, Denmark) in a
37 °C incubator with a humidified mixture of 5% CO2:95%
air. Prior to analysis, samples were sonicated and centrifuged
at 15,000×g for 15 min at 4 °C. The quantity of protein
was determined using the Bradford method and the clear
supernatant was used for electrophoresis. Equal amounts of
protein (100 µg) from each treatment group were separated
by SDS-PAGE and transferred to PVDF membranes using
a Bio-Rad Mini-Protean 3 apparatus (Bio-Rad Laborato-
ries Inc., Hercules, CA, USA). The blots were blocked for
1 h in 5% BSA with 0.1% Tween-20 in 0.02 M TBS buffer. Western blot analysis Blots were incubated overnight with primary antibodies spe-
cific to ObR (ab5593, Abcam, Cambridge, Great Britain)
at a dilution of 1:2000, cyclin D1 (#2978, Cell Signaling
Technology Inc., Beverly, MA, USA), cdk4 (#12790), cdk2
(#2546), cyclin A2 (#4656) at a 1:1000 dilution and E2F-1
(sc-251 Santa Cruz Biotechnology Inc., Santa Cruz, CA,
USA), E2F-2 (sc-633), ERα (sc-8002) and ERβ (sc-6822)
at a dilution of 1:200. After incubation with the primary
antibody, the membranes were washed three times with 0.1%
Tween-20 in 0.02 M TBS buffer and incubated for 1 h with
an appropriate horseradish peroxidase-conjugated secondary
antibody (#7074 or #7076, Cell Signaling Technology Inc.,
Beverly, MA, USA; dilution 1:2000). air. Cell culture HGrC1 (human non-luteinised granulosa cell line) cells
were a gift from Dr Ikara Iwase (Nagoya University, Japan)
and cultured according to the protocol described by Baya-
sula et al. [21]. HGrC1 may possess the characteristics of
granulosa cells in early stage follicles. A human immor-
talised non-luteinised granulosa cell line (HGrC1) origi-
nally derived from mural granulosa cells expresses the
FSH receptor and is responsive to the transforming growth
factor (TGF)-β superfamily and FSH, retaining its original f
In the present study, we evaluated the effect of leptin
and three of its receptor antagonists: Lan1 (L39A/D40A/ 1 3 818 Cancer Chemother Pharmacol (2017) 80:815–827 at 60 °C). The relative expression of genes was normalised
against the endogenous reference gene GAPDH (Human
GAPD Endogenous Control, number 4333764F) (ΔCq) and
converted to relative expression using the 2−ΔΔCq method. The results are expressed as relative values (RQ). granulosa cell character and function. HGrC1 might also
be capable of growth transition from a gonadotrophin-inde-
pendent status to gonadotrophin-dependent one, but they are
not capable of undergoing luteinisation. COV434 cells were obtained from the Sigma Chemical
Co. (St. Louis, MO, USA). The biological characteristics
of this cell line include production of 17β-oestradiol in
response to FSH, absence of the LH receptor, no luteinisa-
tion capability and the presence of specific molecular mark-
ers of apoptosis enabling the induction of follicular atresia
[22]. qPCR analysis qPCR analysis Basal ObR gene expression and expression of the ObR
gene under the influence of leptin and leptin antagonists
was determined by qPCR. Cells were seeded into 96-well
culture plates at a density of 5 × 103 cells/well (HGrC1),
8 × 103 cells/well (COV434) and 1.5 × 104 cells/well (KGN)
taking into consideration the size of the cells and the popula-
tion doubling time. The next day, the medium was changed
and cells were treated with leptin at a dose of 40 ng/mL
and SHLA, Lan1 and Lan2 at a dose of 1000 ng/mL with
leptin at a dose of 40 ng/mL for 24 h. Doses of leptin were
chosen based on literature data [3, 4]. Total RNA isolation
and cDNA synthesis was performed using the TaqMan Gene
Expression Cell-to-CT Kit (Applied Biosystems, Carlsbad,
CA, USA) in accordance with the manufacturer’s proto-
col. Amplifications were performed using the StepOnePlus
system (Applied Biosystems, Carlsbad, CA, USA) and the
TaqMan Leptin Receptor primer (Cat. No. Hs00174497_
m1), oestrogen receptor α primer (Hs00174860) and oestro-
gen receptor β primer (Hs01100353) in combination with the
TaqMan Gene Expression Master Mix (Applied Biosystems,
Carlsbad, CA, USA), in accordance with the manufacturer’s
instructions. β-Actin was used as an internal loading control; mem-
branes were washed for 30 min in stripping buffer (0.25 M
glycine, 1% SDS, pH 2) and reprobed by overnight incu-
bation with primary antibodies specific to β-actin (A5316,
Sigma Chemical Co., St. Louis, MO, USA; dilution 1:2000)
and for 1 h with a horseradish peroxidase-conjugated sec-
ondary antibody (P0447 DAKO, Glostrup, Denmark; dilu-
tion 1:5000). A PCR was performed using a final volume of 20 μL,
including 100 ng/reaction cDNA. PCR conditions were
as follows: pre-incubation (2 min at 50 °C and 10 min at
95 °C), amplification for 40 cycles (15 s at 95 °C and 1 min Immunopositive bands were visualised using Western
Blotting Luminol Reagent (Santa Cruz Biotechnology Inc.,
Santa Cruz, CA, USA) and ChemiDoc™ XRS+ System
(Bio-Rad Laboratories Inc., Hercules, CA, USA). Relative 3 819 Cancer Chemother Pharmacol (2017) 80:815–827 cells/well. Leptin receptor antagonists were added at concen-
trations of 10, 100 or 1000 ng/mL, with leptin at a concentra-
tion of 40 ng/mL. Cells were cultured for 48 h with repeated
exposure. The culture medium was changed daily and fresh
compounds were added. Androstenedione (10−5 M) was
used as a substrate for oestradiol production. The action of SHLA, Lan1 and Lan2
on leptin‑stimulated leptin receptor (ObR) gene
and protein in different cell lines HGrC1 cells were seeded in 96-well culture plates at a
density of 5 × 103 cells/well, COV434 cells at a density of
8 × 103 cells/well and KGN cells at a density of 1.2 × 104
cells per well. Leptin receptor antagonists were added at
concentrations of 10, 100 or 1000 ng/mL, with leptin at a
concentration of 40 ng/mL. Cells were cultured for 48 h
with repeated exposure. The culture medium was changed
daily and fresh compounds were added. After exposure, the
medium was removed and the plates were stored at −70 °C. Cells were lysed in buffer containing 50 mM HEPES,
100 mM NaCl, 0.1% CHAPS, 1 mM EDTA, 10% glycerol
and 10 mM DTT. The assay was carried out by adding
20 M of Ac DEVD-AMC, a substrate for the fluorometric
determination of caspase-3 activity. Reaction mixtures were
incubated at 37 °C. After 3 h, fluorescence was measured
at 360 nm excitation and 460 nm emission using a micro-
ELISA plate reader (Bio-Tek Instruments). The basal leptin receptor gene expression varied between
different cell lines. Assuming the gene expression in HGrC1
cell to be 1, ObR gene expression in COV434 and KGN cells
was 50% higher (Fig. 1a), while there were no differences in
ObR protein expression (Fig. 1b). In non-cancerous HGrC1 cells, leptin (40 ng/mL)
decreased ObR gene expression, had no effect on ObRb, but
increased ObRa protein expression. In both cancer cell lines,
COV434 and KGN, leptin slightly increased gene expression
but had no effect on both ObRb and ObRa protein expression
(Fig. 1c, d). In HGrC1 cells, all three antagonists increased ObR gene
expression (Fig. 2a), reversing the inhibitory effect of leptin
on ObR gene expression (Fig. 1c), but had no effect on pro-
tein expression (Fig. 2b). None of the antagonists affected
ObR gene expression in COV434 and KGN cells (Fig. 2c,
e). The inhibitory effects of Lan1 and Lan2 on both forms
of ObR protein expression were observed in COV434 cells
(Fig. 2d). In KGN cells, none of the ObR antagonists inves-
tigated had an effect on ObR protein expression (Fig. 2f). Cell proliferation BrdU assay DNA synthesis in proliferating cells was determined by
measuring bromodeoxyuridine (BrdU) incorporation with
the commercial Cell Proliferation ELISA System (Roche
Molecular Biochemicals, Mannheim, Germany). The
cells were seeded in 96-well culture plates at a density of
5 × 103 cells/well (HGrC1), 8 × 103 cells/well (COV434)
and 1.2 × 104 cells/well (KGN). Leptin was added at a con-
centration of 40 ng/mL. Leptin receptor antagonists were
added at concentrations of 10, 100 or 1000 ng/mL, with
leptin at a concentration of 40 ng/mL. Cells were cultured
for 48 h with repeated exposure; the culture medium was
changed daily and fresh compounds added. After 48 h, the
medium was removed and cells were incubated for 3 h with a
BrdU labelling solution, containing 10 µM BrdU. The assay
was performed according to the manufacturer’s instruc-
tions. Absorbance values were measured at 450 nm using
an ELISA reader (ELx808 BIO-TEK Instruments, Vinooski,
VT, USA). The culture medium alone was used as a control
for non-specific binding. Statistical analysis Data were expressed as mean ± SEM from the four inde-
pendent experiments performed in triplicate. Statistical anal-
yses were performed using GraphPad Prism 5. Data were
analysed using a one-way analysis of variance (ANOVA)
followed by Tukey’s honestly significant difference (HSD)
multiple range test. A value of P < 0.05 was considered to
be statistically significant. Caspase‑3 activity assay The action of SHLA, Lan1 and Lan2
on leptin‑stimulated leptin receptor (ObR) gene
and protein in different cell lines qPCR analysis After 48 h, the
media were collected and stored at −20 °C until analysis. Oestradiol concentrations in the medium were measured by
enzyme immunoassay (EIA) using a commercially available
ELISA kit (DRG Diagnostic, Germany). All samples were
run in duplicate in the same assay. The analytical sensitivity
was 10.6 pg/mL. The intra-assay variation was 8.7–9.23%,
and the inter-assay variation was 6.87–14.91%. The range of
the oestradiol (E2) assay was 10.6–2000 pg/ml. levels of protein expression were determined using ImageJ
software (US National Institutes of Health, Bethesda, MD,
USA). Individual protein levels were normalised to β-actin
controls and the ratio of protein to β-actin was normalised
to 1 in the untreated control group. on leptin‑stimulated expression of oestrogen receptor
(ER) gene and protein in different cell lines The basal expression of the ERβ form in HGrC1 cells was
twofold greater than the ERα form at both the gene and pro-
tein levels (Fig. 3a, b). In contrast, in the cancer cell lines,
both gene and protein ERβ expressions were higher than
those of the ERα form (Fig. 3a, b). Oestradiol secretion performed by the ELISA method HGrC1 cells were seeded in 96-well culture plates at a
density of 5 × 103 cells/well, COV434 cells at a density of
8 × 103 cells/well and KGN cells at a density of 1.2 × 104 1 3 Cancer Chemother Pharmacol (2017) 80:815–827 820 The action of SHLA, Lan1 and Lan2
on leptin‑stimulated expression of oestrogen receptor
(ER) gene and protein in different cell lines
The basal expression of the ERβ form in HGrC1 cells was
ERβ gene expression. Lan1 increased ERβ gene expression
and decreased ERβ protein expression, while Lan2 had the
opposite effect (Fig. 4c, d). In KGN cells, all three blockers
failed to affect ERα gene expression (Fig. 4e) but reduced
ERα protein level (Fig 4f) No effect on ERβ gene or protein
Fig. 1 Basal expression of leptin receptor (ObR) a gene and b pro-
tein, and leptin action on ObR c gene and d protein expression in dif‑
ferent cell lines. Basal mRNA was evaluated by qPCR after 24 h of
cell culture and by Western blot after 48 h. All the results were nor-
malised to HGrC1 (ObR expression) with a value equal to 1. Values
are mean ± SEM. Statistically significant differences between groups
are indicated by *(p < 0.05) and **(p < 0.01). Densitometry results
were normalised to β-actin loading controls to obtain a band ratio. All
values marked with **(p < 0.01) are significantly different from the
control Fig. 1 Basal expression of leptin receptor (ObR) a gene and b pro-
tein, and leptin action on ObR c gene and d protein expression in dif‑
ferent cell lines. Basal mRNA was evaluated by qPCR after 24 h of
cell culture and by Western blot after 48 h. All the results were nor-
malised to HGrC1 (ObR expression) with a value equal to 1. Values are mean ± SEM. Statistically significant differences between groups
are indicated by *(p < 0.05) and **(p < 0.01). Densitometry results
were normalised to β-actin loading controls to obtain a band ratio. All
values marked with **(p < 0.01) are significantly different from the
control The action of SHLA, Lan1 and Lan2
on leptin‑stimulated expression of oestrogen receptor
(ER) gene and protein in different cell lines ERβ gene expression. Lan1 increased ERβ gene expression
and decreased ERβ protein expression, while Lan2 had the
opposite effect (Fig. 4c, d). In KGN cells, all three blockers
failed to affect ERα gene expression (Fig. 4e) but reduced
ERα protein level (Fig. 4f). No effect on ERβ gene or protein
expression was observed in KGN cells (Fig. 4e, f). Effect of leptin receptor antagonists on proliferation,
caspase‑3 activity and oestradiol secretion Leptin (40 ng/mL) decreased both ERα and ERβ gene
expression in HGrC1 cells, but had no effect on protein lev-
els. In cancer cells, the expression of ER gene (Fig. 3c) and
protein (Fig. 3d) in COV434 and KGN cells was unchanged
by the addition of leptin. In HGrC1 cells, leptin increased cell proliferation (80%) but
had no effect on caspase-3 activity and slightly increased
estradiol secretion (30%). All three leptin receptor blockers
decreased BrdU incorporation (Fig. 5a), except that Lan2
at the highest concentration (1000 ng/mL; Fig. 5d) had no
effect on caspase-3 activity. Lan1 (1000 ng/mL) and Lan2
(10 and 100 ng/mL) reduced oestradiol secretion (Fig. 5g). In HGrC1 cells, leptin increased cell proliferation (80%) but
had no effect on caspase-3 activity and slightly increased
estradiol secretion (30%). All three leptin receptor blockers
decreased BrdU incorporation (Fig. 5a), except that Lan2
at the highest concentration (1000 ng/mL; Fig. 5d) had no
effect on caspase-3 activity. Lan1 (1000 ng/mL) and Lan2
(10 and 100 ng/mL) reduced oestradiol secretion (Fig. 5g). In COV434 cells, SHLA and Lan2 at dose 1000 ng/mL
decreased BrdU incorporation, while Lan1 had no effect
(Fig. 5b). None of the blockers investigated had an effect on
caspase-3 activity (Fig. 5e) or oestradiol secretion (Fig. 5h). In HGrC1 cells, all three leptin receptor blockers
increased ERα gene expression, but had no effect on ERβ
gene expression (Fig. 4a). None of the antagonists affected
ERα protein expression, although an inhibitory effect of
Lan1 and Lan2 on ERβ protein expression was observed
(Fig. 4b). In COV434 cells, SHLA decreased ERα gene
expression and ERβ protein expression, but had no effect on In COV434 cells, SHLA and Lan2 at dose 1000 ng/mL
decreased BrdU incorporation, while Lan1 had no effect
(Fig. 5b). None of the blockers investigated had an effect on
caspase-3 activity (Fig. 5e) or oestradiol secretion (Fig. 5h). 3 Cancer Chemother Pharmacol (2017) 80:815–827 821 Fig. 2 Effect of leptin receptor antagonists (SHLA, Lan1 and Lan2)
on leptin receptor (ObR) gene (a, c, e) and protein (b, d, f) expres-
sion. All values marked with *(p < 0.05) are significantly different
from control values. Values are mean ± SEM. Densitometry results
were normalised to β-actin loading controls from control values. Values are mean ± SEM. Densitometry results
were normalised to β-actin loading controls Fig. Effect of leptin receptor antagonists on proliferation,
caspase‑3 activity and oestradiol secretion 2 Effect of leptin receptor antagonists (SHLA, Lan1 and Lan2)
on leptin receptor (ObR) gene (a, c, e) and protein (b, d, f) expres-
sion. All values marked with *(p < 0.05) are significantly different Fig. 3 Expression of the oestrogen receptor (ER) α and β forms at a
the gene and b protein levels in different cell lines and the action of
leptin on ER c gene and d protein expression. Each point represents
the mean ± SEM from three independent experiments. All values
marked with *(p < 0.05) and **(p < 0.01) are significantly different
between ERα and ERβ (a, b) or from control values (c, d). All values
marked with *(p < 0.05) and ** (p < 0.01) are significantly different
from control values. Densitometry results were normalised to β-actin
loading controls between ERα and ERβ (a, b) or from control values (c, d). All values
marked with *(p < 0.05) and ** (p < 0.01) are significantly different
from control values. Densitometry results were normalised to β-actin
loading controls Fig. 3 Expression of the oestrogen receptor (ER) α and β forms at a
the gene and b protein levels in different cell lines and the action of
leptin on ER c gene and d protein expression. Each point represents
the mean ± SEM from three independent experiments. All values
marked with *(p < 0.05) and **(p < 0.01) are significantly different 1 1 3 3 Cancer Chemother Pharmacol (2017) 80:815–827 822 822
Cancer Chemother Pharmacol (2017) 80:815–827
Fig. 4 Effect of leptin receptor antagonists (SHLA, Lan1 and Lan2)
on the expression of the oestradiol receptor α and β forms on the gene
(a, c, e) and protein (b, d, f) level. Values are mean ± SEM. All val-
ues marked with *(p < 0.05) and **(p < 0.01) are significantly differ-
ent from control values Fig. 4 Effect of leptin receptor antagonists (SHLA, Lan1 and Lan2)
on the expression of the oestradiol receptor α and β forms on the gene
(a, c, e) and protein (b, d, f) level. Values are mean ± SEM. All val- ues marked with *(p < 0.05) and **(p < 0.01) are significantly differ-
ent from control values Effect on leptin receptor antagonists on selected cell
cycle protein expression In KGN cells, SHLA at the highest dose and Lan1 and
Lan2 at doses 100 and 1000 ng/mL decreased BrdU incor-
poration (Fig. 5c). None of the three antagonists investi-
gated affected caspase-3 activity (Fig. 5f), except for Lan2,
which at the highest concentration decreased oestradiol
levels. SHLA and Lan1 had no effect on oestradiol secre-
tion (Fig. 5i). In HGrC1 cells, leptin increased cdk4 and cdk2 protein
expression and had no effect on cyclin D1 and A2. No
effect on E2F1 or E2 was observed. Of the investigated lep-
tin receptor blockers, SHLA had no effect on selected cell
cycle gene or protein expression. An inhibitory effect on 1 3 Cancer Chemother Pharmacol (2017) 80:815–827 823 Fig. 5 Effect of leptin and leptin receptor antagonists (SHLA, Lan1
and Lan2) on a–c cell proliferation (BrdU incorporation), d–f cas-
pase-3 activity and g–i oestradiol secretion. Each point represents
the mean ± SEM from three independent experiments of four repli-
cates per treatment group. In a–f, values marked with *(p < 0.05) and
**(p < 0.01) are significantly different from leptin values. In g–i, val-
ues marked with * are significantly different from control, while those
indicated by #(p < 0.05) are significantly different from leptin Fig. 5 Effect of leptin and leptin receptor antagonists (SHLA, Lan1
and Lan2) on a–c cell proliferation (BrdU incorporation), d–f cas-
pase-3 activity and g–i oestradiol secretion. Each point represents
the mean ± SEM from three independent experiments of four repli- cates per treatment group. In a–f, values marked with *(p < 0.05) and
**(p < 0.01) are significantly different from leptin values. In g–i, val-
ues marked with * are significantly different from control, while those
indicated by #(p < 0.05) are significantly different from leptin the cell cycle proteins studied. All three blockers decreased
the expression of cyclin D1 and cdk2, while Lan2 also
reduced cdk4 expression and both Lan1 and Lan2 reduced
E2F1 protein. cdk4 but not cyclin D was noted under the influence of Lan1. A marked inhibitory effect on cyclin A and cdk4 protein
expression under the influence of Lan2 was noted. None
of the antagonists investigated had an effect on E2F1 or E2
(Fig. 6a). In COV434 cells, leptin with the exception of a stimula-
tory effect on E2F2 had no effect on the expression of any
other investigated cell cycle proteins. Effect on leptin receptor antagonists on selected cell
cycle protein expression All three leptin recep-
tor blockers decreased cyclin D1 and cdk4 in the following
order: SHLA < Lan1 < Lan2. In addition, SHLA decreased
cyclin A2 protein expression, Lan1 cyclin A2 and cdk2
expression, and Lan2 cdk2 protein expression. Of the three
blockers studied here, only Lan2 had an inhibitory effect on
E2F2 expression (Fig. 6b). Discussion As described by us, higher ObR
expression and a leptin-stimulatory effect on its own recep-
tor in cancer granulosa cells correspond with our previously
published data [14] in epithelial ovarian cancer cells, sug-
gesting similar effects in both epithelial ovarian cancer and
folliculoma. Increased expression of ObR, corresponding to
higher risk, has also been described in cases of breast [1] and
prostate cancer [25], both hormone-dependent cancer types. In ovarian cancer patients, high leptin levels are associated
with poor treatment prognosis [26]. the activation of oestrogen receptor alpha (ERα) through
the MAPK pathway in MCF-7 and HeLa cells [31]. In ER+
MCF-7 cells, chronic exposure to leptin has been found to
result in a higher ERα/ERβ ratio, enhanced oestrogen tran-
scriptional activity, greater cell growth and resistance to the
anti-oestrogen compound tamoxifen [32].f It is well known that leptin can directly affect ovarian
function by its action on oestradiol secretion [33]. There
have been a few studies on blocking leptin activity in the
ovary and interactions with oestradiol secretion. Our results
show that the leptin receptor antagonists SHLA and Lan1,
at concentrations of 100 ng/mL, increased oestradiol (E2)
secretion by the HGrC1 cell line, but had no effect on oestra-
diol secretion in granulosa cancer cells (except for Lan2,
which decreased E2 secretion in KGN cells). The effect
on ERα and ERβ expression was variable in this study. In
HGrC1 cells, all antagonists decreased ERβ gene expression,
but only Lan1 and Lan2 decreased protein levels. The block-
ers SHLA and Lan1 decreased ERα in juvenile COV434
cells, while Lan1 and Lan2 had an effect in adult form KGN
cells. These results suggest that, independently of the magni-
tude of ERα expression, Lan1 was sufficient in both types of
cells. Our data are in agreement with Fusco et al. [19], who
showed that leptin receptor silencing in MCF-7 breast cancer
cells results in decreased ERα expression. The same authors
reported that higher leptin levels are more strongly corre-
lated with ER+ breast cancer rather than ER−. In another
study, Dupuis et al. [11] used the leptin receptor antagonist
PEG-SMLA to demonstrate that inhibition of ObR impaired
follicle rupture without affecting meiotic maturation of
oocytes in ovarian follicles. Cross talk between leptin and oestrogen receptors should
also be taken into consideration. It was apparent that, in can-
cer cells, elevated ObR expression correlated with elevated
ERα expression. Discussion This study clearly demonstrates twofold higher leptin recep-
tor gene and protein expression in cancer granulosa cell lines
compared to non-cancer cell lines. Additionally, we found
that leptin increased its own receptor gene expression only
in cancer cell lines. These results on both the short (ObRa) and long (ObRb)
forms of the leptin receptor are in agreement with other
studies demonstrating both forms of the leptin receptor in In KGN cells, leptin, with the exception of a slight inhibi-
tory effect on cdk2, had no effect on the expression any of 1 3 Cancer Chemother Pharmacol (2017) 80:815–827 824 Fig. 6 Expression of cell cycle proteins in HGrC1, COV434 and
KGN cell lines under the influence of leptin and leptin receptor
antagonists. The representative blots of three experiments are shown
in the panels. Cdk2, cyclin A, cdk4, cyclin D and E2F1 densitometry
results were normalised to GAPDH loading controls to obtain band
ratios. Values are mean ± SEM. All values marked with *(p < 0.05),
**(p < 0.01) are significantly different from untreated control values. All values marked with #(p < 0.05), ##(p < 0.01) are significantly dif-
ferent from the values of leptin at 40 ng/mL Fig. 6 Expression of cell cycle proteins in HGrC1, COV434 and
KGN cell lines under the influence of leptin and leptin receptor
antagonists. The representative blots of three experiments are shown
in the panels. Cdk2, cyclin A, cdk4, cyclin D and E2F1 densitometry
results were normalised to GAPDH loading controls to obtain band ratios. Values are mean ± SEM. All values marked with *(p < 0.05),
**(p < 0.01) are significantly different from untreated control values. All values marked with #(p < 0.05), ##(p < 0.01) are significantly dif-
ferent from the values of leptin at 40 ng/mL Fig. 6 Expression of cell cycle proteins in HGrC1, COV434 and
KGN cell lines under the influence of leptin and leptin receptor
antagonists. The representative blots of three experiments are shown
in the panels. Cdk2, cyclin A, cdk4, cyclin D and E2F1 densitometry
results were normalised to GAPDH loading controls to obtain band ratios. Values are mean ± SEM. All values marked with *(p < 0.05),
**(p < 0.01) are significantly different from untreated control values. All values marked with #(p < 0.05), ##(p < 0.01) are significantly dif-
ferent from the values of leptin at 40 ng/mL granulosa cells [11, 24]. Discussion The direct relationship between ObR and
ER is still unresolved; however, the existence of cross talk
between these receptors was examined. Fusco et al. [19]
described a threefold increase in ERα expression in the pres-
ence of 100 ng/mL leptin. Different effects, dependent on
the type of ER expression, have been described by Ray et al. [27] and Ozbay et al. [28], who showed that leptin increased
the proliferation level to a greater extent in the ER+ breast
cancer cell line T47-D than in ER− MDA-MB231 cells. This finding is in line with our results, as all investigated
granulosa cell lines demonstrated a higher degree of prolif-
eration than in previously examined epithelial ovarian cell
lines [14]. Physiologically, the primary sites of oestrogen
receptors include the same areas where ObR are located
[29]. Leptin can enhance aromatase activity, promoting
oestrogen production from androstenedione in adipose
tissue and hence stimulate the progression of oestrogen-
dependent breast cancer [30]. Furthermore, leptin enhances 1 3 3 Cancer Chemother Pharmacol (2017) 80:815–827 825 Leptin, via direct action through ObR and additionally by
enhancing the activation of oestrogen receptor alpha (ERα)
through the MAPK pathway, induces cell proliferation. The
data presented here show that leptin at a supraphysiological
level induced cell proliferation in all investigated cell types,
with the greatest effect observed in the normal granulosa
cell line HGrC1 where proliferation reached 180% of the
control. The mutagenic effect of leptin has been observed in
various cell types, including breast cancer [33, 34], endo-
metrial cancer [35] and prostate cancer cells [25]. Kato et al. [36] showed that higher leptin levels (above 100 ng/mL)
or longer incubation times are required to have an effect
on proliferation. However, Fiedor and Gregoraszczuk [14]
and Ptak et al. [37], using the same leptin concentration,
described a similar effect on the proliferation of epithelial
ovarian cancer cells. leptin at 40 ng/mL alone or in combination of SHLA or
Lan2 does not affect the activity of caspase-3, -8 or -9
(unpublished data). With regard to the mechanism of action of the ObR antag-
onists, we showed that, in non-cancer HGrC1 cells, Lan1
and Lan2 decreased the expression of cyclin A2 and cdk4. In COV434 cells, all tested antagonists decreased cyclin D1
and cdk4 protein expression, while Lan1 also decreased cyc-
lin A2 and cdk2, SHLA had an inhibitory effect on cyclin A,
and Lan2 inhibited cdk2 expression. Discussion It is generally believed
that the critical function of the cyclin A–Cdk2 complex is
the phosphorylation of substrates that start DNA replication
and co-ordinate the end of S-phase [40]. In KGN cells, only
cyclin D1 and cdk2 were decreased by all leptin receptor
blockers. Additionally, we observed an inhibitory effect of
Lan1 and Lan2 on the expression of the transcription fac-
tor E2F1, suggesting that the anti-proliferative effect of this
antagonist in ovarian cancer may be mediated, in part, by the
down-regulation of E2F1. Our previously published results
[14] concerning the action of leptin receptor antagonists
on epithelial ovarian cancer cells showed that both antago-
nists studied decreased cdk2 and cdk4 protein expression
in CaOV-3 and OVCAR-3 cells. Additionally, in CaOV-3
cells, cyclin D1 expression decreased under the influence
of SHLA and Lan2. All ObR antagonists used in this study reversed the lep-
tin-stimulatory effects on cell proliferation, although with
varying degrees of success. In non-cancerous HGrC1 cells,
the most potent antagonist was SHLA. In KGN cells, all
three antagonists at all concentrations reversed leptin-stim-
ulated proliferation. Surprisingly, in the COV434 cell line,
the effects of blockers were negligible. The use of leptin
receptor antagonists has been well studied in breast cancer. There are reports of the inhibitory action of Aca-1 and Allo-
aca on leptin-stimulated proliferation of MCF-7 and MDA-
MB231 breast cancer cells [15], and D-Ser and DDD on the
proliferation of MCF-7 cells [38]. Catalano et al. [16], using
LDFI (leptin binding site I), showed the inhibitory effects
on the leptin-induced growth of ERα-positive (MCF-7) and
ERα-negative (SKBR3) breast cancer cells. Fusco et al. [19]
demonstrated the inhibitory effects of a neutralising mono-
clonal antibody (9F8) on cell proliferation in the ER-positive
MCF-7 cell line, but not in MDA-MB231 ER-negative cells. We previously described SHLA and Lan2 as a promising
treatment for epithelial ovarian cell tumours [14]. To our
knowledge, these are the first findings to indicate the pos-
sible use of ObR blockers in the treatment of folliculoma
cancer. In summary, (1) in juvenile form of folliculoma, SHLA
and Lan-1 increased ERβ expression, while in the adult form
all blockers decreased ERα expression. As a consequence,
the ratio moved towards greater expression of ERβ, charac-
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results are based on experiments performed on cell lines,
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K/DSC/003955, DS/MND/WBiNoZ/IZ/15/2016 and Jagiellonian Uni-
versity in Kraków, Poland. Compliance with ethical standards Conflict of interest The authors declare that they have no conflicts
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The effects of regional quadriceps architecture on angle-specific rapid torque expression
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The effects of regional quadriceps architecture on
angle-specific rapid torque expression Dustin J. Oranchuk
Auckland University of Technology
William G. Hopkins
Victoria University
John B. Cronin
Auckland University of Technology
Adam G. Storey
Auckland University of Technology
André R. Nelson
(
andre.nelson@vu.edu.au
)
Victoria University Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. R
d F ll Li License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/19 Page 1/19 Abstract Evaluating anatomical contribution to performance can build an understanding of muscle mechanics
and guide physical preparation. While the impact of anatomy on muscular performance is well studied,
the effects of regional quadriceps architecture on rapid torque expression are less clear. Regional
(proximal, middle, distal) quadriceps (vastus lateralis, rectus femoris, lateral and anterior vastus
intermedius) thickness (MT), pennation angle (PA), and fascicle length (FL) of 24 males (48 limbs) were
assessed via ultrasonography. Participants performed isometric contractions at 40º, 70º, and 100º of
knee flexion to evaluate rate of torque development from 0-200 ms (RTD0 − 200). Measurements were
repeated on three separate occasions with the greatest RTD0 − 200 and average muscle architecture
measures used for analysis. Linear regression models predicting angle-specific RTD0 − 200 from regional
anatomy provided adjusted simple and multiple correlations (√adjR2) with bootstrapped compatibility
limits to assess magnitude. Mid-rectus femoris MT (√adjR2 = 0.41–0.51) and mid-vastus lateralis FL
(√adjR2 = 0.41–0.45) were the best single predictors of RTD0 − 200, and the only measures to reach
acceptable precision with 99%CL. Small simple correlations were found across all regions and joint
angles between RTD0 − 200 and vastus lateralis MT (√adjR2 = 0.28 ± 0.13; mean ± SD), vastus lateralis FL
(√adjR2 = 0.33 ± 0.10), rectus femoris MT (√adjR2 = 0.38 ± 0.10), and lateral vastus intermedius MT
(√adjR2 = 0.24 ± 0.10). Multiple correlations are reported within the article. Researchers should measure
mid-region rectus femoris MT and vastus lateralis FL to efficiently and robustly evaluate potential
anatomical contributions to changes in rapid knee extension torque expression. Experimental design Using a repeated measures design, we examined measures of regional quadriceps anatomical
parameters and RTD at a range of joint angles. Each participant was tested on three separate occasions,
separated by 5–8 days. At each session, an ultrasonographic assessment of regional quadriceps MT, PA,
and FL, followed by an isometric assessment of RTD at 40º, 70º, and 100º of knee flexion (0º=full
extension), was completed. Inter-session reliability was determined for all measures. Average muscle
architecture was used for analysis to minimize daily fluctuations in hydration and sonographer error,
whereas the greatest RTD from all sessions were used for analysis to minimize issues of motivation and
muscular activation. Participants Twenty-four healthy males (mean ± SD: 28.5 ± 4.7 years, 180.1 ± 7.7 cm, 81.6 ± 11.8 kg) volunteered for
this study. All participants were required to have at least six months of resistance training experience
(6.73 ± 4.83, range: 1–18 years), with at least two weekly sessions of lower-body resistance training (2.54
± 0.75, range: 2–5 sessions.week− 1), and be free of any musculoskeletal injuries for at least three months
before data collection. Participants were instructed to maintain their current level of physical activity
throughout the data collection period apart from refraining from strenuous physical activity, alcohol,
caffeine, and other ergogenic aids for at least 48 hours before each session. The Auckland University of
Technology Research Ethics Committee approved the study (18/232), and all subjects provided written
informed consent. All ethical conciderations were performed inline with the World Medical Association
and the Declaraton of Helsinki17. Introduction Measures of muscle size (e.g., muscle thickness (MT), cross-sectional area, volume) and architecture
(e.g., pennation angle (PA), fascicle length (FL)) have become commonplace when assessing acute or
chronic effects of exercise1–3, baseline characteristics of performance, or clinical populations4–6. Several
research groups have also aimed to understand the effect of muscle architecture on function and
performance5,7−12, often with the intent of guiding exercise prescription relating to contraction type or
other variables1,3,13,14. For example, Oranchuk et al.1 compared the acute effects of eccentric and
eccentric quasi-isometric resistance exercise on quadriceps muscle architecture and reported differing
changes in regional MT and echo intensity, which may relate to long-term adaptations. While the relationships between muscle architecture and maximal force or torque expression are well
studied5,7−12, very few studies have utilized rapid force or torque expression as a variable, possibly due to
larger measurement variabilities15. One such recent study by Coratella et al.16 examined the relationships
between the rate of force development at several epochs and muscle architecture of the vastus lateralis,
vastus medialis, rectus femoris, and vastus intermedius. The correlations logically increased with larger
epochs, with the greatest correlations between the rate of force development and vastus intermedius MT
(r = 0.27–0.69), vastus lateralis FL (r = 0.37–0.63), and vastus intermedius FL (r = 0.34–0.64)16. While Page 2/19 Page 2/19 Coratella and colleagues16 were, to our knowledge, the first to examine the relationship between
quadriceps architecture and rapid force expression, only the mid-region of each muscle, and a single joint
angle, were examined. Also several findings from Coratella et al. run contrary to a previous study9 that
demonstrated smaller correlations between mid-region vastus intermedius MT and maximal isometric
torque (√adjR2 = 0.23–0.42). While several researchers have examined the relationships between anatomy and isometric force or
torque-time characteristics, none have determined the strength of association between regional
architecture and rapid torque expression at multiple joint angles. Based on previous research, we
hypothesized that mid and distal vastus lateralis and lateral vastus intermedius MT and distal vastus
lateralis FL would be the strongest predictors of rapid torque expression. Additionally, we hypothesized
that joint angle would not substantially affect the form-to-function relationship. Testing procedures
Ultrasonography Ultrasound settings (frequency, 12 MHz; brightness, maximum; gain,
60 dB; dynamic range, 70; depth, individualized) were recorded and kept consistent across all sessions. All assessments were performed by the same sonographer with ~ 3 years of experience. Upon arrival,
participants were positioned in a supine position on a massage table for 15 minutes, to allow for fluid re-
distribution18. The participants remained in a supine position with knees and hips fully extended with a
foot strap used to prevent excessive external rotation19. During this period, the participants had each
thigh measured and marked by an ISAK level-2 anthropometrist. The length of the lateral aspect of the
thigh was determined by measuring the distance from the superior border of the greater trochanter to the
inferior border of the lateral condyle of the femur. The anterior aspect of the thigh was determined by
measuring the distance between the superior border of the patella and the inferior border of the anterior,
superior iliac spine20. Thigh lengths were recorded, and markings were made at 30% (proximal), 50%
(middle), and 70% (distal) of the lateral and anterior distances, respectively19. The vastus lateralis was
marked by determining the most lateral aspect of the thigh. Participants were instructed to briefly tense
the quadriceps so that the researcher could mark the rectus femoris. Pilot testing with our resistance-
trained male cohort determined that extended field-of-view scans of the vastus intermedius were not
consistently clear. Thus, scanning depths were adjusted to only capture the vastus lateralis and rectus
femoris muscles. The vastus medialis was excluded as it can be further broken down into the obliquus
and longus portions, with deep and superficial fiber bundles21. Furthermore, MT of the vastus medialis
oblique and longus have substantially smaller correlations with magnetic resonance imaging derived
cross-sectional area when compared to the vastus lateralis or rectus femoris22. MT and PA of the vastus
lateralis and lateral vastus intermedius, and the rectus femoris and anterior vastus intermedius were
collected in the same snap-shot images, respectively. Typical proximal, middle, and distal lateral and
anterior images are provided in Fig. 1. Fascicle length was measured by the extended field-of-view function as extensively detailed
previously23,24. The ultrasound probe was moved across a muscle, while a texture mapping algorithm
merged the sequence of images into a composite image23,25. Testing procedures
Ultrasonography Page 3/19 All ultrasound images were collected using the same transducer and built-in software (45 mm linear array,
GE Healthcare, Vivid S5, Chicago, IL). Ultrasound settings (frequency, 12 MHz; brightness, maximum; gain,
60 dB; dynamic range, 70; depth, individualized) were recorded and kept consistent across all sessions. All assessments were performed by the same sonographer with ~ 3 years of experience. Upon arrival,
participants were positioned in a supine position on a massage table for 15 minutes, to allow for fluid re-
distribution18. The participants remained in a supine position with knees and hips fully extended with a
foot strap used to prevent excessive external rotation19. During this period, the participants had each
thigh measured and marked by an ISAK level-2 anthropometrist. The length of the lateral aspect of the
thigh was determined by measuring the distance from the superior border of the greater trochanter to the
inferior border of the lateral condyle of the femur. The anterior aspect of the thigh was determined by
measuring the distance between the superior border of the patella and the inferior border of the anterior,
superior iliac spine20. Thigh lengths were recorded, and markings were made at 30% (proximal), 50%
(middle), and 70% (distal) of the lateral and anterior distances, respectively19. The vastus lateralis was
marked by determining the most lateral aspect of the thigh. Participants were instructed to briefly tense
the quadriceps so that the researcher could mark the rectus femoris. Pilot testing with our resistance-
trained male cohort determined that extended field-of-view scans of the vastus intermedius were not
consistently clear. Thus, scanning depths were adjusted to only capture the vastus lateralis and rectus
femoris muscles. The vastus medialis was excluded as it can be further broken down into the obliquus
and longus portions, with deep and superficial fiber bundles21. Furthermore, MT of the vastus medialis
oblique and longus have substantially smaller correlations with magnetic resonance imaging derived
cross-sectional area when compared to the vastus lateralis or rectus femoris22. MT and PA of the vastus
lateralis and lateral vastus intermedius, and the rectus femoris and anterior vastus intermedius were
collected in the same snap-shot images, respectively. Typical proximal, middle, and distal lateral and
anterior images are provided in Fig. 1. All ultrasound images were collected using the same transducer and built-in software (45 mm linear array,
GE Healthcare, Vivid S5, Chicago, IL). Testing procedures
Ultrasonography A water-soluble gel was applied to the
scanning head of the ultrasound probe to achieve acoustic coupling, with care taken to avoid tissue
deformation23–25. The probe was oriented perpendicular to the skin and parallel to the estimated fascicle
direction23–25. Two images were captured for each region or extended field-of-view scan. Two
measurements for MT, PA and FL were quantified from each image, and the mean calculated (i.e., image
mean). The mean of the two image means was then calculated and used for subsequent analyses24. Isometric dynamometry Following the ultrasonographic assessment, participants warmed up by cycling at low to moderate
resistance using a self-selected pace for five minutes15. Subjects were seated on the isokinetic
dynamometer (CSMi; Lumex, Ronkonkoma, NY) at a hip angle of 85º, with shoulder, waist, and thigh
straps to reduce body movement during contractions15,26. The shin-pad was positioned ~ 5 cm superior Page 4/19 Page 4/19 to the ankle joint malleoli15. Subjects were required to hold handles at the sides of the chair, while the
non-working limb was positioned behind a restraining pad15. Knee alignment was determined by visual
inspection and unloaded knee extensions. Dynamometer settings were recorded and matched for
subsequent sessions. Once fitted to the dynamometer, subjects underwent a series of extensions and flexions of the knee to
determine safety stop positions and calibrate gravity correction15. Subjects then completed a
standardized warmup of concentric contractions of 30%, 50%, 70%, 85%, and 100% of perceived maximal
voluntary contraction15. One minute after the completion of the warmup contractions, the participants'
knee was positioned at 40º of flexion, where one familiarization isometric knee extension at 50% of
perceived maximum torque was performed 15. Sixty seconds later, two maximal contractions lasting four
seconds were completed with 30 seconds separating each contraction15. Participants were instructed to
contract "as fast and hard as possible," following a countdown of "3-2-1-go!"15,27. All participants were
given strong verbal encouragement along with visual feedback of the torque-time tracing during each
trial15,27. Participants were instructed to avoid any pre-tension and countermovement of the knee
extensors, while the live torque-time trace was carefully inspected by the examiner leading up to each
contraction15,27. The cut-off for pre-tension was set at 10 N15. Any contractions with a countermovement
or an unsteady baseline were rejected and repeated15,27. The participants then completed the same series
at 70º and 100º of knee flexion. The isometric contractions were always performed in series from 40º to
100º to avoid greater muscle damage and fatigue synonymous with long muscle length contractions20. Ten minutes following the final isometric contraction, the concentric warm-up, and isometric
assessments were repeated on the opposite limb. Limb order was randomized throughout the testing
sessions and counterbalanced over the participant group. All contractions were collected, without filtering,
via a custom-made software (LabVIEW; National Instruments, New Zealand) sampling at 2000 Hz15,27. D t
i
d
l
i Ultrasonography Images were stored and analyzed via digitizing software (ImageJ; National Institutes of Health). Muscle
thickness (cm) was defined as the perpendicular distance between the deep and superficial aponeurosis,
and PA was defined as the angle of the fascicles relative to the deep aponeurosis25. Due to the depth of
the muscle, the fascicles on the lateral and anterior vastus intermedius were not consistently visible24. Therefore, PA and FL were not recorded for the lateral and anterior vastus intermedius. As the rectus
femoris is complex, in that there are distinctly different directions of pennation20, only 23/48 of the distal
rectus femoris FL measurements were able to be determined. Representative vastus lateralis and rectus
femoris extended field-of-view images are illustrated in Fig. 2A and B, respectively. Anatomical variables
were averaged across all sessions to reduce errors arising from sonography or participant variability. Reliability Measures of RTD, MT, and FL were log-transformed before analysis to reduce non-uniformity of error28,29
and analyzed with an Excel spreadsheet30. To reduce bias in the correlations between variables, only
measures with sufficiently high intersession reliability were included in the correlational analysis. Since
the mean or maximum of the three sessions was used in the correlation analysis, the intraclass
correlation coefficient (ICC) of the mean of the three sessions was used as the measure of interest29. A
value of ICC > 0.75 was considered sufficiently reliable31. For comparison with other studies, the between-
session typical error of measurement (TEM) was also analyzed and expressed as a percentage for RTD,
MT, and FL28,29. TEM is expressed in degrees for PA, as there is an upper limit of 90º, and unlike other
measures, the error would not be expected to increase with increasing values28,29. While not a primary aim of the study, the variability of intra-image measures (e.g., the variability of two
proximal vastus lateralis FL measures in the same image) was performed to determine variations in
quadriceps anatomy across regions and muscles using the same procedure and interpretation as for the
intrasession reliability analysis. Intra-image variability statistics were not analyzed for RTD as the
greatest value, regardless of contraction or session, was utilized for the correlational analysis. Isometric dynamometry Data were analyzed via a customized MATLAB (MathWorks, Natick, MA) script. As the moment arm
substantially affects isometric outputs11,18, all torque data were divided by the length of the
dynamometer arm, in meters, to normalize the difference in shank length between participants15. Thus,
all torque data are reported in Newtons per second (N·s− 1). Normalized torque over 200 N were identified
to signify a full contraction and eliminate false contractions15. The contraction with the highest RTD was
analyzed. The maximum values of RTD across the three sessions were utilized to reduce error arising
from submaximal voluntary activation. Correlational analysis As the primary goal was to examine the effects of regional quadriceps anatomy on RTD, a measure was
included only if it was sufficiently reliable (ICC > 0.75) in all three regions (proximal, middle, distal) and
knee joint angles (40º, 70º, 100º). Simple linear regressions were used to predict angle specific RTD with
anatomical parameters in isolation (e.g., distal vastus lateralis MT). Multiple linear regressions (explained
in detail below) were used to determine if the difference in predictive ability between regions (e.g., distal
vastus lateralis FL vs middle vastus lateralis FL) was substantial. All regression analyses were performed with Proc Reg in the Statistical Analysis Software (University
Edition of SAS Studio, version 9.4, SAS Institute, Cary NC). Measures of the ability of the regression
models to predict RTD were the multiple R (the correlation between observed and predicted values), √R2
(equivalent to the absolute value of Pearson's r for a single predictor), and the adjusted multiple R (the
square-root of the R-squared, √adjR2, adjusted for degrees of freedom). The adjustment removes the Page 6/19 Page 6/19 Page 6/19 upward bias in the R-squared that occurs when any predictor is added to a model with a finite sample
size. Negative values of adjR2 were expressed as negative correlations by changing the sign before taking
the square root. Effects (adjusted multiple R, their means, and their differences) are presented with the
qualitative magnitude of their observed (sample) value and interpreted as trivial, small, moderate, large,
very large, and extremely large for values < 0.10, ≥ 0.10, ≥ 0.30, ≥ 0.50, ≥ 0.70, and ≥ 0.90 respectively29. Sampling uncertainty in the estimates of effects is presented as 90% compatibility limits (90%CL), which
were estimated from percentiles of the effects in 10,000 bootstrapped samples. The bootstrapped effects
were estimated initially by performing multiple linear regression with each bootstrapped sample, but the
median values of the effects were substantially higher than those in the original sample. Therefore,
values in the bootstrapped samples were derived as follows: the regression coefficients in the original
sample were used to predict the dependent variable in each bootstrapped sample; the correlation between
the predicted and observed values of the dependent variable in each sample was squared and adjusted
for degrees of freedom; the square root of this adjusted R-squared then provided values of adjusted
multiple R, which showed close agreement between the original and bootstrapped median values. Correlational analysis As a
further check on the adequacy of this bootstrap method, the analyses were performed on simulated data
with a sample size of 24 and simple correlations between a dependent variable and two predictor
variables in two limbs. One hundred analyses each of 10,000 bootstrap samples were performed for
correlations ranging from 0.00 to 0.70. Observed and median adjusted multiple R showed a downward
bias of 0.05 to 0.10 for true correlations of 0.00-0.30, 0.04 for true correlations of 0.50, and only 0.02 for
true correlations of 0.70. Despite the bias, 90%CLs showed less than the 10% expected error rate in their
coverage of low values of true correlations and a slightly higher error rate (~ 12%) for true correlations of
0.50 and 0.70. The bootstrapping was therefore judged to be trustworthy. The non-clinical version of magnitude-based decisions with a minimally informative prior was used to
interpret the uncertainty in effect magnitudes32. Chances that the true magnitude was a substantial
negative value, a trivial value, and a substantially positive value were derived directly from the
bootstrapped samples as the proportion of sample values with those magnitudes. Effects were deemed
to be clear (to have adequate precision) if the chances of one or other substantial true values were < 5%
(i.e., the 90%CLs did not include substantial positive and negative values). Clear effects are reported with
a qualitative descriptor for the magnitude with chances > 25% using the following scale: >25%, possibly
(*); >75%, likely (**); >95%, very likely (***); and > 99.5%, most likely (****)29. When the chances of a
substantial or trivial magnitude were > 95%, the magnitude itself is described as clear. Effects with
inadequate precision are described as unclear. Effects with adequate precision defined by 99%CL are
highlighted in bold in tables and figures; the overall error rate for coverage of 10 independent true values
with such intervals is that of a single effect with a 90%CL (10%), and interpretation of outcomes is
focused on these effects. Reliability Intersession, intrasession and intra-image (two fascicles from the same image) reliability of quadriceps
architectural parameters have been previously reported in detail9. In brief, all MT and vastus lateralis PA
and FL measures were sufficiently reliable (ICC = 0.77–0.98). However, rectus femoris PA and FL were
either unreliable, or unable to be consistently evaluated in each participant, and therefore not included in
the correlational analysis. RTD0 − 100 was reliable across all limbs at 40º (ICC = 0.85, TEM = 15%), 70º (ICC = 0.79, TEM = 20%), and
100º (ICC = 0.80, TEM = 19%). RTD0 − 200 was slightly more reliable at 40º (ICC = 0.90, TEM = 13%), 70º
(ICC = 0.81, TEM = 15%), and 100º (ICC = 0.87, TEM = 12%). Furthermore, correlations between muscle
architecture and RTD were always trivially different between 0-100 and 0-200 epochs. Therefore, due to
the very large number of correlations, all subsequent results are reported for RTD0 − 200 only. Results Page 7/19 Correlational analysis Mean regional anatomical measures are summarized in Table 1. RTD0 − 200 for the dominant and non-
dominant limbs were (mean ± SD) 2510 ± 657 N·s− 1 and 2462 ± 599 N·s− 1 at 40º, 2876 ± 873 N·s− 1 and
2789 ± 725 N·s− 1 at 70º, and 2388 ± 656 N·s− 1 and 2319 ± 701 N·s− 1 at 100º, respectively. All between-
limb differences in predictive ability were unclear, or possibly small; therefore, all correlations are
presented after pooling dominant and non-dominant limbs. Page 8/19 Page 8/19 Table 1
Regional quadriceps architecture averaged over three sessions. Muscle
Measurement
Limb
Proximal
Middle
Distal
Vastus lateralis
MT (cm)
Dominant
2.54 ±
0.36
2.81 ±
0.43
2.21 ±
0.34
Non-
dominant
2.44 ±
0.33
2.74 ±
0.41
2.20 ±
0.37
PA (°)
Dominant
17.1 ± 3.2
20.6 ± 2.6
22.7 ± 2.7
Non-
dominant
16.3 ± 2.7
20.2 ± 2.1
22.5 ± 2.8
FL (cm)
Dominant
7.73 ±
0.68
8.18 ±
0.83
7.16 ±
0.83
Non-
dominant
7.70 ±
0.73
8.16 ±
0.72
7.12 ±
0.90
Rectus femoris
MT (cm)
Dominant
2.80 ±
0.26
2.69 ±
0.33
1.96 ±
0.30
Non-
dominant
2.76 ±
0.33
2.69 ±
0.31
1.99 ±
0.31
Lateral vastus
intermedius
MT (cm)
Dominant
2.02 ±
0.44
2.04 ±
0.54
1.93 ±
0.44
Non-
dominant
2.01 ±
0.51
2.03 ±
0.53
1.84 ±
0.42
Anterior vastus
intermedius
MT (cm)
Dominant
2.94 ±
0.46
2.24 ±
0.47
1.88 ±
0.42
Non-
dominant
2.96 ±
0.47
2.36 ±
0.49
1.78 ±
0.37
MT = muscle thickness. PA = pennation angle. FL = fascicle length. Data are mean ± SD. Data are
across 48 limbs. Table 1 Table 1 Simple linear regressions Correlations and bootstrapped 90%CLs of individual measures of regional muscle anatomy with RTD0 −
200 at 40º, 70º, and 100º of knee flexion are presented in Fig. 3. Regardless of region or joint angle, small
correlations were found between RTD0 − 200 and vastus lateralis MT (mean ± SD √adjR2 = 0.28 ± 0.13),
vastus lateralis FL (√adjR2 = 0.33 ± 0.10), rectus femoris MT (√adjR2 = 0.38 ± 0.10), and lateral vastus
intermedius MT (√adjR2 = 0.24 ± 0.10). Neither vastus lateralis PA (√adjR2 = 0.00 ± 0.18), nor anterior
vastus intermedius (√adjR2 = 0.06 ± 0.12) were substantially associated with RTD0 − 200. The largest
single correlation was between mid-rectus femoris MT and RTD0 − 200 at 100° (√adjR2 = 0.51, 90%CL: Page 9/19 Page 9/19 0.16–0.73) with mid-rectus femoris MT also having the greatest mean correlation with RTD0 − 200
regardless of joint angle (√adjR2 = 0.47 ± 0.05). This finding was followed by mid-vastus lateralis
FL(√adjR2 = 0.43 ± 0.02) and distal rectus femoris MT (√adjR2 = 0.42 ± 0.02) as the only measures
consistently correlating with RTD0 − 200 (√adjR2 ≥ 0.40). Additionally, middle rectus femoris MT and
middle vastus lateral FL were the only measures to reach acceptable precision with 99%CLs at all three
joint angles. Regardless of model, correlations were greatest for RTD0 − 200 at 100º (√adjR2 = 0.24 ± 0.15) and
decreased at 70º (√adjR2 = 0.21 ± 0.20) and 40º (√adjR2 = 0.15 ± 19). However, the differences were either
unclear, or possibly to likely trivial-small. Multiple linear regressions Between-region differences in simple correlations are presented in Supplementary file 1. Of the 54
between region comparisons, 51 were trivial or small, with 36 decisions being unclear. Distal vastus
lateralis MT had likely higher correlations with RTD0 − 200 than proximal vastus lateralis MT at all joint
angles (Δ√adjR2 = 0.22–0.27). Likewise, mid vastus lateralis MT was likely better correlated to RTD0 − 200
than proximal vastus lateralis MT at the 70° joint angle (Δ√adjR2 = 0.21). Distal vastus lateralis PA had
likely higher correlations with RTD0 − 200 than proximal vastus lateralis PA at all joint angles (Δ√adjR2 =
0.33–0.39). Distal vastus lateralis PA also had a possibly greater correlation to RTD0 − 200 than mid
vastus lateralis PA at the 100° joint angle (Δ√adjR2 = 0.27). Middle vastus lateralis FL was likely and
possibly better correlated to RTD0 − 200 than distal vastus lateralis FL at 70° (Δ√adjR2 = 0.17) and 100°
(Δ√adjR2 = 0.27), respectively. Middle vastus lateralis FL was also possibly better correlated with RTD
than proximal vastus lateralis FL at 100° (Δ√adjR2 = 0.17). Middle rectus femoris MT has possibly and
likely higher correlations with RTD0 − 200 than proximal rectus femoris MT at 40° (Δ√adjR2 = 0.14) and
100° (Δ√adjR2 = 0.27), respectively. Distal lateral vastus intermedius MT had likely higher correlations
with RTD0 − 200 proximal lateral vastus lateralis MT at 70° (Δ√adjR2 = 0.23) and 100° (Δ√adjR2 = 0.26),
respectively. Distal lateral vastus lateralis MT was also possibly better correlated to RTD0 − 200 than mid
lateral vastus lateralis MT at 70° (Δ√adjR2 = 0.19). Discussion While several studies have examined the effects of quadriceps anatomy on force or torque expression,
none have investigated the relationship between regional architecture and rapid torque expression at
multiple joint angles. Our primary findings were that mid-region vastus lateralis FL, and mid-region rectus
femoris MT were the strongest and most consistent predictors of the rate of torque development. When
paired with previous findings, researchers should assess distal or mid vastus lateralis, mid rectus femoris
MT and mid vastus lateralis FL to estimate the knee extensors' potential for both maximal and rapid
torque expression. Page 10/19 Page 10/19 A key finding of this study was the relatively high and consistent correlations between rectus femoris MT
and RTD0 − 200 (√adjR2 = 0.27–0.51). This finding contrasts with previous work demonstrating that rectus
femoris MT (√adjR2=-0.01-0.49) was a minor and inconsistent contributor to peak torque when compared
to vastus lateralis MT (√adjR2 = 0.18–0.64) or FL (√adjR2 = 0.29–0.60)9. This discrepancy can most
likely be explained by several factors. While all quadriceps muscles insert into the patella, the rectus
femoris is oriented and attaches directly superior7. Therefore, the rectus femoris has the most direct line-
of-pull of the superior quadriceps muscles7, potentially reducing the time required for measurable torque
following contraction on-set. However, the rectus femoris is substantially smaller than the vastus lateralis,
limiting its contribution to maximal knee extensor strength5,20,33,34. A key finding of this study was the relatively high and consistent correlations between rectus femoris MT
and RTD0 − 200 (√adjR2 = 0.27–0.51). This finding contrasts with previous work demonstrating that rectus
femoris MT (√adjR2=-0.01-0.49) was a minor and inconsistent contributor to peak torque when compared
to vastus lateralis MT (√adjR2 = 0.18–0.64) or FL (√adjR2 = 0.29–0.60)9. This discrepancy can most
likely be explained by several factors. While all quadriceps muscles insert into the patella, the rectus
femoris is oriented and attaches directly superior7. Therefore, the rectus femoris has the most direct line-
of-pull of the superior quadriceps muscles7, potentially reducing the time required for measurable torque
following contraction on-set. However, the rectus femoris is substantially smaller than the vastus lateralis,
limiting its contribution to maximal knee extensor strength5,20,33,34. Vastus lateralis FL being a top predictor of rapid torque expression is logical given the implication of
sarcomeres-in-series to contraction velocity35, or more recently sarcomere resting length theories36. Discussion Though our hypothesis of distal vastus lateralis FL being a top predictor of RTD was not confirmed as
mid-region FL had higher correlations at all three joint angles. It is difficult to determine why this is the
case, especially as distal vastus lateralis FL was consistently the worst predictor of RTD on the FL
measures. However, it is plausible that regional FL is representative of other regions of the same muscle. The mid-region of the vastus lateralis is also thicker than the proximal or distal regions and, therefore,
likely has the greatest potential for maximal force and torque expression24. Given that maximal strength
is a good predictor of rapid force and torque expression37, our finding is logical. This finding is also
interesting as distal vastus lateralis FL had the greatest inter-participant variability. No meaningful relationships between vastus lateralis PA and RTD0 − 200 were found (√adjR2=-0.23–0.32),
regardless of region or joint angle. This finding, similar to our previous work examining peak torque9, is
contrary to several studies examining maximal or rapid contractile performance8,10,33,38. However, our
findings are similar to a recent study also examining knee extension kinetics that found small
correlations between vastus lateralis PA and rate of force development over several epochs (r=-0.23–
0.19)16. Though it is difficult to determine the reasons for these conflicting results, it has recently been
suggested that assessing PA may lack functional significance due to a variety of factors, including its
relationship to MT and FL, changes in PA based on joint position and muscle force, and concepts such as
muscle gearing39. Contrary to Coratella et al.,16 this study did not find large or consistent correlations between the RTD
measure and vastus intermedius MT. The discrepancy between studies could be due to several factors. Firstly, Coratella et al.,16 utilized a relatively small sample of 17, whereas we examined 48 limbs across
24 individuals. Secondly, and similarly to Ando et al.,12 Coratella et al.16 was only concerned with knee
extensor capabilities and muscle architecture on a single occasion, inviting additional uncertainty. Additionally, while our participants were well-trained (≥ 2 lower body resistance-training sessions per
week for ≥ 6 months), the participants in the aforementioned studies were 'recreationally trained' and
'healthy', respectively. Therefore, training status may have affected the correlational results as the force or Page 11/19 Page 11/19 torque expression of the well-trained participants is likely more influenced by neural versus anatomical
factors40. Discussion These differences in neural control would partially explain the generally weaker correlations in
this present study as compared to those of Coratella et al.,16 though this could be due to other factors
including the fact that Coratella and colleagues utilized a strain-gauge, whereas an isokinetic
dynamometer was used in this study. Finally, while we, and other researchers, have utilized several
strategies to maximize reliability, determined good inter-rater variability, it cannot be assumed that
sonographers, are without substantive error. Other researchers have determined that cross-sectional areas and muscle volume are stronger predictors
of muscle function than MT25. Therefore, it could be recommended that the distal and middle quadriceps
cross-sectional area be assessed via panoramic ultrasound to obtain a robust predictor of torque
expression in only two scans. Additionally, a third scan examining mid-region vastus lateralis FL could be
performed if predicting RTD potential is a priority. Funding Dustin J. Oranchuk was supported by the Auckland University of Technology's Vice-Chancellor's Doctoral
Scholarship. There was no other funding provided for this study. Limitations and future research directions While the aims of this study were achieved, there are several limitations to consider. Firstly, the use of
surface or needle electromyography to determine individual muscle activation at different joint angles
was not utilized; yet similar examinations have reported electromyography to have trivial to moderate
correlations to isometric10,38 and cycling performance33, and/or contributed little to multiple regression
models10,11,38. Similarly, we could only evaluate our participants' voluntary efforts, not the maximal
potential of the quadriceps musculature through peripheral or transcranial stimulation techniques41,42. While the aforementioned strategy to maximize voluntary activation removes many limitations, the lack
of joint angle order randomization may have led to the accumulation of non-trivial fatigue levels as
contractions progressed from 40º to 100º of flexion. We used the greatest RTD outputs over the three
collection sessions to partially address this. Future research could include the knee joint moment arm, which can change through the range of
motion10,43. Likewise, compression of the dynamometer padding means that the joint angles reported
were likely overestimated and RTD was delayed. Researchers may also wish to scan the quadriceps in the
same position as the isometric strength assessment to represent joint angle-specific architecture better. More experienced sonographers or different hardware could have consistently produced extended field-of-
view rectus femoris and vastus intermedius FLs, allowing for further elucidation of the relationship
between regional quadriceps anatomy and angle-specific torque. Likewise, sonographer error is an ever-
present consideration, and this study is no exception. Analyzing the mean fascicle length over multiple
regions may also result in interesting findings while diminishing the effect of sonographer error. While several researchers have examined inhomogeneous morphological and architectural adaptations,
very few have evaluated more than two regions of an individual muscle44. Therefore, we recommended
that future investigations examine three or more regions to illuminate further the effect of training or
disuse on region-specific muscle adaptations. Other advanced methods used as muscle volume Page 12/19 assessments and high-density electromyography may unveil additional insights. The bi-articular structure
and function of the rectus femoris should be further explored as it is the most commonly injured
quadriceps muscle during accelerations and sprinting45, and may play a critical role in clinical
populations46. assessments and high-density electromyography may unveil additional insights. Conclusion This study was the first to examine the effect of regional quadriceps architecture on RTD at multiple joint
angles. We found that the relative contribution of regional anatomical parameters to RTD does not
change at different joint angles. However, middle and distal rectus femoris MT and mid-region vastus
lateralis FL were the strongest predictors of RTD, likely due to these respective muscles and structures
having the most direct line-of-pull on the musculo-tendonous unit, greatest number serial sarcomeres,
respectively. Combined with previous research, ultrasonic evaluations of the quadriceps should focus on
mid-region MT and FL of the vastus lateralis and mid-region rectus femoris MT to obtain a thorough yet
time-efficient model of quadriceps force expression. Limitations and future research directions The bi-articular structure
and function of the rectus femoris should be further explored as it is the most commonly injured
quadriceps muscle during accelerations and sprinting45, and may play a critical role in clinical
populations46. Conflict of interest The authors have no conflicts of interest to disclose. Author contributions DJO conceived the study. DJO, JBC, AGS and ARN obtained ethical approval. DJO and AGS recruited
participants. DJO collected and processed the data. DJO and WGH performed the statistical analysis. DJO, WGH and ARN interpreted the results. DJO created the tables and figures. DJO wrote the manuscript. All authors reviewed and edited, and approved the manuscript before submission. Ethics approval and consent to participate The Auckland University of Technology Research Ethics Committee approved the study (18/232), and all
subjects provided written informed consent. Data availability statement Raw data is available upon reasonable request by contacting Dr Dustin J. Oranchuk:
dustinoranchuk@gmail.com. Page 13/19 References 1. Oranchuk, D. J., Nelson, A. R., Storey, A. G., Diewald, S. N. & Cronin, J. B. Short-term neuromuscular,
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and field athletes 2010–2019; a 9-year study using the British Athletics Muscle Injury Classification. Scand. J. Med. Sci. Sports 32, 1109–1118 (2022). 46. Watanabe, K., Vieira, T. Figure 3 Adjusted simple correlations with bootstrapped 90% compatibility limits of normalized maximal
voluntary isometric torque at 40º, 70º, and 100º of knee flexion with regional quadriceps architecture. Figures Page 16/19 Figure 1
Representative proximal, middle, and distal B-mode ultrasound images of the lateral (top) and anterior
(bottom) quadriceps muscles. MT = muscle thickness. PA = pennation angle. Figure 1 Figure 1 Representative proximal, middle, and distal B-mode ultrasound images of the lateral (top) and anterior
(bottom) quadriceps muscles. MT = muscle thickness. PA = pennation angle. Page 17/19 Page 17/19 Page 17/19 Figure 2
Representative extended field-of-view images of the vastus lateralis with proximal, middle, and distal
fascicle lengths (A). Typical extended field-of-view image of the rectus femoris (B); note the lack of
discernible fascicles towards the distal region. FL = fascicle length. Figure 2
Representative extended field-of-view images of the vastus lateralis with proximal, middle, and distal
fascicle lengths (A). Typical extended field-of-view image of the rectus femoris (B); note the lack of
discernible fascicles towards the distal region. FL = fascicle length. Figure 2 Representative extended field-of-view images of the vastus lateralis with proximal, middle, and distal
fascicle lengths (A). Typical extended field-of-view image of the rectus femoris (B); note the lack of
discernible fascicles towards the distal region. FL = fascicle length. Representative extended field-of-view images of the vastus lateralis with proximal, middle, and distal
fascicle lengths (A). Typical extended field-of-view image of the rectus femoris (B); note the lack of
discernible fascicles towards the distal region. FL = fascicle length. Page 18/19 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupTable1.docx Page 19/19
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https://air.uniud.it/bitstream/11390/1213438/1/A60.%20Attanasio_Preghenella_De%20Toni_Battistella%20-%20Stakeholder%20engagement%20in%20business%20models%20for%20sustainability%20-%20BSE_2021.pdf
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English
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Stakeholder engagement in business models for sustainability: The stakeholder value flow model for sustainable development
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Business strategy and the environment
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cc-by
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Abstract Abstract
This paper aims to investigate how stakeholder groups engaged by the company con-
tribute to the value flow of business models for sustainability. The research aims to
expand the knowledge on business models for sustainability by highlighting the most
important contributions of stakeholders that are relevant from a value flow and sus-
tainable development perspective. The research methodology is a multiple case study
in five Italian B corporations. The paper contribution is a stakeholder value flow
model of business models for sustainability that categorizes the stakeholders
engaged in the specific value flow dimension, namely, value intention, value proposi-
tion, value creation, value delivery and value capture. The stakeholder value flow
model can facilitate a systematic and deeper analysis of stakeholder contributions to
the company business model. Moreover, the stakeholder value flow model can be
used to map from the company perspective the most significant relationships and to
facilitate the stakeholder engagement towards sustainable development. K E Y W O R D S
stakeholder model, stakeholder engagement, sustainable development, value flow, value flow
business model for sustainability Giovanna Attanasio1
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Nadia Preghenella2
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Alberto Felice De Toni3
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Cinzia Battistella3 1Department of Economics and Statistics,
University of Udine, Udine, Italy
2Department of Technology and Management
of Industrial Systems, University of Padova,
Padua, Italy
3Polytechnic Department of Engineering and
Architecture, University of Udine, Udine, Italy
Correspondence
Nadia Preghenella, Department of Economics
and Statistics, University of Udine, Udine, Italy. Email: nadia.preghenella@phd.unipd.it
Funding information
University of Udine; University of Padova Bus Strat Env. 2021;1–15. ved: 23 July 2021
Revised: 23 September 2021
Accepted: 8 October 2021 ved: 23 July 2021
Revised: 23 September 2021
Accepted: 8 October 2021 Received: 23 July 2021
Revised: 23 September 2021
Accepted: 8 October 2021
DOI: 10.1002/bse.2922 R E S E A R C H A R T I C L E 2021 The Authors. Business Strategy and The Environment published by ERP Environment and John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. 2.1
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Stakeholder theory and sustainability The term stakeholder first appeared in 1963 in opposition to the
notion that shareholders are the only group that management must
refer to (Parmar et al., 2010). A stakeholder can be defined as ‘any
group or individual that can influence or be influenced by the achieve-
ment of the organization's goals’ (Freeman, 1984, p. 46), while for
Dunham, Freeman, and Liedtka (2006, p. 25), it represents ‘a group
that the company needs to exist, particularly customers, suppliers,
employees, shareholders, and communities’. The concepts of traditional business model and business model
for sustainability have been defined and described through different
theoretical perspectives, for instance, the activity perspective (Zott &
Amit,
2010),
the
building
block
perspective
(Osterwalder
&
Pigneur, 2010) or the value flow perspective (Teece, 2010). The value
flow in business model for sustainability consists of value intention
(Barth et al., 2017), value proposition, value creation, value delivery,
and value capture (Bocken et al., 2014; Short et al., 2014), and it
should be aimed at multiple stakeholders (Brozovic, 2020). The stake-
holder theory sees organizations at the centre of a network of stake-
holders that can influence or be influenced by the organization's
objectives (Freeman, 2010). Combining stakeholder theory with the
business model for sustainability suggests that stakeholders contrib-
ute resources and activities to the value flow (Norris et al., 2021). Although the link between stakeholder theory and business model
theory is clear, there are extremely few authors who have deepened
research
in
this
direction
(Freudenreich
et
al.,
2020;
Norris
et al., 2021; Velter et al., 2021). Stakeholder theory proposes to adopt as a unit of analysis the
relationships (unilateral, bilateral or even multiparty) between a com-
pany and its stakeholders (Parmar et al., 2010). The stakeholder the-
ory permits (1) to resolve the needs of a broad group of stakeholders
(Harrison et al., 2010); (2) to manage and shape the relationships to
create as much value as possible to be then distributed to all stake-
holders (Freeman, 1984); and (3) to assess potential damages and ben-
efits to broad groups and individuals (Phillips, 2003; Post et al., 2002;
Sisodia et al., 2007). 2 the entire value flow, consisting of value intention, value proposition,
value creation, value delivery and value capture (Barth et al., 2017;
Bocken et al., 2014; Short et al., 2014). Thus, this work combines the
whole value flow of business model for sustainability and the stake-
holder theory to address the following research question: How do
stakeholders contribute to and benefit from the value flow of the business
model for sustainability? business model is focused on the relationship between the company
and its customers and takes less into account that all organizations
depend on exchanges with other systems to survive (Scott, 1998). The literature on business model is focused on the creation of value
for customers in exchange with economic value for company. This tra-
ditional view of value creation encourages a separation between
stakeholders who receive value and those who contribute to create
it. However, sustainable perspective requires removing this distinction
and considering value creation as a joint effort between stakeholders
and the company (Freudenreich et al., 2020). This paper provides a stakeholder value flow model of business
models for sustainability derived from key characteristics of both busi-
ness models for sustainability and stakeholder theory. The model
depicts the value flows among stakeholders in a business model for
sustainability. The interactions of companies with their external environment,
including stakeholders, represent a fundamental characteristic of busi-
ness models for sustainability (Amankwah-Amoah et al., 2018; Hall &
Wagner, 2012; Velter et al., 2020). Particularly, the three fundamental
characteristics of a business model for sustainability are reported by
Preghenella and Battistella (2021): (1) a long-term business vision;
(2) the integration of sustainable value, namely, economic, environ-
mental and social, in business the value proposition, delivery and cap-
ture;
and
(3)
the
stakeholder
engagement,
integration
and
management. This paper is structured as follows. Firstly, there is an explanation
of the previous literature, highlighting the research gap. Secondly, the
conceptual framework coming from previous literature and used for
the analysis is described. Then, case studies results are presented and
discussed. Finally, the stakeholder value flow model is discussed as
main contribution of this research. 2
|
THEORETICAL BACKGROUND Following this perspective, companies need to consider not only
the interests of customers but may adopt a multi-stakeholder per-
spective at system level (e.g. Evans et al., 2017; Schaltegger, Hansen, &
Lüdeke-Freund, 2016) to create sustainable value. Sustainable value is
intended as the whole social, environmental and economic benefits
that come from a wide range of exchanges in business model
(Méndez-Leon et al., 2021; Tao & Yu, 2018). Therefore, value is
obtained through the multi-stakeholder collaboration, intended as the
participation by diverse people and organizations with several differ-
ent competences and resources (Hörisch et al., 2014). 1
|
INTRODUCTION economy, involving entire systems is necessary to implement a signifi-
cant change in the scope of the business (Bocken et al., 2014; Boons
et al., 2013). Indeed, according to Stubbs (2019), sustainability is
increasingly becoming a changing behaviour, and less a technical chal-
lenge, because the types of approaches to sustainable innovation are
shifting from internally oriented and incremental and focused on effi-
ciency to more radical and systemic ones (Adams et al., 2016). Com-
pany attention to value is increasing because of its economic and
societal implications (Méndez-Leon et al., 2021). Particularly, compa-
nies are entities able to produce shared value and long-term prosper-
ity (Porter & Kramer, 2011). Growing environmental and social problems combined with popula-
tion growth and related consumption of resources led the United
Nations in 2018 to issue a plan that represents a call to action and
aims to achieve the 17 Sustainable Development Goals (United
Nations, 2018). Sustainable development requires the integration of
environmental and social issues into the decisions that determine eco-
nomic and social development, both by the public and private sectors
(WCED, 1987). Companies have a great power on the economy and
life in general. Therefore, sustainable development is not possible
without sustainable business development (Schaltegger et al., 2012). Since sustainable development requires moving towards a sustainable Since its introduction, the business model has been associated to
value with an economic orientation. Generally, research on traditional wileyonlinelibrary.com/journal/bse Bus Strat Env. 2021;1–15. 1 ATTANASIO ET AL. ATTANASIO ET AL. 3 Literature argues that stakeholder theory is useful to address sus-
tainability issues. The relations with stakeholders are dynamic and
could change depending on the approach to solving sustainability
problems (Hall & Wagner, 2012; Mitchell et al., 1997) and allow to
share resources and knowledge to solve complex environmental and
social problems (Fadeeva, 2005; Gray & Purdy, 2018). As suggested
by Vildåsen and Havenvid (2018), the stakeholder relations lead to
corporate sustainability through (1) relations on a specific technical
project; (2) the achievement and development of mutual sustainability
long-term goals; and (3) networking, in which a company systemati-
cally relates with the stakeholders in joint sustainability initiatives. Since stakeholder theory is linked to the concept of sustainability
(Hörisch et al., 2014), it can be applied to business models for sustain-
ability and can add several points to the discussion, as indicated by
Freudenreich et al. (2020). On one hand, stakeholder theory recog-
nizes that value creation in based on company relationships. Conse-
quently, solid relationships with stakeholders make a business model
work. On the other hand, the creation of value through the business
model takes on multidirectional and multi-stakeholders characteristics
oriented towards a common purpose of sustainability. It is established by the literature that stakeholders are a central
element in business models for sustainability (e.g. Bocken et al., 2013;
Freudenreich et al., 2020; Kujala & Korhonen, 2017; Stubbs &
Cocklin, 2008). Furthermore, some scholars have inserted stakeholder
relation as part of their business model framework. Although the literature recognizes the importance of stakeholders
to implement corporate sustainability, there is a lack of investigation
on the contribution of these stakeholders on the value flow of the
business model. Traditional and sustainability-oriented business model
concepts have been defined in various ways, from various theoretical
perspectives, for example, taking a stakeholder, activity, building block
or value flow perspective. The relation among company and its stake-
holders is even stronger when it goes beyond the practice and
becomes the foundation of the organizational sustainability strategy
(Fobbe & Hilletofth, 2021) and the business model. Firstly, Stubbs and Cocklin (2008) conceptualized the business
model from a systemic perspective, considering all stakeholders,
including nature and society. Similarly, Lozano (2018) proposes and
defines a framework for business model for sustainability by adopting
a holistic and systemic view to integrate organizational approaches,
business systems, stakeholders and sustainability dimensions. Starting from this systemic view, some authors have studied the
individual dimensions of value flow associated with stakeholders. On
one hand, Bocken et al. (2013) focused on the value proposition of
the business model by including both an understanding of the differ-
ent forms of value and the stakeholders the company must address. On the other hand, Freudenreich et al. (2020) focus on the mul-
tidirectional creation of value between the company and its stake-
holders around a common purpose through which stakeholders are
engaged in the business model. 2.2
|
Business model for sustainability and
stakeholders Traditionally, the business model has been viewed as a tool available
to companies useful to describe the logic by which an organization
creates, delivers and captures value (Osterwalder & Pigneur, 2010). The firm-centric view of the business model has been overcome by
Zott and Amit (2010, p. 216), who described the business model ‘as a
system of interdependent activities that transcends the focal firm and
spans its boundaries’. The system of activities allows the firm,
together with its partners, to create value and also to appropriate a
share of that value (Zott & Amit, 2010). The same authors call this
concept the ‘networked nature of value creation’, claiming that ‘value
creation through business models involves a more complex and inter-
connected set of relationships and activities among multiple actors’
(Zott & Amit, 2010, p. 1031). These concepts broaden in the case of
business models for sustainability. Indeed, business model for sustain-
ability goes beyond the economic value and includes a consideration
of positive value for a wider set of stakeholders (Bocken et al., 2013). Despite the relevance of the topic, the literature does not specify
how stakeholders contribute to all dimensions of the value flow of
business models for sustainability. 2.1
|
Stakeholder theory and sustainability The conceptual link of stakeholder theory with sustainability
emerges from some shared concepts such as (1) the purpose of busi-
ness that must go beyond maximizing short-term shareholder value;
(2) the interconnection between ethical and business issues; and
(3) the consideration of a long-term perspective that allows for the
creation of stakeholder value now, without compromising the ability
to create value in the long term (Hörisch et al., 2014). Indeed, a sus-
tainability challenge for companies is to relate with stakeholders on a
multitude of contemporary social and ecological issues (Hörisch
et al., 2014). This is stated also by the United Nations that include
multi-stakeholder partnerships as one of the Sustainable Develop-
ment Goals (United Nation, 2018). This paper examines the whole business model for sustainability
from a stakeholder theory perspective, taking in consideration all the
stakeholders that participate in the value flow with their mul-
tidirectional influences. Moreover, while current research focuses only
on value creation, this paper takes in consideration the perspective of 4.2 2. employees (Bocken et al., 2014; Lozano, 2018); 3. customers (Alberti & Varon Garrido, 2017; Joyce & Paquin, 2016;
Wagner & Svensson, 2014); To select information-rich cases, we adopted a targeted sampling
strategy (Creswell, 2013; Eisenhardt, 1989). We started identifying
potential cases by looking for companies that explicitly set themselves
a sustainability mission. We consider a sustainable mission when it
includes long-term environmental and social goals. We have also
selected
business
organizations
linked
to
profit
and
therefore
excluded non-profit organizations or social cooperatives. Conse-
quently, to guarantee that selected organizations respect all the selec-
tion criteria, we chose B Corps as case studies. B corps are profit-
driven companies certified by a no-profit organization to satisfy rigor-
ous standards regarding environmental and social performance,
accountability and transparency (Long et al., 2018). 4. shareholders (Baldassarre et al., 2017; Chang et al., 2017); 5. government (Hart & Milstein, 2003; Yang et al., 2017); 6. society, such as local communities and territory (Geissdoerfer
et al., 2016; Joyce & Paquin, 2016), NGOs (Boons & Lüdeke-
Freund, 2013), media (Chang et al., 2017; Clarkson, 1995), future
generations (Stubbs & Cocklin, 2008; Upward & Jones, 2016); 6. society, such as local communities and territory (Geissdoerfer
et al., 2016; Joyce & Paquin, 2016), NGOs (Boons & Lüdeke-
Freund, 2013), media (Chang et al., 2017; Clarkson, 1995), future
generations (Stubbs & Cocklin, 2008; Upward & Jones, 2016); 7. other organizations/competitors (Melander & Pazirandeh, 2019;
Morioka et al., 2017); 7. other organizations/competitors (Melander & Pazirandeh, 2019;
Morioka et al., 2017); 8. influence groups, such as corporations, industrial entities, com-
mercial entities, lobbies, external agencies, unions and civic insti-
tutions (Chang et al., 2017; Stubbs & Cocklin, 2008); 8. influence groups, such as corporations, industrial entities, com-
mercial entities, lobbies, external agencies, unions and civic insti-
tutions (Chang et al., 2017; Stubbs & Cocklin, 2008); 9. universities/research institutes (Bocken et al., 2013; Parmar
et al., 2010); and 9. universities/research institutes (Bocken et al., 2013; Parmar
et al., 2010); and According to the literature, B Corps use ‘the power of business to
solve social and environmental problems’ (Stubbs, 2017, p. 299). 10. natural environment (Christ et al., 2018; Lozano, 2018). To create a homogeneous sample, we looked at companies of
similar size. In terms of geographic location, we have only included
companies with headquarter in Italy to ensure that there are no differ-
ences in terms of legal and political parameters. 4.1
|
A qualitative research design 5. Value capture. It includes different forms of benefits captured by
different key stakeholders (Short et al., 2014). To explore the contribution of stakeholders to the value flow in busi-
ness model for sustainability, we chose a qualitative research design
(Eisenhardt, 1989; Yin, 2014). The complexity of the business model
for sustainability, the in-depth level of understanding we tend to and
the relevance of the peculiarities related to the context have further
pushed
us
towards
the
use
of
a
qualitative
research
design
(Creswell, 2013). We applied a multiple case study approach to
achieve the required depth and to be able to compare results
(Eisenhardt, 1989; Eisenhardt & Graebner, 2007). Our conceptualiza-
tion is based on model descriptions (Cornelissen, 2016), so our induc-
tive research design was helpful in bringing theory out of data
(Eisenhardt et al., 2016). 4 ATTANASIO ET AL. other
organizations/competitors,
influence
groups,
universities/
research institutes and natural environment) are reported. In the col-
umns, the described above dimensions of the value flow of a business
model for sustainability are reported. The cells of the framework,
which connect rows (stakeholder groups) and columns (value flow
dimensions), represent stakeholder contribution to the value flow of
the business model for sustainability and the benefit that a stake-
holder can receive. In particular, in the cells, we described how stake-
holders contributed to a specific dimension of the value flow and
what they capture in terms of benefits. 1. Value intention. As described by Barth et al. (2017), it is the atti-
tude of the entrepreneur to change, innovate towards sustainabil-
ity and create sustainable value. 2. Value proposition. It is, as defined by Patala et al. (2016; p. 144),
‘the promise on the economic, environmental and social benefits
that a firm's offering delivers to customers and society at large,
considering both short-term profits and long-term sustainability’. 3. Value creation. Value creation ‘begins to flesh out the organisation
and architecture of the firm. It also specifies and describes the
firm's sources of competitive advantage, i.e., its resources and
capabilities’ (Richardson, 2008, p. 139). 4. Value delivery. It represents how the value is delivered to different
stakeholders. It is the ‘logical next step and is most closely related
with the customer. It is focused on customer relationships, cus-
tomer segments and channels’ (Bocken et al., 2018, p. 84). 3.1
|
The value flow in business model for
sustainability To address the research question, a systematic review of the literature
on business models for sustainability was conducted. The literature
was furtherly investigated by considering the two main aspects of this
discussion: the value flow in a business model for sustainability and
the stakeholders. One of the definitions of a business model for sustainability sees
it as a simplified representation of the elements, the interrelationship
between these elements and the relation with its stakeholders that a
company uses to propose, create, deliver and capture sustainable
value for, and in collaboration with, a wide range of stakeholders
(Geissdoerfer et al., 2016). Furthermore, the notion of business model
for sustainability ‘builds on the business model concept and combines
it
with
the
important
concepts
of
stakeholder
management
(Donaldson & Preston, 1995; Freeman, 1984; Post, Preston & Sachs,
2002), sustainable value creation (Short et al., 2012), a long-term per-
spective’ (Geissdoerfer et al., 2016, p. 2). The value is no longer a one-way flow between the company and
its customers, but it is created by joint actions and formal and informal
alliances with stakeholders who are both recipients and creators of
value (Beattie & Smith, 2013; Freudenreich et al., 2020). Several
authors have depicted the value flow in business models by consider-
ing value proposition, value creation and delivery and value capture
(Bocken et al., 2014; Short et al., 2014). To these, Barth et al. (2017)
added value intention. The dimensions we considered for analysing
the value flow are consequently five and they are defined below. 3.2
|
The stakeholders in business model for
sustainability Additionally, within the literature on business models for sustainabil-
ity, we investigated the stakeholder groups and their categorizations. Following Hart and Milstein (2003), Rezaee (2016), Lozano (2018) and
Oskam et al. (2018), we categorized stakeholders as internal and
external to the organizations. We also identified the stakeholder
groups as follow: 1. entrepreneur (Barth et al., 2017; Dixon & Clifford, 2007); 4.4 Company B was founded in 2012 in Northern Italy and operates
in the wholesale/retail industry. The production activity of the com-
pany is entirely outsourced. In fact, in addition to the legal and opera-
tional headquarters (located in Italy), the company is also in China
with a strategic representative office that ensures the production of
high-quality garments for women, men and children, final customers
of the company. In terms of geographical expansion, the company
operates in 30 countries around the world. The export share has
reached 50% of sales thanks to a selected network of wholesale
stores. The company has 40 employees. Data collection took place both through semi-structured interviews
and secondary data (e.g. annual sustainability reports, press releases,
archival documents or company websites). The interviews were conducted through online calls. In order to
gain multiple perspective and to analyse the whole organization, inter-
viewees were selected among the top management or the key roles
actively involved in the sustainability processes. Moreover, semi-
structured interviews were conducted with two interviewees per
company with an average duration of 1 h (details in Table 1). After an
initial series of interviews in 2020, we developed a first draft of stake-
holder contributions and used external data sources for triangulation. The following year, we held a second series of interviews with the
same entrepreneurs and employees to confirm, adjust and complete
our initial understanding. Company C was founded in 1989 in the South of Italy, and it
operates in the natural cosmetics industry. The company deals with
R&D of natural solutions able to re-establish the well-being, balance
and health of the skin and to improve the state of mind of the person. The company group consists of three parts: The first deals with
marketing, the second with extraction, production and research, and
the third with agriculture and hospitality. In this way, the company
has established an integrated local supply chain at ‘Km 0’, directly
following all the phases of the production cycle: certified organic cul-
tivation; extraction of the organic active ingredients; research and
innovation and quality control; production of natural and organic cos-
metics; and private label customization (ingredients, texture, olfactory
note, desired effect, design, organic certification). These choices
favour the ‘green quality concept’, now a pillar of the company phi-
losophy, which guarantees the highest standards of quality and sus-
tainability of both the production process and the finished product. ATTANASIO ET AL. 5 flow of individual companies, we decided to focus on a sample of
medium–small and well-rooted companies in the territory. In total, we
worked with five business cases. The cases selected and analysed are
described in the following section. expanded into new markets thanks to major investments in automatic
lathes and improvements in its processes. Each product is tailor-made
and manufactured in a constant relationship with the customer. Maxi-
mum customization is aimed at optimizing solutions in relation to dif-
ferent requirements. The company works in business to business and
on order and has 45 employees. 4.3 Company E was founded in 1965 in the north-east of Italy, and it
operates luxury furniture industry. Having become much more inter-
national, the company now consists of two divisions: mono-brand
shop fitting which deals with the furnishing of high-end retail shops;
and tailor-made interiors dedicated to special furnishing solutions,
aimed in particular at the end customer. It was created through the
acquisition of another company specializing in tailor-made furnishings. Thanks to the acquisition of a company in Michigan, Company E also
has a strategic production site for both the shop-fitting market and
the
HORECA
sector
in
North
America. The
company
has
45 employees and operates, as seen, in both business-to-consumer
and business-to-business markets. Company A was founded in the 1960s in Northern Italy and operates
in the industrial transport industry. It consists of more than 100 com-
panies that deal exclusively with transport on behalf of third parties,
core business and strategic key of the activity. Thus, company com-
bines the advantages of large industrial fleets, such as capillarity,
breadth and guaranteed service, with the advantages of small fleets,
such as customer care, flexibility and attention to the goods trans-
ported. Company A has two logistics companies, two customs compa-
nies, one commercial company and one heavy vehicle rental company,
all united by a central management. Company's main customers are
large companies belonging to different sectors (e.g. food, packaging
and processed products). Moreover, the company has 50 employees
and 80 affiliated companies. 4.2 From this analysis, we derived and classified the stakeholders that
contribute to the value flow in the business model for sustainability,
building a conceptual framework organized as follows. In the rows,
the internal stakeholders (i.e. entrepreneur and employees) and exter-
nal stakeholders (i.e. customers, shareholders, government, society, In addition to our research, we sought further advice from com-
munity experts, with a focus on sustainable entrepreneurship. Since
our aim was to identify the contributions of stakeholders in the value 4.6
|
Results from with-in case analysis: Value flow
perspective and stakeholder contribution Various stakeholders contribute to the value flow of the business
model of Case A. Employees, thanks to the awareness of the benefits
obtained, contribute to the value proposition by suggesting sustain-
ability innovations through a portal made available by the company. The affiliated drivers contribute to the value delivery because they
become promoters of the project by participating in various inter-
views and encouraging colleagues to adopt a more sustainable trans-
port. Other partners are key stakeholders for the value creation:
(1) the agro-livestock cooperative, which built a plant that recovers all
CO2 in production (the remaining methane is then purified, cooled
and used to fuel the truck), and (2) a company which built the first ser-
vice station in Lombardy designed for self-service natural gas
refuelling for heavy vehicles and open to cars as well. However, the
government contributes as a barrier to value proposition and value
creation through regulatory changes. In this section, the case studies are described following the two
main perspectives of this research: the value flow of the business
models for sustainability and the stakeholder contribution on the
value flow. 6 The soci-
ety, as a stakeholder, benefits from economic sponsorships in favour
of local teams and defibrillators available at each company location. The main benefit for the natural environment derives directly from
the creation of value and is the reduction in emissions due to the use
of alternative fuels. 4.5
|
Data analysis The data analysis was conducted according to the recommendations
of Eisenhardt (1989), Yin (2014). All interviews were recorded and
fully transcribed and all documents are synthesized. Finally, the inter-
viewees have been asked to review and confirm if the data interpreta-
tion was correct. The feedback from the interviewees is essential to
avoid bias by the observer. We then analysed the collected data. The data analysis was car-
ried out in two phases, first by analysing the individual case studies
through detailed descriptions (Yin, 2014) and then looking at the cases
as a whole through a cross-case analysis, highlighting elements of con-
vergence and divergence (Benbasat et al., 1987; Eisenhardt, 1989;
Yin, 2014). We interpreted each individual case study as a separate
experiment. We first analysed the business model of each company
using the business model canvas tool (Osterwalder & Pigneur, 2010)
and then systematically mapped the data on the stakeholder contribu-
tion to the value flow that characterize the business model for
sustainability. 4.4 The company works in business to business market and has
65 employees. The double collection of data through interviews and external
sources allowed to validate the results. As a unit of analysis, we
focused on each company's individual business model. In the event
that the company adopts multiple business models, we have focused
on the main business model of the company oriented towards its sus-
tainable mission. We developed an interview protocol to act as a guideline for the
data collection process and to ensure the consistency of the informa-
tion collected (Yin, 2014). We asked the interviewees questions in
order to investigate how stakeholders contribute to corporate sustain-
ability. In addition, we paid particular attention to the contribution to
the value flow within the business models for sustainability. The first
questions are related to the company business models with the aim to
highlight the main peculiarities. Secondly, the interviewees should
answer to the questions on the dimensions of the value flow of the
business model. Finally, the questions cover aspects related to the
specific stakeholder contribution to the sustainability. Company D was founded in 1957. In 1985, the founder's sons
continued with the business activity, that is, production of turned
components (metalworker industry) for the automotive, electrome-
chanical and automation industry. Over the years, the company has 6 ATTANASIO ET AL. TABLE 1
Information about the interviews and interviewees TABLE 1
Information about the interviews and interviewees TABLE 1
Information about the interviews and interviewees
Company
Role
Interview duration (2020)
Interview duration (2021)
A
CEO
80 min
34 min
Environmental specialist
65 min
52 min
B
Product and sustainability specialist
60 min
36 min
Product and sustainability manager
45 min
50 min
C
CEO
70 min
30 min
Sustainability manager
65 min
30 min
D
CEO
48 min
52 min
Sustainability manager
47 min
38 min
E
OHS and quality manager
62 min
55 min
Chief commercial officer
34 min
45 min reduce vehicle emissions. The value created by the company is then
delivered to the customer through partnerships. In addition, Case A
distributes value through industry-related trade shows or events
related to B corporations. The value flow proposed, generated and
delivered is then captured not only by the company but also by other
stakeholders. For example, employees benefit from a higher insurance
policy than the minimum threshold, an extra budget from the welfare
project, sustainability-related training and family engagement initia-
tives. The drivers that are considered as partners of the company ben-
efit from less pollution during the transport, greater involvement of
their families and greater safety during work hours, because the com-
pany is committed to enforcing work hours and road rules. The soci-
ety, as a stakeholder, benefits from economic sponsorships in favour
of local teams and defibrillators available at each company location. The main benefit for the natural environment derives directly from
the creation of value and is the reduction in emissions due to the use
of alternative fuels. reduce vehicle emissions. The value created by the company is then
delivered to the customer through partnerships. In addition, Case A
distributes value through industry-related trade shows or events
related to B corporations. The value flow proposed, generated and
delivered is then captured not only by the company but also by other
stakeholders. For example, employees benefit from a higher insurance
policy than the minimum threshold, an extra budget from the welfare
project, sustainability-related training and family engagement initia-
tives. The drivers that are considered as partners of the company ben-
efit from less pollution during the transport, greater involvement of
their families and greater safety during work hours, because the com-
pany is committed to enforcing work hours and road rules. Stakeholder contribution on the value flow of 4.8
|
Case A 4.12
|
of Case C Several stakeholders contribute to the value flow of Case C business
model. Specifically, several stakeholders contribute to the value crea-
tion. For example, the suppliers or partners contribute to the value
creation by providing sustainable packaging and resources. Then, the
customers contribute to the value creation by requesting and defining
product characteristics. Finally, the university tests the product effi-
cacy, a key process of the company's activities and the value creation. As regards the other organizations that contribute to the value flow,
there are all companies that join the B-corporation network. They
contribute to the value delivery by promoting events to spread the
culture of sustainability. In the case of C, the natural environment
contributes to the value creation by offering quality raw materials. 4.11 Other stakeholder organizations are the members of the B-
corporation network and contribute to the value delivery by promot-
ing events to spread the culture of sustainability. In Case C, the value intention is dictated by the entrepreneur who
wants to enhance the value of his territory by proposing lines of
personalized natural cosmetics that respect the environment. The
value proposition is then created through the control of the entire
supply chain and the use of organic cultivation. Part of the value
created comes from the choice of suppliers. Actually, the company
turns only to suppliers belonging to the B-corporation network or
to companies that have in place a process of change towards
sustainability. Some groups of influence contribute to the value creation. In par-
ticular, the Italian biogas consortium enables the value creation by all-
owing the annual production of 2000 tons of liquefied methane. 4.10
|
of Case B Several stakeholders contribute to the value flow of the Case B busi-
ness model. Suppliers contribute to the value creation by selecting,
manufacturing and patenting materials that meet the highest quality
and environmental standards. Customers contribute to the value
delivery by asking for more in-depth product information, for instance,
usage, impacts of microfibres and innovative features of collections. Further stakeholders of the company are the media. The media con-
tribute to the value creation by discussing with the company both the
sustainability trends of the sector and the measurement of environ-
mental impacts along the production process. The stakeholders we
defined as other organizations contribute to the value delivery
through communication activities and strategic brand consulting with
a focus on corporate social responsibility strategies and economic,
social and environmental sustainability. Other organizations as B cor-
porations are stakeholders of Case C and contribute to the value
delivery by organizing and promoting events to spread the culture of
sustainability. 4.9
|
Value flow perspective in Case B The value intention of Case B is dictated by the entrepreneur who
wants to save wildlife and the natural environment by offering a qual-
ity product designed with entirely recyclable parts. As regards the value delivery, customers are reached through
industry events and demonstrations or events organized by the B-
corporation network. In addition to the value captured by the com-
pany related to the commissioned product, the company's employees
benefit from an extra bonus. The company captures a portion of value
related to increased tourism related to the company-owned wellness
centre. In addition, the society benefits from sponsorships related to
youth entrepreneurship initiatives and donations destined for schools,
also with the help of local associations. The natural environment ben-
efits from reduced land use and low-impact cultivation. The value creation is possible thanks to the use of materials and
components from qualified sources, with low environmental impact
and respectful of social and ethical aspects. A key element in the value
creation is the choice of suppliers, which are evaluated against social
criteria, in addition to meeting economic and quality criteria. Value is
delivered to customers through company-owned stores, e-commerce,
retailers and pop-ups or through participation in various events orga-
nized by the B corporations' movement. Moreover, customers are
reached through the main social networks. The value proposed, cre-
ated and delivered is not only captured by the company but also by
other stakeholders. In particular, employees benefit from better cor-
porate welfare; suppliers, located mainly in China, benefit from better
working conditions imposed by the company policy. The society,
especially disadvantaged communities and countries, benefit from
donations made in collaboration with NGOs or other organizations,
which include companies belonging to the B-corporation network. The natural environment benefits from reduced pollution and animal
protection. 4.12
|
of Case C 7 ATTANASIO ET AL. 4.7
|
Value flow perspective in Case A In Case A, the value intention is dictated by the entrepreneur who
wants to pursue common benefit purposes by proposing as customer
value a tailor-made service through a sustainable and inclusive logis-
tics in the territory. Therefore, the value creation is based on new
technologies and advanced biofuels (e.g. LNG, bioLNG and H2) that 4.11
|
Value flow perspective in Case C 4.11 Stakeholder contribution on the value flow
B 4.10
|
of Case B ATTANASIO ET AL. 8 project estimate, realization, delivery, installation and aftersales ser-
vices of various kinds (maintenance, repair and management of the
replaced supply with recycling, reuse and dismantling services). price but is based on the search for high-quality products, technologi-
cally advanced and made with respect for man and the environment. The value created is delivered to the customer through the comp-
any's website and trade fairs or B-corporation network events. The
value proposed, created and delivered is captured not only by the
company but also by other stakeholders. For example, employees
benefit from continuous training courses with the aim of enhancing
the individual within the work group. Training courses are not only
related to work activities but also to improving personal health and
safety in the workplace. There are awards in cash for achieving goals. In addition, employees are given 1% of the company's shares. Com-
pany pays attention to finding solutions that enable employees to
make less physical effort and reduce the risk of manual handling of
loads. The creation of value for the company is possible thanks to part-
ners (who take care of the carpentry and joinery, key processes for
the business) that the company has helped to grow and with whom it
has a common purpose. With these partners, the company has also
shared technological investments and invested in training to increase
its know-how on machines and systems. In addition to its partners,
the company relies on monopoly suppliers with whom it does not
have a high level of trust. Value is delivered through social networks, trade fairs and the
company website (which is currently being modified to minimize
energy consumption and emissions from browsing). In addition to
these, there are B-corporation events. Different stakeholders capture
value. Employees benefit from continuing education courses, family
audit trails, smart working (even before the pandemic), team building
initiatives, a green space built for lunch breaks and various company
welfare initiatives. The company also provides concrete help to employees' families
by allowing working parents to benefit from reduced fees to enrol
their children in a nursery school, of which the company is a founding
partner. The society, as a stakeholder, benefits from the development of
the regional territory due to the company's choice to select regional
suppliers and, where possible, those that respect sustainability princi-
ples. 4.14
|
Stakeholder contribution on the value flow
of Case D 4.14
|
of Case D Different stakeholders contribute to the value flow of E. Partners con-
tribute to the creation of value by committing themselves to the
issues of a responsible forest economy, promoting good management
and valorization of forests and their products. They also commit to
the company's code of conduct. Furthermore, they contribute to the
value delivery by promoting partnerships in the communities in which
they operate and by actively addressing the social and environmental
challenges they face. The costumers contribute to the creation of
value by developing the initial design together with the company's
designers. Several stakeholders contribute to the value flow of Case D business
model. Suppliers contribute to value creation by providing know-how,
raw materials and subsidiaries. Customers also contribute to value creation by requesting and
defining product characteristics. Universities and other organizations/
competitors contribute to value creation by researching and develop-
ing innovative and sustainable solutions. The stakeholder other organizations/competitors, which include
the organizations belonging to the B-corporation network, also con-
tribute to value delivery by organizing and promoting events together
with the company to spread the culture of sustainability. Other
stakeholder
organizations
are
members
of
the
B-
corporation network and participate in value delivery by promoting
events to spread the culture of sustainability or by collaborating with
the company on various initiatives. In addition to this, local associations benefit from the company's
support and from various support, dialogue and involvement initia-
tives. The environment benefits from the preservation of natural
resources, reduced environmental impact (also due to 100% green
energy supply) and reduced waste. The society benefits from various initiatives in support of the
local area and schools in the company's municipality. The environment
benefits from the recycling and reuse of processing waste, separate
waste collection, efficient energy consumption, the production of
energy from renewable sources and the reduction of emissions. 4.16
|
of Case E 4.13 In Case D, the value intention is linked to intrinsic motivations of the
entrepreneur to balance all interests and needs of all stakeholders in a
responsible and sustainable way. The value proposition, which is not
specifically linked to the value intention, is to offer the market turned
metal parts and components such as handles, knobs, components and
quick-release couplings. The company's value creation is possible
thanks both to the use of the latest generation of numerical control
machines, which make it possible to achieve minimum precision toler-
ances in the complex machining and finishing of products, and to a
high level of expertise. Part of the creation of value also comes from
the choice of suppliers, which is determined not only by the logic of 8 10 TABLE 2
(Continued) TABLE 2
(Continued) Value intention Value delivery Test products and
R&D of innovative
and sustainable
solutions
Offer quality row
material the value dimensions of the business model for sustainability. All
these dimensions (i.e. value intention, value proposition, value crea-
tion, value delivery and value capture) come from the literature review
and represent the value flow that starts with the entrepreneur's inten-
tion to create sustainable value. Then, this value is proposed as prod-
ucts
or
services,
created
and
delivered. From
a
sustainable
perspective, the value delivered is captured in the form of benefits by
the stakeholders. All the dimensions of the value flow are observed in
all the cases as shown in Table 2. that contributes to the value proposition are the employees that could
suggest innovations to make the product or service offered more sus-
tainable. Moreover, the government could contribute to the value
proposition by changing the regulations. This is true in Case A
because it belongs to the transportation sector which is very sensitive
to changes in regulations. Value is created by a range of activities involving a number of
stakeholders. The value creation is a multi-stakeholder issue, whose
aim is to stimulate the balanced exploitation of natural resources at
the local level and to limit the social and environmental impacts. The
suppliers and partners strongly contribute to the value creation; they
share the know-how and provide sustainable manufacture and
resources and are selected through sustainability criteria in almost all
the case studies. Moreover, the universities or research centres can
play a role in creating sustainable value as they test the sustainability
characteristics of the product and research and develop innovative
and sustainable solutions (Case D). In the Case C, that is, production
to order, customers can contribute to the value creation through
requests of sustainable product or service. A final stakeholder that
impact on the value creation are the media, especially in the Case B
that belongs to the retail industry. The media discuss with the com-
pany about the industry sustainability trends and the measurement of
environmental impacts along the production process. The rows of Table 2 contain the stakeholders (both internal and
external)
mentioned
in
the
literature
of
business
models
for
sustainability. The cells obtained by the intersections between the rows and the
first four dimensions of the value (value intention, value proposition,
value creation and value delivery) represent the stakeholder(s) contri-
bution on the specific value dimension in the business model for sus-
tainability. The cells obtained by the intersections between the rows
and the last dimension of the value (value capture) represent the ben-
efits that stakeholders can receive. 4.17
|
Results from cross-case analysis: Value flow
perspective and stakeholder contribution In Company E, the value intention is dictated by the entrepreneur
who, considering himself to be the ‘temporary custodian of a common
good’, wants the company to continue over time, going beyond the
generations. In this section, the results coming from the case studies are crossed
following the two main perspectives of this research: the value flow
of the business models for sustainability and the stakeholder contribu-
tion on the value flow. The results from cross-case analysis are pres-
ented in Table 2. In detail, Table 2 is composed of columns containing The value proposition, which again is not specifically linked to the
value intention, is to offer the market luxury furnishing parts for
shops, restaurants and living spaces, taking care of all the phases: TABLE 2
Results from cross-case analysis
Value intention
Value
proposition
Value creation
Value delivery
Value capture
Internal stakeholders
Entrepreneur
Pursue purposes
of common
benefit by
balancing the
interests of all
stakeholders
(including
society, the
environment and
the local area) to
enable the
organization to
reach beyond
generations
Employees
Suggest
sustainability
innovations
Benefit from corporate
welfare, family
engagement, training
related to
ATTANASIO ET AL. 9 ATTANASIO ET AL. 9 TABLE 2
Results from cross-case analysis
Value intention
Value
proposition
Value creation
Value delivery
Value capture
Internal stakeholders
Entrepreneur
Pursue purposes
of common
benefit by
balancing the
interests of all
stakeholders
(including
society, the
environment and
the local area) to
enable the
organization to
reach beyond
generations
Employees
Suggest
sustainability
innovations
Benefit from corporate
welfare, family
engagement, training
related to
ATTANASIO ET AL. 9 TABLE 2
Results from cross-case analysis Value creation Value capture Value delivery g p
External
stakeholders
Suppliers/
partners
Adopt,
manufacture, and
patent sustainable
materials and
practices
Share know-how
Promote
sustainability
projects and
partnership in the
communities in
which they operate
to address social
and environmental
challenges
Benefit from family
engagement,
greater safety during
work hours,
less pollution
Customers
Request and
define product
characteristics
Ask for in-depth
information
regarding the
sustainability
Government
Change
regulations
Change
regulations
Society
Discuss both the
sustainability
trends of the
sector and the
measurement of
environmental
impacts along the
production process
Benefit from
generalized welfare
(e.g. donations and
sponsorships) and
local development
Other
organizations/
competitors
Promote and
communicate the
culture of
sustainability (e.g. 4.17
|
Results from cross-case analysis: Value flow
perspective and stakeholder contribution B-corporation
network)
Influence groups
Enabling the
production
(Continues) External
stakeholders
Suppliers/
partners Enabling the
production (Continues) (Continues) TABLE 2
(Continued)
Value intention
Value
proposition
Value creation
Value delivery
Value capture
Universities/
research
institutes
Test products and
R&D of innovative
and sustainable
solutions
Natural
environment
Offer quality row
material
Benefit from reduced
pollution, animal
protection, low-
impact cultivation,
recycling and reuse
of processing waste,
separate waste
collection, efficient
energy consumption,
production of energy
from renewable
sources and the
reduction of
emissions
10
ATTANASIO ET AL. ATTANASIO ET AL. 5
|
DISCUSSION From the analysis of the case studies, we are able to derive how
stakeholders contribute to the sustainability of the business model. This section compares the results summarized in Table 2 with the
existing literature of business models for sustainability and stake-
holder theory. All the companies analysed are deeply rooted in the territory in
which the company operates or in which it has production plants. Therefore, the main objective of the entrepreneur is to be the spokes-
person for the interests of all the stakeholders that interface with the
company (including society and the environment), pursuing aims of
common benefit. Among the companies analysed, Case A, Case C,
Case D and Case E have a strong attachment to the territory and the
community in which they operate, and the task of the entrepreneur is
to strengthen this bond in order to allow his or her company to con-
tinue over time and beyond the generations. In the Case B, the entre-
preneur is motivated by more general purpose linked to the
protection of animals and the environment. We consider stakeholder contribution as the missing piece of the
business model for sustainability literature. Therefore, the two per-
spectives (value flow and stakeholder contribution) were combined in
the discussion. The result is the stakeholder value flow model
(Figure 1). The model was defined by generalizing the results. In our research, the business model for sustainability was con-
ceived as a value flow that begins with the entrepreneur's intention to
create sustainable value. Value intention of the entrepreneur has been
recognized by Barth et al. (2017) as the last of the building blocks for
business models for sustainability. Entrepreneurs' connection to sus-
tainability has been discussed by several authors in the literature. Firstly, Dixon and Clifford (2007) explored how ‘ecopreneurs’ can cre-
ate an economically profitable business while maintaining social and
environmental
values. Then,
Schaltegger,
Lüdeke-Freund,
and
Hansen (2016) studied the different approaches of sustainable entre-
preneurship for companies that want to contribute to a sustainable
development of mass markets. Finally, Vallaster et al. (2019) analysed
the motivations and drives of responsible entrepreneurs and the activ-
ities and practices they can implement to create value in the society. Employees contribute to the sustainability of the business
model by grasping the challenges that the entrepreneur proposes to
them and becoming active in suggesting sustainable innovations. ATTANASIO ET AL. 11 regarding the sustainability of product and service. This is true espe-
cially in the Case B that belongs to the retail industry and has the abil-
ity to come into contact with end users. The media contributes to sustainability by discussing industry sus-
tainability trends with the company and measuring environmental
impacts throughout the production process (Case B). All case studies show that other organizations/competitors con-
tribute to the sustainability of the business model by promoting and
communicating the culture of sustainability. This is visible in the cases
members of the B-corporation network. The value capture involves other stakeholders, not only the com-
pany. The main stakeholders engaged in the value capture are the
employees, benefitting from welfare projects, sustainability-related
trainings and family engagement initiatives. The society could capture
value especially disadvantaged communities and countries through
donations by all the case studies. All the companies are committed to
have a positive impact on society and the natural environment so that
they as stakeholders could partially capture the value deriving from
the business activity. In only one case study (Case A), influence groups contribute to
sustainability by enabling the production of a key company resource. Universities and research centres in Case C contribute by testing and
researching and developing innovative sustainable solutions. The nat-
ural environment contributes to sustainability by providing quality raw
material to develop their products (Case C). 4.18
|
Value flow perspective The value intention of the entrepreneur is key in the business model
for sustainability because he or she wants to pursue purposes of com-
mon benefit to defend the environment (Case B and Case C) and
resolve common social issues (Case C and Case E). Moreover, the
entrepreneur would like to enable the organization to reach beyond
generations (Case E). The value delivery mostly concerns the communication and dis-
semination activities of the company's sustainability initiatives. There-
fore, other organizations as the members of the associations or
networks, to which all the cases belong, affect the promotional activi-
ties of the product or service that increase consumer awareness
towards the company's commitment to sustainable development. Moreover, the suppliers or partners in Case A and Case E have a role
in the value delivery, because they promote the sustainability projects
of the company. Finally, the customers ask for in-depth information The value proposition is the direct consequence of the value
intention that takes the form of a promise to offer value not only to
the customer but to a wider group of stakeholders. The stakeholder 5
|
DISCUSSION Moreover, the employees are aware of the benefits that are
obtained thanks to the sustainability commitment undertaken by the
companies. Suppliers and partners contribute to the sustainability of the busi-
ness model by sharing their sustainability know-how, adopting, pro-
ducing and patenting sustainable practices and materials to satisfy
their customers (all cases). In Case A and Case E, same stakeholders
contribute to the sustainability of the client company by promoting
sustainability projects and partnerships in the communities where
they operate. We consider value intention as the initial and fundamental dimen-
sion to reach sustainable impact. From the case studies, it emerges
that the sustainable vision together with the entrepreneur's intention-
ality is key element to adopt a business model for sustainability. For
this reason, in the stakeholder value flow model (Figure 1), we have
positioned the value intention as first ideal dimension. The value prop-
osition has a greater degree of concreteness than the value intention;
therefore, in Figure 1, it has been positioned below. This because
value proposition is understood as the product or service that have to
generate
value
for
a
network
of
stakeholders
(Baldassarre
et al., 2017). Customers contribute to the sustainability by exercising their
power to choose the company from which to request their sustainable
product or service. This is realized in Cases A, C, D and E by defining
the characteristics of the product and service that the company will
create. In addition to exercising their power of choice, the customers
interface directly with the company to request more information
about product sustainability (Case B). We learn that the government makes a negative contribution in
terms of industry regulations from Case A. The value proposition has been studied by several authors in
the literature. For example, Bocken et al. (2013) identified different FIGURE 1
The stakeholder value flow model. Note: Internal stakeholders are marked with black borders [Colour figure can be viewed at
wileyonlinelibrary.com]
12
ATTANASIO ATTANASIO ET AL. 12 FIGURE 1
The stakeholder value flow model. Note: Internal stakeholders are marked with black borders [Colour figure can be viewed at
wileyonlinelibrary com] FIGURE 1
The stakeholder value flow model. Note: Internal stakeholders are marked with black borders [Colour figure can be viewed at
wileyonlinelibrary.com] holder value flow model. Note: Internal stakeholders are marked with black borders [Colour figure can be viewed a types of value to propose to a wide range of stakeholders. 6
|
CONCLUSION Adams, R., Jeanrenaud, S., Bessant, J., Denyer, D., & Overy, P. (2016). Sus-
tainability-oriented innovation: A systematic review. International Jour-
nal of Management Reviews, 18(2), 180–205. https://doi.org/10.1111/
ijmr.12068 The research aims at contributing to the knowledge on business
models for sustainability by looking for relationships with stakeholders
that could be replied by other companies. The paper contribution is a
stakeholder value flow model of business models for sustainability
that categorizes the stakeholders in the specific value flow dimension. The model can facilitate a systematic and deeper analysis of stake-
holder contributions, coming largely from outside. Alberti, F. G., & Varon Garrido, M. A. (2017). Can profit and sustainability
goals co-exist? New business models for hybrid firms. Journal of Busi-
ness Strategy, 38(1), 3–13. https://doi.org/10.1108/JBS-12-2015-
0124 Amankwah-Amoah, J., Danso, A., & Adomako, S. (2018). Entrepreneurial
orientation, environmental sustainability and new venture perfor-
mance: Does stakeholder integration matter? Business Strategy and the
Environment, 28(1), 79–87. https://doi.org/10.1002/bse.2191 Moreover, the stakeholder value flow model can be used to map
from the company point of view the most significant relationship and
to help companies to inspire and facilitate the stakeholder engage-
ment for business models for sustainability in the future. Baldassarre, B., Calabretta, G., Bocken, N. M. P., & Jaskiewicz, T. (2017). Bridging sustainable business model innovation and user-driven inno-
vation: A process for sustainable value proposition design. Journal of
Cleaner Production, 147, 175–186. https://doi.org/10.1016/j.jclepro. 2017.01.081 Coherently with the objectives of the study, the identification of
stakeholder relationships with the business model could support both
researchers and enterprises in mapping the value flow. From the aca-
demic point of view, the research attempts to reduce the knowledge
gap on business models for sustainability and stakeholder theory. From the managerial point of view, the research underlines those
entrepreneurs and managers must consider not only the customer but
also a wide range of stakeholders. These stakeholders contribute not
only to value creation as most of the literature has indicated but also
to the other value dimensions of the business model for sustainability. Moreover, the research shows from a practical perspective that busi-
ness models are open systems that do not depend exclusively on
internal practices, activities and processes or internal stakeholders. For this reason, in addition to the engagement, managers and entre-
preneurs must consider the alignment of stakeholders with the organi-
zation's objectives. Barth, H., Ulvenblad, P. O., & Ulvenblad, P. (2017). ORCID training and family engagement initiatives. The society benefits from
generalized welfare and local development, the suppliers/partners
from family engagement, greater safety during work hours and the
natural environment benefits from animal protection, low-impact cul-
tivation and efficient energy consumption. Giovanna Attanasio
https://orcid.org/0000-0002-9091-7300
Nadia Preghenella
https://orcid.org/0000-0001-7058-6578 Alberto Felice De Toni
https://orcid.org/0000-0001-8961-6378 Cinzia Battistella
https://orcid.org/0000-0002-7953-4923 6
|
CONCLUSION Towards a conceptual
framework of sustainable business model innovation in the agri-food
sector: A systematic literature review. Sustainability (Switzerland), 9(9),
1–15. https://doi.org/10.3390/su9091620 Beattie, V., & Smith, S. J. (2013). Value creation and business models:
Refocusing the intellectual capital debate. British Accounting Review,
45(4), 243–254. https://doi.org/10.1016/j.bar.2013.06.001 Benbasat, I., Goldstein, D. K., & Mead, M. (1987). The case research strat-
egy in studies of information systems. MIS Quarterly, 11, 368–386. https://doi.org/10.2307/248684 Bocken,
N. M. P.,
Schuit,
C. S. C.,
&
Kraaijenhagen,
C. (2018). Experimenting with a circular business model: Lessons from eight
cases. Environmental Innovation and Societal Transitions, 28, 79–95. https://doi.org/10.1016/j.eist.2018.02.001 Bocken, N. M. P., Short, S., Rana, P., & Evans, S. (2013). A value mapping
tool for sustainable business modelling. Corporate Governance, 13,
482–497. https://doi.org/10.1108/CG-06-2013-0078 Bocken, N. M. P., Short, S. W., Rana, P., & Evans, S. (2014). A literature and
practice review to develop sustainable business model archetypes. Journal of Cleaner Production, 65(4), 42–56. https://doi.org/10.1016/j. jclepro.2013.11.039 The research proposes a model that could be adopted and
implemented in real corporate environments and can be the starting
point for future research directions. The relationship between the
company and its stakeholders can be explored by adding the time var-
iable. Companies at the beginning of their sustainability stage might
have different stakeholders with different contributions in value
dimensions, compared to a more advanced stage of sustainability. In
addition to this, other dimensions of value for business models for
sustainability could be identified. Boons, F., & Lüdeke-Freund, F. (2013). Business models for sustainable
innovation: State-of-the-art and steps towards a research agenda. Journal of Cleaner Production, 45, 9–19. https://doi.org/10.1016/j. jclepro.2012.07.007 Boons, F., Montalvo, C., Quist, J., & Wagner, M. (2013). Sustainable inno-
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|
DISCUSSION However,
in our research, stakeholders not only receive but are an active part
in the various dimensions of value. In fact, the case studies analysis
revealed that both the government (external stakeholder) and
employees (internal stakeholders) contribute to the value proposi-
tion. Stubbs and Cocklin (2008) and Chang et al. (2017) pointed to
the government as the stakeholder that plays a significant role in
changing the economic and sociopolitical environment of businesses
by facilitating the transition to sustainability through, for example,
tax
incentives. Indeed, government is
forcing organizations
to
address environmental issues through a variety of restrictions. Our
research shows that government can contribute negatively by hin-
dering the value proposition. Employees who are considered value
beneficiaries in the literature (e.g. Bocken et al., 2013) contribute to
the
value
proposition
by
improving
it
and
making
it
more
sustainable. contributions to joint value creation. Freudenreich et al. (2020)
analysed which value is created and exchanged between stakeholders
and the organization. Our research specifies which are those contribu-
tions and broadens the spectrum, highlighting how external stake-
holders
contribute
to
value
creation,
including
customers
by
requesting and defining sustainable product characteristics, universi-
ties and research institutes by testing products and searching for sus-
tainable and innovative solutions and society by discussing with the
company the impacts along the production processes. At the same level as value creation, there is value delivery. To the
best of our knowledge, in the literature, there is no consideration of
this dimension of value associated with stakeholder contributions. Therefore, this research identifies the contribution of external stake-
holders on value delivery. Customers request more information about
sustainability through the company's channels; suppliers/partners and
other organizations/competitors act as channels themselves by pro-
moting and communicating sustainability initiatives. In the value flow, the value proposition has to be realized through
the value creation. Value creation is the focus of many discussions of
business models for sustainability and stakeholder theory. Bridoux
and Stoelhorst (2016) argue that businesses play a crucial role in pro-
moting social welfare through their ability to foster stakeholder Finally, the value flow delivered is captured in the form of bene-
fits from internal stakeholders (employees) and external stakeholders
(natural
environment,
suppliers/partners,
society). For
example,
employees
benefit
from
welfare
projects,
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Understanding Student Preparation of Exam Note Sheets
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INTRODUCTION Despite the fact that this study yielded rich and
interesting data, it was limited in epistemological
insight simply because it allowed for only inferences at
best. For example, a student who chose to include
mostly equations on her note sheet (as was the case
frequently) may have seen equations as the only
important things in the whole class or the only items
worth committing to paper. I also could not say
whether students mindlessly commit notes to paper or
judiciously choose what to include or leave out. Previous research has used methods such as
interviews [1] or multiple-choice surveys [2] to gain
insight into student epistemologies (defined here as
context-dependent beliefs about the nature of science
and learning). This study is an extension of previous
work
[3]
where
I
tried
to
uncover
student
epistemological thinking by studying the note sheets
students prepare for their final exams. As indicated in the conclusion of my previous
work, I decided to address some of these questions. I
incorporated an anonymous survey into my collection
of the students’ note sheets with the goal of getting
more direct information from students regarding their
preparation of these sheets. In that work, I allowed students in two introductory
mechanics courses to bring a 4” x 6” notecard for the
midterm and one side of an 8.5” x 11” sheet for the
final exam. I sought to reduce emphasis on equation
memorizing as well as answer the following questions:
(1) In what different ways do different students choose
to use the allowed note space? (2) Can we find
associations between what students choose to include
and their exam performance? (3) What can student
notecards tell us about what the students see as
important in the course and what might be examined? Inspired by feedback I received on my previous
work, the questions I asked were: (1) How did you
decide what to write on your note sheet? (2) How was
either writing or having the note sheet helpful to you, if
at all? (3 – for the final only) Was your preparation of
notes for this [the final] exam different than it was for
the midterm? How? I classified what students included on the sheets
with minimal ambiguity. The majority of student
exam notes were classified as equations, but other
prevalent
categories
included
definitions,
units,
physical constants, conceptual statements, pictures and
diagrams, and guides to symbols. , edited by Engelhardt, Churukian, and Jones; Peer-reviewed, doi:10.1119/perc.2013.pr.050
Published by the American Association of Physics Teachers under a Creative Commons Attribution 3.0 license.
Further distribution must maintain attribution to the article’s author, title, proceedings citation, and DOI.
2013 PERC Proceedings Understanding Student Preparation Of Exam Note Sheets Timothy L. McCaskey of Science and Mathematics, Columbia College Chicago, 600 S. Michigan Ave., Chicago IL 60605 Department of Science and Mathematics, Columbia College Chicago, 600 S. Michigan Ave., Ch Abstract: In a previous study, I allowed introductory physics students to create a notecard (or sheet) for their midterm
and final exams in an attempt to remove equation memorizing as a focus of the course. I hoped to use the study of these
cards as an epistemological lens that would uncover their perceptions and attitudes about the course. Without follow-up
questions, though, epistemology remained unclear. I have continued this line of research by adding anonymous survey
questions that probe why students chose to include what they did, how (if at all) the notes were helpful, and how their
card preparation changed throughout the semester. Through my analysis, I found cases where the survey questions reveal
epistemological insight about students the note sheets alone would not. For example, one student with an equation-
centered note sheet did not see equations as the most central course component, but he considered himself fluent enough
in concepts that he felt he could leave conceptual statements out. I also discuss some of the more thoughtful survey
answers I received, some future study possibilities, and efforts to discuss exam preparation in the classroom. Keywords: student notes, epistemology, assessment
PACS: 01.40.Fk, 01.40.G- INTRODUCTION Though my data sets
were
too
small
for
rigorously
mathematical
conclusions, I found little relationship between the
number of notes on a note sheet and the final grade;
specifically, two note sheets I analyzed in detail from
opposite sides of the grade spectrum were quite similar
in raw number of notes but different in organization. As with last year’s data, student note sheets were
heavily equation-centered. I will document the survey
results and focus on cases where students either had
unique takes on the “equation sheet” strategy or
explicitly focused on something besides equations. Keywords: student notes, epistemology, assessment
PACS: 01.40.Fk, 01.40.G- STUDENT POPULATIONS Columbia College Chicago is one of the largest arts
and media colleges in the USA. We have no physics
majors, and most students neither major nor minor in 249 retrieved their midterm exam notecards later, but I
returned neither the exam nor note sheet from the final. retrieved their midterm exam notecards later, but I
returned neither the exam nor note sheet from the final. science. Our two courses focused on mechanics are
Physics for Filmmakers [4] (PfF) and Fundamentals of
Physics I (FoP). These courses provide the present
study’s population. Preparation and Collection The final survey question asked if their note
preparation was different between the final exam and
the midterm exam. All but two students in the PfF
population and Jordan in FoP indicated the process was
similar, and three students in each group said the main
difference was simply the amount of material to be
covered on the exam. In the Filmmakers population,
only one student gave a more nuanced answer: “I
knew a little better what to expect so I didn’t put ALL
the variations of the equations like I did last time. Just
the main ones.” The other Filmmakers outlier was the
student who barely prepared anything at all. Representing the FoP population, Jordan indicated, “I
studied more of the concepts that I didn’t understand
more so than I did before.” For both courses, students were informed well in
advance that they would be allowed to bring notes to
the exam, and they were told they could use the paper
space in any way they wished. Students were also
informed that the final exam would consist of multiple
sections. Both courses’ exams featured two parts: a
conceptual section containing multiple choice items,
short answer problems, and graphing representations,
and a more mathematical section consisting of written
problems. The FoP exam was more conceptually and
mathematically involved, so those students received a
three page guide listing topics and sample problems. Because I was the course instructor, participation in
the survey was kept optional and anonymous. All
students who consented to my survey questions
prepared notes, but not all spent a long time doing so. Students left their names off the note sheets and
attached them to their survey responses. Students Observations Regarding Final Exam
Survey Questions – Spring 2013 y
p p
Both courses in this study are algebra-based. PfF
uses clips from action and science fiction movies to
motivate discussion about kinematics, dynamics,
collisions, energy, and other mechanics topics. Labs
are often filmed and analyzed using Tracker [5]
software. Most of the students in this class come from
the Film and Video department. The goal of the course
is to help them make more deliberate choices when
depicting physics in their artistic work. Students must
complete a final project where they demonstrate
correct physics in a film they create. The Spring 2013
version of the course started with seventeen students,
with fourteen completed the final exam and eleven
completing the note sheet with survey questions. As in my previous study, a large portion of the note
sheets turned in were devoted to equations. Every note
sheet included a number of them with the exception of
a single PfF note sheet with only three equations on it. This trend was not a surprise, but I checked to see how
many students explicitly mentioned writing down as
many formulas as possible as well as why. Eight of the
eleven FoP students and seven of ten PfF students
prominently mentioned writing out formulas as part of
the note-writing process. Students mentioned using other course resources
less often when constructing their note sheets. Among
the ten students studied in the Spring 2013 Physics for
Filmmakers course, two of the students said they
referred to old quizzes, four reported using their notes
(either online or from their notebooks), and one used
his or her textbook as a reference for the note sheet. Among the eleven Spring 2013 FoP students I
surveyed, five used their notes (either online or from
their notebooks), one mentioned looking through old
homework, and one student, who I will codename
“Jordan,” explicitly brought up conceptual material. Specifically, Jordan said, “I wanted to get as many
concepts as possible with some examples. I followed
the concepts / practice problem sheet you gave us as a
guideline.” In the next section, I will compare Jordan’s
note sheet with those of students who self-reported
their preparation as more equation-centered. FoP has more traditional mechanics course
coverage and is taken primarily by Acoustics students
in our new Bachelor of Science program. The Spring
2013 version of the course had seventeen students. Observations Regarding Final Exam
Survey Questions – Spring 2013 Course activities included lectures, labs (some in
common with PfF), tutorials, and demo-centered
discussions. Ten students completed the survey. FoP included more mathematics, including a small
amount of trigonometry which was not a PfF
prerequisite. Many FoP students are either enrolled in
or are planning to take calculus. There was still
noticeable overlap between the final exams for the two
courses, especially on conceptual questions. More Reflective Survey Responses From
Midterm Exams In addition to Jordan’s response mentioned above,
the other two of Jordan’s survey questions were
concept-centered, including, “I was able to use a lot of
what I wrote to help with concepts on the test,” and “I
studied more of the concepts that I didn’t understand.”
Not only was Jordan’s note sheet the lengthiest I
received this semester, it was most balanced in content
and approach. The midterm and final exam surveys occasionally
gave different types of student responses. In Fall 2012
and Spring 2013, students seemed more willing to
reflect more after the midterm than after the final. I
received more thoughtful epistemological responses to
my survey items, likely due to the fact that the exam
conditions were less stressful. Jordan’s sheet featured over seventy equations, but
also at least fifteen detailed conceptual statements, an
equal number of diagrams, including a number of
translations
between
position,
velocity,
and
acceleration graphs, ten fully worked examples, and a
number of definitions, unit guides, and physical
constants. In my past work, I’ve seen sheets as lengthy
and well-prepared, but the focus of Jordan’s survey
answers is interesting. Without seeing Jordan’s
survey, I would not have anticipated such a concept-
centered attitude toward the note sheet given how
prevalent the equations and mathematics were, despite
a larger-than-average focus on concepts. The most recent final exam survey answers in FoP,
for example, tended to be terse one or two sentence
answers. The lengthiest response not belonging to
Jordan said, “I thought the most important thing would
be to be able to solve all the equations[;] I also decided
to have some SI units and Kepler’s laws.” While some
of my midterm responses were that length and depth,
other students from the Fall 2012 class were more
reflective, such as one who said, “I looked through
each homework, lab, and quiz and thought I had a good
enough understanding of the concepts that all I needed
to know was the formulas. Although after going
through the test I realized I didn’t know this stuff well
enough conceptually, and so all my equations look
meaningless.” Another wrote, “Probably should have
included some homework examples, but I didn’t,
regretting that now. A Comparison Of Relevant Note Sheets In my previous work, I did a detailed comparison of
two note sheets from students who both wrote a large
amount of material but performed differently on the 250 definitions from kinematics. In the survey, Dana
indicated that this list “was a little helpful. I forgot a
few things I should’ve written down.” My best guess
is that if Dana had written more, it would have been
equations relating to different concepts. Many topics
covered on the exam were neglected. Without the
survey, I might have assumed Dana was simply
focused on equations and poorly-prepared, but his
survey response indicated he felt comfortable with the
concepts. I could not have known that fact about
Dana’s self-efficacy from the note sheet alone. exam. I cannot do an exam comparison in the present
study since the surveys were anonymous. However, I
will compare the sheets from three Spring 2013 FoP
students where the students approached the note sheet
task from different epistemological angles. One student I will look at in detail is Jordan,
described above. Another is “Georgie,” a student who
tersely noted that he “wrote just equations,” and
“Having formulas helps a lot.” Finally, I will look at
“Dana,” a student who mentioned both concepts and
equations in his survey. Dana’s wrote, “I knew
concepts really well, so all I really needed was a list of
equations I would need.” I will break down the content
of these three sheets and discuss their organization. Class Discussions One hope of mine in giving the survey at the
midterm was for students to be able to modify or
improve their performance on the final. I thought that
if given a chance to be reflective on their note-writing
process, students would be inspired to discuss that
process after the fact and come up with ideas they
would use on the final. This past semester, that did not
happen much with either class. Though I devoted
some time in both classes just before the final to
reviewing content and exam composition, the students
did not explicitly take it as a chance to improve their
note sheets. However, there were examples found in the data
where students self-reported insights into their
epistemological thinking that would have been difficult
to anticipate from the note sheets alone. Jordan’s
outlook on the survey questions was centered on
concepts, despite the mathematical focus on much of
that note sheet. Dana gave the most minimal,
equation-centered sheet I received, but this was not due
to an equation-centered epistemology necessarily;
conceptual self-efficacy was evident. Georgie’s note
sheet matched closely with the corresponding survey
questions. In summary, epistemological insights I
have gained from this study come from directly asking
relevant epistemological questions to students. The
classification of note sheet contents helped point to
pieces of data that would reward deeper study, but it
did not serve as an epistemological study in itself. There are a few steps I can take in future semesters
to improve this. One is to weave thinking about note
sheets into homework. My students are always willing
to discuss homework questions at the start of class, so
perhaps a writing prompt before or after the midterm
would spark a discussion about useful study strategies. A prominent benefit cited by students in making these
sheets is that preparing the sheets helps them to study. In fact, I received feedback on an earlier presentation
of this work indicating that the students would be
better off if their lists of notes were explicitly called
“study sheets” rather than “note sheets” or “cheat
sheets.” g
y
The prior semester’s surveys occasionally gave far
more reflective survey responses. Ideally, I would like
to see similar depth from everyone either in a class
discussion or on his or her survey. REFERENCES Another option one could pursue to distinguish
between equation-centered students and conceptually-
focused ones is to provide a common list of equations
for all students and give them the ability to add to that
list. Since this method could deprive students of the
benefit of writing their own equations, I will not likely
pursue this modification in the near future. 1. T. L. McCaskey, Ph.D. dissertation, University of
Maryland, College Park, 2009. 1. T. L. McCaskey, Ph.D. dissertation, University of
Maryland, College Park, 2009. 2. E. F. Redish, R. N. Steinberg, and J. M. Saul, Am. J. Phys. 66, 212-224 (1998). 2. E. F. Redish, R. N. Steinberg, and J. M. Saul, Am. J. Phys. 66, 212-224 (1998). 3. T. L. McCaskey, “Using Student Notecards As An
Epistemological Lens,” AIP Conf. Proc. 1513, 290-293
(2013). 3. T. L. McCaskey, “Using Student Notecards As An
Epistemological Lens,” AIP Conf. Proc. 1513, 290-293
(2013). 4. T. L. McCaskey, “Physics for Filmmakers: Goals,
Tracker Labs, and Projects,” 2011 AAPT Summer
Meeting, Omaha, NE. 4. T. L. McCaskey, “Physics for Filmmakers: Goals,
Tracker Labs, and Projects,” 2011 AAPT Summer
Meeting, Omaha, NE. Possible Study Extensions It is likely that a semi-structured interview starting
with my written survey questions may be the best way
to get detailed responses from students. As course
instructor, I had ethical concerns interviewing my own
students, but I would be in favor of using interviews
for a population outside my personal courses. On a
written survey, even the most thoughtful students will
only write a sentence or two, and even a short
interview could indeed prove richer in comparison. Class Discussions Decisions regarding
how to get the class to discuss their exam preparation
remain; I could either incorporate epistemology-
focused prompts into the homework or devote more
time to class discussion. Though many students saw
the note sheet writing as useful, it is an open question
as to what setup of these tasks would help them both
understand the material best and sympathize with my
main epistemological goal for the courses: that
students
should
see
physics
understanding
as
consisting
of
multiple
types
of
thinking
and
representation. More Reflective Survey Responses From
Midterm Exams I mostly studied by reviewing
homework, but I seem to have glossed over some
things, thinking I understood them better than I do.”
These answers were not only more thoughtfully written
out than my final exam surveys in general, they were
more reflective about the studying process. Georgie wrote a lengthy and well-organized
equation sheet for notes. There were over forty
different equations, and five definitions written entirely
in equation form. To say that Georgie only wrote
equations is not entirely correct, but much of the extra
writing was equation-centered also. There were twenty
separate symbol guides that explained the equations’
terms. These equations and symbol guides was just
about the sum of it; I coded only two statements as
conceptual: one stating energy conservation and one
explaining the role of the velocity vector in the
expression for angular momentum of a free particle. Finally, Georgie included the value of G and the SI
unit breakdown of a Newton. Words above groups of
equations
indicated
general
subject
area,
like
“Gravity,” “Energy,” or “Centripetal.” One was even more explicitly epistemological. His
(or her) notes were centered “mostly around formulas
and example problems. I did this not to re-‘replicate’
them, but to have some sort of step-by-step basis and
understanding for long answer problems. I knew
multiple choice/graphing were to be based on true
knowledge.” Having students articulate that more
conceptual-styled
problems
touch
on
“truer”
knowledge is a benefit to this survey methodology one
cannot get from a simple analysis of note contents. Dana’s sheet, as indicated, was also extremely
equation-centered – in fact, more so than Georgie’s. The sheet included fourteen equations and nothing
else. There were no guides to symbols, pictures,
examples, conceptual statements, or even equation-like 251 epistemologies from what they choose to include in
their allotted space. Previous work including mostly
note sheet contents allowed only the most superficial
inferences, so the present study added survey questions
that asked students to reflect about what they felt was
important to include. For the most part, as anticipated,
the students felt equations were the most important
thing to focus on in preparing the note sheets. FUTURE DIRECTIONS Class Discussions SUMMARY AND CONCLUSIONS I began work on studying student exam note sheets
not simply from a desire to review the contents, but to
investigate
what
we
can
learn
about
student 5. http://www.cabrillo.edu/~dbrown/tracker/ 5. http://www.cabrillo.edu/~dbrown/tracker/ 252
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Matrix Gla protein is an independent predictor of both intimal and medial vascular calcification in chronic kidney disease
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Scientific reports
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Matrix Gla protein is an
independent predictor of both
intimal and medial vascular
calcification in chronic kidney
disease
PEN Armand M. G. Jaminon1, Lu Dai2, Abdul Rashid Qureshi2, Pieter Evenepoel3, Jonaz Ripsweden4,
Magnus Söderberg5, Anna Witasp2, Hannes Olauson2, Leon J. Schurgers1,6 & Peter Stenvinkel2,6* Matrix Gla protein (MGP) is a potent inhibitor of vascular calcification (VC) and requires carboxylation by
vitamin K to exert calcification inhibition. Chronic kidney disease (CKD) patients undergo early vascular
aging often involving extensive VC. The present cross-sectional study investigated the association
between circulating dp-ucMGP levels, MGP expression in vascular tissue and MGP polymorphisms. In 141 CKD stage 5 patients, CAC score was significantly increased in the highest tertile of dp-ucMGP
(p = 0.002), and a high medial VC score was associated with elevated dp-ucMGP levels. MGP vascular
expression was associated with increased circulating dp-ucMGP and CAC scores. MGP SNP analysis
revealed that patients homozygous for the C allele of the rs1800801 variant had a higher CAC score
(median 15 [range 0–1312]) compared to patients carrying a T allele (median 0 [range 0–966] AU). These
results indicate that plasma levels of dp-ucMGP are an independent predictor of increased VC in CKD5
patients and correlate with both higher CAC scores and degree of medial calcification. Additionally, high
vascular expression of MGP was associated with higher CAC scores and plasma dp-ucMGP levels. Taken
together, our results support that MGP is involved in the pathogenesis of VC. Matrix Gla protein (MGP) is a vitamin K dependent protein (VKDP) that is involved in the inhibition of vascular
calcification (VC). MGP is small secretary protein (14 kD) that is primarily secreted by vascular smooth muscle cells
(VSMCs) in the arterial wall1. MGP contains five Glu residues that require carboxylation to become activated and to
fulfill its calcification inhibitory function. This carboxylation step cannot take place in the absence of vitamin K, which
has an unequivocal role in driving this post-translational step2,3. Vitamin K is a co-factor for the enzyme γ-glutamyl
carboxylase that converts glutamic acid (Glu) into γ-carboxyglutamic acid (Gla) residues2. This conversion is critical
for the activation of MGP. Additionally, there are three serine residues that need phosphorylation4,5. The exact role of
phosphorylation of MGP is still not known, but it is believed to play an important role in the regulation of secretion of
the protein3. Upon activation, MGP binds calcium-salts with high affinity, thereby affecting the calcification processes. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 Results In a multivariate logistic
regression analysis of factors associated with high medial VC (Table 3) (VC score media (0–1) = reference), high
medial VC was associated with age (p = 0.006), sex (p = 0.001), dp-ucMGP (p = 0.04) and DM (p = 0.008) after
adjusting for hsCRP and CAC score (p = 0.059) (Table 3). High arterial MGP mRNA expression associates with high CAC. We divided patients according to
median of MGP mRNA expression. High expression of MGP (n = 41) showed higher CAC score with a median
(10th – 90th percentile) of 16 (0–1804), compared to the low MGP expression group with a median (10th – 90th
percentile) of 0 (0–255) (p = 0.036) (Fig. 3a). Additionally, high expression of MGP showed higher dp-ucMGP
plasma levels, with a median (10th - 90th percentile) of 1459 (711–5313), compared to low MGP expression with a
median (10th - 90th percentile) of 1100 (760–1653) (p = 0.034) (Fig. 3b). In a Spearman’s rank (rho) analysis, MGP
expression was significantly correlated with CAC score (Rho = 0.39) and medial calcification score (Rho = 0.37). After adjusting for age and sex in a multivariate linear regression analysis, these significant correlations were lost. MGP polymorphisms - relation to circulating dp-ucMGP, arterial MGP mRNA and
VC. Distributions of MGP rs4236, rs1800801, rs1800802 polymorphisms in CKD5 patients and controls are
presented in Supplemental Table S2. The genotype frequencies of the rs4236 and rs1800801, but not rs1800802,
differed significantly between patients and controls: in patients, the rs4236 T/T and rs1800801 C/C genotypes
were more common (44% vs. 39% and 53% vs. 44%, respectively), whereas rs4236 C/C and rs1800801 T/T were
less frequent (both 6% vs. 15%) compared to controls. A selection of patient characteristics was investigated in
relation to MGP genotypes (Supplemental Table S3). None of the MGP SNPs were associated with age, sex, DM
or dp-ucMGP levels. Neither the rs1800801 nor the rs1800802 SNPs associated with MGP mRNA levels but when
dividing patients according to rs4236 T-homozygotes vs. C-allele carriers, MGP mRNA levels were found to be
higher in patients homozygous for the T allele compared to patients with CC and CT genotype (1.3 vs. 0.9 RQ,
p = 0.03). Whereas patient’s CAC scores were not associated with MGP genotypes, media VC score differed sig-
nificantly according to rs1800801 genotype, with 50% of C homozygotes having a moderate to extensive calcifica-
tion (i.e. Results Clinical and biochemical characteristics. Demographic and clinical characteristics are shown in Table 1
and Supplemental Table S1. Patients in the highest tertile of dp-ucMGP (>1491 pM) levels were older and had
higher CVD prevalence (25%). Moreover, serum creatinine was higher in the highest tertile of dp-ucMGP com-
pared to the other two tertiles (782 μmol/L). Additionally, glu-OC (37.8 ng/mL), mid-OC (90.5 ng/mL) and
Osteoprotegerin (7.6 pg/mL) were also elevated in the highest tertile of dp-ucMGP. dp-ucMGP levels were associated with increased CAC and medial calcification score. Patients
in the 3rd tertile showed higher CAC score compared to the other two tertiles ranging from a CAC score with a
median (10th – 90th percentile) of 0 (0, 236) in the 1st 8 (8, 1392) in the 2nd and 34 (0, 1948) in the 3rd dp-ucMGP
tertile (p = 0.002) (Fig. 1a). Medial VC (scored by pathologists, ranging from 0 - no, 1 – mild, 2 – moderate, to
3 - severe calcification) was associated with an increase in dp-ucMGP levels (median 1193 in group 0–1 and 1458
in group 2–3) (p < 0.05) (Fig. 1b). Calcification of the vascular media co-localized with ucMGP. Patients that had a medial VC score of 0
showed no staining for ucMGP (Fig. 2a). On the contrary, patients that had a medial VC score of 3 showed a strong
staining of ucMGP around calcified areas (Fig. 2b). Calcified areas are accompanied by a loss of structure and show
no cellular components, the arrows indicate calcified areas that stain highly positive for ucMGP (Fig. 2b). Calcification of the vascular media co-localized with ucMGP. Patients that had a medial VC score of 0
showed no staining for ucMGP (Fig. 2a). On the contrary, patients that had a medial VC score of 3 showed a strong
staining of ucMGP around calcified areas (Fig. 2b). Calcified areas are accompanied by a loss of structure and show
no cellular components, the arrows indicate calcified areas that stain highly positive for ucMGP (Fig. 2b). Multivariate analysis of factors associated with dp-ucMGP. In multivariate linear regression analysis
of determinants, bone markers were associated with dp-ucMGP (i.e. 1-SD increase) including ucOC (est 0.48;
p = 0.001) and OPG (est 0.28; p = 0.02) after adjusting for 1-SD increase of age and albumin (Table 2). Multivariate analysis of factors associated with medial calcification. www.nature.com/scientificreports/ www.nature.com/scientificreports/ levels associate with VC8,9, cardiovascular morbidity-mortality10 and aortic valve calcification11. However, the connec-
tion between local vessel wall expression of MGP (transcription), production (tissue ucMGP) and excretion (plasma
dp-ucMGP) is not well explored in CKD. In addition, the vasculature is exposed to a toxic uremic milieu, which has
been shown to affect carboxylase activity causing vascular vitamin K deficiency and increased VC12. Additionally,
uremia promote VC in a rat model13 and induced bone-specific proteins in cultured VSMCs14.h p
pi
p
The use of dp-ucMGP has clinical potential as a prognostic biomarker of VC15 and might provide complemen-
tary information to traditional cardiovascular disease (CVD) risk factors16. Furthermore, carboxylated MGP bind,
via the negative charge, to active calcification. The inactive form of MGP (dp-ucMGP) is set free in the circulation
because of lack of negative charge to bind to calcium crystals and, thus, might be used as biomarker to identify
high-risk CVD patients, allowing early intervention17. Furthermore, although single nucleotide polymorphisms
(SNP) of MGP have been associated with outcomes in diabetes and CKD, its association to VC remains obscure. MGP SNP analysis could help us understand the complex nature of MGP expression and regulation. Other VKDPs,
such as osteocalcin (OC) share the carboxylation step to become activated. Similar to MGP, uncarboxylated OC
(ucOC) is increased in vitamin K deficiency18 and has been reported to have a role in the development of VC19. (
)i
y
p
p
We investigated the potential association between MGP and VC in CKD stage 5 patients undergoing liv-
ing donor renal transplantation (RTx). We link MGP genetics (SNPs), transcription (mRNA) and protein data
(immunohistochemistry and plasma levels) to clinical vascular phenotype (CAC and histology). Matrix Gla protein is an
independent predictor of both
intimal and medial vascular
calcification in chronic kidney
disease
PEN The importance of MGP in the inhibition of calcification is illustrated by studies of MGP knockout mice, who die
within two months after birth due to severe arterial calcification and rupture of the aorta1. ti
Chronic kidney disease (CKD) patients have an extremely high risk for developing vascular disease4. VC,
manifested both as medial and intimal calcification with distinct pathologies, is a common risk factor in CKD5. Additionally, vitamin K deficiency is frequently encountered in CKD, which is associated with increased plasma levels
of dephosphorylated uncarboxylated MGP (dp-ucMGP) plasma levels6,7. Furthermore, increased plasma dp-ucMGP 1Department of Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the
Netherlands. 2Division of Renal Medicine, Department of Clinical Science, Technology and Intervention, Karolinska
Institutet, Stockholm, Sweden. 3Department of Immunology and Microbiology, Laboratory of Nephrology, Katholieke
Universiteit Leuven, Leuven, Belgium. 4Division of Medical Imaging and Technology, Department of Clinical Science,
Intervention and Technology, Karolinska Institutet, Karolinska University Hospital, Huddinge, Stockholm, Sweden. 5Pathology, Clinical Pharmacology and Safety Sciences, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden. 6These authors contributed equally: Leon J. Schurgers and Peter Stenvinkel. *email: peter.stenvinkel@ki.se Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 Results score 2 or 3) compared to 24% and 14%, respectively, in patients with C/T and T/T genotypes (p = 0.01)
(Supplemental Table S3). Results When comparing C-allele homozygotes to T-allele carriers in relation to either none/
minimal calcification (score 0–1) or moderate/extensive calcification (score 2–3) the difference became even Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 www.nature.com/scientificreports/ All (n = 141)
1st tertile (n = 46)
2nd tertile (n = 47)
3rd tertile (n = 48)
p-value
Age (years)
47 (24, 63)
43 (22, 63)
49 (23, 62)
50 (32, 68)
0.008
Males, (%)
70
65
68
75
0.57
Diabetes mellitus, (%)
11
7
11
17
0.29
Cardiovascular disease, (%)
16
7
15
25
0.04
BMI, (kg/m2)*
24.5 (20.8, 29.9)
24.0 (19.8, 29.1)
23.5 (20.8, 30.4)
25.1 (21.8, 30.2)
0.17
Systolic BP, (mmHg)*
140 (117, 169)
140 (116, 162)
140 (116, 167)
144 (121, 181)
0.29
Diastolic BP, (mmHg)*
84 (69, 96)
82 (68, 92)
82 (72, 100)
86 (67, 99)
0.33
Hemoglobin, (g/L)‡
114 (99, 132)
111 (98, 129)
118 (99, 135)
113 (99, 132)
0.09
HbA1c, (mmol/mol)†
33 (23, 40)
35 (26, 40)
32 (25, 40)
32 (21, 41)
0.06
Triglycerides, (mmol/L)
1.3 (0.7, 2.4)
1.2 (0.6, 2.2)
1.2 (0.7, 2.6)
1.4 (0.7, 2.6)
0.58
Total cholesterol, (mmol/L)
4.5 (3.1, 6.2)
4.3 (3.0, 6.1)
4.6 (3.2, 6.0)
4.5 (3.0, 6.4)
0.64
HDL cholesterol, (mmol/L)
1.4 (0.9, 2.1)
1.4 (1.0, 2.1)
1.4 (0.9, 2.0)
1.3 (0.8, 2.2)
0.37
Serum Creatinine, (µmol/L)
723 (488, 1022)
622 (388, 985)
743 (517, 1018)
782 (531, 1135)
0.01
Serum Albumin (g/L)*
35 (29, 40)
35 (30, 42)
35 (29, 40)
36 (29, 41)
0.80
Uric Acid, (µmol/L)•
369 (254, 522)
413 (285, 557)
350 (239, 510)
357 (247, 469)
0.02
PEW (SGA > 1), n (%)**
25
31
26
18
0.33
Vascular calcification biomarkers
Coronary artery calcium, (AU) ‡‡
8 (0, 1170)
0 (0, 236)
8 (0, 1392)
34 (0, 1948)
0.002
Calcium, (mmol/L)*
2.3 (2.0, 2.5)
2.3 (2.1, 2.4)
2.3 (2.0, 2.6)
2.3 (1.9, 2.6)
0.67
Phosphate, (mmol/L)*
1.6 (1.0, 2.4)
1.7 (1.0, 2.2)
1.6 (1.1, 2.5)
1.7 (0.9, 2.5)
0.96
Glu-OC, (ng/mL)**
14.0 (1.8, 87.6)
7.5 (1.6, 33.7)
15.5 (1.7, 122.6)
37.8 (2.3, 99.2)
0.001
Gla-OC, (ng/mL)**
33.2 (11.7, 97.6)
26.7 (11.0, 73.5)
33.2 (11.7, 138.0)
42.9 (9.7, 102.2)
0.23
Mid-OC¸ (ng/mL) ¶¶¶
59.5 (13.5, 259.5)
37.9 (11.6, 178.6)
61.8 (11.3, 218.6)
90.5 (17.7, 395.8)
0.02
Osteoprotegerin, (pg/ml) •••
6.1 (3.8, 12.0)
5.6 (2.8, 10.1)
5.9 (3.9, 11.1)
7.6 (4.2, 14.0)
0.002
Table 1. Results Similarly, patients that were homozygous for the rs4236
T-allele had more often moderate-extensive medial VC than patients carrying a C-allele (49% vs. 27%, p = 0.02). i
i Results Baseline clinical and biochemical characteristics in 141 CKD 5 patients in relation to tertiles of
dp-ucMGP. Data presented as median (10th – 90th percentile) or percentage. Abbreviations: CKD, chronic
kidney disease; dp-ucMGP, dephosphorylated uncarboxylated Matrix Gla protein; BMI (body mass index); BP,
blood pressure; HbA1c, Hemoglobin A1c; HDL, high-density lipoprotein; PEW, protein energy wasting; SGA,
subjective global assessment; AU, Agatson unit; Glu-OC, undercarboxylated osteocalcin; Gla-OC, carboxylated
osteocalcin; mid-OC, n-mid osteocalcin. *n= 139 **n= 137 ***n= 109. ‡n= 120 ‡‡n= 110 ‡‡‡n= 103. †n= 12
††n= 99 †††n= 68. ¶n= 106 ¶¶n= 138 ¶¶¶n= 91. •n= 128 ••n= 140 •••n= 114. Table 1. Baseline clinical and biochemical characteristics in 141 CKD 5 patients in relation to tertiles of
dp-ucMGP. Data presented as median (10th – 90th percentile) or percentage. Abbreviations: CKD, chronic
kidney disease; dp-ucMGP, dephosphorylated uncarboxylated Matrix Gla protein; BMI (body mass index); BP,
blood pressure; HbA1c, Hemoglobin A1c; HDL, high-density lipoprotein; PEW, protein energy wasting; SGA,
subjective global assessment; AU, Agatson unit; Glu-OC, undercarboxylated osteocalcin; Gla-OC, carboxylated
osteocalcin; mid-OC, n-mid osteocalcin. *n= 139 **n= 137 ***n= 109. ‡n= 120 ‡‡n= 110 ‡‡‡n= 103. †n= 121
††n= 99 †††n= 68. ¶n= 106 ¶¶n= 138 ¶¶¶n= 91. •n= 128 ••n= 140 •••n= 114. idney disease; dp-ucMGP, dephosphorylated uncarboxylated Matrix Gla protein; BMI (body mass index); BP,
lood pressure; HbA1c, Hemoglobin A1c; HDL, high-density lipoprotein; PEW, protein energy wasting; SGA,
ubjective global assessment; AU, Agatson unit; Glu-OC, undercarboxylated osteocalcin; Gla-OC, carboxylated
steocalcin; mid-OC, n-mid osteocalcin. *n= 139 **n= 137 ***n= 109. ‡n= 120 ‡‡n= 110 ‡‡‡n= 103. †n= 121
n= 99 †††n= 68. ¶n= 106 ¶¶n= 138 ¶¶¶n= 91. •n= 128 ••n= 140 •••n= 114. Figure 1. dp-ucMGP levels associate to CAC score and vascular media calcification score. (a) CAC score
measured in 110 CKD5 patients in relation to tertiles of dp-ucMGP levels. (b) dp-ucMGP levels of 128 CKD5
patients displayed against low (score 0 + 1) and high (score 2 + 3) media VC. Figure 1. dp-ucMGP levels associate to CAC score and vascular media calcification score. (a) CAC score
measured in 110 CKD5 patients in relation to tertiles of dp-ucMGP levels. (b) dp-ucMGP levels of 128 CKD5
patients displayed against low (score 0 + 1) and high (score 2 + 3) media VC. more significant (50% vs. 22%, n = 109; p = 0.005). Table 1. Baseline clinical and biochemical characteristics in 141 CKD 5 patients in relation to tertiles of Table 1. Baseline clinical and biochemical characteristics in 141 CKD 5 patients in relation to tertiles of
p-ucMGP. Data presented as median (10th – 90th percentile) or percentage. Abbreviations: CKD, chronic Discussion Model (coefficient + SE, p-value)
1-SD increase of age, years
0.05 + 0.12 (0.69)
1-SD increase of ucOC, ng/ml
0.48 + 0.14 (0.001)
1-SD increase of albumin, g/L
0.13 + 0.12 (0.27)
1-SD increase of Mid-OC, ng/ml
−0.21 + 0.15 (0.16)
1-SD increase of osteoprotegerin, pg/ml
0.28 + 0.12 (0.02) 1-SD increase of ucOC, ng/ml
0.48 + 0.14 (0.001)
1-SD increase of albumin, g/L
0.13 + 0.12 (0.27)
1-SD increase of Mid-OC, ng/ml
−0.21 + 0.15 (0.16)
1-SD increase of osteoprotegerin, pg/ml
0.28 + 0.12 (0.02)
Table 2. Multiple linear regression models for 1-standard deviation increase of plasma dp-ucMGP in 141 CKD
5 patients. Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. High calcification score media
(Q2 + Q3)
Odds ratio (95%CI)
p-value
1-SD increase of age, years
2.3 (1.3–4.1)
0.006
1-SD increase of dp-ucMGP, pmol/L
1.6 (1.0–2.5)
0.04
Gender (female, male)
7.3 (2.2–25.1)
0.001
1-SD increase of hsCRP, mg/L
1.3 (0.4–1.3)
0.31
Diabetes mellitus (yes, no)
26.0 (2.3–293.2)
0.008
1-SD increase of CAC-score, AU
1.2 (0.5–2.9)
0.59
Table 3. Multinominal logistic regression analysis of factors associated with high calcification score media
(2 + 3) (n = 122, pseudo r2 = 0.22). Patients with calcification score media 0 + 1 served as the reference. Abbreviations: 95%CI, 95% confidence interval; 1- SD, one standard deviation; dp-ucMGP, dephosphorylated
uncarboxylated Matrix Gla protein; hsCRP, high-sensitivity C-reactive protein; CAC, coronary artery calcium;
AU, Agatston unit. Table 2. Multiple linear regression models for 1-standard deviation increase of plasma dp-ucMGP in 141 CKD
5 patients. Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. Table 2. Multiple linear regression models for 1-standard deviation increase of plasma dp-ucMGP in 141 CKD
5 patients. Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. Table 2. Multiple linear regression models for 1-standard deviation increase of plasma dp-ucMGP in 141 CKD
5 patients. Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. p
g
p
p
5 patients. Discussion We examined the role of MGP as a potential biomarker for the extent of VC in CKD5 patients and confirmed
that an increase in plasma dp-ucMGP levels was significantly associated with an increase in both CAC score
and medial arterial VC. CKD patients are predisposed to VC20, an independent risk factor for CVD morbidity
and mortality4,21. CAC score determines the extent of CAC and is correlated to VC at other places in the arterial Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 2. Immunohistochemical staining of ucMGP in epigastric artery from CKD5 patients. Panel a shows
ucMGP staining of epigastric artery of a patient with a medial VC score of 0 (left, 4×; right, 20×). Panel b shows
ucMGP staining of an epigastric artery with a medial VC score of 3 (left, 4×; right, 20×). Figure 2. Immunohistochemical staining of ucMGP in epigastric artery from CKD5 patients. Panel a shows
ucMGP staining of epigastric artery of a patient with a medial VC score of 0 (left, 4×; right, 20×). Panel b shows
ucMGP staining of an epigastric artery with a medial VC score of 3 (left, 4×; right, 20×). Figure 2. Immunohistochemical staining of ucMGP in epigastric artery from CKD5 patients. Panel a shows
ucMGP staining of epigastric artery of a patient with a medial VC score of 0 (left, 4×; right, 20×). Panel b shows
ucMGP staining of an epigastric artery with a medial VC score of 3 (left, 4×; right, 20×). Model (coefficient + SE, p-value)
1-SD increase of age, years
0.05 + 0.12 (0.69)
1-SD increase of ucOC, ng/ml
0.48 + 0.14 (0.001)
1-SD increase of albumin, g/L
0.13 + 0.12 (0.27)
1-SD increase of Mid-OC, ng/ml
−0.21 + 0.15 (0.16)
1-SD increase of osteoprotegerin, pg/ml
0.28 + 0.12 (0.02)
Table 2. Multiple linear regression models for 1-standard deviation increase of plasma dp-ucMGP in 141 CKD
5 patients. Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. Discussion Abbreviations; 1-SD, one standard deviation; dp-ucMGP, dephosphorylated uncarboxylated Matrix
Gla protein; CKD, chronic kidney disease; SE, standard error; ucOC, undercarboxylated osteocalcin; mid-OC,
n-mid osteocalcin. High calcification score media
(Q2 + Q3)
Odds ratio (95%CI)
p-value
1-SD increase of age, years
2.3 (1.3–4.1)
0.006
1-SD increase of dp-ucMGP, pmol/L
1.6 (1.0–2.5)
0.04
Gender (female, male)
7.3 (2.2–25.1)
0.001
1-SD increase of hsCRP, mg/L
1.3 (0.4–1.3)
0.31
Diabetes mellitus (yes, no)
26.0 (2.3–293.2)
0.008
1-SD increase of CAC-score, AU
1.2 (0.5–2.9)
0.59
Table 3. Multinominal logistic regression analysis of factors associated with high calcification score media
(2 + 3) (n = 122, pseudo r2 = 0.22). Patients with calcification score media 0 + 1 served as the reference. Abbreviations: 95%CI, 95% confidence interval; 1- SD, one standard deviation; dp-ucMGP, dephosphorylated
uncarboxylated Matrix Gla protein; hsCRP, high-sensitivity C-reactive protein; CAC, coronary artery calcium;
AU, Agatston unit. High calcification score media
(Q2 + Q3)
Odds ratio (95%CI)
p-value
1-SD increase of age, years
2.3 (1.3–4.1)
0.006
1-SD increase of dp-ucMGP, pmol/L
1.6 (1.0–2.5)
0.04
Gender (female, male)
7.3 (2.2–25.1)
0.001
1-SD increase of hsCRP, mg/L
1.3 (0.4–1.3)
0.31
Diabetes mellitus (yes, no)
26.0 (2.3–293.2)
0.008
1-SD increase of CAC-score, AU
1.2 (0.5–2.9)
0.59
Table 3. Multinominal logistic regression analysis of factors associated with high calcification score media
(2 + 3) (n = 122, pseudo r2 = 0.22). Patients with calcification score media 0 + 1 served as the reference. Abbreviations: 95%CI, 95% confidence interval; 1- SD, one standard deviation; dp-ucMGP, dephosphorylated
uncarboxylated Matrix Gla protein; hsCRP, high-sensitivity C-reactive protein; CAC, coronary artery calcium;
AU, Agatston unit. High calcification score media
(Q2 + Q3)
Odds ratio (95%CI)
p-value
1-SD increase of age, years
2.3 (1.3–4.1)
0.006
1-SD increase of dp-ucMGP, pmol/L
1.6 (1.0–2.5)
0.04
Gender (female, male)
7.3 (2.2–25.1)
0.001
1-SD increase of hsCRP, mg/L
1.3 (0.4–1.3)
0.31
Diabetes mellitus (yes, no)
26.0 (2.3–293.2)
0.008
1-SD increase of CAC-score, AU
1.2 (0.5–2.9)
0.59 Table 3. Multinominal logistic regression analysis of factors associated with high calcification score media
(2 + 3) (n = 122, pseudo r2 = 0.22). Patients with calcification score media 0 + 1 served as the reference. Abbreviations: 95%CI, 95% confidence interval; 1- SD, one standard deviation; dp-ucMGP, dephosphorylated
uncarboxylated Matrix Gla protein; hsCRP, high-sensitivity C-reactive protein; CAC, coronary artery calcium;
AU, Agatston unit. Table 3. Discussion Multinominal logistic regression analysis of factors associated with high calcification score media
(2 + 3) (n = 122, pseudo r2 = 0.22). Patients with calcification score media 0 + 1 served as the reference. Abbreviations: 95%CI, 95% confidence interval; 1- SD, one standard deviation; dp-ucMGP, dephosphorylated
uncarboxylated Matrix Gla protein; hsCRP, high-sensitivity C-reactive protein; CAC, coronary artery calcium;
AU, Agatston unit. Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 www.nature.com/scientificreports/ Figure 3. Association between MGP expression and CAC and dp-ucMGP. (a) MGP expression measured in 41
CKD5 patients in relation to CAC score. (b) MGP expression measured in 41 CKD5D patients in relation to dp-
ucMGP plasma levels. Figure 3. Association between MGP expression and CAC and dp-ucMGP. (a) MGP expression measured in 41
CKD5 patients in relation to CAC score. (b) MGP expression measured in 41 CKD5D patients in relation to dp-
ucMGP plasma levels. tree22–24. However, as CT of the heart involves radiation and its value to determine microcalcifications is limited,
circulating biomarkers that reflect early VC would be cheaper, safer and less invasive. Additionally, to interfere
with VC progression, biomarkers that predict initiation phases of VC, such as MGP are of value in prediction and
to follow treatment of VC. tree22–24. However, as CT of the heart involves radiation and its value to determine microcalcifications is limited,
circulating biomarkers that reflect early VC would be cheaper, safer and less invasive. Additionally, to interfere
with VC progression, biomarkers that predict initiation phases of VC, such as MGP are of value in prediction and
to follow treatment of VC. MGP is a potent inhibitor of VC produced by VSMCs25, which are pivotal in maintaining MGP homeostasis, as
they are involved in both the production and activation of MGP, both of which are important for the subsequent
inhibition of VC21,25. Since MGP is an active inhibitor of VC it could be a potential useful biomarker. Indeed,
circulating plasma levels of dp-ucMGP correlate with amount of VC22,23 and arterial stiffness26. In accordance, we
report that patients with the highest dp-ucMGP levels had a higher CAC score and more extensive medial VC.fi p
p
g
p
g
CKD patients suffer from vitamin K deficiency and are prone to develop VC24. Since vitamin K is necessary for
the activation (carboxylation) of MGP in the vessel wall, MGP will be produced in the inactive form when levels
of vitamin K are low25. Discussion We show that next to circulating levels of dp-ucMGP, highly calcified epigastric arteries
also show co-localization with ucMGP. This data supports the hypothesis that circulating dp-ucMGP reflects
local tissue levels of ucMGP which might be caused by a vascular vitamin K deficiency, a risk factor for VC. Although vitamin K intake or plasma levels were not measured in the present study, our findings indirectly imply
that vitamin K status is low since also ucOC was significantly increased27. After correction for age and albumin,
dp-ucMGP remained significant for bone markers. Moreover, after correction for CAC score and inflammation,
dp-ucMGP remained significant for medial calcification score.i p
gii
In this study, high MGP expression was associated with CAC score and increased medial calcification (not
significant) scored by pathologists. High expression of MGP infers to a high local production of MGP. However,
nothing is known about the activation state of this locally produced MGP. As CKD patients are vitamin K defi-
cient24, we hypothesize that most of the MGP is present as inactive MGP. This accord with our results showing
a strong association between MGP expression and circulating dp-ucMGP. In vitro, low expression of MGP was
associated with calcification via upregulation of BMP-228. Additionally, under specific pro-calcific conditions,
such as a high calcium concentration, calcification is increased whereas MGP expression is decreased29. This is
contradictory to our results but might be explained by the carboxylation efficiency of MGP. Total MGP in the
plasma is the sum of both active (cMGP) and inactive (ucMGP) MGP; thus, high levels of dp-ucMGP do not
reflect the total level of MGP that is expressed in the tissue. The importance of MGP as inhibitor of VC is demon-
strated by MGP ko studies in mice that showed increased soft tissue calcification30. Moreover, MGP-/- mice express
higher levels of osteogenic proteins, such as osteopontin, OC and Cbfa131. Due to the complex nature of MGP,
further studies need to examine the precise relation between local vasculature MGP expression and circulating
MGP. Besides measurement of plasma dp-ucMGP, we genotyped a subgroup of patients for three well-known SNPs
(rs4236, rs1800801 and rs1800802) in the MGP gene. In comparison to healthy controls, our subgroup of CKD
patients differed in respect to two of the SNPs, rs4236 and rs1800801, with patients displaying clearly lower fre-
quencies of the minor alleles C and T, respectively. Patients and study design. Patients and study design. Adult ESRD patients undergoing living donor (LD) kidney transplantation
(tx) at the Department of Transplantation Surgery at Karolinska University Hospital between March 2009 and
October 2016 were invited to participate in the study. The etiologies of CKD were chronic glomerulonephritis
(n = 52), hypertension and renovascular disease (n = 8), diabetic nephropathy (n = 9) and others or unknown
causes (n = 72). The cohort included CKD5 non-dialysis (ND) patients (n = 51), prevalent peritoneal dialysis
(PD) patients (n = 39) and prevalent hemodialysis (HD) patients (n = 51). PD patients were treated (median
vintage time 11.4 months) with different combinations of biocompatible glucose-based or amino acid-based, or,
for the long dwell, icodextrin-based solutions. HD-patients were treated by conventional maintenance HD or
other dialytic techniques such as hemodiafiltration (median vintage time 14.4 months). Sixteen (11%) out of 141
patients had diabetes. Twenty-three (15%) of the patients had previously been diagnosed with cerebrovascular,
cardiovascular, and/or peripheral vascular disease (grouped as CVD). We measured circulating plasma dp-uc-
MGP in 141 CKD5 patients including 51 non-dialyzed (CKD5-ND) and 90 CKD5 patients treated by either PD
(n = 39) or HD (n = 51). Patient characteristics are shown in Table 1 and a flow chart of patient inclusion is dis-
played in Fig. S1. Age ranged from 19 to 75 years and patients were recruited from March 2009 to October 2016. Exclusion criterion was unwillingness to participate. Informed consent was obtained from each patient. The
Ethics Committee of the Karolinska Institutet approved study protocols The studies were conducted in adherence Exclusion criterion was unwillingness to participate. Informed consent was obtained from each patient. The
Ethics Committee of the Karolinska Institutet approved study protocols. The studies were conducted in adherence
to the Declaration of Helsinki.” Biochemical assessments. Prior to the LD-RTx, fasting blood samples were drawn and stored in −80 °C. Biochemical analyses of plasma cholesterol, triglycerides, HDL-cholesterol, hemoglobin, creatinine, calcium,
phosphate, albumin (coefficient of variation, CV, 3–4%), were performed at the Clinical Chemical Laboratory of
Karolinska University Hospital, Stockholm, Sweden. LDL was calculated using the Friedewald formula: [(total
cholesterol) - (high-density lipoprotein cholesterol) – (triglycerides/5)]. Plasma dp-ucMGP. Plasma dp-ucMGP levels were determined using the commercially available IVD
CE-marked chemiluminescent InaKtif MGP assay on the IDS-iSYS system (IDS, Boldon, UK). www.nature.com/scientificreports/ and CAC score. An explanation for the conflicting evidence might be the differences in ethnic composition
between the study populations and limited power.hh y p p
p
The present results should be considered in light of some strengths and limitations. The relatively low sam-
ple size restricts power of the multivariate analyses and information retrieved from the MGP gene variants. Moreover, the observational nature of the study restricts causal conclusions. Furthermore, results obtained in
this study are retrieved from different patient cohorts which means that our study population is heterogenous,
for example displaying a population aged from 19–75. Since dp-ucMGP only represents a minor fraction of the
total ucMGP content it should be interpreted with care17. CAC determination by cardiac CT cannot distinguish
between medial or intimal calcification. However, we did find a strong association between medial VC in the epi-
gastric artery and CAC. Finally, expression levels of MGP were only measured in limited number of patients and
further studies are needed to examine the role of MGP expression in VC. For the MGP gene variants we need to
perform additional in vitro and in vivo experiments to assess its causal role. p
p
As increased dp-ucMGP levels associate with increased CAC and medial VC our results support that
dp-ucMGP is an independent predictor of VC and a risk factor for arterial stiffness and cardiovascular mortal-
ity34. Alterations in plasma dp-ucMGP correlate with local tissue expression of ucMGP around areas of VC, high
general MGP expression and genomic SNP analysis. Although our data indicate a predictive value of MGP as a
biomarker for VC, further studies need to confirm whether these finding translate into CVD morbidity and mor-
tality. Additionally, discovering the precise regulation of MGP in VC may provide novel therapeutic approaches
with a potential role for vitamin K supplementation. Discussion As none of the SNPs were associated with plasma dp-ucMGP
levels, the biological impact is unclear. However, because the MGP rs1800801 T-allele is associated with lower
medial VC score, this allele may be protective. The literature is, however, conflicting regarding the potential pro-
tective effect of the T-allele on vascular disease. A meta-analysis by Sheng et al.32 showed that the MGP T-allele
was associated with a higher risk for VC whereas Taylor et al.33 found no association between the MGP rs1800801 Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 www.nature.com/scientificreports/ Patients and study design. In brief, patient
samples and internal calibrators were incubated with magnetic particles coated with murine monoclonal antibod-
ies against dp-MGP, acridinium-labelled murine monoclonal antibodies against ucMGP, and an assay buffer. The
magnetic particles were captured using a magnet and washed to remove any unbound analyte. Trigger reagents
were added; the resulting light emitted by the acridinium label was directly proportional to the level of dp-ucMGP
in the sample. The within-run and total variations of this assay were 0.8–6.2% and 3.0–8.2%, respectively. The
assay measuring range was between 300 and 12,000 pmol/L and was linear up to 11,651 pmol/L. Assays were
performed in a single run by Coagulation Profile BV, department of Biochemistry, Maastricht, the Netherlands. Vascular scoring by histology. Inferior epigastric arteries (n = 118) were collected from patients within
20 min from the start of kidney transplantation procedure. After fixation (4% phosphate buffered formalin) and
paraffin embedding, 1–2 μm thick tissue sections were stained with hematoxylin, eosin and von Kossa method
before evaluation by experienced pathologists. The extent of medial calcification was assessed by a pathologist in
vascular biopsies35 and graded as 0 to 3. Patients graded as 0 and 1 represented no/minimal vascular calcification,
and those graded 2 and 3 represented moderate/extensive vascular calcification. ucMGP immunohistochemical staining. After deparaffinization and rehydration of inferior epigastric arteries
(n = 20), immunostaining for ucMGP was performed as described previously36, using a monoclonal MGP antibody
directed against uncarboxylated MGP (1 mg/mL, 1:400 diluted) and a goat anti-mouse HRP (60 minutes at room tem-
perature; Dako, Golstrup, Denmark) secondary antibody. Detection was performed using Novared stain (Vector Labs,
Burlingame, CA), yielding a red color. The degree of ucMGP staining was measured semi-quantitatively and assessed
by independent pathologists and graded as 0 to 3. Patients graded as 0 and 1 represented zero to minimal ucMGP stain-
ing, and patients graded 2 and 3 represented moderate to extensive ucMGP positivity. Scientific Reports | (2020) 10:6586 | https://doi.org/10.1038/s41598-020-63013-8 www.nature.com/scientificreports/ MGP expression. Inferior epigastric artery samples collected at LD-RTx (n = 41) were incubated overnight
in AllProtect Tissue Reagent (Qiagen, Hilden, Germany) and subsequently stored at −70 °C. RNA was isolated
from arteries using TRIzol Reagent and MGP mRNA levels were analysed with TaqMan chemistry (Thermo
Fisher Scientific, Waltham, MA USA) as previously described37. Genotyping of MGP rs4236, rs1800801 and rs1800802. References 1. Luo, G. et al. Spontaneous calcification of arteries and cartilage in mice lacking matrix GLA protein. Nature 386, 78–81 (1997).i 2. Price, P. A., Faus, S. A. & Williamson, M. K. Warfarin Causes Rapid Calcification of the Elastic Lamellae in Rat Arteries and H
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Published: xx xx xxxx Received: 21 October 2019; Accepted: 17 March 2020;
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Published: xx xx xxxx Patients and study design. A subset of 117 CKD5 patients with availa-
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underwent genotyping. Genomic DNA was extracted following standard procedures at the Karolinska Biobank. Genotypes for rs4236, rs1800801 and rs1800802 polymorphisms were determined with PCR-based allelic dis-
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(Lightspeed VCT; General Electric (GE) Healthcare, Milwaukee, WI). CAC scores were expressed in Agatston
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groups were assessed with the non-parametric Wilcoxon test/Kruskal-Wallis ANOVA-test for continuous
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California USA, www.graphpad.com. Author contributions Conceptualization: All authors. Data curation: A.J., L.D., T.Q., P.E., J.R., M.S., A.W., H.O., L.S. and P.S. Formal
analysis: A.J., T.Q., A.W. Funding acquisition: L.S., P.E., P.S. Clinical investigation: T.Q. and P.S. Methodology: All
authors. Original idea: A.J., L.D., T.Q., L.S. and P.S. Project administration: T.Q., L.S. and P.S. Resources: A.J., T.Q.,
L.S. and P.S. Software: T.Q. Supervision: L.S. and P.S. Validation: A.J., T.Q. Visualization: T.Q. Writing – original
draft: A.J., L.D., T.Q., P.E., J.R., M.S., A.W., H.O., L.S. and P.S. Final manuscript: All authors read and approved
the final manuscript. Conceptualization: All authors. Data curation: A.J., L.D., T.Q., P.E., J.R., M.S., A.W., H.O., L.S. and P.S. Formal
analysis: A.J., T.Q., A.W. Funding acquisition: L.S., P.E., P.S. Clinical investigation: T.Q. and P.S. Methodology: All
authors. Original idea: A.J., L.D., T.Q., L.S. and P.S. Project administration: T.Q., L.S. and P.S. Resources: A.J., T.Q.,
L.S. and P.S. Software: T.Q. Supervision: L.S. and P.S. Validation: A.J., T.Q. Visualization: T.Q. Writing – original
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Dr. Schurgers reports consultancy fee from Immunodiagnostic systems (IDS), outside the submitted work and
grants from NattoPharma outside the submitted work; Dr. Evenepoel reports personal fees from Vifor FMC,
personal fees from Amgen, personal fees from Medice, grants from Sanofi outside the submitted work. Dr. Stenvinkel reports personal fees from Astellas, grants and personal fees from Astra Zeneca, personal fees from
Reata, personal fees from Corvidia, personal fees from Baxter, personal fees from Pfizer, outside the submitted
work. All other authors don’t have competing interests. Acknowledgementsh g
This project has received funding from the European Union’s Horizon 2020 research and innovation programme
under the Marie Skłodowska-Curie grant agreement No 722609 (INTRICARE). Peter Stenvinkels research was
supported by grants provided by the Stockholm County Council,”Strategic Research Programme in Diabetes
at Karolinska Institutet (Swedish Research Council grant No 2009-1068)”. Open access funding provided by
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of smooth muscle lineage markers. Circ. Res. Additional information Additional information
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Citation for published version (APA):
Cheng, H. C. K., Hui, C. H., & Cascio, W. F. (2017). Leniency Bias in Performance Ratings: The Big-Five
Correlates. Frontiers in Psychology, Article 521. https://doi.org/10.3389%2Ffpsyg.2017.00521 Citation for published version (APA):
Cheng, H. C. K., Hui, C. H., & Cascio, W. F. (2017). Leniency Bias in Performance Ratings: The Big-Five
Correlates. Frontiers in Psychology, Article 521. https://doi.org/10.3389%2Ffpsyg.2017.00521 Citing this paper
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Cheng, H. C. K., Hui, C. H., & Cascio, W. F. (2017). Leniency Bias in Performance Ratings: The Big-Five
Correlates. Frontiers in Psychology, Article 521. https://doi.org/10.3389%2Ffpsyg.2017.00521 ORIGINAL RESEARCH
published: 10 April 2017
doi: 10.3389/fpsyg.2017.00521 ORIGINAL RESEARCH
published: 10 April 2017
doi: 10.3389/fpsyg.2017.00521 Leniency Bias in Performance
Ratings: The Big-Five Correlates
Kevin H. C. Cheng 1*, C. Harry Hui 2 and Wayne F. Cascio 3
1 Innushuk Consult, Sydney, NSW, Australia, 2 Department of Psychology, University of Hong Kong, Hong Kong, Hong Kong,
3 CU Denver Business School, University of Colorado at Denver, Denver, CO, USA Kevin H. C. Cheng 1*, C. Harry Hui 2 and Wayne F. Cascio 3
1 Innushuk Consult, Sydney, NSW, Australia, 2 Department of Psychology, University of Hong Kong, Hong Kong, Hong Kong,
3 CU Denver Business School, University of Colorado at Denver, Denver, CO, USA Some researchers assume that employees’ personality characteristics affect leniency
in rating others and themselves. However, little research has investigated these two
tendencies at the same time. In the present study we developed one index for other-rating
leniency and another one for self-rating leniency. Based on a review of the literature, we
hypothesized that a generous assessment of peers would more likely be made by those
who are extroverted and agreeable than by those who are not. Furthermore, a generous
assessment of oneself would more likely be made by people who are conscientious
and emotionally stable, than by people who are not. We also investigated if the leniency
in rating others and the leniency in rating oneself are part of a more general leniency
tendency. Data collected from a sample of real estate dealers provided support for the
above hypotheses. Limitations and implications for future research are discussed. Edited by:
Con Stough,
Swinburne University of Technology,
Australia Keywords: rating leniency, work performance, personality, extroversion, Agreeableness, Big Five personality
traits, self-rating, others rating Reviewed by:
M. Teresa Anguera,
University of Barcelona, Spain
Riccardo Sartori,
University of Verona, Italy INTRODUCTION *Correspondence:
Kevin H. C. Cheng
chenghck@graduate.hku.hk Dispositional Factors Undermining Accuracy of Work
Performance Theoretically, a performance rating embodies the following: the ratee’s level of work performance,
the rater’s perspective (i.e., self, peer, supervisor, etc.), the rater’s idiosyncrasies, and random
error. Using managers’ developmental rating data, Scullen et al. (2000) found that the ratee’s
actual performance accounted for only about 20–25% of the variability in performance ratings
when averaged across dimensions, perspectives, and instruments. Similar studies agreed that the
influence on performance ratings for all combinations of rater perspectives and performance
dimensions originated from rater’s bias (Castilla and Benard, 2010; Ng et al., 2011; Bono et al.,
2012). One important component of the bias is a rater’s leniency. Specialty section:
This article was submitted to
Organizational Psychology,
a section of the journal
Frontiers in Psychology Received: 27 November 2015
Accepted: 22 March 2017
Published: 10 April 2017 On the basis of reviews on the link between personality and organizational behavior (Barrick
and Mount, 1991, 2005; Barrick et al., 2001; Ones et al., 2007; Shaffer and Postlethwaite, 2013), we
adopt the Big Five model for a better understanding of the personality substratum of rating leniency
(Ceschi et al., 2016). The primary premise of this study is that certain personality dimensions of the
Big Five are related to leniency in the ratings one assigns to oneself and others. In the following
sections we elaborate on what might define this relationship. Keywords: rating leniency, work performance, personality, extroversion, Agreeableness, Big Five personality
traits, self-rating, others rating General rights General rights
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the work immediately and investigate your claim. Download date: 24. Oct. 2024 Possible Causes of Rating Bias When
Rating Others, and the Role of Personality Thus, raters who placed a high value on social
interactions and sensitivity to colleagues’ needs were less likely
to be unduly harsh, since they would not want to risk their social
ties at the workplace (Randall and Sharples, 2012). As Jawahar
(2001) suggested, a concern for maintaining social relationships
with others may contribute to leniency in rating others. This
tendency would be strengthened if there is a concern not to
hurt the self-esteem of the person being appraised. This would
be found in someone who is socially sensitive and people-
oriented. Being friendly, cheerful, and outgoing is a component
of the extrovert personality. Based on this conceptualization and
empirical findings, we expected more pronounced leniency bias
from employees who have the motivation and energy to befriend
others, and among those who are forgiving, understanding,
approachable, and socially adept. To the extent that an agreeable
and extrovert personality underlies these characteristics, we offer
the following hypothesis: Some of these possible reasons for leniency bias can be
traced to contextual factors raters face (Tziner et al., 2005). For
example, Uber riders reported giving higher ratings to drivers
because they know drivers risk being de-registered if their average
score drops below 4.6 (anything under the maximum five stars
constitutes a failing grade) (Rosenblat and Stark, 2016). Heslin
and VandeWalle (2008) found that a rater’s implicit beliefs about
people correlate with rater leniency. In addition to beliefs, at least
one study found that cognitive ability is also related to leniency
(Truxillo et al., 2008). Raters higher in cognitive ability tended to
assign more severe ratings, while those lower in cognitive ability
tended to assign more generous ratings. Banks and Murphy
(1985) argued assigning ratings was unrelated to cognitive ability. Other sources of rating elevation could be dispositional and
demographic characteristics. For example, people who score
high in emotional-stability are more likely to provide unbiased
ratings across dominant and friendly interpersonal settings, than
people low in emotional-stability (Cheng, 2016). Agreeableness,
extraversion, and emotional stability were related to performance
ratings, and features of the rating context (e.g., study setting,
appraisal purpose, accountability) moderated these relationships
(Harari et al., 2015). Gender and race/ethnicity are related to
magnitude of bias and to changes in bias across time (Tziner
et al., 2005; Yun et al., 2005; Rosenman et al., 2011). More
recently, a study of Airbnb Inc. Possible Causes of Rating Bias When
Rating Others, and the Role of Personality political considerations that often characterize such performance
appraisal settings (Gioia and Longenecker, 1994; Latham et al.,
2008; Hu and Liden, 2011). Jawahar (2001) found that the
rater’s attitude toward providing accurate performance feedback
predicted accurate ratings for low self-monitors, but not for
high self-monitors. Szarota et al. (2002) reported Dynamism
and Excitability elicited higher agreement between self-and peer-
ratings than Agreeableness and Intellect, although in case of
Conscientiousness judges appeared to be as accurate as in the case
of Excitability. Possible Causes of Rating Bias When
Rating Others, and the Role of Personality
Why would some people rate their subordinates leniently, that is,
assign performance ratings that are more generous than might
be justified? More than half a century ago, Thorndike (1949)
and Glickman (1955) identified eight possible explanations. In
particular, the rater: (1) may feel that anyone under his or
her jurisdiction who is rated unfavorably will reflect poorly on
the rater’s own worthiness (Paulhus, 1984); (2) may feel that
anyone who could have been rated unfavorably had already
been discharged from the organization; (3) may feel that a
derogatory rating may be revealed to the ratee to the detriment
of relations between rater and ratee; (4) may rate leniently in
order to win promotions for his or her subordinates and therefore
indirectly increase the rater’s future control of those subordinates
by earning a reputation as a supervisor with “influence upstairs;”
(5) may be projecting; (6) may feel it necessary always to approve
others in order to gain approval for himself or herself (Wayne
and Liden, 1995); (7) may be operating on the basis: “Whoever
associates with me is meritorious, therefore I am meritorious;”
and (8) may rate leniently because there exists in the culture a
response set to approve rather than disapprove. Other reasons
can be found in Fleenor et al. (2010) and Reich et al. (2007). y
Wong and Kwong (2007) found that students who had been
primed to maintain group harmony would provide an elevated
evaluation of their peers. Bernardin et al. (2009) observed that
those high on Agreeableness tended to rate the least effective
performers more leniently than did other raters. People who
were socially oriented, friendly, conscientious and concerned
about other people’s feelings tried not to make the target feel
badly, even when a low rating was justified (Bernardin et al.,
2009, 2016). Frontiers in Psychology | www.frontiersin.org Citation: Cheng KHC, Hui CH and Cascio WF
(2017) Leniency Bias in Performance
Ratings: The Big-Five Correlates. Front. Psychol. 8:521. doi: 10.3389/fpsyg.2017.00521 April 2017 | Volume 8 | Article 521 Frontiers in Psychology | www.frontiersin.org Leniency Bias in Rating Cheng et al. Possible Causes of Rating Bias When
Rating Others, and the Role of Personality found ratings are highly likely
to be influenced by bias on the basis of factors like race or
ethnicity. For example, guests with African-American names
were about 16% less likely to be accepted as rentees than guests
with characteristically white names (Edelman et al., 2016). H1: Leniency in rating others will be associated positively with
the raters’ Extroversion and Agreeableness. Possible Causes of Rating Bias When
Rating Oneself, and the Role of Personality
The psychological literature on leniency in self-rating uses a
different set of labels, such as better-than-average effect, self-
serving bias, self-deception, other-deception, self-enhancement,
social
desirability,
and
impression
management
(Wayne
and Liden, 1995). Various explanations have been offered. For example, a cross-cultural perspective in individualism-
collectivism (Farh et al., 1991; Xie et al., 2006; Heine and
Hamamura, 2007; Cheng and Cascio, 2009; Ng et al., 2011) was
found to be relevant in rating biases. Recently, there had been
evidence supporting the contrary (Brown, 2010)—that is, while
cultural factors may moderate leniency effect, the tendency to
self-enhance is universal. Extension of Past Research Our present investigation attempts to extend past leniency
research in three ways: the operationalization of the construct;
inclusion of peer raters; and a focus on a real-life field setting. p
p
g
Warr and Bourne (1999) reported that self-enhancement (i.e.,
self-ratings being higher than the ratings given by the supervisor)
was associated with personality characteristics such as motivation
to achieve. Conscientious and hardworking workers were more
likely to observe and remember their own desirable work
behaviors than those who did not pay much attention to their
work. Goffin and Anderson (2007) reported similar findings. That is, inflated self-ratings of performance (relative to the ratings
assigned by superiors) were associated with high achievement
need. Both studies also found that the self-enhancement bias was
weaker among people who were worrisome, anxious, and low
in self-esteem (Warr and Bourne, 1999; Goffin and Anderson,
2007). Our second hypothesis, set in a Big-Five framework,
attempts to replicate these findings: First, we attempt to operationalize leniency more accurately. One of the methods prior research has used is to ask participants
to self-report their lenient tendency (e.g., Fried et al., 1999). Another approach we have taken is to treat as lenient those
ratings that are distributed in a negatively skewed manner
(Taylor and Hastman, 1956), that is, when raters assign a greater
proportion of their ratings to the categories above their mean
than to those below. However, without a sufficiently large number
of ratings, it is not possible to determine skewness reliably. Even if there is skewness, at least part of it can be attributed
to the skewed distribution of workers on their actual behaviors. Hence, unless the ratings were done on a scale anchored
with statistically meaningful terms (e.g., a ratio scale based on
magnitude estimation), and not with less precise ones (e.g., “very
good,” “fairly satisfactory performance,” and so forth), it would
not be justifiable to regard a high rating as lenient. H2: Leniency in rating oneself will be associated positively with
Conscientiousness, and negatively with Neuroticism. Another way to operationalize leniency is to compare the
ratings against somebody else’s judgment. This has been a method
in many of the studies cited above. For example, in their study
of students’ bias in peer ratings, Bernardin et al. (2000) used the
professor’s rating as an estimate of a target student’s performance. Possible Causes of Rating Bias When There has been some work on the effects of dispositional
characteristics such as gender and self-monitoring. Tziner
et al. (2008) reported a strong correlation between self-
monitoring and leniency bias. This is understandable given the Robins and Paulhus (2001) postulated that personality traits
as grandiosity and dominance served as underlying factors of
self-enhancement. Farh and Dobbins (1989) found self-esteem April 2017 | Volume 8 | Article 521 Frontiers in Psychology | www.frontiersin.org 2 Leniency Bias in Rating Cheng et al. higher among those who exhibited a tendency toward self-
aggrandizement (which, unfortunately, in their study might have
been confounded by true performance). Evidence exists that
people who have considered themselves better than average have
higher self-esteem and better mental health (see review by Taylor
and Brown, 1994). Similar studies on self-enhancement and
adjustment were reported by Kwan et al. (2008). consequently, would have some common associations. A positive
correlation, therefore, should confirm this speculation and
prompt a search for the common dispositional characteristic(s)
that may underlie the general leniency bias. For exploratory
purposes, we offer the following pair of competing hypotheses: H3a: Other-rating leniency and self-rating leniency will not be
associated with each other. At the workplace, Murphy et al. (2004) reported raters
purposely manipulated appraisal ratings in pursuit of their own
goals. For example, they would over-report others’ behaviors
when seeking greater harmony with colleagues, or distort selected
behaviors of executives when pursuing their own political goals. Sinha et al. (2012) also found self-raters high on extraversion,
dominance, cultural conformity, cynicism, and detail orientation
who were somewhat likely to over-rate their performance as
compared to peer ratings. H3b: Other-rating leniency and self-rating leniency will be
associated with each other, and also with certain common
personality factors. Frontiers in Psychology | www.frontiersin.org Extension of Past Research It should be noted, however, that such a measure inevitably
confounds leniency with the target’s actual performance, as well
as with the professor’s rating bias. In the present investigation, we
derived a more objective measure of work performance without
relying too much on the information provided by a single rater,
who might have been equally biased. In doing so, the “leniency
index” can be used to represent the psychological construct that
we are interested in. Is There a General Factor for Rating Bias? In addition to evaluating the two hypotheses, we explored
the relationship between self-rating leniency and other-rating
leniency. Very few researchers have examined in the same
study elevation bias in performance appraisal as well as self-
enhancement and grandiosity. Besides the lack of a common
metric for measuring the two types of leniency, another
probable reason that such a study had previously not been
carried out is that the research community does not see much
conceptual linkage or psychological commonality between self-
rating leniency and other-rating leniency. If there indeed were
no substantively meaningful connections between the two rating
types, we would observe a null correlation. This would imply that
the elevation biases in self-ratings and other-ratings are driven by
two different psychological processes. Second, we directed our attention to the self as raters. Most
early work on rater accuracy used the immediate supervisor as
the only rater. With the proliferation of 360◦feedback, however,
ratees as well as non-supervisors served as raters. This multi-
rater procedure currently used in performance management and
employee development rests on a rather strong assumption that
ratings of behavior obtained from diverse sources are equally
reliable and valid. Indeed, factorial structures of ratings scales
have shown to be largely invariant across rater perspectives such
as peer and self (Scullen et al., 2003; Hoffman and Woehr,
2009; Monahan et al., 2013). Nevertheless, researchers have also
found discrepancies between self-ratings and ratings received This need not be true, however. Consider that both the tasks
of rating oneself and rating others on a series of behavioral
items require prior storage of behavioral episodes, retrieval of
information from memory, and organization of the information
for reporting. It is possible that some heuristics are used. Participants and Procedures This function was emphasized when the
participants were instructed to choose as their raters those people
who had had opportunities to observe them in action, and in
whom they could trust for feedback. With this arrangement,
all participants served both as raters and ratees. Two of the
74 participants were dropped from our sample because of
incomplete data. The total number of observations in the study
was 216. Each ratee had an average of 3.24 peer raters. The present study meets the above criteria in four ways. First, the study sampled professional real estate agents in a
developmental workshop. The second and third ways were that
they were sampled based on service climate and personality,
respectively. Fourth, during the workshop, the real estate agents
completed a personality scale as well as a task to provide
performance appraisal ratings to self and to their colleagues. Many have argued that ratings of performance pose threats to
employees when done for promotional or remunerative purposes
(Iqbal et al., 2015). The workshop hosts stressed that the ratings
were for developmental purposes and that the data collected was
not fed back to their employers. One reason for the relative scarcity of published field studies
in this area was that supervisors were dispersed in different work
units, and consequently they rated their own staff, not others. Any observed difference between average ratings provided by two
supervisors may suggest a difference in leniency, a genuine inter-
unit difference in work performance, or both. While it is good
research design to have two or more supervisors rating the same
employee, often this is not feasible in field settings. Moreover,
field settings often present difficulties for researchers who want
to implement completely crossed experimental designs, in which
each participant serves both as a rater as well as a ratee. In the
present investigation, we extended previous laboratory studies
by working with a sample that provided us with data that
allowed us to compute leniency indices largely not confounded Materials: Personality Measures
Personality was assessed on a Chinese translation of the 60-
item NEO-FFI (Yik and Bond, 1993), with 12 items for
each of the five dimensions. Cronbach’s α (for the English
version of the instrument) was 0.86 for the Neuroticism scale,
0.77 for Extroversion, 0.73 for Openness to Experience, 0.68
for Agreeableness, and 0.81 for Conscientiousness (Costa and
McCrae, 1992). Participants and Procedures In the field study, we collected data during a personal-
development workshop for employees of an established real
estate agency in Hong Kong. The attendees included 52
and 22 personnel in operational and managerial positions,
respectively. For the operational staff, their average age was
33 years old. Those in managerial posts averaged 51 years
old. The workshop discussed themes on personality at work,
organizational climate, 360◦rating systems and customer service
quality. On completion of the workshop, the author and one
master trainer consultant supervised an exercise designed to put
participants’ understanding of the above themes into practice. This included completing various scales related to the above
themes. Role-plays on how quality service should be delivered
also took place at this point. Third, the current study is a field study. A field study
collects data outside a laboratory. Usually, it involves a range
of well-defined variables in participants’ natural environment
(Cronbach, 1982). The strength of a field study is that it has
ecological validity and demand characteristics are generally low. Field research is defined by its degree of naturalism (Reis
and Gosling, 2010). Cronbach (1982) suggested when assessing
the degree of naturalism of a study, one should refer to the
units, treatments, setting and observations. As Paluck and
Cialdini (2014, p. 82) illustrated, when studying the effects of
interpersonal empathy, an effective way is to ask adults (not
college undergraduates) to watch television episodes (not written
instructions or simulated pictorials) with varying degree of
emotionally arousing scenes while coding their facial reactions
(instead of a written measure). Fifty-six male and eighteen female real estate agents rated
themselves (i.e., self-rating) on a performance rating scale
(to be described in criterion measures). Each agent was
allowed up to five participants (including those in either
operational or managerial posts) to provide ratings of their
customer service performance (i.e., peer rating). Prior to the
workshop the consultant specifically made arrangements with
the agency’s human resource personnel so that all participants
were acquainted with at least three people. To ease possible
concerns stemming from the evaluations, the hosts reiterated
issues on anonymity and the University’s policy on data privacy
of participants. Participants were reassured the rating practice
carried no administrative/remunerative consequences. Further,
the ratings were to be aggregated and delivered anonymously
and confidentially to the ratees from the hosts for purposes of
personal development. Extension of Past Research If all
leniencies are primarily a response set that people employ to do
the rating task with minimal cognitive effort, self-rating leniency
and other-rating leniency might utilize the same heuristics, and, April 2017 | Volume 8 | Article 521 3 Cheng et al. Leniency Bias in Rating from peers. For instance, self-appraisals have tended to be more
lenient, less variable, more biased, and shown less agreement with
the judgments made by others (Fox and Dinur, 1988; Diefendorff
et al., 2005; Woehr et al., 2005; Hannum, 2007). by participants’ positions and roles. The sample is not large by
conventional standards, but it allowed us to execute a meticulous
procedure for data collection. Despite the conceptual similarity between leniency in rating
oneself and leniency in rating others, there is very little overlap
between the two bodies of literature. For example, previous
research has not compared whether one is more lenient with
the self or with others. There is also no work to understand if
the same set of psychological mechanisms operates upon the two
leniencies. This is probably due to a lack of a common metric that
researchers can use to index a person’s leniency. To extend our
knowledge, the present investigation examined how self-rating
leniency and other-rating leniency might be associated with each
other, and if leniency in these two sources could be ascribed to
the same set of personality antecedents. Frontiers in Psychology | www.frontiersin.org RESULTS Table 1 displays reliability estimates, means, and standard
deviations of each of the personality scales, other major
variables, as well as bivariate correlations among them. While
the ratees’ five personality scores did not correlate significantly
with performance rating received from other raters, three
(Neuroticism, Agreeableness, and Conscientiousness) correlated
significantly with the ratees’ self-rating. This strongly suggests
common source problem and the possible impact of personality
on the process of rating oneself. Table 1 displays reliability estimates, means, and standard
deviations of each of the personality scales, other major
variables, as well as bivariate correlations among them. While
the ratees’ five personality scores did not correlate significantly
with performance rating received from other raters, three
(Neuroticism, Agreeableness, and Conscientiousness) correlated
significantly with the ratees’ self-rating. This strongly suggests
common source problem and the possible impact of personality
on the process of rating oneself. To recapitulate, in the present study three different sets of
data were collected to investigate rater leniency. These included:
measures of each participant’s personality, his or her self-rating,
and his or her ratings of several other people in the sample. From these data, we derived the following three measurement
constructs: In our sample, the difference between the rating assigned to
oneself and the average rating assigned to others ranged from
−0.85 to 1.17, with a median of 0.06. For 58% of the participants,
the ratings they gave to themselves were higher than the average
ratings they had given to others. Self-serving bias (i.e., rating
oneself more favorably than rating others) existed in some, but
not the majority of participants. Ratings assigned to self (M
= 4.09, SD = 0.42, median = 4.06) were not different from
ratings assigned to others (M = 4.02, SD = 0.46, median =
4.00). Nevertheless, these two ratings were highly correlated (r
= 0.66, p < 0.001, n = 72, 95% C.I. = 0.52–0.79), suggesting
individual differences in response sets such as leniency and
extreme response style. 1. One’s actual performance, as averaged over all peer ratings
assigned to that person. Understandably, ratings from
different peer raters may not have coincided exactly with each
other. The peers had seen the person in action at different
times, and in different situations. In addition, each peer may
have had his or her own bias. Furthermore, since the ratings
came from people nominated by the target persons, errors of
measurement would not be completely random. Participants and Procedures The Cronbach’s α scores for the Chinese version
on the same five scales were somewhat lower: 0.79, 0.65, 0.56,
0.49, and 0.75, respectively. As we did not develop a hypothesis
on Openness to Experience, its reliability is not an issue here. April 2017 | Volume 8 | Article 521 4 Leniency Bias in Rating Cheng et al. Nonetheless, interpretation of any null effects for Agreeableness
should be made with caution. Nonetheless, interpretation of any null effects for Agreeableness
should be made with caution. randomly selected colleagues, whose variation in knowledge
about the target persons may have introduced even more noise
to the data and undercut external validity of any findings. 2. 2. Other-rating leniency (ORL): this was the elevation of the
ratings one assigned to a target person relative to the average
ratings on the same target person by other peers, averaged
across all targets that the rater has rated. This may be expressed
algebraically as: Criterion Measures + Rp
p
Nd
(1) (1) Nd dP
j = 1
nP
i = 1
Rk = ratings re ORL = other-rating leniency;
dP
j = 1
nP
i = 1
Rk = ratings where ORL = other-rating leniency;
dP
j = 1
nP
i = 1
Rk = ratings assigned to target persons i = 1 through n across dimensions
j = 1 through d by rater k; R1, R2... Rp = ratings assigned by
raters 1, 2 through p of the same target person; p = the number
of raters of each target person excluding rater k; N = the total
number of target persons rated by rater k. Psychologically, this
indicated how much more favorably this person rated others
when compared to his or her fellow-raters. 3. Self-rating leniency (SRL): the elevation of ratings one
assigned to oneself relative to the average ratings assigned by
others to him or her. Algebraically: SRLj =
dP
j = 1
Rk −
R1 + R2 + ... + Rp
p
d
(2) (2) where all terms were as defined above. where all terms were as defined above. Frontiers in Psychology | www.frontiersin.org Criterion Measures The real estate agent’s job is primarily to facilitate transactions
between a buyer and a seller, or between a landlord and a
tenant. To devise an industry-appropriate measure of sales-
oriented customer-service behavior, we asked a manager and
five property dealers in the company to describe independently
the daily routine of an agent, and what they considered to be
the most important and desirable activities that a real estate
agent should exhibit. Critical incidents were also solicited from
the managers by three researchers, with education and training
in industrial-organizational psychology. The interviews resulted
in a summary of 16 behavioral statements agreed by the three
researchers to reflect on contextual performance (for details
of the item constructions, refer to Hui et al., 2003, 2007). As
customer-service quality can be represented by how frequently
these behaviors are displayed, we reformatted each item so
that the frequency of the behaviors could be rated on a 1–5
Likert scale (1 = never, 3 = occasionally, 5 = very often). The
Cronbach’s α was 0.82 for self-rating, and 0.87 for rating of others. Sample statements were: “provides services not available from
competitors,” “is able to negotiate a good price on customer’s
behalf,” and “makes customers feel that he/she is reliable and
trustworthy.” For target persons (n = 15) rated by three peer
raters, ICC was 0.03. For target persons rated by four and five peer
raters, ICCs were 0.40 (n = 16) and 0.70 (n = 5), respectively. For
target persons rated by six and seven peer raters, ICCs were 0.75
(n = 5) and 0.84 (n = 2), respectively. The low agreement among
raters could be attributed to differences in contexts in which
the target had been observed, but also to rater idiosyncrasies in
leniency, which is the subject of this research. In the present
study, we used as the true-score estimate the average of the peer
ratings. We operationalized leniency as the elevation of the rating
from the average of the ratings all others assigned to that same
person. Since leniency for a given individual was defined relative
to other people, the expected value of the overall mean of the
leniency index was zero. ORLij =
dP
j = 1
nP
i = 1
Rk −
R1 + R2 + ... RESULTS Nevertheless,
the average peer rating appeared to be the best estimate of
the target person’s “actual” performance. It is at least better
than the alternative, namely, ratings obtained from a set of April 2017 | Volume 8 | Article 521 Frontiers in Psychology | www.frontiersin.org 5 Cheng et al. Leniency Bias in Rating Analyses on the Leniency Indices
SRL ranged from −1.06 to 1.03 (n = 71; SD = 0.49), and was
more variable than ORL, which ranged from −0.74 to 0.89 (n
= 72; SD = 0.34). The difference was statistically significant by
Levene’s test (F = 9.00, df = 1,141, p < 0.005). The two leniency
indices were highly correlated (r = 0.55, p < 0.001, n = 69, 95%
C.I. = 0.37–0.70), despite the fact that the average peer rating
used for computing ORL was different from the one used to
assess each participant’s SRL. Partial correlations between the two
indices with one of the Big Five traits controlled for each time
ranged from 0.52 to 0.56 (p < 0.001, df = 65–66). TABLE 1 | Descriptive statistics of demographics, personality, and rating measures. Reliability
Mean
SD
Gender
Rank
N
E
O
A
C
RAO
RAS
RRO
ORL
SRL
Gender (1 = male, 2 = female)
1.24
0.43
Rank (1 = non-manager, 2 = manager)
1.28
0.45
−0.01
Neuroticism (N)
0.79a
29.10
7.07
0.23
−0.15
Extroversion (E)
0.65a
34.90
5.37
0.05
0.19
−0.42***
Openness to experience (O)
0.56a
30.96
5.09
0.03
0.14
−0.09
0.10
Agreeableness (A)
0.49a
28.92
4.96
0.05
−0.11
−0.26*
0.20
−0.05
Conscientiousness (C)
0.75a
39.66
5.34
0.02
0.33**
−0.34**
0.22
0.06
0.34**
Rating assigned to others (RAO)
0.40–0.70b
4.02
0.46
0.07
0.41***
−0.29*
0.40***
0.13
0.18
0.34**
Rating assigned to self (RAS)
0.82a
4.07
0.42
0.09
0.35**
−0.30**
0.20
0.18
0.25*
0.33**
0.66***
Rating received from others (RRO)
0.40–0.70b
4.05
0.35
0.10
0.62***
0.09
0.16
0.05
−0.11
0.04
0.30**
0.19
Other-Rating Leniency (ORL)
–
−0.01
0.34
0.10
−0.03
−0.22
0.31**
0.13
0.24*
0.24*
0.82***
0.55***
−0.11
Self-Rating Leniency (SRL)
–
0.02
0.49
0.01
−0.15
−0.32**
0.06
0.12
0.30**
0.26*
0.37**
0.72***
−0.55***
0.55***
General Leniency Index
–
0.01
0.72
0.05
−0.11
−0.31**
0.19
0.14
0.31**
0.28*
0.63***
0.74***
−0.42***
0.83***
0.92***
ontiers in Psychology | www.frontiersin.org g
p
f
Our main hypothesis is that personality is related to leniency. RESULTS Results indicated that ORL correlated with three of the Big Five
personality traits: Extroversion (r = 0.31, p < 0.01, 95% C.I. = 0.08–0.51), Agreeableness (r = 0.24, p < 0.05, 95% C.I. =
0.01–0.45), and Conscientiousness (r = 0.24, p < 0.05, 95% C.I. = 0.01–0.45). SRL correlated negatively with Neuroticism (r =
−0.32, p < 0.01, 95% C.I. = −0.52 to −0.09) and positively
with Conscientiousness (r = 0.26, p < 0.05, 95% C.I. = 0.03–
0.47) and Agreeableness (r = 0.30, p < 0.05, 95% C.I. = 0.07–
0.50). We regressed ORL and SRL on the Big Five personality
dimensions, after controlling for two demographic variables,
gender and position (supervisory or otherwise). Results showed
that the demographic variables did not have any effects on ORL,
but neither did the personality factors. As for SRL, Neuroticism
was a valid predictor (β = −0.30, p < 0.05). Since there was a strong correlation between SRL and ORL,
we aggregated ORL and SRL to form a general leniency index
(GLI). We found that this new index correlated with Neuroticism
(r = −0.31, p < 0.01, 95% C.I. = −0.51–0.08), Agreeableness (r =
0.31, p < 0.01, 95% C.I. = 0.08–0.51), and Conscientiousness (r =
0.28, p < 0.05, 95% C.I. = 0.05–0.49). In a hierarchical regression,
after controlling for the effects of demographic variables, we
identified two personality predictors: Neuroticism (R2 change
= 0.13, F = 9.96, df = 1,66, p < 0.005, β = −0.29) and
Conscientiousness (R2 change = 0.06, F = 4.51, df = 1,65, p
< 0.05, β = 0.26). Emotionally stable and conscientious people
were more generous in assigning their ratings. All of these
findings were consistent with Hypothesis 3b, that there was a
general leniency index. We also found in the same analysis that
supervisors were more stringent than frontline staff(β = −0.25,
p < 0.05)1. 1The above observation is partially supported by two discriminant analyses. In the
first, we formed four groups by median-splitting the sample according to ORL
and SRL. Extroversion discriminated the two harsh-on-others groups from the
two lenient-on-others groups (Wilks’ Lambda = 0.85, F = 3.74, df = 3.64, p <
0.05). The more sociable one is, the more likely that she or he will assign lenient
ratings to herself or himself and to others. Thirty-five percent of the cases were
classified correctly. In a second discriminant analysis, we formed three groups
(those lenient on both self and others, those harsh on both self and others, and the
rest). Neuroticism loaded on the discriminant function (Wilks’ Lambda = 0.91, F
= 3.41, df = 2.65, p < 0.05), and 48% of the cases were classified correctly. Regression Analyses In response to concerns raised about use of certain difference
scores (Edwards, 1995), and to be conservative, we performed
a parallel set of regression analyses without deriving any scores April 2017 | Volume 8 | Article 521 6 Cheng et al. Leniency Bias in Rating TABLE 2 | Hierarchical regression analysis predicting peers’ ratings
assigned to target persons. Coefficients
Standard Error
p
Level
Rater
Gender
0.10
0.05
ns
Seniority
−0.02
0.05
ns
Neuroticism
0.01
0.00
ns
Extroversion
0.01
0.00
0.001
Openness to Experience
−0.00
0.01
cns
Agreeableness
0.00
0.01
ns
Conscientiousness
0.01
0.01
0.04
Ratee
Intercept
−0.70
0.30
0.02
Actual performance
0.89
0.04
0.0005 TABLE 2 | Hierarchical regression analysis predicting peers’ ratings
assigned to target persons. by subtracting one value from another. The criterion variables
in these supplementary analyses were the ratings participants
assigned, and not the leniency scores. We conducted the first analysis, on ratings assigned to
peers, using hierarchical linear modeling. This analytic technique
allowed us to make simultaneous inferences on the effects of
variations in the raters’ personalities (at the individual, i.e., rater,
level) and in the ratees’ true performance (at the nested, i.e., ratee,
level)2, which was statistically controlled. Table 2 contains the
regression coefficients of the hierarchical regression analyses. At
the ratee level, a substantial amount of variance in the ratings
could be attributed to the true performance score. At the rater
level, the model depicts the impact of two of the Big-5 personality
dimensions. The raters’ extroversion and conscientiousness
contributed statistically significant variance to the criterion
variable. This partially replicated results from analyses on ORL,
thus lending additional support to Hypothesis 1. Not everyone was generous in rating himself or herself, and
at the same time harsh in rating others. This is consistent with
the meta-analytic finding that the self-enhancement effect among
Asians is not as strong as that among North Americans (Heine
and Hamamura, 2007). There is, in fact, considerable inter-rater
variability. We conducted the second series of hierarchical regression
analyses to predict the ratings participants gave themselves. In
the first step we entered the demographic variables as predictors,
in the second step we entered the participants’ true-scores, and
in the third step we entered personality scores. Results showed
that while demographic variables accounted for 12.9% of the
variance in the criterion, adding the true score to the model did
not improve the prediction of a person’s self-rating. 2In HLM, the group-level variable (i.e., the true performance of the ratee) must,
by definition, be a constant within each cluster of respondents reporting on the
same ratee. Therefore, for this analysis we estimated “actual” performance by
aggregating ratings received from all peer raters. Because of this, we expected a
slight overestimation of the effect of this variable in the model. Personality Correlates of ORL Agreeableness and extroversion are the personality antecedents
responsible for rating other people leniently. We can now
speculate on the psychological mechanism that links these two
traits to ORL. According to Murphy and Cleveland (1995), a
rater may consider four possible goals: task performance (e.g., to
raise or maintain target’s task performance), interpersonal (e.g.,
to raise or maintain interpersonal relations with target), strategic
(e.g., to increase target’s chance of organizational advancement),
and internalized (e.g., to rate according to some values and
beliefs). Regression Analyses However,
adding the participants’ personality scores explained a significant
amount of variance. The 1R2 for Neuroticism was.08 [F(1, 65) =
6.38, p < 0.05], for Agreeableness it was 0.08 [F(1, 66) = 6.92,
p < 0.05], and for Conscientiousness it was.05 [F(1, 66) = 3.93,
p = 0.052]. Adding an interaction term between personality
and true score did not account for additional variability. This
pattern is consistent with the findings for SRL, as reported in the
previous subsection, and it confirms Hypothesis 2, that even after
demographic variables and a person’s actual performance have
been controlled statistically, personality still has a substantial
impact on one’s self-rating. Results supported our general hypothesis that leniency can be
traced, at least in part, to the rater’s personality. It confirmed
Hypothesis 1, that people who are outgoing, conscientious, and
agreeable assign more generous ratings to others. People who
are amiable tend to perceive a greater frequency of desirable
behaviors in their peers’ daily work. Furthermore, the study
confirmed Hypothesis 2, that people who are emotionally stable
and conscientious assign more generous ratings to themselves. Moreover, ORL and SRL are somewhat related to each other. However, controlling for personality did not attenuate the
correlation between the two leniency indices. This suggests that
any individual difference in general leniency in rating self and
others could be due to characteristics beyond the Big Five. April 2017 | Volume 8 | Article 521 Personality Correlate of SRL Our findings are consistent with previous research on the
effect of self-esteem on self-rating. SRL was associated with low
Neuroticism. People who are emotionally less stable (hence more
likely to be low on self-esteem as well) were harsher when
evaluating themselves than is warranted, while those who were
emotionally stable tended to be more self-aggrandizing. It is
possible that self-esteem and performance level were reciprocally
related. People who were more confident, self-efficacious, and
energetic had better work performance. Those who had a track
record of high performance had built up positive self-esteem in
various aspects of their lives, while people who had not achieved
a high level of success may, as a result, feel less personal worth. Their low performance level was observable to raters, whose
input we used to compute the average peer rating. The fact
remains, however, that persons who had low self-esteem tended
to assess their own performance even lower than their peers
actually saw them. Conversely, the emotionally stable employees
rated themselves higher than others rated them. Incidentally, it is
worth noting that elevated ratings might still be psychologically
useful. First, ratings in our study were assigned for developmental
purposes only, while in organizational settings ratings have been
usually assigned for administrative decision-making as well as for
developmental purposes (Mount et al., 1998). Can findings from
ratings assigned for developmental purposes be generalizable to
those assigned for administrative purposes? Kraiger and Ford
(1985) investigated a similar question in their meta-analysis and
noted that the effects they found were not moderated by the
administrative or developmental purpose of the ratings. In light
of their findings, the generalizability concern might be relatively
minor. A second potential limitation is that while in real life
supervisors provide most ratings, peers provided the ratings in
the present study. A third potential limitation is that we assured
participants of complete anonymity and confidentiality between
the peer raters and the target persons. In performance appraisals
other than 360◦feedback programs, however, the boss (rater)
usually has the responsibility to deliver the results to the target
person face-to-face. Faced with such a situational imperative
without the protection of anonymity, the boss may be under
pressure to distort his or her ratings for a variety of political or
motivational reasons (e.g., Longenecker et al., 1987; Gioia and
Longenecker, 1994), none of which we have considered in this
paper. Personality Correlate of SRL These limitations may restrict the generalizability of our
findings to peer, or 360◦ratings, more so than to supervisory
ratings. We therefore welcome more research in this direction. The unspoken norm in most organizational settings is to
manage others’ (especially supervisors’) impressions (e.g., Wayne
and Liden, 1995). This involves, among other things, providing
socially desirable responses in a self-appraisal. Lenient self-
appraisals were used for impression management (to gain
scarce rewards such as a promotion or an increase in salary),
and to establish and maintain self-worth (see Paulhus, 1984). However, in the present research, where ratings were assigned
confidentially and for a developmental purpose, and were not
seen by company managers, SRL could be attributed only to
the latter of these two motives. People generous in their self-
reports thought highly of themselves (which is a sign of emotional
stability), and people who thought highly of themselves tended to
rate themselves more generously. A fourth limitation is that there is the usual concern whether
findings from data collected in one part of the world is
generalizable elsewhere. To the extent that the Big Five model and
measurement of personality are applicable in both the Chinese
sample and other world populations, and that the five scales
correlated in a pattern similar to that found in previous American
and European studies, the personality-leniency correlation may
be generalizable beyond our present sample. Although, we
consider it a strength that our data came from employees in
a single organization (and therefore participants experienced a
similar organizational culture), replications in other industries
and countries are essential to establishing the robustness of this
relationship. Could this correlation be spurious, with high SRL individuals
who had inflated their own scores on desirable personality
dimensions? It is not surprising that people with a positive
view of themselves recalled more of their own positive work-
related behaviors while completing a self-appraisal form, as
well as recalled behaviors that were related to desirable traits
while completing a personality inventory. The supplementary
regression analysis also revealed the disturbing fact that one’s
self-rating on performance was not predicted by evaluations that
others provided, but by one’s own personality. Future research on
this topic should therefore use alternative personality measures
that do not rely upon self-reports, or at least instruments that are
less susceptible to distortion motivated by needs for social and
self-approval. DISCUSSION This is the first study that used a common metric to assess
employees’ tendency to assign lenient ratings to self and to
colleagues. Our basic premise was that raters’ personalities might
be related to leniency when they report on their own and
others’ work performance. We also considered the possibility that
other-rating leniency and self-rating leniency might be affected
by the same personality characteristic. Unlike most previous
studies that investigated how the target person’s self-rating differs
from another person’s (usually the supervisor’s) rating, our
study focused on the leniency operationalized by comparing the
employee’s judgment against an aggregation of ratings by several
individuals, each of whom is reasonably knowledgeable about the
target person. In the present investigation, where raters were not necessarily
the targets’ managers (they were mostly peers) and the purpose
of rating was non-administrative, the first and third goals were
not salient. As for the second, interpersonal goal, it is quite
possible that the raters provided elevated ratings out of concerns
about maintaining good relationships with the ratees. Given that
our participants had been assured that their reports would not
be seen by the target persons, there was minimal motivation
for impression management. Other-rating leniency, reflecting a
reluctance to deliver unfavorable observations to the recipients,
could therefore be attributed to the person’s genuine or habitual April 2017 | Volume 8 | Article 521 April 2017 | Volume 8 | Article 521 Frontiers in Psychology | www.frontiersin.org 7 Leniency Bias in Rating Cheng et al. concern for others. Their internalized value to be friendly and
caring manifested itself through their agreeable personalities, and
resulted in favorable reports about their peers. improving a rater’s ability to judge performance. Our study
echoes this by identifying an element in the rating process,
namely the rater’s personality characteristics, which may have
nothing to do with ability. That one’s self-ratings could not be
predicted by the aggregated ratings received from peers, but
could be predicted by one’s own personality, adds to the ongoing
controversy surrounding the accuracy and usefulness of this
measurement (e.g., Atwater and Yammarino, 1997; Jones and
Fletcher, 2002). A few limitations should be mentioned. Personality Correlate of SRL A fifth and final potential limitation is the use of averaged
peer ratings for computing the leniency indices. This procedure
might possibly result in the loss of information about rater
(dis)agreement (Sulsky and Balzer, 1988). However, because
no objective measures of performance were available for many
types of jobs, averaging is by far the best method to remove at
least some measurement errors and systematic, rater-dependent
biases. On the positive side, since the same contextual factors
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feedbacks are provided to them. All participants consented and
signed the consent form. applied to other raters, any difference between the ratings
assigned by that person and the ratings averaged from other
people would primarily reflect dispositional factors and their
interaction with situational factors, and not the situational factors
alone. ETHICS STATEMENT KC, CH, and WC are the sole authors of this research paper. Each
author contributed equally to the work of this manuscript in all
aspects. The University of Hong Kong Research Committee. Participants
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Monitoring the impacts of crop residue cover on agricultural productivity and soil chemical and physical characteristics
|
Scientific reports
| 2,023
|
cc-by
| 10,805
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Mohammad Kazemi Garajeh 1*, Keyvan Hassangholizadeh 2, Amir Reza Bakhshi Lomer 3,
Amin Ranjbari 2, Ladan Ebadi 4 & Mostafa Sadeghnejad 5 Mohammad Kazemi Garajeh 1*, Keyvan Hassangholizadeh 2, Amir Reza Bakhshi Lomer 3,
Amin Ranjbari 2, Ladan Ebadi 4 & Mostafa Sadeghnejad 5 To the best of our knowledge, the impacts of crop residue cover (CRC) on agricultural productivity
and soil fertility have not been studied by previous researchers. In this regard, this study aims to
apply an integrated approach of remote sensing and geospatial analysis to detect CRC and monitor
the effects of CRC on agricultural productivity, as well as soil chemical and physical characteristics. To
achieve this, a series of Landsat images and 275 ground control points (GCPs) collected from the study
areas for the years 2013, 2015, and 2021 were used. A convolutional neural network (CNN), a class of
artificial neural network has commonly applied to analyze visual imagery, was employed in this study
for CRC detection in two classes (Not-CRC and CRC) for the years 2013, 2015, and 2021. To assess the
effects of CRC, the Normalized Difference Vegetation Index (NDVI) was applied to Landsat image
series for the years 2015 (22 images), 2019 (20 images), and 2022 (23 images). Furthermore, this study
evaluates the impacts of CRC on soil fertility based on collected field observation data. The results
show a high performance (Accuracy of > 0.95) of the CNN for CRC detection and mapping. The findings
also reveal positive effects of CRC on agricultural productivity, indicating an increase in vegetation
density by about 0.1909 and 0.1377 for study areas 1 and 2, respectively, from 2015 to 2022. The
results also indicate an increase in soil chemical and physical characteristics, including EC, PH, Na,
Mg, HCO3, K, silt, sand, and clay from 2015 to 2022, based on physical examination. In general,
the findings underscore that the value of an integrated approach of remote sensing and geospatial
analysis for detecting CRC and monitoring its impacts on agricultural productivity and soil fertility. This research can offer valuable insight to researchers and decision-makers in the field of soil science,
land management and agriculture. Crop residue cover (CRC) refers to the deceased crop biomass that remains in fields after crop harvesting1,2. CRC is critical for preventing soil erosion and enhancing soil fertility due to its rich nitrogen, potassium, and
phosphorus contents3,4. CRC has a significant impact on agriculture production and can influence biological
production and biodiversity by increasing vegetation density and soil fertility5,6. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports/ Previous researchers have predominantly applied various indexes (e.g.,
CAI) and machine learning techniques (e.g., Random Forest) for CRC detection and mapping48,49. The present
research, however, intends to accomplish three primary objectives: (1) map and monitor the effects of CRC on
agricultural productivity using NDVI from 2015 to 2022, (2) model and monitor the impacts of CRC on soil
chemical and physical characteristics from 2015 to 2022, and (3) examine the efficiency of a convolutional neu-
ral network (CNN) in detecting and mapping CRC over the study areas. Landsat series images hold substantial
potential for monitoring long-term changes in various features50,51. In this regard, Landsat series images used to
detect CRC and evaluate its impacts on agricultural productivity and soil fertility in Maragheh and Heris, East
Azerbaijan Province, Iran, spanning from 2013 to 2022. i
Remote sensing also provides various spectral indexes for monitoring and mapping the structure (i.e., density
and complexity) and distribution of green areas44. The Normalized Difference Vegetation Index (NDVI) is one
of the vegetation indexes that has frequently used to assess the long-term trends of vegetation on a large scale. NDVI proves to be an effective method for monitoring plant productivity over time45, investigating the relation-
ship between productivity and biodiversity, and determining vegetation composition and landscape structure46,47.f According to the literature, few studies have explored the effects of CRC on agricultural productivity and soil
chemical and physical characteristics. Previous researchers have predominantly applied various indexes (e.g.,
CAI) and machine learning techniques (e.g., Random Forest) for CRC detection and mapping48,49. The present
research, however, intends to accomplish three primary objectives: (1) map and monitor the effects of CRC on
agricultural productivity using NDVI from 2015 to 2022, (2) model and monitor the impacts of CRC on soil
chemical and physical characteristics from 2015 to 2022, and (3) examine the efficiency of a convolutional neu-
ral network (CNN) in detecting and mapping CRC over the study areas. Landsat series images hold substantial
potential for monitoring long-term changes in various features50,51. In this regard, Landsat series images used to
detect CRC and evaluate its impacts on agricultural productivity and soil fertility in Maragheh and Heris, East
Azerbaijan Province, Iran, spanning from 2013 to 2022. www.nature.com/scientificreports/ affected the quality and accuracy of the data17,18. Additionally, field-based approaches cannot provide timely
information on CRC and its impacts over a wide region19. Therefore, it is necessary to employ a timely, cost-
effective, and accurate approach to map and monitor CRC and its effects on agricultural production. ff
Remote sensing provides multi-spectral and hyper-spectral datasets for mapping CRC and monitoring vegeta-
tion density across large areas20. Within the realm of CRC mapping, the primary challenge lies in distinguishing
CRC from bare soil21,22. This issue has been addressed by identifying specific bands near 2100 nm, leading to the
development of several indexes, such as the Cellulose Absorption Index (CAI)23, Lignin Cellulose Absorption
(LCA)24, Shortwave Infrared Normalized Difference Residue Index (SINDRI), Normalized Difference Index
(NDI), and Dead Fuel Index (DFI)25–27. These indexes, on the other hand, are susceptible to atmosphere and
ground features since they are based on spectral reflectance28,29. Additionally, the spectral reflectance for CRC
indexes can be influenced by the type and shape of crop residues30. Many CRC indexes also exhibit reduced sen-
sitivity in areas densely covered by CRC and can saturate to various extents31. Soil Adjusted Corn Residue Index
(SACRI) and Modified Soil Adjusted Corn Residue Index (MSACRI), for instance, are both sensitive to CRC
and become saturated at CRC values up to 0.2532. Therefore, learning-based approaches, such as machine and
deep learning have been employed to retrieve bio-geophysical variables due to their computational efficiency32–39. These approaches excel in capturing the non-linear relationships between input variables and desired outputs40. According to the literature review, few studies have investigated the efficiency of deep learning convolutional
neural networks for CRC monitoring and mapping. However, they have applied for landuse/cover mapping41,42
and crop type identification43. p ypi
Remote sensing also provides various spectral indexes for monitoring and mapping the structure (i.e., density
and complexity) and distribution of green areas44. The Normalized Difference Vegetation Index (NDVI) is one
of the vegetation indexes that has frequently used to assess the long-term trends of vegetation on a large scale. NDVI proves to be an effective method for monitoring plant productivity over time45, investigating the relation-
ship between productivity and biodiversity, and determining vegetation composition and landscape structure46,47. According to the literature, few studies have explored the effects of CRC on agricultural productivity and soil
chemical and physical characteristics. Materials and methodology Materials. To evaluate the impacts of CRC on agricultural productivity and soil chemical and physical char-
acteristics, Landsat images with a spatial resolution of 30 m were utilized for the years 2013/09/28, 2015/08/17,
2019, 2021/08/17, and 2022 (Table 1). A total of 275 ground control points (GCPs) were collected from the
study areas using the global positioning system (GPS) and Google Earth, which were then used to construct
CNN models. Of these GCPs, 70% were allocated for training the CRC models, while the remaining 30% were
employed to validate the accuracy of the CNNs. p y
y
Various variables, including precipitation, soil temperature, and soil moisture, were generated from the Mod-
erate Resolution Imaging Spectroradiometer (MODIS) and employed in this study to properly monitor the
impacts of CRC on agricultural productivity and soil chemical and physical characteristics. Monthly and annual
data of precipitation rate data were obtained from the General Department of Meteorology of East Azarbaijan
Province (www.wamo.ir). We also accessed monthly and annual soil temperature and soil moisture data from
https://giovanni.gsfc.nasa.gov. Soil sample points collection and laboratory measurement. To assess the effects of CRC on soil
chemical and physical characteristics, soil samples were collected from the study areas at the end of June, prior to
any plowing of agricultural land, ensuring the pristine condition of the topsoil texture. A total of 74 and 62 GCPs
were collected from study areas 1 and 2, respectively. These GCPs were selected based on real field observations,
existing digital soil type information, and landuse/cover maps spanning from 2015 to 2022. At each sampling
point, four topsoil samples were collected and combined using a soil drill. To record the geographical position of
soil sampling points, a portable GPS (UniStrong G120 with a positioning accuracy of 0.5 m) was used. Following
collection, all soil samples were properly sealed, labelled, and moved to the laboratory for the measurement of
key physicochemical soil attributes. To facilitate accurate analysis, soil samples were fully air-dried and sieved Table 1. More details regarding the employed Landsat images to monitor the effects of CRC on agricultural
productivity and soil chemical and physical characteristics. Study areas
CRC
NDVI
1
2013/09/28
2015/08/17
2021/08/17
2015/05/13
2019/05/24
2022/05/23
2
2013/09/28
2015/08/17
2021/08/17
2015/05/13
2019/05/24
2022/05/23 Table 1. More details regarding the employed Landsat images to monitor the effects of CRC on agricultural
productivity and soil chemical and physical characteristics. Mohammad Kazemi Garajeh 1*, Keyvan Hassangholizadeh 2, Amir Reza Bakhshi Lomer 3,
Amin Ranjbari 2, Ladan Ebadi 4 & Mostafa Sadeghnejad 5 It can also enhance the speed of
enzymatic activities, decrease water consumption, lower soil temperature, and reduce air pollution and harmful
gas emissions7–9. In summary, CRC can contribute to the sustainability of agriculture10,11.i g
y
y
g
Having accurate spatially and temporally resolved information about field-scale CRC and its impacts on
vegetation and soil fertility will assist decision-makers in assessing the effectiveness of government conserva-
tion programs and voluntary ecosystem service markets. This information will also facilitate the quantification
of cropland biogeochemical processes through agro-ecosystem modeling12,13. The most conventional method
for obtaining information about CRC and agricultural production is through field-based data collection, which
involves farmers participating in commercial and governmental programs and annual residue surveys14–16. These
techniques, however, are time-consuming and labor-intensive. Furthermore, several factors, including the per-
sonal judgment of surveyors, the high cost of field surveys, and farmers’ concerns regarding data privacy, have 1Department of Civil, Constructional and Environmental Engineering, Sapienza University of Rome, 00138 Rome,
Italy. 2Department of Remote Sensing and GIS, University of Tabriz, Tabriz, Iran. 3Department of Geography,
Birkbeck, University of London, London WC1E 7HX, UK. 4Department of Surveying Engineering, Faculty of
Engineering, Golestan University, Aliabad Katoul, Iran. 5Department of Geography and Geospatial Sciences,
Kansas State University, 920 N17th Street, Manhattan, KS, USA. *email: kazemi20.0432@gmail.com | https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 www.nature.com/scientificreports/ Methodology
Th
d
l d This study applied an integrated approach of remote sensing and deep learning data-driven for assessing the
impacts of CRC on agricultural productivity and soil chemical and physical characteristics. The methodology
consisted of several phase. In the first phase, Convolutional Neural Network (CNN) was utilized to detect all
instances of CRC within the study areas. Moving to the second phase, a series of Landsat 8 images were employed
to estimate the Normalized Difference Vegetation Index (NDVI), which served as a means to monitor the den-
sity of vegetation in the study areas between 2015 and 2022. Additionally, changes in soil chemical and physical
characteristics across the study areas from 2015 to 2022 were assessed. Finally, various quantitative approaches
were applied to validate the accuracy of the obtained results. Figure 1 reveals an overview of the methodology
employed in this study for assessing the effects of CRC on agricultural productivity and soil chemical and physi-
cal characteristics. Convolutional neural network for CRC mapping. CNN is a neural network architecture inspired by
neuroscience findings52,53. It has been widely applied in the field of remote sensing for modeling and map-
ping various Earth features, including landforms54, forest fires55, soil salinity distribution56, landslide57, landuse/
cover41 and more. It is made of layers of artificial neurons called nodes. Each node calculates a weighted sum of
inputs and returns an activation map53,58. Each node in a layer is defined by its weight values59. In the context of
images, when a layer receives input, such as an image, it extracts visual properties. Initially, the CNN finds edges
in the image. This partial definition of the image is then passed to the next layer, which begins to identify features
like corners and color groups. This refined image definition is further processed in subsequent layers until the
network makes prediction60,61. This research utilized GCPs in conjunction with Landsat 8 imagery, featuring a
30-m spatial resolution, to facilitate the training of CRC models. A comprehensive set of 275 GCPs was used for
the model training process. Subsequently, all generated CRC models were categorized into two classes: Not-CRC
and CRC. In the realm of input images, elevating the model’s input resolution yields enhanced performance. The rationale behind this phenomenon is that the inclusion of finer details (specifically, information) results in
improved overall performance. Materials and methodology Study areas
CRC
NDVI
1
2013/09/28
2015/08/17
2021/08/17
2015/05/13
2019/05/24
2022/05/23
2
2013/09/28
2015/08/17
2021/08/17
2015/05/13
2019/05/24
2022/05/23 Table 1. More details regarding the employed Landsat images to monitor the effects of CRC on agricultural
productivity and soil chemical and physical characteristics. Table 1. More details regarding the employed Landsat images to monitor the effects of CRC on agricultura
productivity and soil chemical and physical characteristics. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ through a 2 mm sieve to eliminate extraneous materials. Using a digital multi-parameter measuring apparatus
(Multi 3420 Set B, WTWGmbH, Germany) at a room temperature of 25 °C, soil electrical conductivity and soil
water ratio were determined based on the leachate prepared at a soil-to-water ration of 1:2.5. through a 2 mm sieve to eliminate extraneous materials. Using a digital multi-parameter measuring apparatus
(Multi 3420 Set B, WTWGmbH, Germany) at a room temperature of 25 °C, soil electrical conductivity and soil
water ratio were determined based on the leachate prepared at a soil-to-water ration of 1:2.5. Methodology
Th
d
l d , k (1) (2)
f (x) = tanh (x) = ex −e−x
ex + e−x (2) where f denotes the non-linear function, ∗ represents the represented convolutional operator, k denotes convo-
lutional kernels, wj represents the weights, and bj denotes the bias. where f denotes the non-linear function, ∗ represents the represented convolutional operator, k denotes convo-
lutional kernels, wj represents the weights, and bj denotes the bias. (3)
aj = max
N×1
an×1
j
µ(n, 1) (3) where µ(n, 1) is the window function to patch the earlier layer and aj is the maximum in the patch. h
h d
l
l
d b
dd
h
l
l l
Th
h j
In the next step, a weighted sum was calculated by adding up the convolutional layers. This sum was then
passed through an activation function to generate output. The Rectified Linear Unit (ReLu) function employed
in this study to construct the CRC model. Equation (4) is defined the ReLu70. (4)
f (x) =
0, x < 0
x, x ≥0 (4) Finally, all parameters in the CNN were optimized using the back-propagation algorithm. The parameter
optimization is applied to reduce the loss function value, which is expressed by Eq. (5). The results obtained from
the CRC-CNNs were categorized into two classes: not-CRC and CRC (See Fig. 4). (5)
L
y, ˆy
= −1
N
N
i=1
yi log
ˆyi
+
1 −yi
log
1 −ˆyi (5) where N is the total number of the data samples, yi is the actual result of sample i (0 or 1), ˆyi is the predicted
kelihood of sample i having the output 1, and y and yi are the vectors of real outputs and predicted probabilities Normalized difference vegetation (NDVI) for extracting vegetation density. In numerous stud-
ies, satellite-derived vegetation indexes are frequently employed to monitor vegetation status, with the Normal-
ized Difference Vegetation Index (NDVI) being a commonly utilized choice. NDVI serves to gauge the spa-
tial distribution and relative abundance of vegetation71–73. These remote sensing-based spectral indexes utilize
reflectance measurements gathered from satellites and aircraft to evaluate vegetation status71. NDVI is com-
monly used to measure vegetation cover and is closely associated with chlorophyll content, energy absorption,
and photosynthetic capacity74. This study applied the NDVI indicator for assessing the impacts of CRC on agri-
cultural productivity from 2015 to 2022, as defined by Eq. (6). Methodology
Th
d
l d The underlying hypothesis posits that the augmentation of performance with
increased image size is solely attributed to the infusion of more intricate details62. Table 2 represents further
details regarding the applied parameters in CNN. g
g
In CNN, like in other neural networks, there are three layers, namely an input layer, a hidden layer (can be
more than one), and an output layer63. An input layer is comprised of a m × n matrix with a respective feature
value at each node. A convolutional layer that is immediately adjacent to the input layer is sometimes referred to
as a feature extractor. The reason for this is that it is used to extract the features of an image. A back-propagation
algorithm optimizes several convolutional kernels in the convolutional layer64,65. The output of the convolutional
layer will be the input for the next layer66. A convolutional layer consists of a pooling layer, multiple weights, and Figure 1. An overview of the employed methodology to evaluate the effects of CRC on agricultural
productivity and soil fertility. Figure 1. An overview of the employed methodology to evaluate the effects of CRC on agricultural
productivity and soil fertility. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Table 2. Characteristics of employed CNN models for detecting and mapping CRC. Year
Activation function
Loss function
Optimizer
2013
Case study areas 1 and 2
ReLu
Cross-Entropy
ADAM
2015
ReLu
Cross-Entropy
ADAM
2021
ReLu
Cross-Entropy
ADAM Table 2. Characteristics of employed CNN models for detecting and mapping CRC. an activation function67. Max-pooling is similar to the convolutional layer but instead of taking a dot product
between the input and the kernel, it takes the max of the region from the input overlapped by the kernel. In this
study, a maximum operator was used to downsample the feature maps in the encoder. Maximum pooling is
required to split the feature maps into several rectangular regions for generating maximum values in each layer68. The fully connected layer is used to reduce the loss function and subsequently outputs the classification
result69. Equations (1)–(3) are defined convolutional manipulation and max pooling, respectively. (1)
Cj =
N
i
f
w∗
j vi + bj
, j = 1, 2, . . . , k (1)
Cj =
N
i
f
w∗
j vi + bj
, j = 1, 2, . . . Study area Study a ea
Case study area 1. The case study area is located at 46° 27ʹ 21ʺ E, 37° 15ʹ 44ʺ N in Maragheh, East Azerbai-
jan Province, Iran (Fig. 2a, b and e). Clay loam is the main soil texture in the study area. Wheat and pea are the
major crops, sometimes in rotation with forage crops. Figure 2c reveals the observed CRC in the case study area
1. Since tillage and planting were mostly conducted under conservation tillage and reduced tillage procedures,
different percentages of CRC were readily available. Based on our observation, this area has a regular rotation of
products. This convinces us to focus on this area for assessing the impacts of CRC on agricultural productivity
and soil chemical and physical characteristics. The annual precipitation rate and temperature are 330 ml and
12.5 °C, respectively for the study area76,77. Case study area 2. Figure 2a, b and f shows the case study area 2, located in Heris, East Azerbaijan Prov-
ince, Iran. Wheat is the predominant crop grown in this area. Figure 2d reveals the observed CRC over the
case study area 2. From a soil perspective, clay is the dominant soil type in this region. Additionally, this area is
characterized as a semi-arid region with hot summers and cold winters. The annual precipitation rate and tem-
perature for this study area are approximately 315 mm and 8.5 °C, respectively. Methodology
Th
d
l d The NDVI uses the Red (620–670 nm) and Near
Infra-Red (NIR) (841–876 nm) spectrums to estimate vegetation density. (6)
NDVI = (PNIR −PRed)
(PNIR + PRed) (6) where PNIR and PRed are top of atmosphere reflectance (TOA) in the NIR and Red bands, respectively. NDVI
values range from − 1 to + 1. Since chlorophyll absorbs light, the red spectrum reflection is always lower than the
NIR band spectrum reflectance for green vegetation. NDVI values in vegetation regions cannot be less than 0 and
below or equal to 0.1 represent water bodies or bare ground due to low reflectance recorded in NIR. The values
0.2–0.5 represent sparse vegetation, while values near 1 represent dense vegetation. Thus this study employed a
series of Landsat 8 images (A total number of 65 images) from 2015 to 2022, which were individually converted
to NDVI using Eq. (6) for each year. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Accuracy assessment. Accuracy assessment is a crucial step in the domain of image classification75. In this
regard, a set of quantitative approaches, including Intersection Over Union (IOU) values, Recall (RC), Precision
(PC), Specificity (SP), F-measure (FM), Accuracy (ACC), and Kappa (KP) applied to assess the accuracy of the
classification. Equations (7)–(11) describe the employed approaches. The results of the CNN for detecting and
monitoring CRC changes also are presented in Table 3. According to the information presented in Table 3, the
CNN performs well with the ACC of > 0.95 for CRC mapping. (7)
IOU = AO ∩EO
AO ∪EO =
TP
TP + FP + FN
(8)
Recall =
TP
TP + FN
(9)
Specificity =
TN
TN + FP
(10)
Accuracy =
TP + TN
TP + TN + FN + FP
(11)
Kappa =
TP + TN −TPexpected −TNexpected
TP + TN + FN + FP −TPexpected −TNexpected (7)
IOU = AO ∩EO
AO ∪EO =
TP
TP + FP + FN (7) (8) (9) (10) (11) where AO is actual output; EO is on behalf of expected result; TP , FP , FN , and TN are true positive, false positive,
false negative, and true negative, respectively. Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ According to Fig. 4, the highest NDVI values were 0.5945 and 0.6288 for the year 2015 in case study areas 1 and
Figure 2. Location of study areas, generated in the ArcGIS 10.6 software (www. esri.com): (a) in the world, (b)
in the north-west of Iran, (c) and (d) examples of observed CRC over the study areas, (e) location of study area
in Maragheh city and (f) location of study area in Heris city. Figure 2. Location of study areas, generated in the ArcGIS 10.6 software (www. esri.com): (a) in t
in the north-west of Iran, (c) and (d) examples of observed CRC over the study areas, (e) location o
in Maragheh city and (f) location of study area in Heris city. Figure 2. Location of study areas, generated in the ArcGIS 10.6 software (www. esri.com): (a) in the world, (b)
in the north-west of Iran, (c) and (d) examples of observed CRC over the study areas, (e) location of study area
in Maragheh city and (f) location of study area in Heris city. Figure 2. Location of study areas, generated in the ArcGIS 10.6 software (www. esri.com): (a) in the world, (b)
in the north-west of Iran, (c) and (d) examples of observed CRC over the study areas, (e) location of study area
in Maragheh city and (f) location of study area in Heris city. Figure 2. Location of study areas, generated in the ArcGIS 10.6 software (www. esri.com): (a) in the world, (b)
in the north-west of Iran, (c) and (d) examples of observed CRC over the study areas, (e) location of study area
in Maragheh city and (f) location of study area in Heris city. According to Fig. 4, the highest NDVI values were 0.5945 and 0.6288 for the year 2015 in case study areas 1 and
2, respectively. However, the NDVI values increased by about 0.1909 and 0.1377 in case study areas 1 and 2,
respectively for the year 2022 (as shown in Fig. 4). This means that the impacts of CRC on agricultural productiv-
ity may be positive. For being sure about the positive effects of CRC on agricultural productivity, monthly and
annual changes in certain predisposing variables, including precipitation, soil moisture, and soil temperature,
were evaluated. The results indicate no significant changes in precipitation, soil moisture, and soil temperature. Resultsh This study applied an integrated approach of remote sensing and geospatial analysis for assessing the effects of
CRC on agricultural productivity and soil chemical and physical characteristics. To this end, an automated CNN
employed to detect CRC in two classes: not-CRC and CRC, for the years 2013, 2015, and 2021. A total of 275
GCPs were incorporated into the CRC models, with 70% for training and 30% for testing the results of CRC net-
works. The results show the high efficiency of CNN for detecting and mapping CRC. According to Table 3, CNN
performed well in mapping CRC with an ACC of > 0.95 for the years 2013, 2015, and 2021. Figure 3 provides the
results of applied CNN for detecting and monitoring CRC for the years 2013, 2015, and 2021. pp
g
g
y
A series of Landsat images was then used to evaluate vegetation status using NDVI for the years 2015, 2019,
and 2022. Figure 4 reveals the results of NDVI in the study areas. This study also considered the effects of other
predisposing variables, including precipitation, soil moisture, and soil temperature, on the changes in vegetation
density for the years 2015, 2019, and 2022. The results reveal an increase in NDVI values from 2015 to 2022. Table 3. The results of CNN for CRC detecting and mapping. Stud area
Years
IOU
RC
PC
KP
ACC
1
2013
0.8699
0.8845
0.9641
0.9154
0.9685
2015
0.8700
0.8701
0.9581
0.9014
0.9780
2021
0.8612
0.8835
0.9600
0.9123
0.9614
2
2013
0.8534
0.8778
0.9514
0.9124
0.9612
2015
0.8614
0.8701
0.9435
0.99012
0.9564
2021
0.8542
0.8714
0.9524
0.9089
0.9587 Table 3. The results of CNN for CRC detecting and mapping. Stud area
Years
IOU
RC
PC
KP
ACC
1
2013
0.8699
0.8845
0.9641
0.9154
0.9685
2015
0.8700
0.8701
0.9581
0.9014
0.9780
2021
0.8612
0.8835
0.9600
0.9123
0.9614
2
2013
0.8534
0.8778
0.9514
0.9124
0.9612
2015
0.8614
0.8701
0.9435
0.99012
0.9564
2021
0.8542
0.8714
0.9524
0.9089
0.9587 Table 3. The results of CNN for CRC detecting and mapping. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ As seen in Table 4, several points were created over the study areas, and the Zonal Statistics as Table tool in the
Arc GIS 10.8 environment was used to assess the changes in precipitation, soil moisture, and soil temperature
for the years 2015, 2019, and 2022. According to Table 4, the mean precipitation values were 331, 329, and 328
for study area 1 for the years 2015, 2019, and 2022. Similarly, the mean precipitation values for study area 2 were
estimated at 252, 250, and 249 for the years 2015, 2019, and 2022 (Table 4). Regarding soil moisture, the mean
values for study area 1 were 0.3804, 0.3919, and 0.3878 for the years 2015, 2019, and 2022, respectively. The
mean soil moisture values were estimated at 0.4247, 0.4122, and 0.4214 for the same years, as shown in Table 4. Lastly, the mean soil temperature values in Kelvin (K) were 283.52 K, 282.61 K, and 283.21 K for study area 1 for
the years 2015, 2019, and 2022, respectively. Similarly, for study area 2, the mean soil temperature values were
282.85 K, 281.86 K, and 281.98 K for the same years, as presented in Table 4. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Figure 3. Generated CRC maps using an automated CNN approach in two classes in the ArcGIS 10.6 software
(www. esri.com), namely not-CRC and CRC: (a and b) for the year 2013 for the case study areas 1 and 2,
respectively, (c and d) for the year 2015 for the case study areas 1 and 2, respectively, and e and f) for the year
2021 for the case study areas 1 and 2, respectively. Figure 3. Generated CRC maps using an automated CNN approach in two classes in the ArcGIS 10.6 software
(www. esri.com), namely not-CRC and CRC: (a and b) for the year 2013 for the case study areas 1 and 2,
respectively, (c and d) for the year 2015 for the case study areas 1 and 2, respectively, and e and f) for the year
2021 for the case study areas 1 and 2, respectively. Discussion
l di General discussion. CRC improves soil structure, increases organic matter content, enhances vegetation
density, reduces evaporation, and aids in carbon dioxide fixation. Managing residues on agricultural land has a
variety of positive effects on soil quality. Moreover, crop residues can be used for the production of biofuels35,78. Previous studies have not explored the effects of CRC on agricultural productivity and the chemical and physical
characteristics of the soil. They have applied several spectral indexes, including LCA, SINDRI, NDI, and DFI,
for detecting and mapping CRC. Moisture tends to darken soils and residue more equally in the visible bands,
unless the residue is very fresh79. When attempting to use spectral differences (multi-band indices) for residue
characterization, the influence of moisture on this process becomes more intricate. Under dry conditions, it is
possible to distinguish the adsorption characteristics of crop residue from soil80. Well-calibrated broadband
spectral indexes like Normalized Difference Tillage Index (NDTI) can accurately map CRC during such condi-
tions. However, in wet conditions, differences between Landsat SWIR bands become less noticeable, causing
these indexes to lose effectiveness. This is because moisture presence can both consistently lower reflectance
across the SWIR spectrum and variably impact the reflectance (due to moisture absorption features) of both
soil and residue, which may dry or wet at varying rates. Addressing both these challenges requires applying a
moisture correction to NDTI to generate reliable percent residue assessments under high moisture conditions81. Recent studies have also applied learning-based approaches such as machine learning algorithms32–34 for detect-
ing and mapping CRC. This study, on the other hand, employed an integrated approach of remote sensing and https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Figure 4. Generated vegetation cover maps using NDVI in the ArcGIS 10.6 software (www. esri.com): (a and
b) for the year 2015 for the case study areas 1 and 2, respectively, (c and d) for the year 2019 for the case study
areas 1 and 2, respectively, and (e and f) for the year 2022 for the case study areas 1 and 2, respectively. Figure 4. Generated vegetation cover maps using NDVI in the ArcGIS 10.6 software (www. Table 4. Annual precipitation (ml), soil moisture, and soil temperature (K) changes for the years 2015, 201
and 2022. Discussion
l di Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 1. Table 5. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 1. Table 6. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 2. Point
2015
2019
2022
1
0.6149
0.6095
0.6704
2
0.6055
0.6305
0.6726
3
0.5961
0.5396
0.5904
4
0.6006
0.5951
0.7055
5
0.5951
0.6478
0.7543
6
0.6164
0.6518
0.7571
7
0.5888
0.5151
0.6749
8
0.6021
0.6164
0.7394 Table 6. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 2. Point
2015
2019
2022
1
0.6149
0.6095
0.6704
2
0.6055
0.6305
0.6726
3
0.5961
0.5396
0.5904
4
0.6006
0.5951
0.7055
5
0.5951
0.6478
0.7543
6
0.6164
0.6518
0.7571
7
0.5888
0.5151
0.6749
8
0.6021
0.6164
0.7394 Table 6. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 2. Table 6. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 2. geospatial analysis to map and monitor the CRC and assess its impacts on agricultural productivity and soil
chemical and physical characteristics. The findings highlight the high ability of automated CNN in detecting
and mapping CRC. The outcomes of this study demonstrate the CNN’s capacity for mapping CRC using Landsat
remote sensing images. In comparison to traditional machine learning methods like support vector machines
and neural networks, CNN mitigates the loss of edge information during the extraction of CRC from remote
sensing images. Traditional machine learning techniques primarily rely on the accuracy of the extracted features,
encompassing factors like pixel values, shapes, textures, and positions. Discussion
l di esri.com): (a and
b) for the year 2015 for the case study areas 1 and 2, respectively, (c and d) for the year 2019 for the case study
areas 1 and 2, respectively, and (e and f) for the year 2022 for the case study areas 1 and 2, respectively. Table 4. Annual precipitation (ml), soil moisture, and soil temperature (K) changes for the years 2015, 2019,
and 2022. Variable
Study area
2015
2019
2022
Precipitation
1
331
329
328
2
252
250
249
Soil moisture
1
0.3804
0.3919
0.3878
2
0.4247
0.4122
0.4214
Soil temperature
1
283.52
282.61
283.21
2
282.85
281.86
281.98 Table 4. Annual precipitation (ml), soil moisture, and soil temperature (K) changes for the years 2015, 2019,
and 2022. Variable
Study area
2015
2019
2022
Precipitation
1
331
329
328
2
252
250
249
Soil moisture
1
0.3804
0.3919
0.3878
2
0.4247
0.4122
0.4214
Soil temperature
1
283.52
282.61
283.21
2
282.85
281.86
281.98 Table 4. Annual precipitation (ml), soil moisture, and soil temperature (K) changes for the years 2015, 2019,
and 2022. Table 4. Annual precipitation (ml), soil moisture, and soil temperature (K) changes for the years 2015, 2019,
and 2022. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Table 5. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 1. Point
2015
2019
2022
1
0.5204
0.6089
0.7243
2
0.5090
0.5790
0.6601
3
0.5080
0.6186
0.7045
4
0.4069
0.6704
0.6980
5
0.4585
0.5972
0.6469
6
0.3562
0.5798
0.6173
7
0.5371
0.6987
0.7154
8
0.4436
0.5824
0.6334
9
0.3986
0.6368
0.6562
10
0.5285
0.6936
0.7250 Table 5. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 1. Point
2015
2019
2022
1
0.5204
0.6089
0.7243
2
0.5090
0.5790
0.6601
3
0.5080
0.6186
0.7045
4
0.4069
0.6704
0.6980
5
0.4585
0.5972
0.6469
6
0.3562
0.5798
0.6173
7
0.5371
0.6987
0.7154
8
0.4436
0.5824
0.6334
9
0.3986
0.6368
0.6562
10
0.5285
0.6936
0.7250 Table 5. Results of the Zonal Statistics as Table tool in the Arc GIS 10.8 environment for assessing the change
in vegetation status for the years 2015, 2019, and 2022 for the study area 1. Table 5. Discussion
l di Soil properties
Case study area 1
Case study area 2
2015
2019
2022
2015
2019
2022
Sand
25.14
25.19
25.31
30.48
30.89
31.02
Silt
32.85
32.99
33.01
67.25
67.87
68.12
Clay
8.44
8.64
8.87
7.89
7.90
7.90 Soil properties
Case study area 1
Case study area 2
2015
2019
2022
2015
2019
2022
Sand
25.14
25.19
25.31
30.48
30.89
31.02
Silt
32.85
32.99
33.01
67.25
67.87
68.12
Clay
8.44
8.64
8.87
7.89
7.90
7.90 Table 8. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil physical
haracteristics from 2015 to 2022. strategically positioned within the ArcGIS 10.8 environment. In order to accurately quantify the effects of CRC
on agricultural productivity, we utilized the Zonal Statistics as Table tool within the ArcGIS 10.8 environment. Tables 5 and 6 show the results of applied Zonal Statistics as Table tool over the study areas 1 and 2, respectively. strategically positioned within the ArcGIS 10.8 environment. In order to accurately quantify the effects of CRC
on agricultural productivity, we utilized the Zonal Statistics as Table tool within the ArcGIS 10.8 environment. Tables 5 and 6 show the results of applied Zonal Statistics as Table tool over the study areas 1 and 2, respectively. y
y
According to Table 5, for point 1, the NDVI mean value increased by about 0.2039 from 2015 to 2022 in study
area 1. Similarly, the NDVI mean value for point 2 increased by about 0.1511 from 2015 to 2022, as shown in
Table 5. As we can see in Table 5, for point 3, the NDVI mean value increased by about 0.1965 from 2015 to 2022. Point 4 also exhibited an increase in the NDVI mean value of about 0.2911 from 2015 to 2022, as indicated in
Table 5. According to Table 5, for point 5, the NDVI mean value increased by about 0.1884 from 2015 to 2022. Point 6 depicted a similar trend with an increase of about 0.2611 in the NDVI mean value from 2015 to 2022. As we can see in Table 5, for point 7, the NDVI mean value increased by about 0.1783 from 2015 to 2022. The
NDVI mean value also increased by about 0.1898 from 2015 to 2022 for point 8, as shown in Table 5. According
to Table 5, for point 9, the NDVI mean value increased by about 0.2576 from 2015 to 2022. Discussion
l di Similarly, the NDVI
mean value for point 10 increased by about 0.1965 from 2015 to 2022, as shown in Table 5. p
y
According to Table 6, for point 1, the NDVI mean value increased by about 0.0555 from 2015 to 2022 in
study area 2. Similarly, the NDVI mean value for point 2 increased by about 0.0671 from 2015 to 2022, as shown
in Table 6. As we can see in Table 6, for point 3, the NDVI mean value increased by about 0.0057 from 2015 to
2022. Point 4 also saw an increase in the NDVI mean value by about 0.1049 from 2015 to 2022, as indicated in
Table 6. According to Table 6, for point 5, the NDVI mean value increased by about 0.1592 from 2015 to 2022
in study area 2. Point 6 exhibited a similar trend with an increase of about 0.1407 in the NDVI mean value from
2015 to 2022. As we can see in Table 6, for point 7, the NDVI mean value increased by about 0.0861 from 2015
to 2022. Lastly, point 8 indicated an increase in the NDVI mean value of about 0.1373 from 2015 to 2022, as
shown in Table 6. The impacts of CRC on soil chemical and physical characteristics. Tables 7 and 8 show the results
of CRC’s effects on soil chemical and physical characteristics. As we can see in Table 7, the EC level increased
by about 0.04 and 0.02 from 2015 to 2022 in case study areas 1 and 2, respectively. According to Table 7, while
the PH decreased by about 0.02 for study area 1 from 2015 to 2022, it increased by about 0.03 for study area 2. The Na values also exhibited an increase of about 0.02 and 0.01 for study areas 1 and 2, respectively, during the
same period, as shown in Table 7. As we can see in Table 7, the Mg level increased by about 0.08 and 0.06 from
2015 to 2022 in case study areas 1 and 2, respectively. The HCO3 values also shown an increase of about 0.07 and
0.22 for study areas 1 and 2, respectively, from 2015–2022, as shown in Table 7. According to Table 7, while the
K level decreased by about 0.01 for study area 1 from 2015 to 2022, it increased by about 0.01 for study area 2. Discussion
l di Conversely, deep learning through con-
volutional neural networks can autonomously acquire pertinent high-level features directly from remote sensing
images for CRC classification. This streamlines the process, lessening the need to design custom feature extrac-
tors for every classification task. The results of this study also reveal the positive impacts of CRC on agricultural
productivity and soil fertility (See Fig. 4 and Tables 7 and 8). The impacts of CRC on vegetation density. As mentioned in previous sections, a primary objective
of this study is to assess the effects of CRC on agricultural productivity. In this regard, the NDVI index applied
to Landsat series images captured in the years 2015, 2019, and 2022 to map the greenness of the study areas. Subsequently, we established a total of 10 points for study area 1 and 8 points for study area 2. These points were Table 7. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil chemical
characteristics from 2015 to 2022. Soil properties
Case study area 1
Case study area 2
2015
2019
2022
2015
2019
2022
EC
0.59
0.61
0.63
0.49
0.50
0.51
PH
7.11
7.09
7.09
6.78
6.80
6.81
Na
0.56
0.57
0.58
0.53
0.53
0.54
Mg
1.68
1.75
1.76
1.33
1.35
1.39
HCO3
3.73
3.78
3.80
2.35
2.58
2.57
K
0.13
0.12
0.12
0.11
0.12
0.12 Table 7. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil chemical
characteristics from 2015 to 2022. Soil properties
Case study area 1
Case study area 2
2015
2019
2022
2015
2019
2022
EC
0.59
0.61
0.63
0.49
0.50
0.51
PH
7.11
7.09
7.09
6.78
6.80
6.81
Na
0.56
0.57
0.58
0.53
0.53
0.54
Mg
1.68
1.75
1.76
1.33
1.35
1.39
HCO3
3.73
3.78
3.80
2.35
2.58
2.57
K
0.13
0.12
0.12
0.11
0.12
0.12 Table 7. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil chemical
characteristics from 2015 to 2022. Table 7. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil chemical
characteristics from 2015 to 2022. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Table 8. Results of the collected GCPs from the study areas for assessing the effects of CRC on soil physical
characteristics from 2015 to 2022. Conclusionh This study introduced an integrated approach combining remote sensing and geospatial analysis to effectively
identify and map CRC while also evaluating its impact on vegetation density, as well as soil chemical and physical
attributes. The results exhibit the remarkable efficiency of an automated CNN data-driven approach (> 0.96) in
detecting and mapping CRC. Furthermore, the outcomes underscore the positive influence of CRC on vegetation
density and soil chemical and physical characteristics.hi y
y
The findings of this study demonstrate that the integration of remote sensing and geospatial analysis is adept
at accurately detecting and mapping CRC while simultaneously assessing its effects on vegetation status and soil
fertility. The efficiency of Landsat series images in mapping and monitoring dynamic features like vegetation
and soil is also emphasized in this research.hfii The study underscores the efficacy of learning-based methods in proficiently classifying Earth’s features. When
paired with satellite-based datasets and Geographic Information Systems (GIS), this computer-based approach
proves to be notably efficient. Importantly, the research reveals that crop residue cover contributes to heightened
soil productivity in terms of chemical and physical attributes. Moreover, it serves as means to maintain soil
moisture levels, a critical factor for crop survival, particularly in semi-arid and arid regions.hi The insights from this study hold significant value for researchers engaged in soil science and agriculture. Additionally, the findings provide essential information for decision-makers and planners involved in land man-
agement and soil erosion control. Ultimately, our research contributes to enhancing the understanding of the
multifaceted impacts of CRC, benefiting both scientific advancements and practical land management strategies. Discussion
l di As seen in Table 8, the amount of sand increased by about 0.21 and 0.54 in case study areas 1 and 2, respec-
tively, from 2015 to 2022. Similarly, the amount of silt also increased by about 0.16 and 0.87 in the study areas 1
and 2, respectively during the same period, as shown in Table 8. According to Table 8, there was an increase of
0.43 and 0.01 in clay content for study areas 1 and 2, respectively, between 2015 and 2022. Limitation of this study. This study developed an integrated approach of remote sensing and geospatial
analysis for monitoring and mapping the effects of CRC on agricultural productivity and soil chemical and phys-
ical characteristics. Despite the satisfying results obtained from this work, there exist two primary limitations
that future research in the domain of CRC and its impacts on vegetation density and soil fertility could address. Firstly, the current study relied on Landsat series images with a spatial resolution of 30 m. In future endeavors,
the availability of Sentinel-2 images could be exploited as a potential alternative for a more extended time period,
aiding in the detection and mapping of CRC. Secondly, a recommended avenue for forthcoming research is the
adoption of an integrated methodology that combines object-based image analysis and Convolutional Neural
Networks (CNNs) to monitor CRC changes. This amalgamation is noteworthy because object-based image anal-
ysis harnesses numerous features, such as brightness, to detect specific features. This comprehensive approach
enhances the precision and accuracy of the outcomes obtained. In conclusion, this study’s innovative approach
has provided valuable insights into the effects of CRC on agricultural systems. The outlined limitations offer a
roadmap for subsequent research endeavors to build upon and further refine our understanding of CRC’s impact
on vegetation density and soil fertility. https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | www.nature.com/scientificreports/ Data availabilityh y
The datasets used and/or analysed during the current study available from the corresponding author on reason-
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monitoring and mapping. Atmos. Pollut. Res. 14, 101689 (2023). https://doi.org/10.1038/s41598-023-42367-9 Scientific Reports | (2023) 13:15054 | © The Author(s) 2023 Additional information Correspondence and requests for materials should be addressed to M.K.G. Correspondence and requests for materials should be addressed to M.K.G. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Finite element simulation of treatment with locking platefor distal fibula fractures
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Finite element simulation of treatment with locking
platefor distal fibula fractures Yafeng Li
(
liyf@tiangong.edu.cn
) Yafeng Li
(
liyf@tiangong.edu.cn
)
Tiangong University
Wei Yang
Tiangong University
Xi Zhang
Tianjin Hospital
Cheng Yu
Tiangong University
Zhengzhao Ji
Tiangong University
Jie Sun
Tianjin Hospital
Jing Zhang
Indiana University - Purdue University Research Article Keywords: distal fibula fracture, fibula model, finite element analysis, stress masking effect. Posted Date: April 14th, 2022 DOI: https://doi.org/10.21203/rs.3.rs-1540013/v1 DOI: https://doi.org/10.21203/rs.3.rs-1540013/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/15 Page 1/15 Abstract In this study, an improved finite element model is applied to compare the biomechanical stability of
plates with three different options in the treatment of distal fibula fractures. A CT scan of the knee to
ankle segment of a volunteer was performed. A three-dimensional finite element model of the fibula was
reconstructed based on the CT data. Three different loads (uni-pedal standing, torsion, and twisting) were
applied, the same as in the experiments in the literature. The stresses and strains of the three options
were compared under the same loads, using a 4-hole locking plate (Option A), a 5-hole locking plate
(Option B), and a 6-hole locking plate (Option C) in a standard plate for lateral internal fixation. The
simulation results show that all three options showed a stress masking effect. Option C had the best
overall biomechanical performance and could effectively distribute the transferred weight. This is
because option C has greater torsional stiffness and better biomechanical stability than options A and B,
and therefore, option C is the recommended internal fixation method for distal fibula fractures. The finite
element analysis method developed in this work is applicable to the stress analysis of fracture treatment
options in other body parts. 1 Introduction Distal fibular fractures account for approximately 3.92% of all fractures in the human body(Ju et al. 2019). Most distal fibula fractures require internal fixation, with plate internal fixation techniques being
the most common. In the previous study (Fan et al. 2019), the use of a 4-hole angle stabilization plate
and screws, in the clinical treatment of distal fibular fractures, improved the time of bone healing for eight
weeks. In another study (Rozbruch et al. 1998), the 4-hole locking plate, 5-hole locking plate, and 6-hole
locking plate internal fixation protocols were chosen. Another study (Fang et al. 2018) showed that the
use of two to three screws would be sufficient for each major fracture block. In parallel to experiments, the finite element model has been used to stimulate the bone healing process,
with different screw layouts of the joint plate (Hess and Sommer 2011) (Cao et al. 2019). The relationship
between the effective length of the plate on the stability of the tibiofibular was studied. Although the
above efforts, there is still lacking how the stress and deformation occur in a realistic shaped distal fibula
fracture. In this study, an improved finite element model is proposed, which uses the reconstructed CT images. The
developed model is firstly validated with experimental data in the literature. Then, in order to compare the
biomechanical effectiveness and stability of different protocols in the treatment, three options with 4-
hole, 5-hole, or 6-hole lateral internal fixation plates under different external loads (uni-axial compression,
bending, and torsion) are considered. Their stress and displacement distributions are simulated. These
results will be used to select the best treatment protocol for distal fibula fractures and provide theoretical
understanding for clinical treatment. 2 Methods Page 2/15 Page 2/15 2.1 CT scan data and geometry reconstruction CT scan was conducted on the lower limb of a male volunteer patient (height 175 cm, weight 75 kg, age
29 years, and healthy lower limb bones). The 64-row spiral CT uses a scanning layer thickness of 0.5
mm. The CT data were converted to DICOM format and then imported into Mimics 20.0 software
(Materialise, Belgium) to reconstruct the skin and cancellous bone into a 3D geometrical model in STL
format. The fibula surface was processed by constructing grids and fitting surfaces in Geomagic Studio
13.0 software (Raindrop, USA), and then the solid model was created and exported into STEP format file. 2.2 Finite element modeling of internal fixation The STEP format file was imported into Solidworks 20.0 (Dassault Systemes S.A, USA) for the assembly
of the skin and cancellous bone. The models were imported into Anasys workbench 19.0 (ANSYS, USA)
software for the finite element analysis. Following the AO (Arbeitsgemeinschaft für Osteosynthesefragen) or the Association of the Study of
Internal Fixation (ASIF) standard, the clavicle plate was assembled with the fibula fracture model
according to the simulated surgery, thus completing the lateral internal fixation options of the distal fibula
fracture. The 4-hole lateral internal fixation plate model was defined as "Option A", the 5-hole lateral internal
fixation plate model was defined as "Option B", and the 6-hole lateral internal fixation plate model was
defined as "Option C ". The 4-hole, 5-hole, 6-hole locking plates, and screws were created. The threads of
the screws were ignored in the model to simplify the computational time. As an example, the components
and assembly of Option A are shown in Fig. 1a, which resemble the experimental setup in the literature
(Knutsen et al. 2016). The screw and plate dimensions of the model are given in Table 1. Table 1
Dimensions of three options of plates and screw
Diameter (mm)
Length (mm)
Width (mm)
Height (mm)
(OptionA) 4-hole with bone plate
0
48
10
3
(Option B) 5-hole with bone plate
0
60
10
3
(Option C) 6-hole with bone plate
0
72
10
3
Screw
3.5
15
0
0
2 3 Material model 2.4 Mechanical load boundary conditions 2.4 Mechanical load boundary conditions In this study, three different mechanical boundary conditions are applied similar to the reference (Knutsen
et al. 2016). Three types of loads were applied to the fibula model: (1) normal uni-pedal standing posture:
a uniaxial compressive force of F = 200 N was applied to the fibular tuberosity with the full constraint of
the external fibular ankle (Fig. 2 − 1). (2) Simulated bending motion: a moment of M = 1 N-m was applied
at the fibular ankle, with the fibular head fully restrained (Fig. <link rid="fig2">2</link>–2). (3) Simulated
torsional motion: a torsion moment of T = 1 N-m at the fibular tuberosity was used, and full constraint at
the fibular external ankle (Fig. 2–3). The contact of steel plate, screw, skin, and cancellous bone were set
as bound; the fracture surface was set as frictional contact with a friction coefficient of 0.2 (Galloway et
al. 2013). It is noted that the fibula fracture has an exponential decrease in fibula model stiffness during
prior simulation analyses (Cao et al. 2019), therefore, in this work no artificial cut was made at the outer
ankle of the fibula to simulate a distal fibula fracture. 2.5 Validation test To validate our model, the structural stiffnesses of options A, B, and C under torsional loading are
calculated compared against the experimental test in the literature (Knutsen et al. 2016). 2.3 Material model 2.3 Material model The cortical bone at the proximal and distal ends of the fibula is very thin, ~ 2 mm. Therefore, the material properties of the outermost layer of the model were set to the cortical bone in the
model. The material properties of the remaining parts were set to the cancellous bone, screw, and locking Page 3/15 plates, which are summarized in Table 2(Yang et al. 2021) (Shuangpeng et al. 2014). plates, which are summarized in Table 2(Yang et al. 2021) (Shuangpeng et al. 2014). Table 2
Material properties of the components in the finite element model (Yang et al. 2021) (Shuangpeng et al. 2014)
Material
Elastic modulus
(MPa)
Poisson’s
ratio
Bone density
(g/cm3)
Yield strength
(MPa)
Tensile strength
(MPa)
Cortical
bone
17,000
0.36
2.1
142
71
Cancellous
bone
300
0.30
1.5
50
3.5
Locking
plates
113,000
0.33
4.5
850
900
Screw
113,000
0.33
4.5
850
900
2 4 M
h
i
l l
d b
d
diti 3.1 Validation test results The comparison of this model with the experimental result (Knutsen et al. 2016) is shown in Fig. 3. The
comparisons suggest that the predictions are in reasonably good agreement with the experimental data. The structural stiffness of option A is 102% of that of the fibula assembled 5-hole pressurized plate, the Page 4/15 Page 4/15 structural stiffness of option B is 116% of that of the fibula assembled 5-hole locking plate, and the
structural stiffness of option C is 195% of that of the fibula assembled 6-hole tabbed plate. structural stiffness of option B is 116% of that of the fibula assembled 5-hole locking plate, and the
structural stiffness of option C is 195% of that of the fibula assembled 6-hole tabbed plate. 3.2 Stress distributions The peak stresses for three different options for various loads (Fig. 2) are analyzed. The summarized
stress contours are given in Table 3. Table 3: Simulated stress contours of fibula under different loads, with the maximum stress, labeled Table 3: Simulated stress contours of fibula under different loads, with the maximum stress, labeled Page 5/15 In the fibula fracture model under uni-axial load, the maximum stresses for options A, B, a
occurred at the plate nail connection at the fractured joint, with 96.6 MPa, 98.4 MPa, and
respectively. These peak stresses are much below the allowable failure strength. The max
on the fibula were 50.0 MPa, 51.7 MPa, and 54.1 MPa for the three options. Again all of t
than the compressive strength of the cortical bone. In the fibula fracture model under uni-axial load, the maximum stresses for options A, B, and C all
occurred at the plate nail connection at the fractured joint, with 96.6 MPa, 98.4 MPa, and 91.2 MPa,
respectively. These peak stresses are much below the allowable failure strength. The maximum stresses
on the fibula were 50.0 MPa, 51.7 MPa, and 54.1 MPa for the three options. Again all of them were less
than the compressive strength of the cortical bone. In the fibula fracture model under uni-axial load, the maximum stresses for options A, B, and C all
occurred at the plate nail connection at the fractured joint, with 96.6 MPa, 98.4 MPa, and 91.2 MPa,
respectively. These peak stresses are much below the allowable failure strength. The maximum stresses
on the fibula were 50.0 MPa, 51.7 MPa, and 54.1 MPa for the three options. Again all of them were less
than the compressive strength of the cortical bone. Page 6/15 Page 6/15 In the fibula fracture model under torque loading, the maximum displacements of options A and B
occurred at the uppermost plate nail connection, which was 99.5 MPa and 97.3 MPa, respectively. In
comparison, the maximum displacement of option C occurred at the plate connection at the bone joint,
which was 71.4 MPa. The maximum stresses on the fibula were 17.3 MPa, 17.1 MPa, and 13.0 MPa,
respectively. During the stress analysis, the stresses on the clavicle plate, screws, skin, and cancellous
bone did not exceed the permissible strengths of their respective materials. In the fibula fracture model under torque loading, the maximum displacements of options A and B
occurred at the uppermost plate nail connection, which was 99.5 MPa and 97.3 MPa, respectively. In
comparison, the maximum displacement of option C occurred at the plate connection at the bone joint,
which was 71.4 MPa. The maximum stresses on the fibula were 17.3 MPa, 17.1 MPa, and 13.0 MPa,
respectively. During the stress analysis, the stresses on the clavicle plate, screws, skin, and cancellous
bone did not exceed the permissible strengths of their respective materials. In the fibula fracture model under moment loading, the maximum displacements of options A, B, and C all
occurred at the plate nail connection at the fractured joint, which was 49.5 MPa, 56.1 MPa, and 50.0 MPa,
respectively. The maximum stresses on the fibula were 16.3 MPa, 15.3 MPa, and 14.6 MPa, respectively. Throughout the stress analysis, the stresses on the clavicle plate and screw did not exceed their
strengths 2.3 Comparison of the distribution of peak displacements
for the three options The displacement contours are summarized in Table 4. For the fibula fracture model under axial load, the
maximum displacements of options A, B, and C all appeared at the fibular tuberosity, 8.79 mm, 8.40 mm,
and 7.62 mm, respectively. Under the torque load, the maximum displacements of options A, B, and C
appeared at the fibular tuberosity, which was 0.99 mm, 0.91 mm, and 0.88 mm, respectively. Under a
bending moment load, the maximum displacements of options A, B, and C all occurred in the external
ankle, which was 3.39 mm, 3.30 mm, and 3.10 mm, respectively. Table 4: Displacement contours of the fibula under different loads, with maximum displacement values Page 7/15 Page 7/15 4 Discussion Page 8/15
Peak stress and displacement values of fibula and plate under different options are summarized in Fig. 4. In this study, common fibula fractures and typical motions were analyzed using finite elements and other
means. The results showed that the overall structural stiffness of Option C was the highest, and its
resistance to bending and deformation was the strongest. In the surgical model of fibula fracture under
axial load, the maximum stresses all appeared at the plate and nail connection near the fracture joint, Page 8/15 which is likely that the elastic modulus of the plate and screw is much larger than that of the fibula, and
the stress masking phenomenon occurs near the fracture line. which is likely that the elastic modulus of the plate and screw is much larger than that of the fibula, and
the stress masking phenomenon occurs near the fracture line. For the approximate beam structure like the plate, the stresses are mainly concentrated near the fracture
line under the action of gravity. Option C has smaller peak stresses and displacements compared with
options A and B, indicating that the overall structural stiffness of the fibula is increasing with the increase
in plate length and screws, and the use of relatively longer plates is beneficial to the recovery of the fibula,
reducing the occurrence of delayed healing or nonhealing of the fibula after surgery and improving the
structural stability of the distal fibular fracture. This is consistent with several clinical studies that have
concluded that the use of relatively long plates is an important factor in reducing the risk of surgery (Ricci
et al. 2014; Weber and Krause 2005). In the surgical model of fibula fracture under torque loading, the peak stresses in the plates of options A
and B appear in the uppermost screw. This may be caused by the stress concentration phenomenon
between the plate and the fibula projection, which can be avoided by optimizing the shape of the plate. Therefore, movements such as flexion should be avoided during the early rehabilitation of fibular
fractures, in order to avoid excessive stresses on the fibula and delay bone healing. 4 Discussion The maximum stresses on the fibula in options A, B, and C were all less than 20 MPa and the maximum
displacements were all less than 3.40 mm in the surgical model of fibula fracture under bending moment
loading, which was much less than the yield strengths of the plate and screw(Stoffel et al. 2003). Since
the distal lateral fibula plate is on the extruded side, it is subjected to relatively small stresses and
displacements. The results suggest that the choice of distal lateral fibula implantation plate is correct. The stress contours of the fibula are shown in Fig. 5. It is noted that there is a stress masking
phenomenon that occurs in all fractures under different loads (SL et al. 2012), which is due to a large
difference between the elastic modulus of the titanium joint plate and that of the fibula. In this study, the
stress masking phenomenon in option A at different loads is shown in Fig. 5. The stress values at the
bone joints were lower than the stress stimulus required for normal bone growth, which is not helpful to
bone healing. Declarations Ethics approval and consent to participate: The participant has the consent to participate in the study. The need for approval was waived. Ethics approval and consent to participate: The participant has the consent to participate in the study. The need for approval was waived. Consent for publication: Not applicable. Availability of data and materials: The datasets used and/or analyzed during the current study are
available from the corresponding author on reasonable request. Competing interests: The authors declare that they have no competing interests Funding: Tianjin Education Scientific Research Project (2018KJ204) and China Scholarship Council
(CSC) Scholarship. Funding: Tianjin Education Scientific Research Project (2018KJ204) and China Scholarship Council
(CSC) Scholarship. Acknowledgments: Not applicable. Acknowledgments: Not applicable. 5 Conclusions In this study, an improved finite element modeling approach, based on reconstructed CT images, has
been successfully developed. The model can simulate the physiological loading of the fibula after
surgery, therefore exploring the best surgical solution for distal fibular fractures. The conclusions of the
study according to the distal fibula fracture options are as follows: 1. The use of a relatively long plate (option C) will increase the overall structural stiffness of its surgical
options, and improve its resistance to torsion and deformation. 1. The use of a relatively long plate (option C) will increase the overall structural stiffness of its surgical
options, and improve its resistance to torsion and deformation. 2. With the use of metal plates, stress masking is inevitable at the fracture site. For non-load-bearing
bones like the fibula, materials with elastic modulus close to that of the fibula should be considered. 2. With the use of metal plates, stress masking is inevitable at the fracture site. For non-load-bearing
bones like the fibula, materials with elastic modulus close to that of the fibula should be considered. Page 9/15 This will reduce the stress masking effect, and the healing of the fibula can be facilitated. This will reduce the stress masking effect, and the healing of the fibula can be facilitated. References 1. Cao Y, Zhang Y, Huang L, Huang X (2019) The impact of plate length, fibula integrity and plate
placement on tibial shaft fixation stability: a finite element study J Journal of orthopaedic surgery
research 14:1–7 2. Fan Z, Peng J, Zhou L, Hai-tao S, Huang Y, Wu J (2019) Meta-analysis of whether open reduction and
internal fixation combined with thread anchors in the treatment of ankle fracture complicated with
deltoid ligament injury J Chinese Tissue Engineering Study 23:1307–1312 2. Fan Z, Peng J, Zhou L, Hai-tao S, Huang Y, Wu J (2019) Meta-analysis of whether open reduction and
internal fixation combined with thread anchors in the treatment of ankle fracture complicated with
deltoid ligament injury J Chinese Tissue Engineering Study 23:1307–1312 3. Fang R, Ji A, Sheng W, Long D, Chen C (2018) Finite Element Analysis on Bone Healing Under
Different Screw Configurations Journal of Medical Biomechanics 33:435–441 3. Fang R, Ji A, Sheng W, Long D, Chen C (2018) Finite Element Analysis on Bone Healing Under
Different Screw Configurations Journal of Medical Biomechanics 33:435–441 4. Galloway F, Kahnt M, Ramm H, Worsley P, Zachow S, Nair P, Taylor M (2013) A large scale finite
element study of a cementless osseointegrated tibial tray J Journal of biomechanics 46:1900–1906 4. Galloway F, Kahnt M, Ramm H, Worsley P, Zachow S, Nair P, Taylor M (2013) A large scale finite
element study of a cementless osseointegrated tibial tray J Journal of biomechanics 46:1900–1906 5. Hess F, Sommer C (2011) Minimally invasive plate osteosynthesis of the distal fibula with the locking
compression plate: first experience of 20 cases J Journal of orthopaedic trauma 25:110–115 5. Hess F, Sommer C (2011) Minimally invasive plate osteosynthesis of the distal fibula with the locking
compression plate: first experience of 20 cases J Journal of orthopaedic trauma 25:110–115 6. Ju DG, Debbi EM, Neustein AZ, Moon CN (2019) Fibular Lengthening Osteotomy With Revision
Syndesmotic Repair for Ankle Fracture Malunion J Journal of orthopaedic trauma 33:S38-S39 6. Ju DG, Debbi EM, Neustein AZ, Moon CN (2019) Fibular Lengthening Osteotomy With Revision
Syndesmotic Repair for Ankle Fracture Malunion J Journal of orthopaedic trauma 33:S38-S39 7. Knutsen AR et al. (2016) Distal fibula fracture fixation: biomechanical evaluation of three different
fixation implants J Foot Ankle Surgery 22:278–285 7. Knutsen AR et al. References (2016) Distal fibula fracture fixation: biomechanical evaluation of three different
fixation implants J Foot Ankle Surgery 22:278–285 8. Ricci WM, Streubel PN, Morshed S, Collinge CA, Nork SE, Gardner MJ (2014) Risk factors for failure
of locked plate fixation of distal femur fractures: an analysis of 335 cases J Journal of orthopaedic
trauma 28:83–89 8. Ricci WM, Streubel PN, Morshed S, Collinge CA, Nork SE, Gardner MJ (2014) Risk factors for failure
of locked plate fixation of distal femur fractures: an analysis of 335 cases J Journal of orthopaedic
trauma 28:83–89 Page 10/15 9. Rozbruch RS, Müller U, Gautier E, Ganz R (1998) The evolution of femoral shaft plating technique
Clinical orthopaedics and related research 354:195–208 10. Shuangpeng D, wang C-t, JiBaoFen, Shu Z, JiaoYongZhe, lu4 Z, Chen C-s (2014) Parametric study on
the influence of plant material selection and pretightening force on humerus J Chinese Journal of
Bone and Joint Surgery 7:35–39 11. SL L, G T, DM W, SP D, CT W (2012) Finite element analysis in femoral fixation with medical 316L
stainless steel plate Beijing Biomedical Engineering 31:445–449 11. SL L, G T, DM W, SP D, CT W (2012) Finite element analysis in femoral fixation with medical 316L
stainless steel plate Beijing Biomedical Engineering 31:445–449 12. Stoffel K, Dieter U, Stachowiak G, Gächter A, Kuster MS (2003) Biomechanical testing of the LCP–
how can stability in locked internal fixators be controlled? Injury 34:B11-19 12. Stoffel K, Dieter U, Stachowiak G, Gächter A, Kuster MS (2003) Biomechanical testing of the LCP–
how can stability in locked internal fixators be controlled? Injury 34:B11-19 13. Weber M, Krause F (2005) Peroneal tendon lesions caused by antiglide plates used for fixation of
lateral malleolar fractures: the effect of plate and screw position J Foot ankle international 26:281–
285 14. Yang JC-S, Lin K-Y, Lin H-H, Lee OK (2021) Biomechanical evaluation of high tibial osteotomy plate
with internal support block using finite element analysis J Plos one 16:e0247412 14. Yang JC-S, Lin K-Y, Lin H-H, Lee OK (2021) Biomechanical evaluation of high tibial osteotomy plate
with internal support block using finite element analysis J Plos one 16:e0247412 Figures Page 11/15
Figure 1 Figure 1 Page 11/15 Figure 1 Page 11/15 (a) Finite element assembly of the fibula fracture model (Option A) in this work, (b) experimental
assembly (Knutsen et al. 2016). (a) Finite element assembly of the fibula fracture model (Option A) in this work, (b) experimental
assembly (Knutsen et al. 2016). (a) Finite element assembly of the fibula fracture model (Option A) in this work, (b) experimental
assembly (Knutsen et al. 2016). Figure 2
Schematic mechanical boundary conditions applied on the distal fibula fracture model (1) uni-axial
compression force F, (2) bending moment M, and (3) torsion T. Figure 2 Figure 2 Schematic mechanical boundary conditions applied on the distal fibula fracture model (1) uni-axial
compression force F, (2) bending moment M, and (3) torsion T. Page 12/15 Page 12/15 Figure 3
Structure stiffness comparison between the simulation in this study and experimental literature data
(Knutsen et al. 2016) Figure 3 Figure 3 Structure stiffness comparison between the simulation in this study and experimental literature data
(Knutsen et al. 2016) Page 13/15 Page 13/15 ure 4
k stress and displacement values of fibula and plate under different options. (a) peak stress for fi
ding, (b) peak displacement for fibula loading, (c) peak stress for plate loading, and (d) peak
placement for plate loading Figure 4 Peak stress and displacement values of fibula and plate under different options. (a) peak stress for fibula
loading, (b) peak displacement for fibula loading, (c) peak stress for plate loading, and (d) peak
displacement for plate loading Peak stress and displacement values of fibula and plate under different options. (a) peak stress for fibula
loading, (b) peak displacement for fibula loading, (c) peak stress for plate loading, and (d) peak
displacement for plate loading Page 14/15 Figure 5
Stress contours of the fibula. (a) under uni-pedal stance, (b) torque loading, and (c) bending moment
loading Figure 5 Stress contours of the fibula. (a) under uni-pedal stance, (b) torque loading, and (c) bending moment
loading Stress contours of the fibula. (a) under uni-pedal stance, (b) torque loading, and (c) bending moment
loading Page 15/15
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A novel molecular rotor facilitates detection of p53-DNA interactions using the Fluorescent Intercalator Displacement Assay
|
Scientific reports
| 2,018
|
cc-by
| 10,810
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A novel molecular rotor facilitates
detection of p53-DNA interactions
using the Fluorescent Intercalator
Displacement Assay
Walter L. Goh2, Min Yen Lee1, Ting Xiang Lim2, Joy S. Chua2, Sydney Brenner1,
Farid J. Ghadessy2 & Yin Nah Teo1 Received: 14 March 2018
Accepted: 13 August 2018
Published: xx xx xxxx Received: 14 March 2018
Accepted: 13 August 2018
Published: xx xx xxxx We have investigated the use of fluorescent molecular rotors as probes for detection of p53 binding
to DNA. These are a class of fluorophores that undergo twisted intramolecular charge transfer (TICT). They are non-fluorescent in a freely rotating conformation and experience a fluorescence increase
when restricted in the planar conformation. We hypothesized that intercalation of a molecular rotor
between DNA base pairs would result in a fluorescence turn-on signal. Upon displacement by a DNA
binding protein, measurable loss of signal would facilitate use of the molecular rotor in the fluorescent
intercalator displacement (FID) assay. A panel of probes was interrogated using the well-established p53
model system across various DNA response elements. A novel, readily synthesizable molecular rotor
incorporating an acridine orange DNA intercalating group (AO-R) outperformed other conventional
dyes in the FID assay. It enabled relative measurement of p53 sequence-specific DNA interactions and
study of the dominant-negative effects of cancer-associated p53 mutants. In a further application, AO-R
also proved useful for staining apoptotic cells in live zebrafish embryos. Interactions between proteins and DNA are essential cellular processes. Examples of DNA transacting pro-
teins include transcription factors, polymerases, telomerases as well as factors involved in DNA repair path-
ways. Compromised protein-DNA interactions can give rise to severe disease phenotypes, notably cancer1. There
exists therefore, a requirement for robust assays enabling fundamental understanding of molecular interactions,
high-throughput identification of compounds that restore correct DNA-binding in compromised cellular targets,
and assessment of DNA binding proteins in clinical diagnostics2. The p53 protein is a tumor suppressor crucial in
preventing cancer through the maintenance of cellular homeostasis and genomic integrity3. It senses intracellu-
lar disturbances, particularly those that promote tumorigenesis (radiation damage, hypoxia, glucose starvation,
oncogene activation), and functions to limit damage by augmenting sophisticated cellular responses that include
cell-cycle arrest, DNA repair, apoptosis and cellular senescence3. As a transcription factor, p53 recognizes and
binds cognate DNA elements to transcriptionally regulate a plethora of gene targets. Mutations in p53 have been
found in more than half of human cancers4 and typically result in the translation of full-length mutant proteins
defective in DNA binding.t g
Traditional methods for determining protein-DNA binding include the electrophoretic mobility shift assay
(EMSA)5 and DNA footprinting6. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports 1Molecular Engineering Lab, Biomedical Sciences Institutes, A*STAR, 61 Biopolis Drive, Singapore, 138673,
Singapore. 2p53 Laboratory, A*STAR, 8A Biomedical Grove, #06-06 Immunos, Singapore, 138648, Singapore.
Walter L. Goh and Min Yen Lee contributed equally. Correspondence and requests for materials should be addressed
to F.J.G. (email: fghadessy@p53Lab.a-star.edu.sg) or Y.N.T. (email: ynteo1@illumina.com) Received: 14 March 2018
Accepted: 13 August 2018
Published: xx xx xxxx www.nature.com/scientificreports/ undoubtedly facile, it requires defined labeling of each target DNA, potentially limiting its use in higher through-
put screening campaigns interrogating protein binding to larger DNA libraries.hli undoubtedly facile, it requires defined labeling of each target DNA, potentially limiting its use in higher through-
put screening campaigns interrogating protein binding to larger DNA libraries.hli p
g
p g
g
g p
g
g
The availability of a homogenous, low volume, non-radioactive assay with fluorescent readout will benefit
both academia and industry. The fluorescent intercalation displacement (FID) assay meets many of these cri-
teria in addition to being cost-effective, facile and robust. FID measures binding of ligands to DNA through
the displacement of a fluorogenic compound (e.g. ethidium bromide and thiazole orange) pre-bound to DNA,
resulting in a decrease in fluorescence intensity16. These features have led to development of high-throughput
applications in combination with cognate site identification (CSI-FID) in a microarray platform to examine
netropsin-DNA interaction17. Whilst the FID assay has been used to evaluate binding of numerous compounds,
there have only been few reports of its use with proteins17–21. Herein, we explore the utility of a novel class of
fluorescent compounds known as molecular rotors for detection of p53 binding to DNA in assays modeled after
the FID phenomenon.l p
Molecular rotors are a collective group of fluorescent compounds that possess the ability to undergo twisted
intramolecular charge transfer (TICT)22. They typically consist of three parts: an electron-donating unit, an
electron-accepting unit and a π-conjugated linking moiety which allows electron transfer to occur in the pla-
nar conformation. Upon irradiation, electrostatic forces result in the molecule adopting a twisted conformation
around the σ-bond in the linker region. This non-planar, twisted conformation has a lower excited state energy,
and is thus associated with either a red-shifted fluorescence emission or a non-radiative torsional relaxation path-
way, depending on the molecular structure of the rotor. The TICT properties of molecular rotors are highly sen-
sitive to their micro-environment. Hindrances in intramolecular rotation, through higher viscosity for instance,
prevent the non-radiative pathway and results in fluorescence restoration as the molecule adopts a planar configu-
ration. The inherent sensitivity of molecular rotors to the polarity and viscosity of their environment, allowing for
simultaneous fluorescence readouts, makes them highly attractive as fluorescent probes. The julolidine malononi-
triles have been used as viscosity sensor probes in lipid membranes23. Results
Ch
i Chemical design and fluorescent properties of molecular rotors. A panel of fluorescent compounds
was synthesized and characterized against commonly used fluorescent dyes. 9-(2-carboxy-2-cyano)vinyl-juloli-
dine (CCVJ, Jul-R, Fig. 1) is a previously described molecular rotor which displayed strong TICT in detecting
protein-protein interaction31. In addition, two new molecular rotors were designed to incorporate a DNA inter-
calating unit as the electron donor moiety in place of the non-planar tertiary amine of the julolidine motif. The
two units chosen, pyrene (Py-R) and acridine orange (AO-R), have flat aromatic structures likely to facilitate
intercalation into the DNA helix (Fig. 1, Scheme 1). Utility of these rotors was compared against common probes
used in FID assays, ethidium bromide (EtBr) and thiazole orange (TO-C), as well as commercial acridine orange
(AO-C). Thiazole orange was also further modified to include a primary amine handle (TO) that TO-C lacks. Furthermore, we studied the use of two minor groove binders with the carbazole motif (Carb-2 and Carb-3) for
use in FID (Fig. 1).hli g
The fluorescence intensity of each compound was first examined in solutions with varying viscosities. An
increase in viscosity impedes rotation around the bond connecting the two pi-systems, leading to higher struc-
tural rigidity and a consequent increase in the fluorescence signal. The extent of fluorescence signal increase
relative to the increase in viscosity is an indication of its sensitivity as a molecular sensor. Experiments were per-
formed using ethylene glycol in glycerol where the amount of glycerol was adjusted to vary viscosity. All the rotors
synthesized showed an increase in fluorescence upon viscosity increase (Supplementary Fig. 1), demonstrating
rotor functionality. Optimal excitation and emission wavelengths recorded were used for further experiments
(Table 1). Characterization of DNA-dependent fluorescence turn-on. Increasing concentrations of 30-bp
double-stranded oligonucleotides were next added to each compound and induced fluorescence upon DNA
binding measured. All synthesized compounds showed variable increases in fluorescence signal in the presence
of DNA (Fig. 2). Compounds TO and TO-C showed very similar fluorescence profiles. Notably, AO-R was dis-
tinctly more sensitive to DNA-dependent fluorescence turn-on than AO-C, displaying similar levels of signal
enhancement when in the presence of 50-fold less DNA (Fig. 2C). AO-R also showed lower background signal
and displayed a stronger turn-on signal over AO-C (82% and 52%, respectively, in 5 μM DNA). www.nature.com/scientificreports/ Other motifs such as thiophene-containing
rotors have also been developed as viscosity sensors24. Besides fluorescence emission, the fluorescence lifespan of
benzylidene malononitriles have also been used as a quantitative parameter for ratiometric measurements of vis-
cosity in live cells25,26. Furthermore, acridizinium molecular rotors have been shown to be sensitive to DNA bind-
ing through intercalation27,28. Upon intercalating to DNA, the intramolecular rotation of the molecule around the
N-phenyl bond is restricted, leading to an increase in fluorescence signal. N-(halogenphenyl)-9-acridizinium ions
in the presence of an anionic surfactant are also capable of binding to albumin proteins, giving a 20-fold increase
in fluorescence29,30. To date, molecular rotors have demonstrated great value as fluorescent probes, granting quan-
titative readouts upon viscosity changes as well as molecular interactions within biological systems. An earlier
study by our group showed that specific interactions between proteins, as well as their antagonism, can be probed
by molecular rotors31. Here, we report the design of several novel fluorogenic compounds, and explore their util-
ity in FID assays through assessment of their DNA-binding fluorogenic properties. In particular, a new molecular
rotor incorporating an acridine orange DNA intercalating group (AO-R) displayed superior performance over
conventional dyes in the FID assay, allowing sensitive measurement of p53 sequence-specific DNA interaction. A novel molecular rotor facilitates
detection of p53-DNA interactions
using the Fluorescent Intercalator
Displacement Assay
Walter L. Goh2, Min Yen Lee1, Ting Xiang Lim2, Joy S. Chua2, Sydney Brenner1,
Farid J. Ghadessy2 & Yin Nah Teo1 These methods are technically demanding, have limited sensitivity and
throughput, and often require the use of radioisotopes. A safer, more facile alternative has been developed based
on the ELISA format7, and more recent variations include using flow analysis on fluorescently-labelled micro-
spheres8, and bead-based microscopy imaging9. Other techniques involving surface plasmon resonance (SPR)10,
protein induced fluorescence enhancement (PIFE)11, and quantitative-PCR12 are powerful but require expensive
instrumentation or synthetic labels, and may not be suited for high-throughput applications. Fluorescence ani-
sotropy measurement is a widely adopted method for fast, accurate analysis of DNA-protein binding13–15. Whilst 1Molecular Engineering Lab, Biomedical Sciences Institutes, A*STAR, 61 Biopolis Drive, Singapore, 138673,
Singapore. 2p53 Laboratory, A*STAR, 8A Biomedical Grove, #06-06 Immunos, Singapore, 138648, Singapore. Walter L. Goh and Min Yen Lee contributed equally. Correspondence and requests for materials should be addressed
to F.J.G. (email: fghadessy@p53Lab.a-star.edu.sg) or Y.N.T. (email: ynteo1@illumina.com) ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 1 www.nature.com/scientificreports/ Results
Ch
i Compounds TO,
TO-C, and AO-R showed fluorescence gains at the lowest concentration of duplex DNA tested (10 nM), equiva-
lent to that observed for the commonly used FID dye ethidium bromide (Fig. 2G). Both minor groove binders,
Carb-2 and Carb-3, displayed a gradual but consistent turn-on activity that appeared to saturate in the presence of ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 2 www.nature.com/scientificreports/ Compound ID
Compound
Excitation
wavelength (nm)
Emission
wavelength (nm)
I
Jul-R
433
506
II
Py-R
342, 376
527
III
AO-R
480
526
IV
TO
510
552
V
Carb-2
458
572
VI
Carb-3
456
582 Table 1. Excitation and emission properties of compounds tested. Table 1. Excitation and emission properties of compounds tested. Table 1. Excitation and emission properties of compounds tested. a relatively lower concentration of duplex DNA (100nM), possibly indicating stronger binding but comparativ
Figure 1. Chemical structures of the molecular rotors used. Shown below are synthetic routes for compound
II, III and IV. Figure 1. Chemical structures of the molecular rotors used. Shown below are synthetic routes for compounds
II, III and IV. Figure 1. Chemical structures of the molecular rotors used. Shown below are synthetic routes for compounds
II, III and IV. a relatively lower concentration of duplex DNA (100 nM), possibly indicating stronger binding but comparatively
weaker signal activation (Fig. 2E and F). For Jul-R (Fig. 2A) and Py-R (Fig. 2B, Supplementary Fig. 2), notable
fluorescence was only apparent at the highest concentration of duplex DNA used (5 µM) (Fig. 2A,B). This may be
attributed to topological exclusion arising from the non-planar Jul-R and bulky Py-R, rotor units. The two com-
pounds were deemed unsuitable and excluded from further experiments.hi a relatively lower concentration of duplex DNA (100 nM), possibly indicating stronger binding but comparatively
weaker signal activation (Fig. 2E and F). For Jul-R (Fig. 2A) and Py-R (Fig. 2B, Supplementary Fig. 2), notable
fluorescence was only apparent at the highest concentration of duplex DNA used (5 µM) (Fig. 2A,B). This may be
attributed to topological exclusion arising from the non-planar Jul-R and bulky Py-R, rotor units. The two com-
pounds were deemed unsuitable and excluded from further experiments.hi p
p
The turn-on signal of each dye was next examined in a reverse configuration by increasing dye concentra-
tions against a fixed amount of DNA (Fig. 2H). Results
Ch
i DNA-dependent fluorescence enhancement was determined ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 3 entificreports/
Figure 2. Fluorescence response of molecular rotors in the presence of DNA. (A–G) Fluorescence signal of
rotor molecules at a fixed concentration (100 nM) titrated against increasing concentrations of double-stranded
DNA fragments. Black-bar insets show fluorescence signal at maximum measurement configuration and
highest DNA concentration. Hashed-lines depict levels of dye-only background fluorescence. (H) Levels of
turn-on fluorescence from increasing concentrations of each compound in the presence of a fixed concentration
of DNA (200 nM). All data shows mean ± S.D. of 3 individual experiments. For Py-R with dual excitation
wavelengths, results for 376 nM wavelength shown. Similar results were observed upon excitation at 342 nM
(Supplementary Fig. 2). www.nature.com/scientificreports/ Figure 2. Fluorescence response of molecular rotors in the presence of DNA. (A–G) Fluorescence signal of Figure 2. Fluorescence response of molecular rotors in the presence of DNA. (A–G) Fluorescence signal of
rotor molecules at a fixed concentration (100 nM) titrated against increasing concentrations of double-stranded
DNA fragments. Black-bar insets show fluorescence signal at maximum measurement configuration and
highest DNA concentration. Hashed-lines depict levels of dye-only background fluorescence. (H) Levels of
turn-on fluorescence from increasing concentrations of each compound in the presence of a fixed concentration
of DNA (200 nM). All data shows mean ± S.D. of 3 individual experiments. For Py-R with dual excitation
wavelengths, results for 376 nM wavelength shown. Similar results were observed upon excitation at 342 nM
(Supplementary Fig. 2). by subtracting dye-only background from total signal in the presence of 200 nM duplex DNA (Supplementary
Fig. 3). The EtBr control displayed strong gain, approaching saturation at ~40-fold molar excess over duplex
DNA molecules, closely correlating to the expected occupancy of a strong binding intercalator. Both carbazole
compounds displayed stronger DNA-induced signal gain than previously observed, which increased with increas-
ing compound concentrations (Supplementary Fig. 3), suggesting optimal activity when present at ~10–15-fold
molar excess over DNA molecules. AO-R displayed markedly brighter turn-on signal from DNA binding com-
pared to all dyes, most notably its parental compound, AO-C. In addition, it showed no decline in signal gain at
the highest concentration tested, unlike AO-C which displayed diminishing turn-on activity above 3.2 µM dye
(16-fold molar excess over duplex DNA molecules). This suggests that fluorescence activation from AO-R is
largely DNA-dependent with lesser background signal. Results
Ch
i Color
spectrum depicts absolute amount of fluorescence gained for each dye in the presence of DNA (color scale
bar: violet = self-referenced dye-only signal, red = highest observed Δa.u. across all dyes, set at 10 000 a.u.). Each row depicts fluorescence signals from individual compounds with lower limit (violet) benchmarked to
respective “dye only” background signals. The p53 tumor suppressor acts as a transcription regulator in cells and mediates gene expression by binding
DNA response elements (DNA-RE) carrying the canonical sequence RRRC(A/T) (T/A)GYYY (where R = purine
and Y = pyrimidine). Each p53 dimer makes contact with a decamer half-site to form a DNA-tetramer com-
plex32,33. Binding of two p53 tetramers to one DNA-RE has also been observed34. Further understanding of p53
biochemistry has revealed a high level of degeneracy in DNA recognition35, likely evolved from requirements
in functional plasticity under varying cellular conditions. In addition to the several hundreds of experimentally
verified p53 response elements, thousands more putative sites have been identified in whole genome studies36–38. As such, an ideal FID probe for studying highly promiscuous DNA-binding proteins like p53 should possess a
strong turn-on signal to afford discernment in DNA selectivity, and also bind DNA with minimal sequence bias
to give similar fluorescence baselines across diverse sequences.l gl
q
To assess the correlation between DNA sequence and fluorescence intensity, the compounds were tested
against a panel of unique DNA sequences comprised of a non-binding scrambled DNA control (Scram) and
p53-REs of varying affinities (Supplementary Table 1). A dye concentration of 15-fold molar excess over duplex
DNA was used for the purpose of comparative assessment, as it gave the best signal-to-noise ratio for all dyes
while being below concentrations that could contribute to aberrant signal readouts observed earlier for certain
compounds (Fig. 2H). DNA-induced signals were contrasted across all dyes using a colored heat map to repre-
sent fluorescence gain. An ideal rotor would show both a high fluorescence turn-on signal (warm colors in the
presence of DNA) and a uniform fluorescence response across different REs. Carbazole compounds displayed the
highest degree of signal disparity across DNA sequences. As before, Carb-2 appeared brighter than Carb-3 when
DNA-bound, and additionally possessed the potential to be “hyper”-activated in the presence of particular DNA
sequences (pDINP1 and IGF-BP3), to which both compounds appear to have an affinity towards (Fig. 3). Results
Ch
i Auto-fluorescence was also observed for TO-C, Carb-2
and Carb-3 when used at higher concentrations (Supplementary Fig. 3). In most cases, the phenomenon of back-
ground (dye only) signal eclipsing DNA-induced fluorescence was observed, and became increasingly obvious at
higher dye concentrations, likely due to off-target interaction or auto-fluorescence from poor solubility. by subtracting dye-only background from total signal in the presence of 200 nM duplex DNA (Supplementary
Fig. 3). The EtBr control displayed strong gain, approaching saturation at ~40-fold molar excess over duplex
DNA molecules, closely correlating to the expected occupancy of a strong binding intercalator. Both carbazole
compounds displayed stronger DNA-induced signal gain than previously observed, which increased with increas-
ing compound concentrations (Supplementary Fig. 3), suggesting optimal activity when present at ~10–15-fold
molar excess over DNA molecules. AO-R displayed markedly brighter turn-on signal from DNA binding com-
pared to all dyes, most notably its parental compound, AO-C. In addition, it showed no decline in signal gain at
the highest concentration tested, unlike AO-C which displayed diminishing turn-on activity above 3.2 µM dye
(16-fold molar excess over duplex DNA molecules). This suggests that fluorescence activation from AO-R is
largely DNA-dependent with lesser background signal. Auto-fluorescence was also observed for TO-C, Carb-2
and Carb-3 when used at higher concentrations (Supplementary Fig. 3). In most cases, the phenomenon of back-
ground (dye only) signal eclipsing DNA-induced fluorescence was observed, and became increasingly obvious at
higher dye concentrations, likely due to off-target interaction or auto-fluorescence from poor solubility. ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 4 www.nature.com/scientificreports/ l Figure 3. Signal intensity heat map of DNA-induced and sequence-dependent fluorescence intensity across
rotor compounds. Color representative heat map showing rotor-specific fluorescence response to a panel
of DNA oligonucleotide sequences containing p53 response elements and control sequence (scram). Color
spectrum depicts absolute amount of fluorescence gained for each dye in the presence of DNA (color scale
bar: violet = self-referenced dye-only signal, red = highest observed Δa.u. across all dyes, set at 10 000 a.u.). Each row depicts fluorescence signals from individual compounds with lower limit (violet) benchmarked to
respective “dye only” background signals. Figure 3. Signal intensity heat map of DNA-induced and sequence-dependent fluorescence intensity across
rotor compounds. Color representative heat map showing rotor-specific fluorescence response to a panel
of DNA oligonucleotide sequences containing p53 response elements and control sequence (scram). Results
Ch
i Both
arms of Carb-2 rotor could simultaneously bind within minor grooves of DNA, leading to a brighter response
over the 3-arm carbazole, which can still experience significant TICT through a sterically excluded unbound third
arm. In contrast, EtBr, TO and TO-C showed more uniform fluorescence across diverse DNA sequences, but only
a moderate turn-on fluorescence compared to AO-R, which displayed the highest degree of fluorescence activa-
tion and was also sequence-agnostic, especially when contrasted against its commercial variant, AO-C (Fig. 3). Molecular rotors as probes for protein-DNA interactions. We next investigated the suitability of each
compound in an FID assay to measure p53-DNA binding. Purified wildtype p53 protein (p53-WT) was added
to specific DNA-REs pre-incubated with rotor compounds. A p53 non-binding sequence (scram) was included
as control DNA for non-specific fluorescence attenuation, and together with selected REs known either to bind ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 5 www.nature.com/scientificreports/ Figure 4. Fluorescent intercalator displacement assay with rotor compounds. Percentage change in
fluorescence intensity when purified wildtype-p53 protein is added to mixtures containing rotor pre-complexed
with different DNA fragments. Black-hash line depicts 100% reference value (rotor and DNA only), below
which shows a displacement event. Grey-hash line shows percentage-change in signal for scrambled-DNA
sequence. Data shows mean ± S.D. for 2 biological replicates. Figure 4. Fluorescent intercalator displacement assay with rotor compounds. Percentage change in
fluorescence intensity when purified wildtype-p53 protein is added to mixtures containing rotor pre-complexed
with different DNA fragments. Black-hash line depicts 100% reference value (rotor and DNA only), below
which shows a displacement event. Grey-hash line shows percentage-change in signal for scrambled-DNA
sequence. Data shows mean ± S.D. for 2 biological replicates. p53 moderately (Bax, pDINP1) or tightly (conA, p21, RGC), formed the representative panel of DNA response
elements. The resultant signal, expressed as a percentage of the reference signal (rotors in the presence of DNA),
gives an indication of p53-dependent changes in fluorescence. A displacement event occurs when fluorescence
falls below the reference signal in the presence of p53 (black-hashed line, Fig. 4), suggesting liberation of the bulky
rotor unit from the intercalating site due to p53-DNA binding, while the scram signal gives a further indication
of sequence-specificity. q
pi
y
Compounds AO-C and TO-C displayed sequence-nonspecific decreases in fluorescence whilst TO and
Carb-2 showed signal increase (Fig. 4), as seen in the respective signal changes of scram control in the presence
of p53. Results
Ch
i The indiscriminate behavior of these dyes could arise from off-target interaction between dye and p53
molecules, the inability of p53 to recognize or approach DNA motifs due to steric distortions on DNA molecules
caused by rotor interaction, or from the sequence-biased turn-on activity discussed earlier. Such factors may be
further compounded by solubility issues in aqueous buffers, as noted earlier for several compounds when present
at higher concentrations (Fig. 2H) and in thiazole orange compounds (Supplementary Figs 3 and 4). Fluorescence
intensity from DNA-RE complexed with Etbr, AO-R and Carb-3 fell below signals from both reference value and
scrambled-DNA in the presence of p53-WT, suggesting sequence-specific DNA recognition and displacement
by p53. Notably, the pattern of RE-binding across the panel was identical between AO-R and EtBr, and similar in
Carb-3 (with the exception of pDINP1 and p21, likely associated to the preferential binding observed earlier in
Fig. 3) (Fig. 4). Critically, the magnitude of displacement for each RE also correlated with their respective binding
affinities towards p53 (Supplementary Table 1), in the order Con-A < p21, RGC < Bax, pDINP1< scram. AO-R,
however, provided the best resolution between response elements, showing almost no displacement activity on
the scrambled-DNA control sequence (Fig. 4), hence affording a high level of binding discernment. q
gf
g
g
g
Direct fluorescence titration of AO-R and AO-C against p21 RE yielded Kds per bp of 4.8 ± 0.8 and
12.5 ± 1.0 μM respectively (Supplementary Fig. 5). The determined Kd for AO-C is comparable with the ~36 μM
value obtained using spectroscopic and isothermal calorimetry methods39. Furthermore, the Kd of AO-R is highly
comparable to the range of values reported for the common FID dyes ethidium bromide and thiazole orange
(1.1–15 and 0.3–20 μM respectively)16,39,40. In-vitro applications of AO-R molecular rotor for studying p53-DNA binding. Rotor AO-R was
selected for further characterization due to its favorable FID properties. The p21 and RGC sequence motifs repre-
sent two of the most well-characterized and physiologically relevant p53-binding DNA elements that govern cell
fate41,42. FID experiments using compound AO-R showed a p53 concentration-dependent binding to both p21
and RGC response elements, but not scrambled DNA control (Fig. 5a). Additionally, DNA-binding was markedly ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 6 www.nature.com/scientificreports/ Figure 5. Acridine orange rotor (AO-R) as a fluorescence probe for sequence-specific p53-DNA binding. Results
Ch
i (a)
FID assay using purified wildtype p53 protein at indicated concentrations on response elements RGC, p21, and
scrambled control DNA (black bars) pre-complexed with AO-R. Data normalized to scram control showing
FID effects through sequence-specific DNA binding. (b) FID assay using either wildtype p53, p53 G245S
mutant or p53 R2733H mutant (10 µM) on DNA response elements pre-mixed with AO-R. (c) FID assay using
AO-R to examine dominant effects of mutant p53 proteins, which were first prepared to contain different
proportions of wildtype and mutant p53 molecules (10 µM final). Left: FID response of AO-R pre-complexed
RGC-RE exposed to p53 mixtures containing wildtype and G245S mutant proteins. Right: FID response of
AO-R pre-complexed p21-RE exposed to p53 mixtures containing wildtype and R273H mutant proteins. Black
bar on right shows RE-AO-R complex reference signal at 100% (black hash line). All data shows mean ± S.D. of
3 individual FID experiments. Figure 5. Acridine orange rotor (AO-R) as a fluorescence probe for sequence-specific p53-DNA binding. (a)
FID assay using purified wildtype p53 protein at indicated concentrations on response elements RGC, p21, and
scrambled control DNA (black bars) pre-complexed with AO-R. Data normalized to scram control showing
FID effects through sequence-specific DNA binding. (b) FID assay using either wildtype p53, p53 G245S
mutant or p53 R2733H mutant (10 µM) on DNA response elements pre-mixed with AO-R. (c) FID assay using
AO-R to examine dominant effects of mutant p53 proteins, which were first prepared to contain different
proportions of wildtype and mutant p53 molecules (10 µM final). Left: FID response of AO-R pre-complexed
RGC-RE exposed to p53 mixtures containing wildtype and G245S mutant proteins. Right: FID response of
AO-R pre-complexed p21-RE exposed to p53 mixtures containing wildtype and R273H mutant proteins. Black
bar on right shows RE-AO-R complex reference signal at 100% (black hash line). All data shows mean ± S.D. of
3 individual FID experiments. Figure 5. Acridine orange rotor (AO-R) as a fluorescence probe for sequence-specific p53-DNA binding. (a)
FID
i
p
ifi d
ildt p p53 p
t i
t i di
t d
t ti
p
l
t RGC p21
d Figure 5. Acridine orange rotor (AO-R) as a fluorescence probe for sequence-specific p53-DNA binding. (a)
FID assay using purified wildtype p53 protein at indicated concentrations on response elements RGC, p21, and
scrambled control DNA (black bars) pre-complexed with AO-R. Results
Ch
i Data normalized to scram control showing
FID effects through sequence-specific DNA binding. (b) FID assay using either wildtype p53, p53 G245S
mutant or p53 R2733H mutant (10 µM) on DNA response elements pre-mixed with AO-R. (c) FID assay using
AO-R to examine dominant effects of mutant p53 proteins, which were first prepared to contain different
proportions of wildtype and mutant p53 molecules (10 µM final). Left: FID response of AO-R pre-complexed
RGC-RE exposed to p53 mixtures containing wildtype and G245S mutant proteins. Right: FID response of
AO-R pre-complexed p21-RE exposed to p53 mixtures containing wildtype and R273H mutant proteins. Black
bar on right shows RE-AO-R complex reference signal at 100% (black hash line). All data shows mean ± S.D. of
3 individual FID experiments. reduced when two cancer-associated inactive p53 mutants (R273H or G245S mutation)43 were assayed (Fig. 5b). p53 binds DNA as a homotetramer with momomeric subunits associating through the tetramerization domain. Cells heterozygous (p53mutant/+) for the mutant allele (germline or somatic mutated) are predisposed to cellular
transformation due in part to diminished p53 activity from dominant-negative effects exerted through the for-
mation of mutant-wildtype hetero-tetramers44. The often ensuing loss-of-heterozygosity (LOH) in the remaining
functional wildtype allele during cancer development, frequently recapitulated in animal studies45,46, alludes to
pro-survival advantages provided by p53 mutants. In addition, p53mutant/+ cancers exhibit unique tumor spec-
tra that are allele-specific and metastasize more frequently47,48, strongly suggesting mutant-dependent dominant
gain-of-functions when in the presence of wildtype p53. We investigated mutant and gene-specific dominant
effects by studying changes in canonical DNA binding using mutant and wildtype p53 protein mixtures. The
p53-G245S mutant protein displayed a strong dominant-negative effect on wildtype p53′s ability to bind the RGC
response element (Fig. 5c), where a notable reduction in DNA binding activity was observed in the presence
of low mutant concentrations (20% mutant), and completely ablated with 80% mutant protein. Contrastingly,
wildtype p53 binding of p21-RE was more recalcitrant to the dominant negative effects of p53-R273H mutant, as
binding remained unchanged even in the presence of 40% mutant protein, and was retained considerably even at
the highest proportion of mutant protein tested (Fig. 5c). reduced when two cancer-associated inactive p53 mutants (R273H or G245S mutation)43 were assayed (Fig. 5b). p53 binds DNA as a homotetramer with momomeric subunits associating through the tetramerization domain. Results
Ch
i Cells heterozygous (p53mutant/+) for the mutant allele (germline or somatic mutated) are predisposed to cellular
transformation due in part to diminished p53 activity from dominant-negative effects exerted through the for-
mation of mutant-wildtype hetero-tetramers44. The often ensuing loss-of-heterozygosity (LOH) in the remaining
functional wildtype allele during cancer development, frequently recapitulated in animal studies45,46, alludes to
pro-survival advantages provided by p53 mutants. In addition, p53mutant/+ cancers exhibit unique tumor spec-
tra that are allele-specific and metastasize more frequently47,48, strongly suggesting mutant-dependent dominant
gain-of-functions when in the presence of wildtype p53. We investigated mutant and gene-specific dominant
effects by studying changes in canonical DNA binding using mutant and wildtype p53 protein mixtures. The
p53-G245S mutant protein displayed a strong dominant-negative effect on wildtype p53′s ability to bind the RGC
response element (Fig. 5c), where a notable reduction in DNA binding activity was observed in the presence
of low mutant concentrations (20% mutant), and completely ablated with 80% mutant protein. Contrastingly,
wildtype p53 binding of p21-RE was more recalcitrant to the dominant negative effects of p53-R273H mutant, as
binding remained unchanged even in the presence of 40% mutant protein, and was retained considerably even at
the highest proportion of mutant protein tested (Fig. 5c). Use of AO-R molecular rotor for studying apoptosis in live organisms. Acridine orange is widely
used as a highly selective dye in live embryos of zebrafish (danio rerio)49 and drosophila melanogaster50, where it
strongly labels both the cytoplasm and nucleus of apoptotic cells. This phenomenon, which isn’t observed in live ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 7 www.nature.com/scientificreports/ Figure 6. In-vivo staining of live zebrafish embryos using compound AO-R. (a) Live imaging of either wildtype
(top panels), or Mdm−/− (bottom panels) 1 day post fertilization zebrafish embryos stained using either AO-C
(left panels) or AO-R (right panels) dyes. Scale bars measure 1 mm. (b) Fluorescence intensity of individually
measured whole, wildtype or Mdm2 knock-out, zebrafish embryos stained with either AO-C or AO-R dyes. (N = 22; *P < 0.0001, unpaired, two-tailed student t test). Figure 6. In-vivo staining of live zebrafish embryos using compound AO-R. (a) Live imaging of either wildtype
(top panels), or Mdm−/− (bottom panels) 1 day post fertilization zebrafish embryos stained using either AO-C
(left panels) or AO-R (right panels) dyes. Scale bars measure 1 mm. Results
Ch
i (b) Fluorescence intensity of individually
measured whole, wildtype or Mdm2 knock-out, zebrafish embryos stained with either AO-C or AO-R dyes. (N = 22; *P < 0.0001, unpaired, two-tailed student t test). or necrotic cells, is attributed to specific apoptosis-related cellular changes that promote nucleic acid intercalation
and staining of condensed apoptotic nuclei51,52. Cellular levels of pro-apoptotic p53 are stringently controlled by
the E3 ligase Mdm2, deletion of which results in an embryonic lethal phenotype53. We therefore compared the
fluorescence intensity of AO-C and AO-R on either wildtype or Mdm2−/− zebrafish embryos (generated through
incrossing of Mdm2+/− fish), previously reported to stain strongly with acridine orange due to the large number
of apoptotic cells that are otherwise absent in wildtype fish54. The results, similar to the response seen with DNA
intercalation, showed considerably lower levels of background (wildtype embryos) with comparable levels of
fluorescence activation (mutant embryos) when using AO-R over AO-C (Fig. 6a). Fluorescence signal of the
embryos individually quantified showed ~3-fold reduction in background signal and a 32% increase in turn-on
fluorescence (2.5-fold compared to 1.9-fold) for AO-R compared to AO-C. Further experiments are required to
understand the improved performance of AO-R in this assay, in particular the signal contribution arising from
DNA-binding. Discussion We tested Jul-R, 2 new fluorescent molecular rotors and 3 minor groove binders that possess an intercalating
electron-donor moiety in their ability to detect DNA and p53-DNA interactions. The rotors displayed an expected
enhancement in fluorescence intensity both in an environment of increasing viscosity, and in the presence of
double-stranded DNA. The titration of increasing compound concentration measuring DNA-induced turn-on
fluorescence showed that the synthesized rotors were comparable or brighter than several commercial dyes. A
screen of the compounds against a panel of DNA response elements suggest that several displayed preferential
activities in response to certain DNA sequences, rendering them less suitable for FID assays on proteins with the
propensity to target extensive arrays of DNA motifs and sequences (eg. master transcription regulators like p53),
but possibly useful for other downstream applications involving decorating or targeting specific DNA motifs. Compounds EtBr, AO-R, and to a lesser extent, Carb-3, were more suitable for the FID assay, and displayed rela-
tive p53-dependent displacement activity consistent with published p53-RE binding affinities. The DNA binding
affinity of AO-R was also comparable to ethidium bromide and thiazole orange, the most commonly used FID
dyes. Along with its relatively lower sequence discrimination, AO-R may find use in screening campaigns inter-
rogating large numbers of variant DNAs. Furthermore, in certain cases the spectral properties of AO-R (Table 1)
may be more compatible with assay development, for example when potentially auto-fluorescent small molecules
are being evaluated for modulation of p53 activity (e.g. reactivation of non DNA-binding mutant p53). ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 8 www.nature.com/scientificreports/ Modifications of the molecular structure have been carried out to tune the electronic properties of the molec-
ular rotors. Previous studies have shown that replacement of the amino electron donor group with a weaker elec-
tron donor results in a blue shift in both the excitation and emission maxima22. The longer the conjugation length
of the linker moiety, the longer the emission wavelength and the larger the Stokes shift. In addition, replacement
of the nitrile electron acceptor moiety with methyl ester or phenyl sulfonyl results in an increase in the emission
signals due to the stabilization of the excited state brought about by the change in dipole moment. Molecular
rotors based on the aminobenzylidene–cyanoacetamide moiety have also been directly incorporated into DNA
using modified nucleosides, with subsequent protein binding resulting in fluorescence turn-on55. Materials and Methods Molecular rotor synthesis. Syntheses of Compounds I, V and VI were carried out as previously
reported31,58. Molecular rotor synthesis. Syntheses of Compounds I, V and VI were carried out as previously
reported31,58. Preparation of Py-R (II). Pyrenecarboxaldehyde and cyanoacetic acid was weighed into a 25 mL
round-bottom flask flushed with argon. Triethylamine was then added to the reaction mixture after solvating in
anhydrous THF. The reaction mixture was then heated to 55 °C overnight, then evaporated to dryness and puri-
fied via column chromatography to yield pale orange solids. i
g p y
y
p
g
1H NMR (DMSO, 400 MHz) δ8.14 (t, J = 7.6 Hz, 1H), 8.23 (d, 1H, J = 8.9 Hz), 8.30 (d, 1H, J = 8.7 Hz), 8.34 (d,
1H, J = 7.5 Hz), 8.39 (m, 3H), 8.57 (d, 1H, J = 8.1 Hz), 9.00 (s, 1H). 13C NMR (100 MHz, DMSO) δ 162.8, 145.8,
132.2, 130.7, 130.1, 129.1, 128.8, 127.9, 127.1, 126.7, 126.3, 126.1, 125.8, 124.9, 123.8, 123.6, 122.6, 120.4, 118.9. Preparation of AO-R (III). Acridine Orange aldehyde (0.12 g, 0.42 mmol, 1 eq.) and cyanoacetic acid
(0.053 g, 0.63 mmol, 1.5 eq.) was weighed into a 25 mL round-bottom flask flushed with argon. Triethylamine
(0.29 mL, 2.09 mmol) was then added to the reaction mixture after solvating in anhydrous DMF. The reaction
mixture was heated to 55 °C overnight, then evaporated to dryness and purified via column chromatography to
yield orange solids (1.69 mg, 1%). y
g
(
g
)
1H NMR (CDCl3, 400 MHz) δ 1.26 (s, 3H), 3.05 (s, 3H), 3.24 (s, 6H), 7.06 (dd, 1H, J = 2.4, 9.3 Hz), 7.31 (s, 1H),
7.47 (s, 1H), 7.60 (d, 1H, J = 9.0 Hz), 7.69 (d, 1H, J = 9.4 Hz), 8.36 (s, 1H). 13C NMR (100 MHz, CDCl3) δ 154.8,
154.6, 143.7, 142.8, 141.5, 130.4, 130.3, 117.8, 117.2, 115.2, 95.4, 93.8, 40.6, 30.4, 29.9. y
g
g
1H NMR (CDCl3, 400 MHz) δ 1.26 (s, 3H), 3.05 (s, 3H), 3.24 (s, 6H), 7.06 (dd, 1H, J = 2.4, 9.3 Hz), 7.31 (s, 1H),
7.47 (s, 1H), 7.60 (d, 1H, J = 9.0 Hz), 7.69 (d, 1H, J = 9.4 Hz), 8.36 (s, 1H). 13C NMR (100 MHz, CDCl3) δ 154.8,
154.6, 143.7, 142.8, 141.5, 130.4, 130.3, 117.8, 117.2, 115.2, 95.4, 93.8, 40.6, 30.4, 29.9. Preparation of 3-methyl-2-(methylthio)benzo[d]thiazol-3-ium 4-methylbenzenesulfonate
(12). Discussion In our study,
AO-R gave the largest signal increase upon DNA binding and provided a high level of sensitivity and precision
to p53-DNA interaction in a sequence-dependent manner. The difference between AO-R and commercial acri-
dine orange is the addition of a (2-carboxy-2-cyano) vinyl moiety in AO-R. This endows the molecule its twisted
intercalating charge transfer properties. The AO-R rotor also has a lower background than commercial acridine
orange because of an additional non-radiative relaxation pathway when in free solution. Excited state energy
can be dissipated through twisted intramolecular charge transfer via the rotation of this vinyl bond. This also
contributes to its increased sensitivity to binding interactions and greater increase in fluorescence compared to
acridine orange. g
AO-R enabled discrimination between wild type and mutant p53 DNA binding in the facile and homogenous
FID assay. The assay measured gradated inhibition of wt-p53 in the presence of increasing amounts of two com-
mon mutant p53 variants, suggesting utility in small-molecule mutant p53 reactivation studies/screening cam-
paigns, where a reciprocal phenotype is expected. The assay will be useful for higher throughput combinatorial
sampling of the dominant-negative activity of cancer-associated p53 mutants across diverse panels of response
elements, and to investigate how interactions of wild-type/mutant p53 with other p53 family members (p63 and
p73)56 impacts DNA binding. Furthermore, it may fuel identification of novel therapeutically relevant genes or
protein targets, especially when used in combination with fluorescence correlation spectroscopy (FCS) that allows
simultaneous inspection of p53 oligomerization and DNA-binding kinetics57. p
p
g
g
Further studies to both delineate the precise binding mode(s) of AO-R with DNA and assess its applicability
to other DNA binding proteins are required to fully benchmark this new probe against the robust and commonly
used FID dyes EtBr and thiazole orange. Materials and Methods 2-methylthiobenzothiazole (5.00 g, 27.62 mmol, 1 eq.) was weighed into a 25 mL round bottom flask
under argon. Methyl p-toluenesulfonate (4.58 mL, 30.39 mmol, 1.1 eq.) was then added and the reaction mixture
was allowed to stir at 130 °C for 1 hour. Acetone was then added after cooling to 70 °C until white precipitate
appeared. The mixture was then refluxed for another 30 minutes before cooling to room temperature. Precipitate
was collected by filtration and dried to yield pale yellow solids (10.02 g, 99%). yi
y
p
y
(
g
)
1H NMR (CH3OD, 400 MHz) δ 2.35 (s, 3H), 3.12 (s, 3H), 4.15 (s, 3H), 7.19 (d, 2H, J = 4.0 Hz), 7.67 (d, 2H,
J = 8.0 Hz), 7.73 (t, 1H, J = 8.0 Hz), 7.85 (t, 1H, J = 8.0 Hz), 8.07 (d, 1H, J = 8.0 Hz), 8.22 (d, 1H, J = 8.0 Hz). 13C
NMR (CH3OD, 100 MHz) δ 183.3, 144.2, 143.7, 141.6, 130.8, 130.0, 129.8, 128.6, 127.0, 124.7, 116.5, 36.9, 21.3,
18.5. Preparation of 1-(3-aminopropyl)-4-methylquinolin-1-ium bromide (13). 3-bromopropylamine
hydrobromide (6.06 g, 27.68 mmol, 1.46 eq.) was weighed into an argon-flushed 25 mL round-bottom flask. Ethanol (5 mL) was then added to dissolve. Upon addition of Lepidine (2.5 mL, 18.91 mmol, 1 eq.), the reaction
mixture was heated to 40 °C overnight. Pale pink precipitate (1.67 g, 32%) formed was filtered, washed and dried. 1H NMR (D2O, 400 MHz) δ 2.55 (quin, 2H, J = 8.0 Hz), 3.10 (s, 3H), 3.29 (t, 2H, J = 8.0 Hz), 5.16 (t, 2H,
J = 8.0 Hz), 7.98 (d, 1H, J = 4.0 Hz), 8.11 (t, 1H, J = 4.0 Hz), 8.32 (t, 1H, J = 8.0 Hz), 8.46 (d, 1H, J = 8.0 Hz), 8.60
(d, 1H, J = 8.0 Hz). 13C NMR (100 MHz, D2O) δ 160.6, 147.3, 137.2, 135.6, 129.8, 127.3, 122.6, 118.2, 54.3, 36.5,
27.0 19.6. Preparation of 1-(3-aminopropyl)-4-methylquinolin-1-ium bromide (13). 3-bromopropylamine
hydrobromide (6.06 g, 27.68 mmol, 1.46 eq.) was weighed into an argon-flushed 25 mL round-bottom flask. Ethanol (5 mL) was then added to dissolve. Upon addition of Lepidine (2.5 mL, 18.91 mmol, 1 eq.), the reaction
mixture was heated to 40 °C overnight. Pale pink precipitate (1.67 g, 32%) formed was filtered, washed and dried. Materials and Methods pi
1H NMR (CH3OD, 400 MHz) δ 1.21 (t, 1H, J = 8.0 Hz), 2.31 (td, 2H, J = Hz), 3.00 (s, 3H), 3.18 (m, 3H), 3.88
(s, 3H), 6.70 (t, 1H, J = 8.0 Hz), 6.74 (s, 1H), 6.77 (d, 1H, J = 8.0 Hz), 6.90 (td, 1H, J = 4.0, 8.0 Hz), 7.14 (d, 1H,
J = 8.0 Hz), 7.23 (dd, 1H, J = 4.0, 8.0 Hz), 7.32 (t, 1H, J = 8.0 Hz), 7.50–7.71 (m, 4H), 7.88 (t, 1H, J = 8.0 Hz), 8.08
(d, 1H, J = 8.0 Hz), 8.29 (d, 1H, J = 8.0 Hz), 8.54 (d, 1H, J = 8.0 Hz). 13C NMR (100 MHz, CH3OD) δ 162.1, 158.4,
150.8, 145.3, 142.2, 141.9, 139.1, 134.3, 129.4, 128.1, 127.5, 126.5, 123.7, 123.3, 122.1, 119.4, 113.6, 110.0, 109.5,
89.1, 55.2, 52.3, 34.0, 30.5, 30.2. Viscosity experiments. The rotors were dissolved in spectroscopy-grade DMSO to obtain a concentrated
stock solution of 100 mM. The solution was vortexed to ensure complete dissolution. For each rotor, 6 µL of the
100 mM stock was dissolved in 1200 µL of ethylene glycol in each 1.5 mL tube. 3 mL of glycerol was then heated in
a boiling bath to reduce viscosity and improve pipetting. In 5 separate tubes, add 200 µL of stained ethylene glycol
(i.e. with respective rotor added) to 800 µL of unstained ethylene glycol; 200 µL of stained ethylene glycol, 600 µL
of unstained ethylene glycol to 200 µL glycerol; 200 µL of stained ethylene glycol, 400 µL of unstained ethylene
glycol to 400 µL of glycerol; 200 µL of stained ethylene glycol, 200 µL of unstained ethylene glycol to 600 µL glyc-
erol; and 200 µL of stained ethylene glycol to 800 µL glycerol. The fluids will then have a glycerol content of 0%,
20%, 40%, 60%, 80% respectively. The five tubes were then placed on an inverting mixer and allowed to mix for
at least 2 hours while the temperature equilibrate to room temperature. Measurements were taken using 96-well
Corning Flat-bottom Black plate and Tecan Infinite M-1000 Spectrophotometer. All samples have a final rotor
concentration of 100 µM. Experimental for characterization of rotor-DNA binding. Materials and Methods Mixtures containing specified DNA and
rotor concentrations were set-up in 50 μL reaction volumes consisting of 5% (v/v) DMSO, 80% (v/v) p53 binding
buffer (25 mM NaPi, pH 7.2, 150 mM KCl, 4 mM DTT), 15% (v/v) DNA buffer (10 mM Tris-HCl, pH 8.0, 50 mM
NaCl). Rotor-DNA mixtures were constituted in 96-well plates (round-bottom black plate, Corning), and incu-
bated in the dark at room temperature for 20 mins before fluorescence intensity was measured using the EnVision
Multilabel Plate Reader (PerkinElmer) following Ex/Em wavelengths specified in Table 1. Scrambled-DNA
(scram) double-stranded oligonucleotide molecules are used in experiments for evaluating compound-DNA
binding. Measurement parameters used were: excitation light, 100%; detector gain, 500; no. flashes, 200. Figures
are plotted using raw fluorescence signals from triplicate experimental repeats where no data manipulation/
transformation was performed (error = ±standard deviation). To generate plot for DNA-dependent turn-on
fluorescence (Fig. 2H), ‘dye-only’ background signal were subtracted from total fluorescence signal, raw data
prior to background subtraction are shown in Supplementary Fig. 3. For Jul-R and Py-R readings were also
taken at maximum measurement configuration (excitation light, 100%, detector gain, 1000, no. flashes, 5000). For consistency, compounds were always pre-diluted in 100% DMSO solution. Rotor-DNA binding heat map
was generated by measuring fluorescence signal from 4 μM of each fluorogen alone, or in the presence of 250 nM
of dsDNA oligonucleotide from a panel of unique sequences. For each series (specific compounds), fluorescence
turn-on is shown on a color-represented scale where the lower limit (violet) is self-referenced to respective back-
ground signals (no DNA) and the upper limit (red) to the maximum gain observed in the entire experiment (10
000 a.u.), allowing a standardized frame of comparison for turn-on fluorescence across different compounds. Double-stranded DNA response elements (DNA-RE) were made by mixing equi-molar concentrations of com-
plimentary ssDNA oligomers (IDT, Singapore) in DNA buffer (10 mM Tris-Cl pH 7.5, 50 mM NaCl) and heated
at 95 °C for 5 minutes before slowly cooling to room temperature. DNA oligonucleotide sequences can be found
in Supplementary Figures, Table 1. Direct fluorescence titration of AO-R and AO-C versus a hairpin p21 RE
(5′-GAAGAAGACTGGGCATGTCTAAAAAAGACATGCCCAGTCTTCTTC-3′) was carried out in 1 mL
cuvettes comprising 80% (v/v) p53 binding buffer (25 mM NaPi, pH 7.2, 150 mM KCl and 4 mM DTT), 15% (v/v)
DNA buffer (10 mM Tris-HCl, pH 8.0, 50 mM NaCl) and AO-R/AO-C (100 nM). Materials and Methods 1H NMR (D2O, 400 MHz) δ 2.55 (quin, 2H, J = 8.0 Hz), 3.10 (s, 3H), 3.29 (t, 2H, J = 8.0 Hz), 5.16 (t, 2H,
J = 8.0 Hz), 7.98 (d, 1H, J = 4.0 Hz), 8.11 (t, 1H, J = 4.0 Hz), 8.32 (t, 1H, J = 8.0 Hz), 8.46 (d, 1H, J = 8.0 Hz), 8.60
(d, 1H, J = 8.0 Hz). 13C NMR (100 MHz, D2O) δ 160.6, 147.3, 137.2, 135.6, 129.8, 127.3, 122.6, 118.2, 54.3, 36.5,
27.0 19.6. ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 9 www.nature.com/scientificreports/ Preparation of TO (IV). 3-methyl-2-(methylthio)benzo[d]thiazol-3-ium 4-methylbenzenesulfonate (1.05 g,
2.86 mmol, 1 eq.) and 1-(3-aminopropyl)-4-methylquinolin-1-ium bromide (0.8 g, 2.86 mmol, 1 eq.) was weighed
into 25 mL round-bottom flask under argon. 30 mL of ethanol was added to dissolve. Triethylamine (0.8 mL) was
then added and the reaction was stirred at room temperature for 1 hour. Red precipitate (0.16 g, 11%) formed
upon addition of ether was filtered, washed and dried. pi
,
1H NMR (CH3OD, 400 MHz) δ 1.21 (t, 1H, J = 8.0 Hz), 2.31 (td, 2H, J = Hz), 3.00 (s, 3H), 3.18 (m, 3H), 3.88
(s, 3H), 6.70 (t, 1H, J = 8.0 Hz), 6.74 (s, 1H), 6.77 (d, 1H, J = 8.0 Hz), 6.90 (td, 1H, J = 4.0, 8.0 Hz), 7.14 (d, 1H,
J = 8.0 Hz), 7.23 (dd, 1H, J = 4.0, 8.0 Hz), 7.32 (t, 1H, J = 8.0 Hz), 7.50–7.71 (m, 4H), 7.88 (t, 1H, J = 8.0 Hz), 8.08
(d, 1H, J = 8.0 Hz), 8.29 (d, 1H, J = 8.0 Hz), 8.54 (d, 1H, J = 8.0 Hz). 13C NMR (100 MHz, CH3OD) δ 162.1, 158.4,
150.8, 145.3, 142.2, 141.9, 139.1, 134.3, 129.4, 128.1, 127.5, 126.5, 123.7, 123.3, 122.1, 119.4, 113.6, 110.0, 109.5,
89.1, 55.2, 52.3, 34.0, 30.5, 30.2. Materials and Methods p21-RE (50 μM) was added in
2 μL aliquots and fluorescence measured after 5 min incubation at room temperature. Addition of DNA contin-
ued until system reached saturation and fluorescence remained constant. Titrations were carried out in dupli-
cate with measurement parameters set to: excitation light, 100%; detector gain, 500; no. flashes, 200. The molar
fluorescence of free dye was determined by measuring the fluorescence of increasing concentrations of each dye
(in the absence of DNA) and using linear regression to find the gradient. This value was used as described59 for
determination of approximate Kds derived by least squares fitting of data using using GraphPad Prism version
7.03 (GraphPad Software, La, Jolla California USA). Expression and purification of p53 protein. Recombinant p53 proteins (residues 94–360, carry-
ing N-terminal hexa-histidine tag) were expressed in Rosetta (DE3)-T1R cells from the pNIC28-Bsa4 vector. Expression cultures supplemented with 100 μM ZnSO4 were induced with 0.5 mM IPTG (OD600) and grown
overnight at 18 °C, before cells are collected and resuspended in lysis buffer (100 mM HEPES pH 8.0, 500 mM
NaCl, 0.5 mM TCEP, 10 mM Imidazole, 10% (v/v) glycerol, with Benzonase endonuclease (Merck) and Protease
Inhibitor Cocktail Set III, EDTA free (Calbiochem)) the following day. Cells were lysed on ice by sonication
and supernatants were first filtered (1.2 μm, Sartorius) and affinity purified through a Ni-NTA column (AKTA
Express, GE Healthcare). Columns were washed with 20-column volumes of wash buffer 1 (20 mM HEPES pH
7.5, 500 mM NaCl, 0.5 mM TCEP, 10 mM Imidazole, 10% (v/v) glycerol), 20-column volumes of wash buffer 2
(20 mM HEPES pH 7.5, 500 mM NaCl, 0.5 mM TCEP, 25 mM imidazole, 10% (v/v) glycerol) before proteins were ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 10 www.nature.com/scientificreports/ eluted with 20 mM HEPES pH 7.5, 500 mM NaCl, 0.5 mM TCEP, 500 mM Imidazole, 10% (v/v) glycerol, and
further passed through a gel filtration column (HiLoad 16/60 Superdex 200 prep, GE healthcare). Eluted fractions
were SDS-PAGE analysed and further concentrated (10 kDa Amicon ultra-15 centrifugal filter units, Millipore)
before buffer exchange into p53 binding buffer 25 mM NaPi, pH 7.2, 150 mM NaCl and 4 mM DTT (Zeba desalt-
ing spin columns, Thermo Fisher Scientific). Protein identity was additionally mass spectrometry verified. Experimental for p53-DNA Nbinding assay. p53-DNA binding reaction mixtures were prepared by first
mixing DNA-REs with fluorogenic compounds for 20 minutes before p53 protein is added. References References
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20 minutes, fluorescence intensity was measured on the EnVision Multilabel Plate Reader (PerkinElmer). To
account for slight signal variabilities between wells, fluorescence turn-on signal from DNA-rotor interaction was
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43. Bullock, A. N. & Fersht, A. R. Rescuing the function of mutant p53. Nat Rev Cancer 1, 68–76 (2001 43. Bullock, A. N. & Fersht, A. R. Rescuing the function of mutant p53. Nat Rev Cancer 1, 68–76 (2001). 4. Rivlin, N., Brosh, R., Oren, M. & Rotter, V. Mutations in the p53 Tumor Suppressor Gene: Important Milestones at the Various Step
of Tumorigenesis. Genes Cancer 2, 466–474 (2011). g
5. van Boxtel, R. et al. Homozygous and heterozygous p53 knockout rats develop metastasizing sarcomas with high frequency. Am
Pathol 179, 1616–1622 (2011). 6. Alexandrova, E. M. et al. p53 loss-of-heterozygosity is a necessary prerequisite for mutant p53 stabilization and gain-of-function in
vivo. Cell Death Dis 8, e2661 (2017). 46. Alexandrova, E. M. et al. p53 loss of heterozygosity is a necessary prerequisite for mutant p53 stabilization and gain of function in
vivo. Cell Death Dis 8, e2661 (2017). 47 Liu G et al High metastatic potential in mice inheriting a targeted p53 missense mutation Proc Natl Acad Sci USA 97 4174 4179 47. Liu, G. et al. High metastatic potential in mice inheriting a targeted p53 missense mutation. Proc Natl Acad Sci USA 97, 4174–
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48. Olive, K. P. et al. Author Contributions W.G., M.L., T.L. and J.C. carried out experiments. W.G., S.B., F.G. and Y.T. devised experiments. W.G., F.G. and
Y.T. wrote manuscript. All authors analysed data. W.G., M.L., T.L. and J.C. carried out experiments. W.G., S.B., F.G. and Y.T. devised experiments. W.G., F.G. and
Y.T. wrote manuscript. All authors analysed data. References et al. Characterization of changes in the viscosity of lipid membranes with the molecular rotor FCVJ. Biochim Biophys
Acta 1778, 1148–1153 (2008). 24. Sutharsan, J. et al. Molecular rotors: Synthesis and evaluation as viscosity sensors. Tetrahedron 66, 2582–2588 (2010). ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 11 www.nature.com/scientificreports/ ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 Additional Information Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-018-31197-9 Competing Interests: The authors declare no competing interests. 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. ScIEntIfIc ReporTs | (2018) 8:12946 | DOI:10.1038/s41598-018-31197-9 12 www.nature.com/scientificreports/ Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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Amination of β-hydroxyl acid esters via cooperative catalysis enables access to bio-based β-amino acid esters
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Communications chemistry
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1 Stratingh Institute for Chemistry, University of Groningen, Nijenborgh 4, Groningen 9747 AG, The Netherlands. *email: k.barta@rug.nl
COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem MMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem Amination of β-hydroxyl acid esters via cooperative
catalysis enables access to bio-based β-amino acid
esters
https://doi.org/10.1038/s42004-019-0229-x
OPEN Anastasiia Afanasenko
1, Tao Yan
1 & Katalin Barta
1* β-amino acid esters are important scaffolds in medicinal chemistry and valuable building
blocks for materials synthesis. Surprisingly, the waste-free construction of such moieties from
readily available or renewable starting materials has not yet been addressed. Here we report
on a robust and versatile method for obtaining β-amino acid esters by direct amination of β-
hydroxyl acid esters via the borrowing hydrogen methodology using a cooperative catalytic
system that comprises a homogeneous ruthenium catalyst and an appropriate Brønsted acid
additive. This method allows for the direct amination of esters of 3-hydroxypropionic acid, a
top value-added bio-based platform chemical, opening a simple route to access β-amino acid
esters from a range of renewable polyols including sugars and glycerol. 1 Stratingh Institute for Chemistry, University of Groningen, Nijenborgh 4, Groningen 9747 AG, The Netherlands. *ema COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 1 COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Fig. 2 Catalytic amination of the β-hydroxyl acid esters via the hydrogen borrowing strategy. a Proposed mechanism; b hydrogenation of 3”aa in the
presence of Shvo’s catalyst (Cat) and/or diphenyl phosphate additive (A1). Reaction conditions: atm. H2, 90 °C, 15 min Fig. 2 Catalytic amination of the β-hydroxyl acid esters via the hydrogen borrowing strategy. a Proposed mechanism; b hydrogenation of 3”aa in the
presence of Shvo’s catalyst (Cat) and/or diphenyl phosphate additive (A1). Reaction conditions: atm. H2, 90 °C, 15 min Table 1 Reaction condition optimization for the β-amino acid esters synthesis
Entry
Cat [mol%]
Additive [mol%]
Temp. [°C]
Solvent
Conv. [%]
Sel. 3aa [%]
1
1
–
120
Toluene
17
7
2
1
A1 (5)
120
Toluene
>99
>99(87)
3
1
A1 (5)
100
Toluene
21
21
4
1
A1 (5)
110
Toluene
47
47
5
0.5
A1 (5)
120
Toluene
51
51
6
–
–
120
Toluene
0
0
7
–
A1 (5)
120
Toluene
0
0
8
1
A1 (5)
120
CPME
67
67
9
1
A1 (5)
120
1,4-Dioxane
25
25
10
1
A1 (5)
120
CH3CN
0
0
11
1
A1 (5)
120
THF
19
19
12a
1
A1 (5)
120
Toluene
>99
85
13b
1
A1 (5)
120
Toluene
76
63
General reaction conditions: General Procedure (see Supplementary information, page 1-3), 1 mmol of 1a, 0.5 mmol of 2a, 0.5-1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL of solvent, 18 h,
100–120 °C, under argon, isolated yields in parentheses. Conversion and selectivity were determined by GC-FID. a1.5 equiv. of 1a was used. b1 equiv. of 1a was used Table 1 Reaction condition optimization for the β-amino acid esters synthesis
Entry
Cat [mol%]
Additive [mol%]
Temp. [°C]
Solvent
Conv. [%]
Sel. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x 3aa [%]
1
1
–
120
Toluene
17
7
2
1
A1 (5)
120
Toluene
>99
>99(87)
3
1
A1 (5)
100
Toluene
21
21
4
1
A1 (5)
110
Toluene
47
47
5
0.5
A1 (5)
120
Toluene
51
51
6
–
–
120
Toluene
0
0
7
–
A1 (5)
120
Toluene
0
0
8
1
A1 (5)
120
CPME
67
67
9
1
A1 (5)
120
1,4-Dioxane
25
25
10
1
A1 (5)
120
CH3CN
0
0
11
1
A1 (5)
120
THF
19
19
12a
1
A1 (5)
120
Toluene
>99
85
13b
1
A1 (5)
120
Toluene
76
63
General reaction conditions: General Procedure (see Supplementary information, page 1-3), 1 mmol of 1a, 0.5 mmol of 2a, 0.5-1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL of solvent, 18 h,
100–120 °C, under argon, isolated yields in parentheses. Conversion and selectivity were determined by GC-FID. a1.5 equiv. of 1a was used. b1 equiv. of 1a was used Table 1 Reaction condition optimization for the β-amino acid esters synthesis agricultural or forestry waste materials18, as well as glycerol, the
major byproduct of biodiesel production19. esters to chemical intermediates11–14, including acrylonitrile15. Interestingly, among these (de)functionalization pathways, the
direct and selective amination of the (3-HP) alcohol moiety has
not been recognized or achieved yet. In recent years, much
attention has been devoted to the development of industrially
relevant, scalable methods for the production of 3-HP and its
ethyl ester from renewable polyols (Fig. 1c)12,15–17 Thus realizing
the above mentioned one-step catalytic amination would create
access to valuable synthetic β-amino acid esters from diverse
renewable sugar feedstocks, including non-edible lignocellulosic esters to chemical intermediates11–14, including acrylonitrile15. Interestingly, among these (de)functionalization pathways, the
direct and selective amination of the (3-HP) alcohol moiety has
not been recognized or achieved yet. In recent years, much
attention has been devoted to the development of industrially
relevant, scalable methods for the production of 3-HP and its
ethyl ester from renewable polyols (Fig. 1c)12,15–17 Thus realizing
the above mentioned one-step catalytic amination would create
access to valuable synthetic β-amino acid esters from diverse
renewable sugar feedstocks, including non-edible lignocellulosic An attractive method for carrying out the desired catalytic C–N
bond formation is the direct amination of alcohols via the bor-
rowing hydrogen approach (Fig. 2a)20–23. ARTICLE ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x β
w
p
a β
-Amino acid esters are privileged structural motifs in a
wide variety of biologically active compounds1 and indis-
pensable building blocks for the synthesis of β-peptides2,3
and β-lactam antibiotics4,5. While β-amino acid moieties
can be readily constructed by classical stoichiometric methods,
these approaches frequently involve the use of toxic reagents and
generate significant amounts of waste (Fig. 1a)6–9. Surprisingly,
no waste-free catalytic methods, capable of creating β-amino acid
scaffolds via direct coupling of β-hydroxyl acids or esters with
amines, have been reported to date. Nonetheless, for targeting pharmaceutical compounds as well as functional materials and
polymers, a clean synthetic approach would be certainly preferred
(Fig. 1b)10. Moreover, such atom-economic method would enable
the unprecedented, direct catalytic amination of important bio-
based β-hydroxyl acid ester building blocks. β
y
y
g
3-Hydroxypropionic acid (3-HP) has been identified as one of
the top twelve value-added renewable platform chemicals11–13,
hence there is a clear demand for its diversification beyond
already existing targets11–14. Several chemo- and biocatalytic
routes have been proposed for the conversion of 3-HP and its Fig. 1 Strategies to access β-amino acid esters. a Classical, stoichiometric pathways; b novel catalytic method for N-alkylation of β-amino acid esters via th
hydrogen borrowing strategy established here; c new route to bio-based β-amino acid esters from renewable polyols and subsequent transformation t
valuable bio-based building blocks Fig. 1 Strategies to access β-amino acid esters. a Classical, stoichiometric pathways; b novel catalytic method for N-alkylation of β-amino acid esters via the
hydrogen borrowing strategy established here; c new route to bio-based β-amino acid esters from renewable polyols and subsequent transformation to
valuable bio-based building blocks COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 2 ARTICLE COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem Thus, inspired by the remarkable achievements in cooperative
transition-metal and Brønsted acid catalysis34–42 we have applied g
Here we set to realize the catalytic amination of β-hydroxyl acid
esters, including esters of the bio-based 3-hydroxypropionic acid. Fig. 3 a An imine-enamine equilibrium. Herein 1H NMR spectrum of the 3-(4-methoxyphenylamino)-but-2-enoic acid ethyl ester (3”aa) in presence of
diphenyl phosphate additive (A1) is displayed. b Proposed adducts involved in cooperative catalysis. Details of the 31P NMR investigation are reported in
Supplementary Fig. 12, Supplementary Note 1 biomass-derived α-hydroxyl acids with ammonia, using hetero-
geneous Ru-based catalysts28. This work pioneered sustainable
pathways from sugars to α-amino acids by a tandem biocatalysis/
heterogeneous catalysis approach. Earlier, Beller described the
first example of catalytic amination of α-hydroxyl amides with
amines using [Ru3(CO)12]/DCPE29. This study also included
methyl 2-hydroxypropanoate as substrate, but only the corre-
sponding α-amino amide was formed, indicating low ester
functional group tolerance under the reported conditions. developed the first N-alkylation of unprotected α-amino acids
with alcohols using the Ru-based Shvo’s catalyst33. This robust
and base-free catalytic system appeared as excellent starting point
for the synthesis of β-amino acid esters from β-hydroxyl acid
esters and various amines (Fig. 1b). We started our investigation
using ethyl 3-hydroxybutanoate and p-anisidine, with the Ru-
based Shvo’s catalyst. Very poor substrate conversion was seen
even at 120 °C, and the desired product was observed only in
traces beside a small amount of imine (Table 1, entry 1). biomass-derived α-hydroxyl acids with ammonia, using hetero-
geneous Ru-based catalysts28. This work pioneered sustainable
pathways from sugars to α-amino acids by a tandem biocatalysis/
heterogeneous catalysis approach. Earlier, Beller described the
first example of catalytic amination of α-hydroxyl amides with
amines using [Ru3(CO)12]/DCPE29. This study also included
methyl 2-hydroxypropanoate as substrate, but only the corre-
sponding α-amino amide was formed, indicating low ester
functional group tolerance under the reported conditions. y
In view of the possible side reactions and with the aim to keep
low catalyst loading and mild reaction conditions, we explored
alternative ways of enhancing reactivity. Achiral and chiral
Brønsted acids have emerged as powerful tools in a wide variety
of transformations34–42. In particular, the use of Brønsted acids in
combination with transition metal catalysts have shown beneficial
in hydrogenation reactions, such as Ru34, Ir35 and Fe-catalyzed
hydrogenation of imines36, as well as reductive amination37. Interestingly, recently Zhao has demonstrated the enantioselec-
tive amination of alcohols by a cooperative catalytic system
comprising an iridium complex and an appropriate chiral
phosphoric acid, via the borrowing hydrogen methodology38. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x A1
Toluene
3’aa
E-isomer of 3’’aa
Z-isomer of 3’’aa
A
B
Fig. 3 a An imine-enamine equilibrium. Herein 1H NMR spectrum of the 3-(4-methoxyphenylamino)-but-2-enoic acid ethyl ester (3”aa) in presence of
diphenyl phosphate additive (A1) is displayed. b Proposed adducts involved in cooperative catalysis. Details of the 31P NMR investigation are reported in
Supplementary Fig. 12, Supplementary Note 1 A1
Toluene
3’aa
E-isomer of 3’’aa
Z-isomer of 3’’aa
A A1
Toluene
3’aa
E-isomer of 3’’aa
Z-isomer of 3’’aa
A A B
Fig. 3 a An imine-enamine equilibrium. Herein 1H NMR spectrum of the 3-(4-methoxyphenylamino)-but-2-enoic acid ethyl ester (3”aa) in presence of
diphenyl phosphate additive (A1) is displayed. b Proposed adducts involved in cooperative catalysis. Details of the 31P NMR investigation are reported in
Supplementary Fig. 12, Supplementary Note 1 B
Fig. 3 a An imine-enamine equilibrium. Herein 1H NMR spectrum of the 3-(4-methoxyphenylamino)-but-2-enoic acid ethyl ester (3”aa) in presence of
diphenyl phosphate additive (A1) is displayed. b Proposed adducts involved in cooperative catalysis. Details of the 31P NMR investigation are reported in
Supplementary Fig. 12, Supplementary Note 1 B B COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Despite tremendous
progress24–27, methodology development in the field has gen-
erally overlooked the use of potentially strongly coordinating
substrates and no examples on β-hydroxyl acids or derivatives
have been reported. In the recent pioneering work, Yan and co-
workers have reported the first example of catalytic amination of 3 ARTICLE COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Fig. 4 Scope with variation of the amine substrate. General reaction conditions: General Procedure (see Supplementary information, page 1-3), 1 mmol of
1a, 0.5 mmol of 2a-r, 1 mol% Shvo complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h, 120 °C, under argon, full conversion unless otherwise indicated,
isolated yields are presented. a 95% conversion. b 94% conversion. See also Supplementary Table 1 Fig. 4 Scope with variation of the amine substrate. General reaction conditions: General Procedure (see Supplementary information, page 1-3), 1 mmol of
1a, 0.5 mmol of 2a-r, 1 mol% Shvo complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h, 120 °C, under argon, full conversion unless otherwise indicated,
isolated yields are presented. a 95% conversion. b 94% conversion. See also Supplementary Table 1 diphenyl phosphate (A1) as a Brønsted acid additive, assuming
that it may facilitate imine reduction by bifunctional catalysis,
and in addition potentially enhance imine formation, both steps
involved in the borrowing hydrogen cycle (Fig. 2a). proposed borrowing hydrogen mechanism Fig. 2a. Deuterium
incorporation experiments using the separately prepared, selec-
tively D-labeled key substrate ethyl 3-hydroxyhexanoate-3-d (1b-
d1) and applying the simpler substrate, benzyl alcohol-α,α-d227
(see Supplementary Note 2) showed deuterium transfer from the
substrate to the amine product in accordance with a borrowing
hydrogen mechanism. Furthermore amination of chiral alcohols
(see Supplementary Note 3), namely ethyl (S)-3-hydroxybutyrate
((S)-1a) and ethyl (R)-3-hydroxybutyrate ((R)-1a) with p-anisidine
(2a) lead to racemic amine products, as further evidence for the
existence of the borrowing hydrogen pathway over an ionic
mechanism43. The former pathway proceeds through a loss of the
chirality of the substrate alcohol by its dehydrogenation to furnish
the corresponding achiral carbonyl compound. Indeed, perfect (>99%) conversion and selectivity (>99%) were
achieved using diphenyl phosphate (A1) and Cat at 120 °C
(Table 1, entry 2). The high level of product selectivity shows that
under these carefully selected conditions, the tendency for β-
elimination is overcome in favor of dehydrogenation and imine
formation. Further lowering the reaction temperature or catalyst
amount have not proven beneficial (Table 1, entries 3–5). A blank
reaction in the absence of catalyst and additive, or just with A1,
gave no detectable conversion (Table 1, entries 6–7). Solvent
screening showed moderate success (Table 1, entries 8–11). Results Establishment of the reaction conditions. This transformation is
expected to be challenging because of side reactions such as
intermolecular transesterification, partial ester hydrolysis or β-
amino acid amide formation. Moreover, the β-hydroxyl acids or
corresponding β-ketoacid/β-iminoacid intermediates (Fig. 2a)
may form chelating complexes with the homogeneous catalyst,
blocking coordination sites necessary for efficient catalysis30–32. Therefore, the desired transformation requires a robust catalytic
system with great functional group tolerance. Very recently, we OMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 4 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Conducting
this reaction step separately also shows the advantage of the full
borrowing hydrogen cycle that starts from the alcohol directly
and results in the stable amine product. Advantageously, in this
case the ketone and apparently labile imine intermediates are kept
at low concentration thereby minimizing the possibility for side
reactions. Next, we examined the hydrogenation of the enamine
(3”aa), which was obtained via synthetic procedure44, in the
presence of 1 mol% Shvo’s catalyst (Cat) with/without acid co-
catalyst (A1) (Fig. 2b). The excellent, 99% 3aa yield in the
presence of A1 compared to the lower 61% 3aa yield obtained in
the absence of A1 underscores its beneficial effect on the rate of
imine hydrogenation. Scope of the methodology. Next, the scope and limitation of the
newly established method were explored. A wide range of anilines
were effectively coupled with ethyl 3-hydroxybutanoate (Fig. 4,
Supplementary Table 1). With anilines bearing electron-donating
substituents (2a-f), including those with bulky groups (2e, 2 f),
48–87% isolated product yields were achieved. Anilines with
electron-withdrawing substituents (2g-l) also showed generally
high reactivity affording products 3ag-al in 47–87% isolated yield. Functional groups such as –NO2, –CN, –CH3COOCH3 were
well-tolerated under the reaction conditions. Notably, also when
(2p) and (2r) containing heterocycles were examined, the alky-
lated β-amino acid esters (3ap, 3ar) were obtained in 78% and
44% isolated yield, respectively. y
p
y
Furthermore, we examined different β-hydroxyl acid esters as
coupling partners to p-anisidine (2a)/p-bromoaniline (2i) (Fig. 5,
Supplementary Table 2). Employing β-hydroxyl acid esters with
bulky aliphatic substituents at β-position (1b, 1c) delivered the
desired β-amino acid esters (3ba, 3bi, 3ca and 3ci) in good yields
(79%, 68%, 78%, and 54%, respectively) while with ethyl 3-
hydroxy-3-phenylpropanoate (1d) generally lower isolated yields
were obtained (3da-3di, 43–48%). Excellent results (81–96%)
were obtained with ethyl 3-hydroxy-2,2-dimethylpropanoate (1e)
comprising two methyl substituents in the α-position (3ea-3ei,
81–96%). In comparison, 1f bearing an α-phenyl substituent
displayed moderate results (3fa-3fi, 33-59%). y
g
To further understand how this rate enhancement occurs, and
to gain more insight into a possible cooperative catalysis by Cat-
A1, in situ 31P NMR spectroscopic investigations using toluene-
d8 as solvent at 60 °C were conducted (Supplementary Fig. 12,
Supplementary Note 1). These experiments have provided
support for the formation of adducts between Shvo’s complex
(Cat) and diphenyl phosphate (A1) (Fig. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Decreasing the amount of alcohol to 1.5 and 1 equivalents
(Table 1, entries 12–13) gradually declined conversion therefore
for future study an alcohol: amine ratio of 2:1 was kept. Role of the Brønsted acid additive. Gratifyingly, additional 1H
NMR experiments also revealed the existence of an imine (3’aa) -
enamine (3”aa) equilibrium and the shift of this equilibrium in
the presence of additive A1 toward the more reactive imine 3’aa
form (Fig. 3a). Additional in situ 1D and 2D 1H NMR (Supplementary Figs. 1–
8) and GC-FID and GC-MS studies (Supplementary Figs. 9–10) of
the amination of ethyl 3-hydroxybutanoate (1a) and ethyl 3-
hydroxy-2,2-dimethylpropanoate (shown later, 1e) with p-anisi-
dine (2a) in presence of Cat with/without diphenyl phosphate
additive (A1) were performed. All key intermediates (Supplemen-
tary Figs. 1–4, 7–10), such as the corresponding imine (3’ea),
enamine (3”aa) and ketone (1’a), were detected that affirmed the More experiments were conducted to further elaborate on the
role of the acid additive in the crucial imine formation and imine
hydrogenation steps of the hydrogen borrowing cycle. Reactions
between ketone (1’a) and p-anisidine (2a) with and without COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 5 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x additive A1 were conducted, showing a beneficial effect of the
additive on the imine formation step, as expected: full conversion
and
>99% selectivity
were
achieved
with A1
while
64%
conversion and 22% selectivity were seen without A1. Conducting
this reaction step separately also shows the advantage of the full
borrowing hydrogen cycle that starts from the alcohol directly
and results in the stable amine product. Advantageously, in this
case the ketone and apparently labile imine intermediates are kept
at low concentration thereby minimizing the possibility for side
reactions. Next, we examined the hydrogenation of the enamine
(3”aa), which was obtained via synthetic procedure44, in the
presence of 1 mol% Shvo’s catalyst (Cat) with/without acid co-
catalyst (A1) (Fig. 2b). The excellent, 99% 3aa yield in the
presence of A1 compared to the lower 61% 3aa yield obtained in
the absence of A1 underscores its beneficial effect on the rate of
imine hydrogenation. additive A1 were conducted, showing a beneficial effect of the
additive on the imine formation step, as expected: full conversion
and
>99% selectivity
were
achieved
with A1
while
64%
conversion and 22% selectivity were seen without A1. COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x 3b, Complex 1) and
between the imine 3’aa, Shvo’s complex (Cat) and diphenyl
phosphate (A1) (Fig. 3b, Complex 2) desired in cooperative
catalysis36. The interaction between enamine 3”aa and A1 was
also confirmed (Fig. 3b, Adduct 3). We assume that in the
absence of A1, tautomerization of the imine 3’aa (formed during
the borrowing hydrogen cycle) to the corresponding enamine
3”aa would take place, while in the presence of Cat and A1, 3’aa
is rapidly reduced to the desired β-amino acid ester (3) via the
ruthenium-amine complex (Fig. 3b, Complex 2). Having a highly selective method in hand for obtaining 3ei, the
power of our developed catalytic method was demonstrated in the
two-step, gram-scale synthesis of a β-lactam (4ei, Fig. 6). A 12-
fold upscale of the amination of 1e with p-bromoaniline 2i
(Fig. 5) furnished the desired β-amino acid ester (3ei) with
excellent isolated yield (86%), which was subsequently cyclized
following a known literature procedure (Fig. 6)45. Fig. 5 Scope with variation of the β-hydroxyl acid ester substrate. General reaction conditions: General Procedure (see Supplementary information, page
1-3), 1 mmol of 1a-f, 0.5 mmol of 2a or 2i, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h, 120 °C, under argon, full conversion
unless otherwise indicated, isolated yields are presented. a 48 h. b 12 mmol of 1e, 6 mmol of 2i, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 5 mL
toluene, 18 h, 120 °C, under argon. c 79% conversion. d 83% conversion. See also Supplementary Table 2 Fig. 5 Scope with variation of the β-hydroxyl acid ester substrate. General reaction conditions: General Procedure (see Supplementary information, page
1-3), 1 mmol of 1a-f, 0.5 mmol of 2a or 2i, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h, 120 °C, under argon, full conversion
unless otherwise indicated, isolated yields are presented. a 48 h. b 12 mmol of 1e, 6 mmol of 2i, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 5 mL
toluene, 18 h, 120 °C, under argon. c 79% conversion. d 83% conversion. See also Supplementary Table 2 6 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Bio-based β-amino acid esters from 3-hydroxypropionates. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x Finally, to demonstrate the feasibility of this method for obtaining
renewable β-amino acid esters in a remarkably simple manner,
we turned our attention to the direct catalytic amination of esters
of bio-based 3-HP, identified as one of the Top 12 value-added
platform chemicals11,13. It is important to mention that the ethyl
ester of 3-HP can be directly obtained from renewable resources,
similarly to the acid 3-HP itself15,16. Herein we have investigated
the use of commercially available tert-butyl 3-hydroxypropionate
(1i) as well as ethyl 3-hydroxypropanoate (1j) as substrates. Gratifyingly, both (1i) as well as (1j) were smoothly aminated
with 2a-o using the methodology developed herein (Fig. 7, Sup-
plementary Table 3). Notably, the reaction conversion was sig-
nificantly
decreased
in
the
absence
of
the
additive
A1
(Supplementary Table 3, entry 7), confirming the necessity of the
catalytic system designed above. Interestingly, selective double N-
alkylation of 2a with 1i-j was easily achieved by doubling the
catalyst amount to 2 mol%, showing modularity of the method. The isolated yields of products obtained from the 3-HP esters,
were somewhat lower compared to previously tested substrates
(especially 3-hydroxy-2,2-dimethylpropanoate (1e)), thus the
possibility of side reactions cannot be ruled out, although no side
products (e.g. amides) were detectable by GC-MS or GC-FID
methods. Hydrolysis of the 3-HP esters or the product β-amino
acid esters to the corresponding carboxylic acids would be a
possible pathway. Interestingly, with substrate 1e, minimal
amount
of
side
products
attributable
to
intermolecular transesterification processes (Supplementary Figs. 9–10) were
seen. Similar reactivity may also be expected starting from the
bio-based 3-HP esters 1i or 1j albeit presumably toward higher
molecular weight analogs due to the decreased steric hindrance of
the primary alcohol moiety. Discussion In summary, we have achieved the first direct catalytic coupling
of β-hydroxyl acid esters with amines to construct β-amino acid
esters by cooperative catalysis using the combination of the
Shvo’s catalyst and a Brønsted acid additive. The methodology is
highly atom-economic, demonstrates a broad scope, excellent
functional-group tolerance and potential application for the
synthesis of β-lactams. Notably, the method allows for catalytic
amination
of
a
commercially
available
ester
of
3-
hydroxypropionic acid, an important bio-based platform chemi-
cal, opening an entirely new possibility to access valuable β-
amino acid scaffolds from several classes of abundant renewable
resources. The obtained β-amino acid esters can be applied as
value-added building blocks or further transformed to a variety of
bio-based amines, diamines, amino-alcohols usable in the fine
chemical, materials or polymer chemistry sectors. The novel
cooperative catalytic system presented should be broadly applied,
in the future, for the waste-free amination of other highly oxy-
genated renewable building blocks. Fig. 6 Application of the developed method in a β-lactam (4ei) synthesis General procedure for in situ 31P NMR study. An oven-dried 20 mL Schlenk
tube, equipped with a stirring bar, was charged (depending on the experiment)
h Sh
’
l
(
l
) d h
l
h
h
(
l 16. Kumar, V., Ashok, S. & Park, S. Recent advances in biological production of 3-
hydroxypropionic acid. Biotechnol. Adv. 31, 945–961 (2013). General procedure for in situ 31P NMR study. An oven-dried 20 mL Schlenk
tube, equipped with a stirring bar, was charged (depending on the experiment)
with Shvo’s catalyst (0.02 mmol, 1 equiv.), diphenyl phosphate (0.02 mmol, 1
equiv.) and/or 3-(4-methoxyphenylamino)-but-2-enoic acid ethyl ester (3”aa, 0.02
mmol, 1 equiv.) and toluene-d8 (as a solvent, 1 mL). Solid materials were weighed
into the Schlenk tube under air. Then the Schlenk tube was subsequently connected
to an argon line and vacuum-argon exchange was performed three times. Liquid
starting materials and solvent were charged under an argon stream. The Schlenk
tube was capped and the mixture was rapidly stirred at room temperature for 1
min, then was placed into a pre-heated oil bath (60°C) and stirred for 15 min. Then, the reaction mixture was cooled down to room temperature. Preparing the
sample, 0.6 mL of the reaction mixture was placed to a J-Young NMR tube under
argon. All spectra were recorded using Bruker Avance NEO 600 machine. 17. Matsakas, L., Topakas, E. & Christakopoulos, P. New trends in microbial
production of 3-hydroxypropionic acid. Curr. Biochem. Eng. 1, 141–154
(2014). 18. Sheldon, R. A., Poliakoff, M., Perez, E., Tuck, C. O. & Horvath, I. T. Valorization of biomass: deriving more value from waste. Science 337,
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(0.002 mmol, 1 equiv.), diphenyl phosphate (0.01 mmol, 1 equiv.) or 3-(4-meth-
oxyphenylamino)-but-2-enoic acid ethyl ester (3”aa, 0.2 mmol, 1 equiv.) and
toluene (as a solvent, 2 mL). Solid materials were weighed into the Schlenk tube
under air. Then the Schlenk tube was subsequently connected to an argon line and
vacuum-argon exchange was performed three times. Liquid starting materials and
solvent were charged under an argon stream. The Schlenk tube was capped and the
mixture was rapidly stirred at room temperature for 1 min. General procedure for in situ 31P NMR study. An oven-dried 20 mL Schlenk
tube, equipped with a stirring bar, was charged (depending on the experiment)
h Sh
’
l
(
l
) d h
l
h
h
(
l At the same time the
pre-dried autoclave, equipped with the stirring bar, was purged three times with
hydrogen. Under the stream of hydrogen, the reaction mixture was transferred
from the Schlenk tube to the autoclave and heated at 90 °C for 15 min. The
autoclave was then cooled to RT and the reaction mixture was transferred to a
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7. Gardner, P. & Brandon, R. Preparation and reactions of some arylalkyl
cyanoacetic esters. Methods Synthesis and characterization. For general information about used chemicals,
analytical methods, synthetic procedures, please see Supplementary Methods. 1H,
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(see Supplementary information, page 1-3), 1 mmol of 1i-j, 0.5 mmol of 2a-o, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h,
120 °C, under argon, isolated yields are presented. a 48 h. b 1 mmol of 1i-j, 0.5 mmol of 2a, 2 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL
toluene, 48 h, 120 °C, under argon Fig. 7 Novel route to bio-based β-amino acid esters via direct catalytic amination of 3-HP esters. General reaction conditions: General Procedure
(see Supplementary information, page 1-3), 1 mmol of 1i-j, 0.5 mmol of 2a-o, 1 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL toluene, 18 h,
120 °C, under argon, isolated yields are presented. a 48 h. b 1 mmol of 1i-j, 0.5 mmol of 2a, 2 mol% Shvo’s complex (Cat), 5 mol% additive (A1), 2 mL
toluene, 48 h, 120 °C, under argon COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 7 ARTICLE ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x General procedure for the preparation of β-amino acid esters. An oven-dried
20 mL Schlenk tube, equipped with a stirring bar, was charged with amine (0.5
mmol, 1 equiv.), β-hydroxyl acid ester (1 mmol, 2 equiv.), Shvo’s catalyst (0.005
mmol, 1 mol%), diphenyl phosphate (0.025 mmol, 5 mol%) and toluene (as a
solvent, 2 mL). Solid materials were weighed into the Schlenk tube under air. Then
the Schlenk tube was subsequently connected to an argon line and vacuum-argon
exchange was performed three times. Liquid starting materials and solvent were
charged under an argon stream. The Schlenk tube was capped and the mixture was
rapidly stirred at room temperature for 1 min, then was placed into a pre-heated oil
bath at 120 °C and stirred for a given time (typically, 18 h). Then, the reaction
mixture was cooled down to room temperature. After taking a sample (app. 0.5
mL) for GC analysis, the crude mixture was filtered through silica gel, eluted with
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(2017). General procedure for in situ 31P NMR study. An oven-dried 20 mL Schlenk
tube, equipped with a stirring bar, was charged (depending on the experiment) Acknowledgements K.B. thanks the European Research Council, ERC Starting Grant 2015 (CatASus) 638076. This work is part of the research programme Talent Scheme (Vidi) with project number
723.015.005 (for K.B.), which is partly financed by the Netherlands Organization for
Scientific Research (NWO). A.A. thanks Bálint Fridrich for help with hydrogenation
experiments. Reprints and permission information is available at http://www.nature.com/reprints 43. Banerjee, D., Junge, K. & Beller, M. Cooperative catalysis by palladium and a
chiral phosphoric acid: enantioselective amination of racemic allylic alcohols. Angew. Chem. Int. Ed. 53, 13049–13053 (2014). Reprints and permission information is available at http://www.nature.com/reprints Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 44. Thomas, K. D., Adhikari, A. V. & Shetty, N. S. Design, synthesis and
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derivatives from BrCF2CF2Br. J. Fluor. Chem. 127, 1195–1203 (2006). 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/. References J. Org. Chem. 22, 1704–1705 (1957). 7. Gardner, P. & Brandon, R. Preparation and reactions of some arylalkyl
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borrowing hydrogen methodology: cooperative catalysis by iridium and a
chiral phosphoric acid. Angew. Chem. Int. Ed. 53, 1399–1403 (2014). 9. Naoya, O. & Tomohiko, A. The Reaction of amino alcohols with acrylates. Bull. Chem. Soc. Jpn 39, 1486–1490 (1966). 9. Naoya, O. & Tomohiko, A. The Reaction of amino alcohols with acrylates. Bull. Chem. Soc. Jpn 39, 1486–1490 (1966). COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 8 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-019-0229-x and commented on the manuscript. (A.A. and T.Y. contributed equally) K.B. designed
experiments, analyzed the data, wrote the manuscript and supervised the research. 39. Parmar, D., Sugiono, E., Raja, S. & Rueping, M. Complete field guide to
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019-0229-x. 42. Kampen, D., Reisinger, C. M. & List, B. Chiral Brønsted acids for asymmetric
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g
The authors declare no competing interests. Author contributions A.A. conducted and designed the experiments, collected and analyzed the data and wrote
the manuscript draft. T.Y. conceived the catalyst system, performed exploratory studies © The Author(s) 2019 COMMUNICATIONS CHEMISTRY | (2019) 2:127 | https://doi.org/10.1038/s42004-019-0229-x | www.nature.com/commschem 9
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ALOHA From the Edge: Reconciling Three Decades of in Situ Eulerian Observations and Geographic Variability in the North Pacific Subtropical Gyre
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Frontiers in marine science
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ALOHA From the Edge: Reconciling
Three Decades of in Situ Eulerian
Observations and Geographic
Variability in the North Pacific
Subtropical Gyre Maria T. Kavanaugh 1*, Matthew J. Church 2, Curtiss O. Davis 1, David M. Karl 3,
Ricardo M. Letelier 1 and Scott C. Doney 4 Maria T. Kavanaugh 1*, Matthew J. Church 2, Curtiss O. Davis 1, David M. Karl 3,
Ricardo M. Letelier 1 and Scott C. Doney 4 1 College of Earth, Ocean and Atmospheric Sciences, Oregon State University, Corvallis, OR, United States, 2 Flathead Lake
Biological Station, University of Montana, Polson, MT, United States, 3 Daniel K. Inouye Center for Microbial Oceanography:
Research and Education (C-MORE), University of Hawaii at Manoa, Honolulu, HI, United States, 4 Department of
Environmental Sciences, University of Virginia, Charlottesville, VA, United States Global analyses of satellite and modeled data suggest decreased phytoplankton
abundance and primary productivity in oligotrophic gyres as they expand in response
to increased surface temperatures, shoaling of surface mixed layers, and decreased
supply of subsurface macronutrients. However, analogous changes in the phytoplankton
have not been evident in situ at Hawaii Ocean Time-series (HOT) Station ALOHA
(22◦45′N, 158◦00′W), suggesting that physiological or structural reorganization not
observed from space, uncorrected sensor drift, or uncharacterized geographic variability
may be responsible for the apparent discrepancy. To address the latter, we compared
interannual patterns of in situ phytoplankton dynamics and mixed layer properties to
gyre extent and boundary location based on multiple definitions including dynamic
topography, a threshold of satellite surface chlorophyll (chl a) ≤0.07 mg m−3, and
multivariate biophysical seascapes using modeled or satellite data. Secular increases
in gyre extent were apparent, although the rate of expansion was much slower than
previously reported, whereas strong interannual oscillations were evident for all definitions
of the gyre. Modeled and satellite-based multivariate seascapes agreed well in terms
of expansion (surface area of seascapes) and isolation of Station ALOHA (distance
to seascape boundary) resulting in a combined data record of nearly three decades. Isolation was associated positively with the North Pacific Gyre Oscillation (NPGO), and
negatively with Multivariate ENSO Index (MEI), and Pacific Decadal Oscillation (PDO). The
converse was true for the gyre’s expansion. Expansion followed a shoaling and freshening
of the surface mixed layer and declines of in situ net primary production (PP) suggesting
that Station ALOHA may serve as an early indicator of gyre biogeographic patterns. ORIGINAL RESEARCH
published: 20 April 2018
doi: 10.3389/fmars.2018.00130 ALOHA From the Edge: Reconciling
Three Decades of in Situ Eulerian
Observations and Geographic
Variability in the North Pacific
Subtropical Gyre Lags between geographic indicators and in situ conditions appear to partially explain
past observed discrepancies between patterns from satellite remote sensing and those
from in situ conditions at Station ALOHA. Keywords: climate oscillations, North Pacific Subtropical Gyre, dynamic geography, seascape ecology, Station
ALOHA Edited by:
Alison Buchan,
University of Tennessee, Knoxville,
United States Reviewed by:
Jeffrey Polovina,
National Oceanic and Atmospheric
Administration (NOAA), United States
Andrew Irwin,
Mount Allison University, Canada Reviewed by:
Jeffrey Polovina,
National Oceanic and Atmospheric
Administration (NOAA), United States
Andrew Irwin,
Mount Allison University, Canada *Correspondence:
Maria T. Kavanaugh
mkavanau@ceoas.oregonstate.edu Specialty section:
This article was submitted to
Aquatic Microbiology,
a section of the journal
Frontiers in Marine Science Received: 06 December 2017
Accepted: 28 March 2018
Published: 20 April 2018 INTRODUCTION )
Contrary findings between gyre-scale and in situ analyses,
attribution of change to differing climate modes, and the
variations in the shape and extent of the gyre suggest that regional
oceanographic context needs to be considered when examining
the role of interannual variability and secular trends on large
scale shifts in the subtropical gyres (e.g., Hammond et al., 2017). One such regional approach considers the temporal patterns of
features as a composite of biophysical interactions (Oliver and
Irwin, 2008; Kavanaugh et al., 2014b, 2016). Seasonally evolving
satellite-derived seascapes describe regional variability in the
North Pacific with differences in biogeochemical interactions
(Kavanaugh et al., 2014b), and community structure (Kavanaugh
et al., 2014a). Here, we use interannual varying seascapes to
further our understanding of subtropical gyre dynamics and
compare seascape variability relative to circulation-based or low-
level chl a-based definitions of the gyre. We hypothesized that
year-to-year variability in the size of the subtropical gyre and
location of the gyre boundary is reflected in the patterns of
phytoplankton abundance and productivity at Station ALOHA. The location of Station ALOHA is highlighted, with trends
and oscillations of seascape area and isolation compared across
definitions and analyzed in concert with in situ patterns. Specifically, we address the following questions: y
gy
y
Because of their immense size and age, oligotrophic gyres
have been considered historically to support pelagic ecosystems
in a climax state relatively resulting from stable environmental
forcing in space and time; however, they are now recognized to
display substantial spatial, seasonal, and interannual variability
(Venrick, 1995; Karl, 2010; Karl and Church, 2017). While
dominated by small phytoplankton and regenerated productivity
(Letelier et al., 1996; Li et al., 2011), relatively short-lived
perturbations in the NPSG contribute not only to momentary
increases in net primary productivity (NPP) but also to the
decoupling of autotrophic and heterotrophic processes and
subsequent export of particulate carbon. These include deep
vertical mixing events followed by water column restratification
(DiTullio and Laws, 1991) associated with the passage of cyclonic
eddies (Letelier et al., 2000; Wilson and Adamec, 2001), Rossby
waves (Sakamoto et al., 2004), and the breaking of internal waves. INTRODUCTION index, the chl a trend was largely driven by changes in the
subtropical gyres. Both Polovina et al. (2008) and Irwin and
Oliver (2009) noted ENSO or PDO-associated increases in the
areal extent of the most oligotrophic water in subtropical gyres. Finally, recent analyses of ocean color data from 1997 to 2010 and
1997 to 2013 suggest gradual, yet significant, decreases in surface
chl a in subjectively defined polygons that encompassed the
oligotrophic regions of the North Pacific as well as other basins
(Signorini and McClain, 2012; Signorini et al., 2015). Conversely,
Siegel et al. (2013) argue that the tropical/sub-tropical negative
correlation between satellite chl a and sea surface temperature
(SST) is primarily a physiological signal of variable chl a to
carbon (C) ratio rather than a phytoplankton biomass signal,
likely associated with photoacclimation (Letelier et al., 1993,
2017; Winn et al., 1993). While some analyses of long-term in situ
data support the trend toward oligotrophy found in early large-
scale studies (Boyce et al., 2010, 2011, 2014), the majority of in
situ time series do not (Chavez et al., 2011; McQuatters-Gollop
et al., 2011). Covering over 20 million square kilometers, the North Pacific
Subtropical Gyre (NPSG) is the largest ecosystem on the planet
surface (Sverdrup et al., 1942; Karl, 2010). The permanently
stratified surface layer in this system restricts the vertical fluxes
of inorganic nutrients into the well-lit surface region, resulting
in low primary production (PP) and export of carbon to the deep
ocean. However, because of their size, open ocean regions like the
NPSG are responsible for substantial oceanic primary and export
production (Martin et al., 1987; Emerson et al., 1997). The debate
is ongoing, however, as to how these processes are changing in
response to longer term shifts in environmental forcing such as
changes in ocean chemistry (Dore et al., 2009) and temperature
(Karl et al., 2001; Corno et al., 2007; Saba et al., 2010). Accurate
estimation of global ocean production and export, therefore,
will require not only reliable estimation of NPSG ecosystem
processes (Karl, 2010) but also a detailed understanding of the
oceanographic context in which these processes are occurring,
including an accurate characterization of gyre geography and the
dynamics of gyre areal extent and boundary location. Citation: Kavanaugh MT, Church MJ,
Davis CO, Karl DM, Letelier RM and
Doney SC (2018) ALOHA From the
Edge: Reconciling Three Decades of
in Situ Eulerian Observations and
Geographic Variability in the North
Pacific Subtropical Gyre. Front. Mar. Sci. 5:130. doi: 10.3389/fmars.2018.00130 April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 1 Aloha From the Edge Kavanaugh et al. INTRODUCTION On longer time scales, in situ PP and phytoplankton biomass
(as determined by chlorophyll chl a) in the NPSG, measured
during various programs such as CLIMAX and the Hawaii Ocean
Time-series (HOT) have increased over the past four decades
(Venrick et al., 1987; Karl et al., 2001; Corno et al., 2007). These
increases have been linked to a shift in the phase of the Pacific
Decadal Oscillation (PDO, Karl et al., 2001) or El Niño Southern
Oscillation (ENSO)/PDO interactions (Corno et al., 2007) and
resulting changes in stratification. 1. What are the interannual trends across different metrics of
gyre expansion? 2. To what degree are variations in subtropical seascape
geography related to interannual to decadal climate modes? g
g
Station ALOHA (22.75◦N, 158◦W: A Long-term Oligotrophic
Habitat Assessment) is a benchmark monitoring site in the NPSG
where in situ sampling of ocean physical, biological, and chemical
parameters has occurred since 1988 (Karl, 2010). However, the
patterns of increased biomass and primary productivity found
in situ are contrary to synoptic patterns observed through
analyses of derived satellite products. Behrenfeld et al. (2006)
observed that global ocean net PP and phytoplankton biomass
(as defined by chl a) decreased from 1999 to 2006 in response
to increased water column stratification. Hypothesized as an
ecological response to an increase in the multivariate ENSO 3. Finally, how do variations in seascape geography relate to
the interannual patterns of phytoplankton abundance and
primary productivity observed at Station ALOHA? Frontiers in Marine Science | www.frontiersin.org METHODS Oligotrophic Chl a Gyre Extent Oligotrophic Chl a Gyre Extent Monthly means of each field
were calculated. Because the determination of extent of features estimated
from geostrophic flow lines can be confounded by the
effect of steric sea level rise on ADT (Gille, 2014), we
downloaded steric sea level anomalies (Levitus et al., 2012)
for the upper 2,000 m from NOAA’s National Center for
Environmental Information (https://www.nodc.noaa.gov/OC5/
3M_HEAT_CONTENT/index.html), and calculated the trend in
steric sea-level rise from 1993 to 2015 on a per pixel basis. Dynamic height was adjusted by subtracting the interpolated
steric sea-level trend from the monthly satellite dynamic height
field. The gyre was then classified as the region contained
within closing contours of original ADT and adjusted ADT
(ADT_adj) at 1.05 m, the minimum height at which the contour
lines recirculated (closed) completely to the western boundary
(Figure 1B). Oligotrophic Chl a Gyre Extent Area of the extent of highly oligotrophic gyre (a threshold
defined as chl a ≤0.07 mg m−3; Polovina et al., 2008, hereafter
oligotrophic threshold chl a) was calculated from monthly April 2018 | Volume 5 | Article 130 2 Aloha From the Edge Kavanaugh et al. SeaWiFS (R2017, completed January 2018) and Aqua-MODIS
(R2017, completed December 2017) satellite ocean color derived
chl a (Figure 1A). The SeaWiFS data record extends from
autumn of 1997–2010 albeit with episodic gaps during 2008–2010
due to periodic sensor malfunction. Reprocessing (Franz et al.,
2007; Franz, 2009) has removed much of the drift in the SeaWiFS
and Aqua-MODIS instruments. Data were merged by comparing
the per pixel seasonal cycle of SeaWiFS to that of MODIS-Aqua
from 2003 to 2007, and then applying a seasonal correction to
the historical SeaWiFS record. Merged data include seasonally
adjusted SeaWiFS data until July of 2002, after which MODIS-
Aqua data were used to December 2016. We also compared the
trends between the OCI algorithm (Hu et al., 2012) to that of the
previously standard OC3/OC4 (OCX) algorithms for SeaWiFS
and MODIS-Aqua. The OCI algorithm is more accurate for [chl
a] <0.2 mg m−3, converges with the OCX values above 0.2 mg
m−3, and has been the standard NASA chl a algorithm since 2014. SeaWiFS (R2017, completed January 2018) and Aqua-MODIS
(R2017, completed December 2017) satellite ocean color derived
chl a (Figure 1A). The SeaWiFS data record extends from
autumn of 1997–2010 albeit with episodic gaps during 2008–2010
due to periodic sensor malfunction. Reprocessing (Franz et al.,
2007; Franz, 2009) has removed much of the drift in the SeaWiFS
and Aqua-MODIS instruments. Data were merged by comparing
the per pixel seasonal cycle of SeaWiFS to that of MODIS-Aqua
from 2003 to 2007, and then applying a seasonal correction to
the historical SeaWiFS record. Merged data include seasonally
adjusted SeaWiFS data until July of 2002, after which MODIS-
Aqua data were used to December 2016. We also compared the
trends between the OCI algorithm (Hu et al., 2012) to that of the
previously standard OC3/OC4 (OCX) algorithms for SeaWiFS
and MODIS-Aqua. The OCI algorithm is more accurate for [chl
a] <0.2 mg m−3, converges with the OCX values above 0.2 mg
m−3, and has been the standard NASA chl a algorithm since 2014. where u and v are the zonal and meridional velocities calculated
from sea surface height anomalies. Seascape Classification While this does not
isolate the effect of photoacclimation, it assures that modeled
chl a and satellite chl a are responding similarly to physical
forcing, reflecting the phytoplankton physiological responses
observed at Station ALOHA. All data sets were standardized prior
to classification. Satellite and model seascapes were classified
separately (Figures 1C,D). in the Community Earth System Model (CESM-BEC, Doney
et al., 2009; Moore et al., 2013). Surface chl a concentration is
sensitive to mixed layer depth in the subtropics (e.g., Letelier
et al., 1996; Siegel et al., 2013); thus we chose the CESM-BEC
because of its inclusion of photoacclimation. While this does not
isolate the effect of photoacclimation, it assures that modeled
chl a and satellite chl a are responding similarly to physical
forcing, reflecting the phytoplankton physiological responses
observed at Station ALOHA. All data sets were standardized prior
to classification. Satellite and model seascapes were classified
separately (Figures 1C,D). sum of the area of all pixels within the appropriate contour
or identified seascape in the North Pacific. Surface area of
each pixel was calculated by correcting for the spheroid-effect
on distance between lines of longitude. For each time step,
the distance from Station ALOHA to the subtropical seascape
boundary was also calculated using the mean of the 5th quantile
of all boundary distances in a quadrant 45◦on either side of
due NE from Station ALOHA Figure 1D); encroachment of less
oligotrophic waters from the NE was most common. When the
oligotrophic boundary encroached beyond (south and or east of)
Station ALOHA, the distance values were negative. All area-based
analyses were truncated at 10◦N to minimize the effect of the
equatorial upwelling region. y
Climatological seasonal means of PAR, SST, and chl a
were defined for both data sets from 2003 to 2007. We
used a probabilistic self-organizing mapping algorithm (PrSOM,
Anouar et al., 1998) to reduce the 3-variable (SSTx,y,m, PARx,y,
chl a x,y,m) spatiotemporal data set onto a 15 × 15 neuronal map
resulting in 225 classes, each with its own 3-D weight based on the
maximum likelihood estimation (3-D MLEs). The neural net size
(15 × 15 nodes) was chosen to maximize sensitivity to mesoscale
processes while preventing underpopulated nodes (defined as
<500 pixels). The 3-D MLEs were then further reduced using a
hierarchical agglomerative clustering (HAC) with Ward linkages
(Ward, 1963). Station ALOHA Data In situ NPP, Total chl a (Tchl a, the sum of divinyl and
monovinyl chl a), and in situ physical patterns in the subtropical
North Pacific were assessed using archived data from Station
ALOHA (http://hahana.soest.hawaii.edu/hot/hot-dogs/interface. html). Net PP was determined by daytime incubation in bottles
spiked with 14C bicarbonate incubated in situ to maintain
natural light and temperature (Letelier et al., 1996). Chl a
and photosynthetic accessory pigments were measured by
high performance liquid chromatography (HPLC) according to
Wright et al. (1991). Mean pigment concentrations and NPP
patterns were quantified separately for the light-saturated surface
(0–45 m) and light-limited region of the euphotic zone that
contained the deep chlorophyll maximum (DCM, 75–150 m). Potential temperature and bottle salinity were also recorded
for the upper 45 m. Mixed layer depth was calculated using Seascape Classification This linkage method uses combinatorial, Euclidian
distances that conserve the original data space with sequential
linkages (McCune et al., 2002). Euclidian distances here are
equivalent to within-group and total sum of squares. To understand the role of mesoscale variability on basin-
scale geography, we examined the relationship between mean
EKE and the difference in extent between the gyre defined by
circulation and that defined by oligotrophy (see above). Pixels
were categorized as belonging in (1) both the oligotrophic and
physical gyres, (2) only in the physical gyre, or (3) only in the
oligotrophic gyre. The mean EKE was calculated over the pixels
for each of the three aforementioned groups. Climatic Indices To infer the effect of climatic forcing on the interannual
dynamics of gyre geography, three different indices were used. The multivariate El Niño Southern Oscillation Index (MEI) is
computed from a principal component analysis (PCA) of six
variables including sea level pressure, zonal and meridional wind
components, cloudiness, and sea surface and air temperatures
(Wolter and Timlin, 1993). These data are available from
NOAA (http://www.esrl.noaa.gov/psd/enso/mei/). The North
Pacific Gyre Oscillation (NPGO, Di Lorenzo et al., 2008; http://
www.o3d.org/npgo/) is the second dominant mode calculated
from North Pacific sea surface height anomalies and is associated
with accelerated North Pacific, Alaska, and California Currents
(Chavez et al., 2011). The Pacific Decadal Oscillation (PDO,
Mantua et al., 1997; Zhang et al., 1997) is associated with the
dominant mode of North Pacific SST anomalies and the data
are available from the University of Washington (http://jisao. washington.edu/pdo/). Previously, we found that eight seascapes classified from
seasonal climatologies of satellite-derived SST, chl a, and PAR
represented seasonal shifts in biogeochemical patterns and
planktonic assemblages (Kavanaugh et al., 2014a,b). Here, we
followed the methodology of Kavanaugh et al. (2014b), with three
exceptions. First, the seasonal variability of PAR was removed
on a per-pixel basis to minimize discontinuities associated with
the spring and fall transitions, with interannual and spatial
variability remaining. Second, stepwise agglomerations were
conducted using the Ward method until four seascapes for each
of the model and satellite data sets were defined: a subtropical
seascape, oligotrophic transition, a mesotrophic transition, and a
subarctic seascape. These four regions bear the spatial signature
of analogous seasonally evolving regions classified previously
(Kavanaugh et al., 2014b) and represent a trade-offbetween
variance explained in both the satellite and model records,
and spatial match-up between satellite and modeled seascapes
(Figure S1). Finally, once the seasonal and spatial vectors were
classified, the means, variances and covariances within seascapes
informed a multivariate Gaussian mixture model (GMM). Class
assignments of individual months were then determined by
their maximum posterior probabilities. New classes were then
predicted from the CESM and satellite GMMs using the monthly
means of chl a, SST, and PAR of the respective model and satellite
time series. Seascape Classification Seascapes were classified from Level 3 9-km merged chl a
(described above), PAR, and SST from the Advanced Very High
Resolution Radiometer (AVHRR) and MODIS-Aqua. Similar to
chl a, monthly averages of PAR and SST were computed from
the combined SeaWiFS and MODIS product; all three variables
were binned to 1 degree to match model output. Model output
of SST, PAR, and surface chl a from 1985 to 2005 were taken
from the Biogeochemical Element Cycling Model embedded Near daily, gridded sea level anomalies (SLA) and absolute
dynamic topography (ADT) fields derived from satellite altimetry
were downloaded from AVISO (https://www.aviso.altimetry. fr/en/data/products.html). Eddy kinetic energy (EKE) was
calculated from the near daily fields: EKE (m2 s−2) = 0.5 × [u2 + v2]
(1) (1) FIGURE 1 | Extent of the North Pacific Subtropical Gyre (NPSG) for June of 2003, showing (A) oligotrophic threshold (≤0.07 mg m−3) satellite ocean color derived
surface chlorophyll, chl a; (B) geostrophic recirculation defined by the 1.05 m absolute dynamic height relative to the geoid; and multivariate seascapes classified from
(C) CESM-BEC model output and (D) satellite data. Dark blue, subtropical seascape; light blue, oligotrophic boundary seascape; green, transition seascape; yellow,
subarctic seascape. Arrow in (D) shows distance between Station ALOHA (white circle) and the boundary of the subtropical seascape. FIGURE 1 | Extent of the North Pacific Subtropical Gyre (NPSG) for June of 2003, showing (A) oligotrophic threshold (≤0.07 mg m−3) satellite ocean color derived
surface chlorophyll, chl a; (B) geostrophic recirculation defined by the 1.05 m absolute dynamic height relative to the geoid; and multivariate seascapes classified from
(C) CESM-BEC model output and (D) satellite data. Dark blue, subtropical seascape; light blue, oligotrophic boundary seascape; green, transition seascape; yellow,
subarctic seascape. Arrow in (D) shows distance between Station ALOHA (white circle) and the boundary of the subtropical seascape. Frontiers in Marine Science | www.frontiersin.org April 2018 | Volume 5 | Article 130 3 Aloha From the Edge Kavanaugh et al. in the Community Earth System Model (CESM-BEC, Doney
et al., 2009; Moore et al., 2013). Surface chl a concentration is
sensitive to mixed layer depth in the subtropics (e.g., Letelier
et al., 1996; Siegel et al., 2013); thus we chose the CESM-BEC
because of its inclusion of photoacclimation. Statistical Analysis Cross correlation analyses were conducted to determine the
correlations between climate and geographic metrics, the
relationship between seascape dynamics and in situ conditions
at Station ALOHA, and the time scales or lags at which
the correlation was strongest. Cross correlation analysis was
also conducted to determine the effect of EKE on spatial
mismatch between geographic metrics. Prior to analysis, monthly
climatological means were calculated by removing outliers
(exceeding ± 3 standard deviations), then missing in situ
data were interpolated using a 3-month LOESS filter to
minimize the effect of within-year data density on interannual
trends. Then, anomalies for each time series were calculated
by subtracting the monthly climatological mean, calculated
from the smoothed data, and then smoothing with a 12-
month LOESS filter prior to correlation analysis. Statistical
significance of correlation coefficients were determined using a
critical value which adjusted degrees of freedom to account for
autocorrelation in covariance (Glover et al., 2011). Correlations
that exceeded this value are considered significant (p <
0.05). p
y
Gyre extent, defined by oligotrophic threshold chl a, was
positively correlated to the MEI, with positive MEI preceding
expansion of low-level chl a area by 6–12 months (Figure 4A). The areal extent of recirculation was positively correlated with
the NPGO and strongly negatively correlated with the PDO
and MEI (Figure 4B). Similar to the area of low-level chl a,
the subtropical seascape was strongly correlated to the MEI and
was also related to the PDO (Figure 4C), whereas the isolation
of Station ALOHA within the subtropical gyre was positively
correlated with the NPGO and negatively correlated with the
MEI and PDO (Figure 4D). While covering a much larger area,
areal extent of multivariate seascapes was weakly correlated to
that of threshold chl a patterns, (Figure S3A: r = 0.24, p < 0.05);
however, patterns preceded the chl-only index by approximately
7 months. Multivariate seascape expansion was anti-correlated to
both the dynamic topography extent described above (r = −0.48,
p < 0.05), and the distance of Station ALOHA to the edge of the
subtropical seascape (Figure S3B: r = −0.36, p < 0.05). Isolation
distance was positively correlated to gyre extent as measured by
geostrophy (r = 0.33, p < 0.05), with isolation shifts preceding
that of gyre extent also by 7 months. Isolation was not correlated
to the low-level chl a metric. Statistical Analysis Trends over time were adjusted to account for the effect of
climate oscillations. We conducted a PCA across the NPGO,
PDO, and MEI indices; multiple linear regression was conducted
using the PCA scores as predictors and individual seasonally-
detrended anomalies as responses. Trends were then a result of a
simple linear fit to the residuals of the multiple linear regression
model. Geographic Metrics We focus on the dynamics of the subtropical seascape
and the boundary between the subtropical and oligotrophic
transition seascape. Total area of oligotrophy, recirculation, and
multivariate subtropical seascape was assigned based on the April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 4 Aloha From the Edge Kavanaugh et al. (Table 1). Seasonal and interannual oscillations as well as weak
increases (0.5% per year) in the physical extent of the gyre
were evident from the altimetry-based time series (Figure 3B,
Table 1). Trends were weaker in data adjusted for steric sea-
level changes than those unadjusted for absolute dynamic height
(ADT_adj and ADT, respectively, Table S1). As with the extent
of oligotrophy, presence or magnitude of a trend depended on
the length of the time series, with no trend evident from 1998
to 2006 (Figure 3B, Table S1), despite the strong ENSO signal
during that span. Because modeled and satellite seascapes were
highly correlated and in phase for both indices (Figures S1B,C;
expansion: r = 0.64, p < 0.05; isolation r = 0.76, p < 0.05),
the data records were combined and a single index of expansion
or isolation was used that spanned the entire data record
(1985–2016). There was evidence of slight expansion of the
subtropical seascape from 1985 to 2016 (Table 1). Isolation
distance also varied from year to year, although aseasonal,
within-year variability was higher relative to the other metrics
(Figure 3D). A linear trend was evident from 1985 to 2016 (but
not over a shorter duration), with isolation distance increasing by
0.9% per year (Table 1). a potential density gradient threshold of 0.005 kg m−4 and a
potential density offset of 0.125 kg m−3 from the surface (Karl
and Lukas, 1996). Climate Variability All series were smoothed using a 12-month LOESS filter. FIGURE 3 | Temporal trends of North Pacific subtropical gyre dynamic geography indices showing (A) areal extent calculated from oligotrophic threshold chl a across
different satellite ocean color algorithms; (B) areal extent (expansion/contraction) calculated from satellite altimetry derived dynamic topography with and without
adjustment for steric sea-level rise; (C) merged model and satellite seascape extent; (D) distance of Station ALOHA to the edge of the merged modeled and satellite
subtropical seascape (isolation). All series were smoothed using a 12-month LOESS filter. Trends calculated over various durations are reported in Table 1 and
Table S1. where instabilities associated with the Kuroshio extension
appeared to blend the physical and chl a-based boundaries. On th
t rn
nd
th rn
d
th
p ti l mi m t h
In Situ Trends
Local SST averaged over the upper 45 m at Station ALOHA
hibit d
t
ill ti
i
t
h
i
li
t FIGURE 2 | Time series of climate indices including (a) the North Pacific Gyre Oscillation, NPGO; (b) the Multivariate ENSO Index, MEI; and (c) the Pacific Decadal
Oscillation, PDO. Data sources are included in Methods. All series were smoothed using a 12-month LOESS filter. FIGURE 2 | Time series of climate indices including (a) the North Pacific Gyre Oscillation, NPGO; (b) the Multivariate ENSO Index, MEI; and (c) the Pacific Decadal
Oscillation, PDO. Data sources are included in Methods. All series were smoothed using a 12-month LOESS filter. FIGURE 2 | Time series of climate indices including (a) the North Pacific Gyre Oscillation, NPGO; (b) the Multivariate ENSO Index, MEI; and (c) the Pacific Decadal
Oscillation, PDO. Data sources are included in Methods. All series were smoothed using a 12-month LOESS filter. FIGURE 3 | Temporal trends of North Pacific subtropical gyre dynamic geography indices showing (A) areal extent calculated from oligotrophic threshold chl a across
different satellite ocean color algorithms; (B) areal extent (expansion/contraction) calculated from satellite altimetry derived dynamic topography with and without
adjustment for steric sea-level rise; (C) merged model and satellite seascape extent; (D) distance of Station ALOHA to the edge of the merged modeled and satellite
subtropical seascape (isolation). All series were smoothed using a 12-month LOESS filter. Trends calculated over various durations are reported in Table 1 and
Table S1. Climate Variability FIGURE 3 | Temporal trends of North Pacific subtropical gyre dynamic geography indices showing (A) areal extent calculated from oligotrophic threshold chl a across
different satellite ocean color algorithms; (B) areal extent (expansion/contraction) calculated from satellite altimetry derived dynamic topography with and without
adjustment for steric sea-level rise; (C) merged model and satellite seascape extent; (D) distance of Station ALOHA to the edge of the merged modeled and satellite
subtropical seascape (isolation). All series were smoothed using a 12-month LOESS filter. Trends calculated over various durations are reported in Table 1 and
Table S1. Climate Variability From 1985 to 2016, three to four cycles of the NPGO, MEI, and
PDO were evident (Figure 2). In the early part of the record
(1985–1998), the PDO and MEI were out of phase but moved
into phase following the 1997–1998 El Niño and subsequent
La Niña, remaining in phase for the rest of the data record
(r = 0.6, p < 0.001). Throughout our study period, the NPGO
was anticorrelated (r = −0.5, p < 0.001) with the other two
indices, but also led the PDO and MEI by 5 and 8 months,
respectively (Figure S2). Thus, any secular trend reported is that
which remains after accounting for the effect of oscillations in the
sign and magnitude of the climate indicators. The NPSG is most contracted in winter and at its
greatest extent in September for both definitions of the gyre
(Figures 5A,B). The northern winter boundary of the physical
gyre exceeds that of low-level chl a, and the summer eastern
boundary extends less than the low-level chl-a. However,
on interannual scales, the physical extent and low-level chl
a-based extent were anti-correlated, due to different climate
forcing. The physical extent is strongly positively correlated
with the NPGO, whereas the extent of low-level chl a is
positively correlated with the PDO and MEI. Increased EKE
resulted in expansion of the areal extent of oligotrophic-
threshold chl a. The result is that offof the Kuroshio, the
spatial mismatch between the two definitions is minimized
with increased EKE between their boundaries (Figure 5C), Expansion and Isolation Trends and Drivers
Patterns and trends among the different gyre geographic metrics
varied and were associated with different climate forcing. The
area of low-level chl a was dependent on algorithm, with the
lower sensitivity of the OCX resulting in a larger expanse of
oligotrophy (Figure 3A, Table 1). Large interannual oscillations
were evident, with any linear trend being highly dependent
on record length (Table S1). From 1998 to 2016, expansion of
the area of low-level chl a occurred at a rate of 0.36% year−1 April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 5 Aloha From the Edge Kavanaugh et al. FIGURE 2 | Time series of climate indices including (a) the North Pacific Gyre Oscillation, NPGO; (b) the Multivariate ENSO Index, MEI; and (c) the Pacific Decadal
Oscillation, PDO. Data sources are included in Methods. In Situ Trends where instabilities associated with the Kuroshio extension
appeared to blend the physical and chl a-based boundaries. On the eastern and southern edge, the spatial mismatch
increases with increased EKE (Figure 5D), where expanded
oligotrophy is associated with greater EKE, particularly in
summer. Local SST averaged over the upper 45 m at Station ALOHA
exhibited strong oscillations in response to changing climate
forcing over the data record, with warmer temperatures
associated with positive ENSO and PDO and negative NPGO
(Figure 6A, Figure S4). While there was a significant linear April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 6 Aloha From the Edge Kavanaugh et al. TABLE 1 | Secular trends across geographic metrics, chl a algorithms, and in situ characteristics at Station ALOHA. Algorithm
Span
Span mean
Trend (year−1)
Trend (SE)
% change year−1
R2
p-Value
AREA METRICS (km2)
ocx: chl a ≤0.07 mg m−3
1998–2016
2.23E+007
4.87E+04
1.39E+04
0.220
0.05
<0.001
oci: chl a ≤0.07 mg m−3
1998–2016
1.95E+007
7.00E+04
1.36E+04
0.360
0.11
<0.001
ADT_adj
1993–2016
1.76E+007
8.66E+04
1.11E+04
0.491
0.42
<0.001
ADT_adj
1998–2016
1.76E+007
8.48E+04
1.08E+04
0.481
0.27
<0.001
Subtropical Seascape
1985–2016
2.32E+007
1.64+04
6.03E+03
0.071
0.02
<0.01
DISTANCE METRICS (km)
Station ALOHA to SS edge
1985–2016
3.28E+02
3.20E+00
8.90E-01
0.970
0.04
<0.001
STATION ALOHA
SST (◦C)
1989–2016
24.8
0.013
0.004
0.052
0.04
<0.01
SSS (psu)
1989–2016
35.1
0.008
0.001
0.023
0.14
<0.001
MLD (surface offset, m)
1989–2016
58.7
0.29
0.13
0.494
0.02
0.02
MLD (gradient threshold, m)
1989–2016
32.5
0.14
0.11
0.431
0
0.2
[chl a]: 0–45 m (mg chl a m−3)
1989–2016
0.09
0
0
0.000
0
0.72
[chl a]: 75–150 m (mg chl a m −3)
1989–2016
0.17
0.001
0.0002
0.588
0.06
<0.001
NPP: 0–45 m (mg C m−3 d−1)
1989–2016
6.07
0.053
0.01
0.873
0.08
<0.001
NPP: 75–150 m (mg C m−3 d−1)
1989–2016
1.13
0.045
0.004
3.982
0.34
<0.001
NPP: Int to150 m (mg C m−2 d−1)
1989–2016
513
5.63
0.85
1.097
0.18
<0.001
Italicized values denote no significant trend over the duration measured. Signatures of the NPGO, PDO, and MEI have been removed from each time series prior to analysis (see section
Methods). Italicized values denote no significant trend over the duration measured. Signatures of the NPGO, PDO, and MEI have been removed from each time series prior to analysis (see section
Methods). In Situ Trends FIGURE 4 | Lagged correlations between climate indices and dynamic geography indices of the North Pacific Subtropical Gyre. Where lag is negative, climate index
leads geographic metric; the converse is true for positive lags. Correlations are significant when they exceed the critical value (dotted red lines). (A) Gyre area defined
by chl a ≤0.07 mg m−3. (B) Gyre area defined by closing contour of dynamic height (1.05 m). (C) Gyre area defined by the extent of the multivariate subtropical
seascape. (D) Distance from Station ALOHA to the edge of the subtropical seascape. FIGURE 4 | Lagged correlations between climate indices and dynamic geography indices of the North Pacific Subtropical Gyre. Where lag is negative, climate index
leads geographic metric; the converse is true for positive lags. Correlations are significant when they exceed the critical value (dotted red lines). (A) Gyre area defined
by chl a ≤0.07 mg m−3. (B) Gyre area defined by closing contour of dynamic height (1.05 m). (C) Gyre area defined by the extent of the multivariate subtropical
seascape. (D) Distance from Station ALOHA to the edge of the subtropical seascape. April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 7 Aloha From the Edge Kavanaugh et al. FIGURE 5 | Drivers of spatiotemporal differences in gyre extent based on dynamic height and oligotrophic threshold chl a. (A) Extent of gyre in February 2003
showing topographic (red) and pigment (blue)- based extents and region of overlap (green). (B) Same as (A), but for September 2003. (C) Cross correlation of mean
eddy kinetic energy (EKE) in region represented solely by the physical definition with areal extent of that region. (D) Same as (C), but in extents solely represented by
oligotrophic threshold chl a. FIGURE 5 | Drivers of spatiotemporal differences in gyre extent based on dynamic height and oligotrophic threshold chl a. (A) Extent of gyre in February 2003
showing topographic (red) and pigment (blue)- based extents and region of overlap (green). (B) Same as (A), but for September 2003. (C) Cross correlation of mean
eddy kinetic energy (EKE) in region represented solely by the physical definition with areal extent of that region. (D) Same as (C), but in extents solely represented by
oligotrophic threshold chl a. p < 0.001, R2 = 0.34). In Situ Trends Together, these trends contributed to a
relatively strong linear increase in NPP integrated over 150 m
(Figure 7C, 5.63 ± 0.85 mg C m−2 d−1year−1, p < 0.001, R2 =
0.18). Oscillations were also evident in both chl a and NPP time
series. trend from 1989 to 2016 (Table 1: 0.010 ± 0.004◦C year−1,
p < 0.01), it was very weak (R2 = 0.04). Sea surface salinity
exhibited large oscillations in the opposite direction of SST
and also a relatively strong increasing trend over the data
record (0.008 ± 0.001 psu year−1, p < 0.001, R2 = 0.18;
Figure 6B). Mixed layer depth had large interannual variability
over the data record, but also oscillated in response to changing
surface salinity and temperature. A weak linear increase was
apparent over the data record for mixed layer calculated via
the surface offset method (0.29 ± 0.13 m year−1, p = 0.02,
R2 = 0.02; Figure 6D), although none was apparent with the
mixed layer depth calculated via the gradient method (Figure 6C,
Table 1). Correlation of Seascape Geography With in
Situ Physics and Biology y
gy
Increased mixed layer depth followed isolation of Station
ALOHA (Figure 8A, r = 0.32, p < 0.05) and preceded a
contracted subtropical seascape (Figure 8B, r = −0.32, p <
0.05) by ∼6 months. Salinity was positively associated with
isolation but at longer lags (r = 0.28–0.32, lags > 20 months)
and negatively associated with, but preceding expansion of
the subtropical seascape (r = −0.35, p < 0.05, ∼1year). SST
was positively associated with subtropical seascape expansion
(Figure 8B), but preceded expansion by ∼1 year (r = 0.3, p <
0.05). These patterns generally followed what would be expected
by the climate forcing of geography (Figure 4, Figure S4) with
SST at Station ALOHA positively correlated with the PDO and
MEI (and negatively with the NPGO), and surface salinity and
mixed layer depth positively correlated with the NPGO (and
negatively correlated with the PDO and MEI) (Figure S4). Time
lags and wavelengths were much longer and broader when
considering climate indices directly, rather than their geographic
signatures. With the exception of isolated events (e.g., early 2001),
seasonal patterns of T-chl a in the surface and at depth were out of
phase (Figure 7A). Concentrations in the light-limited euphotic
zone were approximately double that of the surface, and also
increased over the data record (Table 1: 0.001 ± 0.0002 mg chl
a m−3 year−1, p < 0.001, R2 = 0.08). No analogous trend was
evident in surface chlorophyll. NPP increased over the data record in both the surface and
at depth (Figure 7B, Table 1). Mean rates in the surface were
∼4x higher than that in the 75–150 m depth bin (Table 1: 5–7 mg
C m−3 d−1 vs. 1–2 mg C m−3 d−1). However, the relative rate
of increase in NPP over time was stronger in the light limited
euphotic zone vs. the surface (Table 1: surface ∼1% year−1, trend
= 0.053 ± 0.010 mg C m−3 d−1year−1, p < 0.001, R2 = 0.09; At
depth ∼3% year−1, trend = 0.045 ± 0.004 mg C m−3 d−1year−1, Station ALOHA T chl a and NPP were also correlated to
gyre geography following local physical forcing. Isolation was Frontiers in Marine Science | www.frontiersin.org April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 8 Aloha From the Edge Kavanaugh et al. Correlation of Seascape Geography With in
Situ Physics and Biology FIGURE 7 | Phytoplankton dynamics at Station ALOHA showing anomalies
for (A) T chl a in the surface and deep chlorophyll maximum, DCM, (B) Net
primary productivity in the surface (0–45 m) and depth (75–150 m) as
calculated from daytime incubations, and (C) vertically integrated NPP from 0
to 150 m. FIGURE 6 | In situ surface conditions at Station ALOHA showing anomalies
for (A) sea surface temperature (SST); (B) sea surface salinity; (C) mixed layer
depth as defined by a vertical gradient threshold of 0.005 kg m−3 m−1 for
potential density and (D) mixed layer depth as defined by a density surface
offset of 0.125 kg m−3. FIGURE 7 | Phytoplankton dynamics at Station ALOHA showing anomalies
for (A) T chl a in the surface and deep chlorophyll maximum, DCM, (B) Net
primary productivity in the surface (0–45 m) and depth (75–150 m) as
calculated from daytime incubations, and (C) vertically integrated NPP from 0
to 150 m. FIGURE 6 | In situ surface conditions at Station ALOHA showing anomalies
for (A) sea surface temperature (SST); (B) sea surface salinity; (C) mixed layer
depth as defined by a vertical gradient threshold of 0.005 kg m−3 m−1 for
potential density and (D) mixed layer depth as defined by a density surface
offset of 0.125 kg m−3. gyre were evident, they were dominated by large oscillations,
correlated with changes in ENSO and PDO conditions as
well as the NPGO. With oscillations, we observe that in situ
biophysical conditions at Station ALOHA are congruent to what
would be predicted during periods of expanded oligotrophy
via an expanded subtropical seascape including warmer SST
and declines in T chl a and NPP. We also observe that
conditions at Station ALOHA shift prior to multivariate seascape
expansion, suggesting that Station ALOHA may serve as a leading
indicator for changes throughout the North Pacific subtropical
region. associated with increased chl a in the surface (Figure 8C, r
= 0.32, p < 0.05), and increased surface and integrated NPP
(Figure 8E, r = 0.32 to 0.4, p < 0.05) followed isolation by ∼5
months. Decreased Tchl a at depth was strongly associated with
expansion of the subtropical seascape (Figure 8D: r = −0.41,
p < 0.05) as was decreased NPP throughout the water column
(Figure 8F: r = −0.28 to −0.39, p < 0.05). Frontiers in Marine Science | www.frontiersin.org DISCUSSION The location of Station ALOHA at the edge of the subtropics
(this study) and other pivot points of climate forcing (Chavez
et al., 2011; Messié and Chavez, 2011) may result in different
climate effects depending on the interaction of multiple climate
modes. During positive ENSO phases, water column stabilization
restricts upward mixing of new nitrate and selects for organisms
that can fix atmospheric nitrogen (Karl et al., 1995, 2001;
Campbell et al., 1997). During positive PDO, the Aleutian
Low is further south and leads to a southern anomaly in the
transition zone chlorophyll front and potentially higher than
average primary productivity in the subtropics (Chai et al., 2003). Positive NPGO periods are associated with more northward
Aleutian Lows (Chavez et al., 2011) along with stronger North
Pacific and California currents, higher pressure and deeper
thermocline depths at the center of the subtropics (Di Lorenzo
et al., 2008, 2009), potentially leading to decreased access to Where satellite metrics have suggested that oligotrophic systems
such as the NPSG will expand in response to warming
oceans (Behrenfeld et al., 2006; Polovina et al., 2008; Irwin
and Oliver, 2009), analogous changes have not been evident
at Station ALOHA (Corno et al., 2007) or the Bermuda
Atlantic Time-series Station BATS in the subtropical North
Atlantic (Lomas et al., 2010). This suggests that there may be
physiological or structural reorganization not observed from
space, uncharacterized spatiotemporal variability, or satellite
sensor drift. We examined the geographic dynamics of the
NPSG, the role of climate forcing on those dynamics, and
the relationships between shifting gyre geography and local
in situ conditions at the long-term time-series station, Station
ALOHA over a 31-year data record. While weak secular
trends in the expansion of different metrics of the subtropical April 2018 | Volume 5 | Article 130 9 Aloha From the Edge Kavanaugh et al. FIGURE 8 | Correlation between in situ biophysical variables at Station ALOHA and isolation of Station ALOHA (DIST) and expansion of subtropical seascape (AREA). (A,B) SST, mixed layer depth, and salinity; (C,D) Tchl a in the surface and DCM; (E,F) NPP in surface, DCM, and integrated over the upper 150 m. Geographic metrics
lead biophysical variables when lag is negative. FIGURE 8 | Correlation between in situ biophysical variables at Station ALOHA and isolation of Station ALOHA (DIST) and expansion of subtropical seascape (AREA). Frontiers in Marine Science | www.frontiersin.org DISCUSSION Concomitant
to geographic and physical trends, we also confirm the increase
of primary production, as well as phytoplankton standing stock
derived from chl a in the euphotic zone, throughout the data
record at Station ALOHA, as previously reported by Corno
et al. (2007) and Karl and Church (2017). It is unclear whether
long-term trends in T chl a and NPP are associated with
changes in nutrient inputs (Luo et al., 2012; Letelier et al.,
in preparation), community structure, and or increased efficiency
of photosynthesis, particularly in the DCM (Letelier et al.,
2017). While lags in how climate oscillations affect in situ conditions
at Station ALOHA relative to the rest of the gyre may
suggest better agreement with respect to expanding oligotrophy,
the divergence of secular trends measured by satellite-based
geography and in situ conditions at Station ALOHA point toward
an alternative hypothesis. In situ PP in the surface appears to
be balanced by loss on diurnal time scales (White et al., 2017),
allowing no accumulation of biomass through time. In our
study, we found that secular trends of phytoplankton appear to
be stronger in the deeper light-limited region of the euphotic
zone, below the optical depth that satellites can see. Increased
NPP in the DCM is correlated with greater abundances of
nanophytoplankton (White et al., 2015), which represent over
40% of the particulate carbon (Barone et al., 2015). However, the
debate about what exactly 14 C incubations measure (NPP, gross
PP or something in between, e.g., Marra, 2009) is exacerbated
when considering shifts in community structure, particularly
toward increased dominance by nano- and picophytoplankton. Species with relatively high ratios of respiration to photosynthesis
may tend to substantially overestimate net primary production,
perhaps because a substantial percentage of the carbon respired
by such species is old carbon (Pei and Laws, 2013). 14C also
overestimates NPP at low growth rates, although the discrepancy
is less in 12-h than in 24-h incubations (Pei and Laws, 2014). Certainly, careful intercomparison of incubation and bottle-free Secular increases in the gyre geographical extent are weak,
but evident within all four geographic indices. Limited by
the satellite record at the time of publication, Polovina et al. (2008) reported increases in the areal extent of oligotrophic
threshold chl a in the North Pacific at a rate of 2.2% per year
from 1998 to 2007. DISCUSSION Finally, we see no secular trend, but
strong oscillations and correlation with both ENSO and PDO
were apparent with the extent of the multivariate subtropical
seascape (Figures 3C, 4C), where chl a dynamics may have
been balanced in the classification by SST and spatial light
variability. The latter result is in agreement with Behrenfeld
et al. (2016), who found large oscillations in surface chl a
concentrations in the subtropical gyres after accounting for the
effect of photoacclimation. over the duration of the study. During positive NPGO conditions,
transport through the North Pacific and California currents is
stronger (Di Lorenzo et al., 2008), and meanders of the southern
edge of the North Pacific Current-California current bifurcation
may be reduced leading to the associated increase in isolation of
Station ALOHA within the northeast corner of the subtropical
seascape. Eddy kinetic energy appears to expand the geographic
signature of oligotrophy, resulting in a temporal mismatch
between the gyre defined by low-level chl a and dynamic
topography. While this suggests that the net effect of mesoscale
processes on chl a (extent of oligotrophy) is negative (expansive),
the observed effect of eddies on phytoplankton biomass
and NPP near Station ALOHA are mixed. Upwelling within
cyclonic eddies have also been purported to change community
structure (Bidigare et al., 2003), primary and new production
(Vaillancourt et al., 2003). Anticyclonic eddies can result in
increased nitrogen fixation (Fong et al., 2008; Church et al.,
2009) which is responsible for over 40% of the new/export
production at HOT. Finally, regions between anticyclonic
and cyclonic eddies have also been shown to have increased
PP and particulate organic carbon flux (Guidi et al., 2012). Sea surface height variation in general, has been found to
affect the location and species composition in the DCM,
with a shallower DCM with higher abundance of larger
eukaryotic phytoplankton occurring with lower SSH (Barone
et al., in review). Future studies could use existing databases
to investigate the relative frequency of eddies (e.g., Chelton
et al., 2011) in the NPSG during different climate modes,
and determine whether changes in frequency are accompanied
by changes in nitrogen fixation, NPP, and export at Station
ALOHA. After accounting for climate oscillations in the in situ data
record at Station ALOHA, we observed that SST, salinity, and
mixed layer depth (but only as defined by the surface offset
method) were weakly increasing over 1989–2016. DISCUSSION (A,B) SST, mixed layer depth, and salinity; (C,D) Tchl a in the surface and DCM; (E,F) NPP in surface, DCM, and integrated over the upper 150 m. Geographic metrics
lead biophysical variables when lag is negative. Station ALOHA tend to precede expansion by a few months. Thus, despite its location on the northeastern edge of the NPSG,
or perhaps because of it, the time-series station provides an
early indication of biogeographic conditions of the gyre as a
whole. deep nutrients in the interior of the gyre. However we found
that positive phases of the NPGO were associated with increased
mixed layer depth, salinity, and isolation of Station ALOHA
which preceded increased T chl a and NPP. Conversely, the
subtropical seascape (as well as the extent of oligotrophy defined
solely by the threshold chl a) were associated with positive phases
of the MEI and PDO, a shoaling and freshening mixed layer,
and declines in T chl a and NPP at Station ALOHA. Thus while
a stronger gyre may result in decreased access to nutrients at
the center of the gyre (Di Lorenzo et al., 2008), the positive
NPGO may result in increased access to nutrients at the edge. Furthermore, changes of biological and physical properties at The expansion of the topography-defined gyre positively
correlated with the NPGO, and negatively correlated with MEI,
PDO, and the gyre defined by the 0.07 mg chl a m−3 threshold. Isolation of Station ALOHA (the distance to the NE boundary
of the most oligotrophic seascape) also was related to the NPGO
(was positively correlated but led geostrophic expansion by 7
months) and exhibited a weak trend toward increased isolation April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 10 Aloha From the Edge Kavanaugh et al. from 0.7 to 0.4% year−1) may contribute to a greater extent. Nevertheless, the gyre as defined by dynamic topography also
appears to be expanding, and relatedly, increasing the isolation
of Station ALOHA. Physical gyre expansion was fastest prior to
1998, but appeared to increase throughout the altimetry record
even with adjustments made for steric sea level rise (e.g., Gille,
2014). Note that surface topography in our analysis has not been
corrected for interannual variability in atmospheric pressure;
for this reason our reported trends based on SSH must be
viewed as preliminary. Frontiers in Marine Science | www.frontiersin.org CONCLUSION Figure S4 | Cross correlation analysis of climate indices and in situ surface
properties at station ALOHA. Table S1 | Trends of subtropical expansion across geographic metrics, chl a
algorithms, and time-series duration. Italicized values denote no significant trend
over the duration measured. The effect of climate oscillations has not been
removed. Table S1 | Trends of subtropical expansion across geographic metrics, chl a
algorithms, and time-series duration. Italicized values denote no significant trend
over the duration measured. The effect of climate oscillations has not been
removed. CONCLUSION The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fmars. 2018.00130/full#supplementary-material Through the lens of pelagic seascape ecology, we have quantified
different geographic systems in the North Pacific that expand
and contract on seasonal and interannual scales and have
embedded long-term Eulerian in situ observations from Station
ALOHA in a dynamic mosaic of the NPSG. Over a three-
decade time-series, we were able to quantify subtle secular
trends and strong oscillations in gyre-scale geographic patterns
and in situ conditions at Station ALOHA. Due to a longer
data record and improved sensitivity of satellite algorithms
to low-level chl a, we observe secular trends that are weaker
than previously reported, but evident in both physical and
biological definitions of the gyre, physical changes at Station
ALOHA, and changes in phytoplankton standing stock and
NPP, primarily in the deeper euphotic zone. Finally, we observe
that conditions at Station ALOHA shift analogously to strong
interannual oscillations in gyre-scale oligotrophy as defined by
multivariate seascapes, with shoaled mixed layer and declines
in phytoplankton biomass and production occurring with an
expanded subtropical seascape. Figure S1 | Seascape determination of dynamic gyre geography. (A) Variance
explained by satellite and model seascapes and the percent of pixels that have the
same classification in space and time between satellite and modeled seascapes. (B) Cross-correlation of model and satellite time series of subtropical seascape
expansion. (C) Cross-correlation of model and satellite time series of isolation of
Station ALOHA. Figure S2 | Cross-correlation of MEI and PDO with NPGO. Figure S2 | Cross-correlation of MEI and PDO with NPGO. Figure S3 | Cross-correlation of geographic indicators. (A) Areal extent of low
level chl a, extent defined by geostrophy, and isolation distance of Station ALOHA
in relation to variations in subtropical seascape extent. (B) Areal extent of low level
chl a, extent defined by geostrophy, and subtropical seascape extent in relation to
variations in the isolation distance of Station ALOHA within the subtropical
seascape. Figure S3 | Cross-correlation of geographic indicators. (A) Areal extent of low
level chl a, extent defined by geostrophy, and isolation distance of Station ALOHA
in relation to variations in subtropical seascape extent. (B) Areal extent of low level
chl a, extent defined by geostrophy, and subtropical seascape extent in relation to
variations in the isolation distance of Station ALOHA within the subtropical
seascape. ACKNOWLEDGMENTS We acknowledge support from the National Science Foundation
through the Center for Microbial Oceanography: Research
and Education (C-MORE), an NSF Science and Technology
Center (EF-0424599), and the Hawaii Ocean Time-series (OCE-
1260164; MC and DK), and the National Aeronautics and
Space Administration Ocean Biology and Biogeochemistry
Program (NASA NNX14AM36G, SD and MK) and the
Biodiversity and Ecological Forecasting Program (NNX14AP62A
and 80NSSC18K0412, MK). Additional support was provided by
the Gordon and Betty Moore Foundation (#3794; DK) and the
Simons Foundation’s SCOPE project (#329104 ; DK). AUTHOR CONTRIBUTIONS methods (e.g., Quay et al., 2010; Juranek and Quay, 2013),
optical assessments of size structure (White et al., 2015) and
gross carbon accumulation (White et al., 2017) along with 1-D
modeling (e.g., Luo et al., 2012) will be helpful to determine
how long-term changes in physical and chemical parameters
are affecting the ecosystem structure and function at Station
ALOHA. methods (e.g., Quay et al., 2010; Juranek and Quay, 2013),
optical assessments of size structure (White et al., 2015) and
gross carbon accumulation (White et al., 2017) along with 1-D
modeling (e.g., Luo et al., 2012) will be helpful to determine
how long-term changes in physical and chemical parameters
are affecting the ecosystem structure and function at Station
ALOHA. MK: Devised the original question with input from CD and RL,
created the study design, and analyzed the data with input from
SD; MC and DK: Contributed data and historical context to the
manuscript. All authors contributed to the writing and editing of
the manuscript. Our results also suggest that long-term satellite and 3-D
modeling studies, particularly those that parameterize multiple
species and currencies of production (e.g., Luo et al., 2012;
Nicholson et al., 2014) are necessary to understand the
spatial and temporal scales of physical forcing and ecological
responses in the NPSG. We note that, although the 30+
year record may be sufficient to examine many oscillations, a
modeling study determined that ∼40 years was necessary to
detect secular trends in the subtropics (Henson et al., 2010). However, the relationships between the geographic indicators
and conditions at Station ALOHA revealed in this study
may allow for future hypotheses to be tested, particularly
those that relate to the role of mesoscale variability in
modulating seasonal to interannual change and the role of Station
ALOHA as an early indicator of gyre responses to climate
oscillations. DISCUSSION Irwin and Oliver (2009) reported general
increases through time in the most oligotrophic provinces
in their classification, with oscillatory behavior found across
all oligotrophic provinces. Using a longer record and linear
regression analyses, Signorini et al. (2015) found mostly secular
declines in surface chl a over large, subjectively chosen
regions, but also discussed the influence of mixed layer depth
changes and subsequent photoacclimation on chl a in the
subtropics. In our re-analysis of geographic trends in the
North Pacific using the latest processing of MODIS and
SeaWiFS, we observe ENSO- and PDO-influenced oscillations
of areal extent of regions with chl a <0.07 mg m−3 over a
weak secular trend (Figure 3A, Table 1); however, we derive
much slower rates of expansion than previously reported. Reprocessing and subsequent lowering of blue water chl a
concentrations in the early SeaWiFS record (https://oceancolor. gsfc.nasa.gov/reprocessing/r2014/seawifs/) may be one reason
for this discrepancy in expansion rate (2–1.1%). However, the chl
a algorithm used (a decline of 1.1–0.7% year−1) and a data record
length that could account for climate oscillations (a decline April 2018 | Volume 5 | Article 130 11 Aloha From the Edge Kavanaugh et al. Frontiers in Marine Science | www.frontiersin.org REFERENCES S.,
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plankton community structure in the North Pacific subtropical gyre. J. Geophys. Res. Oceans 109:C05032. doi: 10.1029/2003JC001976 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. Siegel, D.A., Behrenfeld, M. J., Maritorena, S., McClain, C. R., Antoine, D.,
Bailey, S. W., et al. (2013). Regional to global assessments of phytoplankton
dynamics from the SeaWiFS mission. Remote Sens. Environ. 135, 77–91. doi: 10.1016/j.rse.2013.03.025 Copyright © 2018 Kavanaugh, Church, Davis, Karl, Letelier and Doney. 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 are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Copyright © 2018 Kavanaugh, Church, Davis, Karl, Letelier and Doney. 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 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. Signorini, S. R., Franz, B. A., and McClain, C. R. (2015). Chlorophyll variability in
the oligotrophic gyres: mechanisms, seasonality and trends. Front. Mar. Sci. 2:1. Frontiers in Marine Science | www.frontiersin.org REFERENCES doi: 10.3389/fmars.2015.00001 April 2018 | Volume 5 | Article 130 Frontiers in Marine Science | www.frontiersin.org 14
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High-field/High-frequency EPR Spectroscopy in Protein Research: Principles and Examples
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Applied magnetic resonance
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Applied Magnetic Resonance (2023) 54:207–287
https://doi.org/10.1007/s00723-022-01511-w Applied Magnetic Resonance (2023) 54:207–287
https://doi.org/10.1007/s00723-022-01511-w Applied
Magnetic Resonance REVIEW REVIEW Abstract During the last decades, the combined efforts of biologists, chemists, and physi-
cists in developing high-field/high-frequency EPR techniques and applying them to
functional proteins have demonstrated that this type of magnetic resonance spectros-
copy is particularly powerful for characterizing the structure and dynamics of stable
and transient states of proteins in action on biologically relevant time scales rang-
ing from nanoseconds to hours. The review article describes how high-field EPR
methodology, in conjunction with site-specific isotope and spin-labeling strategies,
is capable of providing new insights into fundamental biological processes. Specifi-
cally, we discuss the theoretical and instrumental background of continuous-wave
and pulse high-field EPR and the multiple-resonance extensions EDNMR, ENDOR,
TRIPLE, ESEEM, PELDOR, and RIDME. Some emphasis is placed on a bal-
anced description of both the historical spadework and the achieved performance of
advanced EPR at 95 GHz and 360 GHz. This culminates in a coherent treatment of
state-of-the-art research of high-field EPR in terms of both instrumentation develop-
ment and application to representative protein complexes such as cofactor binding
sites in photosynthesis. High‑field/High‑frequency EPR Spectroscopy in Protein
Research: Principles and Examples Klaus Möbius1 · Anton Savitsky2 Received: 7 October 2022 / Revised: 10 October 2022 / Accepted: 9 November 2022 /
Published online: 13 December 2022
© The Author(s) 2022 Received: 7 October 2022 / Revised: 10 October 2022 / Accepted: 9 November 2022 /
Published online: 13 December 2022
© The Author(s) 2022 * Anton Savitsky
anton.savitsky@tu-dortmund.de * Klaus Möbius
moebius@physik.fu-berlin.de * Klaus Möbius
moebius@physik.fu-berlin.de
* Anton Savitsky
anton.savitsky@tu-dortmund.de
1
Department of Physics, Free University Berlin, Arnimallee 14, 14195 Berlin, Germany
2
Faculty of Physics, Technical University Dortmund, Otto‑Hahn‑Str. 4a, 44227 Dortmund,
Germany 1
Department of Physics, Free University Berlin, Arnimallee 14, 14195 Berlin, Germany 1 Introduction During the last 30 years or so, high-field/high-frequency EPR spectroscopy is rap-
idly growing. Application of ever higher magnetic fields and microwave frequen-
cies results in spectacular improvements of both spectral and time resolution. 456789)
3 208 K. Möbius, A. Savitsky Thereby, more complex spin systems can be studied by EPR, very much in anal-
ogy to what has happened in modern NMR spectroscopy decades earlier. The rea-
sons for this time delay between EPR and NMR developments are obvious: EPR has
to cope with resonance frequencies three orders of magnitude larger than in NMR
and correspondingly shorter electron spin relaxation times. The resulting require-
ments in adequate microwave technology were challenging and needed their time to
be solved. It was only after the lifting of the East/West “Iron Curtain” in the early
1990’s when low-noise mm microwave sources, fast switches and detectors, which
had been developed in the military domain, became available also for unclassified
research in the public domain, for instance at universities and basic-research insti-
tutions. These devices deliver and process microwave power in the range of sev-
eral 10 milliwatt at frequencies up to several 100 GHz necessary for fast pulsed
high-field EPR. Nowadays, we witness multifrequency and multi-dimensional EPR
benchmark experiments at the technical limits of quasioptical sub-mm microwave
bridges and sweepable wide-bore cryomagnets with homogeneous Zeeman fields of
up to 10 Tesla and beyond [1]. Thereby, more complex spin systems can be studied by EPR, very much in anal-
ogy to what has happened in modern NMR spectroscopy decades earlier. The rea-
sons for this time delay between EPR and NMR developments are obvious: EPR has
to cope with resonance frequencies three orders of magnitude larger than in NMR
and correspondingly shorter electron spin relaxation times. The resulting require-
ments in adequate microwave technology were challenging and needed their time to
be solved. It was only after the lifting of the East/West “Iron Curtain” in the early
1990’s when low-noise mm microwave sources, fast switches and detectors, which
had been developed in the military domain, became available also for unclassified
research in the public domain, for instance at universities and basic-research insti-
tutions. These devices deliver and process microwave power in the range of sev-
eral 10 milliwatt at frequencies up to several 100 GHz necessary for fast pulsed
high-field EPR. 1 3 1 Introduction Nowadays, we witness multifrequency and multi-dimensional EPR
benchmark experiments at the technical limits of quasioptical sub-mm microwave
bridges and sweepable wide-bore cryomagnets with homogeneous Zeeman fields of
up to 10 Tesla and beyond [1]. Our review contribution to this Special Issue of Applied Magnetic Resonance is
intended as an introduction for students and experts alike. It is offering guiding prin-
ciples of high-field/high-frequency EPR spectroscopy and the characteristics of its
specific instrumentation. This goes along with illustrative examples, most of them
from our own research work in biochemistry and molecular biology, supplemented
by a few examples from dedicated laboratories around the world other laboratories
as well. We hope that the mixture of introductory and specialized sections of the
article will be interesting for both specialists and newcomers in this fascinating area
of research and instrumentation development. Our research described was performed in collaboration projects with numerous
internationally renowned spectroscopy groups, and this in teamwork with under-
graduate and graduate students, postdocs and senior scientists from around the
world. A stronghold of the projects was photochemistry and photobiology, with
emphasis on the cofactors of photosynthesis in interaction with their immediate
molecular environment of the “solvent matrix”. In more recent years, our cooperation network developed to a Platonic octahe-
dron with six groups at the cornerstones (the vertices): Novosibirsk, Kazan, Mos-
cow, Bologna, Berlin, and Mülheim (Ruhr). This network was 2018 extended by
a seventh group in Dortmund (Anton Savitsky, previously in Berlin and Mülheim)
resulting in a more complex polyhedron of collaborations that can be visualized as
an augmented triangular prism with seven vertices (see Fig. 1). The collaborations
focus on light-initiated electron-transfer processes in natural and artificial photo-
synthesis. They require a variety of advanced multifrequency, multiresonance EPR
techniques to be characterized in detail [2–18].i The unique potential of high-field/high-frequency EPR spectroscopy for study-
ing complex spin systems was recognized by a few research groups already more
than 45 years ago, and Yakov S. Lebedev and his group at the NN Semenov Institute
of Chemical Physics in Moscow were the first to start a dedicated high-field/high-
frequency research and development program. They had realized the distinct advan-
tages of high-field/high-frequency EPR compared to conventional X-band EPR. In a 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 209 Fig. 1 Introduction 1 Left: Platonic octahedron of EPR collaborations between six groups (the vertices, the names of
the respective group leaders are given in parentheses) in Novosibirsk (Renad Sagdeev), Kazan (Kev
Salikhov), Moscow (Alexey Semenov), Bologna (Giovanni Venturoli), Berlin (Klaus Möbius), and Mül-
heim/Ruhr (Wolfgang Lubitz). Right: Since 2018, the octahedron was extended by Dortmund (Anton
Savitsky) to a more complex polyhedron of collaborations visualized as an augmented triangular prism
with seven vertices Fig. 1 Left: Platonic octahedron of EPR collaborations between six groups (the vertices, the names of
the respective group leaders are given in parentheses) in Novosibirsk (Renad Sagdeev), Kazan (Kev
Salikhov), Moscow (Alexey Semenov), Bologna (Giovanni Venturoli), Berlin (Klaus Möbius), and Mül-
heim/Ruhr (Wolfgang Lubitz). Right: Since 2018, the octahedron was extended by Dortmund (Anton
Savitsky) to a more complex polyhedron of collaborations visualized as an augmented triangular prism
with seven vertices nutshell, the advantages are enhanced spectral resolution and orientational selectiv-
ity even for disordered molecules with small g-tensor anisotropy, enhanced spectral
separation of radicals with only slightly different g-values, enhanced time resolution
for tracing transient radical intermediates, enhanced detection sensitivity for small
samples with low spin concentration, increased sensitivity toward molecular motion
conformational changes and associated relaxation effects by transforming motion-
ally narrowed EPR spectra into the slow-motion regime. In 1976, they completed a
versatile continuous-wave (cw) high-field EPR spectrometer employing a 150 GHz
microwave source and a 5 T superconducting magnet. In the following, the advan-
tages of the high-field EPR will be discussed in some detail. 1.1 Why EPR at High Magnetic Fields/Microwave Frequencies? In general, EPR spectroscopy has proven to be a very useful technique for studying
both stable and transient radical-pair intermediates in liquid and solid phases. For
large low-symmetry spin systems, however, standard X-band EPR (9.5 GHz) soon
reaches its limits of useful information content, unless single-crystal samples are
available. Unfortunately, large molecular complexes are often available only as dis-
ordered samples. Their X-band EPR spectra are poorly resolved, and the information
on magnetic parameters and molecular orientations is hidden under broad lines due
to strong inhomogeneous line broadening. By turning to higher and higher magnetic
fields and microwave frequencies, for example to EPR at W-band (95 GHz) or even
at 360 GHz, at least five important features, (i), (ii)–(v), are emerging from the EPR
spectra: (i) enhanced spectral resolution; (ii) enhanced orientational selectivity in
disordered samples; (iii) enhanced low-temperature electron spin polarization; (iv)
enhanced detection sensitivity for restricted-volume samples such as small protein
single crystals, and (v) enhanced sensitivity for probing fast motional dynamics, i.e., 1 3 210 K. Möbius, A. Savitsky high-frequency EPR makes a faster ’’snapshot’’ for characterizing complex molecu-
lar motions. high-frequency EPR makes a faster ’’snapshot’’ for characterizing complex molecu-
lar motions. Ad (i): The strategy for spectral resolution enhancement is similar in EPR and
NMR: With increasing external Zeeman field the field-dependent spin interactions
in the spin Hamiltonian are separated from the field-independent ones (see Fig. 2). In high-field EPR, the g-factor resolution is increased in relation to the hyperfine
couplings, in high-field NMR the chemical-shift resolution is increased in relation to
the spin–spin couplings. Resolution problems due to inhomogeneous line broadening also arise when sev-
eral radical species or different magnetic sites of rather similar g-values are present
in the sample. Or when a small g-tensor anisotropy of the paramagnetic system does
not allow canonical orientations of the powder EPR spectrum to be resolved.i For "real" high-field EPR experiments, properties of the spectrometer have
to be related with properties of the sample: For all cases of delocalized spin sys-
tems, in which unresolved hyperfine interactions dominate the inhomogeneous EPR
linewidth, a real high-field experiment must fulfill the condition: (1)
Δg
giso
⋅B0 > ΔB, (1) Fig. 2 Enhanced spectral resolution by high-field EPR, taking the cofactor radical ions in bacterial pho-
tosynthetic reaction centers as example, with P the primary donor, QA and QB the quinone acceptors. 1.1 Why EPR at High Magnetic Fields/Microwave Frequencies? The
spin Hamiltonian in the inset describes two radicals in an external Zeeman field B0 and contains the Zee-
man interactions of the two electron spins S1 , S2 and their hyperfine interactions with the nuclear spins Ii ,
Ij in the radicals. For details, see text Fig. 2 Enhanced spectral resolution by high-field EPR, taking the cofactor radical ions in bacterial pho-
tosynthetic reaction centers as example, with P the primary donor, QA and QB the quinone acceptors. The
spin Hamiltonian in the inset describes two radicals in an external Zeeman field B0 and contains the Zee-
man interactions of the two electron spins S1 , S2 and their hyperfine interactions with the nuclear spins Ii ,
Ij in the radicals. For details, see text 1 High‑field/High‑frequency EPR Spectroscopy in Protein… 211 i.e., the anisotropic electron Zeeman interaction, described by the difference Δg of
principal g-tensor components, must exceed the EPR inhomogeneous linewidth ΔB . On the other hand, when ∆B is reduced by isotope labeling, e.g., by perdeuteration
of the nitroxide spin-label molecule and/or 15 N-substitution of 14 N, lower B0 fields
may already be sufficient to meet the condition for true high-field EPR, Eq. (1). In
certain systems, the reduction of ΔB by isotope labeling may be the only way to
enhance the spectral resolution when field-dependent g-strain effects become the
linewidth-determining parameter at higher Zeeman fields, see [1].i i.e., the anisotropic electron Zeeman interaction, described by the difference Δg of
principal g-tensor components, must exceed the EPR inhomogeneous linewidth ΔB . On the other hand, when ∆B is reduced by isotope labeling, e.g., by perdeuteration
of the nitroxide spin-label molecule and/or 15 N-substitution of 14 N, lower B0 fields
may already be sufficient to meet the condition for true high-field EPR, Eq. (1). In
certain systems, the reduction of ΔB by isotope labeling may be the only way to
enhance the spectral resolution when field-dependent g-strain effects become the
linewidth-determining parameter at higher Zeeman fields, see [1].i i
Ad (ii): The important feature of enhanced orientation selectivity by high-field
EPR on randomly oriented spin systems becomes essential for organic radicals with
only small g-anisotropy (see Fig. 3). For example, below room temperature the over-
all rotation of a protein complex often becomes so slow that powder-type EPR spec-
tra are obtained. 1.1 Why EPR at High Magnetic Fields/Microwave Frequencies? However, if the anisotropy of the leading interaction tensor in the
spin Hamiltonian is larger than the inhomogeneous linewidth, the canonical orienta-
tions of the interaction tensor can be resolved. As a consequence, single-crystal-like
information on the hyperfine interactions can be extracted by performing orienta-
tion-selective ENDOR at the field values of resolved spectral features. In the case
of transition-metal complexes, however, the hyperfine anisotropy of the metal ion
may provide this orientation selectivity from the entire orientational distribution of
the molecules. Their g-anisotropy is often large enough to allow for distinct orien-
tational selectivity already in X-band EPR and single-crystal like ENDOR spectra
[19–21]. For a detailed elucidation of the molecular structure and orientation of
large biological complexes, such as membrane proteins, this is an important strategy
because preparation of single crystals is often difficult or even impossible. Fig. 3 Enhanced orientation selectivity by high-field EPR, taking the anion radical of the ubiquinone
acceptor cofactor in frozen-solution bacterial photosynthetic reaction centers as example Fig. 3 Enhanced orientation selectivity by high-field EPR, taking the anion radical of the ubiquinone
acceptor cofactor in frozen-solution bacterial photosynthetic reaction centers as example 3 212 K. Möbius, A. Savitsky Ad (iii): Because of the enhanced low-temperature electron spin polarization at
sufficiently large Zeeman fields, the absolute sign of the zero-field splitting param-
eter, D , of a two-spin system such as biradicals or triplet states can be determined. At high fields, considerable thermal spin polarization can be achieved already well
above helium temperature. The necessary condition is that the sample temperature
becomes comparable with the Zeeman temperature, Tz = g ⋅휇B ⋅B0∕kB ( g : elec-
tron g-factor, 휇B : Bohr magneton, B0 : Zeeman field; kB : Boltzmann constant). At
T ≫TZ , the characteristic triplet powder EPR spectrum (see Fig. 4) is symmetric
at its low- and high-field sides and, hence, contains no information of the sign of
D. At T < TZ , the Boltzmann distribution leads to increased populations of the low-
energy levels, resulting in asymmetric line shapes from which the absolute sign of
D can be directly read off. 1.1 Why EPR at High Magnetic Fields/Microwave Frequencies? Thermal spin polarization as a means to determine the
absolute sign of D in high-spin systems has been used at a variety of EPR frequen-
cies, for example at 9.5 GHz ( TZ ≈0.4 K) [22], at 95 GHz ( TZ ≈4 K) [23], 140 GHz
( TZ ≈6.5 K) [24], 360 GHz ( TZ ≈15.5 K) [25]. Ad (iv): With respect to detection sensitivity and its enhancement with increas-
ing microwave frequencies, one has to distinguish between the absolute and rela-
tive (concentration) sensitivities. The absolute sensitivity is defined by the mini-
mum detectable number of spins in the sample, Nmin ; the relative sensitivity is
given by Nmin∕VS , i.e., is scaled by the sample volume, VS . This is limited by the
amount of sample that can be placed into the cavity of high-field EPR spectrom-
eters which, of course, is usually significantly smaller than standard X-band cavities. Consequently, if the amount of sample available is limited like in single crystals of
proteins, the sensitivity of high-field EPR can be superior by orders of magnitude Fig. 4 Enhanced thermal spin polarization by high-field EPR, taking mechanically generated radical
pairs in a donor–acceptor mixture as example. For details, see [23] Fig. 4 Enhanced thermal spin polarization by high-field EPR, taking mechanically generated radical
pairs in a donor–acceptor mixture as example. For details, see [23] High‑field/High‑frequency EPR Spectroscopy in Protein… 213 because the absolute sensitivity grows with increasing frequencies much stronger
than the relative sensitivity does. Under certain experimental conditions, for con-
stant incident microwave power and unsaturated EPR lines, one obtains theoretical
expressions for the absolute sensitivity, Nmin ∝휔−9∕2
0
, and for the relative sensitivity,
Nmin∕VS ∝휔−3∕2
0
(see the detailed sensitivity discussions in refs. [26, 27]). because the absolute sensitivity grows with increasing frequencies much stronger
than the relative sensitivity does. Under certain experimental conditions, for con-
stant incident microwave power and unsaturated EPR lines, one obtains theoretical
expressions for the absolute sensitivity, Nmin ∝휔−9∕2
0
, and for the relative sensitivity,
Nmin∕VS ∝휔−3∕2
0
(see the detailed sensitivity discussions in refs. [26, 27]). 0
Ad (v): The faster ’’snapshot’’ capability for complex motional dynamics with
increasing EPR frequency can be used in a multifrequency continuous-wave (cw)
EPR approach at the same temperature to probe fast internal modes of motion and to
discriminate them from the slow restricted motion of a macromolecule in solution. 1.1 Why EPR at High Magnetic Fields/Microwave Frequencies? In high-frequency cw EPR spectra, slow motions appear to be frozen out, whereas
fast motions dominate the observed spectral lineshape [28–31]. 1.2 NMR Versus EPR For many decades after the invention of EPR and NMR in the 1940s, the popularity
of EPR has been hopelessly behind its famous (though younger) sister NMR, and
it is only during the last decades that the chemistry, biology and physics commu-
nities appreciate the dramatic catching up of EPR in modern magnetic resonance
spectroscopy. The reasons for EPR’s large-scale jump ahead are to be found in the
remarkable technological breakthroughs in pulsed microwave technology, sweepa-
ble cryomagnet fabrication and fast data acquisition and handling instrumentation. Modern advanced EPR is apparently booming, rather similar to what had happened
with NMR 15–20 years earlier, both exhibiting unique and complementary capabili-
ties in elucidating structure and dynamics of complex (bio)chemical systems in the
fluid, glassy, or solid state. l
The technical requirements for pulsed NMR and pulsed EPR are dramatically dif-
ferent and related to the different time scales of the NMR and EPR phenomena. They
are a consequence of the vastly different magnetic moments of nuclei and electrons
(for example for 1H, the magnetic moment ratio is 1.5⋅10–3, for 14 N it is 1.1⋅10–4). Thus, the time scales are determined by the nuclear and electron resonance frequen-
cies, in the radiofrequency (rf) and microwave (mw) domains, respectively. And the
characteristic frequency separations in the respective resonance spectra (Hz versus
MHz) and the relaxation times T1 , T2 (ms versus ns) are vastly different. Because
of the long nuclear T1 and T2 times in diamagnetic molecules, NMR 90° and 180°
pulses need not be shorter than 10 μs, which to generate and detect coherently does
not pose technical problems. The electronic transverse relaxation times ( T2 ), how-
ever, are typically in the 100 ns range and, consequently, in EPR, the mw 90° and
180°pulses have to be as short as a few ns. To generate and detect them coherently
poses great technical problems even today. This holds, for example, for the mw
sources with adequate output power, for fast mw switches and mixers as well as for
fast electronic semiconductor components and computers for controlling the pulse
trains, likewise for detecting and handling the transient signals in the ns time scale. Nowadays, pulse NMR has completely replaced cw NMR, culminating in multi-
dimensional Fourier Transform (FT) spectroscopy. High-field steady-state cryomag-
nets and nuclear resonance frequencies up to 1 GHz (for protons) have dramatically 1 3 214 K. Möbius, A. 1.2 NMR Versus EPR Savitsky improved the detection sensitivity and chemical-shift separations. And even for-
merly exotic nuclei have become routinely observable by now. Despite the spectacu-
lar breakthroughs in mm and sub-mm microwave technologies in the last decade,
in EPR the cw versus pulse situation is still very different from that in NMR. In
fact, the general prognosis is that coexistence between cw and pulse EPR will con-
tinue to persist. Which option to choose will be determined entirely by the sample
under study. The specific sample properties and relaxation times ultimately dictate
the preference for either a cw or pulse experiment to be performed. Regarding spectral resolution and detection sensitivity, both modern EPR and
NMR spectroscopies follow similar strategies: to apply higher and higher static Zee-
man fields to separate field-dependent from field-independent spin interactions in
the molecular system. By this strategy not only otherwise overlapping lines can be
disentangled, but also the population difference and quantum energy of the driven
transitions between electron and nuclear spin energy levels will be increased allow-
ing for the detection of fewer and fewer spins. 1.3 Chronological Account transform NMR has an enormous potential for recording multi-dimensional spectra
of complex biosystems in the liquid and solid state, and for applications in medical
imaging such as MRI diagnostics. It took almost a decade before R. J. Blume at Columbia University [32] observed,
for the first time, electron spin echoes analogous to Hahn’s nuclear spin echoes. And
it took many more years before electron spin echo-detected EPR (ESE) methodolo-
gies gained sufficient experimental and theoretical backing to revolutionize FT-EPR
spectroscopy, see A. Schweiger and G. Jeschke [33]. Pulse EPR spectroscopy has many discoverers, both from the theoretical and the
experimental side. In the early 1970s, K. M. Salikhov at Akademgorodok (Novosi-
birsk) [34] laid the theoretical foundation for several advanced pulse EPR methods. For example, he developed the theory of electron spin phase relaxation by stochas-
tic modulation of the dipole–dipole interaction between paramagnetic centers and
its effect on the ESE decay [35]. He suggested the first pulse ELDOR (PELDOR)
protocol to observe the modulation of the ESE signal due to the electron–electron
dipolar interaction of weakly coupled biradical systems in disordered solids [36]. Some years later, K. M. Salikhov theoretically predicted new spin phenomena, such
as quantum beats of the EPR line intensity [37] and out-of-phase spin echoes of
correlated radical pairs [38]. These spin phenomena should be observable in time-
resolved EPR spectra of transient spin-polarized radical-pair intermediates. And,
indeed, such new spin phenomena were observed in several laboratories shortly after
they had been predicted. A prominent example of application was the bacterial pho-
tosynthetic reaction center with its donor photoexcited to the singlet state by short
laser flashes leading to spin-correlated donor–acceptor radical pairs (for a review of
these early experiments, see [39]. A rich variety of mw pulse sequences and sophis-
ticated experiments is found in more recent reviews and text books, for example that
of A. Schweiger and G. Jeschke [33]. Pioneering work was done, among others, by
W. B. Mims at Bell Telephone Laboratories, Yu. D. Tsvetkov in Novosibirsk, J. H. Freed at Cornell University and A. Schweiger at ETH Zurich. It was a milestone in the history of magnetic resonance spectroscopy when, in
1956, G. Feher at Bell Labs [40] invented ENDOR (electron–nuclear double res-
onance). 1.3 Chronological Account EPR and NMR phenomena were originally discovered in radiofrequency spec-
troscopy experiments employing cw electromagnetic fields, EPR in 1944 by E. K. Zavoisky at Kazan University, NMR in 1946 by E. M. Purcell, H. G. Torrey and R. V. Pound at Harvard University and, independently, by F. Bloch, W. Hansen and M. E. Packard at Stanford University. These classic NMR experiments were honored
as early as 1952 by the Nobel Prize in Physics to Bloch and Purcell. Zavoisky’s
discovery of EPR, on the other hand, was only inadequately recognized on the West
side of the Iron Curtain—in contrast to the East side: In 1957, E. K. Zavoisky was
awarded the Lenin Prize, the highest sign of recognition in the former USSR for his
discovery of ’’The Electron Paramagnetic Resonance Phenomenon’’. It was not until
1977 that E. K. Zavoisky was finally also honored internationally. Though not by a
Nobel Prize, but at least by the prestigious ISMAR Award of the International Soci-
ety of Magnetic Resonance. The Award was conferred in May 1977 at the ISMAR
Conference in Banff, Canada—alas posthumously [18], because he had already died
in Moscow in October 1976, just after having been informed about the decision of
the international ISMAR Prize Committee. Up to the 1960’s, both NMR and EPR remained to be cw methods, i.e., the sam-
ples in the static magnetic field (the Zeeman field B0 ) were irradiated with con-
tinuous radiofrequency (rf) and microwave (mw) fields to drive NMR and EPR
transitions, respectively. But it was as early as 1949, when E. L. Hahn at Urbana
University applied rf pulses and invented the nuclear “spin-echo” detection. This,
together with the introduction of powerful fast computers for “Fast Fourier transfor-
mation” in the late 1970s, opened the arena for FT-NMR spectroscopy. R. R. Ernst
was awarded the Nobel Prize in Chemistry in 1991 for his contributions toward the
development of Fourier transform nuclear magnetic resonance spectroscopy while
at Varian Associates and ETH Zurich (Richard R. Ernst, Nobel Lecture, Nuclear
Magnetic Resonance Fourier Transform Spectroscopy, December 9, 1992). Fourier 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 215 transform NMR has an enormous potential for recording multi-dimensional spectra
of complex biosystems in the liquid and solid state, and for applications in medical
imaging such as MRI diagnostics. 1.3 Chronological Account His ingenious concept was to apply simultaneously two electromagnetic
fields, one in the mw, the other in the rf range, to drive EPR and NMR transitions
having an energy level in common. Thereby, the advantages of EPR (high detec-
tion sensitivity) are combined with those of NMR (high resolution capability). Feher’s first cw ENDOR experiment was technically feasible only because the sam-
ple—phosphorus doped silicon—was kept at low temperature, where all the relaxa-
tion times are sufficiently long to easily saturate both EPR and NMR transitions,
which is a necessary condition for cw ENDOR. The cw ENDOR technique was
later extended to ESE-detected pulse versions for solid-state samples by W. B. Mims
(1965) at Bell Labs [41] and E. R. Davies (1974) at Clarendon Laboratory [42]. W.B. Mims is widely acknowledged to be the driving force in pulse EPR in general,
and in pulse ENDOR in particular [33]. In contrast to solid-state ENDOR at low temperatures, for radicals in liquid solu-
tion the electronic and nuclear relaxation times are much shorter—in the order of
10–5 to 10–7 s. Consequently, cw ENDOR-in-solution experiments are technically 1 3 216 K. Möbius, A. Savitsky much more demanding since much larger saturating mw and rf fields have to be
applied. This is the reason why liquid-state ENDOR experiments took many more
years than solid-state ENDOR experiments before they were successful. The pio-
neering work was performed by A. L. Cederquist at Washington University [43] in
1963, who studied metal ammonia solutions. And by J. S. Hyde and A. H. Maki at
Varian Associates and Harvard University, respectively, in 1964 [44], who studied a
stable organic radical dissolved in n-heptane solution. The further development of
cw ENDOR-in-solution spectroscopy was highly stimulated by J. H. Freed at Cor-
nell University, whose general theory of saturation and double resonance proved to
be adequate for describing amplitude, width, and shape of ENDOR lines in great
detail (see, for example, [45]). There are apparent weaknesses of ENDOR in comparison to EPR concerning
sensitivity (typically one order of magnitude lower) and relative line intensities (they
do no longer reflect the number of contributing nuclei). These weaknesses can be
overcome by extending ENDOR to electron–nuclear–nuclear triple resonance. For
the special case of only one set of hyperfine-coupled nuclei, such a triple resonance
extension was proposed early on by G. Feher [46] and J. H. Freed [47]. 1 3 1.3 Chronological Account He applied a mw spin-echo pulse train with
varying inter-pulse separation and observed, on top of the exponential echo-decay
trace, echo-amplitude modulations from hyperfine and quadrupole interactions. To
obtain detectable echo modulations, efficient mixing of the nuclear and electron
spin eigenfunctions by the dipolar hyperfine interaction is mandatory. Consequently,
the strength of the external magnetic field has to be properly chosen to balance the
Zeeman splitting of the nuclear sublevels and the respective hyperfine splitting
(’’cancelation condition’’). driven either directly by rf fields as in ENDOR or, as a more indirect alternative,
by ESEEM (electron spin echo modulation). This single-resonance technique was
introduced by W. B. Mims [56] in 1972. He applied a mw spin-echo pulse train with
varying inter-pulse separation and observed, on top of the exponential echo-decay
trace, echo-amplitude modulations from hyperfine and quadrupole interactions. To
obtain detectable echo modulations, efficient mixing of the nuclear and electron
spin eigenfunctions by the dipolar hyperfine interaction is mandatory. Consequently,
the strength of the external magnetic field has to be properly chosen to balance the
Zeeman splitting of the nuclear sublevels and the respective hyperfine splitting
(’’cancelation condition’’). Concerning the detection of short-lived transient states or reaction interme-
diates, besides pulsed EPR also specific cw EPR strategies can be used to obtain
time-resolved signals. Employing field modulation at a frequency as high as 1 MHz,
the time resolution could be extended to the µs range. A decisive step forward to
drastically higher time resolution was achieved for fast photoreactions by abandon-
ing field modulation at all but generating the time-dependent EPR signal via wave-
length-selective pulsed laser excitation. Subsequent direct, i.e., broadband detec-
tion of the transient EPR signal at a fixed Zeeman field value is accomplished by
employing sufficiently fast data acquisition systems. The Zeeman field is stepped
through the spectrum establishing a time-resolved transient (TR) technique known
as ’’TREPR’’. The pioneering experiment was done by S.I. Weissman and co-work-
ers [57] at Washington University in 1979. In TREPR, the inherent loss of sensitivity
for broadband detection of transient paramagnetic states can often be compensated
by accumulation of the spectra after each light flash. Moreover, an orders-of-magni-
tude signal enhancement via electron spin polarization effects can be utilized which
occur in many photoreactions. 1.3 Chronological Account Its experi-
mental realization, however, had to wait until 1974, when K. P. Dinse in the Möbius
group at Free University (FU) Berlin accomplished ’’Special TRIPLE’’ on radicals
in liquid solution [48]. In cw Special TRIPLE, the two frequency-swept rf fields are
applied at frequencies always symmetrically placed around the Larmor frequency
of the respective nucleus. This variant of triple resonance enhances the signal inten-
sity and allows to relate relative line intensities to the number of responsible nuclei. Thereby, the assignment of ENDOR lines to molecular positions is made possible,
which is a vital task, but notoriously difficult in ENDOR spectroscopy [49–51]. fi
About a year later, it was demonstrated by R. Biehl in the same group at FU
Berlin [52], that additional information about relative signs of hyperfine couplings
of radicals in solution—and thereby about their assignment—can be obtained by
generalizing the triple resonance experiment to include NMR transitions of differ-
ent nuclei in the radical ("General TRIPLE"). In cw General TRIPLE, two rf fields
with independently variable frequencies are applied, one pumping a selected NMR
transition while the other is swept through the ENDOR spectrum. From the result-
ing characteristic intensity changes in the ENDOR spectrum, the relative signs
of the hyperfine couplings can be directly read off. The analog of this experiment
for solid-state samples at low temperature (77 K) was performed earlier by R. J. Cook and D. H. Whiffen (1964) at Teddington National Physical Laboratory [53]. They called it ’’double ENDOR’’, and applied it to X-irradiated organic crystals to
determine relative signs of hyperfine couplings. The advantages of TRIPLE over
ENDOR—enhanced sensitivity and resolution, information about multiplicity and
relative signs of hyperfine couplings from line intensity variations—justify the extra
experimental efforts inherent in the triple resonance spectroscopy. It was shown to
be extremely powerful in elucidating the electronic structures not only of organic
radicals in solution [49] but also of transient cofactor radical–ion intermediates in
primary photosynthesis [54, 55].i To measure the electron–nuclear hyperfine and nuclear quadrupole interac-
tions by combinations of EPR and NMR techniques, the nuclear transitions can be 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 217 driven either directly by rf fields as in ENDOR or, as a more indirect alternative,
by ESEEM (electron spin echo modulation). This single-resonance technique was
introduced by W. B. Mims [56] in 1972. 1.3 Chronological Account They appear in reactions with instantaneously gener-
ated excited states and subsequent fast detection of the transient reaction intermedi-
ates, e.g., triplets, radicals, radical pairs, before spin–lattice relaxation can thermal-
ize them (for overviews of electron spin polarization effects, see for example [39, 58,
59]. By now, the time resolution of TREPR has been pushed to the 10 ns range, and
TREPR has proven to perform extremely well over a wide range of mw frequencies,
from S-band (4 GHz), X-band (9 GHz), K-band (24 GHz), Q-band (35 GHz) up to
the high-field EPR frequencies 95 GHz, 120 GHz and 240 GHz [39, 60–62]. For
many applications in photochemistry, a multifrequency approach of TREPR experi-
ments with a wide range of Zeeman fields turned out to be essential for the detailed
analysis of spin-polarized spectra in case of competing polarization mechanisms. Long-range distance measurements with the scale of a few nm in chemical and
biological systems are an important application for pulse EPR spectroscopy [63]. They are based on the electron–electron dipolar coupling between two spin-car-
rying domains, which is a function of their interspin distance and relative orienta-
tion. The main advantage of pulse versus cw EPR techniques in this endeavor is
the ability to separate the electron–electron coupling from other interactions, such
as electron–nuclear hyperfine interactions, and to reduce inhomogeneous line
broadening. Thereby, the distance range that can be probed is extended to about
8 nm. Yu. D. Tsvetkov and his co-workers at Novosibirsk [36, 64] established the
3-pulse electron–electron double resonance (PELDOR, also called DEER, double 1 3 3 218 K. Möbius, A. Savitsky electron–electron resonance) technique in 1981. Later it was extended to a 4-pulse
sequence for dead-time free detection [33, 65]. Other powerful pulse sequences for
measuring electron–electron frequencies and, thereby, distances have been invented,
for example the single-frequency techniques DQC (double-quantum-coherence
EPR) by J.H. Freed and co-workers at Cornell [66] and RIDME (relaxation-induced
dipolar modulation enhancement) by Yu. D. Tsvetkov and co-workers in Novosi-
birsk [67].i At this point, we would like to emphasize that the development of high-field/
high-frequency EPR marked another leap forward of the capabilities of EPR spec-
troscopy on (bio)chemical complexes. As many major developments in science,
also high-field EPR spectroscopy has several fathers who independently took the
decisive actions in a similar period of time. 1.3 Chronological Account Thorough historical overviews on such
developments are provided in the literature, see for instance, [13, 68, 69]. First publications on this subject appeared around 1970 [70–73]. But it was Ya. S. Lebedev in Moscow who was the first to start a long-term research and develop-
ment program on high-field/high-frequency EPR in physical chemistry, starting in
the 70’s [69]. In his group, Oleg Grinberg and Alexander Dubinskii were primar-
ily involved in the instrument development [69]. They were inspired by the earlier
preliminary experiments of D. J. E. Ingram at the University of Keele [70, 71]. The
construction of their high-field/high-frequency EPR started in 1973 in close coop-
eration with the Physical-Technical Institute in Donetsk (Ukraine). In the following
years, several prototypes of the spectrometer were constructed. Different microwave
sources including klystrons, BWOs, diffraction generators and solid-state oscillators
were tested. Single-mode resonators, oversized cavities and Fabry–Perot resonators,
as well as different detectors, were compared in their performance. The first working
version of the 140 GHz cw EPR spectrometer, finished in 1979, reached a sensitivity
of 4⋅108 spins/mT at 1 Hz bandwidth, which was about three orders of magnitude
higher than for X-band EPR at that time. In parallel with the development of EPR
instrumentation, the Lebedev group performed a series of EPR experiments approv-
ing the advantages of high-field/high-frequency EPR for application to physical,
chemical and biological systems. Yakov Lebedev’s contributions certainly set quality benchmarks and widened the
horizons in EPR spectroscopy. His early death in 1996 at the age of only 61 was
a tragic loss for the whole EPR community, his family and friends, see [6]. In the
early 1980s, the Möbius group at Free University Berlin started with their 95 GHz
EPR and ENDOR projects [74], and extended them in subsequent years to 360 GHz
EPR and ENDOR. These projects focused on applications to protein complexes and
model systems (for an overview, see [1]). Only a few laboratories have developed the instrumentation for millimeter and
submillimeter high-field EPR spectrometers, thus ploughing the ground for a prom-
ising new field of molecular spectroscopy of complex systems. 1.3 Chronological Account Until the second half
of the 1990s, laboratory-built high-field EPR spectrometers have been described for
continuous-wave (cw) microwave irradiation at 95 GHz ( λ ≈ 3 mm), for example
by the Möbius group at FU Berlin: [74–77], around 150 GHz ( 휆≈ 2 mm) [78–80],
at 250 GHz ( 휆≈ 1 mm) [81–83], and in the sub-mm region [84–86], even reaching
360 GHz/14 T EPR [87]. A few other EPR spectrometers operating at frequencies 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 219 above 200 GHz have been described until the end of the 90s [88–91]. High-field
EPR spectrometers with pulsed microwave irradiation have also been described dur-
ing this time, operating at wavelengths of 3 mm [60, 92, 93] and 2 mm [80, 94, 95].i above 200 GHz have been described until the end of the 90s [88–91]. High-field
EPR spectrometers with pulsed microwave irradiation have also been described dur-
ing this time, operating at wavelengths of 3 mm [60, 92, 93] and 2 mm [80, 94, 95].i The extension to high-field ENDOR experiments has been realized at the 3 mm
[60, 74, 96, 97] and 1 mm [98] microwave frequency bands. Whereas W-band high-
field cw ENDOR was accomplished first in Berlin [96], high-field pulse ENDOR
was accomplished first in Leiden [93, 99].i i
After these early years of high-field EPR spectroscopy, several groups continued
and other groups started to build their dedicated high-field/high-frequency instru-
mentation. To give a few examples:i The research group of J. H. Freed at Cornell University was the first to push EPR
instrumentation to far-infrared technology, and pioneered the use of quasioptical mw
techniques in EPR. Details of their 250 GHz EPR spectrometer were published in
1988 [81]. The Cornell group also developed specially designed Fabry–Perot reso-
nators for which high detection sensitivity was achieved even for aqueous biologi-
cal samples [100]. The Frankfurt group of Thomas Prisner built a pulsed 180 GHz
spectrometer with a quasioptical circulator and single-mode cavity; the instrument is
designed for optional pulsed ENDOR and PELDOR experiments [101]. In 1989, the group of L.-C. Brunel at the Grenoble High-Magnetic-Field Labo-
ratory realized an EPR system operating up to 525 GHz and magnetic fields up to
20 T [85]. A couple of years later, L.-C. Brunel moved to the National High Mag-
netic Field Laboratory (NHMFL), Tallahassee, Florida, where he, together with H. 1.3 Chronological Account van Tol, developed a 25 Tesla cw EPR machine that can operate up to 700 GHz for a
Lande factor g = 2 system [91, 102]. And around 2008, the research group of G. M. Smith and co-workers in St Andrews published their first spectacular results of their
ambitious HIPER design concepts of a high-power, wideband 94 GHz spectrometer
[103]. The HIPER instrumentation project, entitled “Bringing the NMR Paradigm
to EPR”, was a top ranked research proposal in the UK and, later, turned into a UK
high-field EPR facility [104]. This spectrometer has state-of-the-art sensitivity and
is now a UK EPSRC facility and part of a European network on high-field EPR
instrumentation and research. Commercially available EPR and ENDOR spectrom-
eters are mostly operating at W-band frequencies. They were introduced at the end
of the 1990s, the major manufacturer was, and still is, Bruker Biospin, Germany
[105, 106]. Appropriate references to the laboratories which completed the con-
struction of mm- and sub-mm high-field EPR spectrometers since the end of the 90s
are included in recent overview articles, for instance [1, 29, 107–118]. Time-resolved EPR spectroscopy is an important issue in general, and under high-
field conditions in particular. The arena of time-resolved high-field EPR was opened
in 1989 by the first pulsed W-band EPR spectrometer built in the Schmidt group
in Leiden [77, 99]. Soon after, T. F. Prisner and M. Rohrer in the Möbius group in
Berlin completed a versatile pulsed EPR spectrometer at W-band, which served also
for the first high-field echo-detected TREPR experiment on pulsed laser-generated
transient radicals in photosynthetic reaction centers [60]. However, the introduction
of time resolution capability of the sub-mm high-field EPR at 360 GHz with qua-
sioptical microwave bridge had to wait until 2004. The design of this spectrometer
in Berlin started with the cw mode of operation [87] using a solid-state 120 GHz 1 3 3 3 220 K. Möbius, A. Savitsky source with subsequent tripling. The 360 GHz output power at the Gaussian horn
antenna is only 1 mW, thus limiting the B1 field at the sample in the Fabry–Perot
resonator to values too small for fast pulsing. 1.3 Chronological Account As an unconventional novel approach
to time-resolved sub-mm high-field EPR, a dedicated 360 GHz pulsed Orotron
(’’Oro’’ refers to Russian abbreviations for ’’open resonator plus reflecting grid’’
in the high-voltage vacuum-tube generator) was constructed and integrated in the
quasioptical microwave bridge of the heterodyne induction-mode EPR spectrometer
in Berlin [119]. As mentioned above, under certain conditions, ESEEM can be a competitive
alternative to ENDOR for measuring hyperfine and quadrupole interactions [56]. First successful W-band high-field ESEEM measurements of nitrogen hyperfine and
quadrupole interactions in disordered powder samples were performed in Berlin
in 1998 [120]. More recently, this work was largely extended by elaborate W-band
ESEEM studies on nitroxide spin-label molecules to explore the sensitivity of the g-,
hyperfine- and quadrupole-tensors for probing polarity and proticity effects of the
solvent matrix [121].ii In 2006/2007 pulsed high-field electron dipolar spectroscopy, specifically PEL-
DOR or DEER, was introduced for resolving the relative orientation of weakly
coupled biradical partners in a frozen-solution sample, in addition to measur-
ing their distance. This extension of electron dipolar spectroscopy, established at
X-band frequencies for determining large inter-radical distances (see recent over-
views [122–124], to high frequencies and fields was accomplished independently by
the group of T. F. Prisner (Frankfurt) [116, 125, 126] at 180 GHz, the group of G. Jeschke (Konstanz) [127] at 95 GHz and the group of K. Möbius (Berlin) at 95 GHz
[128]. A more detailed chronological account of the landmark developments in
advanced EPR spectroscopy and its multifrequency extensions can be found in [1]. Figure 5 shows the microwave and radiofrequency irradiation schemes of a vari-
ety of cw and pulse high-field EPR techniques that have been applied by various
laboratories also at high Zeeman fields. Several of them are discussed in consider-
able detail in the present article. Concluding this Introduction section, we point out that a major challenge of
molecular biology, biochemistry, and biophysics is to understand function and reac-
tion mechanism of highly specialized proteins on the level of their molecular and
electronic structure. We take the view that the arsenal of modern EPR techniques in
general, and of high-field EPR in particular, provides powerful and versatile tools
highly needed for such an endeavor. The molecular information obtained is comple-
mentary to what can be learned from other biophysical techniques established in the
field. 2 Principles of High‑Field/High‑Frequency EPR In the following, we present a rather phenomenological description of the theoreti-
cal principles of EPR techniques that stood the test for high-field applications in
biophysics and biochemistry. For a more in-depth theoretical treatment of advanced
EPR spectroscopy we refer to renowned textbooks, for example [1, 33, 58, 129, 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 221 Fig. 5 Microwave (mw) and radiofrequency (rf) cw and pulse irradiation schemes of various time-
resolved EPR techniques. The initial laser excitation pulse h휈 starts the photoreaction with paramagnetic
intermediates. For stable paramagnetic systems, the laser pulse is omitted. cw continuous wave, TR tran-
sient, ENDOR electron–nuclear double resonance, TRIPLE electron–nuclear–nuclear triple resonance,
ESE electron spin echo, HYSCORE hyperfine sublevel correlation spectroscopy, DF dual frequency,
pulsed ELDOR PELDOR: pulsed electron–electron double resonance, EDNMR ELDOR-detected NMR,
HTA high turning angle. For details, see text and [1]. In this ref., additional pulse irradiation schemes of
various time-resolved EPR techniques are discussed Fig. 5 Microwave (mw) and radiofrequency (rf) cw and pulse irradiation schemes of various time-
resolved EPR techniques. The initial laser excitation pulse h휈 starts the photoreaction with paramagnetic
intermediates. For stable paramagnetic systems, the laser pulse is omitted. cw continuous wave, TR tran-
sient, ENDOR electron–nuclear double resonance, TRIPLE electron–nuclear–nuclear triple resonance,
ESE electron spin echo, HYSCORE hyperfine sublevel correlation spectroscopy, DF dual frequency,
pulsed ELDOR PELDOR: pulsed electron–electron double resonance, EDNMR ELDOR-detected NMR,
HTA high turning angle. For details, see text and [1]. In this ref., additional pulse irradiation schemes of
various time-resolved EPR techniques are discussed 130]. We also refer to rather recent overview articles on high-field/high-frequency
EPR in the biosciences [107–110, 115, 116, 118, 131–136]. We will focus on high-
field EPR studies of biochemical systems that were performed in our laboratory at
FU Berlin in teamwork with undergraduate and graduate students, postdocs and sen-
ior scientists from over the world. 2.1 Spin Hamiltonians for EPR at High Magnetic Fields We first describe the basic spin Hamiltonians with interaction terms that determine
the energy levels and EPR transition frequencies and, thereby, the characteristic fea-
tures of the EPR spectrum of an open-shell system. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) In molecular radicals or transition-metal ion complexes with unpaired electron
spins S = 1∕2 , the electron and nuclear spins will align with respect to the total
magnetic field they experience. This is the vector sum of the external Zeeman
field, ⃗B0 , the local field originating from the residual orbital angular momentum
of the unpaired electron and spin–orbit coupling (leading to effective g-tensor 1 3 222 K. Möbius, A. Savitsky components shifted from the free-electron value), and the additional local hyper-
fine and quadrupole fields from nearby magnetic nuclei. For example, 14N nuclei
with I = 1 or protons, 1H, with nuclear spin I = 1∕2 . They are located in the
radical molecule or in the solvent micro-environment of the radical (’’matrix’’
nuclei). ̂ For such S = 1∕2 systems, the static spin Hamiltonian, ̂H0 , that describes the
time-independent spin-interaction energies, consists of the terms (2)
H0
h = 𝜇B
h ⋅⃗B0 ⋅g ⋅S −
∑
i
gni ⋅𝜇N
h ⋅⃗B0 ⋅Ii +
∑
i
S ⋅Ai ⋅Ii +
∑
i
Ii ⋅Pi ⋅Ii, (2) i.e., ̂H0 contains the field-dependent electron and nuclear Zeeman interactions as
well as the field-independent electron–nuclear hyperfine and nuclear quadrupole
interactions with magnetic nuclei (for the quadrupole interaction to exist, nuclei
with I > 1∕2 in an asymmetric electronic environment are required). Here, ⃗B0 is
the external magnetic field (a vector), ̃g , ̃A and ̃P are the corresponding interac-
tion tensors (matrices) of the electron Zeeman, hyperfine and quadrupole interac-
tions ( h : Planck constant; 휇B and 휇N : Bohr and nuclear magnetons; gn : nuclear
g-factors; ̂S , ̂I : electron and nuclear spin vector operators; the summation is over
all nuclei). The quadrupole interaction between a nuclear electric quadrupole moment, Q ,
and an electric field gradient at the position of the nucleus is described by the spin
Hamiltonian ̂I ⋅̃P ⋅̂I . 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) e
For nucleus i , the Hamiltonian of the anisotropic part of the electron–nuclear
hyperfine interaction, the electron–nuclear dipolar (END) term, ̂HSI , can be written
as [137] For nucleus i , the Hamiltonian of the anisotropic part of the electron–nuclear
hyperfine interaction, the electron–nuclear dipolar (END) term, ̂HSI , can be written
as [137] (6)
̂HSI
h
=
휇0
4휋⋅h ⋅ge ⋅휇B ⋅gn ⋅휇N ⋅(A + B + C + D + E + F). (6) The six terms A, B, C, D, E, F represent products of electron and nuclear spin
operators and angular functions in spherical coordinates with the polar angles 휃 and
휑 describing the orientation between the dipolar axis and the external Zeeman field
⃗B0: (7)
A = ̂Sz ⋅̂Iz ⋅(3cos2휃−1),
B = 1
4 ⋅
(
̂S+ ⋅̂I−+ ̂S−⋅̂I+
)
⋅(3cos2휃−1),
C = 2
3 ⋅(̂S+ ⋅̂Iz + ̂Sz ⋅̂I+) ⋅sin휃⋅cos휃⋅e−i휑,
D = 2
3 ⋅
(
̂S−⋅̂Iz + ̂Sz ⋅̂I−
)
⋅sin휃⋅cos휃⋅ei휑,
E = 3
4 ⋅̂S+ ⋅̂I+ ⋅e−2i휑,
F = 3
4 ⋅̂S−⋅̂I−⋅e2i휑. (7) Here, the x- and y-components of the spin operators are expressed in terms of
the raising and lowering shift operators. Depending on the specific way these spin
operators are acting on a state of the unperturbed Hamiltonian (the electron Zeeman
interaction, being the leading term in X-band EPR and even more so in high-field
EPR) the A, B, C, D, E, F terms are classified as secular ( A term), pseudo-secular
( B term) and non-secular (C, D, E, F terms). Only the secular and pseudo-secular
parts in the END term contribute in first order to the dipolar splitting of the unper-
turbed energy levels. In EPR (or NMR or ENDOR), the coherent microwave (or
radiofrequency) fields are normally applied in a direction perpendicular to the static
external Zeeman field so that the selection rules ΔmS = ±1 , ΔmI = ±1 hold. As a
consequence, the non-secular terms are unimportant for determining the line posi-
tions of the spectra to first-order perturbation theory. Higher-order satellites due to
small state admixtures will have vanishingly small intensities as long the Zeeman
terms are much larger than the C, D, E, F terms. This does not mean, however, that
the non-secular END parts, when becoming time dependent, are unimportant for the
electron and nuclear relaxation pathways. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) In its principal axes system, the quadrupole tensor, ̃P , is trace-
less, and the quadrupole Hamiltonian can be written as (3
̂HQ
h = Pxx ⋅̂I2
x + Pyy ⋅̂I2
y + Pzz ⋅̂I2
z =
e2 ⋅q ⋅Q
4I ⋅(2I −1) ⋅h ⋅
[
3 ⋅̂I2
z + 2I(I + 1) + 휂⋅
(
̂I2
x −̂I2
y
)]
, (3) where e ⋅q is the electric field gradient of the electron plus nuclear charge distribu-
tion along the z-direction, and 휂= (Pxx −Pyy)∕Pzz is the asymmetry parameter of
the charge distribution with |Pzz| ≥|Pyy| ≥|Pxx| and 0 ≤ 휂 ≤ 1 [33, 130]. The largest
principal value of the quadrupole tensor is given by Pzz =
e2⋅q⋅Q
2I⋅(2I−1)⋅h. Commonly, the quadrupole-tensor components for any given value I ≥1 are
characterized by the two quantities e2 ⋅q ⋅Q∕h (in linear frequency units) and 휂 ; for
quantifying the magnitude of the interaction the factor 2I(2I −1) has to be included. The dipolar hyperfine interaction between an electron and a nuclear spin, ̂S ⋅̃A ⋅̂I
in Eq. (2), can be written as the sum of the isotropic (or Fermi contact) interaction,
̂HFermi
h
= Aiso ̂S ⋅̂I ; with (in SI units) Commonly, the quadrupole-tensor components for any given value I ≥1 are
characterized by the two quantities e2 ⋅q ⋅Q∕h (in linear frequency units) and 휂 ; for
quantifying the magnitude of the interaction the factor 2I(2I −1) has to be included.i
̂ ̃ ̂ The dipolar hyperfine interaction between an electron and a nuclear spin, ̂S ⋅A ⋅̂I
in Eq. (2), can be written as the sum of the isotropic (or Fermi contact) interaction,
̂HFermi
h
= Aiso ̂S ⋅̂I ; with (in SI units) (4)
Aiso = 2휇0
3h ⋅ge ⋅휇B ⋅gn ⋅휇N ⋅|Ψ(0)|2, (4) and the anisotropic dipole–dipole interaction between the magnetic moments of the
electron and nuclear spins (END interaction) 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 223 (5)
HSI
h
=
𝜇0
4𝜋⋅h ⋅ge ⋅𝜇B ⋅gn ⋅𝜇N ⋅
⎡
⎢
⎢
⎢⎣
3
S ⋅⃗r
⃗r ⋅I
r5
−
S ⋅I
r3
⎤
⎥
⎥
⎥⎦
, (5) where 휇0 is the vacuum permeability, |Ψ(0)|2 the electron density at the nucleus, r is
the distance between the electron and nuclear spins, ge is the free-electron g-factor. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) They are induced by the pertaining ran-
domly fluctuating local fields, for instance owing to Brownian motion of the radicals
in liquid-state samples. Then, the time-dependent non-secular interactions induce 1 3 224 K. Möbius, A. Savitsky relaxation transitions of the electron spins ( We ) and nuclear spins ( Wn ) as well as
coupled ’’flop-flop’’ cross-relaxation transitions ( Wx2). ̃
̃i relaxation transitions of the electron spins ( We ) and nuclear spins ( Wn ) as well as
coupled ’’flop-flop’’ cross-relaxation transitions ( Wx2). ̃
̃i ll
The tensors ̃g , ̃A, and ̃P of the electron Zeeman interaction, the hyperfine inter-
action, and the quadrupole interaction probe the electronic structure (i.e., the elec-
tron wave function and energy) of the molecule either globally (g-tensor) or locally
(hyperfine- and quadrupole-tensors). The g- and A-tensors contain isotropic and
anisotropic contributions, whereas the P-tensor is traceless, i.e., contains only ani-
sotropic contributions. In isotropic fluid solution at temperatures high enough for
fast molecular tumbling, the anisotropic interaction components are averaged out so
that only the isotropic values, 1∕3 ⋅Tr(̃g) and 1∕3 ⋅Tr(̃Ai) , contribute to the observed
line positions. In frozen solutions, powders or single crystals, also anisotropic tensor
contributions become observable, providing that the necessary spectral resolution
conditions prevail, i.e., the separations of the lines are larger than their linewidths. For this situation, the information content of the EPR spectra is, of course, consider-
ably enhanced by spatial information and, for example, molecular orientations with
respect to ⃗B0 or electron–nuclear distances can be extracted.ii In the strong-field approximation, the energy eigenvalues of Eq. (2) are classified
by the magnetic spin quantum numbers, mS and mI , and are given (without quadru-
pole contribution), to first order (in frequency units) by (8)
E(mS, mI
)
h
= g ⋅휇B
h
⋅B0 ⋅mS −
∑
i
gni ⋅휇N
h
⋅B0 ⋅mIi +
∑
i
Ai ⋅mS ⋅mIi, (8) where the scalar interaction parameters g , A are the square root values of the squared
tensors and contain the desired information about magnitude and orientation of
the interaction tensors [130]. To keep the energy expression simple, the contribu-
tions due to the quadrupole interaction, P, are omitted for the moment. In thermal
equilibrium between the spin system and the lattice, the energy levels are populated
according to the Boltzmann distribution. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) When irradiating the sample with micro-
waves at a fixed frequency and sweeping the external field through the resonance
region, EPR transitions occur according to the first-order selection rules ΔmS = ±1 ,
ΔmIi = 0 . This leads to an EPR spectrum of absorption lines that is characteristic
for the electron spin interactions of the sample molecules. The intensity distribution
of the hyperfine lines is determined by the number of symmetry-equivalent nuclei. Hence, the intensity ratio of the hyperfine lines is a valuable aid for assigning the
lines to specific nuclear positions in the molecule. From Eq. (8) it follows that the
purely nuclear spin interactions, i.e., the nuclear Zeeman and quadrupole interac-
tions, do not show up in the EPR spectrum as long as the first-order approximation
for the selection rules holds. Second-order contributions from the nuclear Zeeman
and quadrupole energy terms can often be neglected (see Fig. 2). However, this is
only justified as long as the nuclear spin terms are considerably smaller than the
other two terms. This might be no longer the case at high Zeeman fields or for sub-
stantial quadrupole couplings. where the scalar interaction parameters g , A are the square root values of the squared
tensors and contain the desired information about magnitude and orientation of
the interaction tensors [130]. To keep the energy expression simple, the contribu-
tions due to the quadrupole interaction, P, are omitted for the moment. In thermal
equilibrium between the spin system and the lattice, the energy levels are populated
according to the Boltzmann distribution. When irradiating the sample with micro-
waves at a fixed frequency and sweeping the external field through the resonance
region, EPR transitions occur according to the first-order selection rules ΔmS = ±1 ,
ΔmIi = 0 . This leads to an EPR spectrum of absorption lines that is characteristic
for the electron spin interactions of the sample molecules. The intensity distribution
of the hyperfine lines is determined by the number of symmetry-equivalent nuclei. Hence, the intensity ratio of the hyperfine lines is a valuable aid for assigning the
lines to specific nuclear positions in the molecule. From Eq. (8) it follows that the
purely nuclear spin interactions, i.e., the nuclear Zeeman and quadrupole interac-
tions, do not show up in the EPR spectrum as long as the first-order approximation
for the selection rules holds. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) Second-order contributions from the nuclear Zeeman
and quadrupole energy terms can often be neglected (see Fig. 2). However, this is
only justified as long as the nuclear spin terms are considerably smaller than the
other two terms. This might be no longer the case at high Zeeman fields or for sub-
stantial quadrupole couplings. As a simple example, a doublet radical ( S = 1∕2 ) is considered, containing four
symmetry-equivalent protons (each with I = 1∕2 ) in a strong B0 field. Figure 6
shows the energy level scheme according to Eq. (8) for the case that the radical is 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 225 dissolved in isotropic fluid solution. In this situation, only scalar interactions prevail
provided that fast molecular tumbling occurs. As a consequence of the strong-field
EPR selection rules, five EPR lines are observed with binominal intensity distribu-
tion owing to the first-order transition-frequency degeneracies of equivalent nuclei. Their isotropic hyperfine coupling constant (hfc) Aiso = 1∕3 ⋅Tr(̃Ai) can be directly
read off from the separation of the hyperfine lines in the EPR spectrum. F
i
l
l
l
f h
di
l
h
l
d h
fi
Fig. 6 High-field spin energy
levels of a radical ( S = 1∕2 )
with a group of four equivalent
protons ( I = 1∕2 ) dissolved in
fluid solution. The allowed EPR
and ENDOR transitions are
marked by arrows. The energy
splittings are drawn according
to Eq. (8) with A > 0 . The total
nuclear quantum number of the
group is Mi = ∑
i mIi. Fig. 6 High-field spin energy
levels of a radical ( S = 1∕2 )
with a group of four equivalent
protons ( I = 1∕2 ) dissolved in
fluid solution. The allowed EPR
and ENDOR transitions are
marked by arrows. The energy
splittings are drawn according
to Eq. (8) with A > 0 . The total
nuclear quantum number of the
group is Mi = ∑
i mIi. Fig. 6 High-field spin energy
levels of a radical ( S = 1∕2 )
with a group of four equivalent
protons ( I = 1∕2 ) dissolved in
fluid solution. The allowed EPR
and ENDOR transitions are
marked by arrows. The energy
splittings are drawn according
to Eq. (8) with A > 0 . The total
nuclear quantum number of the
group is Mi = ∑
i mIi. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) dissolved in isotropic fluid solution. In this situation, only scalar interactions prevail
provided that fast molecular tumbling occurs. As a consequence of the strong-field
EPR selection rules, five EPR lines are observed with binominal intensity distribu-
tion owing to the first-order transition-frequency degeneracies of equivalent nuclei. Their isotropic hyperfine coupling constant (hfc) Aiso = 1∕3 ⋅Tr(̃Ai) can be directly
read off from the separation of the hyperfine lines in the EPR spectrum.i dissolved in isotropic fluid solution. In this situation, only scalar interactions prevail
provided that fast molecular tumbling occurs. As a consequence of the strong-field
EPR selection rules, five EPR lines are observed with binominal intensity distribu-
tion owing to the first-order transition-frequency degeneracies of equivalent nuclei. Their isotropic hyperfine coupling constant (hfc) Aiso = 1∕3 ⋅Tr(̃Ai) can be directly
read off from the separation of the hyperfine lines in the EPR spectrum.i fi
For single-crystal samples of the same radical, the complete g- and hyperfine-
tensor information, i.e., both the isotropic and anisotropic contributions, can be
extracted from the angular dependence of the EPR lines ("rotation patterns") when
the crystal is rotated about three orthogonal axes. Note that there exists no quadru-
pole interaction with protons or other nuclei with I = 1∕2 . If the tensors ̃g and ̃Ai are
collinear, i.e., have the same principal axes system ( 훼, 훽, 훾 ), their rotation patterns
will have the same angular dependence. When the crystal is mounted on a proper
wedge in such a way that the crystal rotation axes are parallel to the molecular axes
system ( x, y, z ) and remain under rotation perpendicular to the B0 field direction, the
actual rotation occurs in a molecular plane defining an angle Θ between the rotation
axis and the field direction. Iterated measurements of the angular dependence of the
apparent g- and A-values at different orientations give the elements of the tensors ̃g2
and ̃A2 , which can be transformed to principal axes. One could begin by rotating the
field in the xy plane, followed by rotations in the yz and zx planes. Then, the depend-
ence of the apparent g-value on the rotation angle Θij in the ij plane takes the form
[130, 138] (notice that g2
ij denotes the components of the squared g-tensor): (9)
g
(
Θxy
) =
(
g2
xy ⋅sin2Θxy + g2
yy ⋅cos2Θxy + g2
xy ⋅sin2Θxy
)1∕2
. Fig. 6 High-field spin energy
levels of a radical ( S = 1∕2 )
with a group of four equivalent
protons ( I = 1∕2 ) dissolved in
fluid solution. The allowed EPR
and ENDOR transitions are
marked by arrows. The energy
splittings are drawn according
to Eq. (8) with A > 0 . The total
nuclear quantum number of the
group is Mi = ∑
i mIi. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) (9) An analogous expression holds for the hyperfine coupling value Ai of nucleus
i in the limit of small g-anisotropy, as is typical for bioorganic systems as long as
they do not contain paramagnetic transition-metal ions. For the other two molecular
planes, yz and zx , the corresponding tensor components are found by cyclic replace-
ment y →z →x →y , i.e., 3 K. Möbius, A. Savitsky 226 (10)
g
(
Θyz
) =
(
g2
yy ⋅sin2Θyz + g2
zz ⋅cos2Θyz + g2
yz ⋅sin2Θyz
)1∕2
, (10) (11)
g(Θzx
) = (g2
zz ⋅sin2Θzx + g2
xx ⋅cos2Θzx + g2
zx ⋅sin2Θzx
)1∕2, (11) with the rotation angles Θij defined as the respective angles between the i- and j-axis
and the field direction. For many bioorganic samples, in particular in frozen solution, conventional
X-band EPR runs into problems with spectral resolution. This is because several
radical species or different magnetic sites with rather similar g-values may be pre-
sent or because a small g-tensor anisotropy does not allow canonical orientations
of the powder spectrum to be resolved. From the spin Hamiltonian Eq. (2) one sees
that some interactions are magnetic field-dependent (the Zeeman interactions),
while others are not (the hyperfine and quadrupole interactions). Consequently, if
paramagnetic species with different g-factors or with anisotropic g-tensor compo-
nents are present, the difference in resonance field positions ΔB0 is proportional to
the frequency of the electromagnetic irradiation: (12)
ΔB0 = h ⋅휈
휇B
⋅
(
1
g1
−1
g2
)
. (12) This shows, in analogy to modern NMR spectroscopy, that higher mw EPR fre-
quencies, 휈 , and corresponding resonance fields, B0, should lead to enhanced spec-
tral resolution, at least as long as the linewidths do not increase with field. Except for
transition-metal complexes, for many bioorganic systems g ≅2 , and relative g-value
variations Δg∕g rarely exceed 10–4 – 10− 3. At X-band frequencies, therefore, the
line separation due to g-value differences is only ΔB0 = 0.03 – 0.3 mT, which can
easily be masked in disordered solid-state samples with typical linewidths around
1 mT. An increase of the mw frequency by, for instance, a factor of 10 (W-band,
95 GHz) improves the spectral resolution accordingly. This is a consequence of the
increasing importance of the g-tensor components in the electronic Zeeman inter-
action as the magnetic field is increased. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) Moreover, the spectral analysis is gener-
ally simpler in high-field EPR because the first-order approximation for the energies
often applies.i The question arises, how large the Zeeman field ought to be for maximum spec-
tral information for a particular sample? The answer for all cases of delocalized spin
systems, in which unresolved hyperfine interactions dominate the inhomogeneous
EPR linewidth, is that a successful high-field experiment must fulfill the condition (13)
Δg
g ⋅B0 > ΔBhf
1∕2, (13) which relates the Zeeman field B0 of the spectrometer with properties of the sample,
i.e., the anisotropic electron Zeeman interaction must exceed the inhomogeneous
linewidth, ΔBhf
1∕2 . Apparently, there are two options to fulfill this condition, either to
make the Zeeman interaction large enough or to reduce the linewidth sufficiently. 1 High‑field/High‑frequency EPR Spectroscopy in Protein… 227 Hence, instead of fixing a minimum field/frequency value to meet the ’’high-field
EPR’’ benchmark, one should ensure that the chosen B0 value renders the Zeeman
splitting to be larger than the inhomogeneous linewidth. Nevertheless, it has become
common practice in the EPR community to use the term ’’high-field EPR’’ for
microwave frequencies in the W-band or higher and Zeeman fields produced by
superconducting magnets. For example, for deuterated samples, Q-band EPR might
already fulfill the high-field condition Eq. (13) in the case of semiquinone radicals
with a rather large g-anisotropy [139–141], whereas for protonated samples with
inherently larger linewidths, it does not. On the other hand, in the case of chloro-
phyll ion radicals, due to their very small g-anisotropy, even W-band EPR might not
meet the high-field condition for protonated samples. Then deuteration of the sam-
ple will be necessary or, as an alternative, a further increase of the mw frequency
and B0 field is required, for instance by resorting to 360 GHz EPR. Fortunately, for
many protein systems with no paramagnetic transition-metal ion sites or, at least, no
substantial spin density at such a site, the increase of line separation ∆B0 with
increasing Zeeman field directly translates into an increase of spectral resolution,
because often no noticeable line broadening due to ’’g-strain’’ effects occurs with
increasing B0. For the primary donor cation radical in reaction centers (RCs) from
Rb. sphaeroides, for example, up to 24 T were applied [142], and g-strain broaden-
ing was found to be negligible. 2.1.1 Organic Radicals and Low‑Spin Transition‑Metal Ions ( S = 1∕2) The term ’’g-strain’’ is used to describe a spread of principal g-factors caused
by heterogeneities of the local environment of the spins and leading to additional
line broadening that increases linearly, or approximately linearly with the Zee-
man field. This phenomenon is well known in the case of paramagnetic transi-
tion-metal complexes such as metallo-proteins [143, 144] where large spin–orbit
coupling can produce dramatic variations in the g-values with varying crystal
fields. Such effects are, however, expected to be small in the case of organic radi-
cals in proteins for which small g-anisotropies are the rule. Apparently, the pri-
mary donor cation radical in RCs from Rb. sphaeroides is not an exception of this
rule.i In addition to the improved g-resolution mentioned above, high-field EPR can
also improve the detection sensitivity. In this respect one has to distinguish between
the absolute and relative (or concentration) sensitivities because the amount of sam-
ple that can be introduced into the cavity of high-field EPR spectrometers is usu-
ally significantly smaller than in standard X-band spectrometers. Consequently, the
amount of sample available must be considered. When this is limited like in single
crystals of proteins, the sensitivity of high-field EPR can be superior by orders of
magnitude. For a quantitative discussion of the sensitivity problems, we refer to [1]. 2.1.2 Triplet States and High‑Spin Transition‑Metal Ions ( S > 1∕2) Also for high-spin systems ( S > 1∕2 ), such as enzymatic proteins with one or sev-
eral transition-metal cofactors, EPR spectroscopy at high magnetic fields might
be advantageous. For such systems "fine-structure" and exchange terms have to be
added to the spin Hamiltonian, i.e., Eq. (2) has to be extended by 1 3 K. Möbius, A. Savitsky 228 (14)
̂HZFS
h
+
̂Hexchange
h
= ̂S ⋅̃D ⋅̂S −J ⋅
(
̂S2 −1
)
, (14) with the total spin S = (S1 + S2 + … ) . Here, ̃D is the traceless zero-field splitting
(ZFS) tensor, and J is the isotropic exchange interaction parameter (in standard con-
vention, J < 0 corresponds to antiferromagnetic coupling, J > 0 to ferromagnetic
coupling). In the principal axes system of ̃D , the anisotropic part in Eq. (14) is nor-
mally rewritten in terms of the zero-field parameters D , E: (15)
̂HZFS
h
= ̂S ⋅̃D ⋅̂S = D ⋅
(
̂S2
z −1
3 ⋅S ⋅(S + 1)
)
+ E
(
̂S2
x −̂S2
y
)
, (15) with D = 3∕2 ⋅Dzz and E = (Dxx−Dyy
)∕2 , where Dxx , Dyy and Dzz are the principal
values of the ZFS tensor. For a triplet state, they are related to the zero-field energy
eigenvalues (energy levels) of the triplet spin eigenfunctionsTx⟩,Ty⟩ , Tz⟩ as follows
[138]: (16)
Ex∕h = 1
3 ⋅D −E, Ey∕h = 1
3 ⋅D + E, Ez∕h = −2
3 ⋅D. (16) Obviously, it might happen that EPR transitions of high-spin systems with large
zero-field splitting cannot be observed at all at standard X-band frequencies because
the energy of the mw quantum is too small. For such cases, the higher quantum
energy of high-frequency microwaves can drive the transitions [145, 146]. An exam-
ple for such a biological high-spin system is metmyoglobin with S = 5∕2 ferric
heme, for which EPR transitions at 130 GHz became observable that had been unde-
tectable at X-band due to the large zero-field splitting [88].ii i
Although in the spin Hamiltonian the fine-structure term is not field-dependent
it leads, in combination with the electronic Zeeman term, to a field-dependent mix-
ing of the electron spin eigenfunctions. At zero field, the triplet spin eigenfunctions,
Tx⟩ , Ty⟩ , Tz⟩ , are quantized along the molecular axes system ( x, y, z ). 2.1.2 Triplet States and High‑Spin Transition‑Metal Ions ( S > 1∕2) At high field,
the magnetic spin quantum number, mS = +1, 0, −1 , is a good quantum number,
and the spin eigenfunctions become T+1⟩ , T0⟩ , T−1⟩ . If the external field values B0
are such that the electron Zeeman and the fine-structure splitting are comparable in
magnitude, the spin functions become mixed functions of both bases, the degree of
mixing depending on B0 and the relative orientation of the molecule with respect
to the field. As a consequence, the triplet energy eigenvalues of the different elec-
tron wave functions are not linearly related to the strength of B0 . This intermediate
region requires more complicated calculations to analyze the EPR spectrum. Hence,
for high-spin systems ( S > 1∕2 ), there is another reason for choosing EPR at high
Zeeman field, which is to simplify the analysis of spectra.i i
There is an additional benefit: The EPR lines of high-spin systems usually get
narrower at higher magnetic fields than in X-band EPR spectra, again because of
second-order effects. If we take Mn2+ centers ( S = 5∕2, I = 5∕2 ) in disordered pro-
tein samples as an example, the EPR transitions are strongly broadened by contribu-
tions from the zero-field tensor components. Their linewidth, ΔB1∕2 , is determined 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 229 by second-order contributions from the zero-field coupling D , ΔB1∕2 ∝D2
B0 . No won-
der, therefore, that "needle sharp" manganese hyperfine lines are normally observed
in the 95 GHz high-field EPR spectra of Mn2+ containing protein complexes, such
as photosystem II of oxygenic photosynthesis, even in disordered frozen-solution
samples.i This is exploited by high-field EPR spectroscopists who use Mn2+ ions doped
into MgO powder as reference sample for magnetic field calibration and precise
g-factor measurements [74]. Up to second order, the EPR resonance fields of the six
Mn2+ hyperfine components,mI = 5∕2, ... + 5∕2 , are given by (17)
BmI = B0 −Aiso ⋅
[
mI −Aiso
2B0
⋅(I ⋅(I −1) −m2
I
)]
, (17) where Aiso is the isotropic Mn2+ hyperfine coupling in field units. The elec-
tronic g-factor is contained in the Zeeman field B0 = F ⋅휈∕g ( 휈 frequency,
F = h∕휇B= 71.447751 mT⋅GHz−1). 2.1.2 Triplet States and High‑Spin Transition‑Metal Ions ( S > 1∕2) The high-precision reference data are: g
(Mn2+) = 2.00101 ± 0.00005 and Aiso(Mn2+) = − (8.710 ± 0.003) mT [74].i To underline it once again: High-field EPR is particularly useful for half-integer
high-spin systems ( S = (2n + 1)∕2, n = 1, 2, ... ), such as Mn(II) and Fe(III) with
S = 5∕2 , and Gd(III) with S = 7∕2 . For such systems the inhomogeneous linewidth
of orientationally disordered samples, ΔB1∕2 , of the central | −1∕2 →|1∕2 EPR
transition is determined by second-order contributions from the zero-field coupling. Hence, when g ⋅𝜇B ⋅B0
h ≫D the broadening becomes negligible and narrow sig-
nals are obtained also in orientationally disordered samples. This leads to increased
sensitivity and resolution. In this case the first-order approximation is valid and the
resonance fields are given by: B(mS →mS + 1) = B0 −
h
g ⋅휇B
⋅Aiso ⋅mI +
h
g ⋅휇B
⋅(2mS + 1) ⋅휈D
(18
휈D = D
2 ⋅[(3cos2휃−1) + 휂⋅sin2휃⋅cos2휑], B(mS →mS + 1) = B0 −
h
g ⋅휇B
⋅Aiso ⋅mI +
h
g ⋅휇B
⋅(2mS + 1) ⋅휈D (18)
휈D = D
2 ⋅[(3cos2휃−1) + 휂⋅sin2휃⋅cos2휑], (18) where Aiso is the isotropic hyperfine coupling of 55Mn (in frequency units), mI is the
corresponding nuclear spin projection and 휂= 3 ⋅E∕D . The angles 휃 and 휑 describe
the orientation of the magnetic field relative to the principal axes system of the ZFS
tensor.i Another important aspect of high-field EPR on high-spin systems, for exam-
ple organic triplet states and radical pairs with S = 1 , is the possibility to deter-
mine the absolute sign of the zero-field parameter D by sufficient thermal polari-
zation of the triplet levels already at moderately low temperatures [22, 23]. If the
temperature is low enough to fulfill the condition kBT < g ⋅𝜇B ⋅B0 , the lowest
spin level, corresponding to mS = −1∕2 , is predominantly populated, and the EPR
spectra of disordered samples become asymmetric. The ’’Zeeman temperature’’,
TZ = g ⋅휇B ⋅B0∕kB , is defined accordingly as the temperature around which this
asymmetry becomes pronounced: A higher line intensity is observed either on the 1 3 3 230 K. Möbius, A. Savitsky high-field side (D > 0) or on the low-field side (D < 0) of the spectrum. 2.1.2 Triplet States and High‑Spin Transition‑Metal Ions ( S > 1∕2) Approximate
values of the Zeeman temperature at different EPR frequencies are: TZ = 0.4 K (at
9.5 GHz), 4 K (at 95 GHz), 6.5 K (at 140 GHz), and 15.5 K (at 360 GHz). The sign
of D is indicative of the shape of the dipolar tensor. Organic triplet states generally
have disk-shaped dipolar tensors ( D > 0), whereas weakly coupled radical pairs have
cigar-shaped ones ( D < 0). 2.2 High‑field ENDOR, TRIPLE, ESEEM, HYSCORE, EDNMR, PELDOR, RIDME We now turn to several extensions of high-field/high-frequency EPR spectroscopy
in some more detail to clarify what can be learned additionally about (bio)chemi-
cal and biological systems when going beyond conventional X-band techniques. The
topics selected are ENDOR, TRIPLE, ESEEM, HYSCORE, EDNMR, PELDOR,
and RIDME. We will group these techniques under two headings: Electron–nuclear
hyperfine spectroscopy; Electron–electron dipolar spectroscopy. 1 3 2.2.1 Electron–Nuclear Hyperfine Spectroscopy Thorough accounts of high-field/high-frequency ENDOR and TRIPLE spectroscopy
have recently been published, and we suggest them for further reading [1, 118, 147,
148]. 2.2.1.1 cw ENDOR For large low-symmetry radicals with the unpaired electron
delocalized over many spin-carrying nuclei, for example the cofactor ion radicals
occurring in photosynthetic electron transfer, with each set of inequivalent nuclei the
number of EPR lines increases in a multiplicative way, according to the EPR selec-
tion rules ΔmS = ±1, ΔmIi = ±1 . This results in strong inhomogeneous broadening
of the EPR spectra because individual hyperfine lines can no longer be resolved in the
available spectral range. For g = 2 systems, this is restricted to ca. 3 mT due to the
normalization condition for the unpaired electron spin density. y
For such cases, by resorting to ENDOR techniques the spectral resolution can
be greatly improved. This is because ENDOR is inherently a variant of NMR on
paramagnetic systems, the unpaired electron serving as highly sensitive detector for
the NMR transitions, mIi = ±1 . Each group of equivalent nuclei—no matter how
many nuclei are involved and of what value their individual nuclear spin is—con-
tributes only two ENDOR lines at 휈± because, within an mS manifold, the hyperfine
levels are equidistant to first order (see Fig. 6). Hence, in ENDOR, with each set
of inequivalent nuclei the number of resonance lines increases merely in an addi-
tive way. Double resonance excitation, thus, offers the advantage of NMR in terms
of high resolution via reduced number of redundant hyperfine lines in conjunction
with the advantage of EPR in terms of detecting low-intensity rf transitions via high-
intensity mw transitions, i.e., by means of quantum transformation via the gyromag-
netic ratios. In cw ENDOR, the sample is irradiated simultaneously by two electromagnetic
fields, a mw field (to drive EPR transitions ΔmS = ±1 ) and an rf field (to drive NMR 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 231 transitions ΔmIi = ±1 ). Under appropriate experimental conditions, which are more
stringent for cw than for pulse irradiation schemes [33, 129, 149], ENDOR sig-
nals are observed by monitoring the changes of EPR line intensities when sweep-
ing the rf field through the nuclear resonance frequencies. In cw Special TRIPLE
resonance [48] the two rf fields are applied at frequencies symmetrically placed
around the nuclear Larmor frequency to enhance the signal intensity. 2.2.1 Electron–Nuclear Hyperfine Spectroscopy In cw General
TRIPLE resonance [52], two rf fields with independently variable frequencies are
applied, one pumping a selected ENDOR transition while the other is swept through
the ENDOR spectrum. From the resulting characteristic intensity changes in the
ENDOR spectrum, the relative signs of the hyperfine couplings can directly be read
off.i f
In the pulsed version of triple resonance [150], the first rf pulse (pump pulse)
with fixed frequency pumps a specific nuclear transition, while the frequency of the
second rf pulse is swept to cover the resonance region. The time separation between
the two rf pulses can be varied. Again, assignment of hyperfine couplings and deter-
mination of their relative signs are the main goals. When the frequencies of the two
rf pulses are varied independently, a two-dimensional triple resonance spectrum is
obtained [151]. Apparently, the gain in resolution of ENDOR versus EPR, becomes very pro-
nounced for low-symmetry molecules with increasing number of groups of symme-
try-related nuclei. The resolution enhancement becomes particularly drastic when
nuclei with different magnetic moments are involved. Their ENDOR lines appear
in different frequency ranges and, providing that their Larmor frequencies are sepa-
rated at the chosen Zeeman field value B0 , the different nuclei can be immediately
identified. In the case of an accidental overlap of ENDOR lines from the different
nuclei at X-band (9.5 GHz, 0.34 T) the lines can be separated when working at
higher Zeeman fields and mw frequencies, for instance at 3.4 T, 95 GHz [96] or even
at 12.9 T, 360 GHz [152]. This disentangling of ENDOR lines by different field/fre-
quency settings for the EPR condition is depicted in Fig. 7. In biological molecules
with several non-proton magnetic nuclei this separation of accidentally overlapping
ENDOR lines is of great help for analyzing complex spin systems by means of their
nuclear Zeeman and hyperfine interactions.i i
In the pulsed version of triple resonance [150], the first rf pulse (pump pulse)
with fixed frequency pumps a specific nuclear transition, while the frequency of the
second rf pulse is swept to cover the resonance region. The time separation between
the two rf pulses can be varied. Again, assignment of hyperfine couplings and deter-
mination of their relative signs are the main goals. When the frequencies of the two
rf pulses are varied independently, a two-dimensional triple resonance spectrum is
obtained [151]. 2.2.1 Electron–Nuclear Hyperfine Spectroscopy Apparently, the gain in resolution of ENDOR versus EPR, becomes very pro-
nounced for low-symmetry molecules with increasing number of groups of symme-
try-related nuclei. The resolution enhancement becomes particularly drastic when
nuclei with different magnetic moments are involved. Their ENDOR lines appear
in different frequency ranges and, providing that their Larmor frequencies are sepa-
rated at the chosen Zeeman field value B0 , the different nuclei can be immediately
identified. In the case of an accidental overlap of ENDOR lines from the different 1 3 232 K. Möbius, A. Savitsky Fig. 7 Gain in ENDOR resolution for doublet-state systems ( S = 1∕2, g = 2 ) with increasing Zeeman
field B0 and corresponding microwave resonance frequency 휈 . Spectral lines of typical nuclei in organic
biomolecules, largely overlapping at traditional X-band ENDOR ( B0 = 0.34 T, 휈 = 9.5 GHz), become
completely separated at 360 GHz/12.9 T ENDOR Fig. 7 Gain in ENDOR resolution for doublet-state systems ( S = 1∕2, g = 2 ) with increasing Zeeman
field B0 and corresponding microwave resonance frequency 휈 . Spectral lines of typical nuclei in organic
biomolecules, largely overlapping at traditional X-band ENDOR ( B0 = 0.34 T, 휈 = 9.5 GHz), become
completely separated at 360 GHz/12.9 T ENDOR nuclei at X-band (9.5 GHz, 0.34 T) the lines can be separated when working at
higher Zeeman fields and mw frequencies, for instance at 3.4 T, 95 GHz [96] or even
at 12.9 T, 360 GHz [152]. This disentangling of ENDOR lines by different field/fre-
quency settings for the EPR condition is depicted in Fig. 7. In biological molecules
with several non-proton magnetic nuclei this separation of accidentally overlapping
ENDOR lines is a great help for the analysis of complex spin systems by means of
their nuclear Zeeman and hyperfine interactions.i i
For a doublet radical with electron–nuclear hyperfine interaction, but without
nuclear quadrupole interactions, according to its spin Hamiltonian only two ENDOR
lines of a particular group of equivalent nuclei with I = 1∕2 , appear, to first order, at (19)
휈±
ENDOR = |휈n ± Ai∕2|, (19) where the nuclear Larmor frequency is given by 휈n = gn ⋅휇N ⋅B0∕h , and the hyper-
fine coupling parameter A contains isotropic and anisotropic contributions. Obvi-
ously, the two ENDOR lines are symmetrically displayed about 휈n or A∕2 , which-
ever is larger. 2.2.1 Electron–Nuclear Hyperfine Spectroscopy In isotropic solution, in steady-state ENDOR, the hyperfine couplings
(hfcs) are given by Aiso = 1∕3 ⋅Tr(̃A). High‑field/High‑frequency EPR Spectroscopy in Protein… 233 At this point, it seems appropriate to give a brief phenomenological explana-
tion of liquid-phase cw steady-state ENDOR signal intensities and their alteration
by applying a second rf field in TRIPLE resonance experiments. In isotropic liq-
uid solution, at sufficiently elevated temperatures, the anisotropic contributions of
the g-tensor are effectively averaged out. Nevertheless, EPR and ENDOR studies at
higher frequency/field settings than for standard X-band EPR can be of great advan-
tage: If in the sample several radical species with only slightly different isotropic
g-values are present, for example as intermediate or final reaction products with g1
and g2, they can be spectroscopically resolved and identified at sufficiently high Zee-
man fields according to Eq. (12). i
A detailed theoretical study of steady-state multiresonance experiments in
the liquid phase has been carried out by J. H. Freed and co-workers in a series of
papers [153–155] using the density matrix formalism and Redfield’s approximate
treatment of relaxation. In one of these papers [155], subtle line shape effects—
broadening and splitting—were described that are due to the coherent nature of the
applied strong rf and mw fields. A specific coherence effect is particularly interest-
ing because it can be exploited to assign ENDOR lines to molecular positions, i.e.,
when applying ENDOR as an analytical tool. It requires nuclear spins I > 1∕2 or
a set of at least two equivalent nuclei of I = 1∕2 . The magnitude of the coherence
splitting is dependent on the hyperfine transitions being mw saturated and on the rf
field strength.f i
This coherence effect was optimized by K. P. Dinse et al. [156, 157] to assign
hyperfine splittings in ENDOR-in-solution spectra of various low-symmetry radicals
by counting the number of protons contributing to a specific ENDOR line. A cylin-
drical ENDOR cavity (TE011 mode) was constructed to achieve cw rf fields up to
3 mT (rotating frame). The internal NMR coil is part of the power stage of a 1 kW
cw rf transmitter station. To secure thermal stability of the cavity frequency, effec-
tive water cooling was employed both for the cavity body and the two-loop NMR
coil [157].l On the basis of Freed’s relaxation theory for radicals in fluid solution, M. Plato,
W. Lubitz, and K. 2.2.1 Electron–Nuclear Hyperfine Spectroscopy Möbius [158] carried out a systematic investigation of the cw
ENDOR effect, i.e., the ENDOR sensitivity, of various hetero-nuclei (nuclei other
than protons) in organic radicals. Optimum ENDOR conditions, such as temperature
and viscosity of the solvent, mw and rf field strengths, were formulated as a function
of a few nuclear and molecular properties. They include relaxation rates due to fluc-
tuating spin-rotation interaction, electron–nuclear dipolar and nuclear quadrupolar
couplings and Heisenberg spin exchange. The theoretical results were found to be
in good agreement with experimental observations on 2H, 13C, 14/15 N, 19F, 31P and
alkali nuclei in different molecular systems, thus allowing predictions to be made on
the ENDOR detectability of other chemically interesting nuclei, such as 10/11B, 17O,
27Al, 29Si, 33S and 35/37Cl. In the meantime, most of these nuclei have indeed been
detected by cw ENDOR in solution [49, 159, 160]. 2.2.1.2 cw TRIPLE Resonance as an Extension of Steady‑State ENDOR From many
applications in chemistry, biology and physics it became clear that steady-state cw
ENDOR in solution, though extremely powerful in resolving complex hyperfine 1 3 3 234 K. Möbius, A. Savitsky structures of low-symmetry radicals, is suffering from sensitivity problems: Only less
than 10% of the EPR intensity is normally observed as steady-state ENDOR effect
which has to be maximized by carefully controlling temperature and viscosity of the
solvents, thereby optimizing a delicate interplay between electron and nuclear relaxa-
tion rates, W훼훽 [158]. Additionally, cw ENDOR suffers from problems of assign-
ing the measured hyperfine couplings to molecular positions. This is because the
ENDOR line intensities are determined primarily by electron and nuclear relaxa-
tion rates and not by the multiplicity of the NMR transitions. These drawbacks were
the main motivation to extend liquid-solution ENDOR to electron–nuclear–nuclear
TRIPLE resonance [48, 52] in which two high-power rf sources are connected to the
NMR coil inside the EPR cavity. Figure 8 shows the energy level diagram and transition scheme of induced mw
and rf as well as relaxation driven EPR and NMR transitions for the simplest case
S = 1∕2 , I = 1∕2 . According to the different irradiation schemes involving only one
nucleus or two inequivalent nuclei, we distinguish between Special TRIPLE and
General TRIPLE resonance. 2.2.1 Electron–Nuclear Hyperfine Spectroscopy Special TRIPLE Resonance: There are mainly two drawbacks of the cw ENDOR
method: (i) In the frequently occurring case of a Wn bottleneck, i.e., whenWn ≪We ,
the ENDOR effect becomes very weak if cross relaxation is absent. (ii) The intensity
pattern of ENDOR lines generally does not reflect the number of nuclei involved in
the various transitions. Both drawbacks can, at least in part, be overcome by apply-
ing two NMR rf fields at a frequency separation 휈± of the hfc of a particular set
of equivalent nuclei. This Special TRIPLE resonance experiment can be under-
stood with the aid of the four-level scheme of Fig. 8. In addition to the first NMR rf
field at, for instance, frequency 휈− (1 ↔ 3), a second NMR rf field at frequency 휈+ Fig. 8 Four-level diagram of a spin system with S = 1∕2 , I = 1∕2 (left, a positive sign of the isotropic
hyperfine coupling constant is assumed) with indicated (right) induced EPR and NMR transitions
together with spin relaxation rates W훼훽 . Only one EPR- and one NMR-induced transition is shown. The
Greek letters 훼훼N , 훼훽N ,… denote the values of the electron and nuclear magnetic spin quantum numbers
mS and mI , respectively. The wavy lines indicate the relaxation transitions with their rates for electron
( We ), nuclear ( Wn ), and electron–nuclear cross relaxation ( Wx1 , Wx2 ). For details, see [1] and references
given in the text Fig. 8 Four-level diagram of a spin system with S = 1∕2 , I = 1∕2 (left, a positive sign of the isotropic
hyperfine coupling constant is assumed) with indicated (right) induced EPR and NMR transitions
together with spin relaxation rates W훼훽 . Only one EPR- and one NMR-induced transition is shown. The
Greek letters 훼훼N , 훼훽N ,… denote the values of the electron and nuclear magnetic spin quantum numbers
mS and mI , respectively. The wavy lines indicate the relaxation transitions with their rates for electron
( We ), nuclear ( Wn ), and electron–nuclear cross relaxation ( Wx1 , Wx2 ). For details, see [1] and references
given in the text 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 235 short-circuits the Wn bottleneck (2 ↔ 4). Thereby, the efficiency of the NMR-induced
relaxation bypass is enhanced. Provided that both rf fields are applied at saturating
levels, a considerable increase in the signal intensity can be achieved and, addition-
ally, the line intensities become rather independent ofWn . For Wn ≪We , this results
in an intensity pattern which, similar to NMR, is dominated by the number of nuclei
involved in a particular transition. This facilitates the assignment of hfc’s to specific
molecular positions. Furthermore, Special TRIPLE has the advantage of narrower
lines, i.e., at a given power level the effective NMR saturation, which determines the
observed linewidth, is smaller in TRIPLE than in ENDOR. Linewidth reductions of
typically 30–50% are observed in agreement with model calculations [161]. General TRIPLE Resonance: We have shown that in the special triple resonance
version, both rf fields are applied at a separation of the hfc, Aiso , (denoted as " a "
in Fig. 9) of the same nucleus. Triple resonance can, however, be generalized to
several inequivalent nuclei with the aim to obtain hfc’s together with their relative
signs [52]. If we consider, for example, two inequivalent protons, the first-order
energy levels in the basis memI1mI2⟩ can be arranged to form the eight corners of
a cube, see Fig. 9. In such a three-dimensional representation, the various desatura-
tion bypasses for a pumped electron transition, involving the NMR transitions of the
two nuclei, can be visualized more clearly than in the conventional two-dimensional
transition schemes. In Fig. 9, this energy level arrangement is depicted for the two
different cases, a1 , a2 > 0 and a1 > 0, a2 < 0. Every two corners are connected by the
various relaxation and induced transitions, the EPR transitions occurring vertically, Fig. 9 Topology of ENDOR and TRIPLE resonance experiments for the three-spin system S = 1∕2 ,
I1 = 1∕2 , I2 = 1∕2 . The NMR transitions with their frequencies are given for the two cases of equal and
opposite signs of the hyperfine couplings. For simplification, the EPR transitions are not distinguished. The graph shows the TRIPLE amplification factor V as function of the ratio We∕Wn , obtained by analyz-
ing the electric-circuit analog of the various relaxation networks. 1 3 The curves shown are valid for induced
NMR rates 100 times larger than Wn ; cross relaxation was neglected. For details, see ref. [48] Fig. 9 Topology of ENDOR and TRIPLE resonance experiments for the three-spin system S = 1∕2 ,
I1 = 1∕2 , I2 = 1∕2 . The NMR transitions with their frequencies are given for the two cases of equal and
opposite signs of the hyperfine couplings. For simplification, the EPR transitions are not distinguished. The graph shows the TRIPLE amplification factor V as function of the ratio We∕Wn , obtained by analyz-
ing the electric-circuit analog of the various relaxation networks. The curves shown are valid for induced
NMR rates 100 times larger than Wn ; cross relaxation was neglected. For details, see ref. [48] 1 1 3 236 K. Möbius, A. Savitsky the NMR transitions horizontally. All transitions are doubly degenerate to first order. If we now consider the level populations, the different multiple-resonance experi-
ments can be represented by different geometrical figures (see left part of Fig. 9). These figures are derived from the cubes by contracting those corners that are con-
nected by induced NMR transitions. They represent the limiting case of highly sat-
urated transitions where the populations of the connected levels are equalized. In
this representation, an ENDOR experiment forms a prism, and a Special TRIPLE
experiment forms a square. If we consider the case that both rf fields drive the low-
frequency transitions ( 휈−
1 and 휈−
2 ), in General TRIPLE two different cases have to
be distinguished depending on the relative signs of the hfc’s. If they have the same
sign, all the NMR transitions are saturated in the same plane resulting in a pyramid. If the hfcs have opposite signs, the NMR transitions for the two nuclei are satu-
rated in the opposite planes and a tetrahedron is formed. The sign of the hyperfine
coupling is an important parameter in molecular spectroscopy. For example, in the
case of the isotropic hyperfine constant, Aiso , the sign provides additional insight
into the electronic structure when finding an answer to the question: how is unpaired
electron density produced at the nucleus? Either by a spin-polarization mechanism
( Aiso < 0, for example α-protons) or by conjugation or hyperconjugation mecha-
nisms ( Aiso > 0, for example β-protons).i The significance of these topological games is visualized using Fig. 9. 1 3 It shows
the result of a theoretical analysis of the relaxation networks of the various geo-
metrical figures for a wide range of We∕Wn values [52]. This analysis was performed
within the approximation of the electric-circuit analog of rate equations (mentioned
above) applying Kirchhoff’s laws for branching networks. When a TRIPLE ampli-
fication factor, V , is defined as the ratio of TRIPLE and ENDOR line amplitudes,
always V > 1 for a "tetrahedron" experiment and V < 1 for a "pyramid" experi-
ment. The difference between pyramid and tetrahedron becomes particularly pro-
nounced in cases where Wn is much smaller than We . Such cases are typical for many
ENDOR-in-solution experiments. In the extreme situation We∕Wn > > 1, Special
TRIPLE can even reach 100% EPR sensitivity! Obviously, relative signs of hfc’s can
easily be determined from intensity changes in General TRIPLE spectra. As a rep-
resentative example, Fig. 10 shows for the fluorenone·−/Na+ ion pair in fluid solu-
tion how the intensity patterns of proton and sodium lines change in a characteristic
way when extending ENDOR to General TRIPLE. From such intensity patterns the
signs of the various hfcs are revealed relative to the sign of the hfc belonging to
the pumped transition [162]. Different relative signs of the hfcs of different types of
protons and of the sodium counter ion as a function of temperature are reflected by
inversion of the amplitude ratios and, thereby, inform about the planarity of the ion
pair [162]. To conclude this section on cw mode ENDOR and TRIPLE resonance on sys-
tems in fluid solution, we point out that pulsed ENDOR and TRIPLE on solid-state
systems is a completely different story, which to tell would require a separate sec-
tion. This would go beyond the scope of this article and, hence, we mention this
issue only in passing and refer to excellent presentations in the literature instead, see
for instance [1, 33, 163]. 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 237 Fig. 10 ENDOR and General TRIPLE spectra of the fluorenone anion radical (solvent: tetrahydrofurane,
counter ion: Na+, T = 226 K). For details, see [162] Fig. 10 ENDOR and General TRIPLE spectra of the fluorenone anion radical (solvent: tetrahydrofurane,
counter ion: Na+, T = 226 K). 1 3 For details, see [162] The basis of the various techniques in pulsed EPR spectroscopy and its multitude
of combinations of electron–nuclear and electron–electron resonances, is the detec-
tion of the resulting electron spin echoes—in analogy to the spin-echo detection
in NMR spectroscopy introduced by E.L. Hahn already in 1950 (“Hahn echoes”)
(Fig. 11). Translated to pulsed EPR, in a Hahn electron spin echo (ESE) experiment, a
microwave 90° (π/2) pulse at resonance frequency 휈 produces a signal that decays
away (FID). If the EPR spectrum is inhomogeneously broadened, we can recover
this disappeared signal with another microwave pulse at the same frequency 휈 , but
of pulse length of 180° (π): after an inter-pulse time delay of 휏 a Hahn echo is pro-
duced, see [33]. Echoes are important in EPR because FIDs of very broad spectra
decay away very quickly and often escape detection. Fig. 11 Hahn Spin Echo in NMR (or EPR). The NMR signal observed following an initial mw excitation
π/2 pulse decays in the xy plane in the rotating frame (FID, Free Induction Decay) with time due to both
spin relaxation and any inhomogeneous effects which cause the spins in the sample to precess at different
speeds. The first of these effects, relaxation, leads to an irreversible loss of magnetization. But the inho-
mogeneous dephasing can be removed by applying a π inversion pulse that inverts the magnetization vec-
tors. Examples of inhomogeneous effects include a magnetic field gradient and a distribution of chemical
shifts. If the inversion pulse is applied after a period τ of dephasing, the inhomogeneous evolution will
rephase to form an echo at time 2τ Fig. 11 Hahn Spin Echo in NMR (or EPR). The NMR signal observed following an initial mw excitation
π/2 pulse decays in the xy plane in the rotating frame (FID, Free Induction Decay) with time due to both
spin relaxation and any inhomogeneous effects which cause the spins in the sample to precess at different
speeds. The first of these effects, relaxation, leads to an irreversible loss of magnetization. But the inho-
mogeneous dephasing can be removed by applying a π inversion pulse that inverts the magnetization vec-
tors. Examples of inhomogeneous effects include a magnetic field gradient and a distribution of chemical
shifts. 1 3 If the inversion pulse is applied after a period τ of dephasing, the inhomogeneous evolution will
rephase to form an echo at time 2τ 1 3 238 K. Möbius, A. Savitsky For technical reasons, presently signals cannot be detected during an approxi-
mately80 ns period after the microwave pulse. This period of time is called the dead-
time of the spectrometer. If the FID is very short, it will disappear before the dead-
time ends. If we make τ long enough, we can ensure that the echo appears after the
deadtime. There are different pulse schemes for different types of echoes, e.g., the
“dead-time free echo detection” and the “stimulated-echo detection” (for references,
see [33]). Both of them have become common practice in modern NMR/EPR spec-
troscopy and magnetic resonance imaging (MRI). Whereas a Hahn spin echo arises
from the action of two radiofrequency/microwave pulses, a stimulated echo occurs
from the action of three or more radiofrequency/microwave pulses. How does the echo bring back our magnetic resonance signal? The decay of the
FID is due to the different spin packet resonance frequencies in the EPR spectrum
causing the magnetization to fan out in the x–y plane of the rotating frame. When we
apply the π pulse, we flip the magnetization about the x axis. The magnetization still
rotates in the same direction and speed. The higher frequency spin packets will have
traveled further than the lower frequency spin packets after the first pulse. However,
because the higher frequency spin packets are rotating more quickly, they will even-
tually catch up with the lower frequency spin packets along the + y axis after the
second pulse [33]). After the spin packets had bunched up, they will dephase again
just like an FID. If we Fourier transform the FID, we obtain the EPR spectrum. The
Fourier transform is a mathematical function that decomposes a waveform, which
is a function of time, into the frequencies that make up the waveform. Hence, the
Fourier transform is the primary tool for analyzing signals in the frequency domain,
especially when signals are sampled. According to Fourier theory, “broad” in the
time domain means “narrow” in the frequency domain. 1 3 2.2.1.3 Pulse ENDOR In addition to what has been said concerning relaxation effects
on the cw ENDOR signal strength, it should be noted that also pulse ENDOR tech-
niques are sensitive to nuclear spin relaxation to some degree, but as a general rule,
cw techniques to a greater, pulse techniques to a lesser extent. The cw ENDOR
enhancement effect requires a delicate balance of saturation and desaturation of elec-
tron and nuclear sublevel transitions at a particular working temperature. For specific
sample conditions this is sometimes difficult to do owing to unfavorable electron and
nuclear relaxation times T1 and T2 . In such a situation, pulsed ENDOR techniques are
often the solution of the problem. But also pulsed ENDOR might be impeded by too
short T2 relaxation times, while the T1 times can generally be adjusted by lowering
the temperature. Pulsed ENDOR techniques require the nuclear T1·T2 product to be
sufficiently long to coherently rotate the nuclear magnetization by the rf pulses used
for detection. Hence, the sample properties dictate whether cw or pulse ENDOR is
the preferable method. To quote from the Schweiger-Jeschke “Scripture”: “In most
practical situations, cw ENDOR is the method of choice for the measurement of
small hyperfine couplings in liquid solution, whereas in solids pulse ENDOR is often
superior” [33]. For solid-state samples, ESE-detected pulse ENDOR versions were introduced
by W. B. Mims (1965) at Bell Labs [41] and E. R. Davies (1974) at Clarendon [42],
see below. Pulsed ENDOR spectroscopy offers several distinct advantages over the 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 239 conventional cw technique: The ENDOR effect can be as large as the electron spin
echo intensity itself (cw ENDOR reaches only 1–10% of EPR); it requires no critical
balance of rf-driven and relaxation transition rates (a condition which has to be met
in cw ENDOR); it is less susceptible to artifacts as there is neither an rf nor a mw
field applied during the detection period (high-power cw ENDOR often suffers from
rf pick-up problems distorting or even ruining the detected signals); it gives imme-
diate access to all relaxation times of a spin system (electron T1 and T2 , nuclear T1
and T2 , cross relaxation Tx ). Therefore, pulse ENDOR has been the commonly used
technique in many laboratories in the last decades, applying pulse sequences pre-
dominantly developed by Mims [41] and Davies [42]. 1 3 The two techniques are very
similar to each other in their implementation; however, they are sort of complemen-
tary in their results and usefulness, specifically concerning handling of experimental
artifacts such as “blind spots” in the spectrum [164]. The Mims-type ENDOR technique is based on a stimulated electron spin echo
(ESE) sequence, using two π/2 preparation mw pulses to invert the electron spin
population, and a final π/2 mw pulse after the mixing period for stimulated echo
signal detection. Between the preparation pulses and the final pulse, an rf π pulse is
used to invert the nuclear spin population, resulting in polarization transfer between
the nuclear and electronic transitions in the mixing period. The echo intensity is
subsequently measured as a function of the rf frequency to give the characteristic
ENDOR spectrum. The Mims ENDOR technique is most suited for weakly coupled
nuclei, i.e., nuclei with small hyperfine coupling constants. i
In Davies-type ENDOR, a preparation mw π pulse is used in order to invert the
magnetization of the electron spins in the applied static B0 field. This essentially cre-
ates a hole in the EPR spectrum, whose width and depth depend on the length of the
pulse applied, with a long pulse producing narrow holes. During the mixing period,
an rf π pulse is applied, and only if the rf frequency is resonant with an NMR transi-
tion, magnetization will be transferred to the other mS electron spin manifold. Oth-
erwise, no mixing will occur to fill in the hole that the inversion pulse creates. Dur-
ing the detection period, the z-component of the magnetization is measured using a
mw two-pulse echo sequence, π/2, π, and one detects an inverted echo, i.e., the EPR
signal is restored during the mixing period. The Davies ENDOR technique is well
suited to detect nuclei with large hyperfine couplings.f i
All pulse ENDOR techniques suffer from detectability problems at certain fre-
quencies (“blind spots”). The important difference between the Mims and Davies
pulse sequences, however, is that in Davies ENDOR there are no blind spots. Blind
spots are directly correlated to the size of the hyperfine interactions of the coupled
nuclei. 1 3 Hence, when using pulsed ENDOR as a tool for structure determination, one
has to make sure that no artifacts have occurred owing to the specific pulse strategy
applied which might mask certain hyperfine couplings and lead to wrong interpreta-
tion of the spectra [164]. Powerful pulse strategies have been developed in various
EPR laboratories to either avoid or overcome blind-spot artifacts, for references, see
[33, 165]. Here we only want to mention, as a promising pulse strategy for high-field
pulse EPR spectroscopy, the FID detection of EPR and ENDOR spectra [166] owing
to the short deadtime that can be achieved at high microwave frequencies. This FID
detection is particularly attractive for EPR and ENDOR of paramagnetic species that 1 3 3 240 K. Möbius, A. Savitsky exhibit inhomogeneous EPR line broadening and short dephasing times [33], for
example metallo-proteins [33, 167]. 2.2.1.4 HYSCORE A very powerful technique for measuring electron–nuclear hyper-
fine couplings of complex molecular systems is HYSCORE (Hyperfine sublevel cor-
relation spectroscopy), which is essentially a two-dimensional ESEEM experiment in
which correlation is transferred from one electron spin manifold mS (e.g., mS = +1∕2 )
to nuclear frequencies in the other mS manifold (e.g., mS = −1∕2 ). It is based upon
the COSY (Correlation Spectroscopy) NMR experiment and was introduced by P. Höfer, M. Mehring and co-workers [168] at the University of Stuttgart in 1986. This
2D experiment improves the spectral resolution by spreading overlapping peaks over
two dimensions and provides information which is difficult to obtain in a 1D ESEEM
experiment. Hence, HYSCORE has become the standard experiment for the measure-
ment of complex hyperfine and quadrupole spectra [33] and produces complimentary
and comparable information to the ENDOR experiment. In a HYSCORE experiment,
the time between the second π/2 and π pulse is varied in one dimension and the time
between the π and third π/2 pulse is varied in a second dimension. A two-dimensional
Fourier transformation then gives the spectra, and examples from protein chemistry
are given, for instance, in [13]. 2.2.1.5 ESEEM Hyperfine Spectroscopy A very important class of echo experiments
is ESEEM (Electron Spin Echo Envelope Modulation, (ESEEM) [56]). The electron
spins interact with the nuclei in their vicinity and this interaction causes a periodic
oscillation in the echo height superimposed on the normal echo decay. The modula-
tion or oscillation is caused by periodic dephasing by the nuclei. 1 3 If we subtract the
decay of the spin echo and Fourier transform the oscillations, we obtain the splittings
due to the nuclei. Armed with this information, we can identify nearby nuclei and
their distances from the electron spin and shed light on the local environment of the
radical or metal ion. Thus, when a single-frequency microwave spin-echo pulse train with varying
pulse spacing is applied to a molecular system with hyperfine-coupled electron and
nuclear spins, amplitude modulations of the exponentially decaying echo signal can
be observed. This ESEEM phenomenon requires certain conditions to be fulfilled
by the spin system, as will be shown below. The modulated echo-decay time trace
is normally analyzed by means of fast Fourier transformation into the frequency
domain to extract hyperfine and quadrupole couplings in a way that is complemen-
tary to ENDOR.i In the following, we summarize a recent high-field EPR and ESEEM investiga-
tion of the 14 N quadrupole interaction of nitroxide spin labels in disordered solids
[121]. The aim was to explore the experimental and theoretical background for using
the quadrupole-tensor components of nitroxide spin labels for probing polarity and
proticity effects of their micro-environment. It is an attempt to obtain an additional
handle for separating polarity from proticity effects, which is expected to comple-
ment the matrix information obtained from using the g- and nitrogen hyperfine-
tensor components of the nitroxide spin probe. We consider the high-field ESEEM 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 241 experiments on nitroxide spin labels in organic frozen solutions as a step toward dif-
ferentiation between polarity and proticity matrix effects on the biological function
of proteins. experiments on nitroxide spin labels in organic frozen solutions as a step toward dif-
ferentiation between polarity and proticity matrix effects on the biological function
of proteins. For protein systems that have exclusively diamagnetic states of their reactants,
e.g., the intermediate states of the light-controlled proton pump bacteriorhodopsin,
EPR techniques can still serve for probing environmental effects on the process effi-
ciency. This is possible by resorting to site-directed spin-labeling (SDSL) mutagen-
esis techniques, using specific nitroxide spin-label side chains as reporter groups, for
example the MTS [(1-oxyl-2,2,5,5-tetramethylpyrroline-3-methyl) methanethiosul-
fonate] spin label [169, 170]. SDSL has matured to an extremely important branch
of bio-EPR spectroscopy, and tailor-made nitroxide side chains can be introduced at
almost any desired site in a protein. 1 3 It has been shown (for reviews, see [171, 172]
that the isotropic and anisotropic components of the g- and hyperfine-tensors of the
nitroxide spin label can be used to reveal the polarity and proticity properties of the
immediate environment of the reporter group. Since single crystals of membrane
proteins are often difficult to prepare, if at all, frozen-solution protein preparations,
lacking long-range order, are commonly used for EPR studies of matrix effects. f
For nitroxide spin-labeled molecules with rather small anisotropies of their spin
interactions, the application of high-field EPR techniques with correspondingly
high microwave frequencies is preferable compared to the standard X-band EPR
techniques to ensure high spectral and time resolution as well as high orientational
selectivity [115, 173]. Such a magnetoselection can be further exploited using dou-
ble resonance techniques at high fields, e.g., ENDOR or pulsed ELDOR (PELDOR)
or ESEEM techniques. They are capable of providing single-crystal like information
from orientationally selected fractions of molecules in the disordered samples. By
combination of high-field EPR and SDSL techniques, subtle changes of the polarity
and proticity profiles could be measured, for example along proton transfer pathways
in proteins embedded in natural and artificial membranes [173]. This information
was obtained by resolving the gxx and Azz components of the nitroxide interaction
tensors of a series of molecules with the spin label attached to specific molecular
sites. The linear correlation plots of gxx vs Azz are theoretically predicted [174–178]
and experimentally established [179, 180]. Moreover, different slopes occasionally
observed in the gxx vs Azz plots were assigned to either polarity or proticity effects
on the magnetic parameters of the spin label from its local protein or membrane
environment.i In contrast to the g- and nitrogen hyperfine-tensors, the 14 N ( I = 1 ) quadrupole
interaction tensor of the nitroxide spin label has not been widely exploited in EPR
for probing effects of the micro-environment of functional protein sites. Precise
knowledge of the 14 N quadrupole coupling constant e2 ⋅q ⋅Q and the asymmetry
parameter 휂 of the electric field gradient at the 14 N nucleus in the nitroxide would
enlarge the arsenal of sensitive probes for environmental effects on specific sites of
the molecule, both in terms of polarity [181] and hydrogen-bond effects [182]. f
To measure directly the nuclear quadrupole interaction by advanced EPR tech-
niques, the nuclear transitions are normally driven directly by rf fields as in
ENDOR. 1 3 A more indirect though effective alternative is offered by ESEEM, i.e.,
by applying a mw single-frequency pulse train with varying pulse separation and 3 3 3 242 K. Möbius, A. Savitsky observing spin-echo modulations from hyperfine and quadrupole interactions. To obtain detectable modulations of the echo decays it is mandatory that ’’forbid-
den’’ transitions, flipping the electron and nuclear spins simultaneously, become
partially allowed [56]. This requires an efficient mixing of the nuclear and electron
spin eigenfunctions by the dipolar hyperfine interaction. Consequently, the strength
of the external magnetic field has to be properly chosen to approximately balance
the Zeeman splitting of the nuclear sublevels and the respective hyperfine splitting
("cancelation condition") [183]. This means that an optimum Zeeman field value
exists for each nucleus and hyperfine coupling, as has been demonstrated by mul-
tifrequency ESEEM experiments on S = 1∕2 , I = 1∕2 as well as on S = 1∕2 , I = 1
systems [183–186]. Pulsed ENDOR and ESEEM techniques are complementary to
each other [33, 187] concerning their ability to reveal large or small nitrogen dipolar
hyperfine interactions ("geminate" or "distal" nitrogens), respectively. Only a few
high-field nitrogen ESEEM experiments on single-crystalline [188] and disordered
samples [186] have been reported in recent years. Below, we will review an example
from our laboratory [121].i The aim of this work [121] was to investigate, by means of high-field EPR and
ESEEM experiments in conjunction with DFT calculations, two important issues: (i)
whether nitrogen quadrupole-tensor components can be determined with high accu-
racy from frozen-solution samples and (ii) what kind of information on the polar-
ity and proticity properties of the nitroxide spin-label environment can be extracted
from the interaction between the electric field gradient (tensor with elements e⋅qij)
at the site of the 14N nitrogen nucleus and its electric quadrupole moment ( e ⋅Q ). Specifically, the question was addressed whether the 14 N quadrupole information
on matrix effects is similar or complementary to that obtained from the established
spin-probe parameters, gxx and Azz. We focused on the spectroscopic and quantum-chemical aspects of measuring
and calculating the quadrupole interaction parameters of the perdeuterated nitroxide
radical R1 dissolved in frozen solutions of either non-polar, aprotic ortho-terphenyl
or polar, protic glycerol, Fig. 12. Fig. 1 3 12 Molecular structure of the perdeuterated nitroxide radical (R1); the conventional principal axes
of the g-tensor are indicated; ortho-terphenyl and glycerol hosts for the diluted nitroxide glassy solutions,
see [121]. R1was studied both as R1-14N and R1-15N nitroxide radicals Fig. 12 Molecular structure of the perdeuterated nitroxide radical (R1); the conventional principal axes
of the g-tensor are indicated; ortho-terphenyl and glycerol hosts for the diluted nitroxide glassy solutions,
see [121]. R1was studied both as R1-14N and R1-15N nitroxide radicals Fig. 12 Molecular structure of the perdeuterated nitroxide radical (R1); the conventional principal axes
of the g-tensor are indicated; ortho-terphenyl and glycerol hosts for the diluted nitroxide glassy solutions,
see [121]. R1was studied both as R1-14N and R1-15N nitroxide radicals 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 243 Fig. 13 a Experimental W-band cw EPR spectra of 1 mM R1-15N (upper spectrum) and R1-14N (lower
spectrum) nitroxide radicals in frozen solution of ortho-terphenyl taken at 180 K. They are overlaid with
the corresponding best-fit spectra (red lines) obtained without taking the quadrupole interaction into
account. For the derived magnetic parameters, see text. b Expanded view of the gxx , gyy regions of the
R1-14N spectrum. The best-fit spectra calculated without quadrupole contributions and with the quadru-
pole couplings Pxx = 1.1 MHz; Pyy = 0.6 MHz are shown by red and dark-green lines, respectively. For
details, see [121] Fig. 13 a Experimental W-band cw EPR spectra of 1 mM R1-15N (upper spectrum) and R1-14N (lower
spectrum) nitroxide radicals in frozen solution of ortho-terphenyl taken at 180 K. They are overlaid with
the corresponding best-fit spectra (red lines) obtained without taking the quadrupole interaction into
account. For the derived magnetic parameters, see text. b Expanded view of the gxx , gyy regions of the
R1-14N spectrum. The best-fit spectra calculated without quadrupole contributions and with the quadru-
pole couplings Pxx = 1.1 MHz; Pyy = 0.6 MHz are shown by red and dark-green lines, respectively. For
details, see [121] Figure 13 shows W-band cw EPR spectra of R1-14N and R1-15N nitroxide radi-
cals in frozen ortho-terphenyl solution at 180 K. The spectra exhibit the typical
powder-pattern lineshape expected for a dilute distribution of nitroxides. 1 3 The spectra
are clearly resolved into three separate regions corresponding to the principal values
of the g-tensor, gxx , gyy and gzz Moreover, due to the reduction of the inhomogene-
ous linewidth by perdeuteration of the radicals, the nitrogen hyperfine splitting (dou-
blets for R1-15N, I = 1∕2 , triplets for R1-14N, I = 1 ) is observed in all g-regions. The spectra were analyzed by numerical solution of the spin Hamiltonian given in
Eq. (2). At first, the spectrum of R1-15N was considered. The best-fit spectrum is
shown in Fig. 13a. Perfect agreement with the experimental spectrum is achieved by
using the set of magnetic parameters, i.e., g-tensor, nitrogen hyperfine-tensor, homo-
geneous EPR linewidth, orientation-dependent EPR inhomogeneous linewidths,
as listened in [121]. In the next step, the spectrum of R1-14N was calculated
using the parameters obtained from R1-15N, i.e., tentatively omitting quadrupole 1 3 244 K. Möbius, A. Savitsky contributions, but rescaling the 훾N and A values by the factor (1.4)−1 according
to the ratio of the nitrogen nuclear g-values gn(15N)/gn(14N) = 1.4. Although there
is good agreement of the positions of the EPR lines in all spectral regions of the
g-tensor components (see Fig. 13a), the EPR signal intensities agree only in the gzz
spectral region. This disagreement of intensities in the gxx and gyy regions cannot
be improved by varying the corresponding linewidths. However, switching on the
14 N quadrupole interaction term in the spin Hamiltonian allows to reproduce the
intensities of the experimental EPR spectrum, Fig. 13b. From the simulation, the
values Pxx = + 1.1 MHz and Pyy = + 0.6 MHz were obtained. Thus, the quadrupole
effects in the cw W-band EPR spectrum of perdeuterated 14N nitroxide radicals are
directly observed. This is only possible because of the narrow EPR linewidth (below
10 MHz) of the perdeuterated spin label. 14 Although the 14N quadrupole interaction is observed in the cw W-band EPR
spectra, the Pxx and Pyy values can be evaluated only with quite a large error. This is
because they are obtained by a multiparameter fit of fine details of the experimental
cw EPR spectra. Hence, we decided to resort to ESEEM experiments from which Fig. 14 W-band microwave pulse sequence for the stimulated high-field ESEEM experiment on the
nitroxide radical R1. 1 3 Top: The echo-detected EPR spectrum of the R1-14N radical as well as the micro-
wave excitation bandwidth for typical microwave pulse-length settings are shown ( τ = 40 ns, π/2-pulse
length tp= 30 ns. The time T is stepped from T0 = 100 ns in 5 ns steps). Bottom left: Representative
example of a nuclear modulation echo-decay trace at the indicated B0 position. Bottom right: Fourier-
transformed (FT) spectrum of the ESEEM echo-decay trace. For details, see [121] Fig. 14 W-band microwave pulse sequence for the stimulated high-field ESEEM experiment on the
nitroxide radical R1. Top: The echo-detected EPR spectrum of the R1-14N radical as well as the micro-
wave excitation bandwidth for typical microwave pulse-length settings are shown ( τ = 40 ns, π/2-pulse
length tp= 30 ns. The time T is stepped from T0 = 100 ns in 5 ns steps). Bottom left: Representative
example of a nuclear modulation echo-decay trace at the indicated B0 position. Bottom right: Fourier-
transformed (FT) spectrum of the ESEEM echo-decay trace. For details, see [121] 1 3 3 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 245 Fig. 15 3D representation of the experimental ESEEM surface. In the frequency-B0 plane, the contour-
plot representation of the ESEEM intensities is shown. This 3D representation is now commonly used in
the literature. For details, see [121] Fig. 15 3D representation of the experimental ESEEM surface. In the frequency-B0 plane, the contour-
plot representation of the ESEEM intensities is shown. This 3D representation is now commonly used in
the literature. For details, see [121] the quadrupole interactions can be determined in a more straightforward way, see
Figs. 14, 15). The stimulated ESE decays show distinct modulations for both the R1-15N and
the R1-14N nitroxides. In the case of R1-15N, the echo modulation is dominated by a
frequency of about 22.1 MHz in the whole spectral region of nitroxide EPR absorp-
tion. This modulation is assigned to the nitroxide methyl deuterons, see Fig. 12. Additional ESEEM frequencies are detected in the gxx , gyy region. Their analysis and
interpretation are thoroughly discussed in [121] and [1]. There, it is concluded that
measurement of the quadrupole component Pyy can provide important contributions
to the study of environmental effects. Additionally, it serves as a consistency check
of polarity and/or proticity results obtained from the often employed gxx vs. 1 3 Azz cor-
relation in spin-label EPR spectroscopy.i Polarity control in protein complexes from innermolecular electric fields have
been widely investigated by observing shifts of Azz and/or gxx on NO spin labels
in various environments. Whereas Azz reacts to polarity changes in non-bonding as
well as H-bonding situations predominantly through changes in the spin density dis-
tribution of the NO bond (as a consequence of charge displacements between N and
O), gxx is also significantly affected by additional perturbations of the n–π energy
gap of the O-atom in H-bonding situations. Thus, the observation of gxx shifts may
be desirable for the detection of H-bond formation (proticity), but can also lead to
ambiguous results in trying to quantitatively separate proticity from polarity effects. If measurement of Azz alone does not safely yield the desired information on polarity
changes, measurement of Pyy is, therefore, the appropriate choice. Qualitatively, Pyy 1 3 246 K. Möbius, A. Savitsky has the same probing properties as Azz in detecting polarity and proticity effects, see
[121]. 2.2.1.6 ELDOR‑Detected NMR (EDNMR) As we have seen, there are several pulsed
EPR techniques that are capable of probing nuclear transition frequencies of para-
magnetic compounds such as ESEEM-based techniques, as well as ENDOR tech-
niques. There is another technique able to unravel congested nuclear spectra which
has become very popular in recent years, and this is Pulsed ELDOR-detected NMR
(EDNMR) [141], see Fig. 5. The acronym ELDOR stands for electron–electron dou-
ble resonance, i.e., two microwave fields are involved. The EDNMR experiment was
introduced by A. Schweiger and his co-workers at the ETH Zurich in 1994, it excels
by its potential to determine small hyperfine interactions in disordered systems. In
the original version of EDNMR, a strong and long selective preparation pulse (HTA)
of microwave frequency 휈b excites allowed and forbidden transitions simultaneously,
thereby burning spectral holes into the EPR line. The positions of the holes caused by
the excitation of forbidden transitions correspond to the nuclear transition frequen-
cies of the spin system. A selective detection pulse of frequency 휈a creates an FID
with integrated intensity proportional to the magnetization at this frequency. The
entire hole pattern is obtained by recording the integrated intensity of the FID while
varying the frequency difference Δ휈= 휈b −휈a step by step. 1 3 More recent EDNMR
experiments apply a Hahn-type primary echo pulse sequence for detection instead of
using FID detection [288, 289].f g
A few words concerning the fundamental difference between coherence-trans-
fer techniques and polarization-transfer techniques seem to be appropriate at this
point: ESEEM is a coherence-transfer technique in which the nuclear frequencies
are obtained from the analysis of the time-dependent electron spin-echo modulation
caused by the oscillation between allowed and forbidden electron coherences or by
the evolution of nuclear coherences. ENDOR and EDNMR are polarization-transfer
pulsed EPR experiments, that is, the nuclear frequencies are detected by manipu-
lating the polarizations of electron and nuclear levels. The principal difference
between ENDOR and EDNMR is the way in which the population of the nuclear
levels is changed. In pulse ENDOR, the nuclear polarization is inverted by driving
the allowed NMR transition ( ΔmS = 0 ; ΔmI = ±1 ) with an rf π-pulse. In contrast, in
EDNMR, the nuclear transitions of the spin manifold are probed indirectly by using
a second strong and long microwave pulse (also called high-turning-angle (HTA)
pulse), which drives forbidden electron transitions, ( ΔmS = 0 ; ΔmI = ±1 ) that is,
transitions where both the electron and nuclear spin change their projection direc-
tion. Such “forbidden” transitions in the spin manifold are “only weakly allowed” in
the presence of an anisotropic hyperfine interaction or a nuclear quadrupole interac-
tion. The frequency 휈2 of the pumping HTA pulse is swept around the fixed reso-
nance frequency, 휈1 of the detection Hahn echo pulse sequence. At mw frequencies,
where the HTA pulse coincides with a forbidden transition the observed primary
echo signal of an allowed EPR transition decreases due to population transfer via the
forbidden transitions. These 휈mw dependent changes in population differences and
concomitant signal changes are observed as spectral lines, which correspond to the
nuclear transitions of the spin manifold. For the simple case of a 4-level scheme 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 247 Fig. 16 Comparison of pulsed Davies-type ENDOR a with pulsed ELDOR-detected NMR, EDNMR b
phenomenological description of spin populations after the respective pulses have flipped the spin pro-
jections of the electron and nucleus for the case S = 1∕2 , I = 1∕2 . Polarization transfer in the Davies-
type pulse ENDOR experiment involving allowed electron and nuclear spin transitions. 1 3 Polarization
transfer in the EDNMR experiment involving allowed and forbidden transitions of the hyperfine-coupled
electron and nuclear spins. For details, see ref. [13]. The labels πa, πRF and πHTA denote the π-pulses
required for optimal polarization transfer. Note: In the figure, the radiofrequency pulses are denoted
“RF”, while in the text they are denoted “rf” Fig. 16 Comparison of pulsed Davies-type ENDOR a with pulsed ELDOR-detected NMR, EDNMR b
phenomenological description of spin populations after the respective pulses have flipped the spin pro-
jections of the electron and nucleus for the case S = 1∕2 , I = 1∕2 . Polarization transfer in the Davies-
type pulse ENDOR experiment involving allowed electron and nuclear spin transitions. Polarization
transfer in the EDNMR experiment involving allowed and forbidden transitions of the hyperfine-coupled
electron and nuclear spins. For details, see ref. [13]. The labels πa, πRF and πHTA denote the π-pulses
required for optimal polarization transfer. Note: In the figure, the radiofrequency pulses are denoted
“RF”, while in the text they are denoted “rf” ( S = 1∕2 , I = 1∕2 with hyperfine interaction), Fig. 16 depicts the different forms
of pulse-driven polarization transfer in Davies ENDOR (Fig. 16a) and EDNMR
(Fig. 16b). ( S = 1∕2 , I = 1∕2 with hyperfine interaction), Fig. 16 depicts the different forms
of pulse-driven polarization transfer in Davies ENDOR (Fig. 16a) and EDNMR
(Fig. 16b). g
Pulsed ENDOR uses a selective mw pulse train at a frequency, which is in res-
onance with an allowed electron spin transition, to flip the electron spins and to
observe the change of electron polarization which had occurred as a result of the
change in nuclear polarization by flipping the nuclear spins by the rf pulse with the
frequency of an allowed nuclear spin transition. In pulsed ELDOR-detected NMR,
following the HTA pulse at a chosen mw frequency 휈2 , a selective pulse train with
fixed mw frequency 휈1 is applied probing an allowed electron spin transition. The
frequency 휈b of the HTA pulse is varied, and once it matches one of the forbid-
den “cross” transitions ( ΔmS = ±1 ; ΔmI = ±1 ), a population transfer occurs which
is manifested in a change of the Hahn echo intensity (this population transfer can 1 3 248 K. Möbius, A. Savitsky alternatively be observed as a change of FID intensity [189]). 1 3 The EDNMR experi-
ment can principally be performed at any microwave frequency bands where the
“forbidden” cross transitions are observable by EPR. It turned out, however, that
it works best at Zeeman fields high enough to separate the NMR lines around
the nuclear Larmor frequency well from the hole burnt into the EPR spectrum of
allowed transitions by the HTA pulse, but small enough to keep the ratio of hyper-
fine and Zeeman interactions large enough to retain substantial second-order terms
in the electron transition probabilities. Apparently, such conditions working in oppo-
site direction can often be fulfilled by high-field EDNMR at W-band [190–194], and
this method has become very attractive for measuring nuclear frequencies for low γ
nuclei exhibiting broad ENDOR lines.i Compared to ENDOR, high-field EDNMR presents several advantages for
the investigation of low-γ nuclei coupled to the electron spin of metallo-proteins. EDNMR is more robust against fast electron spin–lattice relaxation, T1 , and spec-
tral diffusion than ENDOR. This robustness is because no preparation of the elec-
tron spin system prior to the HTA pulse is required and short HTA pulses can often
be realized with the available microwave power. This results in high sensitivity and
allows one to rapidly record 2D-EDNMR spectra with a sufficient signal-to-noise
ratio. Moreover, the recorded EDNMR spectrum is not distorted by blind spots
around the nuclear Larmor frequencies. These advantages have been demonstrated
using a simple model system, MnII(H2
17O)6, see [195]. The spin Hamiltonian param-
eters extracted are: Aiso = −7.7 MHz; Adip = [−1.5; −1.5;3.0] MHz; e2qQ
h
= −8.5
MHz; 휂= 1 . For details, see [195] and [13]. 1 Baute and Goldfarb [196] had shown that the 17O signals arising from the hyper-
fine splitting of the 17O nucleus within the mS = ±1∕2 and ±3∕2 sublevels of the
MnII electron spin manifold can be readily detected at W-band using Davies ENDOR
for the corresponding EDNMR of the MnII(H2
17O)6 complex. For details, see [13]. Recently, the Goldfarb group (Rehovot) has extended EDNMR to a correlation
method, referring to it with the acronym THYCOS (triple resonance hyperfine sub-
level correlation spectroscopy) [191, 194]. It combines ENDOR and EDNMR in
a manner similar to the pulsed TRIPLE method [151, 197, 198]. 1 3 1 3 In the THYCOS
pulse sequence, the HTA mw pulse with frequency ν1 transfers population across
a forbidden EPR transition ( mS = ±1 ; ΔmI = ±1 ). This reduces the population dif-
ference between the corresponding allowed transition which is detected via an FID
(or a spin echo) produced by a selective pulse (or an echo pulse sequence) with fre-
quency ν2. A change in the FID intensity occurs when a rf pulse transfers population
from any level affected by either of the mw pulses. The FID (or spin-echo) intensity
decreases if the rf pulse excites the same nucleus as the HTA pulse, and it recovers
if another nucleus is involved. Therefore, the THYCOS experiment correlates lines
in the EDNMR spectrum with lines in the ENDOR spectrum of nuclei belonging to
different electron spin manifolds mS . This facilitates the assignment of nuclear reso-
nance frequencies to their respective mS manifold, and, hence, gives the sign of the
hyperfine coupling. The feasibility of this new technique has been demonstrated for
Cu2+-histidine complexes both in single-crystal and frozen-solution samples [191].i The following is an interesting example of high-field EDNMR and ENDOR in
photosynthesis research [16]: 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 249 Example: Local water sensing: Water exchange in bacterial photosynthetic reac-
tion centersi By means of pulsed W-band (94 GHz) high-field multiresonance EPR spectros-
copies, such as ELDOR-detected NMR and ENDOR, in conjunction with using spe-
cifically isotope-labeled water (D2O and H2
17O), the biologically important issue of
detection and quantification of local water in membrane proteins is addressed. A
specifically engeneering mutant of the bacterial reaction center (bRC) from Rhodo-
bacter sphaeroides R26 embedded into a trehalose glass matrix is used as the model
system. This bRC mutant hosts the two native radical cofactor ions P⋅+
865 ) (primary
electron donor) and Q⋅−
A (primary electron acceptor) as well as a nitroxide spin label
site-specifically attached to a cysteine amino-acid site on the surface of the H-protein
domain of the bRC. The resulting three paramagnetic reporter groups have distinctly
different local environments. They serve as local probes to detect water molecules
via hyperfine interactions (electron–nuclear hyperfine and quadrupole) with either
2H or 17O nuclei. The bRCs in the EPR sample tube were equilibrated in an atmos-
phere of different relative humidities allowing to control precisely different hydra-
tion levels of the protein. 1 3 As the main result, we showed that using oxygen-17-la-
beled water, quantitative conclusions about the local and bulk water environment of
the protein can be made. This approach is superior to the conventional strategy of
using D2O water for aqueous matrix studies, which suffers from proton–deuterium
exchange processes in the protein. From the experiments we also concluded that dry
trehalose operates as an anhydrobiotic protein stabilizer, a conclusion that is in line
with the “anchorage hypothesis” of anhydrobiotic bio-protection. It predicts selec-
tive changes in the first solvation shell of the protein upon trehalose-matrix dehydra-
tion with subsequent changes in the hydrogen-bonding network. Changes in hydro-
gen-bonding patterns usually have an impact on the overall function of a biological
system. After this brief summary of our 2017 study, we will present some informative
details that seem advisable for a better understanding of the work [16]. Water plays an important, if not essential part in the chemistry of Life on Earth. In particular, it governs the internal dynamics of biological macromolecules, such
as proteins. Unrestricted dynamics at a specific time scale is a crucial requirement
for the specific biological activity of proteins, including enzyme activity, macromo-
lecular recognition, ligand binding and participation in electron and proton transfer
processes. Under physiological conditions these macromolecules fluctuate between
different conformational states [199]. Their dynamics span an enormous time
range, i.e., from sub-picosecond to tens of microseconds, and include a multitude
of stochastic local and collective motions, from bond vibrations to domain motions. Despite significant efforts over the past decades, our microscopic understanding of
protein dynamics remains rather limited [200–202]. Liquid water has some unusual physical and chemical properties that are impor-
tant for controlling its potency as a solvent, its ability to form hydrogen bonds and
its amphoteric nature, i.e., the ability to act either as an acid or a base. Neverthe-
less, until rather recently, molecular biologists have regarded water essentially as
the backdrop on which the molecular components constituting “Life” are arrayed
and functionalized [203]. It is clear by now that water is an active constituent of 1 3 3 3 250 K. Möbius, A. Savitsky cell biology which has to be included in a meaningful molecular picture of life pro-
cesses, see for example [204]. 1 3 Water drives protein folding through hydrophobic interactions (the “hydropho-
bic effect”) [205–208] but also contributes to the stabilization of the 3D protein
structure and modulates the dynamics of a protein in a variety of ways [209]. In
biological systems water is usually divided into three distinctly different classes: (i)
internal, strongly bound water that cannot be removed even upon lyophilization; it
contributes to the stabilization of the native protein structure. Internal water mol-
ecules that are hydrogen-bonded to specific amino-acid residues in a water pocket
or are mobile along inner protein channels are often of key importance for protein
function [210–212]; (ii) surface water in the hydration shell of the protein at the
solute–solvent interface, and (iii) bulk water randomly distributed in the protein
matrix. Water molecules in the protein hydration layer have restricted dynamics
with respect to water molecules in the bulk. The thickness of the hydration layer
at the solute–solvent interface is still a matter of debate, and the different results
reported can often be rationalized by considering that different experimental meth-
ods probe different dynamical ranges of molecular motion. Such methods include
nuclear magnetic resonance (NMR) [209, 213–215], Dielectric Spectroscopy in
the microwave region [216], Terahertz Absorption Spectroscopy [204, 217], Infra-
red Spectroscopy (IR) [218, 219], and Neutron Spectroscopy [199]. Parallel to the
development of new experimental methods for unraveling solvation dynamics of
large molecules, powerful extensions of molecular dynamics simulation techniques
have been recently reported [204, 220–222]. Solvated proteins exhibit complex con-
formational dynamics at physiologically relevant temperatures fluctuating between
a multitude of conformational substates in a rugged energy landscape that is hier-
archically organized in energy tiers [206, 223]. For most proteins cooled below the
glass-transition temperature (typically around 200 K) their biological function is
blocked due to restricted conformational motion. The “freezing out” of conforma-
tional dynamics by lowering the temperature is, thus, a common strategy for study-
ing function–dynamics relationships in proteins. However, freezing proteins in the presence of a cryoprotectant (used to mini-
mize freezing damage by ice crystals) is problematic because it aggravates disen-
tanglement of the influences of solvent and temperature on the protein dynamics. An elegant alternative approach is to embed the protein into amorphous matrices
formed by disaccharides like trehalose (α-d-glucopyranosil α-d-glucopyranoside)
[224, 225]. This allows preservation of the native protein fold during extensive pro-
tein dehydration, even at temperatures well above room temperature. 1 3 In nature, the
extraordinary bio-protective capabilities of disaccharide glasses are exploited by
specific organisms, which are able to survive extreme conditions of temperature and
dehydration by entering a state of reversibly arrested metabolic activity, called anhy-
drobiosis or cryptobiosis [226]. Extensive spectroscopic work, exploiting neutron
scattering [227, 228], Raman [229], optical laser-flash [230], FTIR [231], and EPR
[8] on different proteins incorporated into trehalose glasses have revealed a tight
protein–matrix dynamic coupling at low water content. This implies that the protein
conformational dynamics is controlled by that of the water–trehalose matrix coating
the protein surface [8, 227–232]. At room temperature, the stepwise dehydration of 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 251 the trehalose matrix results in increasingly inhibited dynamics of the embedded pro-
tein. This was observed in both small globular proteins like myoglobin [224, 227]
and large membrane proteins like bacterial photosynthetic reaction centers [225,
233] and photosystem I [234] of oxygenic photosynthesis.fi the trehalose matrix results in increasingly inhibited dynamics of the embedded pro-
tein. This was observed in both small globular proteins like myoglobin [224, 227]
and large membrane proteins like bacterial photosynthetic reaction centers [225,
233] and photosystem I [234] of oxygenic photosynthesis.fi Trehalose is the most efficient sugar for bio-protection against extreme dehydra-
tion and osmotic stress. The exact mechanistic details of the trehalose efficiency are
not clear yet, but likely involve an interplay between several factors that include its
extraordinarily high glass-transition temperature (385 K) [235], its polymorphism
adopting several crystalline and amorphous states [236], its distinct propensity for
hydrogen-bonding and the pronounced rigidity of its dehydrated glass matrix [237]. There exist several mechanistic hypotheses for explaining the exceptional behavior
of trehalose (for a recent review, see ref. [238]). Generally speaking, these hypoth-
eses, which are not mutually exclusive, vary in the fate of water molecules close to
the protein surface and on how much the first solvation shell is depleted in favor of
H-bond forming trehalose molecules. A dehydration of the protein certainly shifts
the hydration equilibrium, but it is not known to what extent. In this work, we applied pulsed multiresonance EPR techniques at high micro-
wave frequency (W-band, 94 GHz) and a correspondingly high magnetic Zeeman
field (3.4 T) to detect and quantify the accessibility of local water in bacterial photo-
synthetic reaction centers (bRC) from Rhodobacter (Rb.) sphaeroides R26 that were
embedded in trehalose glasses at distinct hydration levels. 1 3 The bRC is an integral
membrane protein that catalyzes the initial photochemical processes to convert light
energy into chemical free energy [239–241]. In the R26 mutant, the paramagnetic
Fe2+ cofactor is replaced by diamagnetic Zn2+ to avoid excessive line broadening
due to the paramagnetic Fe2+ ion [242]. The three bRC protein subunits, L, M, and H, host several cofactors [243] sequen-
tially involved in light-driven electron transfer. Two bacteriochlorophyll a (BChl a)
molecules near the periplasmic side of the membrane form the “special pair” P865. After photo-excitation to its singlet state, the subsequent electron transfer proceeds
predominantly via the protein branch A [239] to the QA acceptor. In the present
EPR study, the secondary electron transfer Q⋅−
A → QB was blocked by QB depriva-
tion (here, using stigmatellin [244]. The anion radical Q⋅−
A is of particular concern. The nitroxide spin-label MTSSL was attached to Cys156 in the H-protein subunit. By EPR spectroscopy one can measure the electron Zeeman and electron–nuclear
hyperfine interactions and thereby probe the unpaired electron spin density distribu-
tion in the transient ionic radical states, P⋅+
865 and Q⋅−
A , which are created during light-
induced charge separation. These paramagnetic states provide unique information
about the electronic structure of the electron-transfer system and, hence, have been
thoroughly characterized previously by both cw and pulse EPR, for review see refs. [1, 140]. P865 and QA are located close to the periplasmic and cytoplasmic sides of
the membrane, respectively, and are, thus, well suited to be used to study local water
accessibility in the protein near its surface. In the bRC preparation of this work, with
no cytochrome present and electron transfer from Q⋅−
A to QB blocked, the charge-
separated state P⋅+
865Q⋅−
A recombines to P865QA within 100 ms by direct electron tun-
neling [239]. Hence, continuous illumination generates a steady-state EPR signal of
the P⋅+
865Q⋅−
A state that rapidly decays once the light is switched off. The W-band EPR 1 3 3 252 K. Möbius, A. Savitsky Fig. 17 a Top: Simulated rigid limit W-band EPR absorption spectra of P⋅+
865 (blue trace) and Q⋅−
A (red
trace), the radical-ion states of the primary donor and acceptor. For the simulation, previously reported
magnetic parameter values were used [245, 246]. Bottom: Simulated rigid limit W-band EPR absorption
spectrum of the nitroxide radical R1 (green trace). 1 3 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 253 In bRCs, the coating with trehalose affects the electron-transfer step between the pri-
mary and secondary quinone acceptors [233] which is a conformationally gated pro-
cess [253]. The trehalose matrix also influences the lifetime of the charge-separated
radical-pair state, P⋅+
865Q⋅−
A . Upon progressive dehydration of the trehalose matrix,
the kinetics of P⋅+
865Q⋅−
A charge recombination becomes faster and exhibits widely dis-
tributed rate constants [225, 230, 252, 254]. Thus, it mimics at room temperature the
bRC recombination kinetics observed at cryogenic temperatures in the water–glyc-
erol system when frozen in the dark [255, 256].f A reasonable explanation for this matrix effect is the stronger dynamical coupling
between sugar and protein via hydrogen-bonding networks in a dehydrated treha-
lose matrix. It blocks the fluctuations between conformational substates of the bRC
[230], as put forward in the “anchorage hypothesis” [232]. The progressive dehydration of sugar glasses requires a change of the water equi-
libria between the first solvation shell and bulk water (and possibly also between
strongly bound internal water). Two relative hydration levels, r, were chosen in this
work that result in a different extent of slaving the protein dynamics to the embed-
ding sugar matrix: (i) r = 11% for which the protein dynamics is arrested on the
time scale of seconds [252], and (ii) r = 74% for which the dynamics is only mildly
retarded as compared to solution [14]. Using EDNMR, we aim to probe directly if
the dehydration of the sugar matrix results in a changed hydration level of the inner
protein core surrounding the native cofactors, P⋅+
865 and Q⋅−
A . To trace the exchange
of water between the sugar matrix and the interior of the protein, the use of isotope-
labeled water is essential, with regard to both deuterium and oxygen-17. By high-
field EPR, we can test how the hydration of the sugar matrix translates into water
exchange between the sugar matrix and either protein surface or protein interior. Fig. 18 a W-band EDNMR spectra for SL-bRC/trehalose glass samples equilibrated for 70 h at r = 74%
(NaCl/H2
17O) black trace; r = 11% (LiCl/H2
17O) magenta trace; and r = 11% (LiCl/H2O) red trace. The
spectra were recorded at the same nitroxide spectral position (gzz, MI = 0). 1 3 The magnetic parameter values used for the spectrum
simulation were previously reported for a nitroxide dissolved in a water/glycerol mixture [247]. b Chemi-
cal structures of the pyrroline type MTSSL nitroxide radical R1 and the disaccharide trehalose (color
figure online) Fig. 17 a Top: Simulated rigid limit W-band EPR absorption spectra of P⋅+
865 (blue trace) and Q⋅−
A (red
trace), the radical-ion states of the primary donor and acceptor. For the simulation, previously reported
magnetic parameter values were used [245, 246]. Bottom: Simulated rigid limit W-band EPR absorption
spectrum of the nitroxide radical R1 (green trace). The magnetic parameter values used for the spectrum
simulation were previously reported for a nitroxide dissolved in a water/glycerol mixture [247]. b Chemi-
cal structures of the pyrroline type MTSSL nitroxide radical R1 and the disaccharide trehalose (color
figure online) spectra of both P⋅+
865 and Q⋅−
A reveal rhombic g-tensors [245, 246] resulting in charac-
teristic line shapes, see Fig. 17a.i The native bRC contains five cysteine residues which are buried within the pro-
tein domains except for cysteine 156 which is moderately solvent exposed in subunit
H. This residue can be site-specifically spin labeled with an external paramagnetic
probe molecule. We used MTSSL (1-oxyl-2,2,5,5-tetramethylpyrroline-3-methyl-
methanethiosulphonate) as spin label [248, 249]. The nitroxide-labeled bRC protein
[250] (SL-bRC) provides a third paramagnetic probe within the bRC in addition to
the “natural” radical ions P⋅+
865 and Q⋅−
A . According to the known protein 3D struc-
ture, the “artificial” nitroxide spin label experiences a water accessibility very differ-
ent from that of the native cofactors, P865 and QA. Even under high-field (W-band)
conditions, the close similarity of the g-tensor components results in strong overlap
of the EPR spectra of P⋅+
865 , Q⋅−
A and nitroxide spin label embedded in their protein
matrix environment. A powerful pulse EPR technique that can be employed also at W-band frequen-
cies is EDNMR. [189] Using a second mw source, it overcomes the instrumental
limitations of the ESEEM single-resonance technique at W-band. Recently, W-band
EDNMR has been demonstrated to provide superior sensitivity as compared to
ENDOR [12]. Also the solvation properties of large protein metal complexes [195,
251] could be successfully studied by W-band EDNMR.f The effect of bRC coating in a trehalose glass matrix has been thoroughly studied
previously using laser-flash optical and EPR spectroscopies [8, 225, 230, 233, 252]. 1 3 When decreasing the mw field amplitude, the overall signal
intensity decreases, but the matrix 17O line is affected to a larger extent. To suppress
the matrix line almost completely, a two times lower mw field amplitude and shorter
HTA pulse length were used, see blue trace in Fig. 18c.i Subsequently, W-band Davies ENDOR measurements were performed to confirm
the 17O hyperfine coupling constant as extracted from the EDNMR spectrum, see
green trace in Fig. 18c. In Davies ENDOR exclusively coupled water is probed since
the signal from distant 17O nuclei is suppressed because of the blind spot at 휈n(17O). [33] The presence of the 17O line in the EDNMR spectrum of the dehydrated pro-
tein/trehalose glass (r = 11%) unambiguously shows that, despite extensive dehydra-
tion and the high rigidity of the trehalose, the water retained in the sugar and the
water on the protein surface can exchange. We conclude:
hi
k
d h
ibili
h
i
i
i hi
h We conclude: In this work, we compared the water accessibility at three protein sites within the
reaction center from the purple bacterium Rb. sphaeroides R26 that hosts the two
native radical cofactor ions P⋅+
865 and Q⋅−
A and the artificial nitroxide spin label. The
three paramagnetic reporter groups have distinctly different local environments in
the protein and can probe different types of water molecules, internal water, bulk
water and surface water. The native cofactors buried within the protein report on
strongly bound internal water and on bulk water in pools and/or channels, the nitrox-
ide radical is surface attached and reports on the first and second solvation shell of
the protein. The bRCs were embedded into a trehalose glass and equilibrated in the atmos-
phere of either low (r = 11%) or high (r = 74%) relative humidity. The resulting sugar
matrix has very different properties: At low humidity and corresponding low hydra-
tion level the protein-matrix system is rigid with only 0.5 water molecules per sugar
molecule; at higher humidity and hydration level the sugar matrix is less rigid and
contains more water molecules as potential partners for hydrogen bonding to the
protein and to the sugar matrix. 1 3 b The 17O EDNMR spectra for
r = 74% (NaCl/H2
17O) (black trace) and r = 11% (LiCl/H2
17O) (magenta trace) samples. The gray dashed
lines show the best-fit simulation of experimental recordings to a Gaussian line. c Microwave field ampli-
tude dependence of 17O EDNMR spectra of SL-bRC/trehalose glasses equilibrated for three days at
r = 11% (LiCl/H2
17O). The black spectra were recorded using an HTA pulse length of tHTA= 20 μs. The
blue trace shows the EDNMR spectrum acquired with tHTA= 7 μs. The green line at the bottom shows the
Davies ENDOR spectrum recorded at the same spectral position (color figure online) Fig. 18 a W-band EDNMR spectra for SL-bRC/trehalose glass samples equilibrated for 70 h at r = 74%
(NaCl/H2
17O) black trace; r = 11% (LiCl/H2
17O) magenta trace; and r = 11% (LiCl/H2O) red trace. The
spectra were recorded at the same nitroxide spectral position (gzz, MI = 0). b The 17O EDNMR spectra for
r = 74% (NaCl/H2
17O) (black trace) and r = 11% (LiCl/H2
17O) (magenta trace) samples. The gray dashed
lines show the best-fit simulation of experimental recordings to a Gaussian line. c Microwave field ampli-
tude dependence of 17O EDNMR spectra of SL-bRC/trehalose glasses equilibrated for three days at
r = 11% (LiCl/H2
17O). The black spectra were recorded using an HTA pulse length of tHTA= 20 μs. The
blue trace shows the EDNMR spectrum acquired with tHTA= 7 μs. The green line at the bottom shows the
Davies ENDOR spectrum recorded at the same spectral position (color figure online) 1 3 254 K. Möbius, A. Savitsky For details of the sample preparation, the controlled dehydration protocols, and
the EDNMR/ENDOR experiments, see [16]. Similar to ENDOR, in EDNMR spec-
tra the hyperfine or/and quadrupole coupled proton or deuterium nuclei yield signals
centered at the nuclear Zeeman frequency 휈n(H) or 휈n(D), split by the hyperfine or
quadrupole coupling constant.l In the following, the main results of this work will be briefly summarized: l
Figure 18c shows EDNMR spectra recorded for SL-RC/trehalose at r = 74%
(H2
17O) with variable mw field amplitudes. At the highest mw field amplitude used,
the intensity of the 17O EDNMR line is about 0.1, and both distant and coupled
17O nuclei are detected. 1 3 Different hydration levels, therefore, affect the pro-
tein dynamics differently: At r = 11%, the dynamics is blocked [9, 14, 252], at least
on the timescale of P⋅+
865-Q⋅−
A charge recombination, but is not affected at r = 74%. This effect of the dry trehalose matrix, to inhibit internal protein dynamics (leading
to bio-protection of proteins against thermal denaturation), was ascribed earlier to a
strong “slaving” of the protein dynamics to that of the embedding matrix [206, 223]. The detailed molecular mechanism of bio-protection is still unclear and leaves open
questions, for instance: Why does the hydration of different embedding disaccharide
sugars has a strongly different effect on the solvation shell of the protein and on the 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 255 dynamics of the water molecules inside the protein [14]? For a detailed discussion
of this issue, see [16].ii dynamics of the water molecules inside the protein [14]? For a detailed discussion
of this issue, see [16].ii As to the scientific significance of such studies, we want to emphasize that hydra-
tion water plays a crucial role in protein dynamics and structural relaxation on all
time scales. In the literature [206, 223], it is suggested that changes in the amount of
hydration water affect not only the protein’s energy landscape but also significantly
affect structural fluctuations between the “conformational substates” and, thereby,
control biological function. Hence, understanding the functional difference between
surface-bound water and bulk water is a key issue for controlling the biological
function of macromolecules, including proteins, DNA, RNA, and photosynthetic
reaction centers, right up to enabling anhydrobiotic food preservation and storage
in dehydrated trehalose matrices at room temperature. Water is just far more than
merely a solvent. So, is dehydrated trehalose the elixir of Life? As far as countering extreme stress
conditions by evolutionary adapted living organism are concerned, probably yes. Apparently, trehalose works so well because it possesses an optimum mix of physi-
cal and chemical parameters that Nature can provide and implement into a single
molecular complex. None of them will be able to accomplish the task of anhydrobi-
otic stabilization on its own. What works is probably a cumulative effect of all the
mechanisms put forward already in the various theories in the literature. 1 3 The relative
contribution of each parameter is adjusted according to the specific stress factor that
has to be encountered since it endangers cellular survival in evolutionary selection.i What, at first glance, appears to be of mere academic interest in the biophysi-
cal and biological sciences reveals, at second glance, a promising future for treha-
lose applications in food and medical industries: Owing to its unique properties
as allowing for anhydrobiotic survival under harsh conditions of dryness and heat
trehalose proved to be an active stabilizer of enzymes, proteins, vaccines, pharma-
ceutical preparations, and even organs for transplantation. And in molecular engi-
neering departments of biological research institutions, scientists are trying to copy
the genetic code of “resurrection plants” in deserts to adapt “normal” plants to the
looming global warming of the climate catastrophe. Among the large variety of photosynthetic species are those with the astounding
capability to survive extreme conditions of heat (higher than 60 °C) and dryness
(more than 99% of their water body removed) as are typical for hot desert climates. An ultimate strategy by Nature for the survival of drought, in which an organism
loses virtually all its free intercellular water, is anhydrobiosis in which the organism
ceases metabolism for several years but remains capable of revival after rehydration. Hence, plants qualified for anhydrobiosis have been romanticized as resurrection
plants. The pressing question is how anhydrobiosis is accomplished by the organ-
isms. A common theme among such organisms is that during photosynthesis activ-
ity they accumulate large quantities of non-reducing disaccharides, the most com-
mon of which is trehalose. Survival in the dry state is strongly correlated with a high
concentration of this sugar, but also sucrose is found in high concentration in certain
organisms in their anhydrobiotic state. Anyhow, trehalose appeared to be particu-
larly effective in stabilizing this state of “Life without water”. 3 256 K. Möbius, A. Savitsky This concept of fluctuations between a large number of different conformations
in a hierarchically structured energy landscape has been thoroughly studied over
the past decades, both theoretically and experimentally, for well-characterized pro-
tein complexes, such as myoglobin as a paradigm system for globular proteins. And
the Swiss-American physicist Hans Frauenfelder from the University of Illinois at
Urbana-Champaign, later at Los Alamos National Laboratory, was a key figure in
this field. 1 3 He was born July 28, 1922, he died July 10, 2022 in Tesuque, New Mex-
ico, shortly before celebrating his 100th anniversary. To quote a wise contemporary
of his, Richard Feynman (1918–1988): “… everything that living things do
can be understood in terms of
the jigglings and wigglings of atoms.” “… everything that living things do
can be understood in terms of
the jigglings and wigglings of atoms.” “… everything that living things do can be understood in terms of the jigglings and wigglings of atoms.” The control exerted on the RC dynamics and ET kinetics by the fluctuations of
the cofactor environment could be clarified within the framework of the “unified
model of protein dynamics” developed by Hans Frauenfelder and his co-workers. In
particular, the RC from the purple bacterium Rb. sphaeroides provides a privileged
model system for exploring the relationships between electron-transfer processes
and protein conformational dynamics. 2.2.2 Electron–Electron Dipolar Spectroscopy The determination of distance and orientation of protein domains and their changes
in the course of biological action is of primary concern in proteomics to elucidate
the relation between structure, dynamics and function. A variety of biophysical
techniques have been developed and applied to measure distances (and orienta-
tions) between spin centers in large biosystems. Often, these systems are available
only as disordered samples as frozen solutions so that X-ray crystallography is not
applicable. For paramagnetic disordered systems, however, EPR spectroscopy offers
powerful tools to obtain structural information over wide distance ranges. They are
based on dominating anisotropic spin interactions. By this approach, established
techniques like FRET (fluorescence energy transfer) or solid-state NMR are com-
plemented in terms of distance ranges. For anisotropic electron–nuclear hyperfine
interactions, as is preferentially measured by ENDOR techniques, the accessible dis-
tance range stays well below 1 nm (10 Å). For dominating dipolar electron–electron
interaction, however, when measured by specialized microwave pulse sequences
in pulsed electron–electron double resonance (PELDOR) techniques, the distance
range can be dramatically extended, in ideal cases to about 8 nm (80 Å) [257], in
proteins realistically to about 5 nm (50 Å). This means that even distances between
cofactor radicals and radical pairs across photosynthetic membranes can be meas-
ured! This is good news for in-depth electron-transfer studies of primary photosyn-
thesis (see below). For large distances between well-localized electron spins A and B in a radical
pair, for which the point-dipole approximation holds and the exchange coupling, J ,
can be neglected, the electron–electron dipolar Hamiltonian, ̂Hss , is commonly writ-
ten as 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 257 (
̂Hss
h
= −휇0
4휋⋅h ⋅
gA
(휃A, 휑A
) ⋅gB
(휃B, 휑B
) ⋅휇2
B
r3
AB
⋅(A + B + C + D + E + F), (20) where gA
(휃A, 휑A
) , gB
(휃B, 휑B
) are the orientation-dependent g-values of radicals A
and B selected by the external magnetic field B0 , 휇B is the Bohr magneton, 휇0 the
vacuum permeability, and h the Planck constant. In analogy of the Hamiltonian of
the anisotropic part of the electron–nuclear hyperfine interaction (see Eq. 2.2.2 Electron–Electron Dipolar Spectroscopy 7), the six
terms A, B, ..., F represent products of spin-component operators and angular expres-
sions in a spherical coordinate system ( rAB, 휃, 휑 ), in which r describes the radial
distance of spin B from spin A located at the origin (or vice versa). The zenith and
azimuth polar angles 휃 and 휑 describe the orientation of the radical-pair axis with
respect to the external Zeeman field B0 [258]: (21)
A = ̂SA
z ⋅̂SB
z ⋅(3cos2휃−1),
B = 1
4 ⋅
(
̂SA
+ ⋅̂SB
−+ ̂SA
−⋅̂SB
+
)
⋅(3cos2휃−1),
C = 2
3 ⋅(̂SA
+ ⋅̂SB
z + ̂SA
z ⋅̂SB
+) ⋅sin휃⋅cos휃⋅e−i휑,
D = 2
3 ⋅(̂SA
−⋅̂SB
z + ̂SA
z ⋅̂SB
−) ⋅sin휃⋅cos휃⋅ei휑,
E = 3
4 ⋅̂SA
+ ⋅̂SB
+ ⋅e−2i휑,
F = 3
4 ⋅̂SA
−⋅̂SB
−⋅e2i휑. (21) The ̂SA(B)
x
and ̂SA(B)
y
spin operators are expressed in terms of the raising and lower-
ing shift operators ̂SA(B)
+
and ̂SA(B)
−
. Note the formal analogy of the electron–electron
dipolar interactions with the electron–nuclear dipolar (END) interaction discussed
above. Following the same arguments as used for the END hyperfine interaction [1],
in high magnetic fields, when the dipolar coupling of the two unlike electron spins is
small compared to the difference of their Zeeman interactions, the dipolar splitting
of the EPR transitions is predominantly determined by the ’’secular’’ ̂SA
z ⋅̂SB
z term A
in Eq. (7), whereas the ’’pseudo-secular’’ ̂SA
+(−) ⋅̂SB
−(+) term B can be neglected to
first order. The ’’non-secular’’ terms C, D, E, and F are not important at all for the
dipolar energy splitting [137]. The pseudo-secular term becomes important in the case of like spins, i.e., when
the dipolar coupling is large compared to the difference of their Zeeman interac-
tions. This leads to a scaling of the dipolar coupling frequency by a factor of 3/2 as
compared to the case of unlike spins [124]. The intermediate case with compara-
ble magnitudes of the dipolar coupling and Zeeman splitting is more complex, and
adequate data analysis requires simulation of the spectra on the basis of the full spin
Hamiltonian of the molecular system, including both secular and pseudo-secular
terms of the dipolar interaction. 2.2.2 Electron–Electron Dipolar Spectroscopy When working at a particular microwave frequency,
the validity of the unlike-spin limit is guaranteed only for a large enough distance
of the spins, e.g., rAB ≥ 2 nm (20 Å) at X-band [124]. In the case of a pair of two
nitroxide radicals, which are frequently used for distance measurements on doubly
site-specifically labeled proteins, the two nitroxide spins usually have their Zeeman
(and hyperfine) frequencies substantially different and, hence, fulfill the condition 1 3 258 K. Möbius, A. Savitsky of the unlike-spin limit. The difference in resonance frequencies of the two radicals
arises from their different orientations with respect to the Zeeman field ⃗B0 , so that
the effective g- and hyperfine-values of their g- and hyperfine- tensors are different. of the unlike-spin limit. The difference in resonance frequencies of the two radicals
arises from their different orientations with respect to the Zeeman field ⃗B0 , so that
the effective g- and hyperfine-values of their g- and hyperfine- tensors are different. fiif
Neglecting the exchange coupling, in the unlike-spin limit the dipolar coupling
frequency, 휈AB , is given by (22)
휈AB(휃) = 휈d ⋅(1 −3cos2휽), (22) ith the dipole–dipole coupling parameter 휈d =
휇0
4휋⋅h ⋅
휇2
B⋅gA⋅gB
r3
AB
. with the dipole–dipole coupling parameter 휈d =
휇0
4휋⋅h ⋅
휇2
B⋅gA⋅gB
r3
AB
. AB
Here, the gA and gB values of the radical partners A and B are the weighted prin-
cipal components of their g-tensors, i.e., weighted according to their orientations
in the pair, rAB is their distance and 휃 the angle between the Zeeman field B0 and
the interspin distance vector rAB . For an isotropic distribution of angles 휃 , i.e., iso-
tropic frozen sample without orientational selectivity of the experiment, a charac-
teristic powder-type spectrum, the ’’Pake pattern’’, is obtained. From this, rAB can
be deduced, provided gA and gB are known from independent EPR experiments. At
sufficiently good signal-to-noise ratio, the dipole–dipole coupling parameter νd can
be directly read off from the singularities of the Pake pattern. f
The methodological challenge is to devise an EPR strategy that separates the
electron–electron coupling from other interactions, such as electron–nuclear hyper-
fine interactions and inhomogeneous line broadening. Common to most elec-
tron–electron dipolar EPR methods for weakly coupled radical-pair systems, in
which the dipolar coupling is smaller than the cw EPR linewidth, is the electron spin
echo (ESE)-detected mode of operation. 1 3 2.2.2 Electron–Electron Dipolar Spectroscopy It is an inherent strength of the ESE method
that it is ’’blind’’ toward static energy contributions, thus eliminating the masking
effects of any source of inhomogeneous EPR line broadening [259]. Only when the
interactions become time-dependent and, thus, contribute to T2 relaxation of the spin
system, they determine the spin-echo formation. In cases of anisotropic spin interac-
tions, such as electron–nuclear dipolar or quadrupolar interactions or electron–elec-
tron dipole interaction, the echo amplitude may become modulated (ESEEM, spin
echo envelope modulation) when the time between the pulses in the echo sequence
is varied. In a biradical with interspin distances less than 80 Å the modulation pattern is
often determined by the electron–electron dipole coupling frequency. The inhomo-
geneous broadening of nitroxide lineshapes from unresolved intramolecular proton
or deuteron hyperfine interactions must be considered when extracting relaxation
data from cw spectra, whereas the ESE measurements are independent of any source
of inhomogeneous broadening. The pulse electron–electron dipolar spectroscopy was originally introduced
1981–1984 in Novosibirsk as a 3-pulse method employing two microwave frequen-
cies [64, 260–264] to measure weak electron–electron dipolar couplings from ESE
decays. It soon received the acronym PELDOR (pulsed electron–electron dou-
ble resonance). About a decade later, in 1993, the first publication on pulse elec-
tron–electron dipolar spectroscopy appeared from outside Novosibirsk [265]; the
authors discussed orientational selection and created the acronym DEER (dou-
ble electron–electron resonance). In the 4-pulse DEER method [65], an additional 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 259 refocusing mw pulse is introduced that provides dead-time free data collection. As
the evolution of electron double quantum coherence (DQC) also depends on the
electron dipole–dipole interaction, a powerful 6-pulse DQC method was introduced
by the Freed group at Cornell [266, 267]. Commonly used pulse EPR schemes as
well as dedicated cw EPR experiments for distance measurements are described in
many review articles and books, for example in the anthology Distance measure-
ments in biological systems by EPR, edited by L. J. Berliner, G. R. Eaton and S. S. Eaton [63]. In this book, experts in the field report in detail about the pros and cons
of distance measurements by cw and pulse EPR methods when applied to a broad
variety of biological two-spin systems. They range from organic radicals and transi-
tion-metal ions to dipolarly coupled nitroxide spin labels, to donor–acceptor cofactor
radical-ion pairs in photosynthetic reaction centers. 2.2.2 Electron–Electron Dipolar Spectroscopy An important book covering in
depth the subject of distance measurements by electron dipolar spectroscopy is the
monograph Principles of pulse electron paramagnetic resonance by A. Schweiger
and G. Jeschke [33]. Several excellent reviews have appeared in the last few years
covering both methodologies and applications of pulse dipolar EPR spectroscopy,
primarily on structural biology of spin-labeled systems which have attracted grow-
ing attention, for example [122–124, 268–273].i The high-field extension of 3-pulse PELDOR, which was developed with the
aim to resolve the relative orientation of the radical-pair partners, is very powerful
for large protein systems [128]. Also the conceptually related, but single-frequency
dipolar spectroscopy method RIDME (relaxation-induced dipolar modulation
enhancement) [67] has been extended to high magnetic fields and microwave fre-
quencies. Interesting RIDME applications have been reported already, for example
at 130 GHz on nitroxide biradicals [274] or at 95 GHz on donor–acceptor radical
pairs in photosynthetic reaction centers [128].l Here, we will briefly describe a few aspects of PELDOR and RIDME at high
Zeeman fields that are pertinent for measuring both distance and relative orienta-
tion of radical-pair partners. Orientation resolving high-field PELDOR (or DEER)
experiments have been pioneered independently by three research groups: the Fig. 19 The most important dual-frequency pulse schemes of pulse electron–electron double resonance. a 3-pulse constant-time PELDOR [64]; b 3-pulse variable-time PELDOR; c 4-pulse constant-time PEL-
DOR (DEER) [65]; d 4-pulse variable-time PELDOR, all based on a stimulated-echo sequence [128,
276] Fig. 19 The most important dual-frequency pulse schemes of pulse electron–electron double resonance. a 3-pulse constant-time PELDOR [64]; b 3-pulse variable-time PELDOR; c 4-pulse constant-time PEL-
DOR (DEER) [65]; d 4-pulse variable-time PELDOR, all based on a stimulated-echo sequence [128,
276] 1 3 3 260 K. Möbius, A. Savitsky Prisner group in Frankfurt [125, 126, 275], the Jeschke group, then in Konstanz
[127], and the Möbius group in Berlin [128, 152]. Prisner group in Frankfurt [125, 126, 275], the Jeschke group, then in Konstanz
[127], and the Möbius group in Berlin [128, 152]. 2.2.2.1 PELDOR Figure 19 shows the most prominent pulse schemes typically
employed for dual-frequency PELDOR (or DEER) experiments. The 3-pulse version
was first introduced by A. D. Milov, K. M. Salikhov, M. D. Shirov [261], see Fig. 19a. It is analogous to the SEDOR (spin-echo double resonance) sequence used in solid-
state NMR to detect the coupling between two nuclear spins [277]. 2.2.2 Electron–Electron Dipolar Spectroscopy In this sequence,
a 2-pulse Hahn echo sequence at 휈a with a fixed pulse separation time 휏1 is involved to
selectively detect the echo intensity of the radical A of the A-B radical pair. An addi-
tional microwave pulse at time 휏2 after the first pulse and at the microwave frequency
νb flips the B spin by 180°. If the spins A and B are coupled by dipolar interaction,
the detected echo intensity becomes modulated when varying 휏2 . The interaction fre-
quency 휈AB is obtained by Fourier transformation of the echo time trace.i Our strategy for high-field PELDOR spectroscopy is as follows: We use the
3-pulse stimulated-echo (SSE) sequence, in which the mw pulses are frequency
adjusted to the observer spins A, and apply within the mixing period between the
SSE pulses an additional mw π-pulse in resonance with the partner spins B to flip
them, see Fig. 19d. The PELDOR-time trace is obtained measuring the SSE echo
intensity at different 휏 values and using the “reference-signal deconvolution” tech-
nique. The reference time trace is obtained by simply skipping the π-pulse at 휈b . Dividing the trace with the additional π-pulse by the reference trace yields the pure
dipolar evolution function. When performed at stepped resonance field positions of
both excitation sites within the spectra of the coupled radicals A and B, this strat-
egy allows to find the particular field positions in the EPR spectrum that are con-
jugated by dipolar interaction between the A and B spins of the radical pair. For a
detailed discussion of this strategy, see [1]. Orientational information on radicals
in disordered solids is, of course, only available at a sufficient degree of orientation
selectivity in the EPR spectrum. Therefore, PELDOR experiments in high-field EPR
spectroscopy with adequate Zeeman magnetoselectivity appear to be a promising
approach for structure determination of disordered protein systems [128]. An obvious problem is the excitation bandwidth which must exceed the dipolar
coupling, since both EPR lines of the dipolar doublet of a given A or B spin have
to be excited. This means that in dual-frequency (DF) PELDOR experiments, the
pump pulse at the second resonance frequency 휈b must excite a significant fraction
of B spins that are dipole-coupled to the observer spins A, whose resonance fre-
quency is 휈a . 2.2.2 Electron–Electron Dipolar Spectroscopy In high-field EPR, the spectral width of the two radicals in the weakly
coupled pair increases in proportion to their difference in g-values and applied Zee-
man field. Fortunately, the bandwidth of the EPR resonator also increases with high
mw frequency. Even for a single-mode cavity with high Q value, a bandwidth of
100 MHz was achieved at 95 GHz (W-band). This is sufficient for accommodating
both 휈a and 휈b for donor–acceptor radical pairs in photosynthesis, but not for nitrox-
ide spin-labeled radical pairs. W-band EPR spectra of nitroxide radicals are typically
spread over a range of 400 MHz as compared to 200 MHz at X-band. We, thus, see
that DF-PELDOR at W-band is applicable for donor–acceptor ion radical pairs in 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 261 photosynthesis, and detailed information of interspin distance and orientation of the
charge-separated cofactors in the photocycle could be obtained [128]. photosynthesis, and detailed information of interspin distance and orientation of the
charge-separated cofactors in the photocycle could be obtained [128]. Here is an interesting example: Example: Conformational changes during light-induced electron transfer in
photosynthesis The chosen example of applications of high-field EPR and PELDOR spectros-
copy mirrors our fascination for one of the great intellectual challenges of biology,
the separation of charges induced by light, which is essential for photosynthesis and,
hence, Life on Earth. New research advances the understanding of microbial photo-
synthesis provides new insight into the atomic structures and synthesizing mecha-
nisms of key photosynthetic proteins. The capture of the sun’s energy through pho-
tosynthesis in distinct photosynthetic organisms is the fundamentals of almost all
life on Earth. Under the current circumstances of global climate change and food/
energy crisis, there has been a revival of considerable interest in studying how pho-
tosynthetic bacteria and plants trap and convert solar energy in nature. The reaction center (RC) of the purple photosynthetic bacterium mutant Rhodo-
bacter (Rb.) sphaeroides R26 is a pigment–protein complex that is capable of con-
verting light energy to chemical energy with quantum yield approaching 1. Electron
transfer (ET) in this RC has been extensively studied; the structure and spectro-
scopic features of the complex are well known, the complex is very stable, and a
large variety of mutants is available in addition to the wild type (WT). This RC also
serves as a model system for understanding protein–cofactor interactions and the Fig. 2.2.2 Electron–Electron Dipolar Spectroscopy 20 a X-ray structural model of the RC from the photosynthetic purple bacterium Rb. sphaeroides
R26 [279] composed of the protein subunits L, M, H and the cofactors P865, BChl, BPhe, Q and Fe (P865,
primary donor “special pair” of bacteriochlorophyll a (BChl a); BPhe, bacteriopheophytin a; Q, ubiqui-
none acceptors QA, QB; Fe, non-heme iron Fe2+). Light-induced electron transfer (ET) for charge separa-
tion proceeds predominantly along the A branch of the protein-embedded cofactors ("unidirectionality"
enigma) despite the approximate C2 symmetry of the cofactor arrangement. For the EPR experiments
reported here, the non-heme high-spin iron Fe2+ in the RC was replaced by diamagnetic Zn2+ to avoid
magnetic interaction with the iron. b The ET time constants range from 2 ps to 100 μs in the cascade of
transmembrane charge-separation steps. For details and references, see overview [1] Fig. 20 a X-ray structural model of the RC from the photosynthetic purple bacterium Rb. sphaeroides
R26 [279] composed of the protein subunits L, M, H and the cofactors P865, BChl, BPhe, Q and Fe (P865,
primary donor “special pair” of bacteriochlorophyll a (BChl a); BPhe, bacteriopheophytin a; Q, ubiqui-
none acceptors QA, QB; Fe, non-heme iron Fe2+). Light-induced electron transfer (ET) for charge separa-
tion proceeds predominantly along the A branch of the protein-embedded cofactors ("unidirectionality"
enigma) despite the approximate C2 symmetry of the cofactor arrangement. For the EPR experiments
reported here, the non-heme high-spin iron Fe2+ in the RC was replaced by diamagnetic Zn2+ to avoid
magnetic interaction with the iron. b The ET time constants range from 2 ps to 100 μs in the cascade of
transmembrane charge-separation steps. For details and references, see overview [1] 1 3 262 K. Möbius, A. Savitsky role that protein plays in ET [278]. The RC from Rb. sphaeroides comprises 3 pro-
tein subunits, H, M, and L. As shown in Fig. 20, the RC complex binds 9 cofac-
tors that form 2 potential ET chains (referred to as A and B) in a C2 symmetric
arrangement. The “special pair” (P865) is a dimer of bacteriochlorophyll (BChl) a
molecules and is located on the periplasmic side of the cytoplasmic membrane. Two
monomeric BChls (BChlA and BChlB, with the subscripts denoting which chain the
cofactor belongs to) are present on either side of P865. These are followed by 2 bac-
teriopheophytin (BPhe) molecules (BPheA and BPheB). 2.2.2 Electron–Electron Dipolar Spectroscopy A non-heme iron Fe and 2
quinones (QA and QB) are near the cytoplasmic side of the RC. When P is excited by
actinic light, an electron is transferred through the A branch cofactors, and then to
QB. In the WT RC, the times for ET from *P to BPheA to QA to QB are 3 ps, 200 ps,
and 200 μs, respectively. The transfer from *P to BPheA is thought to be via BChlA,
but this is still a controversially debated issue. Photosynthesis generally starts with photon absorption by light-harvesting
antenna. The absorbed energy is then rapidly and efficiently transferred to a reaction
center (RC) for charge separation. Purple bacteria are the oldest photosynthetic spe-
cies and carry out anaerobic photosynthesis in diverse ecological niches. In purple
bacteria, light-harvesting 1 (LH1) complexes often associate with the RC to form a
RC-LH1 core supercomplex, containing a high content of non-covalently attached
pigments such as bacterial chlorophylls and carotenoids, to increase the effective
cross section for light absorption of each RC. This then supports photosynthesis to
operate effectively over a wide range of environmental light intensities and wave-
lengths. For example, purple bacteria are highly efficient in utilizing green and far-
red light of wavelengths above 750 nm that plants and algae do not utilize. Due to the simplicity of the photosynthetic machinery and ease of growth,
anaerobic purple photosynthetic bacteria have been used to study the fundamental
mechanisms of photosynthesis. For decades, X-ray crystallography has been used
by structural biologists to solve the structural composition of water-soluble “globu-
lar” protein complexes. But not of water-insoluble membrane proteins, which were
considered non-crystallizable. In 1982, Hartmut Michel (Munich) succeeded in
crystallizing the photosynthetic reaction center of the purple bacterium Rhodop-
seudomonas viridis, thus creating the basis for a molecular X-ray crystal structure
analysis of a membrane protein complex. The Nobel Prize in Chemistry 1988 was
awarded to H. Michel, J. Deisenhofer, and R. Huber for their contributions to crys-
tallize the membrane protein and determine the high-resolution X-ray structure of
the RC of a photosynthetic purple bacterium. It is noted that over the past few years,
the cutting-edge cryo-electron microscopy (cryo-EM) technology has revolutionized
the structural understanding of photosynthetic RC-LH1 complexes in a variety of
purple bacteria.l The flexibility of the quinone binding site in the RC of Rb. 2.2.2 Electron–Electron Dipolar Spectroscopy sphaeroides R26
has initiated speculations about its functional role in the charge-separation/charge-
recombination electron-transfer cycle. For example, such speculations related to
potential structural changes associated with QA reduction were fostered by an early
observation by D. Kleinfeld, M. Y. Okamura and G. Feher [255] who showed by
optical spectroscopy that the rate of recombination from the transient radical-pair 1 3 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 263 state P⋅+
865Q⋅−
A to the ground state P865QA differs in RCs cooled to cryogenic tempera-
tures in the dark (dark-adapted RCs) compared to RCs cooled under continuous illu-
mination (light-adapted RCs) [255]. The authors explained the slower recombination
kinetics in the light-adapted sample by suggesting changes of the donor–acceptor
average distance (by ≈1 Å) and of its distribution. However, by using FTIR spec-
troscopy Breton and co-workers showed that near room temperature QA does not
move significantly upon reduction with respect to its protein binding site [280]. To
obtain structural information at lower temperatures transient and pulsed EPR stud-
ies were performed [281, 282]. No significant changes in the donor–acceptor dis-
tance and its distribution were observed by Zech et al. [281] using X- and Q-band
transient direct-detection cw EPR and out-of-phase electron spin echo (ESE) experi-
ments. On the other hand, Borovykh et al. [282] deduced by X-band electron spin
echo envelope modulation (ESEEM) that the donor–acceptor distance in the sample
frozen under illumination is slightly larger (≈ 0.4 Å) than that in the sample frozen
in the dark. Potential light-induced structural changes associated with the charge-
separated state, P⋅+
865Q⋅−
A , have also been investigated by X-ray diffraction on single-
crystal RCs frozen either in the dark or under continuous illumination [283]. In con-
trast to the secondary quinone QB (see ref. [284]) the X-ray crystallography results
for QA showed no significant changes, within the error margin (≈ 0.2 Å), neither in
the donor and primary acceptor positions nor in their orientations [283, 285]. A few
years ago, Heinen et al. [286] proposed from quantum-beat oscillations of transient
Q-band EPR signals ( T = 70 K) of radical pairs P⋅+
865Q⋅−
A in dark-adapted RCs that
an unprecedented reorientation of Q⋅−
A by as much as 60° upon light-induced charge
separation occurs. 2.2.2 Electron–Electron Dipolar Spectroscopy The authors concluded that this large difference in orientations
reflects a rotation of the quinone in its ring plane that is caused by structure accom-
modation to the charged configuration of the acceptor binding site. At variance with
this suggested model [286], Savitsky et al. [128] and Flores et al. [287] concluded
from their orientation-resolving W-band PELDOR and Q-band ENDOR studies (at
T = 150 K) of the transient P⋅+
865Q⋅−
A radical pair that no large rearrangement at the
QA site occur under illumination, see below. We want to point out that we believe
that the discrepancy between the studies of refs. [128, 286, 287] is rooted in the
inherent sign ambiguity of the measured squares of any spin-interaction tensors and
degeneracy of structure solutions, and that in ref. [286] the wrong sign was chosen. The important issue of finding a unique solution for the spin-interaction tensor ori-
entation is thoroughly discussed in [1] to which we refer for further reading. The problem of finding the unique structure solution in the specific case of the state P⋅+
865Q⋅−
A to the ground state P865QA differs in RCs cooled to cryogenic tempera-
tures in the dark (dark-adapted RCs) compared to RCs cooled under continuous illu-
mination (light-adapted RCs) [255]. The authors explained the slower recombination
kinetics in the light-adapted sample by suggesting changes of the donor–acceptor
average distance (by ≈1 Å) and of its distribution. However, by using FTIR spec-
troscopy Breton and co-workers showed that near room temperature QA does not
move significantly upon reduction with respect to its protein binding site [280]. To
obtain structural information at lower temperatures transient and pulsed EPR stud-
ies were performed [281, 282]. No significant changes in the donor–acceptor dis-
tance and its distribution were observed by Zech et al. [281] using X- and Q-band
transient direct-detection cw EPR and out-of-phase electron spin echo (ESE) experi-
ments. On the other hand, Borovykh et al. [282] deduced by X-band electron spin
echo envelope modulation (ESEEM) that the donor–acceptor distance in the sample
frozen under illumination is slightly larger (≈ 0.4 Å) than that in the sample frozen
in the dark. Potential light-induced structural changes associated with the charge-
separated state, P⋅+
865Q⋅−
A , have also been investigated by X-ray diffraction on single-
crystal RCs frozen either in the dark or under continuous illumination [283]. 2.2.2 Electron–Electron Dipolar Spectroscopy In con-
trast to the secondary quinone QB (see ref. [284]) the X-ray crystallography results
for QA showed no significant changes, within the error margin (≈ 0.2 Å), neither in
the donor and primary acceptor positions nor in their orientations [283, 285]. A few
years ago, Heinen et al. [286] proposed from quantum-beat oscillations of transient
Q-band EPR signals ( T = 70 K) of radical pairs P⋅+
865Q⋅−
A in dark-adapted RCs that
an unprecedented reorientation of Q⋅−
A by as much as 60° upon light-induced charge
separation occurs. The authors concluded that this large difference in orientations
reflects a rotation of the quinone in its ring plane that is caused by structure accom-
modation to the charged configuration of the acceptor binding site. At variance with
this suggested model [286], Savitsky et al. [128] and Flores et al. [287] concluded
from their orientation-resolving W-band PELDOR and Q-band ENDOR studies (at
T = 150 K) of the transient P⋅+
865Q⋅−
A radical pair that no large rearrangement at the
QA site occur under illumination, see below. We want to point out that we believe
that the discrepancy between the studies of refs. [128, 286, 287] is rooted in the
inherent sign ambiguity of the measured squares of any spin-interaction tensors and
degeneracy of structure solutions, and that in ref. [286] the wrong sign was chosen. The important issue of finding a unique solution for the spin-interaction tensor ori-
entation is thoroughly discussed in [1] to which we refer for further reading.ii The problem of finding the unique structure solution in the specific case of the
quinone acceptor orientation after light-driven charge separation was solved by com-
paring the PELDOR and ENDOR spectra of RCs frozen under illumination with
those of RCs frozen in the dark before illumination [128, 281, 282, 287], and doing
so under otherwise identical conditions. While PELDOR gives information of the
global structure of the dipolarly interacting radical pairs, ENDOR gives direct infor-
mation on the local environment of the radicals via their electron–nuclear hyperfine
interactions. As has been shown previously [140, 141, 288–290], ENDOR is exqui-
sitely sensitive to probe protons H-bonded to quinones in bacterial RCs. 1 3 264 K. Möbius, A. Savitsky Fig. 21 W-band PELDOR spectra of the spin-correlated radical pair P⋅+
865Q⋅−
A in Zn-substituted RCs from
Rb. 2.2.2 Electron–Electron Dipolar Spectroscopy sphaeroides at 90 K, a in the sample frozen in the dark, b frozen under continuous illumination. Only those PELDOR responses are shown that were used to probe the spectral position, BQ|| , within the
Q⋅−
A EPR spectrum corresponding to the parallel dipolar frequency, 휈|| . The observer mw frequency is
fixed at the value corresponding to the field value B′ , while the pump mw is swept through the field
region B′′ . Upper part: The individual EPR spectra of P⋅+
865 and Q⋅−
A are shown for referring to the spectral
positions. Middle part: Contour plot of the positive Fourier amplitudes of the PELDOR echo decays. Lower part: The contour-plot amplitude (at the slice position) vs magnetic field is shown (dots). The
inhomogeneously broadend (intrinsic) EPR linewidth (red line) is 0.29 mT (note that the RC is fully deu-
terated allowing for such a narrow linewidth). The broadening of the PELDOR lines (widthΔB1∕2 ) is due
to the orientational distribution of Q⋅−
A . For further explanations, see refs. [128, 291] Fig. 21 W-band PELDOR spectra of the spin-correlated radical pair P⋅+
865Q⋅−
A in Zn-substituted RCs from
Rb. sphaeroides at 90 K, a in the sample frozen in the dark, b frozen under continuous illumination. Only those PELDOR responses are shown that were used to probe the spectral position, BQ|| , within the
Q⋅−
A EPR spectrum corresponding to the parallel dipolar frequency, 휈|| . The observer mw frequency is
fixed at the value corresponding to the field value B′ , while the pump mw is swept through the field
region B′′ . Upper part: The individual EPR spectra of P⋅+
865 and Q⋅−
A are shown for referring to the spectral
positions. Middle part: Contour plot of the positive Fourier amplitudes of the PELDOR echo decays. Lower part: The contour-plot amplitude (at the slice position) vs magnetic field is shown (dots). The
inhomogeneously broadend (intrinsic) EPR linewidth (red line) is 0.29 mT (note that the RC is fully deu-
terated allowing for such a narrow linewidth). The broadening of the PELDOR lines (widthΔB1∕2 ) is due
to the orientational distribution of Q⋅−
A . For further explanations, see refs. [128, 291] In the following, we briefly summarize the results of such PELDOR and ENDOR
experiments on P⋅+
865Q⋅−
A and Q⋅−
A in RCs from Rb. sphaeroides [291]. 2.2.2 Electron–Electron Dipolar Spectroscopy The experi-
ments are part of a larger research project related to the important question of
whether the high quantum yield of photosynthetic primary electron-transfer pro-
cesses are due to light-induced structural changes of the cofactor binding sites. In Fig. 21, the PELDOR results for the dark-adapted and light-adapted RCs are
summarized. The parameters 휈|| and BQ|| , which are highly specific for the radi-
cal-pair structure ( 휈|| for the distance, BQ|| for the orientation, see ref. [128]), can
be directly read off from the PELDOR spectra. The values 휈|| = 4.11 ± 0.02 MHz
and BQ|| = 3383.08 ± 0.02 mT for the dark-adapted sample fully agree with 휈|| =
4.10 ± 0.02 MHz and BQ|| = 3383.09 ± 0.03 mT for the light-adapted sample. Also,
the angular distribution width, ΔB1∕2 , is the same within experimental error. This
implies that neither the interspin distance in the radical pair nor the relative orienta-
tion of donor and acceptor ions is different for the different illumination-freezing 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 265 protocols. In other words, from PELDOR we learn that there is no conformational
redistribution of QA under light-driven reduction. 1 This conclusion is fully supported by the Davies-type pulsed Q-band 1H ENDOR
experiment [291]: In the dark-adapted and light-adapted RCs, the ENDOR spec-
tra of Q⋅−
A are identical within experimental error. The ENDOR results irrefutably
show that independent of the history of the freezing and illumination of the RCs, Q⋅−
A
remains linked to the protein by two asymmetrical H-bonds from His M219 and Ala
M260 to the carbonyl oxygens. This conclusion is consistent with earlier ENDOR
measurements [141] and DFT calculations [292] of the H-bonding network of the
quinone acceptor. For further arguments in support of this conclusion, the reader is
referred to ref. [291]. Clearly, further studies will be needed to fully understand the
underlying strategies for fine-tuning the efficiency of primary electron transfer in
photosynthesis.i p
y
As we have seen, high-field DF-PELDOR at W-band is well suited to elucidate
the three-dimensional structure of the charge-separated radical pair P⋅+
865Q⋅−
A in pri-
mary photosynthesis. The situation may be different for two-spin systems of nitrox-
ide biradicals for which W-band EPR spectra are typically spread over a range of
400 MHz. For such systems, an alternative to high-field DF-PELDOR would be
W-band field-jump (FJ)-PELDOR. 2.2.2 Electron–Electron Dipolar Spectroscopy The fraction of B spins flipping an odd
number of times is given by the inversion factor [67] (23)
qinv = 1
2 ⋅
(
1 −e
−T
T1
)
, (23) where T1 is the spin–lattice relaxation time. Under the conditions T1 >> 𝜏 and
( T1 ⋅휈AB)2 > > 1, the stimulated-echo amplitude as a function of inter-pulse time 휏 is
given [67] by (24)
s−y(휏) = A1(휏) ⋅A2(T) ⋅[1 −qinv + qinv ⋅cos(2휋⋅휈AB ⋅휏)], (24) where the relaxation factors A1(휏) and A2(T) describe the echo decay because of
transversal and longitudinal relaxation of the observer spins. Thus, measuring the
echo amplitude will exhibit a periodic oscillation with dipolar frequency 휈AB . Unfor-
tunately, hyperfine modulations can obscure the RIDME effect. Therefore, RIDME
experiments are best performed at high magnetic fields and microwave frequencies,
where hyperfine modulations are strongly reduced [128, 274].fi i
If the RIDME experiment is performed successively at different field positions
within the partially Zeeman-resolved EPR spectrum of the two radicals of a coupled
pair, it can reveal the specific field positions at which the dipolar modulation occurs
at the principal values, 휈|| = 휈(휃= 0) and 휈⟂= 휈(휃= 휋∕2) , of the dipolar frequency. Magnetoselection at these field positions establishes correlations between the polar
angles (휂A(B), 휙A(B)) that define possible orientations of the dipolar axis in the molec-
ular frame of radicals in the pair. The main advantage of the RIDME method is its simplicity as compared to PEL-
DOR because it is based just on a single-frequency stimulated-echo pulse sequence. It can be performed with any pulsed EPR spectrometer without needing dual-fre-
quency or field-jump extensions. Moreover, a large modulation depth, even at high-
field EPR, can be reached because the inversion factor qinv depends only on the time
T in the stimulated-echo sequence. The main disadvantage of the RIDME method is the partial loss of orientational
selectivity. It can be a difficult task to assign the observed modulations to a specific
radical in the radical pair, especially if the radicals are identical or their EPR spectra
strongly overlap. Additionally, the success of a RIDME experiment depends on the
proper choice of experimental conditions, in particular of the sample temperature. The dipolar modulations are enhanced in the case of a pure T1 relaxation process,
see Eq. 2.2.2 Electron–Electron Dipolar Spectroscopy Logically, in our laboratory at FU Berlin, we
have built a powerful field-jump unit and attached it to our W-band spectrometer [1,
276]. The pulsed magnetic field of 16 mT at the sample inside the TE011 EPR cav-
ity, made from Ti–6Al–4V alloy to reduce unavoidable eddy currents, is generated
by a pulsed electric current (70 A) flowing through a pair of Helmholtz coils that
are fixed outside the cavity and replace the field modulation coils. The screening
field from eddy currents in the cavity was found to decay with a time constant of
110 ± 10 ns in the Ti–6Al–4V cavity, i.e., an order of magnitude faster than in the
brass cavity of the same geometry. Thus, to satisfy the requirements for FJ-PEL-
DOR experiments (to achieve a stable peak-field value and to avoid residual fields
after switching off) with the Ti–6Al–4V cavity, a duration of the field jump of about
700 ns and an after-pulse delay of 500 ns are estimated which determine a minimum
stimulated-spin-echo (SSE) mixing time interval T of about 1 μs. This pulse pattern
already allows FJ-PELDOR experiments in high magnetic fields to be made for the
determination of nanometer distance and relative orientation of nitroxide spin labels
in disordered samples [276]. 2.2.2.2 RIDME In the 3-pulse stimulated-echo sequence in resonance with the
observer spins A, the partner spins B can flip also spontaneously by their longitudinal
relaxation that occurs during the mixing period (interval T between the 2nd and 3rd
microwave pulses). This relaxation mechanism is exploited in RIDME spectroscopy
which can, thus, be considered as a single-frequency variant of dipolar spectroscopy
in which T1 relaxation substitutes the coherent mw irradiation in PELDOR to flip the
B spins by 180° (π). Similar to PELDOR, the RIDME experiment yields an echo-
decay time trace in which the dipolar coupling between the A and B spins shows up
as a modulation with the period of the inverse dipolar frequency. 1 3 266 K. Möbius, A. Savitsky Certain conditions have to be met for the RIDME experiment to operate as a
function of the preparation time 휏 : The fixed mixing time T should be long enough
to allow the longitudinal spin relaxation to flip the partner spins in the pair, but short
enough to avoid a considerable reduction of the echo signal caused by the longitu-
dinal spin relaxation of the observer spins. 3 Instrumentation EPR spectroscopy, like any other spectroscopic method, must meet three main
requirements to be useful as an analytical tool: (i) detection, (ii) identification, and
(iii) characterization of the specimen. That means, first of all, the method should
be sensitive enough to detect fingerprint signals of the system under investigation. The second step is the assignment of the observed signals to one or more species
in the sample or, vice versa, identification of the species from the observed signals. The third step is the characterization of the species in their molecular environment
using specific spin-interaction parameters that are extracted from the observed EPR
signals.i g
Historically, EPR spectroscopy had to go a long way to fulfill these requirements. Sensitive detection methods were being developed but needed decades to reach
the present standard. The systematic investigations of a large number of the para-
magnetic species provided the knowledge about their spectroscopic properties and
allowed to understand the molecular interactions suitable for characterizing the spin
system. Finally, sophisticated data analysis techniques were developed and approved
which allow EPR spectroscopists to extract the interaction of interest from the com-
plex spectra. In the meantime, EPR spectroscopy is approaching the level of techni-
cal development necessary to become a powerful analytical tool, ready to be applied
to characterize the investigated systems to hitherto unprecedented details.i While we were writing on this high-field EPR “Instrumentation” section, we real-
ized that a full description of this success story would go far beyond the scope of the
present review article. Instead, we decided to refer here to our 2009 book on High-
field EPR spectroscopy on proteins and their model systems [1], which documents in
detail the instrumentation of modern high-field EPR and its chronological develop-
ment. 2.2.2 Electron–Electron Dipolar Spectroscopy (23), but the decay of stimulated-echo intensity can be governed by addi-
tional mechanisms, for example spectral diffusion [293]. For details concerning our
95 GHz high-field PELDOR and RIDME experiments on transient radical pairs in
bacterial photosynthetic reaction centers, see [128] and [1]. 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 267 3 Instrumentation From this monograph, we will quote only a few distinctive examples.ii There are five basic requirements for a high-field/high-frequency EPR spectrom-
eter: (i) A strong homogeneous and stable magnetic field; (ii) Suitable low-noise
microwave sources; (iii) The microwave power must be transferred with minimal
losses to a resonator with the sample and from the resonator to the detector by
means of a suitable mw transmission line; (iv) The resonator must concentrate the
incident microwave radiation onto the sample and allow to detect the small amount
of energy absorbed when the EPR resonance condition is met; (v) The detector must
be able to measure, with high signal-to-noise ratio, the variation of the mw power
level in case of EPR absorption. All considerations concerning the detection schemes at X- or Q-band generally
hold also for high-frequency EPR. However, the degradations in the performance of
specific spectrometer parts at high mw frequencies put limitations on the spectrom-
eter design and require a careful choice of the components. In [1] individual sections
are dedicated to the microwave sources, resonators, transmission lines and magnet
systems which have been successfully tested and employed in high-field spectrom-
eter designs of various laboratories. For additional information we refer to review
articles dealing in detail with aspects of instrumentation development of high-fre-
quency EPR [108, 110, 114, 131, 294–298]. 1 3 268 K. Möbius, A. Savitsky 3.1 The 95 GHz Spectrometer Built at FU Berlin The W-band high-field EPR spectrometer at FU Berlin was designed as a mul-
tipurpose instrument for cw, pulsed and time-resolved EPR, as well as for double
resonance experiments (ENDOR, ELDOR). The instrumental development started
around 1983. The significant steps forward in the performance and capabilities of
the spectrometer up to its present version have been taken predominantly by diploma
and PhD students as well as postdoctoral co-workers of the Möbius group. In par-
ticular we mention (in chronological order) E. Haindl [75], O. Burghaus [74, 96,
299–301], T. Götzinger [302], M. Rohrer [74, 303–305], R. Klette [245, 306], T. F. Prisner [60, 298, 307], A. Schnegg [308], M. Fuhs [309–311], A. Savitsky [61, 128,
312], and Yu. Grishin [276]. The EPR spectrometer consists of the microwave bridge, the magnet system,
the probehead, the cryostat, the control electronics. The mw bridge combines the
transmitter, which produces the mw power for continuous or pulsed excitation of
the sample, with the receiver for detecting the EPR signal. The external magnetic
field is provided by a superconducting magnet which is sweepable to match the EPR
resonance condition. The EPR probehead includes the mw cavity, sample holder,
mw tuning mechanics, field modulation coils for cw EPR, rf coils for ENDOR. Each
component is described in detail in [1]. Particular attention has been paid to the
development of probeheads for 95 GHz EPR spectroscopy and its double resonance
extensions ENDOR and PELDOR. When striving for high spectrometer sensitivity at mm wavelengths, incorpora-
tion of a microwave resonance structure in the probehead is indispensable. There
is no a priory preference for a single-mode cavity, which is commonly used in
X- and Q-bands, or a multi-mode Fabry–Perot (FP) resonator, which is commonly
used in the submillimeter and optical regions. The choice between these two reso-
nance structures depends strongly on physical and technical considerations related
to the type of EPR experiment to be performed. Consequently, both FP resona-
tors and cylindrical single-mode cavities have been designed for our 95 GHz
spectrometer. 3.1.1 Fabry–Perot probeheads Fabry–Perot (FP) resonators have been constructed and tested in several high-field
EPR laboratories. Most experimental set-ups use cryomagnets and FPs with verti-
cal B0 and resonator axes. This configuration, however, is inconvenient for sam-
ple access, light irradiation and extension to ENDOR. Hence, we have placed the
axis of the FP resonator perpendicular to the B0 axis [74]. Such a configuration
allows to use vertically or horizontally mounted sample capillaries. The simulta-
neously used Mn2+ standard sample for precision magnet field measurements can
be adjusted in its position within the FP (see Fig. 22). It consists of two concave
spherical mirrors (diameter 13 mm and 19 mm with corresponding curvature radii
of 15 mm and 20 mm) in an approximately confocal arrangement (radius of cur-
vature equal to mirror distance). The mirror distance can be tuned by a fine thread
to adjust the resonator frequency to the mw source frequency (10 MHz frequency 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 269 Fig. 22 W-band Fabry–Perot resonator with goniometer with mounted single crystal (shown orientation
B0 || crystal c axis. a mirrors (diameter 19 mm, distance ca. 10 mm); b mirror supports (synchronously
movable for frequency-tuning); c WR10 waveguide; d microwave coupling unit with e drive shaft; f
goniometer arm with gear for rotation of the arm about the resonator axis; g arm support (movable for
adjusting the sample in the center of the resonator); h rotatable sample holder; i thread passing through
arm f to sample holder h for sample-axis rotation; k quartz capillary with single crystal; l independently
adjustable quartz capillary with Mn2+ standard sample; m modulation coils; n holder; o guide rod with
right/left thread for symmetrical mirror adjustment (frequency-tuning). Rotation axes: axis 1, gear-driven
rotation about the resonator axis; axis 2, thread-driven rotation about the sample capillary axis. For
details, see [245, 306] Fig. 22 W-band Fabry–Perot resonator with goniometer with mounted single crystal (shown orientation
B0 || crystal c axis. a mirrors (diameter 19 mm, distance ca. 3.1.1 Fabry–Perot probeheads 10 mm); b mirror supports (synchronously
movable for frequency-tuning); c WR10 waveguide; d microwave coupling unit with e drive shaft; f
goniometer arm with gear for rotation of the arm about the resonator axis; g arm support (movable for
adjusting the sample in the center of the resonator); h rotatable sample holder; i thread passing through
arm f to sample holder h for sample-axis rotation; k quartz capillary with single crystal; l independently
adjustable quartz capillary with Mn2+ standard sample; m modulation coils; n holder; o guide rod with
right/left thread for symmetrical mirror adjustment (frequency-tuning). Rotation axes: axis 1, gear-driven
rotation about the resonator axis; axis 2, thread-driven rotation about the sample capillary axis. For
details, see [245, 306] variation for 1 μm distance variation). In most EPR and ENDOR experiments,
the fundamental TEM00q with q set from 6 to 9 is preferred. For optimizing the
detection sensitivity, the microwave coupling between resonator and waveguide
is important. Sufficient coupling dynamics of the FP is achieved by moving a thin
dielectric plate (MACOR) partially over the iris in one of the mirrors (for details
of construction, see [74]). The basic realization of the FP probehead allows only rotation of the sample
around the sample axis with an accuracy of ± 1°. In a next step, a FP probehead
for single-crystal investigations with rotation around three axes by means of a
goniometer was developed, Fig. 22. It allows to rotate the sample by 240° around
the resonator axis and by 360° around the other two axes with an angular accu-
racy of better than 0.5° [245]. The FP probehead is equipped with two orthogonal
quartz fiber bundles for uniform light excitation while rotating the single-crystal
sample. 3.1.2 TE011 Cavity Probeheads The disadvantages of FP resonators in terms of low filling and conversion factors
become critical for pulsed high-field EPR experiments with only rather moder-
ate mw power available at high frequencies. This was our motivation behind the 3 3 K. Möbius, A. Savitsky 270 Fig. 23 a Exploded view of the 95 GHz EPR TE011 optical transmission cavity with microwave-coupling
mechanism and light-access chimneys (with minimum mw radiation losses) to insert the quartz-fiber
light pipe. b Exploded view of TE011 (ENDOR variant) probehead with frequency-tuning mechanism and
field modulation coils. For details, see [74, 302] Fig. 23 a Exploded view of the 95 GHz EPR TE011 optical transmission cavity with microwave-coupling
mechanism and light-access chimneys (with minimum mw radiation losses) to insert the quartz-fiber
light pipe. b Exploded view of TE011 (ENDOR variant) probehead with frequency-tuning mechanism and
field modulation coils. For details, see [74, 302] construction of W-band EPR and ENDOR probeheads with cylindrical single-mode
cavities. The TE011 mode has high filling and conversion factors, and its resonance
frequency can easily be tuned by changing the cavity length. The development of
cylindrical single-mode cavities for W-band started in our group in 1988 [302]. The
first-generation construction design proved to be very reliable in terms of frequency
and coupling stability. This design concept is still applied for fabricating new gen-
erations of W-band cylindrical cavities without major modifications. y
ji
Figure 23a shows exploded views of the W-band EPR probehead. The main ele-
ments are the cylindrical TE011 cavity optimized for 95 GHz, the frequency-tuning
mechanism, the mw coupling mechanism and the field modulation coils. They are
mechanically isolated from the cavity in order to avoid microphonics. At 10 kHz
they supply up to 2 mT of field modulation amplitude at the sample. The cavity
diameter is 4.16 mm. The cavity length can be adjusted to 4.16 ± 1.5 mm (corre-
sponding to TE011 mode resonance frequencies from 92 to 104 GHz for an empty
cavity). This is done by changing the separation of the two sliding pistons in the cav-
ity by means of a gear drive of high mechanical precision, Fig. 23b. The tuning drive
consists of two cam followers 180° out of phase, thereby guaranteeing the maximum
of the mw field to stay in the center of the cavity. This is an important requirement
for experiments with small single-crystal samples and light excitation. 3.1.2 TE011 Cavity Probeheads For the dif-
ferent capillary diameters (ID 0.1–1.0 mm), different pairs of pistons are used. On
the top of the coupling needle (DELRIN) a small silver ball of 0.7 mm diameter is
painted, using a suspension of fine silver flakes (about 8 μm). The coupling needle 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 271 can be moved in the upper part of the W-band (WR10) waveguide by means of a
vertically sliding mechanism with a high-precision thread drive, Fig. 23a. The iris
coupling hole in the middle of the cavity wall has a diameter of 0.8 mm, the wall
thickness around the iris is less than 0.1 mm. For different EPR experiments it was
necessary to construct different types of cavities. They are commented on in the
following:i For pulsed W-band EPR experiments, in which a high B1 field at the sample
position is required, a special TE011 cavity with high Q is used. The cavity body
was machined from gold (99.9%). Additionally, the brass pistons for the frequency
adjustment of the cavity were gold plated (100 µm) at the front side. A room-tem-
perature unloaded QU = 7400 was measured without sample. This is close to the cal-
culated QU value of 8600 when accounting for the ohmic losses in the cavity walls
only. At 90 K, QU = 12,000 was determined which is consistent with the room-
temperature value taking the known temperature dependence of gold resistivity into
account.i For specific EPR experiments in which light irradiation of the sample is required,
the standard cw cavity is replaced by an optical transmission cavity, Fig. 23a. It has
two symmetrically placed 0.6 mm holes in the cavity wall for the light access fur-
nished with mw chimneys and holding a 0.8 mm thick quartz fiber [304].i i
For ENDOR experiments, the cw variant of the probehead had to be modified
[303]. The standard cw cavity is replaced by a gold-plated bronze TE011 cavity, the
body of which is slotted with regular slots of 0.3 mm width and 0.6 mm separa-
tion to reduce rf-induced eddy currents. The slots slightly reduce QU to a typical
value of 4000. We use two variants of the ENDOR cavity, one with and the other
without light-access holes. The bronze pistons are replaced by pistons machined
from MACOR ceramics with gold-plated end faces. 3.1.2 TE011 Cavity Probeheads The rf ENDOR-coil holder is
mounted on the top of the upper field modulation coil. The rf saddle coils around the
cavity center produce a rf magnetic field perpendicular to both the external and mw
magnetic fields [74].ii i
In field-jump PELDOR experiments [276], the field modulation coils are
replaced by field-jump coils of the same geometry. The cavity with dimensions that
are adapted from the ENDOR variant is machined from a titanium/aluminum/vana-
dium alloy and then gold plated [276]. The ENDOR pistons are used for frequency-
tuning. The unloaded quality factor of such a cavity configuration is about 3000. 3.2.1 Quasioptical Microwave Propagation The microwave propagation losses in normal metallic waveguides rise rapidly at
high frequencies, making standard waveguides unusable above 150 GHz except
for very short distances of a few cm. Dielectric fibers and similar "light-pipe"
structures can work very well for frequencies in the visible and near-visible spec-
tral region. Unfortunately, they have significant dielectric losses at millimeter
waves leading to high damping of the propagated wave. Free space is a low-loss
alternative. The damping of millimeter waves in air due to molecular absorption
is quantified in dB/km in contrast to dB/m or even dB/cm in classical waveguide
systems. The techniques for the propagation of electromagnetic waves over free
space are well developed for radiation with wavelengths of less than a micron. Established techniques exist for optical systems for which the characterictic
dimensions are many thousand times larger than the wavelength. These systems
can be designed and analyzed using the traditional methods of geometrical optics
with only rare resort to wave optics. In order to treat millimeter wave systems in
the geometrical optics way, one would have to handle optical elements with at
least one meter in diameter. Gaussian quasioptics offers a solution to this prob-
lem. Quasioptics can be considered as a specific branch of microwave science
and engineering. This term is used to characterize methods and tools devised
for handling electromagnetic waves propagating in the form of narrow directed
beams, whose width w is greater than the wavelength 휆 , but smaller than the
cross-section size, D , of the limiting apertures and guiding structures:𝜆< w < D . Normally, D < 100 ⋅𝜆 , but also devices as small as D = 3 ⋅휆 can be analyzed
using quasioptical principles. In contrast to geometrical optics, which requires
D > 1000 ⋅𝜆 , quasioptics consider both ray-like and diffraction-causing optical
phenomena when tracing the beams as they interact with the surfaces of optical
elements and the matter in the pathway. The simplest form of an electromagnetic wave propagating through free space is
the Gaussian beam. The fundamental-mode beam has a Gaussian distribution of the
electric field amplitude perpendicular to the z-axis of propagation [315, 316] (25)
|E(z, r)| = |E(0, r)| ⋅e−r2∕w2, (25) where r is the distance from the propagation axis and w is the beam radius. 3.2 The 360 GHz Spectrometer Built at FU Berlin The instrumental development of the 360 GHz EPR spectrometer at FU Berlin
has been started in 1995. Several PhD students and postdoctoral co-workers of the
Möbius group were involved in this development, in particular M. Fuchs [25, 87,
313], A. Schnegg [152, 314], Yu. Grishin [119, 152] and T. F. Prisner [87]. Dur-
ing the last decade several design improvements of the spectrometer were realized
including the pulse EPR and cw ENDOR extensions. The most notable difference
of the 360 GHz (λ ≈ 0.8 mm) spectrometer in relation to our W-band spectrometer 1 3 272 K. Möbius, A. Savitsky is the use of quasioptical microwave components and a corrugated waveguide in the
transmission line to the probehead. is the use of quasioptical microwave components and a corrugated waveguide in the
transmission line to the probehead. 3.2.1 Quasioptical Microwave Propagation The
beam radius w will have a minimum value w0 at a specific place along the beam axis,
which defines the beam waist. For a beam of wavelength 휆 at a distance z along the
beam, as measured from the beam waist, the variation of the beam radius is given by (26)
w(z) = w0 ⋅(1 + (z∕z0)2)1∕2, (26) and the radius of curvature R of the wavefront comprising the beam is and the radius of curvature R of the wavefront comprising the beam is 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 273 R(z) = z ⋅[1 + (z0∕z)2], (27)
R(z) = z ⋅[1 + (z0∕z)2], (27) where z0 = 휋⋅w2
0∕휆 is the confocal distance (also called Rayleigh length). Quasiop-
tical elements for propagation of Gaussian beams are waveguides, lenses or mirrors
to refocus the Gaussian beam, and antennas or feed-horn systems to transform the
waveguide modes to Gaussian modes of propagation. The actual diameters of quasi-
optical elements are determined by the boundary values of still tolerable diffraction
and beam truncation effects. An element with a single aperture D = 2 ⋅w has a cou-
pling efficiency of 98.8%, i.e., a beam-power loss of -0.05 dB when transmitting a
fundamental-mode beam. The propagation of radiation in a Gaussian beam in free space is independent of
its polarization. Thus, generation of beams with different polarizations and manipu-
lation of them with polarization-dependent elements is possible. For example, wire
grids with very thin conducting filaments, that are separated by distances less than
a wavelength, are very effective polarizers. For radiation with the electric field in
the directions of the wires currents are induced, and the grid acts as a reflector. A
perpendicularly oriented electrical field does not induce currents, and the radia-
tion passes the grid without attenuation. Proper manipulation of the Gaussian beam Fig. 24 The 360 GHz EPR
spectrometer setup at FU Berlin
[313]. The cw Gunn source
(green) can be exchanged for the
pulsed Orotron source (green)
by replacing the first off-axis
elliptical mirror for a Teflon
lens. In the beam path of the
quasioptical bridge (orange),
beam propagation directions are
indicated by dashed arrows (red)
and polarization directions by
solid arrows (green). Inside the
magnet (gray), the corrugated
waveguide, the modulation coil
and the semiconfocal Fabry–
Perot resonator with mesh
coupling are indicated. 3.2.2 Microwave‑Bridge Design The general design of the 360 GHz microwave bridge is depicted in Fig. 24. There are three mw sources for sample excitation available. The Orotron source is
described in detail in [1]. For pulsed 360 GHz EPR operation, the cw Gunn diode
source in the spectrometer can be exchanged for a novel pulsed 360 GHz vacuum-
tube source named Orotron (Gycom). The Orotron was tailor-made for our 360 GHz
EPR studies in a joint German-Russian pilot project supported by the DFG [119]. The acronym Orotron was originally introduced as an abbreviation of the Russian
words describing a device with an open resonator, generally a Fabry–Perot resona-
tor, and a reflecting diffraction grating. Conceptually, the Orotron is a non-relativis-
tic free-electron laser using the stimulated Smith–Purcell radiation of a flat electron
beam interacting with a periodic grating structure. This acts as one of the mirrors
in an over-sized high-quality Fabry–Perot resonator structure to achieve feedback
for high output power and frequency stability. The electromagnetic field present in
the open FP resonator bunches the electron beam which leads to coherent oscilla-
tion [319]. Such open resonator generators were independently developed by F. S. Rusin and G. D. Bogomolov in Moscow, USSR [320] and K. Mizuno and S. Ono in
Sendai, Japan [321]. The present tailor-made design extends the traditional cw Oro-
tron by a gate electrode and a high-voltage pulsing unit to control the electron beam
current. The generated pulses at 360 GHz have pulse lengths from 100 ns to 10 µs
and a pulse power of up to 30 mW. Within a 10 ms time slot, incoherent pulse trains
of arbitrary duration can be generated. The pulsed Orotron has been incorporated
in the quasioptical microwave bridge of our heterodyne induction-mode 360 GHz
EPR spectrometer. First free-induction decay (FID) measurements at 360 GHz and
a magnetic field of 12.9 T on a polycrystalline perylene-ion sample were very prom-
ising for future applications of the Orotron in EPR spectroscopy under very high-
frequency/high-field conditions [119].i i
In the cw configuration [95, 313], the microwave at 360.03 GHz is gener-
ated either by a phase-locked tripled 120 GHz Gunn source (Farran Technology)
or by a quadrupled 90 GHz Gunn oscillator (Radiometer Physics). The second cw
source can be phase-locked to a 10 MHz oscillator or swept between 358.8 GHz
and 361.2 GHz, which allows the precise frequency-tuning of the resonator contain-
ing the sample. 3.2.1 Quasioptical Microwave Propagation The
EPR-induced microwave signal
reflected from the polarizer grid
is focused onto the horn of the
subharmonic mixer detector
(blue). Light excitation is intro-
duced into the probehead via a
light guide (red) (color figure
online) 1 3 Fig. 24 The 360 GHz EPR
spectrometer setup at FU Berlin
[313]. The cw Gunn source
(green) can be exchanged for the
pulsed Orotron source (green)
by replacing the first off-axis
elliptical mirror for a Teflon
lens. In the beam path of the
quasioptical bridge (orange),
beam propagation directions are
indicated by dashed arrows (red)
and polarization directions by
solid arrows (green). Inside the
magnet (gray), the corrugated
waveguide, the modulation coil
and the semiconfocal Fabry–
Perot resonator with mesh
coupling are indicated. The
EPR-induced microwave signal
reflected from the polarizer grid
is focused onto the horn of the
subharmonic mixer detector
(blue). Light excitation is intro-
duced into the probehead via a
light guide (red) (color figure
online) Fig. 24 The 360 GHz EPR
spectrometer setup at FU Berlin
[313] Th
G Fig. 24 The 360 GHz EPR
spectrometer setup at FU Berlin
[313]. The cw Gunn source
(green) can be exchanged for the
pulsed Orotron source (green)
by replacing the first off-axis
elliptical mirror for a Teflon
lens. In the beam path of the
quasioptical bridge (orange),
beam propagation directions are
indicated by dashed arrows (red)
and polarization directions by
solid arrows (green). Inside the
magnet (gray), the corrugated
waveguide, the modulation coil
and the semiconfocal Fabry–
Perot resonator with mesh
coupling are indicated. The
EPR-induced microwave signal
reflected from the polarizer grid
is focused onto the horn of the
subharmonic mixer detector
(blue). Light excitation is intro-
duced into the probehead via a
light guide (red) (color figure
online) 3 274 K. Möbius, A. Savitsky polarization allows to construct the quasioptical analogs of corresponding wave-
guide-based microwave elements such as circulators, directional couplers etc., which
become either extremely lossy or even impossible to realize for frequencies above
150 GHz. Detailed descriptions of such quasioptical elements can be found in the
monographs by Lesurf [316] and Goldsmith [315]. The engineering and design con-
cepts of quasioptical EPR systems are considered in detail by Gulla and Budil [317],
and a transfer matrix method for characterizing and optimizing the performance of
quasioptical EPR sample resonators is described by Earle, Zeng and Budil [318]. 1 3 3.2.2 Microwave‑Bridge Design The output power at 360 GHz is about 1 mW for both cw sources. For detection a heterodyne mixer scheme is employed. The central component of
the receiver (Farran Technology) is a subharmonic mixer detector with a detection
bandwidth of 100 MHz. In contrast to a fundamental mixer, in a subharmonic mixer 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 275 the incoming mw signal is mixed not with the fundamental frequency of the local
oscillator (LO) input but with a higher harmonic. The local oscillator can, there-
fore, operate at a lower frequency with all the advantages of lower frequency com-
ponents. The disadvantage, of course, is the less efficient mixing process. The LO
is provided by a phase-locked, doubled 90.3 GHz Gunn oscillator. The necessary
reference signal is supplied directly from the 10 MHz source of the transmitter con-
trol module. With the subharmonic mixer running at the 2nd LO harmonic, the EPR
signal at 360 GHz is down-converted with a LO frequency of 361.2 GHz, so the
resulting IF frequency is 1.2 GHz. This is then passed through a low-noise amplifier
with 35 dB gain and a video filter. The noise figure of the complete receiver module
is 15 dB. This performance is comparable to that of the most sensitive InSb hot-
electron bolometer detectors nowadays available. The signal at 1.2 GHz is down-
converted by a quadrature IF mixer (Anaren Microwave). The LO for this mixer is
provided by a 1.21 GHz dielectric resonator oscillator (DRO) which again is phase-
locked to the 10 MHz master oscillator. Since in a quadrature mixer both in-phase
and out-of-phase signal components are generated simultaneously, both the absorp-
tive and dispersive signal components can be detected in a single experimental run. In the 360 GHz spectrometer [87, 313], we employ a quasioptical transmission
line setup in which a Gaussian beam is launched into free space via a corrugated
horn antenna. If free-space propagation is not feasible, cylindrical corrugated over-
sized waveguides are used. Conventional smooth-walled waveguides are inferior to
corrugated waveguides due to excitation of higher-order modes, generation of stand-
ing waves at transitions from and to fundamental-mode waveguide sections, and dis-
tortion of the propagated beam polarization [322]. In analogy to geometrical optics,
to refocus a diverging beam one can employ either curved mirrors or lenses. 3.2.2 Microwave‑Bridge Design The rotation stage is slightly tilted with respect to the optical axis to avoid
the build-up of standing waves in the system. In the cylindrically symmetric Fabry–Perot resonator, the excitation mw repre-
sents a composition of two circularly polarized modes with opposite polarization. Of those two modes only one interacts with the spin system and, therefore, becomes
partially attenuated when magnetic resonance absorption occurs. Recombined with
the unattenuated component, this yields elliptically polarized mw radiation that is
reflected back into the corrugated waveguide. When hitting the wire-grid polarizer,
only the component orthogonal to the excitation mw is reflected onto the receiver
antenna, while the excitation power itself is passed to the transmitter tripler and
attenuated there. Essential in this context is the use of the cylindrically symmetric Fabry–Perot
resonator as a bimodal cavity. Since all directions of polarization in the resonator are
degenerate, both the excitation microwave and the EPR induction component, polar-
ized orthogonally to the excitation component, have to be supported by the resonator
structure. This also applies to the oversized waveguide transmission line. The use of
a single-mode cavity, despite many advantages, is not possible within an induction-
mode detection scheme. The maximum obtainable isolation of the excitation from the detection arm is
ultimately limited by the cross-polarized microwave component that is induced
by the off-axis mirrors. This effect is partly corrected by the polarizer grid that is
passed after the first mirror. Overall, this induction-mode setup provides an attenua-
tion of the excitation power with respect to the EPR signal power of 20–30 dB. The superconducting magnet is a Teslatron H system (Oxford Instruments). It
can sustain a magnetic field of up to B0 = 14 T. The experiments are typically run
with a central magnetic field B0 = 12.846 T, the resonance field for the free-electron
g-value and a microwave frequency of 360 GHz. The lowest accessible g-value with
a 14 T central field is g = 1.84. i
Integrated into the main coil assembly is a superconducting sweep coil with a
sweep range of ± 100 mT. This way the magnet can be swept with a sweep rate of up
to 70 mT/min, while the main coil remains in persistent mode. The homogeneity of
the magnet is specified to 3 ppm in a 10 mm sphere. 3.2.2 Microwave‑Bridge Design Lenses
can be the origin of standing waves in the system and cause dielectric losses. There-
fore, all focusing elements in our quasioptical transmission line are metallic off-axis
elliptical mirrors. To couple the microwave to the Fabry–Perot sample resonator, the output beam
needs to be focused to a beam waist of 1.0 mm. This is achieved by a corrugated
tapered waveguide section, made of gold-plated copper, at the end of the cylindri-
cal waveguide. The corrugated waveguide itself consists of 100 mm long electro-
formed sections soldered to an overall length of 1080 mm. The diameter is 23 mm,
being reduced by the taper over a length of 20 mm to 3 mm. The corrugation depth
is 0.6 mm and the slot/metal pitch 0.25 mm. The material of the main waveguide
section is German silver, which is preferred to copper since it has a lower coefficient
for heat conduction. The linear polarization of the Gaussian beam is utilized in an induction-mode
detection scheme that was first described by Teaney et al. [323]. Later examples
of this detection scheme at high magnetic fields were introduced for transmission
mode by Prisner et al. [95] and for reflection mode by Smith et al. [90]. The Gauss-
ian mw beam launched by the transmitter horn antenna has an initial beam waist
w0 of 1.48 mm and is linearly polarized. As is indicated in Fig. 24, the first off-
axis mirror focuses the widened beam onto the upper end of the corrugated wave-
guide to a beam waist of 7.24 mm. On its way, the beam passes through a wire-
grid polarizer that is oriented with an angle of 45° with respect to the optical axis. 1 3 276 K. Möbius, A. Savitsky The free-standing wires (12 wires/mm, 25 µm diameter) allow mw radiation that is
polarized perpendicular to the direction of the wires to pass because in this direction
no electric currents are induced, while radiation polarized along the wire direction
is effectively reflected. Behind the polarizer, the residual radiation with polarization
along the wires is attenuated by about 20 dB compared to the unattenuated compo-
nent. By mounting a second grid on a rotation stage in front of the first, one obtains
a polarizer/analyzer setup that acts as a variable attenuator with a dynamic range of
20 dB. 1 3 3.2.2 Microwave‑Bridge Design This was verified with an NMR
Gaussmeter with a deuterium probe that was moved along the symmetry axis of the
magnet. The linearity of the field sweep has also been tested with an NMR gaussme-
ter for a full sweep. The sweep is not linear and after a half cycle, a remanence field
of 4 mT can be observed. After a full cycle the field offset was 0.05 mT. This neces-
sitates the use of a standard sample for magnetic field calibration. We normally use
Mn2+/MgO dissolved in a polystyrene film as the standard sample whose magnetic
interaction parameters are knows with high precision [74]. 1 3 High‑field/High‑frequency EPR Spectroscopy in Protein… 277 Fig. 25 Tunable rf circuit (left) together with a cross-section and an exploded view of the
360 GHz/550 MHz EPR/ENDOR probehead (right). The resonant rf circuit consists of a single-loop coil
and two trimmer capacitors, which provide frequency-tuning and -matching. The rf is generated by a
sweepable generator, a power amplifier and a single-turn coil, which generates a B2 field perpendicular
to the microwave field B1 . The sample is placed on the gold-coated spherical quartz mirror. Note that for
the EPR/ENDOR experiment the mw coupling mesh as the flat mirror of a Fabry–Perot resonator was
removed. For details, see [152, 314] Fig. 25 Tunable rf circuit (left) together with a cross-section and an exploded view of the
360 GHz/550 MHz EPR/ENDOR probehead (right). The resonant rf circuit consists of a single-loop coil
and two trimmer capacitors, which provide frequency-tuning and -matching. The rf is generated by a
sweepable generator, a power amplifier and a single-turn coil, which generates a B2 field perpendicular
to the microwave field B1 . The sample is placed on the gold-coated spherical quartz mirror. Note that for
the EPR/ENDOR experiment the mw coupling mesh as the flat mirror of a Fabry–Perot resonator was
removed. For details, see [152, 314] The warm bore of the cryomagnet has a diameter of 88 mm. This allows to
employ a cryostat with the rather large diameter of 62 mm to accommodate the
probehead. The cryostat is a helium-cooled static-flow cryostat (Oxford Instruments,
CF1200) which covers a temperature range of 3.8–300 K. In a static-flow design,
the probehead is not cooled directly by the He vapor. 3.2.2 Microwave‑Bridge Design Instead, the probehead space is
closed off and filled with a buffer gas (e.g., argon) which in turn is cooled by a cop-
per heat exchanger shield that is in direct contact with the helium. This setup avoids
stability problems which often arise in direct-flow cryostat designs. 3.2.3 Probeheads Several probeheads have been developed for EPR and ENDOR measurements
at 360 GHz [152, 313]. The ENDOR version is shown in Fig. 25. Both EPR and
ENDOR probeheads are based on the plane-concave Fabry–Perot resonator oper-
ated in the TEM006 mode. With a resonant mirror distance d = 2.58 mm and cur-
vature radius R = 8.06 mm, one obtains a confocal distance of 3.76 mm. A typical
value for the finesse of the resonator with sample is F = 160, giving for the loaded
quality factor QL= 800. Coupling to the tapered end of the corrugated waveguide is
achieved through the flat mirror, which is a highly reflective metallic mesh (typically
30 wires/mm). The mesh consists of electro-formed copper and is stretched to an
exchangeable mesh holder, where it is fixed onto a circular frame. Since the mesh 1 3 278 K. Möbius, A. Savitsky holders are exchangeable, the mesh can be replaced by another mesh with differ-
ent reflectivity, thus allowing for variable coupling for different samples. Tuning is
achieved by translating the spherical mirror along three guide rods via a micrometer
screw on top of the corrugated waveguide outside the magnet. The field modula-
tion coils frame the spherical mirror. The modulation amplitudes can be raised up to
3 mT without generating excessive microphonics. A quartz fiber integrated into the
probehead allows for photo-generation of radicals or triplet states inside the resona-
tor by laser excitation. The overall detection sensitivity of the spectrometer equipped
with the FP resonator has been measured to be 1.5⋅1010 spins/mT at 1 Hz detection
bandwidth by evaluating the signal-to-noise ratio of a known number of spins in a
Mn2+ sample. Figure 25 shows a cross section and an exploded view of the 360 GHz EPR/
ENDOR probehead together with the resonant rf circuit for ENDOR experiments. The sample is placed on the gold-coated quartz mirror and irradiated by a mw field
B1 and a perpendicular rf field B2 that is produced in a single-loop ENDOR coil. The
ENDOR coil is part of the resonant circuit (center frequency 547 MHz; bandwidth
60 MHz) which can be frequency-tuned and impedance-matched by two trimmer
capacitors mounted on the rf circuit plate close to the ENDOR coil. The rf power
is provided by a digital frequency generator (Hewlett Packard, 8648B) and ampli-
fied by a 500 W power amplifier (Amplifier Research, 500HB). Declarations Conflict of Interest The authors declare no competing financial interests. 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 Com-
mons 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/licen
ses/by/4.0/. Author contributions All authors equally contributed to the writing of the manuscript. Funding Open Access funding enabled and organized by Projekt DEAL. Over the years, our high-field
EPR activities have received enduring support from the Deutsche Forschungsgemeinschaft (DFG) in the
frame of DFG priority programs (SFB 337, SFB 498, III P 5-MO 132/14-1, SPP 1051, MO 132/19-2,
Cluster of Excellence RESOLV EXC 1069); by Volkswagenstiftung priority programs (I/70 382, I/73
145, I/73 146); and by the European Union network programs HCM (CHRX-CT9-30 328), TMR (FMRX-
CT98-0214), INTAS (01-483) and COST (P15), which is gratefully acknowledged. K. M. is particularly
thankful for the long-standing support of his scientific work by the Freie Universität Berlin (Department
of Physics) and the Max Planck Gesellschaft (Max Planck Institute for Chemical Energy Conversion). 3.2.3 Probeheads To reduce stand-
ing waves in the rf transmission line, a high-power rf circulator is used. The maxi-
mum B2 generated by the ENDOR coil is 0.8 mT at 20 W incident rf power, for
which unwanted heating effects are avoided. ENDOR spectra are typically recorded
at a fixed external field B0 and mw field B1, while sweeping the frequency of the rf
field B2 . The B2 field is frequency modulated, and the ENDOR signals are recorded
using a lock-in amplifier. For more details of the 360 GHz ENDOR experiments, see
[152].i To conclude this section: Many options for exploiting the strength of high-field
EPR spectroscopy in terms of spectral and temporal resolution critically rely on the
availability of powerful cw and pulsed mm and sub-mm microwave sources. Natu-
rally, the technical difficulties and limitations rise with rising microwave frequen-
cies. Nevertheless, the 360 GHz spectrometer could already be used to perform
successful studies on the structure of protein systems such as the cofactors of photo-
synthesis and DNA photolyase in their binding pockets. Examples of pertinent refer-
ences include: [324–327]. Acknowledgements Over the years, many co-workers in the Möbius group—diploma and PhD students,
postdocs and senior scientists—have contributed to the high-field EPR work reviewed in this article. In
the course of these activities, it was their enthusiasm and tenacity which allowed to solve the numerous
technical problems in developing high-field EPR, ENDOR, ESEEM, EDNMR and PELDOR instrumen-
tation operating at 95 GHz or 360 GHz, and to apply these techniques to novel molecular systems from
biology and biochemistry. In this context, we specifically acknowledge the former students (in chrono-
logical order): Olaf Burghaus, Anna Toth-Kischkat, Thomas Götzinger, Robert Klette, Martin Rohrer,
Moritz Knüpling, Jens Törring, Gordon Elger, Michael Fuhs, Ingo Köhne, Andreas Bloeß, Martin Fuchs,
Marcus Gallander, Alexander Schnegg; and the former postdocs (in alphabetical order): Edmund Haindl,
Martina Huber, Chris Kay, Wolfgang Lubitz, Martin Plato, Thomas Prisner, Anton Savitsky and Stefan
Weber. K.M. wants to thank them all for their eminent contributions to exciting experiments of high-field
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(2008) Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
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Emergence of Pediatric Melioidosis in Siem Reap, Cambodia
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The American journal of tropical medicine and hygiene
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MATERIALS AND METHODS Setting and patients. The study was conducted at the Angkor
Hospital for Children (AHC), an non-governmental organiza-
tion (NGO)-funded teaching hospital in Siem Reap, situated
in the province of Siem Reap, northwest Cambodia. The AHC
provides free outpatient, inpatient, emergency, surgical, medical,
ophthalmological, and dental care, and it maintains 50 inpatient
beds spread across high-, medium-, and low-intensity care areas. The outpatient department sees an average of approximately
400 children each day from an unrestricted catchment area. The study protocol was reviewed and approved by the
Ethical Review Board of the Angkor Hospital for Children. A laboratory-based study was conducted between October
2005 and December 2008 to identify children presenting to
inpatient or outpatient departments with one or more micro-
biological samples positive for B. pseudomallei . A retrospec-
tive review of case records was performed at the end of this
period to collect information on age, gender, area of residence,
sample(s) positive for B. pseudomallei , known sites of organ
involvement, results of laboratory and radiological investiga-
tions, antimicrobial treatment, procedures, duration of hospi-
tal stay, outcome at hospital discharge, and details of follow-up. Sites of infection were established based on a record of history
and examination findings in the medical notes together with
investigation reports and procedure notes. Melioidosis is a leading cause of bacterial sepsis in northeast
Thailand. 5– 8 Childhood infection accounts for around 10% of
cases overall in this setting, and acute suppurative parotitis
accounts for one-third of pediatric cases. 9 Adjacent to north-
east Thailand is Laos to the east and southeast and Cambodia
to the south. Melioidosis was first reported from Laos in 2001
after the development of a diagnostic microbiology laboratory
at Mahosot Hospital, Vientiane, 10 and B. pseudomallei was
subsequently isolated from the surrounding environment. 11
B. pseudomallei has also been isolated from rice paddies in
Siem Reap province in northwest Cambodia, 12 and a recent
report of two cases of melioidosis in adults from southern
Cambodia has confirmed the presence of melioidosis in the
indigenous population. 13 A seroprevalence study of children
presenting to a hospital in Siem Reap detected antibodies
to B. pseudomallei in 16% of cases, 12 but melioidosis has not
been detected previously in this pediatric population. Here,
we report the identification of 39 cases of melioidosis at the
Angkor Hospital for Children in Siem Reap, the first reported Melioidosis was classified as localized or disseminated. * Address correspondence to Sharon J. Peacock, Department of Medi-
cine, University of Cambridge, Addenbrooke’s Hospital, Cambridge
CB2 0QQ, United Kingdom. E-mail: sp10@sanger.ac.uk Emergence of Pediatric Melioidosis in Siem Reap, Cambodia Yos Pagnarith , Varun Kumar , Janjira Thaipadungpanit , Vanaporn Wuthiekanun , Premjit Amornchai ,
Lina Sin , Nicholas P. Day , and Sharon J. Peacock * Lina Sin , Nicholas P. Day , and Sharon J. Peacock *
Angkor Hospital for Children, Siem Reap, Cambodia; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine,
Mahidol University, Bangkok, Thailand; Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University,
Bangkok, Thailand; Center for Clinical Vaccinology and Tropical Medicine, Nuffield Department of Clinical Medicine,
University of Oxford, Churchill Hospital, Oxford, United Kingdom; Department of Medicine, University of Cambridge,
Addenbrooke’s Hospital, Cambridge, United Kingdom Abstract. We describe the first cases of pediatric melioidosis in Cambodia. Thirty-nine cases were diagnosed at the
Angkor Hospital for Children, Siem Reap, between October 2005 and December 2008 after the introduction of microbiol-
ogy capabilities. Median age was 7.8 years (range = 1.6–16.2 years), 15 cases were male (38%), and 4 cases had pre-existing
conditions that may have pre-disposed the patient to melioidosis. Infection was localized in 27 cases (69%) and dissemi-
nated in 12 cases (31%). Eleven cases (28%) were treated as outpatients, and 28 (72%) cases were admitted. Eight chil-
dren (21%) died a median of 2 days after admission; seven deaths were attributable to melioidosis, all of which occurred
in children receiving suboptimal antimicrobial therapy and before bacteriological culture results were available. Our find-
ings indicate the need for heightened awareness of melioidosis in Cambodia, and they have led us to review microbiology
procedures and antimicrobial prescribing of suspected and confirmed cases. INTRODUCTION cases in Cambodian children. Their identification followed the
introduction of diagnostic microbiology capabilities, highlight-
ing one of the many benefits of laboratory strengthening in
this region. Melioidosis is a serious infectious disease caused by the
Gram-negative bacterium Burkholderia pseudomallei . 1, 2 This
organism is present in the environment in a defined geographic
distribution including much of south and east Asia, northern
Australia, and areas of South America, where infection is
thought to be acquired after bacterial inoculation, ingestion,
or inhalation. 1– 3 The clinical presentation is highly variable
and ranges from a mild localized infection to acute fulminant
sepsis with widespread bacterial dissemination. 1, 2 The clinical
diagnosis of melioidosis is notoriously inaccurate, and diag-
nostic confirmation relies on culture of B. pseudomallei . 4 Lack
of microbiological services in many of the countries predicted
to be affected by melioidosis is likely to result in gross under-
reporting of cases and an underestimate of the global burden
of this infection. MATERIALS AND METHODS Localized infection was defined as a single, discrete, culture-
positive focus of infection in the absence of a positive blood
culture or clinical and/or microbiological evidence of dissemi-
nation to a second site. Disseminated infection was defined as
the presence of infection in two or more discrete body sites
and/or the presence of B. pseudomallei in blood. Microbiological methods. Specimens from patients with
suspected melioidosis were processed using standard laboratory
procedures with the addition of Ashdown selective agar for 1106 1107 MELIOIDOSIS IN CAMBODIA culture of samples from colonized sites. 14 Identification of
B. pseudomallei was made on the basis of Gram stain, resistance
to gentamicin and colistin, a positive latex agglutination test, 15, 16
and the API 20NE profile. 16 Susceptibility testing was performed
by disk diffusion assay for ceftazidime, meropenem, amoxicillin-
clavulanate, and doxycycline and by E-test for trimethoprim-
sulfamethoxazole (TMP-SMX). Isolates were stored in Tryptone
Soya broth (TSB) with 20% glycerol at −80°C. spleen on ultrasound ( N = 1), or pneumonia associated with
respiratory failure and septic shock ( N = 1). This last case with
respiratory secretions positive for B. pseudomallei had neither
positive blood cultures nor a second site of infection, but was
classified as having disseminated infection based on the sys-
temic response and severity of illness. Eight of thirty-nine children (21%) died a median of 2 days
after admission (range, day of admission to day 23), all of
whom were in the disseminated infection group (8/12; 67%). Seven deaths were attributable to melioidosis, whereas the
eighth case had both tuberculosis meningitis and B. pseudo-
mallei pneumonia and had responded to 14 days of ceftazi-
dime by the time of death on day 23 because of intracranial
hypertension secondary to tuberculosis meningitis. A posi-
tive blood culture was associated with a very poor prognosis,
and death occurred in 7 of 9 cases (78%). Both children with
a total white blood cell (WBC) count of less than 5.0 × 10 9 /L
(1.6 × 10 9 /L and 2.6 × 10 9 /L, respectively) died. Molecular characterization of B. pseudomallei . Genomic
DNA was extracted from a 1-mL overnight culture of
B. pseudomallei with an optical density of 1.0 at 600 nm
using the High Pure PCR Template Preparation Kit (Roche
Applied Science, Mannheim, Germany). Multilocus sequence
typing (MLST) was performed as described pre viously. MATERIALS AND METHODS 17
Sequence-type (ST) assignment was based on the sequence of
the alleles at each locus of seven housekeeping genes using
the MLST database ( www.mlst.net ). Sequences that were
not in the database were checked by resequencing, and then
assigned as new alleles and deposited in the MLST allele
database. All 39 B. pseudomallei isolates were susceptible to ceftazi-
dime, meropenem, amoxicillin-clavulanate, TMP-SMX, and
doxycycline, the most common drugs used for the treatment
of adult melioidosis. MLST was performed on 39 B. pseudomallei isolates cul-
tured from children with melioidosis described in this study
and 14 B. pseudomallei isolates cultured previously from soil
in Cambodia, of which 12 were isolated in Siem Reap province
during 2006 12 and 2 were isolated in Phnom Penh in south-
ern Cambodia in 1996. MLST data on B. pseudomallei iso-
lates from Thailand that had originated in our laboratory and/
or had been reported previously 17– 19 were downloaded from
www.mlst.net ( N = 462). Neighbor-joining trees were recon-
structed using the two-parameter method of distance estima-
tion as implemented in MEGA 4.0. Clinical management. Eleven children (28%) were treated
in the outpatient department alone for localized B. pseudo-
mallei infection (parotid abscess, 4; superficial soft-tissue
abscess, 7). Incision and drainage of pus was performed in
10 of these cases, and all 11 cases were prescribed one or
more antimicrobial drugs for a median of 4 weeks (range,
5 days to 17 weeks; IQR = 1–6 weeks). The antimicrobial
drugs prescribed were amoxicillin-clavulanate alone ( N = 2),
amoxicillin-clavulanate in combination with TMP-SMX
( N = 2), amoxicillin-clavulanate in combination with cipro-
floxacin ( N = 2), or cloxacillin alone ( N = 5). Six of eleven
children did not attend for follow-up, and their outcome was
unknown. Five children followed-up for a period of 4–17 weeks
were documented as having resolution of clinical features of
infection. RESULTS Overview of cases. Thirty-nine cases of culture-proven
melioidosis were identified in children presenting to the AHC
between October 2005 and December 2008. No case clustering
was observed, and cases were distributed throughout the study
period as follows: 2005 (3 months), N = 2; 2006, N = 9; 2007,
N = 13; 2008, N = 14. The geographic location of the village
or town in which the cases lived is shown in Figure 1 . These
observations suggest that infections were sporadic and not
related to one or more outbreaks. Twenty-eight children (72%) were admitted to the AHC;
16 cases had localized infection, and 12 cases had disseminated
infection. Duration of admission for the 20 in-patient survivors
ranged from 1 to 31 days (median = 15.5 days; IQR = 12.0–
17.5 days). Management is presented separately for localized
and disseminated infection. Admitted with localized infection ( N = 16). All cases had
an incision and drainage procedure. Fifteen cases were started
on empiric parenteral antimicrobial drugs (ceftriazone or
cloxacillin) for suspected localized bacterial infection at the
time of admission. The remaining case was a child with a
pharyngeal abscess who was treated with incision and drainage
under general anesthetic and discharged the following day
with a 7-day course of oral cloxacillin for suspected S. aureus
infection before culture results were available. This child
was lost to follow-up. The remaining 15 cases were still in
the hospital when the B. pseudomallei culture result became
available, and therapy was changed to ceftazidime ( N = 14)
or parenteral amoxicillin-clavulanate ( N = 1) for a median of
11 days (range = 1–15 days; IQR = 9–14 days). A switch to
oral antibiotics was made prior to ( N = 5) or on the day of
discharge ( N = 10). All 15 children were discharged on oral
amoxicillin-clavulanate, which was prescribed for a median
of 7 weeks (range = 2–23 weeks; IQR = 4–13 weeks). One or
more follow-up appointments were attended by 13 of 15 cases Summary data for the 39 cases are shown in Table 1 . Median
age was 7.8 years (range = 1.6–16.2 years), and the male/female
ratio was 1:1.6. Four children (10%) had pre-existing condi-
tions that may have pre-disposed them to infection: juvenile
rheumatoid arthritis (1 case), thalassemia and renal disease
(1 case), Pott’s disease (tuberculosis of the spine; 1 case), and
chronic otitis media with B. RESULTS pseudomallei meningitis (1 case). Infection was defined as localized in 27 children (69%) and
disseminated in 12 children (31%); 21 of 27 localized infec-
tions (78%) were in the region of the head and neck, includ-
ing 15 cases of acute suppurative parotitis. The disseminated
infection group included nine children with blood cultures
positive for B. pseudomallei in association with clinical and
radiographic evidence of pneumonia ( N = 2), clinical meningi-
tis and a history of chronic suppurative otitis media for whom
the cerebrospinal fluid (CSF) culture was negative ( N = 1), or
no other identified focus of infection ( N = 6) and three chil-
dren who did not have a positive blood culture with multiple
skin pustules ( N = 1), mastoiditis and abscesses in the liver and 1108 PAGNARITH AND OTHERS hole country map ( A ) and zoomed view showing the place of residence (triangles) of 39 children with melioid
l for Children ( B ). H denotes this hospital. ole country map ( A ) and zoomed view showing the place of residence (triangles) of 39 children with melioido
for Children ( B ). H denotes this hospital. Figure 1. Whole country map ( A ) and zoomed view showing the place of residence (triangles) of 39 children with melioidosis presenting to the
Angkor Hospital for Children ( B ). H denotes this hospital. 1109 MELIOIDOSIS IN CAMBODIA a novel allele at gmhD . The remaining 19 STs have been
described previously in relation to isolates obtained from
the environment and/or human disease in at least one Asian
country. Table 1 Table 1
Summary data for 39 children with melioidosis
Variable
Number
Male gender
15
38%
Age (years), median (range, IQR * )
7.8
1.6–16.2; 4.1–12.4
Underlying disease present
4
10%
Source of B. pseudomallei isolate
Blood †
9
23%
Pus
29
74%
Respiratory secretions
1
3%
Severity of infection ‡
Localized
27
69%
Disseminated
12
31%
Type/site of infection
Acute suppurative parotitis
15
38%
Superficial soft-tissue abscess
7
18%
Blood culture positive and no
focus identified
6
15%
Lymph-node abscess
4
10%
Pneumonia
3
8%
Meningitis
1
3%
Other §
3
8%
Admission WBC (×10 9 cells);
median (range, IQR)
16.7
1.6–33.3; 9.6–20.7
Died during admission
8
21%
Death attributable to melioidosis
7
18%
Time to death (days); median (range)
2
day of admission
to day 5
* IQR, interquartile range. DISCUSSION during antimicrobial therapy, and clinical features of infection
were documented to have resolved in all of these cases. This is the first description of pediatric melioidosis in
Cambodia. It was predicted that melioidosis would occur in
our patient population, because the incidence of melioidosis
in neighboring northeast Thailand is high. 5– 8 B. pseudomallei
has been isolated from soil in the province of Siem Reap, 12 Admitted with disseminated infection ( N = 12). The seven
attributable deaths in this group occurred before the culture
results were available, and these patients were receiving
ceftriaxone at the time of death. All 7 cases were admitted to
the intensive care unit where management included ventilation
for respiratory failure ( N = 1), inotropes for circulatory failure
( N = 2), or both treatment modalities ( N = 4). Of note, two of
four survivors in the disseminated group also had ventilatory
failure requiring ventilation (1 case) or continous positive
airway pressure (CPAP) therapy (1 case), and one of these
cases also required inotropes. Empiric antimicrobial therapy
(ceftiaxone) was also given to the four survivors before culture
results, and after culture results were known, this therapy
was followed by parenteral ceftazidime (1 case), amoxicillin-
clavulanate plus ceftriaxone (2 cases), or ciprofloxacin (1 case). The duration of parenteral therapy in this group ranged from
10 to 31 days. Oral amoxicillin-clavulanate was given to all
four cases after discharge and continued for between 5 and 23
weeks. One or more follow-up appointments were attended
by the four cases during this treatment period, and clinical
features of infection were documented to have resolved in all
of these cases. Figure 2. Neighbor-joining tree using concatenated sequences of
all seven loci for Cambodian B. pseudomallei isolates from pediatric
cases or soil ( N = 53) together with concatenated sequences down-
loaded from the MLST website ( www.mlst.net ) for B. pseudomal-
lei isolates from Thailand that had originated in our laboratory and/
or had been reported previously 18– 20 ( N = 462). Red circles denote
Cambodian isolates, and blue circles denote Thai isolates. Bacterial genotyping. The 39 B. pseudomallei isolates from
the study patients were resolved by MLST into 33 different
STs (0.85 ST per isolate). Of these, 28 STs occurred one time,
4 STs occurred two times, and one ST (ST 70) occurred three
times. RESULTS † One child also had B. pseudomallei isolated from urine
‡ Localized infection was defined as a single, discrete culture-positive focus of infection in
the absence a positive blood culture or clinical and/or microbiological evidence of dissemina-
tion to a second site. Disseminated infection was defined as the presence of infection in two
or more discrete body sites and/or the presence of B. pseudomallei in blood. § Psoas muscle abscess (1 case), mastoiditis (1 case), and pharyngeal abscess (1 case). Summary data for 39 children with melioidosis Fourteen B. pseudomallei isolates cultured previously from
soil in Cambodia were also examined using MLST, of which 12
were isolated in Siem Reap province during 2006 12 and 2 were
isolated in Phnom Penh in southern Cambodia in 1996. These
were resolved into 14 different STs, including an additional 6
unique STs that have not been described previously and were
not represented in the invasive-strain collection described
above. Of the remainder, four STs were also represented in
the collection of 39 pediatric isolates, and four STs were not
found in the pediatric collection but had been isolated previ-
ously in Asia. The large number of STs found in this evaluation (including
a total of 20 novel STs) is consistent with studies elsewhere in
Asia and Australia, 17– 20 and is based on a high rate of recom-
bination of a pool of largely known alleles. A neighbor-joining
tree was constructed using concatenated sequences of all
seven loci for Cambodian invasive and soil isolates ( N = 53)
together with concatenated sequences downloaded from the
MLST website ( www.mlst.net ) for B. pseudomallei isolates
from Thailand that had originated in our laboratory and/
or had been reported previously 17– 19 ( N = 462). This showed
that isolates from Cambodia and Thailand were highly related
( Figure 2 ). * IQR, interquartile range. † One child also had B. pseudomallei isolated from urine
‡ Localized infection was defined as a single, discrete culture-positive focus of infection in
the absence a positive blood culture or clinical and/or microbiological evidence of dissemina-
tion to a second site. Disseminated infection was defined as the presence of infection in two
or more discrete body sites and/or the presence of B. pseudomallei in blood. § Psoas muscle abscess (1 case), mastoiditis (1 case), and pharyngeal abscess (1 case). * IQR, interquartile range.
† One child also had B. pseudomallei isolated from urine
‡ Localized infection was defined as a single, discrete culture-positive focus of infection in
the absence a positive blood culture or clinical and/or microbiological evidence of dissemina-
tion to a second site. Disseminated infection was defined as the presence of infection in two
or more discrete body sites and/or the presence of B. pseudomallei in blood.
§ Psoas muscle abscess (1 case), mastoiditis (1 case), and pharyngeal abscess (1 case). DISCUSSION The clinical features of the cases described here are very sim-
ilar to those described elsewhere in Asia. Childhood melioido-
sis is predominantly a disease of apparently immunocompetent
persons, which contrasts with disease in adulthood when at least
80% of those affected have at least one risk factor that affects
host immunity. Our finding that two-thirds of disease was local-
ized is consistent with the published literature from Asia, 30– 34
and the proportion of localized infections in the region of the
head and neck is also consistent. 31, 33 A previous report describ-
ing acute suppurative parotitis in children caused by B. pseudo-
mallei in northeast Thailand suggested that this syndrome may
prove to be a sensitive indicator of the presence of melioi-
dosis within a given geographic area. 9 This has proven to be
the case for childhood infection in Asia, although this form of
the disease is rare in Thai adults (occurring in 1% of adults
with melioidosis in northeast Thailand) and is not observed
in Australia. 35 We speculate that parotitis and infection of the
regional lymph nodes of the neck may relate to the presence
of contaminated water in the mouth related to bathing, swim-
ming, and drinking of untreated water, whereas localized infec-
tion of the lower limbs may relate to inoculation events. Overall
death rates in previous pediatric case series have varied from
10–38%, but common to all studies were the findings that no
deaths occurred in children with localized disease and that bac-
teremia was associated with a high mortality rate. 30– 35 Ceftriaxone and other cephalosporins, including cefotaxime,
are active against B. pseudomallei in vitro . In a study of 100
B. pseudomallei isolates from northern Australia, the min-
imum inhibitory concentration (MIC) 50 and MIC 90 were
4 μg/mL and 8 μg/mL, respectively, with a MIC range of
2–8 μg/mL 25 (MIC for susceptible Gram-negative bacte-
ria is ≤ 8 μg/mL). The comparative MIC values for ceftazi-
dime in the same study were 2 μg/mL and 4 μg/mL for the
MIC 50 and MIC 90 , respectively, with a range of 1–8 μg/mL 25
(MIC for susceptible B. pseudomallei is ≤ 8 μg/mL). 26 This
suggests that ceftazidime may have an advantage over cef-
triaxone in vivo . The dose of ceftriaxone used at the AHC
is 50–75 mg/kg given one time daily or in two divided doses. DISCUSSION ST 70 is the most frequent clone isolated in Thailand
and has also been identified previously in Laos and Hong
Kong. Fourteen STs (42%) had not been identified previously
and were unique to this study, one of which also included Figure 2. Neighbor-joining tree using concatenated sequences of
all seven loci for Cambodian B. pseudomallei isolates from pediatric
cases or soil ( N = 53) together with concatenated sequences down-
loaded from the MLST website ( www.mlst.net ) for B. pseudomal-
lei isolates from Thailand that had originated in our laboratory and/
or had been reported previously 18– 20 ( N = 462). Red circles denote
Cambodian isolates, and blue circles denote Thai isolates. 1110 PAGNARITH AND OTHERS and seropositivity in the pediatric population has been already
documented. 12 However, we are able to draw several impor-
tant lessons from our study. tality rate in 528 patients given empiric ceftazidime therapy
on admission was 41.7% compared with a mortality rate of
71% in 167 patients who received cefotaxime or ceftriaxone. 28
This study had several possible confounders; for example, the
cefotaxime/ceftriaxone group had a higher rate of positive
blood cultures than patients in the ceftazidime group, and this
would be predicted to be associated with a higher death rate. However, this finding supports the use of ceftazidime in pref-
erence to other third-generation cephalosporins in patients
with suspected or confirmed melioidosis. y
This report highlights the value of diagnostic microbiol-
ogy in defining the epidemiology of infectious diseases in
developing world settings. Patterns of infectious diseases and
resistance rates of prevalent pathogens may vary both within
and between countries, and microbiology provides relevant,
region-specific information on which to base effective empiric
antimicrobial prescribing policies. Information generated by
diagnostic microbiology also provides a feedback loop to phy-
sicians on the accuracy of presumptive admission diagnoses. Melioidosis emerges when diagnostic microbiology facilities
become available in areas where B. pseudomallei is present
in the environment, but this is just one of many examples of
the benefits associated with culture capabilities at the AHC. For example, we have recently identified children infected
with multi-resistant community-associated methicillin resis-
tant Staphylococcus aureus (CA-MRSA) 21 and are currently
defining rates of CA-MRSA carriage in the community. Our
laboratory is also providing information for the region on the
burden of childhood disease from vaccine-preventable infec-
tions such as those caused by Streptococcus pneumoniae and
Haemophilus influenzae . DISCUSSION p
Ceftazidime has been made available at the AHC and is
now the parenteral treatment of choice for children with con-
firmed melioidosis, followed by a course of oral amoxicillin-
clavulanate. Deciding on best practice for empiric treatment
is less clear cut, because melioidosis is rare (it accounted
for 0.3% of all admissions during the study period), and
B. pseudomallei ranks low on the list of bacterial pathogens
isolated in our laboratory. Ceftriaxone would be the pre-
ferred choice over ceftazidime for several of the more com-
mon pathogens. Our current policy is to use ceftriaxone as the
first-line empiric drug until culture results become available
but to use ceftazidime or amoxicillin-clavulanate as the first-
line choice in children admitted with acute suppurative paro-
titis, in cases with multiple abscesses in the liver and/or spleen,
and in cases suspected melioidosis based on other grounds. All deaths attributable to melioidosis occurred before cul-
ture results became available, and more rapid diagnostic tests
are required to improve time to effective therapy. We are
reviewing the turnaround time of culture results and the pos-
sibility of introducing a direct immunofluorescence test that
can be used on pus and other material from suspected cases. This test can provide a presumptive same-day diagnosis and
has a reported sensitivity and specificity of 66% and 99.5%,
respectively. 29 The empiric antimicrobial drug of choice for children admit-
ted to the AHC with suspected bacterial infection is ceftriax-
one. This has broad-spectrum activity against a wide range of
Gram-positive and Gram-negative bacteria, but is not recom-
mended for melioidosis. Current guidelines for the antimicro-
bial therapy of melioidosis are based on trials conducted in
adult patients. 22– 24 They consist of an intensive phase of intra-
venous antimicrobial agents (ceftazidime or a carbapenem
drug) for a minimum of 10–14 days followed by an eradica-
tion phase of oral antimicrobial agents (TMP-SMX with or
without doxycycline or amoxicillin-clavulanate for pregnant
women, children, or adults who cannot tolerate TMP-SMX) to
complete a course of treatment lasting 12–20 weeks. A system-
atic evaluation of the antimicrobial therapy of children has not
been published. This is an important knowledge gap, because
localized infection may be cured with shorter courses of anti-
biotics, particularly when infection is mild and localized and a
procedure is performed to drain pus. DISCUSSION A possible disadvantage of one-time daily dosing is that the
plasma concentration may fall below the MIC of the organ-
ism; average reported plasma concentrations in healthy adults
24 hours after a single intravenous infusion of 0.5, 1, or 2 gm
were reported to be 5, 9, and 15 μg/mL, respectively. 27 A ret-
rospective review of empiric treatment in 1,353 adult patients
with melioidosis in northeast Thailand reported that the mor- Melioidosis is not considered in the differential diagnosis in
the majority of health-care settings in Cambodia, and the level
of local knowledge about this condition is low. Commonly 1111 MELIOIDOSIS IN CAMBODIA sis in Cambodia . Trans R Soc Trop Med Hyg 102 (Suppl 1) :
S21 – S25 . used empiric antimicrobial therapies will rarely include first-
line therapy for melioidosis. The identification of melioidosis
at the AHC has led to an increased awareness and understand-
ing of this infection in our practice, and this will be followed by
improvements in patient care. 14. Peacock SJ , Chieng G , Cheng AC , Dance DA , Amornchai P ,
Wongsuvan G , Teerawattanasook N , Chierakul W , Day NP ,
Wuthiekanun V , 2005 . Comparison of Ashdown’s medium,
Burkholderia cepacia medium, and Burkholderia pseudomallei
selective agar for clinical isolation of Burkholderia pseudomal-
lei . J Clin Microbiol 43: 5359 – 5361 . Received January 15, 2010. Accepted for publication March 2, 2010. Received January 15, 2010. Accepted for publication March 2, 2010. 15. Wuthiekanun V , Anuntagool N , White NJ , Sirisinha S , 2002 . Short
report: a rapid method for the differentiation of Burkholderia
pseudomallei and Burkholderia thailandensis . Am J Trop Med
Hyg 66: 759 – 761 . Acknowledgments: We are grateful for the assistance given by
the director and staff of the Angkor Hospital for Children and the
Mahidol Oxford Tropical Medicine Research Unit. The authors thank
Uri Gilad, who drew the maps shown. Acknowledgments: We are grateful for the assistance given by
the director and staff of the Angkor Hospital for Children and the
Mahidol Oxford Tropical Medicine Research Unit. The authors thank
Uri Gilad, who drew the maps shown. 16. Amornchai P , Chierakul W , Wuthiekanun V , Mahakhunkijcharoen
Y , Phetsouvanh R , Currie BJ , Newton PN , van Vinh Chau N ,
Wongratanacheewin S , Day NP , Peacock SJ , 2007 . REFERENCES The epidemiology
of melioidosis in Ubon Ratchatani, northeast Thailand . Int J
Epidemiol 23: 1082 – 1090 . 23. Chierakul W , Anunnatsiri S , Short JM , Maharjan B , Mootsikapun P ,
Simpson AJ , Limmathurotsakul D , Cheng AC , Stepniewska K ,
Newton PN , Chaowagul W , White NJ , Peacock SJ , Day NP ,
Chetchotisakd P , 2005 . Two randomized controlled trials of
ceftazidime alone versus ceftazidime in combination with
trimethoprim-sulfamethoxazole for the treatment of severe
melioidosis . Clin Infect Dis 41: 1105 – 1113 . p
7. Leelarasamee A , Trakulsomboon S , Kusum M , Dejsirilert S , 1997 . Isolation rates of Burkholderia pseudomallei among the four
regions in Thailand . Southeast Asian J Trop Med Public Health
28: 107 – 113 . 8. Chierakul W , Rajanuwong A , Wuthiekanun V , Teerawattanasook N ,
Gasiprong M , Simpson A , Chaowagul W , White NJ , 2004 . The
changing pattern of bloodstream infections associated with the
rise in HIV prevalence in northeastern Thailand . Trans R Soc
Trop Med Hyg 98: 678 – 686 . f
24. Chaowagul W , Chierakul W , Simpson AJ , Short JM , Stepniewska K ,
Maharjan B , Rajchanuvong A , Busarawong D , Limmathurotsakul
D , Cheng AC , Wuthiekanun V , Newton PN , White NJ , Day
NP , Peacock SJ , 2005 . Open-label randomized trial of oral
trimethoprim-sulfamethoxazole, doxycycline, and chloram-
phenicol compared with trimethoprim-sulfamethoxazole and
doxycycline for maintenance therapy of melioidosis . Antimicrob
Agents Chemother 49: 4020 – 4025 . p
yg
9. Dance DA , Davis TM , Wattanagoon Y , Chaowagul W , Saiphan P ,
Looareesuwan S , Wuthiekanun V , White NJ , 1989 . Acute suppu-
rative parotitis caused by Pseudomomas pseudomallei in chil-
dren . J Infect Dis 159: 654 – 660 . 10. Phetsouvanh R , Phongmany S , Newton P , Mayxay M , Ramsay A ,
Wuthiekanun V , White NJ , 2001 . Melioidosis and Pandora’s box
in the Lao People’s Democratic Republic . Clin Infect Dis 32:
653 – 654 . g
25. Ashdown LR , 1988 . In vitro activities of the newer beta-lactam
and quinolone antimicrobial agents against Pseudomonas
pseudomallei . Antimicrob Agents Chemother 32: 1435 – 1436 . 11. REFERENCES 19. McCombie RL , Finkelstein RA , Woods DE , 2006 . Multilocus
sequence typing of historical Burkholderia pseudomallei iso-
lates collected in southeast Asia from 1964 to 1967 provides
insight into the epidemiology of melioidosis . J Clin Microbiol
44: 2951 – 2962 . 1. Wiersinga WJ , van der Poll T , White NJ , Day NP , Peacock SJ , 2006 . Melioidosis: insights into the pathogenicity of Burkholderia
pseudomallei . Nat Rev Microbiol 4: 272 – 282 . p
2. Cheng AC , Currie BJ , 2005 . Melioidosis: epidemiology, pathophys-
iology, and management . Clin Microbiol Rev 18: 383 – 416 . 20. Cheng AC , Godoy D , Mayo M , Gal D , Spratt BG , Currie BJ ,
2004 . Isolates of Burkholderia pseudomallei from northern
Australia are distinct by multilocus sequence typing, but strain
types do not correlate with clinical presentation . J Clin Microbiol
42: 5477 – 5483 . 3. Currie BJ , Dance DA , Cheng AC , 2008 . The global distribution of
Burkholderia pseudomallei and melioidosis: an update . Trans R
Soc Trop Med Hyg 102 (Suppl 1) : S1 – S4 . 21. Chheng K , Tarquinio S , Wuthiekanun V , Sin L , Thaipadungpanit J ,
Amornchai P , Chanpheaktra N , Tumapa S , Putchhat H , Day NP ,
Peacock SJ , 2009 . Emergence of community-associated methicillin-
resistant Staphylococcus aureus associated with pediatric infection
in Cambodia . PLoS One 4: e6630 . 4. Wuthiekanun V , Peacock SJ , 2006 . Management of melioidosis . Expert Rev Anti Infect Ther 4: 445 – 455 . 5. Chaowagul W , White NJ , Dance DA , Wattanagoon Y , Naigowit P ,
Davis TM , Looareesuwan S , Pitakwatchara N , 1989 . Melioidosis:
a major cause of community-acquired septicemia in northeast-
ern Thailand . J Infect Dis 159: 890 – 899 . 22. Simpson AJ , Suputtamongkol Y , Smith MD , Angus BJ ,
Rajanuwong A , Wuthiekanun V , Howe PA , Walsh AL ,
Chaowagul W , White NJ , 1999 . Comparison of imipenem and
ceftazidime as therapy for severe melioidosis . Clin Infect Dis
29: 381 – 387 . 6. Suputtamongkol Y , Hall AJ , Dance DA , Chaowagul W ,
Rajchanuvong A , Smith MD , White NJ , 1994 . DISCUSSION Accuracy of
Burkholderia pseudomallei identification using the API 20NE
system and a latex agglutination test . J Clin Microbiol 45:
3774 – 3776 . Financial support: This study was funded by the Wellcome Trust and
the Li Kha Shing Foundation. Financial support: This study was funded by the Wellcome Trust and
the Li Kha Shing Foundation. Authors’ addresses: Yos Pagnarith, Varun Kumar, and Lina Sin,
Angkor Hospital for Children, Siem Reap, Cambodia, E-mails:
yospagnarith@yahoo.com , brownvk1@yahoo.com , and linasin2005@
yahoo.com . Janjira Thaipadungpanit, Vanaporn Wuthiekanun, Premjit
Amornchai, and Nicholas P. Day, Mahidol-Oxford Tropical Medicine
Research Unit, Faculty of Tropical Medicine, Mahidol University,
Bangkok, Thailand, E-mails: janjira@tropmedres.ac , lek@tropmedres
.ac , kung@tropmedres.ac , and nickd@tropmedres.ac . Sharon J. Peacock,
Department of Medicine, University of Cambridge, Addenbrooke’s
Hospital, Cambridge, United Kingdom, E-mail: sp10@sanger.ac.uk . 17. Vesaratchavest M , Tumapa S , Day NP , Wuthiekanun V ,
Chierakul W , Holden MT , White NJ , Currie BJ , Spratt BG ,
Feil EJ , Peacock SJ , 2006 . Nonrandom distribution of Burk-
holderia pseudomallei clones in relation to geographical loca-
tion and virulence . J Clin Microbiol 44: 2553 – 2557 . 18. Godoy D , Randle G , Simpson AJ , Aanensen DM , Pitt TL ,
Kinoshita R , Spratt BG , 2003 . Multilocus sequence typing
and evolutionary relationships among the causative agents of
melioidosis and glanders, Burkholderia pseudomallei and Burk-
holderia mallei . J Clin Microbiol 41: 2068 – 2079 . REFERENCES Wuthiekanun V , Mayxay M , Chierakul W , Phetsouvanh R ,
Cheng AC , White NJ , Day NP , Peacock SJ , 2005 . Detection of
Burkholderia pseudomallei in soil within the Lao People’s
Democratic Republic . J Clin Microbiol 43: 923 – 924 . p
g
26. National Committee for Clinical Laboratory Standards , 2000 . Per-
formance Standards for Antimicrobial Disk Susceptibility Testing—
14th Informational Supplement M100-S14 . Wayne, PA : NCCLS. f
pp
y
27. Genentech Production Information, 2010. Rocephin® (ceftriaxone)
full prescribing information. Available at: http://www.rocheusa
.com/products/rocephin/pi.pdf . Accessed April 2, 2010. 12. Wuthiekanun V , Pheaktra N , Putchhat H , Sin L , Sen B , Kumar V ,
Langla S , Peacock SJ , Day NP , 2008 . Burkholderia pseudo-
mallei antibodies in children, Cambodia . Emerg Infect Dis 14:
301 – 303 . p
p
p p
p
28. Chaowagul W , Simpson AJ , Suputtamongkol Y , White NJ , 1999 . Empirical cephalosporin treatment of melioidosis . Clin Infect
Dis 28: 1328 . 13. Overtoom R , Khieu V , Hem S , Cavailler P , Te V , Chan S , Lau P ,
Guillard B , Vong S , 2008 . A first report of pulmonary melioido- 1112 PAGNARITH AND OTHERS 29. Wuthiekanun V , Desakorn V , Wongsuvan G , Amornchai P ,
Cheng AC , Maharjan B , Limmathurotsakul D , Chierakul W ,
White NJ , Day NP , Peacock SJ , 2005 . Rapid immunofluores-
cence microscopy for diagnosis of melioidosis . Clin Diagn Lab
Immunol 12: 555 – 556 . 32. Lumbiganon P , Chotechuangnirun N , Kosalaraksa P , 2004 . Clinical
experience with treatment of melioidosis in children . Pediatr
Infect Dis J 23: 1165 – 1166 . f
33. How SH , Ng KH , Jamalludin AR , Shah A , Rathor Y , 2005 . Pediatric melioidosis in Pahang, Malaysia . Med J Malaysia 60:
606 – 613 . 30. Pongrithsukda V , Simakachorn N , Pimda J , 1988 . Childhood melioi-
dosis in northeastern Thailand . Southeast Asian J Trop Med
Public Health 19: 309 – 316 . 34. Sam IC , Puthucheary SD , 2006 . Melioidosis in children from Kuala
Lumpur, Malaysia . Ann Trop Paediatr 26: 219 – 224 . 31. Lumbiganon P , Viengnondha S , 1995 . REFERENCES Clinical manifestations of
melioidosis in children . Pediatr Infect Dis J 14: 136 – 140 . p
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35. Kandasamy Y , Norton R , 2008 . Paediatric melioidosis in north
Queensland, Australia . J Paediatr Child Health 44: 706 – 708 .
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Effects of iron on the growth, biofilm formation and virulence of Klebsiella pneumoniae causing liver abscess
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Research article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at BMC Microbiology on February 18th, 2020. See the published version at https://doi.org/10.1186/s12866-020-01727-5. Page 1/15 Abstract mellonella larvae indicated the virulence of liver abscess-causing K. pneumoniae (2/3) cultured in LB broth with additional iron was significantly higher than those under iron-
restricted conditions (P<0.05). The relative expression levels of the four siderophore genes (iucB, B, irp1, entB) in K. pneumoniae strains isolated from liver abscesses cultured with additional iron were
er than those under iron-restricted conditions (P<0.05). Conclusions: It is suggested by our research
t iron in the environment can promote growth, biofilm formation and enhance virulence of K. umoniae causing liver abscesses. A lower expression of siderophore genes correlates with increased
lence of liver abscess-causing K. pneumoniae. Further deeper evaluation of these phenomena is
rranted. Abstract Background: Klebsiella pneumoniae is considered the most clinically relevant species of Background: Klebsiella pneumoniae is considered the most clinically relevant species of
Enterobacteriaceae, known to cause severe infections including liver abscesses. To the best of our
knowledge, a large proportion of iron in the human body is accumulated and stored in the liver. We
hypothesize that increased iron availability is an important factor driving liver abscess formation and we
therefore aim to understand the effects of iron on K. pneumoniae causing liver abscesses. Results: All tested K. pneumoniae clinical isolates, including those isolated from liver abscesses and
other abdominal invasive infection sites, grew optimally when cultured in LB broth supplemented with 50
μM iron and exhibited the strongest biofilm formation ability under those conditions. Decreased growth
and biofilm formation ability were observed in all tested strains when cultured with an iron chelator
(P<0.05). The infection model of G. mellonella larvae indicated the virulence of liver abscess-causing K. pneumoniae (2/3) cultured in LB broth with additional iron was significantly higher than those under iron-
restricted conditions (P<0.05). The relative expression levels of the four siderophore genes (iucB,
iroB, irp1, entB) in K. pneumoniae strains isolated from liver abscesses cultured with additional iron were
lower than those under iron-restricted conditions (P<0.05). Conclusions: It is suggested by our research
that iron in the environment can promote growth, biofilm formation and enhance virulence of K. pneumoniae causing liver abscesses. A lower expression of siderophore genes correlates with increased
virulence of liver abscess-causing K. pneumoniae. Further deeper evaluation of these phenomena is
warranted. Background: Klebsiella pneumoniae is considered the most clinically relevant species of
Enterobacteriaceae, known to cause severe infections including liver abscesses. To the best of our
knowledge, a large proportion of iron in the human body is accumulated and stored in the liver. We
hypothesize that increased iron availability is an important factor driving liver abscess formation and we
therefore aim to understand the effects of iron on K. pneumoniae causing liver abscesses. Results: All tested K. pneumoniae clinical isolates, including those isolated from liver abscesses and
other abdominal invasive infection sites, grew optimally when cultured in LB broth supplemented with 50
μM iron and exhibited the strongest biofilm formation ability under those conditions. Decreased growth
and biofilm formation ability were observed in all tested strains when cultured with an iron chelator
(P<0.05). The infection model of G. Background Klebsiella pneumoniae is considered the most clinically relevant species of Enterobacteriaceae, known to
cause both community-acquired and nosocomial infections, including liver abscesses, pneumonia,
urinary tract infections and bacteremia worldwide [1]. In the past two decades, a distinct hypervirulent
variant of K. pneumoniae, characterized by its hypermucoviscous phenotype, was firstly isolated from
liver abscesses in Asia and has emerged as a clinically significant pathogen responsible for highly
invasive infections [2]. Unlike classical K. pneumoniae, hypervirulent K. pneumoniae (hvKp) can spread
from the original site of infection to other organs. Once invasive dissemination occurs, patients often
suffer severe and irreversible refractory sequelae, such as blindness and central nervous system damage
[2,3]. The conditions of patients infected with hypervirulent K. pneumoniae causing liver abscess are
serious, posing a great threat to public health and has attracted the attention of clinicians. The pathogenicity of K. pneumoniae mainly arise from various virulence factors which allow it to
overcome innate host immunity and to maintain infection in a mammalian host. The main virulence
factors that play an important role in pathogenicity are capsular polysaccharide, lipopolysaccharide, pili
and siderophores [4]. Therein, K1 and K2 capsular types are considered to be highly pathogenic to human
[5]. rmpA is an important activator of capsular production, resulting in the formation of
hypermucoviscous phenotype and enhancement of virulence, while aerobactin (iucB), yersiniabactin
(irp1), salmochelin (iroB) and enterobacterin (entB) are the four siderophores of K. pneumoniae [6,7]. Page 2/15 Page 2/15 Page 2/15 Therefore, understanding the virulence characteristics of K. pneumoniae and taking appropriate
measures are critical for clinical assessment, controlling the prognosis and reducing mortality risk of
patients with K. pneumoniae infection. It is recognized that most organisms require iron for a variety of metabolic and informational cellular
pathways [8]. However, ferric ion (Fe3+) and its derivatives are poorly soluble, and cannot be utilized
directly by most organisms. It is essential to synthesize and secrete siderophores to meet the demand for
iron required for bacterial growth and metabolism. To repress microbial growth, iron availability within the
human body is strictly limited [9]. One notable exception is the liver, in which iron concentration is used
for assessing body iron stores [10]. These increased iron levels probably promote growth of K. Antimicrobial Susceptibility testing Five K. pneumoniae isolates (FK3065, FK3170, FK3226, FK3992, FK4003) were sensitive to conventional
antimicrobials (levofloxacin, ciprofloxacin, cefepime, ceftazidime, imipenem, gentamicin, amikacin,
tobramycin, ampicillin/sulbactam, piperacillin/tazobactam, trimethoprim/sulfamethoxazole, aztreonam,
cefotetan, ertapenem, ceftriaxone). However, FK3087 was resistant to ampicillin/sulbactam, levofloxacin,
ciprofloxacin, gentamicin and trimethoprim/sulfamethoxazole. Effect of iron on growth and biofilm formation of the K. pneumoniae isolates All K. pneumoniae isolates grew optimally in LB broth containing 50 μM iron, superior to the growth in LB
broth containing 30 μM, 10 μM, and 0 μM iron, separately (P < 0.05). The growth of all tested strains in
the iron-restricted environment caused by the iron chelating agent was worse (P < 0.05) (Figure1). In addition, we further found that iron promotes biofilm formation of K. pneumoniae in a concentration-
dependent manner. All strains exhibited the strongest biofilm formation ability in LB broth supplemented
with 50 μM iron, which was superior to the biofilm formation ability of the respective strains in LB broth
containing 30 μM, 10 μM and 0 μM iron (P < 0.05). The strains showed a weaker biofilm formation ability
in an iron-restricted environment (P < 0.05) (Figure 2). Background i
i
th li
d
id
d
t
f
li
b
f
ti
Th
f
t d It is recognized that most organisms require iron for a variety of metabolic and informational cellular
pathways [8]. However, ferric ion (Fe3+) and its derivatives are poorly soluble, and cannot be utilized
directly by most organisms. It is essential to synthesize and secrete siderophores to meet the demand for
iron required for bacterial growth and metabolism. To repress microbial growth, iron availability within the
human body is strictly limited [9]. One notable exception is the liver, in which iron concentration is used
for assessing body iron stores [10]. These increased iron levels probably promote growth of K. pneumoniae in the liver and provide an advantage for liver abscess formation. Therefore, our study was
designed to evaluate the effects of iron on the growth, biofilm formation and virulence of liver abscess-
causing K. pneumoniae. umoniae in the liver and provide an advantage for liver abscess formation. Therefore, our study was
gned to evaluate the effects of iron on the growth, biofilm formation and virulence of liver abscess-
sing K. pneumoniae. The virulence factors of K. pneumoniae isolates The three liver abscess-causing K. pneumoniae isolates (FK3226, FK3992 and FK4003) carried at least
nine virulence genes, including four kinds of siderophore genes (entB, iucB, iroB, irp1). The serotypes of
these three isolates were K1, K2 and K1, respectively. The three non-liver abscess-causing K. pneumoniae
isolates (FK3065, FK3087 and FK3170) carried four virulence genes, including the siderophore gene entB, Page 3/15 Page 3/15 and their serotypes did not belong to one of the common capsule types tested. The virulence genes of
each strain were detailed in Table 1. Infection model of G. mellonella larvae The mortality rates of G. mellonella after infection with the liver abscess-causing K. pneumoniae isolates
(FK3226, FK3992) and K. pneumoniae ATCC700603 cultured with additional iron were significantly higher
than those cultured with iron chelator (P < 0.05). While the mortality rates of G. mellonella after infection
with the non-liver abscess-causing K. pneumoniae isolates (FK3065, FK3087 and FK3170) and liver
abscess-causing K. pneumoniae (FK4003) were not significantly different under these two conditions
(Figure 3). Quantification of siderophore gene expression with qRT-PCR The relative expression levels of the four siderophore genes (iucB, iroB, irp1, entB) in the liver abscess-
causing K. pneumoniae strains cultured with additional iron were lower than those cultured under iron-
restricted conditions (P < 0.05). On the contrary, the relative expression levels of the siderophore gene
entB in the non-liver abscess-causing K. pneumoniae isolates cultured with extra iron were higher than
those cultured under iron-restricted conditions (P < 0.05) (Figure 4). Discussion The Gram-negative bacillus K. pneumoniae is a leading cause of healthcare-associated infections,
including urinary tract infections, surgical sites infections, soft tissues infections, bacteremia and
pneumonia [11]. In the 1980s, case reports from Taiwan described community acquired liver abscesses
caused by hvKp in patients with serious concomitant endorgan manifestations, such as meningitis and
endophthalmitis [12]. Since the first report in Taiwan, hvKPs have been observed with increasing
frequency in many countries in Asia, Europe and America [12]. It is well known that hvKp can invade
many organs in patient, including liver. Considering the different iron content between the liver and other
tissues, we speculated that this higher iron level may be an important factor to affect the virulence of K. pneumoniae in the liver and provide an advantage for liver abscess formation. In this study, three liver
abscess-causing K. pneumoniae isolates and three non-liver abscess-causing K. pneumoniae isolates
were selected to perform growth, biofilm and virulence investigations under different iron conditions. In this research, we demonstrated that moderate amounts of iron promoted the growth of K. pneumoniae. A slower growth of K. pneumoniae isolates was discovered in iron-restricted environments. Furthermore, it
was illustrated that iron promoted biofilm formation of K. pneumoniae, and the ability of bacterial biofilm
formation was significantly attenuated by addition of an iron chelator. Previously, it has been
demonstrated that the biofilm formation ability of Pseudomonas aeruginosa was significantly reduced in
an iron-restricted environment, and biofilm formation increased significantly after iron complementation,
indicating that iron plays an important role in the formation of P. aeruginosa biofilms [13]. The presence
of an appropriate amount of iron is also conducive to the biofilm formation of Escherichia coli and Page 4/15 Staphylococcus aureus [14,15]. These findings, together with our investigation, indicate that iron plays a
crucial role in the process of bacterial biofilm formation and growth. In this study, the virulence genes and capsular serotypes of seven experimental strains were detected by
PCR. These three liver abscess-causing K. pneumoniae isolates carried more virulence genes, including all
four siderophore genes iucB, iroB, irp1, entB, while the strains isolated from the other sites only carried
enterobactin (entB) among their four virulence factors. Bacteria secrete siderophores to bind and import
iron, which is required for growth. In this investigation, the effect of iron concentration on the relative
expression of siderophore genes was detected by qRT-PCR. As expected, the tested K. Conclusions In summary, iron can promote the growth, biofilm formation and enhance virulence of K. pneumoniae
causing liver abscess. Moreover, the diverse expression of siderophores genes may be one of the factors
that regulate the variation in virulence. To further understand these phenomena, a deeper evaluation of
the phenomena is warranted. Discussion pneumoniae strains
causing liver abscesses showed lower relative expression levels of the four siderophore genes (iucB, iroB,
irp1, entB) in media with high iron levels, compared to iron-restricted media. In the presence of the iron
chelator, high-affinity iron binding siderophores are needed to obtain sufficient iron for growth, while at
high iron concentrations less metabolically costly uptake mechanisms can be employed. In contrast, the
single siderophore gene entB of the non-liver abscess-causing K. pneumoniae isolates was expressed
relatively higher after addition of iron than during iron deficiency caused by iron chelating agent. This is a
surprising finding, which might indicate that these strains rely on other iron uptake mechanisms apart
from siderophores, which warrants further study. Previous studies have shown that different concentrations of iron could affect the surface characteristics
of the pili and porins and further influence the virulence of Acinetobacter baumannii [16]. Therefore, We
attempted to demonstrate that this higher iron level may be an important factor to affect the virulence of
K. pneumoniae in the liver. To investigate the effect of iron on the virulence of K. pneumoniae, we
determined the virulence of K. pneumoniae through the wax larvae infection model. Wax larvae are an
invertebrate host model frequently used to detect the virulence of K. pneumoniae [17]. According to the
results of the G. mellonella infection model, three strains caused higher mortality rate with extra iron than
iron-restricted growth environment, indicating the potential virulence in vivo. The results of qRT-PCR
indicate that a lower expression of siderophore genes correlates with increased virulence. Due to the
various needs of different strains for iron, the expression of siderophore genes was not exactly the same. Other mechanisms by which iron affects the virulence of K. pneumoniae need to be further explored. Growth curves and biofilm formation The effect of iron on the growth of K. pneumoniae was measured following previous methods with some
modifications [18,19]. In brief, overnight cultures of all K. pneumoniae clinical isolates (FK3065, FK3087,
FK3170, FK3226, FK3992, FK4003) and K. pneumoniae ATCC 700603 were diluted 1:100 in Luria-Bertani
(LB) broth supplemented with different iron concentrations (50 μM, 30 μM, 10 μM, 0 μM) and with 200
μM iron chelating agent (2,2'-Dipyridyl) +(-) 50 μM iron, respectively. Wherein, strains under LB + 200 μM
iron chelating agent condition were used as control and LB + 200 μM iron chelating agent + 50 μM iron
was set to produce an iron-restricted condition. The cultures were incubated at 37 °C with constant
shaking at 180 rpm. Samples were collected at 0 h, 2 h, 4 h, 6 h, 8 h, 16 h, 24 h and the absorbance at
600nm was determined. Each sample was measured in triplicates and averages of absorbance values
were used for analysis. The growth of K. pneumoniae was evaluated by plotting the values of OD600
against time. The biofilm assay was performed as published with some modifications [20]. Briefly, six K. pneumoniae
clinical isolates and K. pneumoniae ATCC 700603 were grown overnight in LB broth. The overnight
cultures were then diluted 1:100 in fresh LB broth supplemented with different iron concentrations (50
μM, 30 μM, 10 μM, 0 μM) and with 200 μM iron chelating agent +(-) 50 μM iron. A total of 100μL of each
dilution were added to a 96-well polystyrene microtiter plate and incubated at 37 ℃ for 24 h. Wells
containing media alone were used as blank. Planktonic cells were removed and the wells were washed
twice with sterile water, then the wells were stained with 150 μL 0.1% crystal violet for 10 min and rinsed
twice with sterile water. Stained biofilms were solubilized with 95% ethanol and quantified by measuring
the OD600 using a microplate reader. Each sample was measured in triplicates and averages of
absorbance values were used for analysis. Methods Bacterial strains and antimicrobial susceptibility profiling Page 5/15 Six K. pneumoniae clinical isolates (FK3065, FK3087, FK3170, FK3226, FK3992, FK4003) were collected
from patients in the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
during 2016 and 2017. Herein, FK3226, FK3992, FK4003 were isolated from patients with liver abscess,
and FK3065, FK3087, FK3170 were isolated from other abdominal invasive infection sites of non-liver
abscess patients (ascites, biliary drainage fluid). Identification was conducted on all isolates using VITEK
MS system (bioMérieux, Marcy L’Etoile, France). Antimicrobial susceptibility testing was performed by
VITEK2 system (bioMérieux, Marcy L’Etoile, France) with AST-GN13 card. K. pneumoniae ATCC 700603
served as the control strain. Detection of virulence genes of isolates Virulence genes (magA, iucB, iroB, entB, irp1, iroN, kfuBC, rmpA, wcaG, alls, ybtA, ureA, uge, wabG, fimH
and mrkD) and capsular serotypes (K1, K2, K5, K20, K54 and K57) of the six K. pneumoniae clinical
isolates and K. pneumoniae ATCC 700603 were amplified by Polymerase Chain Reaction (PCR). Primers
for the aforementioned genes are listed in Supplementary Table S1 [21,22]. Positive PCR products were Page 6/15 sequenced by Beijing Genomics Institute Technology Co. Ltd (Shanghai, China). Nucleotide sequences
were compared using BLAST (http://blast.ncbi.nlm.nih.gov/Blast.cgi). Infection model of Galleria mellonella larvae G. mellonella killing assays were carried out on the six clinic
as described previously, with minor modifications [17]. Eigh
were randomly selected for each strain. A 10 μL of bacteria
buffered saline (PBS) was injected into the last left proleg u
bacterial suspension was prepared by culturing the strains i
iron with 200 μM iron chelating agent for 24 h. Larvae inject
insects were incubated at 37℃ in the dark and observed af
considered dead when they repeatedly failed to respond to p
insect model was rapidity and extent of mortality of G. mell
and log-rank test. G. mellonella killing assays were carried out on the six clinical isolates and K. pneumoniae ATCC 700603
as described previously, with minor modifications [17]. Eight larvae weighing between 200mg-250mg
were randomly selected for each strain. A 10 μL of bacterial suspension (108 CFU/mL) in phosphate-
buffered saline (PBS) was injected into the last left proleg using a 25 μL Hamilton precision syringe. The
bacterial suspension was prepared by culturing the strains in LB broth containing 50 μM iron, and 50 μM
iron with 200 μM iron chelating agent for 24 h. Larvae injected with 10 μl PBS were used as control. The
insects were incubated at 37℃ in the dark and observed after 24 h, 48 h and 72 h. Larvae were
considered dead when they repeatedly failed to respond to physical stimuli. The primary outcome for the
insect model was rapidity and extent of mortality of G. mellonella assessed with Kaplan-Meier analysis
and log-rank test. Quantitative reverse transcription PCR (qRT-PCR) The effects of iron on the expression levels of K. pneumoniae siderophore genes (iucB, iroB, entB and
irp1) were evaluated using quantitative reverse transcription PCR (qRT-PCR). For RNA extraction, K. pneumoniae isolates were grown in fresh LB medium with 50 μM iron, and 50 μM iron with 200 μM iron
chelating agent at 37 ℃ for 24h. K. pneumoniae isolates grown in fresh LB medium were used as
control. Total RNA was extracted using a RNeasy Mini Kit (Qiagen, Valencia, CA, USA) according to the
manufacturer’s instructions. The extracted RNA samples were stored at −80 ℃. Purified RNA was reverse
transcribed into cDNA for qRT-PCR analysis using a cDNA synthesis kit (TaKaRa, Tokyo, Japan)
according to the manufacturer’s instructions. Gene expression levels were measured with qRT-PCR using
a 7500 RT-PGE system (TOYOBO, Osaka, Japan) and SYBR Green qRT-PCR Kit (TOYOBO) with the
specific primers listed in Supplementary Table S2 [23]. The rpoB gene was used as an internal control to
normalize the data. Each sample was measured in triplicates and averages of Ct values were used for
analysis. Gene expression levels were calculated using 2−△△Ct method. Statistical Analysis All experiments were conducted independently with at least two replicates on different days, and results
were expressed as mean ± standard deviation or average. The total area under the curve was calculated
for analysis on growth. Unpaired or two-tailed paired t-tests were used to evaluate the significance of
differences between two groups. One-way analysis of variance (ANOVA) was performed to analyze the
significance among more groups. Statistical significance was determined at P < 0.05. Statistical analyses
were performed using SPSS version 17.0 statistical software. List Of Abbreviations Availability of data and materials The datasets used and analysed during the current study available from the corresponding author on
reasonable request. Consent for publication Not applicable. Authors' contributions TC and GFD contributed equally to this study. TC and GFD wrote the manuscript under supervision of
JMC, TLZ and QW. TC, GFD, SQZ, XCZ and YJZ performed the research. TC and GFD performed the data
analysis. The research plan for this project was conceived based on several rounds of discussions
among all co-authors. All authors read and approved the final version of the manuscript. Funding This work was supported by research grants from the National Natural Science Foundation of China (No. 81971986)and the Health Department of Zhejiang Province of the People's Republic of China
(No.2019KY098).These two funding bodies provided funds for the purchase of consumption materials
for the study but had no role in the design of the study and collection, analysis, and interpretation of data
and writing of the manuscript. Competing interests The authors declare that they have no competing interests. Ethics approval and consent to participate Ethics approval and consent is deemed unnecessary in this research according to the Ethics Committee
of the First Affiliated Hospital of Wenzhou Medical University. List Of Abbreviations Page 7/15 PCR: Polymerase Chain Reaction; qRT-PCR: Quantitative Reverse Transcription Polymerase Chain
Reaction. PCR: Polymerase Chain Reaction; qRT-PCR: Quantitative Reverse Transcription Polymerase Chain
Reaction. Acknowledgments The authors acknowledge the financial support of the National Natural Science Foundation of China
(No.81741059) and the Health Department of Zhejiang Province of the People's Republic of China
(No.2019KY098). The authors also want to give thanks to Dr. Andrea Rocker from Monash University for
her help in paper writing. Page 8/15 Page 8/15 References 1. Paczosa MK, Mecsas J. Klebsiella pneumoniae: going on the offense with a strong defense. Microbiol Mol Biol Rev. 2016; 80(3): 629–661. 2. Prokesch BC, TeKippe M, Kim J, Raj P, TeKippe EM, Greenberg DE. Primary osteomyelitis caused by
hypervirulent Klebsiella pneumoniae. Lancet Infect Dis. 2016; 16(9): e190–e195. 3. Shon AS, Bajwa RP, and Russo TA. Hypervirulent (hypermucoviscous) Klebsiella pneumoniae: a new
and dangerous breed. Virulence. 2013; 4(2): 107–118. 4. Podschun R, Ullmann U. Klebsiella spp. as nosocomial pathogens: epidemiology, taxonomy, typing
methods, and pathogenicity factors. Clin Microbiol Rev. 1998; 11(4): 589–603. 5. Catalán-Nájera JC, Garza-Ramos U, Barrios-Camacho H. Hypervirulence and hypermucoviscosity:
Two different but complementary Klebsiella spp. phenotypes? Virulence. 2017; 8(7): 1111-1123. 6. Fang CT, Chuang YP, Shun C, Chang SC, Wang JT. A novel virulence gene in Klebsiella pneumoniae
strains causing primary liver abscess and septic metastatic complications. J Exp Med. 2004; 199(5):
697–705. 7. Hsieh PF, Lin TL, Lee CZ, Tsai SF, Wang JT. Serum-induced ironacquisition systems and TonB
contribute to virulence in Klebsiella pneumoniae causing primary pyogenic liver abscess. J Infect Dis. 2008; 197(12): 1717-1727. 8. Miethke M, Marahiel MA. Siderophore-based iron acquisition and pathogen control. Microbiol Mol
Biol Rev. 2007; 71(3): 413-451. 9. Cassat JE, Skaar EP. Iron in infection and immunity. Cell Host Microbe. 2013; 13(5): 509-519. 10. Kami M, Hamaki T, Kishi Y. Hepatic iron concentration and total body iron stores in thalassemia
major. N Engl J Med. 2000; 343(22): 1657. 11. Corbella M, Caltagirone M, Gaiarsa S, et al. Characterization of an Outbreak of Extended-Spectrum
beta-Lactamase-Producing Klebsiella pneumoniae in a Neonatal Intensive Care Unit in Italy. Microb
Drug Resist. 2018; 24(8): 1128-1136. 12. Sanchez-Lopez J, Garcia-Caballero A, Navarro-San Francisco C, et al. Hypermucoviscous Klebsiella
pneumoniae: A challenge in community acquired infection. IDCases. 2019; 17: 13. Wiens JR, Vasil AI, Schurr MJ, Vasil ML. Iron-regulated expression of alginate production, mucoid
phenotype, and biofilm formation by Pseudomonas aeruginosa. MBio. 2014; 5(1): e01010-13. 13. Wiens JR, Vasil AI, Schurr MJ, Vasil ML. Iron-regulated expression of alginate production, mucoid
phenotype, and biofilm formation by Pseudomonas aeruginosa. MBio. 2014; 5(1): e01010-13. 14. Alves JR, Pereira AC, Souza MC, et al. Iron-limited condition modulates biofilm formation and
interaction with human epithelial cells of enteroaggregative Escherichia coli (EAEC). J Appl
Microbiol. 2010; 108(1):246-255. 15. Lin MH, Shu JC, Huang HY, Cheng YC. Involvement of iron in biofilm formation by Staphylococcus
aureus. PLoS One. 2012; 7(3):e34388. 16. References Eijkelkamp BA, Hassan KA, Paulsen IT, Brown MH. Investigation of the human pathogen
Acinetobacter baumannii under iron limiting Conditions. BMC Genomics. 2011; 12(1): 126. Page 9/15 Page 9/15 17. Insua JL, Llobet E, Moranta D, et al. Modeling Klebsiella pneumoniae pathogenesis by infection of
the wax moth Galleria mellonella. Infect Immun. 2013; 81(10): 3552-65. 18. Palacios M, Broberg CA, Walker KA, Miller VL. A Serendipitous Mutation Reveals the Severe Virulence
Defect of a Klebsiella pneumoniae fepB Mutant. MSphere. 2017; 2(4). pii: e00341-17. 19. Pasqua M, Visaggio D, Lo Sciuto A, et al. Ferric Uptake Regulator Fur Is Conditionally Essential in
Pseudomonas aeruginosa. J Bacteriol. 2017; 199(22). pii: e00472-17. 20. Wilksch JJ, Yang J, Clements A, et al. MrkH, a novel c-di-GMP-dependent transcriptional activator,
controls Klebsiella pneumoniae biofilm formation by regulating type 3 fimbriae expression. PLoS
Pathog. 2011; 7(8): e1002204. 21. Candan ED, Aksoz N. Klebsiella pneumoniae: characteristics of carbapenem resistance and virulence
factors. Acta Biochim Pol. 2015; 62(4): 867-874. 21. Candan ED, Aksoz N. Klebsiella pneumoniae: characteristics of carbapenem resistance and virulence
factors. Acta Biochim Pol. 2015; 62(4): 867-874. 22. Wasfi R, Elkhatib WF, Ashour HM. Molecular typing and virulence analysis of multidrug resistant
Klebsiella pneumoniae clinical isolates recovered from Egyptian hospitals. Sci Rep. 2016; 6: 38929. 22. Wasfi R, Elkhatib WF, Ashour HM. Molecular typing and virulence analysis of multidrug resistant
Klebsiella pneumoniae clinical isolates recovered from Egyptian hospitals. Sci Rep. 2016; 6: 38929. 23. Nadasy KA, Domiati-Saad R., Tribble MA. Invasive Klebsiella pneumoniae syndrome in North
America. Clin Infect Dis. 2007; 45(3): e25–e28. 23. Nadasy KA, Domiati-Saad R., Tribble MA. Invasive Klebsiella pneumoniae syndrome in North
America. Clin Infect Dis. 2007; 45(3): e25–e28. Tables Table 1. The virulence genes of K. pneumoniae Table 1. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD e 1. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD Virulence genes Page 10/15 Gene
Sequence
Reference
iucB
F: 5’-ATGTCTAAGGCAAACATCGT -3’
R: 5’- TTACAGACCGACCTCCGTGA -3’
This study
iroB
F: 5’- ACGACGGCGAACCCATTATT -3’
This study
R: 5’- GACTTCACTGGCGGAATCCA -3’
entB
F: 5’-ATATCCCGGCGAACAAGGTC-3’
This study
R: 5’-CGGCGATATTAGCCACCACT -3’
irp1
F: 5’- CTCAGTGGCAACAACAGTGC -3’
This study
R: 5’- GATGGCGCGGTGAATGTTAC -3’
rpoB
F: 5’- AAGGCGAATCCAGCTTGTTCAGC -3’
[15]
R: 5’-TGACGTTGCATGTTCGCACCCATCA -3’
Table 3. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD Gene
Sequence
Reference
iucB
F: 5’-ATGTCTAAGGCAAACATCGT -3’
R: 5’- TTACAGACCGACCTCCGTGA -3’
This study
iroB
F: 5’- ACGACGGCGAACCCATTATT -3’
This study
R: 5’- GACTTCACTGGCGGAATCCA -3’
entB
F: 5’-ATATCCCGGCGAACAAGGTC-3’
This study
R: 5’-CGGCGATATTAGCCACCACT -3’
irp1
F: 5’- CTCAGTGGCAACAACAGTGC -3’
This study
R: 5’- GATGGCGCGGTGAATGTTAC -3’
rpoB
F: 5’- AAGGCGAATCCAGCTTGTTCAGC -3’
[15]
R: 5’-TGACGTTGCATGTTCGCACCCATCA -3’ Gene
Sequence
Reference
iucB
F: 5’-ATGTCTAAGGCAAACATCGT -3’
R: 5’- TTACAGACCGACCTCCGTGA -3’
This study
iroB
F: 5’- ACGACGGCGAACCCATTATT -3’
This study
R: 5’- GACTTCACTGGCGGAATCCA -3’
entB
F: 5’-ATATCCCGGCGAACAAGGTC-3’
This study
R: 5’-CGGCGATATTAGCCACCACT -3’
irp1
F: 5’- CTCAGTGGCAACAACAGTGC -3’
This study
R: 5’- GATGGCGCGGTGAATGTTAC -3’
rpoB
F: 5’- AAGGCGAATCCAGCTTGTTCAGC -3’
[15]
R: 5’-TGACGTTGCATGTTCGCACCCATCA -3’ Page 11/15
Table 3. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD
Figures Table 3. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD Table 3. The virulence genes of K. pneumoniae le 3. The virulence genes of K. pneumoniae
Isolates
Virulence genes
FK3065
entB,uge,mrkD,fimH
FK3087
entB,uge,mrkD,fimH
FK3170
entB,uge,mrkD,fimH
FK3226
iucB,iroB,entB,irp1,rmpA,wcaG,ybtA,magA
ureA,uge,wabG,mrkD
FK3992
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,uge,wabG,mrkD
FK4003
iucB,iroB,entB,irp1,rmpA,ureA,uge,wabG,mrkD
ATCC700603
iucB,iroB,entB,irp1,rmpA,ybtA,ureA,wabG,mrkD Figures Figure 1
The growth curves of K. pneumoniae. All K. pneumoniae isolates grew optimally in LB broth c
50 μM iron, superior to the growth in LB broth containing 30 μM, 10 μM, and 0 μM iron or 200
chelator +(-) 50 μM iron(P < 0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. LB + 200 μM i
chelating agent group was used as control Figure 1 The growth curves of K. pneumoniae. All K. pneumoniae isolates grew optimally in LB broth containing
50 μM iron, superior to the growth in LB broth containing 30 μM, 10 μM, and 0 μM iron or 200 μM iron
chelator +(-) 50 μM iron(P < 0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. LB + 200 μM iron
chelating agent group was used as control Page 12/15 Page 12/15 Figure 2
Models of Galleria mellonella infected with K. pneumoniae. The virulence of FK3226, FK3992 and ATCC
700603 with additional iron was significantly higher than that of the strains with iron chelator (P<0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. The PBS was control group. Figure 2 Figure 2 Models of Galleria mellonella infected with K. pneumoniae. The virulence of FK3226, FK3992 and ATCC
700603 with additional iron was significantly higher than that of the strains with iron chelator (P<0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. The PBS was control group. Models of Galleria mellonella infected with K. pneumoniae. The virulence of FK3226, FK3992 and ATCC
700603 with additional iron was significantly higher than that of the strains with iron chelator (P<0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. The PBS was control group. Page 13/15 Page 13/15 Page 13/15 Page 13/15 Page 14/15
Figure 3
Models of Galleria mellonella infected with K. pneumoniae. The virulence of FK3226, FK3992
700603 with additional iron was significantly higher than that of the strains with iron chelato
DP: 2,2'-Dipyridyl, added as an iron chelator. The PBS was control group. Figure 3 Figure 4 Expression ratio of K. pneumoniae virulence genes. A. iucB gene. B. iroB gene. C. irp1 gene. D. entB gene. DP: 2,2'-Dipyridyl, added as an iron chelator. LB control was used to calculate relative expression. Expression ratio of K. pneumoniae virulence genes. A. iucB gene. B. iroB gene. C. irp1 gene. D. entB gene. DP: 2,2'-Dipyridyl, added as an iron chelator. LB control was used to calculate relative expression. Figure 3 Models of Galleria mellonella infected with K. pneumoniae. The virulence of FK3226, FK3992 and ATCC
700603 with additional iron was significantly higher than that of the strains with iron chelator (P<0.05). DP: 2,2'-Dipyridyl, added as an iron chelator. The PBS was control group. Page 14/15 Page 14/15 Page 14/15 Figure 4
Expression ratio of K. pneumoniae virulence genes. A. iucB gene. B. iroB gene. C. irp1 gene. D. entB gene. DP: 2,2'-Dipyridyl, added as an iron chelator. LB control was used to calculate relative expression. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupplementaryTableS1.docx SupplementaryTableS2.docx Page 15/15 Page 15/15
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Sino-Ibero American interaction
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2022 · Volume 2 · Issue
EDITOR-IN-CHIEF
Chang Fuliang
Beijing Foreign Studies University
Interacción Sino-
Iberoamericana
Sino-Iberoamerican
Interaction
2 2022 · Volume 2 · Issue 2 Interacción Sino-
Iberoamericana
Sino-Iberoamerican
Interaction EDITOR-IN-CHIEF
Chang Fuliang
Beijing Foreign Studies University Sino-Iberoamerican Interaction provides a first-class academic platform for research on interactive
relations between China and Spanish-Portuguese-speaking countries. From a bilateral or multilateral
point of view, the journal primarily focuses on economic and trade relations, as well as political studies,
cultural exchange and international relations. The extent of research goes from historical studies and
studies on current situation to future vision, aiming to encourage exchange and cooperation between
China and Spanish-Portuguese-speaking countries in an effective way, and to contribute to the idea of
“a community with shared future for mankind”. The journal Sino-Iberoamerican Interaction is by far the only academic journal which is published in
Spanish and Portuguese and is dedicated to research on interactive relations between China, Iberia and
Latin America. La revista Interacción Sino-Iberoamericana proporciona una plataforma académica para estudiar las
interacciones entre China y los países de habla hispana y portuguesa. Partiendo del punto de vista
bilateral o multilateral, la revista se centra principalmente en las relaciones económicas y comerciales,
así como en las interacciones políticas, los intercambios culturales y las relaciones internacionales. Las investigaciones incluidas cubren la historia, la situación actual y la visión futura de estas relaciones,
con el objetivo de orientar eficazmente la práctica de intercambios amistosos y relaciones de cooper-
ación, y construir una “comunidad de futuro compartido para la humanidad”. La revista Interacción Sino-Iberoamericana es, hasta ahora, la única revista académica, publicada
en español y portugués, que se dedica al estudio de las interacciones entre China, Iberia y América
Latina. e-ISSN 2747-7479 e-ISSN 2747-7479 All information regarding notes for contributors, subscriptions, back volumes and orders is available
online at https://www.degruyter.com/SAI RESPONSIBLE EDITOR Shi Yan, Beijing Foreign Studies University, No. 2 North Xisanhuan Road,
Beijing, 100089, China. E-mail: yan.shi@bfsu.edu.cn RESPONSIBLE EDITOR Shi Yan, Beijing Foreign Studies University, No. 2 North Xisanhuan Road,
Beijing, 100089, China. E-mail: yan.shi@bfsu.edu.cn PUBLISHER Walter de Gruyter GmbH, Berlin/Boston, Genthiner Straße 13, 10785 Berlin, Germany PUBLISHER Walter de Gruyter GmbH, Berlin/Boston, Genthiner Straße 13, 10785 Berlin, Germany JOURNAL Coordinator Alexander Görlt, De Gruyter, Genthiner Straße 13, 10785 Berlin,
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Columna 1 Editorial
Yan Shi
Foro Sobre Relaciones Entre China y América Latina en el Contexto de la
Comunidad de Futuro Compartido para la Humanidad
173
Columna 2 Relaciones políticas y diplomáticas
Gonzalo Ghiggino
China y América Latina en tiempos de pandemia: Bases para la construcción de
una nueva gobernanza desde el Sur global
181
Eduardo Tzili-Apango
La provisión de China del bien público global de la salud en México en la
coyuntura de la Covid-19
199
Columna 3 Relaciones económicas y comerciales
Huang Leping
Cooperación Económica: China-América Latina y el Caribe ante “la Franja y la
Ruta”
217
Columna 4 Sinología y estudios chinos
Longxing Wang, Shuwei Xu y Juan Diego Zamudio Padilla
La cobertura mediática sobre China en la prensa argentina durante el primer brote
de Covid-19 en 2020. Un análisis de contenido de Clarín e Infobae
235
Esteban Poole Fuller
La controversia jurídica en torno al incidente del barco María Luz (1872) y el
establecimiento de relaciones diplomáticas de Perú con China y Japón en el
contexto del cuestionamiento del régimen de extraterritorialidad
258
Sino-Iberoamer. Interac. 2022 | Volume 2 | Issue 2 Sino-Iberoamer. Interac. 2022 | Volume 2 | Issue 2 Sino-Iberoamer. Interac. Contents Columna 1 Editorial Columna 2 Relaciones políticas y diplomáticas Columna 2 Relaciones políticas y diplomáticas
Gonzalo Ghiggino
China y América Latina en tiempos de pandemia: Bases para la construcción de
una nueva gobernanza desde el Sur global
181
Eduardo Tzili-Apango
La provisión de China del bien público global de la salud en México en la
coyuntura de la Covid-19
199 Columna 1 Editorial Yan Shi
Foro Sobre Relaciones Entre China y América Latina en el Contexto de la
Comunidad de Futuro Compartido para la Humanidad
173 Yan Shi
Foro Sobre Relaciones Entre China y América Latina en el Contexto de la
Comunidad de Futuro Compartido para la Humanidad
173 Foro Sobre Relaciones Entre China y América Latina en el Contexto de la
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173 Columna 5 Intercambio cultural Leticia-Tian Zhang y Qinwen Yu
Promoción turística digital de España en China: estudio de caso de la cuenta de
Turespaña en WeChat
278 Leticia-Tian Zhang y Qinwen Yu
Promoción turística digital de España en China: estudio de caso de la cuenta de
Turespaña en WeChat
278 Columna 4 Sinología y estudios chinos Sino-Iberoamer. Interac. 2022 | Volume 2 | Issue 2 Sino-Iberoamer. Interac. Columna 6 Reseñas de libros Radina Plamenova Dimitrova y Karla Sánchez Domínguez
Historia del arte chino: la creación de capital cultural sobre China en América
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Exploiting Distributional Temporal Difference Learning to Deal with Tail Risk
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Provided in Cooperation with: MDPI – Multidisciplinary Digital Publishing Institute, Basel Suggested Citation: Bossaerts, Peter L.; Huang, Shijie; Yadav, Nitin (2020) : Exploiting distributional
temporal difference learning to deal with tail risk, Risks, ISSN 2227-9091, MDPI, Basel, Vol. 8, Iss. 4,
pp. 1-20,
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genannten Lizenz gewährten Nutzungsrechte. https://creativecommons.org/licenses/by/4.0/ https://creativecommon Bossaerts, Peter L.; Huang, Shijie; Yadav, Nitin 1
The term “return” refers to the percentage investment gain/loss obtained over a certain time frame (e.g., daily). It should
not be confused with the term “return” referred to in the RL literature. However, the two terms are related as they both
refer to some feedback from the environment/market to agents/investors. Likewise, we should be aware of the context
(finance/RL) for proper interpretation of the terms “payoffs” or “rewards.” Received: 23 September 2020; Accepted: 21 October 2020; Published: 26 October 2020 Received: 23 September 2020; Accepted: 21 October 2020; Published: 26 October 2020 Received: 23 September 2020; Accepted: 21 October 2020; Published: 26 October 2020 Abstract: In traditional Reinforcement Learning (RL), agents learn to optimize actions in a dynamic
context based on recursive estimation of expected values. We show that this form of machine learning
fails when rewards (returns) are affected by tail risk, i.e., leptokurtosis. Here, we adapt a recent
extension of RL, called distributional RL (disRL), and introduce estimation efficiency, while properly
adjusting for differential impact of outliers on the two terms of the RL prediction error in the updating
equations. We show that the resulting “efficient distributional RL” (e-disRL) learns much faster,
and is robust once it settles on a policy. Our paper also provides a brief, nontechnical overview of
machine learning, focusing on RL. Keywords: distributional reinforcement learning; markov decision process; leptokurtic distribution;
tail risk; efficient estimator risks
Article
Exploiting Distributional Temporal Difference
Learning to Deal with Tail Risk
Peter Bossaerts *
, Shijie Huang
and Nitin Yadav
Brain Mind and Markets Lab, The University of Melbourne, 198 Berkeley Street, Parkville, VIC 3010, Australia
harvey.huang@unimelb.edu.au (S.H.); nitin.yadav@unimelb.edu.au (N.Y.)
* Correspondence: peter.bossaerts@unimelb.edu.au; Tel.: +61-3-3095-3257
Received: 23 September 2020; Accepted: 21 October 2020; Published: 26 October 2020
Abstract: In traditional Reinforcement Learning (RL), agents learn to optimize actions in a dynami
context based on recursive estimation of expected values. We show that this form of machine learning
fails when rewards (returns) are affected by tail risk, i.e., leptokurtosis. Here, we adapt a recen
extension of RL, called distributional RL (disRL), and introduce estimation efficiency, while properly
adjusting for differential impact of outliers on the two terms of the RL prediction error in the updating
equations. We show that the resulting “efficient distributional RL” (e-disRL) learns much faster
and is robust once it settles on a policy. Our paper also provides a brief, nontechnical overview o risks Exploiting Distributional Temporal Difference
Learning to Deal with Tail Risk Peter Bossaerts *
, Shijie Huang
and Nitin Yadav Peter Bossaerts *
, Shijie Huang
and Nitin Yadav
Brain Mind and Markets Lab, The University of Melbourne, 198 Berkeley Street, Parkville, VIC 3010, Australia;
harvey.huang@unimelb.edu.au (S.H.); nitin.yadav@unimelb.edu.au (N.Y.)
* Correspondence: peter.bossaerts@unimelb.edu.au; Tel.: +61-3-3095-3257 Peter Bossaerts *
, Shijie Huang
and Nitin Yadav
Brain Mind and Markets Lab, The University of Melbourne, 198 Berkeley Street, Parkville, VIC 3010, Australia;
harvey.huang@unimelb.edu.au (S.H.); nitin.yadav@unimelb.edu.au (N.Y.)
* Correspondence: peter.bossaerts@unimelb.edu.au; Tel.: +61-3-3095-3257 Peter Bossaerts
, Shijie Huang
and Nitin Yadav
Brain Mind and Markets Lab, The University of Melbourne, 198 Berkeley Street, Parkville, VIC 3010, Australia;
harvey.huang@unimelb.edu.au (S.H.); nitin.yadav@unimelb.edu.au (N.Y.)
* Correspondence: peter.bossaerts@unimelb.edu.au; Tel.: +61-3-3095-3257
1. Introduction The weight on the prediction error is referred to as the “learning
rate.” In this paper, we focus on one version of TD Learning, called SARSA,2 whereby the agent takes
the action in the subsequent trial to be the one deemed optimal given the new state, i.e., the action that
provides the maximum estimated Q value given the state. p
g
A more recent version of RL learns Q values, not through adaptive expectations, but by
remembering the entire distribution of the rewards in a trial and estimated Q values in the subsequent
trial.3 New estimates of the Q values of action-state pairs are then obtained by simply taking the
expectation over this empirical distribution. This technique, referred to as Distributional RL (disRL),
has been more successful than the traditional, recursive TD Learning, in contexts such as games where
the state space is large and the relation states-action values is complex. See, e.g., Bellemare et al. (2017);
Dabney et al. (2018); Lyle et al. (2019); Rowland et al. (2018). In a leptokurtic environment, TD Learning and certain versions of disRL are not robust. We show
here that Q value estimates are very sensitive to outliers, and lead to frequent changes in estimated
optimal policies, even after substantial learning. Consequently, if the learning rate decreases too fast,
the agent’s policy is unlikely to be optimal. If the learning rate is allowed to decrease only if the
optimal policy remains unaltered, then the learning rate may never decrease since outliers continue to
affect the estimated Q values, and hence policy. p
y
We propose, and test, a solution. Exploiting the fact that disRL keeps track of the empirical
distribution of estimated Q values for a given state-action pair,4 we propose not to estimate the true
Q value by simply averaging over the distribution. Instead, we propose to use an efficient estimator
of the mean. Efficient estimators are those that minimize the standard error. When rewards are
gaussian, the sample mean is the most efficient estimator of the true mean. If one posits that rewards
are generated by a t distribution with low degrees of freedom, one of the canonical leptokurtic
distributions, a much better estimator exists. This estimator weighs observations depending on how
much they are in the tails of the empirical distribution. The weighting is chosen to maximize statistical
efficiency. 1. Introduction Reinforcement Learning (RL) has been successfully applied in diverse domains. However,
the domain of finance remains a challenge. A statistical feature central to finance is tail risk, or in
technical jargon, leptokurtosis. For example, daily returns1 on the S&P500 index, despite its broad
diversification, follow a distribution with a kurtosis of 10 or higher, compared to the Gaussian kurtosis
of 3. Kurtosis of individual stocks can be as high as 15 (Corhay and Rad 1994). In a leptokurtic environment, outliers, defined as observations in the tails of the distribution,
are frequent and salient. This contrasts with infrequent, non-salient outliers, known as “black swans”
(Taleb 2007), or infrequent, salient outliers, known as “freak events” (Toenger et al. 2015). Statistically,
the excessive mass in the tails of a leptokurtic distribution is compensated for by reducing mass about
one standard deviation away from the mean (provided the standard deviation exists). As a result,
besides outliers, small changes are also relatively more frequent than under the Gaussian distribution. Outliers are all the more salient since “typical” outcomes tend to be small. RL is a key technique in machine learning. The goal is for an artificial agent to learn the right
actions in a dynamic context. The agent is to search for the optimal actions as a function of the state
of the environment. Effectively, the agent performs stochastic dynamic programming. In the most
popular version of RL, Temporal Difference (TD) Learning, the agent starts with estimates of the values
of all possible actions in all possible states, referred to as “Q values.” The Q value of a state-action pair Risks 2020, 8, 113; doi:10.3390/risks8040113 www.mdpi.com/journal/risks Risks 2020, 8, 113 2 of 20 is the expected sum of future rewards conditional on taking suitable actions from the subsequent trial
(trial 2) onwards. In each trial, the agent tries an action, observes an immediate reward, as well as the state of the
subsequent trial. Using adaptive expectations, the agent updates the estimate of the (Q) value of the
action it just took in the state it was in. The new estimate is a weighted average of the old estimate and
the “prediction error.” The prediction error equals the difference between the old estimate, on the one
hand, and the sum of the reward just obtained and the estimated value of the new state for a suitably
chosen action, on the other hand. 3
The distribution can be remembered parsimoniously in various ways, e.g., as histograms, in terms of a specific set of quantiles
or truncated expectations (“expectiles”). Compare, e.g., Bellemare et al. (2017); Dabney et al. (2018); Rowland et al. (2019).
4
Technically, this is not exactly true for many versions of disRL in the literature. Only parametrically fitted histograms,
quantiles or expectiles are remembered, reducing memory load. 2
SARSA is short for State-Action-Reward-State-Action. Risks 2020, 8, 113 Risks 2020, 8, 113 3 of 20 Efficient estimation is not the only way disRL needs to be adjusted. Equally important is the
following. The effect of leptokurtosis on experienced Q values decreases over time, as the agent
re-visits trials in the same state and with the same action. At the same time, leptokurtosis continues
to impact the distribution of immediate rewards. This calls for decoupling of the two terms in the
prediction error used in updating. We propose a simple way to implement the de-coupling. We show
that it works effectively. y
We refer to our enhanced disRL as “efficient” disRL, and use the abbreviation e-disRL. Using a simulation experiment, we prove the superiority of e-disRL over TD Learning and disRL. We also show superiority when rewards are drawn, not from a t distribution, but from the empirical
distribution of daily returns on the S&P 500 index. We keep the environment in our experiment as
simple as possible, in order to enhance transparency. We use a minimally complex environment, with
two states and two possible actions. Optimal actions change with states. We envisage a situation where
the artificial agent is asked to switch between two investments, while the optimal investments change
with the state of the economy. Technically, our setting is a contextual two-arm bandit. The framework may appear simple, but it is generic. The contextual two-arm bandit can readily
be extended to handle more involved, and hence, more realistic situations, by augmenting the state
vector or the number of states, and/or increasing the number of control options beyond two (arms). The bandit does not have to be stationary; it can change randomly over time, to form a so-called
restless bandit. Continuous states and large state spaces can be accommodated through deep learning
(Mnih et al. 2013; Moravˇcík et al. 2017; Silver et al. 2016). We chose a simple, canonical setting, in order
to illustrate how easy it is for traditional RL to fail under leptokurtosis, and how powerful our version
of distributional RL is to address the failure. One could argue that there are other solutions to the problems leptokurtosis causes. This could be GARCH or stochastic volatility modelling (Simonato 2012), Monte Carlo approaches
(Glasserman 2013), moment methods (Jurczenko and Maillet 2012), or parametric return process
approximation and modelling (Nowak and Romaniuk 2013; Scherer et al. 2012). These procedures
would effectively filter the data before application of RL. 1. Introduction The weighing does not simply truncate observations, but maps outliers back to the middle
of the distribution. When the true mean can be estimated using maximum likelihood estimation (mle) and mle
provides consistent estimates, the mle is the most efficient possible. Technically, it reaches the
“Cramér-Rao lower bound.” This is the case for the t distribution, so in our implementation, we use the
mle estimator. In general, the mle estimator may not exist, and alternative estimators have to be found. We provide an example in the Conclusion. The importance of using efficient estimators in finance, especially of mean returns, has been
pointed out before. Madan (2017), for instance, shows how a kernel-based estimator generates lower
standard errors than the usual sample average. Here, we propose to go for the best possible estimator,
i.e., the one that maximizes efficiency (minimizes standard error). Risks 2020, 8, 113 But it is known that mere filtering,
while alleviating the impact of leptokurtosis, does not eliminate tail risk. Indeed, the filtered
risk appears to be best modeled with a t distribution (which we use here), or the stable Paretian
distribution (for which variance does not even exist). These distributions still entail tail risk. See,
e.g., Curto et al. (2009); Simonato (2012). More importantly, none of the aforementioned procedures deals with control, which is what RL is
made for. The procedures aim only at forecasting. As such, they do not provided a good comparison
to RL. RL is engaged in forecasting as well, but prediction subserves the goal of finding the best actions. The problem we address here is whether leptokurtosis affects discovery and maintenance of the
optimal policy, not merely that of finding the best prediction of the future reward. Tail risk is a problem outside finance as well. In one very important context for RL, tail risk
emerges when rewards occur only after potentially long chains of events (called “eligibility
traces”; Sutton and Barto (2018)). The long chains cause the reward distribution to be leptokurtic. Singh and Dayan (1998) demonstrated that traditional TD Learning performs poorly when credit
for rewards may have to be assigned to events that are at times too far in the past. Tail risk
does not only plague learning by artificial agents. Evidence exists that humans, even professional
traders, and despite continued vigilance, over-react to the frequent outliers that leptokurtosis entails
(d’Acremont and Bossaerts 2016). For readers who may not be familiar with machine learning, we first provide a nontechnical
description of the various machine learning techniques, honing in on reinforcement learning (RL),
which is what this paper is about. We then explain intuitively how our enhancement of disRL generates
robustness when tail risk affects the rewards. In Section 3, we introduce RL in a technical way. Section 4
then discusses the implications of leptokurtosis for TD Learning and disRL. Section 5 explains our
solution. Section 6 presents the results from our simulation experiments. Section 7 concludes. Risks 2020, 8, 113 4 of 20 The reader can replicate our results and study the code in the following github repo: https:
//github.com/bmmlab/Distributional-RL-Tail-Risk. 5
It is also referred as semi-supervised learning as it sits in-between the above two types. 2.1. Machine Learning Broadly speaking, there exist three types of machine learning. All three were inspired, and have
inspired, computational neuroscience, since the three are important to understand neural processes
associated with learning in animals, including humans (Cichy and Kaiser 2019; Ludvig et al. 2011;
Poggio and Serre 2013). The first type is supervised learning, where the agent is given a dataset with cases (petal shape,
color, etc.), described in terms of various features (e.g., flower features). Each case is labelled
(e.g., “tropical flower,” “temperate-climate flower”), and the goal is to learn the mapping from
features to labels. The agent is given a limited set of cases with the correct labels (the “training
set”), whence the term supervised learning. The mapping from features into labels can be highly
nonlinear. A neural network with multiple (“deep”) layers allows the agent not only to flexibly capture
nonlinearity in the relationship between features and labels; it also provides a framework within
which numerical optimization can be executed efficiently despite the nonlinearity and despite the high
number of parameters. The second type is unsupervised learning, where the agent is given a dataset containing features
but no labels. The goal is to find structure, or patterns in the data. Techniques include factor analysis
and cluster analysis. The retained factors or clusters help to identify hidden properties of the data, in
the form of commonalities of features across data subsets. In other words, the agent is asked to come up
with its own labelling system. It may end categorizing flowers into “tropical” and “temperate-climate”
unless there are more relevant ways to cluster them. 2.2. Reinforcement Learning We will be concerned here with a third type of machine learning, namely, reinforcement learning.5
There, an artificial agent is effectively asked to do stochastic dynamic programming, i.e., to find,
given the state of the environment, the actions which maximize total rewards (or minimize total
losses) for the foreseeable future. An example is when the agent is asked, every month, to decide
between a stock index or Treasury bonds, as a function of the state of the economy, with the goal of
maximizing lifetime gains. In the sequel, we will only look at maximizing rewards, since minimization
of losses is isomorphic. In stochastic dynamic programming, the agent recognizes that there are: states, maybe hidden;
actions, which entail rewards and sometimes state transitions as well; and observables, including the
rewards received. In its simplest form, the agent observes the states (observation may only reveal
some properties of a state) and is asked to maximize the expected sum of (discounted) rewards in
the future. Risk aversion can be built in by transforming rewards with a strictly concave function,
as is standard in expected utility theory (Savage 1972). Under risk aversion, the agent maximizes the
expected sum of nonlinearly transformed rewards. Here, we will assume risk neutrality, without loss
of generality since we are focusing on learning. We will also assume that the states are fully observable. In a finance context, one could think of states as the general condition of the economy, measured
through, e.g., change in industrial production. Stochastic dynamic programming is immensely difficult even in the simplest cases. In theory,
the agent has to find a value function (referred to as the Bellman function) that maps the state into
the expected sum of rewards for optimal choices of actions. A key result in stochastic dynamic 5 of 20 Risks 2020, 8, 113 programming is that, under certain condition, the optimal policy is to pick the action that maximizes
the rewards over the immediate trial plus the (discounted) expectation of the value function for the
subsequent trial. (We will ignore discounting since it is not relevant to our argument.) Given the
state a given trial is in, the value function can then be calculated by adding, to the immediate reward,
the expectation of the value function at the next trial, provided the agent picks the action that maximizes
both terms. 2.2. Reinforcement Learning This is referred to as the “Bellman equation.” Across trials, states inevitably change,
and hence, the mapping from states to values for a particular state can be traced by recording the
realized optimal value in a trial when the environment is in that state. In general, agent actions may affect states. In our finance example, this would mean that the
investment decisions of our agent would affect the state of the economy, which makes little sense. Therefore, we will assume throughout that actions do not affect states. A more elaborate discussion
of the relation between actions and states in the context of finance can be found in Chapter 1 of
Bossaerts (2005). Inspired by animal learning, and later confirmed in neural processes induced by animal learning
(Schultz et al. 1997), machine learning has developed a remarkably simple, yet surprisingly robust
algorithm for the agent to learn to optimize in dynamic settings. The idea is actually straightforward. Remember that the value of a state, say s, can be obtained by considering a trial when the environment
is that state s. Therefore, one could take the action deemed optimal for the trial, record the immediate
reward, observe the resulting state in the subsequent trial, and add the previously recorded value for
that state. But our agent does not know (yet) what the true optimal action is, nor does the agent know
what the true value is in the state in the subsequent trial; however, it has observed immediate rewards
from taking an action in previous trials where the state was the same, and it may have an estimate of
what the value is of the state in the subsequent trial for some cleverly chosen action (we will discuss
which action to choose later on). The sum of the two constitutes a “cue” for the agent of the value
of taking the proposed action. We refer to this as the “Q” value of the proposed action given the
state of the present trial.” Across trials where the same state is visited and the same action is taken,
the estimated of the Q value can be updated by simple adaptive expectations: the agent updates the
estimate using the prediction error. 2.2. Reinforcement Learning The prediction error equals the difference between, on the one
hand, the sum of the newly recorded reward and Q value given the new state (in the subsequent trial),
and, on the other hand, the old estimate of the Q value. The agent can do this across multiple trials. Trials are often arranged in episodes. This arrangement allows one to investigate what the agent has
learned at pre-set points (episode ends). Because the Q values are updated by means of adaptive expectations, the learning technique
is referred to as Temporal Difference Learning or “TD Learning.” The optimal value given a state is
then obtained by choosing the action that maximizes the Q value for that state. For the technique to
converge, i.e., for the Q values of the best action to converge, across states, to the true value function,
two conditions are needed. First, all states have to be visited sufficiently often. Indeed, even if one knew what the optimal
action was in a given state, the value of that state is the expected sum of all future rewards. Expectations
can be learned through adaptive expectations, but one needs to experience enough observations for it
to converge; a law of large numbers has to apply. The second, related, condition is that all actions are taken sufficiently often. If an action is rarely
taken because it is deemed (estimated) to be sub-optimal, one may never learn that it is indeed
sub-optimal; it may in fact be optimal! Because of the second condition, exploration is necessary. The agent must not decide prematurely
that certain actions are inferior; the agent has to explore all actions, no matter how inferior they may
seem. Several exploration strategies have been proposed. Here, we will use the simplest one, namely,
the greedy strategy. In the greedy strategy, the agent picks what it considers to be optimal (based on
current estimates of the Q values) with probability 1 −ϵ, while randomly picking any other action with
probability ϵ. Here, ϵ may initially be a large number (less than 1), but it can be decreased over time, Risks 2020, 8, 113 6 of 20 as the agent learns, to ultimately converge to zero, at which point the agent stops learning. Choice of
the exploration strategy will not resolve the issues with tail risk that we study here, which is why we
stick to the simplest strategy. 2.2. Reinforcement Learning One more detail about TD Learning needs to be clarified. It was mentioned before that the
Q value of an action-state pair equals the sum of the immediate reward from the action plus the
Q value of a suitably chosen action in the subsequent trial. In our application of TD Learning,
we will choose the optimal action in the subsequent trial. Optimality is determined by the Q values
across actions given the state in that trial. This approach is referred to as “SARSA,” which is
short for State-Action-Reward-State-Action, indicating that only actions (deemed) optimal are taken. An alternative would be to use the Q value in the subsequent trial associated with an action which is
optimal only with probability 1 −ϵ, i.e., an action that follows the greedy exploration policy. This choice
was made in the original version of “Q Learning.” In TD learning, the Q value is learned through adaptive expectations. A recently suggested
alternative would be to summarize all past observed Q values in the form of an empirical distribution
(or a histogram),6 update this distribution in every trial where the same state occurs and the same action
is taken, and use the mean of this empirical distribution as new estimate of the Q value. This approach
is known as Distributional Reinforcement Learning, abbreviated disRL. See Bellemare et al. (2017). It has
been shown to be far more effective than the recursive TD learning procedure, especially in strategic
interaction (games). DisRL provides another advantage: it allows one to introduce neural network techniques in order
to determine which elements of a set of states are relevant for optimal decision-making, and how
Q values relate to these elements. Indeed, in a finance context, it could be that the Treasury bill rate and
the dividend yield are potential candidates for optimally switching into and out of stocks, in addition
to a change in industrial production, but only one is actually relevant. Therefore, we need a technique
that determines which of the three is/are relevant. The technique that combines disRL with neural networks is referred to as deep RL. It is meant to
simultaneously solve for the optimal action in a dynamic environment and solve the “credit assignment
problem,” i.e., the question as to which aspects of the environment are relevant to determine optimal
actions. We will not be concerned with deep RL here. 6
We focus here on techniques that use the empirical distribution, since it is a consistent estimate of the true distribution,
while the histogram is not consistent as an estimate of the true density. 2.3. Our Contribution When tail risk affects the environment, i.e., when rewards are subject to frequent and large
outliers, neither the recursive traditional TD learning nor the more recent Distributional RL are robust. This is because the estimate of the Q value for a state-action pair, whether obtained through adaptive
expectations (i.e., recursively), or through the mean of the empirical distribution of past reward
outcomes and Q estimates, is sensitive to these outliers. At its core, the method we propose is a simple, but profound improvement of distributional RL. The idea is not to estimate a Q value using the mean of the estimated empirical distribution, but to
use the most efficient estimator of the first (signed) moment. Under leptokurtosis, the mean of the
empirical distribution generally exhibits low efficiency, that is, its standard error is not the lowest. If a
maximum likelihood estimator of the mean exists and is asymptotically efficient, it will provide the
most efficient estimator, however (technically: it will reach the Cramér-Rao lower bound). We propose
to use this estimator. The contribution is simpler to explain than to put into practice. This is because tail risk affects
the two components of the TD prediction error differentially. Tail risk may always affect immediate
rewards. However, eventually, after a suitably long learning period, it should no longer affect the Risks 2020, 8, 113 7 of 20 observed Q value in the subsequent trial since Q values are the expected sum of future rewards. Therefore, we account differentially for the two components: we apply efficient disRL only to the
reward term, implementing traditional recursive TD learning for the Q value term. How this is done
technically is explained next. Appeal to maximum likelihood estimation requires the researcher to commit to a family of
distributions from which the rewards (conditional on the state-action pair) are thought to have been
generated. In the case of tail risk, i.e., under leptokurtosis, the t distribution provides a good working
hypothesis. This is the family we use here. Even if the true distribution is not t, the approach gives
good results; one can think of the use of the t distribution as “quasi maximum likelihood:” for the
purpose of TD learning, it provides desired asymptotic properties. In the context of tail risk, the improvements can be dramatic, as we demonstrate with an
experiment. 7
To simplify things, we suppress the stochastic index “ω” which is used in probability theory to capture randomness. ω only
affects the rewards, and not the value function Q. This distinction will be important when we discuss de-coupling of the
terms of the RL updating equations. 2.3. Our Contribution It deserves emphasis that these improvements emerge even if our approach does not
increase the speed of convergence as a function of sample size (number of occurrences of the state-action
pair); convergence will remain inversely proportional to the square root of the sample size. But the
constant of proportionality will be decreased markedly, sufficiently so that our approach becomes
robust to tail risk, while traditional TD Learning and distributional RL lack robustness. There are environments where our efficient version of disRL affects also the speed of learning as
a function of sample size. In the Conclusion section, we provide an example where the rewards are
generated by a shifted-exponential distribution. There, the estimation error of the Q values, can be
reduced, not in inverse proportion to the square-root of the sample size, but in inverse proportion of
the sample size. 3.1. TD Learning We model the interaction of an agent with an environment in the traditional way, as a Markov
Decision Process (MDP). An MDP is defined by (S, A, R, P) where S denotes the set of states, and A
denotes the set of the available actions. R is a random reward function that maps each state-action pair
to a random reward that lives in an outcome space F, that is, R : S × A →F.7 P(s
′|s, a), s, s
′ ∈S and
a ∈A, denotes the state transition distribution from one trial to another. Primes (
′) are used to denote
“subsequent trials.” Let π(a|s) be the policy, i.e., the probability of action a in state s. q
( | )
p
y
p
y
We denote Qπ as the action-value function for a particular policy π when the initial (t = 0) state
is s and the initial action is a. It is calculated as a discounted sum of expected future rewards if the
agent follows the policy π from t = 1 onward: Qπ(s, a) := Eπ,P[
∞
∑
t=0
γtR(st, at)|s0 = s, a0 = a] where st ∈S, at ∈A and γ ∈[0, 1) is the discount factor. At the same time, Qπ is a fixed point of the
Bellman Operator Tπ (Bellman 1957), where st ∈S, at ∈A and γ ∈[0, 1) is the discount factor. At the same time, Qπ is a fixed point of the
Bellman Operator Tπ (Bellman 1957), TπQ(s, a) := E[R(s, a)] + γ ∑
s′,a′
P(s
′|s, a)π(a
′|s
′)Q(s
′, a
′) 7
To simplify things, we suppress the stochastic index “ω” which is used in probability theory to capture randomness. ω only
affects the rewards, and not the value function Q. This distinction will be important when we discuss de-coupling of the
terms of the RL updating equations. Risks 2020, 8, 113 8 of 20 The Bellman operator Tπ is used in policy evaluation (Sutton and Barto 2018). We intend to find
an optimal policy π∗, such that Qπ∗(s, a) ≥Qπ(s, a) for all (s, a, π). where R(s, a) + γ max
a′
Q(s
′, a
′) −Q(s, a)
(1) (1) is referred as the prediction error, or “TD-error,” and α is the learning rate. The updating rule uses
the estimate of the Q value in the subsequent trial for the action that is optimal given the state. TD Learning using this particular updating rule is called SARSA (State-Action-Reward-State-Action). Watkins and Dayan (1992) have shown that actions and action-state values converge to the true
(optimal) quantities, provided the agent explores, and visits all states, sufficiently. To accomplish this,
the agent has to ensure the learning rate α does not decrease too fast, and to use an exploration policy
(choices of actions a) that tries out all possibilities sufficiently often. Here, we will use the greedy
policy, whereby the agent chooses the optimal action in a state arg maxa Q(s, a) with chance 1 −ϵ and
a randomly chosen sub-optimal action with chance ϵ, for some ϵ > 0 which is reduced over time. 3.1. TD Learning The optimal state-action value
function Qπ∗is the unique fixed point of the Bellman optimality operator T∗, T∗Q(s, a) := E[R(s, a)] + γ∑
s′
P(s
′|s, a) max
a′
Q(s
′, a
′) In general, we do not know the full model of the MDP, let alone the optimal value functions
or optimal policy. Therefore, we introduce TD learning, which exploits the recursive nature of the
Bellman operator (Sutton and Barto 2018). Different versions of TD Learning exist. Watkins and Dayan (1992) proposed the following updating Q(s, a) ←Q(s, a) + α(R(s, a) + γ max
a′
Q(s
′, a
′) −Q(s, a)), 4. Leptokurtosis At the same time, rewards R(s, a) continue to be drawn from a leptokurtic
distribution. As a result, the prediction error is a sum of a leptokurtic term and an asymptotically
non-leptokurtic term. The resulting heterogeneity needs to be addressed. Measures to deal with
leptokurtosis may inadversely affect the second term.8 The two terms have to be decoupled
during updating. This is done neither in traditional TD Learning nor in disRL. 2. Heterogeneity of the prediction error. The prediction error (TD error) is the sum of two
components, the period reward R(s, a) and the (discounted) increment in values γQ(s
′, a
′) −
Q(s, a). As the agent has learned the optimal policy and the state transition probabilities, Q
values converge to expectations of sums of rewards. These expectations should eventually depend
only on states and actions. Since the distribution of state transitions is generally assumed to
be non-leptokurtic (e.g., Poisson), the increment in Q values γQ(s
′, a
′) −Q(s, a) will no longer
exhibit leptokurtosis. At the same time, rewards R(s, a) continue to be drawn from a leptokurtic
distribution. As a result, the prediction error is a sum of a leptokurtic term and an asymptotically
non-leptokurtic term. The resulting heterogeneity needs to be addressed. Measures to deal with
leptokurtosis may inadversely affect the second term.8 The two terms have to be decoupled
during updating. This is done neither in traditional TD Learning nor in disRL. 2. 3. 3. Non-stationarity of the distribution of Q values. As the agent learns, the empirical distribution
of Q values shifts. These shifts can be dramatic, especially in a leptokurtic environment. This is
problematic for implementations disRL that proceed as if it the distribution of Q values is
stationary. Categorical disRL, for instance, represents the distribution by means of histogram
defined over a pre-set range. Outlier rewards may challenge the set range (i.e., outliers easily
push the estimated Q-values beyond the set range). One could use a generous range, but this
reduces the precision with which the middle of the distribution is estimated. We will illustrate
this with an example when presenting results from our simulation experiments. Recursive
procedures, like those used in the Kalman filter or in conventional TD learning, are preferred
when a distribution is expected to change over time. Versions of disRL that fix probability levels
(e.g., by fixing probability levels, as in quantile disRL; Dabney et al. 8
Maximum likelihood estimation of the mean of a leptokurtic distribution, the t distribution for instance, eliminates the
influence of outliers by setting them (close to) zero, as we shall document later (see Figure 2). The resulting estimator is less
efficient than the simple sample average when the distribution is not leptokurtic, since observations are effectively discarded. 3.2. Distributional Reinforcement Learning (disRL) The mean Q value
(given the state s and action a) is then computed by integrating over the auxiliary distribution: Q(s, a) =
K
∑
i=1
pi(s, a|θ)zi, Q(s, a) =
K
∑
i=1
pi(s, a|θ)zi, Q(s, a) =
K
∑
i=1
pi(s, a|θ)zi, where the zis are (evenly spaced) midpoints for the K bins of the histogram. 3.2. Distributional Reinforcement Learning (disRL) Similar to the Bellman operator in TD Learning, the distributional Bellman operator, Tπ
D is formally
defined as: Similar to the Bellman operator in TD Learning, the distributional Bellman operator, Tπ
D is formally
defined as:
D
′
′ defined as: Tπ
DZ(s, a) D= R(s, a) + γZ(s
′, a
′),
(2) (2) where D= means equality in distribution (Bellemare et al. 2017; Rowland et al. 2019). States s
′ are
drawn according to P(s
′|s, a), actions a
′ are from the policy π, and rewards are drawn from the reward
distribution corresponding to the state s and action a. One of the proposed algorithms, the categorical approach (Bellemare et al. 2017), represents
distributions in terms of histograms. It assumes a categorical (binned) form for the state-action value
distribution. As such, the categorical approach approximates the value distribution using a histogram
with equal-size bins. The histogram is updated in two steps: (i) shifting the entire estimated probability
distribution of estimated Q values using the newly observed reward, (ii) mapping the shifted histogram
back to the original range. Notice that the range is fixed beforehand. As we shall see, this is problematic
especially in the context of tail risk. In disRL, the estimated distribution (in the form of, e.g., the histogram, as in categorical disRL)
is mostly not used directly to obtain an estimate of the mean Q value. Instead, the distance of the
estimated distribution from an auxiliary, parametric family of distributions is minimized. This allows
for flexible relationships between the Q value distributions and the states and actions. Often neural
networks are fitted, whence the term “deep RL.” Means of the fitted distributions are then computed
by simple integration. For instance, in categorical disRL, auxiliary probabilities pi(s, a|θ) for each
bin i (given the state s and action a) are obtained by minimizing the distance between them and the
histogram. The relation between the state-action pairs (s, a) and the probability of the ith bin is fit 9 of 20 Risks 2020, 8, 113 with a neural network with parameter vector θ using (nonlinear) Least Squares. 4. Leptokurtosis In principle (and as we shall see later through simulations), TD Learning and disRL are not well
equipped to handle a leptokurtic reward environment. There are at least three reasons for this. 1. Leptokurtosis of the reward distribution. disRL simply integrates over the distribution in
order to estimate the true Q value. Traditional TD Learning uses a recursive estimate. Both are
inefficient under leptokurtosis. Indeed, in general there exist much better estimators than the
sample average, whether calculated using the entire sample, or calculated recursively. The most
efficient estimator is the one that reaches the Cramér-Rao lower bound, or if this bound is invalid,
the Chapman-Robbins lower bound (Casella and Berger 2002; Schervish 2012). Under conditions
where maximum likelihood estimation (MLE) is consistent, MLE will provide the asymptotically
most efficient estimator with the lowest variance: it reaches the Cramér-Rao lower bound
(Casella and Berger 2002). Often, the MLE estimator of the mean is very different from the
sample average. This is the case, among others, under leptokurtosis. 1. Leptokurtosis of the reward distribution. disRL simply integrates over the distribution in
order to estimate the true Q value. Traditional TD Learning uses a recursive estimate. Both are
inefficient under leptokurtosis. Indeed, in general there exist much better estimators than the
sample average, whether calculated using the entire sample, or calculated recursively. The most
efficient estimator is the one that reaches the Cramér-Rao lower bound, or if this bound is invalid,
the Chapman-Robbins lower bound (Casella and Berger 2002; Schervish 2012). Under conditions
where maximum likelihood estimation (MLE) is consistent, MLE will provide the asymptotically
most efficient estimator with the lowest variance: it reaches the Cramér-Rao lower bound
(Casella and Berger 2002). Often, the MLE estimator of the mean is very different from the
sample average. This is the case, among others, under leptokurtosis. 2. Heterogeneity of the prediction error. The prediction error (TD error) is the sum of two
components, the period reward R(s, a) and the (discounted) increment in values γQ(s
′, a
′) −
Q(s, a). As the agent has learned the optimal policy and the state transition probabilities, Q
values converge to expectations of sums of rewards. These expectations should eventually depend
only on states and actions. Since the distribution of state transitions is generally assumed to
be non-leptokurtic (e.g., Poisson), the increment in Q values γQ(s
′, a
′) −Q(s, a) will no longer
exhibit leptokurtosis. 5.1. Environment
here are two states We create a canonical experimental environment that mimics typical decision-making in financial
markets. There are two states S : {s0, s1}, and two available actions A : {a0, a1}. So, agents’ actions
have no effect on the states: P(s
′|s, a) = P(s
′|s). (We continue to use primes [
′] to denote outcomes
in the subsequent trial.) The state transition probability P(s
′|s) is such that the probability of staying
in the same state is higher than the probability of switching to another state. One can view our
environment as a two-arm contextual bandit problem, with two discrete states and uncertain rewards. A graphical depiction in terms of a finite automaton is provided in Figure 1. { 0, 1},
{ 0,
1}
, g
e states: P(s
′|s, a) = P(s
′|s). (We continue to use primes [
′] to denote outcomes in the subsequent trial.) T
ate transition probability P(s
′|s) is such that the probability of staying in the same state is higher than t
obability of switching to another state. One can view our environment as a two-arm contextual bandit proble
ith two discrete states and uncertain rewards. A graphical depiction in terms of a finite automaton is provided
gure 1. s0
s1
a0, a1|0.3
a0, a1|0.7
a0, a1|0.7
a0, a1|0.3
Figure 1. Environment, depicted in terms of a finite automaton. Figure 1. Environment, depicted in terms of a finite automaton. s0
s1
a0, a1|0.3
a0, a1|0.7
a0, a1|0.7
a0, a1|0.3 a0, a1|0.3 a0, a1|0.3 Figure 1. Environment, depicted in terms of a finite automaton. Figure 1. Environment, depicted in terms of a finite automaton. We consider three different reward distributions. One is the standard gaussian distribution; the second o
a t distribution with low degrees of freedom, and hence, high leptokurtosis. The third one is the empiric
stribution of daily returns on the S&P 500 index. We comment later how the second and third distributions a
lated. Details are provided in Table 1. In all cases, the expected reward is the highest for action a0 in state
We consider three different reward distributions. One is the standard gaussian distribution; the
second one is a t distribution with low degrees of freedom, and hence, high leptokurtosis. The third
one is the empirical distribution of daily returns on the S&P 500 index. We comment later how the
second and third distributions are related. 4. Leptokurtosis (2018)) allow the range to
flexibly adjust, and therefore can accommodate nonstationarity. These would provide viable
alternatives as well. Risks 2020, 8, 113
In this sectio 10 of 20
introduc 10 of 20
introduc 5. Proposed Solution
ptokurtosis. In this section, we first present a simple environment where leptokurtosis can easily be introduced. We subsequently propose our enhancement of disRL, aimed at imputing robustness into RL in the face
of leptokurtosis. 1. Environment
W
i
l
i
l
i
h
i i
i
l d
i i
ki
i fi
i l
k 5.1. Environment
here are two states Details are provided in Table 1. In all cases, the expected
reward is the highest for action a0 in state s0 and action a1 in state s1. Consequently, the optimal policy
is pure-strategy with optimal state-action pairs equal to (s0, a0) and (s1, a1). ction a1 in state s1. Consequently, the optimal policy is pure-strategy with optimal state-action pair
a0) and (s1, a1). The traditional Gaussian reward structure provides the benchmark for the leptokurtic environments. F
Table 1. Reward Distributions: Three Cases. The optimal policy (highlighted in bold) is π(si) = ai for
i ∈{0, 1}. Nl,1 is the normal distribution with mean l and scale (standard deviation) 1, tl,1,1.1 is the
location-scale student t-distribution with location l, scale 1, and degrees of freedom equal to 1.1, and µd
is the empirical distribution of daily returns of the S&P 500 index. ake a t distribution with 1.1 degrees of freedom. This distrib
tosis (????). The third case uses the empirical distribution o
ocument later, when approximated using a t distribution, th
Reward Distribution Rt(s, a)
Gaussian
Leptokurtic
Empirical S&P 500
s0
s1
s0
s1
s0
s1
a0
N2.0,1
N1.5,1
t2.0,1,1.1
t1.5,1,1.1
µd + 2.0
µd + 1.5
a1
N1.5,1
N2.0,1
t1.5,1,1.1
t2.0,1,1.1
µd + 1.5
µd + 2.0 The traditional Gaussian reward structure provides the benchmark for the leptokurtic environments. For the first leptokurtic case, we take a t distribution with 1.1 degrees of freedom. This distribution has been
popular in finance to model leptokurtosis (Alberg et al. 2008); (Franses et al. 2007); (Mittnik et al. 1998);
(Bollerslev 1987). The third case uses the empirical distribution of daily returns on the S&P 500 index. As we shall document later, when approximated using a t distribution, the degrees of freedom are estimated
to be about 3. Interestingly, the fourth moment (which tracks leptokurtosis) does not exist when the number
of degrees of freedom equals 4 or less. In other words, leptokurtosis is extreme, even for an index as
diversified as the S&P 500. We take the difference in mean rewards between optimal and sub-optimal actions to be equal
to 0.5. In terms of returns, this implies that the difference in mean returns is a fraction of the reward 11 of 20 Risks 2020, 8, 113 standard deviation in the Gaussian case (or a fraction of the scale in the case of the t distribution). 5.2. Efficient disRL (e-disRL) The key distinguishing features in our approach are that we (i) decouple the two terms of the prediction
error in TD Learning, and (ii) use efficient estimation of the mean of the first term (R(s, a) in Equation (1)),
exploiting, as in disRL, the availability of the entire empirical distribution, while (iii) applying standard
recursive estimation on the second term of the prediction error (γQ(s
′, a
′) −Q(s, a) in Equation (1)). To disentangle the effect of separating the two terms of the prediction error and the use of efficient
estimation of the mean, we proceed in stages, and report results, first, for an estimator that only
implements the separation but continues to use the sample average as the estimator of the expected
rewards, and second, for an estimator that both separates the components of the TD error and applies
efficient estimation when calculating the mean of the empirical distribution of rewards. We refer to the
former as “e-disRL-,” and the latter as “e-disRL.” Summarizing: 1. e-disRL-: Rewards and discounted action-value updates are separated; standard recursive TD
learning is applied to the latter, and standard disRL to the former (i.e., the mean is estimated by
simple integration over the empirical reward distribution). 1. e-disRL-: Rewards and discounted action-value updates are separated; standard recursive TD
learning is applied to the latter, and standard disRL to the former (i.e., the mean is estimated by
simple integration over the empirical reward distribution). 2. e-disRL: Same as e-disRL-, but we use an efficient estimator for the mean of the reward distribution. 2. e-disRL: Same as e-disRL-, but we use an efficient estimator for the mean of the reward distribution. Algorithm 1 specifies the updating in terms of pseudo code. The algorithms for e-disRL- and
e-disRL only differ in how ˆE(Rt(s, a)) is computed. In both cases, per state-action pair, we record
rewards received in a history buffer M(s, a) (see line 5 in Algorithm 1). In e-disRL-, ˆE(Rt(s, a)) = 1
nt
nt
∑
i=0
Ri(s, a) ˆE(Rt(s, a)) = 1
nt
nt
∑
i=0
Ri(s, a) where nt is the number of rewards recorded for state-action pair (s, a), or the dynamic length of the
history buffer M(s, a), and Ri(s, a) is individual reward in the buffer. 5.1. Environment
here are two states This is to best emulate experience in field financial markets: historically, the Sharpe ratio (expected
reward to standard deviation ratio) of returns on financial assets tends to be below 1.0, i.e., the expected
return is a fraction of the return standard deviation. See, e.g., Bogle (2016). 5.2. Efficient disRL (e-disRL) In case of e-disRL, we employ
the Maximum Likelihood Estimation principle and obtain an estimate of the mean by applying the
mle estimator to the history buffer M(s, a). Algorithm 1: Pseudo-Code for e-disRL- and e-disRL. Algorithm 1: Pseudo-Code for e-disRL- and e-disRL. 1 for episode in n episodes do
2
for step t in m steps do
3
a = ε-greedy(Q(s, a));
4
Rt(s, a) = environment(a);
5
update M(s, a) by appending Rt(s, a);
6
Q(s, a) ←Q(s, a) + α( ˆE(Rt(s, a)) + γQ(s
′, a
′) −Q(s, a))
7
end
8 end The mle estimator of the mean of a gaussian distribution equals the sample average, hence in the
gaussian environment there is no difference between e-disRL- and e-disRL. However, when rewards
are generated by the t distribution, the mle estimator differs. Here, we deploy the mle estimator
of the mean when the scale parameter is unknown, but the number of degrees of freedom fixed. See Liu and Rubin (1995). An analytical expression does not exist, but a common approach is to use 12 of 20 Risks 2020, 8, 113 an iterative procedure, the Expectation-Maximization (EM) algorithm. The algorithm first performs an
Expectation step (E) on the history buffer: ˆwi = [(v + 1)s2]/[vs2
t + (Ri(s, a) −¯x)2], ˆwi = [(v + 1)s2]/[vs2
t + (Ri(s, a) −¯x)2], ˆwi = [(v + 1)s2]/[vs2
t + (Ri(s, a) −¯x)2], where, initially, where, initially, ,
y,
¯x = 1
nt
nt
∑
i=0
Ri(s, a) ¯x = 1
nt
nt
∑
i=0
Ri(s, a) and and and
s2 = 1
nt
nt
∑
i=0
(Ri(s, a) −¯x)2. s2 = 1
nt
nt
∑
i=0
(Ri(s, a) −¯x)2. This is followed by a Maximization step (M): This is followed by a Maximization step (M): ˆE(Rt(s, a)) =
nt
∑
i=0
ˆwiRi(s, a)/
nt
∑
i=0
ˆwi, where v is the degrees of freedom, and nt is the length of the history buffer M(s, a) in trial t. The two
steps can then be repeated until convergence, each time substituting the new estimate ˆE(Rt(s, a)) from
step 2 for the old estimate of the mean in step 1 ( ¯x) and recomputing the sample variance using the
same weights as for the mean: where v is the degrees of freedom, and nt is the length of the history buffer M(s, a) in trial t. 6.1. Methods To evaluate our approach, we ran TD Learning (SARSA version), categorical disRL, e-disRL-
and e-disRL on the “Gaussian,” “Leptokurtic,” and the “Empirical S&P 500” reward settings in
our canonical two-state environment. To implement disRL, we replicated the original categorical
approach proposed in Bellemare et al. (2017), with slight modifications to make it suitable for our task. The number of bins (K) in the histogram was set to 100, and the midpoints were equispaced in a range
from −30 to +30. We refrained from parametrically fitting a family of distributions to the histograms
because this step is used in disRL to learn an unknown relation between state-action values and states
when the state space is complex. In our environment, there are only 2 discrete states, and hence,
there is no need to learn the relationship Q values-states. Elimination of the parametric fitting step
allows us to focus on the action-value learning. We compute the mean of the histogram by integration
over the histogram. October 22, 2020
ows us to focus on the action-value learning. We compute the mean of the histogram by integratio
togram. n experiment consists of 100 game plays. Each game play contains 200 episodes, comprised each
trials/periods). The episodes artificially divides game play into epochs of equal length, to evalua g
An experiment consists of 100 game plays. Each game play contains 200 episodes, comprised each
of 100 steps (trials/periods). The episodes artificially divides game play into epochs of equal
length, to evaluate how much the agent has learned, and to control exploration and learning rates. Episodes 1–10 (1000 trials in total) are exploratory, whereby the agents uses the greedy algorithm with
an exploration rate ε that decays exponentially from 0.9. After 10 episodes, exploration stops, and the
agent implements the policy deemed optimal at the beginning of a new trial. The discount factor,
γ = 0.9, and the learning rate, α = 0.1, are both fixed throughout. We dynamically adjust the length
of the buffer with historical rewards, which implies that the buffer grows across trials and episodes. Figure 3 displays a graphical depiction of the setup. he agent has learned, and to control exploration and learning rates. Episodes 1-10 (1000 trials in tot
atory, whereby the agents uses the greedy algorithm with an exploration rate ε that decays expone
0.9. isRL /e disRL increase this percentage to 100% (in the gaussian case, e disRL and e DisRL are ide
he Gaussian Environment
9
Traditional disRL approximates the empirical distribution of Q values with a parametric family of distribution, in order
to capture complex relationships between a large state space and state-action values. This approximation complicates
convergence proofs; see, e.g., Bellemare et al. (2017); Dabney et al. (2018); Rowland et al. (2018). 5.2. Efficient disRL (e-disRL) The two
steps can then be repeated until convergence, each time substituting the new estimate ˆE(Rt(s, a)) from
step 2 for the old estimate of the mean in step 1 ( ¯x) and recomputing the sample variance using the
same weights as for the mean: s2 =
nt
∑
i=0
ˆwi(Ri(s, a) −¯x)2/
nt
∑
i=0
ˆwi. Importantly, the mle estimator does not simply truncate samples, as in many versions of robust
estimation (e.g., Huber’s approach; see Sun et al. (2020)). The mle estimator down-weighs outliers in
surprising ways; see Figure 2. The estimator compresses the outcomes into a finite interval, and even
pushes outliers closer to the mean than non-outlier outcomes. The mle estimator equals the sample
average of non-monotonically transformed outcomes. Figure 2. Transformation of outcomes in mle estimation of the mean of a t distribution with location
2.0, scale 1 and 1.1 degrees of freedom. Based on a sample of 500 observations. Outcomes in the tails
of the distribution are not truncated; instead, they are mapped close to zero, eliminating their impact. Outcomes close to the (estimated) mean have maximum influence; they are mapped into the highest
and lowest values. The transformation is non-monotonic. Figure 2. Transformation of outcomes in mle estimation of the mean of a t distribution with location
2.0, scale 1 and 1.1 degrees of freedom. Based on a sample of 500 observations. Outcomes in the tails
of the distribution are not truncated; instead, they are mapped close to zero, eliminating their impact. Outcomes close to the (estimated) mean have maximum influence; they are mapped into the highest
and lowest values. The transformation is non-monotonic. 13 of 20 Risks 2020, 8, 113 13 of 20 5.3. Convergence Convergence of estimated Q values to true ones is not an issue for e-disRL as it builds on a
mix of disRL (for estimation of the expected immediate reward component of the prediction error)
and TD learning (for the expected Q values in the state of the subsequent trial, conditional on
optimal action). The efficient estimators of the mean reward merely change speed of convergence,
not convergence per se.9 10
The quantiles or expectiles versions of disRL are not subject this influence. Like the empirical distribution approach we use
in e-disRL, unbounded ranges are possible. 6.1. Methods After 10 episodes, exploration stops, and the agent implements the policy deemed optimal
ing of a new trial. The discount factor, γ = 0.9, and the learning rate, α = 0.1, are both fixed throu
namically adjust the length of the buffer with historical rewards, which implies that the buffer grows
nd episodes. Figure 3 displays a graphical depiction of the setup. Episode 1
ϵ−greedy
10
200
j
Step
1
100
Constant α
Figure 3. Experiment Timeline. Figure 3. Experiment Timeline. Episode 1
ϵ−greedy
10
200
j
Step
1
100
Constant α
Figure 3. Experiment Timeline. Figure 3. Experiment Timeline. Episode 1
ϵ−greedy
10
200
j
Step
1
100
Constant α
Figure 3. Experiment Timeline. Figure 3. Experiment Timeline. Figure 3. Experiment Timeline
Figure 3. Experiment Timeline. ll the results and analyses below are conducted solely on post-exploration data. That is, they reflect
All the results and analyses below are conducted solely on post-exploration data. That is, they
reflect actions and Q values after the 10 exploratory episodes (or 10 × 100 = 1000 trials). values after the 10 exploratory episodes (or 10 × 100 = 1000 trials). Other parameter configurations could be envisaged. We show below, however, that the parameter
well in the baseline, gaussian environment. There, we find that all learning approaches learn effe
arning and (categorical) disRL report the correct policy at the end of ≈50% of episodes beyond e
Other parameter configurations could be envisaged. We show below, however, that the parameter
choice works well in the baseline, gaussian environment. There, we find that all learning approaches
learn effectively. TD Learning and (categorical) disRL report the correct policy at the end of ≈50% of
episodes beyond episode 10. e-disRL-/e-disRL increase this percentage to 100% (in the gaussian case,
e-disRL- and e-DisRL are identical). Risks 2020, 8, 113 14 of 20 14 of 20 6.2. The Gaussian Environment Under gaussian rewards, traditional TD Learning generates excellent performance, but e-disRL-
(and equivalently, e-disRL) is more robust, generating 100% accuracy; see Table 2. disRL is very
disappointing, but we hasten to add that this is because we implemented the categorical version,
which estimates Q values distributions using histograms. As we shall discuss at the end of this section,
this requires one to commit to a finite range of possible estimated Q values. But the range of immediate
rewards is unbounded, and immediate rewards have a large influence on estimated Q values in early
stages of learning. As a result, bounds on the range of estimated Q values generate biases.10 Table 2. Percentage of game plays where the artificial agent attained the optimal policy at the end
of episodes 11-200. Convergence Robustness is the percentage of 100 game plays where the agent’s
chosen policy is the optimal one at the end of episodes 11-200. Each episode consists of 100 trials. First 10 episodes are excluded because exploration takes place. Learning is allowed throughout all
episodes. Learned Q values carry over across episodes. Percentages are averaged over the two
states. The Convergence Robustness of e-disRL- and e-disRL in the Gaussian case is the same,
because the maximum likelihood estimator of the mean (used in e-disRL) equals the sample average
(used in e-disRL-). Table 2. Percentage of game plays where the artificial agent attained the optimal policy at the end
of episodes 11-200. Convergence Robustness is the percentage of 100 game plays where the agent’s
chosen policy is the optimal one at the end of episodes 11-200. Each episode consists of 100 trials. First 10 episodes are excluded because exploration takes place. Learning is allowed throughout all
episodes. Learned Q values carry over across episodes. Percentages are averaged over the two
states. The Convergence Robustness of e-disRL- and e-disRL in the Gaussian case is the same,
because the maximum likelihood estimator of the mean (used in e-disRL) equals the sample average
(used in e-disRL-). Convergence Robustness
Gaussian
Leptokurtic
Empirical S&P 500
TD
67(%)
1(%)
42(%)
disRL
5
1
1
e-disRL-
e-disRL
100
16
80
100
100
6.3. The Leptokurtic Enviroment I: t-Distribution Convergence Robustness
Gaussian
Leptokurtic
Empirical S&P 500 6.3. The Leptokurtic Enviroment I: t-Distribution 6.3. The Leptokurtic Enviroment I: t-Distribution With leptokurtic rewards, our results confirm the importance of separately accounting for the two
terms of the prediction error and using efficient estimation on the term most affected by leptokurtosis. Table 2 shows that both TD Learning and disRL report the optimal policy at the end of all episodes
11-100 only in 1% of game plays. e-disRL-, which simply accommodates heterogeneity of the terms
of the prediction error, increases this to 16%. With efficient estimation of the mean of the reward
distribution, e-disRL increases this further to an impressive 80%. Table 2 may display an overly tough criterion. Table 3 looks at average performance across episodes. Standard errors show that average performance is estimated with high precision. Only e-disRL
generates high levels of performance: it attains the optimal policy on average in 95%/98% of episodes,
though there are game plays where it reports optimal policy in none of the episodes. The latter may be
attributed to the short duration of exploration (10 episodes). The other three learning protocols report
optimal policies only in slightly more than half of the episodes. Performance improves when moving
from TD Learning and disRL to e-disRL-, demonstrating that separately accounting for immediate
rewards and subsequent Q values during updating is beneficial. 15 of 20 Risks 2020, 8, 113 Table 3. Performance in the leptokurtic environment: Details. Robust Convergence: Percentage of 100
game plays the agent reports the optimal policy at the end of all of episodes 11-200; averages across
states are reported in Table 2. Average Convergence: Percentage of episodes in a game play where
optimal policy is reported at episode end. Episodes 1-10 are excluded. Mean, St Error and Min, Max are
calculated over 100 game plays. Learning
Robust
Average Convergence
Procedure
State
Convergence
Mean
St Error
(Min, Max)
TD Learning
s0
1(%)
54(%)
3(%)
(0(%), 100(%))
s1
1
56
3
(0, 100)
disRL
s0
1
55
4
(0, 100)
s1
1
45
4
(0, 100)
e-disRL-
s0
20
59
4
(0, 100)
s1
12
63
4
(0, 100)
e-disRL
s0
77
95
2
(0, 100)
s1
83
98
1
(5, 100) Figure 4 displays histograms of the prediction errors in TD Learning and e-disRL for episodes
11 through 200 during a single random game play. The distributions for TD Learning are highly
leptokurtic, as they inherit the leptokurtosis of the underlying reward distribution. 6.3. The Leptokurtic Enviroment I: t-Distribution In contrast,
the distributions of prediction errors are concentrated around zero when using e-disRL. Notice that,
for e-disRL, there are hardly any prediction errors for sub-optimal actions (a1 in state s0 and a0 in
state 1). This is because (i) e-disRL learned the correct policy after 10 episodes, (ii) e-disRL rarely
un-learned the optimal policy afterwards, (iii) the agent no longer explored (i.e., the agent always
chooses the optimal action). State s0
State s1
Action a0
60
40
20
0
20
40
60
TD Errors
0
5
10
15
20
25
Frequency
TD
0.05
0.00
0.05
0.10
TD Errors
e-disRL
75
50
25
0
25
50
TD Errors
0
10
20
30
Frequency
TD
0.0
0.2
0.4
0.6
0.8
1.0
TD Errors
e-disRL
Action a1
15
10
5
0
TD Errors
0.0
0.2
0.4
0.6
0.8
1.0
Frequency
TD
0.0
0.2
0.4
0.6
0.8
1.0
TD Errors
e-disRL
15
10
5
0
5
TD Errors
0
2
4
6
8
Frequency
TD
0.06
0.04
0.02
0.00
0.02
0.04
TD Errors
e-disRL
Figure 4. Prediction error histograms for all trials during episodes 11-200 of a single game play,
TD Learning and e-disRL. There are no observations, and hence, no histograms, for e-disRL in
state-action pair (s0, a1), because the artificial agents reached the optimal policy at the end of the
10th episode, never switched policy afterwards, and stopped exploring. In one single trial, the e-disRL
agent implemented the sub-optimal policy in state-action pair (s1, a0). State s0
Action a0
60
40
20
0
20
40
60
TD Errors
0
5
10
15
20
25
Frequency
TD
0.05
0.00
0.05
0.10
TD Errors
e-disRL
Action a1
15
10
5
0
TD Errors
0.0
0.2
0.4
0.6
0.8
1.0
Frequency
TD
0.0
0.2
0.4
0.6
0.8
1.0
TD Errors
e-disRL State s1
75
50
25
0
25
50
TD Errors
0
10
20
30
Frequency
TD
0.0
0.2
0.4
0.6
0.8
1.0
TD Errors
e-disRL
15
10
5
0
5
TD Errors
0
2
4
6
8
Frequency
TD
0.06
0.04
0.02
0.00
0.02
0.04
TD Errors
e-disRL Figure 4. Prediction error histograms for all trials during episodes 11-200 of a single game play,
TD Learning and e-disRL. Risks 2020, 8, 113 Risks 2020, 8, 113 16 of 20 16 of 20 Because it uses an efficient estimator, e-disRL produces symmetric, concentrated distributions
around the true values for the optimal state-action pairs (20).11 In the case of sub-optimal state-action
pairs, the averages are below the true values (19.5).12 This can be attributed to the fact that the e-disRL
agent rarely chooses sub-optimal actions after the exploration epoch (episodes 1-10), as discussed
before. As a result, the estimated Q values are rarely updated beyond episode 10. Technically, they are
based on erroneously chosen actions in the calculation of the estimated Q values in the subsequent
trial. The actions are chosen erroneously because the agent has not learned yet to identify the optimal
policy. The true Q values (19.5) are instead based on the true expected reward in the immediate reward
and the expected (discounted) Q value across possible states in the subsequent trial, evaluated at
the truly optimal actions.13 Incomplete learning also explains the higher variance of the estimated
Q values in the case of suboptimal state-action pairs. The distributions of Q values are highly leptokurtic for TD Learning and e-disRL-, and in the case
of TD Learning, significantly left-skewed as well. State s0
Action a0
2000
0
Q-values
0
10
20
30
40
Frequency
TD
100
0
100
Q-values
e-disRL-
16
18
20
Q-values
e-disRL
Action a1
2000
1000
0
Q-values
0
10
20
30
Frequency
TD
0
20
40
60
Q-values
e-disRL-
14
16
18
20
Q-values
e-disRL State s0
State s1
Action a0
2000
0
Q-values
0
10
20
30
40
Frequency
TD
100
0
100
Q-values
e-disRL-
16
18
20
Q-values
e-disRL
2000
0
Q-values
0
10
20
30
Frequency
TD
0
50
100
Q-values
e-disRL-
16
18
20
Q-values
e-disRL
Action a1
2000
1000
0
Q-values
0
10
20
30
Frequency
TD
0
20
40
60
Q-values
e-disRL-
14
16
18
20
Q-values
e-disRL
3000
2000
1000
0
Q-values
0
20
40
60
Frequency
TD
20
0
20
40
60
Q-values
e-disRL-
14
16
18
20
Q-values
e-disRL
Figure 5. Histograms of estimated Q values at the end of episode 200 in 100 game plays. TD Learning,
e-disRL- and e-disRL. The effect of tail risk is marked under TD Learning, and is still quite noticeable
when decoupling the immediate reward in the prediction error while estimating its mean using the
sample average of past rewards (e-disRL-). Risks 2020, 8, 113 Only when an efficient estimator of the mean is used
(e-disRL) does the effect of tail risk disappear. 6.4. The Leptokurtic Environment II: Drawing Rewards from the Empirical Distribution of S&P 500
Daily Returns State s1
2000
0
Q-values
0
10
20
30
Frequency
TD
0
50
100
Q-values
e-disRL-
16
18
20
Q-values
e-disRL
3000
2000
1000
0
Q-values
0
20
40
60
Frequency
TD
20
0
20
40
60
Q-values
e-disRL-
14
16
18
20
Q-values
e-disRL Figure 5. Histograms of estimated Q values at the end of episode 200 in 100 game plays. TD Learning,
e-disRL- and e-disRL. The effect of tail risk is marked under TD Learning, and is still quite noticeable
when decoupling the immediate reward in the prediction error while estimating its mean using the
sample average of past rewards (e-disRL-). Only when an efficient estimator of the mean is used
(e-disRL) does the effect of tail risk disappear. Figure 5. Histograms of estimated Q values at the end of episode 200 in 100 game plays. TD Learning,
e-disRL- and e-disRL. The effect of tail risk is marked under TD Learning, and is still quite noticeable
when decoupling the immediate reward in the prediction error while estimating its mean using the
sample average of past rewards (e-disRL-). Only when an efficient estimator of the mean is used
(e-disRL) does the effect of tail risk disappear. 6.4. The Leptokurtic Environment II: Drawing Rewards from the Empirical Distribution of S&P 500
Daily Returns We now use the empirical distribution of daily open-to-close returns of the S&P500 index over the
period of 1970–2019 as our reward distribution. We fit a t distribution with mle to recover the degrees
of freedom v and set the scaling factor equal to 1. We then use the fitted v to implement efficient
estimation of the mean reward in e-disRL. The estimate of the degrees of freedom equalled 3.29. This is
higher than the degrees of freedom we used in the second experiment, but still low enough for fourth
moments not to exist, and hence, leptokurtosis (tail risk) to be extreme. When compared TD Learning and disRL, we again record a substantial improvement when
compared to e-disRL. See Table 4. Evidently, most of the improvement appears to emerge because of
decoupling of the immediate reward and the Q value in the subsequent trial: e-disRL- reaches the
same convergence statistics as e-disRL. 12
For suboptimal state-action pairs, the Q values equal the immediate expected reward from a sub-optimal action, namely,
1.5, plus the expected infinite sum of discounted rewards when switching to the optimal policy in the subsequent trial and
beyond. That is, the Q value equals 1.5 + (0.9)(20) = 19.5. 11
The Q values of the optimal state-action pairs can readily be computed by taking the infinite sum of maximal expected
rewards (2.0) discounted with a discount factor equal to 0.9. That is, the Q values equal 2.0/(1 −0.9) = 20. y
Q
q
13
See previous footnote for calculations. 6.3. The Leptokurtic Enviroment I: t-Distribution There are no observations, and hence, no histograms, for e-disRL in
state-action pair (s0, a1), because the artificial agents reached the optimal policy at the end of the
10th episode, never switched policy afterwards, and stopped exploring. In one single trial, the e-disRL
agent implemented the sub-optimal policy in state-action pair (s1, a0). Figure 5 demonstrates that the leptokurtosis of the prediction errors for the TD Learning agent
adversely impacts the estimates of the Q values. Shown are distributions of estimated Q values at
the end of 200 episodes across 100 game plays. The impact is still noticeable when we merely split
the prediction error and use the traditional sample average to estimate the expected reward in the
immediate trial, as is the case for e-disRL-. y
Q
q
(
)(
)
3
See previous footnote for calculations. Risks 2020, 8, 113 That is, in the case of a broadly diversified index such as S&P 17 of 20 Risks 2020, 8, 113 500, most of the issues with tail risk disappear by merely properly accounting for heterogeneity in the
terms of the prediction error. Table 4. Performance against the S&P 500 daily return distribution: Details. Robust Convergence:
Percentage of 100 game plays the agent reports the optimal policy at the end of all of episodes 11-200;
averages across states are reported in Table 2. Average Convergence: Percentage of episodes in a game
play where optimal policy is reported at episode end. Episodes 1-10 are excluded. Mean, St Error and
Min, Max are calculated over 100 game plays. Learning
Robust
Average Convergence
Procedure
State
Convergence
Mean
St Error
(Min, Max)
TD Learning
s0
37(%)
99(%)
<0.5(%)
(95(%), 100(%))
s1
47
99
<0.5
(97, 100)
disRL
s0
1
69
3
(3, 100)
s1
1
62
3
(1, 100)
e-disRL-
s0
100
100
0
(100, 100)
s1
100
100
0
(100, 100)
e-disRL
s0
100
100
0
(100, 100)
s1
100
100
0
(100, 100)
6.5. Impact of Outlier Risk on Categorical Distributional RL 6.5. Impact of Outlier Risk on Categorical Distributional RL 6.5. Impact of Outlier Risk on Categorical Distributional RL The categorical version of disRL does not perform well, even in the baseline, gaussian case. We attribute this to the agent’s setting of the range of potential Q values to a predetermined,
fixed (and finite) range. We had set the range equal to [−30, +30], based on knowledge of the
optimal Q values (20 and 19.5 for optimal and sub-optimal state-action pairs, respectively) and of the
reward distributions (mean 2 or 1.5). (In real-world implementation of disRL, this information may
not be available!) However, in all treatments, the range of estimated Q values is unbounded since the
immediate reward distribution is unbounded, so estimates of Q are unbounded too. Figure 6 illustrates how range constraints adversely affects inference in the leptokurtic treatment
(t distribution). The figure shows that, at the end of episode 16 of the game play at hand, 100% of the
distribution is assigned to the lowest bin in state-action pairs (s0, a1) and (s1, a0). The issue is resolved
in the susbequent episode (17), i.e., after an additional 100 trials, in the case of (s1, a0). Risks 2020, 8, 113 However,
it is not resolved for (s0, a1) and emerges anew in state-action pair (s1, a1). Intuitively, the results are
to be expected because there is a high chance of an exceptionally large reward under a leptokurtic
distribution such as that of daily returns on the S&P 500. State s0
State s1
Action a0
10
11
12
13
14
15
16
17
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
3
2
1
0
1
2
3
Q-value histogram
Episode 17
30
29
28
27
26
25
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
3
2
1
0
1
2
3
Q-value histogram
Episode 17
Action a1
30
29
28
27
26
25
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
30
29
28
27
26
25
Q-value histogram
Episode 17
10
11
12
13
14
15
16
17
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
30
29
28
27
26
25
Q-value histogram
Episode 17
Figure 6. Q value histograms for (Categorical) disRL, leptokurtic case. Shown are distributions at the
end of Episodes 16 and 17 in one particular game play. Game play is chosen to highlight the impact of
tail risk on categorical disRL. The distributions for Episode 17 are obtained from those in Episode 16
plus 100 trials of disRL learning (without exploration). Note that the scale of the horizontal axes is not
uniform across state-action pairs and episodes. State s0
Action a0
10
11
12
13
14
15
16
17
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
3
2
1
0
1
2
3
Q-value histogram
Episode 17
Action a1
30
29
28
27
26
25
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
30
29
28
27
26
25
Q-value histogram
Episode 17 State s1
30
29
28
27
26
25
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
3
2
1
0
1
2
3
Q-value histogram
Episode 17
10
11
12
13
14
15
16
17
Q-value histogram
0.0
0.5
1.0
Probability
Episode 16
30
29
28
27
26
25
Q-value histogram
Episode 17 Figure 6. Q value histograms for (Categorical) disRL, leptokurtic case. Shown are distributions at the
end of Episodes 16 and 17 in one particular game play. Game play is chosen to highlight the impact of
tail risk on categorical disRL. 7. Conclusions Distributional RL improves on traditional RL by considering the entire distribution of
action-values instead of just the mean. In a leptokurtic environment, availability of the distribution can
be exploited to estimate the mean in a more efficient way, ensuring that outliers do not cause policy
non-convergence or policy instability. In addition, when tail risk affects the reward distribution and not
the state transitions, it is beneficial to decouple the two terms in the prediction error of RL, and apply
efficient estimation of the mean only to the immediate reward component. These two considerations
are the essence of our proposal, e-disRL. In a simple,
canonical investment problem,
a contextual two-arm bandit problem,
we demonstrated how e-disRL improves machine learning dramatically. We illustrated the importance
of both efficient estimation and decoupling of the components of the RL updating equations. From a broader perspective, our results underscore the importance of bringing prior
domain-specific knowledge to machine learning algorithms using the tools of mathematical statistics. Leptokurtosis is a specific property of financial data. Mathematical statistics has developed many
useful principles and tools to tackle other problems as well. Distributional RL provides the appropriate
setting to introduce those principles and tools. Performance is thereby improved substantially. An example beyond finance is an environment where rewards are generated by an
exponential distribution with unknown lower bound (the so-called shifted-exponential distribution;
see Rowland et al. (2019)). There, the sample average converges to the true mean at a speed equal to
the square-root of the sample size. There exists an alternative estimator of the mean, computed from
the minimum observed in the sample. This estimator converges much faster, at a rate equal to the
sample size. The estimator is the most efficient one; it reaches the Chapman-Robbins lower bound on
the variance of any estimator.15 Mathematical statistics can be brought to bear on other widely encountered problems in reward
distributions, such as skewness (another feature of financial data), or small distributional shifts that
become significant only after substantial accumulation (“black swans”). In each domain, distributional
reinforcement learning can be exploited to obtain the most efficient way to estimate mean action-values
across states, and hence, enhance control. In each case, however, it will be important to determine
whether disRL should be applied to the entire prediction error, or whether one should de-couple
immediate rewards from estimates of subsequent Q values. Author Contributions: Conceptualization, methodology and validation, P.B., S.H. Risks 2020, 8, 113 Risks 2020, 8, 113 18 of 20 As mentioned before, versions of disRL that do not fix the range of possible edstimated Q values
are immune to the negative influence of tail risk displayed in Figure 6. These include disRL techniques
based on quantiles or expectiles. This does not mean that the alternatives fully accommodate tail
risk. Rowland et al. (2019) shows how even quantile-based disRL cannot deal with tail risk in the
shifted-exponential distribution. A disRL approach based on expectiles works better.14 (
y
)
15
The Cramèr-Rao lower bound does not exist for the shifted-exponential distribution, which is why we refer here to the
Chapman-Robbins bound. 14
Expectiles are related to expected shortfall/Conditional Value at Risk (CVaR) in finance. CVaR is the expected loss in the
tails of a distribution (Rockafellar and Uryasev 2000). Risks 2020, 8, 113 The distributions for Episode 17 are obtained from those in Episode 16
plus 100 trials of disRL learning (without exploration). Note that the scale of the horizontal axes is not
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funding acquisition, P.B. All authors have read and agreed to the published version of the manuscript. Funding: This research was funded through a R@MAP Chair of the University of Melbourne awarded to P.B. S.H. was supported by an Australian Government Research Training Program (RTP) Scholarship. Acknowledgments: Queries from participants at the 2019 Multi-disciplinary Conference on Reinforcement
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https://projecteuclid.org/journals/electronic-journal-of-statistics/volume-10/issue-2/REML-estimation-with-intrinsic-Mat%c3%a9rn-dependence-in-the-spatial-linear/10.1214/16-EJS1125.pdf
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REML estimation with intrinsic Matérn dependence in the spatial linear mixed model
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REML estimation with intrinsic
Mat´ern dependence in the spatial
linear mixed model Somak Dutta
Iowa State University, Ames, USA
e-mail: somakd@iastate.edu and
Debashis Mondal
Oregon State University, Corvallis, USA
e-mail: debashis@stat.oregonstate.edu Electronic Journal of Statistics
Vol. 10 (2016) 2856–2893
ISSN: 1935-7524
DOI: 10.1214/16-EJS1125 Electronic Journal of Statistics
Vol. 10 (2016) 2856–2893
ISSN: 1935-7524
DOI: 10.1214/16-EJS1125 Electronic Journal of Statistics
Vol. 10 (2016) 2856–2893
ISSN: 1935-7524
DOI: 10.1214/16-EJS1125 Electronic Journal of Statistics
Vol. 10 (2016) 2856–2893
ISSN: 1935-7524
DOI: 10.1214/16-EJS1125 1. Introduction In recent years, interest in connecting lattice-based Gaussian random fields with
geostatistical models has increased significantly, as researchers begin to explore
the extent to which lattice-based models offer an adequate fit or explanation
to continuum spatial variations we see in real data. At the forefront of these
discussions are the works of McCullagh (2002), Besag (2002), Besag and Mon-
dal (2005), McCullagh and Clifford (2006), Lindgren et al. (2011), Dutta and
Mondal (2015a), Mondal (2013), and many others. In particular, the work of
McCullagh (2002) lays a theoretical foundation for the use of the de Wijs pro-
cess or the logarithmic covariance model for spatial analysis. Besag and Mondal
(2005) derive the connection between first-order intrinsic autoregression and
the de Wijs process in which the latter arises as the scaling limit of the for-
mer. Using stochastic partial differential equation representations, Lindgren et
al. (2011) (see also Gay and Heyde, 1990; Kelbert et al., 2005) provide useful
Gaussian Markov random field approximations to a subclass of Mat´ern covari-
ance models, and present Galerkin methods for statistical computations. Dutta
and Mondal (2015a), on the other hand, derive fast matrix-free computations
for spatial mixed models based on Gaussian Markov random fields with nugget
effects, enhancing the computations developed in Lindgren et al. (2011). En-
couraged by these developments, we undertake here the novel possibility of
using the first-order Gaussian intrinsic autoregression on the regular lattice as
a building block for constructing fractionally differenced random fields. The
latter, as we shall see, is unique in approximating continuum intrinsic Mat´ern
random fields that have an important place in the geostatistical literature. It is
these lattice-based fractional random fields that give a fresh perspective to the
conceptual framework of spatial Mat´ern dependence analysis, whose full poten-
tial has not been realized. We also develop novel, scalable, easy-to-implement
and yet sophisticated matrix-free computations that allow us to argue for their
wider relevance, and help us understand many of the strengths and weaknesses
of intrinsic Mat´ern dependence models. Thus, our purpose in studying Mat´ern models is distinct from classical works
of Mardia and Marshall (1984), Handcock and Stein (1993), Stein (1999), Dig-
gle et al. (2003), Guttorp and Gneiting (2006), Minasny and McBratney (2007),
Pardo-Ig´uzquiza et al. (2009), Anitescu et al. (2012) and many others on con-
ventional fitting of stationary Mat´ern covariances to spatial data. and Received April 2015. Received April 2015. and Abstract: We present a new matrix-free residual maximum likelihood
(REML) analysis for irregularly spaced spatial data, where observations
usually represent average values over very small regions that are inter-
preted as points. The REML analysis is obtained after embedding the sam-
pling locations in a fine scale rectangular lattice, treating unobserved sites
as missing data. The spatial random fields considered here are based on
fractional Laplacian differencing on the lattice and they are unique in ap-
proximating continuum intrinsic Mat´ern dependence. Here, using the h-
likelihood method, we derive REML estimating equations that allow for
singular precision matrices, estimation of covariate effects, prediction of
unobserved spatial effects and REML estimation of precision parameters
as a solution to an explicit gamma non-linear model. Furthermore, we de-
vise a sophisticated computational algorithm that enables us to achieve
scalable matrix-free statistical computations. In particular, these matrix-
free computations include the use of (1) the two-dimensional discrete co-
sine transformation that arises in the spectral decomposition of the preci-
sion matrix of our spatial random fields and that allows fast matrix-free
matrix-vector multiplication, (2) a matrix-free pre-conditioned Lanczos al-
gorithm that solves non-sparse matrix equations with linear constraints,
(3) a matrix-free Hutchinson’s trace estimator that stochastically approxi-
mates the trace of a matrix, (4) a robust trust region method that always
finds a local maximum of the non-concave residual log-likelihood function
and (5) some preliminary computations of the log REML likelihood func-
tion based on Taylor series approximation. Using computer experiments,
we provide further understanding on not just the number and values but
also the basins of attraction of the local and global maxima of the REML
function. This understanding significantly simplifies the problem of finding
global maxima. We further demonstrate through computer experiments
that our matrix-free REML estimators attain both efficiency and geosta-
tistical inference, and surpass the widely used INLA methods in computa-
tional times. We provide an extensive application on mapping ground water
arsenic concentration in Bangladesh, indicating numeric consistency of re-
sults and robustness of inference to changes of lattice spacing. The paper
closes with some discussions that include computations in the stationary
case, conditional simulations and matrix-free MCMC computations. 2856 2857 REML estimation with intrinsic Mat´ern dependence Keywords and phrases: Arsenic contamination, discrete cosine trans-
form, fractional differencing, Hutchinson’s trace approximations, incom-
plete Cholesky, Lanczos algorithm, long range dependence, power vari-
ogram, matrix-free computations, trust region method. 1. Introduction Furthermore,
the purpose here is also distinct from studying Whittle’s spectral approxima-
tions methods (see e.g., Guyon (1982), Dahlhaus and K¨unsch (1987), Kent and
Mardia (1996), Fuentes (2007) and many others) for estimating parameters of 2858 S. Dutta and D. Mondal stationary covariances. Necessarily, we avoid direct modeling via covariances or
spectral densities, and instead focus on the structure of the precision matrix
(i.e., the canonical parameter) that arises through full conditional specifications
and scaling limit connections. Furthermore, as geostatstics is largely about dif-
ferencing and intrinsic random functions (Matheron, 1971, 1973; see also the
review of Beran (1992) on long range dependence and the discussion of Dig-
gle et al., 2010), we restrict our attention mostly to fractional differencing and
approximations of intrinsic Mat´ern models. Corresponding methods for the sta-
tionary case, if needed, can be obtained easily and will be discussed later in the
paper. In geostatistical applications, observations usually represent average values
over very small regions that are interpreted as points. Thus, for brevity of dis-
cussion, we assume that we can embed the locations in a fine scale rectangular
lattice, treating unobserved sites as missing data. As we shall see in Sections 5
and 6, there is little loss in discretizing the space in the above way and in em-
bedding irregularly spaced locations to a fine regular grid. We can then focus on
estimation of parameters in an overall mixed effect formulation, which might in-
clude covariate information as well as a white noise component. In other words,
we consider a mixed linear model of the form y = Tτ + Fψ + ϵ. (1) (1) In the above y is the vector of observations around n sampling locations, T is
an n × m matrix of some covariate values with τ as the coefficients, ψ is the
vector of latent spatial process coming from a fine r × c regular array on which
the sampling locations are embedded, F is a known incidence matrix indicating
whether an observation belongs to a particular array cell so that Fψ gives back
the vector of latent spatial variable values for the observed y and ϵ indicates
the vector of residual fluctuations that are left unexplained by the regularly
varying spatial process or the covariate values. 1. Introduction We assume that the covariate
values are so adjusted that T1 = F1 = 1 or F1 = 1 where 1 is the vector of
all ones of appropriate dimension and 1 belongs to the column space of T. We
interpret yi, the ith entry of the y vector, as the average value on the array cell
on which the corresponding sampling location falls. Similarly, we interpret ψu,v,
the (u, v)th entry of ψ, as the average value of the latent spatial random field
on the (u, v)th array cell. Furthermore, we embrace the residual fluctuations
as independent and identically distributed Gaussian random variables with an
unknown precision parameter λy, and the random spatial effect ψ as an intrinsic
Mat´ern Gaussian random field on an r × c array with singular precision matrix
R. In other words, ϵ ∼(λy/(2π))
1
2 n exp
−1
2λyϵ
Tϵ
,
ψ ∼|R/(2π)|
1
2
+ exp
−1
2ψ
TRψ
. where |R|+ denotes the product of nonzero eigenvalues of R. where |R|+ denotes the product of nonzero eigenvalues of R. Thus, what assumes importance is how we construct R and how we pursue
subsequent statistical computations in order to draw meaningful statistical in-
ference. In the case of first-order Gaussian intrinsic autoregression on the two REML estimation with intrinsic Mat´ern dependence 2859 dimensional integer lattice, which is central to the Markov random field ap-
proach of spatial statistics, ψ is defined via the following conditional mean and
variance formula E (ψi,j | ...) = 1
4(ψi,j−1 + ψi,j+1 + ψi−1,j + ψi+1,j),
var (ψi,j | ...) = 1, where the conditioning variables (namely ...) are all ψu,v such that (u, v) ̸= (i, j). When restricted on a finite r × c array, this intrinsic autoregression actually
follows ψ ∼|W/(2π)|
1
2
+ exp
−1
2ψ
TWψ
, where the singular precision matrix W of ψ is the discrete (graph) Laplacian
on the grid with rank(W) = q −1 and can be written in terms of a quadratic
form as ψ
TWψ = 1
4
(ψi,j −ψi−1,j)2 + 1
4
(ψi,j −ψi,j−1)2. In what follows, we shall draw upon the above construction of W to derive an
explicit representation to R. 1. Introduction We offer here new and interesting solutions to these challenges
without resorting to dimension reduction, tapering, or procedures such as block
averaging. We also demonstrate that there is little loss of statistical efficiency
(in terms of achieving Cramer-Rao lower bound) due to our matrix-free scalable
computations and we can obtain answers that are as good as exact answers. p
g
The rest of the paper is laid out as follows. In Section 2, we provide in-
terpretation of (2) based on the fractional Laplacian difference equations and
derive some justifications for its validity using both the frequency domain and
the spatial domain results. Specifically, we show that 1) as the lattice spacing
diminishes the eigenvalues of the singular precision matrix from (2) trace out
the eigenvalues of an intrinsic Mat´ern process, and 2) the differences between
the variograms of the fractionally Laplacian differenced process at a moderately
fine lattice and the continuum Mat´ern process are just a small constant. Thus,
at a moderately fine lattice scale, our approximations work remarkably well by
the routine use of a random error term along with the spatial component. In
Sections 3 and 4, we develop REML estimation procedure of the mixed model
in (1). Specifically, we derive of matrix-free statistical computations of best lin-
ear unbiased estimators (BLUEs) of the contrasts of fixed effect τ, best linear
unbiased predictors (BLUPs) of the contrasts of random effect ψ, and REML
estimation of θ = (λy, λψ, ν)T. We also provide explicit characterization of the
non-convex nature of REML estimation. Our computational steps consist of
(1) matrix vector multiplications using the discrete cosine transformations (2)
linear equations solving with a non-sparse Lanczos algorithm, (3) derivation of
effective matrix-free preconditioner using an incomplete Cholesky factor decom-
position, (4) calculating traces of matrices using Hutchinson’s trace estimators
and (5) optimization using a robust matrix-free trust region method. We also
include some preliminary computations of the log REML likelihood function
based on Taylor series approximation. In Section 5, we present through simula-
tions the performance of the REML estimators. These simulation runs suggest
that despite non-convex nature of REML optimization, the trust region method
can pick the global estimates, at least when n = O(rc) and n is large. We also
run simulations to demonstrate that there is little loss in embedding irregu-
larly spaced locations to a fine regular grid. 1. Introduction Specifically, we shall use R = λψWν,
λψ > 0,
ν ≥0,
(2) (2) with a precision parameter λψ and a (long range) dependence parameter ν. The above may look rather simple, but as we shall see, it allows us to describe
fractionally differenced random fields on regular arrays and, as lattice spacing
diminishes, it allows us to approximate intrinsic Mat´ern models. Furthermore,
it is the use of (2) that allows us to develop fast matrix-free REML compu-
tations for the mixed model in (1) and, in the process, allow us to gain new
understanding on the statistical estimation and inference of intrinsic Mat´ern
models. It is worthwhile to point out that there is little literature on fitting exact
intrinsic Mat´ern mixed linear model besides McCullagh and Clifford (2006). These exact REML estimation of McCullagh and Clifford (2006) require O(n3)
computations and O(n2) storage when data are observed at n spatial locations. It is also worthwhile to point out that in Lindgren et al. (2011) the focus was on
the values ν = 1, 2, . . ., which correspond to a subclass of conditional autoregres-
sions with sparse precision matrices and which allow them to use certain sparse
matrix computations that are of O(n3/2). However, the sparse approximations
and the fast computations of Lindgren et al. (2011) are not extensible for any
arbitrary positive values of ν (e.g., for ν = 5/3 that arises in the study of turbu-
lence). In comparison, the effective order of matrix-free computations developed
by Dutta and Mondal (2015a) for spatial mixed linear models based on a sparse
precision matrix (i.e., ν = 1, 2, . . .) and nugget effects is just O(n log n) with
O(n) storage. In this paper, we not only extend the estimation to arbitrary
ν > 0, but also the computations that we develop here for any ν > 0 effec-
tively require only O(n(log n)2) computations and O(n) storage. Other than
non-sparsity, the statistical problem considered here has many challenges. As, 2860 S. Dutta and D. Mondal for example, the intrinsic Mat´ern dependence leads to not just a non-sparse
singular precision matrix but also an ill-conditioned one and finding an useful
preconditioning method is a challenge. Similarly, non-integer values of ν give rise
to non-convexity in the log REML function which poses an important optimiza-
tion challenge. 2. Fractionally differenced random fields and intrinsic Mat´ern
processes The objective of this section is to provide some details of the fractional Lapla-
cian differenced random fields on finer and finer regular arrays as approxima-
tions to continuum intrinsic Mat´ern random fields. Here, we shall consider some
frequency domain results, exact variogram calculations and precise algebraic
eigenvalue expressions that lead to (2). We also discuss certain meaning and
significance to its use. First, as discussed by Mondal (2011) with regard to the paper of Lindgren
et al. (2011), we consider a sequence of Gaussian random fields {Z(m)(u, v)} on
regular two dimensional sub-lattices Z2
m with spacing 1/m, m = 1, 2, . . ., which
have individual spectral densities of the form fm(ω, η) =
σ2
m
m2
sin2( 1
2mω) + sin2( 1
2mη)
ν ,
(3) (3) with ω, η ∈(−πm, πm], σm > 0 and ν > 0. In the above, ν = 1 corresponds to
the first-order intrinsic autoregression, ν = 2 suggests a Whittle’s simultaneous
intrinsic autoregression and so on. The integer values of ν, namely, ν = 1, 2, 3, . . . were the focus of Lindgren et al. (2011) and they correspond to various lattice-
based intrinsic autoregressions with sparse precision matrices. In contrast, the
non-integer values of ν, which is the primary focus of this paper, lead to frac-
tionally differenced random fields. Typically, they correspond to random fields
with non-sparse precision matrices and offer greater flexibility in modeling long
range spatial dependencies. Specifically, following Duffin (1953), let Dm be the
Laplace difference operator on the sub-lattice Z2
m, i.e., Dmf(u, v) = f(u, v) −1
4{f(u + 1
m, v) +f(u −1
m, v) +f(u, v + 1
m) +f(u, v −1
m)}, where f is any real valued function defined at the lattice points of Z2
m. Then,
by extending the results of Hosking (1981), we can represent {Z(m)(u, v)} as Dν/2
m
Z(m)
u,v = ξu,v,
ν > 0, where ξu,v is a Gaussian white noise random field on the sub-lattice Z2
m with
var ξu,v = σ2
m/m2. Thus, {Z(m)(u, v)} can be interpreted as a fractional Lapla-
cian differenced random field on the sub-lattice Z2
m and they enjoy properties
similar to those of fractionally differenced time series. 1. Introduction In particular, we show numeric
consistency of results and highlight robustness of inference to changes of lattice
spacing. We further demonstrate that our matrix-free REML estimators attain
efficiency properties that are very close to those of the exact REML estimators. In terms of practical gain, we also report actual computational times that are
better than those from Lindgren et al. (2011). In Section 6, we provide an exten-
sive application to mapping ground water arsenic contamination in Bangladesh
and again highlight robustness of statistical inference to the changes of scales. Finally, in Section 7, we close the paper with some discussions on computations
of the stationary case, conditional simulations, and on potential challenges ahead REML estimation with intrinsic Mat´ern dependence 2861 in accommodating spatial anisotropy and heterogeneity within the framework
developed here. 2. Fractionally differenced random fields and intrinsic Mat´ern
processes Now, just like the fractionally differenced time series, the fractionally differ-
enced random fields {Z(m)(u, v)} can be thought of as discrete space analogue
of certain continuum fractional random fields. In fact, these continuum random
fields, say, {Z(u, v)} can be obtained by taking scaling limits of {Z(m)(u, v)}. 2862 S. Dutta and D. Mondal To elaborate on this, we assume that, as m →∞, mν−1σm →σ/2ν. Then, it is
not difficult to see that fm(ω, η) converges to f(ω, η) =
σ2
(ω2 + η2)ν ,
σ > 0,
(4) (4) The above gives the spectral density formula of a continuum Gaussian intrinsic
Mat´ern random field and thus, from the above convergence result, it follows
that continuum Gaussian intrinsic Mat´ern random fields are scaling limits of
fractionally differenced random fields. Furthermore, the above convergence re-
sult explicitly describes the rescaling of parameters needed, particularly when
we want to choose a suitable sub-lattice (e.g., to embed irregular sampling loca-
tions into a grid or to approximate irregular regions by unions of grid cells when
observations themselves are aggregates over such regions). As we shall see, this
will become important to show numeric consistency and robustness of inference
to changes of lattice spacing. The key question is, as approximations to the continuum intrinsic Mat´ern
process, how good are the above lattice-based model {Z(m)(u, v)} for small
values of m. For brevity of discussion, we focus on the case 1 < ν < 2. The
intrinsic case with ν = 1 is discussed in details in Mondal (2005), Besag and
Mondal (2005) and Dutta and Mondal (2015a). The intrinsic case with ν ≥2
requires use of higher-order contrasts and some calculations are outlined in
Appendix and in the supplement to the paper. The intrinsic case with 0 < ν < 1
is similar to the case ν = 1 in the sense it also requires calculations using
(contrasts of) averages over nun-null regions, and some calculations are given
in the supplement to the paper. If 1 < ν < 2, following Matheron (1973), it is
well known that the continuum intrinsic Mat´ern random field {Z(u, v)} has the
following exact power variogram formula γ(s, t) = σ2
R2
1 −cos(sω) cos(tη)
4π2(ω2 + η2)ν
dωdη = −
σ2π3/2Γ(ν −1
2)
4π2Γ(ν)Γ(2ν −1) sin(νπ) h2ν−2, where h =
√
s2 + t2. 2. Fractionally differenced random fields and intrinsic Mat´ern
processes On the other hand, the variogram of the fractional Lapla-
cian differenced random field on Z2
m at lag (s, t) is given by the double integral
formula γm(s, t) = σ2
m
mπ
−mπ
mπ
−mπ
1 −cos(sω) cos(tη)
4π2m2
sin2
ω
2m + sin2
η
2m
ν dωdη, which is computed numerically with great accuracy by a two-dimensional quad-
rature method discussed in Dutta and Mondal (2015b). For large m, γm(s, t)
will be very close to γ(s, t). However, we want to know whether one can work
with {Z(m)(u, v)} for moderately small values of m instead of working with the
continuum process {Z(u, v)} and essentially get the same result. To address
this question, Figure 1 plots the difference {γ(s, t) −γm(s, t)} against the lag
distance
√
s2 + t2 for ν = 1.25 and ν = 1.5 and σ2 = 1. When ν = 1.25, we see
that the difference decreases as m increases and this difference becomes almost REML estimation with intrinsic Mat´ern dependence 2863 Fig 1. Plots of the differences in semivariograms of the intrinsic Mat´ern process and the
fractionally differenced process for ν = 1.25 (left) and 1.5 (right). We took σ2 = 1 and
σ2
m = 4−νm2−2ν. Each difference is plotted against the lag distance h =
√
s2 + t2 for lag
(s, t). The values of γ(1, 0) for ν = 1.25 and ν = 1.5 are 0.304 and 0.159 respectively. Fig 1. Plots of the differences in semivariograms of the intrinsic Mat´ern process and the
fractionally differenced process for ν = 1.25 (left) and 1.5 (right). We took σ2 = 1 and
σ2
m = 4−νm2−2ν. Each difference is plotted against the lag distance h =
√
s2 + t2 for lag
(s, t). The values of γ(1, 0) for ν = 1.25 and ν = 1.5 are 0.304 and 0.159 respectively. a positive constant at m = 8. Thus, in this case it is to our advantage to add
a small nugget effect to the process {Z(m)(u, v)} so that statistical analyses
based on the fractional Laplacian differenced random field on sub-lattices Z2
m
are essentially equivalent to the same based on continuum power variogram
model on integer lattice Z2. 2. Fractionally differenced random fields and intrinsic Mat´ern
processes ψ
Furthermore, suppose for k = r or k = c that Mk is a k × k matrix corre-
sponding to the discrete cosine transformation with entries m1,j = k−1
2 , mi,j = (2/k)−1
2 cos{π(i−1)(j−1
2)/k},
i = 2, . . . , k, j = 1, . . . , k. m1,j = k−1
2 , mi,j = (2/k)−1
2 cos{π(i−1)(j−1
2)/k},
i = 2, . . . , k, j = 1, . . . , k. Suppose also that Dk is a diagonal matrix with ith diagonal entry equal to dk,i = 2[1 −cos{π(i −1)/k}]. It then follows that Mk is orthogonal and M = Mc ⊗Mr diagonalizes W. Specifically, MWM
T = 1
4Ic ⊗Dr + 1
4Dc ⊗Ir = D01 + D10, MWM
T = 1
4Ic ⊗Dr + 1
4Dc ⊗Ir = D01 + D10,
where D01 = 1
4Ic ⊗Dr and D10 = 1
4Dc ⊗Ir. Thus Wν has the spectral decom-
position MWM
T = 1
4Ic ⊗Dr + 1
4Dc ⊗Ir = D01 + D10,
where D01 = 1
4Ic ⊗Dr and D10 = 1
4Dc ⊗Ir. Thus Wν has the spectral decom-
position Wν = M
T(D01 + D10)νM. It is now obvious that, for any m = 1, 2, . . ., the eigenvalues of R−, the Moore–
Penrose inverse of R, exactly trace out the spectral density (3) at the discrete
cosine frequencies, further justifying the validity of (2). It is also obvious that
with the increase of m, i.e., as the lattice spacing diminishes, the eigenvalues of
R−trace out the limiting continuum spectral density (4) better. The spatial formulation in (2) as representation of the infinite lattice frac-
tional random fields in (3) is enhanced further if we allow a few extra layers
of conceptual ‘border’ grid cells when we embed sampling locations. The idea
was put forward by Besag and Higdon (1999), purely as a computational ploy,
to alleviate edge effects, and, in practice, its implementation requires just a
straightforward adjustment to F. 2. Fractionally differenced random fields and intrinsic Mat´ern
processes On the other hand, when ν = 1.5, the difference of
the variograms is negative, increases with respect to m and essentially becomes
a small negative constant when m = 8. In fact, notice that this difference is
only 1.5% of γ(0, 1) when m = 8. Thus, the lattice-based approximation would
be good for moderate values of m even if a little nugget effect is present in the
data. In general, we have observed similar phenomena for other values of ν. In par-
ticular, for other reasonable values of 1 < ν < 2, we found that the difference
γ(s, t) −γm(s, t) is essentially a small constant (positive or negative) for mod-
erately small values of m. Thus, it not unreasonable to anticipate that lattice
based approximations are enhanced by routine use of a random error term along
with the spatial component. In fact, these results are typical to the ones found
in Mondal (2005), Besag and Mondal (2005) and Dutta and Mondal (2015a)
and they can be further justified by writing down the asymptotic expansions of
γm(s, t) using results from Duffin and Shaffer (1960), as done in Mondal (2005),
Besag and Mondal (2005) and Dutta and Mondal (2015a) for the case of ν = 1. Overall, a fractional Laplacian differenced random field plus a white noise at a
reasonable sub-lattice is a very good approximation of the intrinsic Mat´ern plus
white noise model on the actual lattice. Next we explore how the finite grid representation in (2) is connected with
the infinite lattice representation in (3). To this end, suppose that observations
are made on a finite r × c regular array with r = p1 × m, c = p2 × m and lattice
spacing 1/m. We can then approximate the Laplace differenced operator Dm by
the discrete (graph) Laplacian matrix of this grid. However, note that the matrix
−W in (2) is the Laplacian matrix on this finite grid. This leads to saying that
the spatial lattice process Z(m)
u,v on a finite integer lattice are approximately zero 864
S Dutta and D Mondal 2864 S. Dutta and D. Mondal mean Gaussian random variables with precision matrix σ−2
m Wν. This gives rise
to (2) with λψ = σ−2
m . 3. Estimation for the mixed model The singularity of R presents some difficulty in interpreting the mixed model
in (1). Put another way, (1) is interpreted in terms of contrasts of y, i.e.,
C0y = C0Tτ + C0Fψ + C0ϵ, where rows of C0 are vector of contrasts and
rank(C0) is equal to rank(FR−FT). Thus, contrasts of τ are estimable and con-
trasts of ψ are predictable. In such settings, typical REML estimation goes as
follows. We estimate τ from marginal distribution of C0y. We estimate BLUPs
of the contrasts of ψ using conditional mean formula given data differences
C0y. Separate from the estimation of τ, we obtain estimates of λy, λψ and ν
from maximizing the log REML function. However, unless carefully done, such
estimation procedures based on data differencing do not lead to any simplifica-
tion nor do they provide any insight into the REML estimation problem. Thus,
in what follows, we draw upon the work of Henderson (1950, 1975), Lee and
Nelder (1996, 2001), and Dutta and Mondal (2015a) and derive exact REML
estimation using h-likelihood formulation. REML estimation with intrinsic Mat´ern dependence 2865 3.1. Estimation of fixed effects and prediction of spatial effects S. Dutta and D. Mondal 2866 3.2. REML estimation for precision parameters The score equations that maximize
the log–REML function in (7) are then given by 1
2Tr
Q−1Qi
−1
2Tr
(X
TQX)−1X
TQiX
−1
2(z −Xβ)
TQi(z −Xβ) = 0 1
2Tr
Q−1Qi
−1
2Tr
(X
TQX)−1X
TQiX
−1
2(z −Xβ)
TQi(z −Xβ) = 0
for i = 1, 2 and 3. It is not difficult to see that the above score equations can
also be written as 1
2Tr
Q−1Qi
−1
2Tr
(X
TQX)−1X
TQiX
−1
2(z −Xβ)
TQi(z −Xβ) = 0
for i = 1, 2 and 3. It is not difficult to see that the above score equations can
also be written as for i = 1, 2 and 3. It is not difficult to see that the above score equations can
also be written as 1
2Tr
Q−1Qi
−1
2Tr HQ−1Qi −1
2(z −Xβ)
TQi(z −Xβ) = 0,
i = 1, 2, 3, (8) where H = X(XTQX)−1XTQ denotes the ‘hat’-matrix of the linear regression
model (5). Typically, Fisher’s scoring method is used to solve the score equations
and to obtain REML estimates. However, this also requires computation of the
second derivatives of the log REML function or the information matrix I whose
(i, j)th entry is equal to I(i, j) = 1
2Tr
(I −H)Q−1Qi(I −H)Q−1Qj
,
(9) (9) and whose inverse is used to produce estimates for dispersion of the REML
estimators of the precision parameter. 3.1. Estimation of fixed effects and prediction of spatial effects Let B denote the matrix of orthogonal contrasts formed by the last rc−1 eigen-
vectors of W, and let G denote the diagonal matrix formed by the corresponding
eigenvalues of W, i.e., G = diag{(d01,i + d10,i)ν, i = 2, . . . , rc} where d01,i and d10,i are the ith diagonal entries of D01 and D10 respectively. It then follows that Bψ has an rc −1 dimensional Gaussian distribution with
zero mean and covariance matrix λ−1
ψ G−1. Extending Henderson (1950, 1975),
Lee and Nelder (1996, 2001) and Dutta and Mondal (2015a), we represent the
mixed model equations in (1)-(3) by y
0
=
T
F
0
B
τ
ψ
+
ϵ
ζ
,
(5) (5) where ϵ and ζ are independent centered Gaussian distributions random vectors
with covariance matrices λ−1
y I and λ−1
ψ G−1 respectively. For notational brevity,
we further define z =
y
0
,
X =
T
F
0
B
,
β =
τ
ψ
,
η =
ϵ
ζ
and
Q =
λyI
0
0
λψG
. Then we can express the mixed model in (1) as a linear regression model z = Xβ + η where η ∼Nn+rc−1(0, Q−1). Under the assumption that T1 = F1 = 1, the
design matrix X has one rank deficiency; that is there is a non-zero vector ℓ
such that Xℓ= 0. For fixed parameters λy, λψ and ν, we then estimate β by
solving the normal equation λyTTT
λyTTF
λyFTT
λyFTF + λψWν
τ
ψ
=
λyTTy
λyFTy or in more succinct notation or in more succinct notation X
TQXβ = X
TQz
or,
Aβ = b
(6) (6) X
TQXβ = X
TQz
or,
Aβ = b subject to the constraint Aℓ= 0. Let β be the estimate of β that we obtain
solving the normal equation (6). Let τ and ψ be the corresponding estimates
of τ and ψ, which we obtain from β. Extending the argument given in Dutta and Mondal (2015a), one can then
see that the contrasts of τ coincide with the best linear unbiased estimators of
the contrasts of τ. Similarly, the contrasts of ψ coincide with the best linear
unbiased predictors of the contrasts of ψ. Furthermore, even if the symmetric
coefficient matrix A = XTQX is not sparse, we shall see that the above normal
equation is solved using a novel and efficient matrix-free Lanczos algorithm. 3.2. REML estimation for precision parameters Extending Lee and Nelder (1996, 2001) and Dutta and Mondal (2015a), the
log-likelihood function of the residuals obtained from the regression model (5)
takes the form of 2ℓr(λ, ν) = log det Q −log |X
TQX|+ −(z −Xβ)
TQ(z −Xβ). (7) (7) The derivations provided in Dutta and Mondal (2015a) further show that the
traditional REML log-likelihood arising from C0y and (7) is actually same up to
an additive constant that depends only on the contrast matrix C0. Thus, max-
imizing (7) gives rise to REML precision parameter estimate of θ = (λy, λψ, ν). The derivations provided in Dutta and Mondal (2015a) further show that the
traditional REML log-likelihood arising from C0y and (7) is actually same up to
an additive constant that depends only on the contrast matrix C0. Thus, max-
imizing (7) gives rise to REML precision parameter estimate of θ = (λy, λψ, ν). The derivations provided in Dutta and Mondal (2015a) further show that the
traditional REML log-likelihood arising from C0y and (7) is actually same up to
an additive constant that depends only on the contrast matrix C0. Thus, max-
imizing (7) gives rise to REML precision parameter estimate of θ = (λy, λψ, ν). Traditional maximization of the log REML function uses score equations
which is obtained by equating the gradient of ℓr to zero. Thus suppose Q1 =
∂Q/∂λy, Q2 = ∂Q/∂λψ, and Q3 = ∂Q/∂ν. The score equations that maximize
the log–REML function in (7) are then given by The derivations provided in Dutta and Mondal (2015a) further show that the
traditional REML log-likelihood arising from C0y and (7) is actually same up to
an additive constant that depends only on the contrast matrix C0. Thus, max-
imizing (7) gives rise to REML precision parameter estimate of θ = (λy, λψ, ν). Traditional maximization of the log REML function uses score equations
which is obtained by equating the gradient of ℓr to zero. Thus suppose Q1 =
∂Q/∂λy, Q2 = ∂Q/∂λψ, and Q3 = ∂Q/∂ν. The score equations that maximize
the log–REML function in (7) are then given by g ( ) g
p
p
(
y,
ψ, )
Traditional maximization of the log REML function uses score equations
which is obtained by equating the gradient of ℓr to zero. Thus suppose Q1 =
∂Q/∂λy, Q2 = ∂Q/∂λψ, and Q3 = ∂Q/∂ν. 3.3. Nonconvexity in REML estimation Neither the log REML function (7), nor the scoring equations (8) give insight
into the exact non-convex nature of the optimization problem. Here, instead of
maximizing the REML function directly, we consider an alternative approach
that allows us to characterize the REML optimization problem in terms of
a non-linear gamma regression. This alternative approach follows the work of
Lee and Nelder (1996, 2001) and Dutta and Mondal (2015a). The basic idea
is as follows. Rather than using traditional REML computations that separate
estimations of β and θ, we can consider an iterative approach. Thus, starting
with an initial estimate β, we compute the residuals e = z −Xβ and use them REML estimation with intrinsic Mat´ern dependence 2867 to estimate the precision parameters λy, λψ and ν. Then, once estimates λy, λψ
and ν are obtained, we update β by computing the normal equation from (6). The process continues until the estimates converge numerically. It is just that
the final estimates are actually REML estimates. Specifically, suppose hjj is the
jth diagonal element of the hat matrix H, and qjj is the jth diagonal entry of
Q. Then qjj = λyvy,j + λψ(v01,j + v10,j)ν Q
qjj = λyvy,j + λψ(v01,j + v10,j)ν
where where where vy,j =
1
if 1 ≤j ≤n
0
if n + 1 ≤j ≤n + rc −1 ,
v01,j =
0
if 1 ≤j ≤n
d01,j−n+1
if n + 1 ≤j ≤n + rc −1 and v10,j =
0
if 1 ≤j ≤n
d10,j−n+1
if n + 1 ≤j ≤n + rc −1. . Accordingly the score equations in (8) then can be written as n+rc−1
j=1
(1 −hjj)q(i)
jj
e2
j
1 −hjj
−1
qjj
= 0,
i = 1, . . . , 3,
(10) (10) where q(i)
jj denote the jth diagonal entry of Qi. The above score equations co-
incide with the estimating equations of a nonlinear gamma regression, where
we assume that the adjusted residuals e2
j/(1 −hjj)’s are the responses vari-
ables that are distributed independently as Gamma random variables, and
we have an inverse link, prior weights (1 −hjj)’s and nonlinear predictors
qjj = λyvy,j + λψ(v01,j + v10,j)ν. The above provides a precise characterization of the non-convex nature of
REML estimation in that non-convexity arises through the estimation of the
dependence parameter ν. 3.3. Nonconvexity in REML estimation In particular, when ν is fixed and known, the opti-
mization becomes a convex optimization in which case any local maximum is
also the global maximum. 4. Matrix-free computations Typical statistical computations such as REML estimation from Mat´ern mixed
models of spatial data with n irregularly distributed sampling locations require
at least O(n3) computations and O(n2) storage space. The main objective here
is to reduce computations for REML estimation of our mixed linear model in (1)
to O(Kn(log n)2) operations, where K << n (and effectively a constant) and
storage to O(n) space. We do this without losing any efficiency properties of the
REML estimators. To this end, we divide our task into three parts. First, we S. Dutta and D. Mondal 2868 discuss the two dimensional discrete cosine transformation that is essential for
various matrix-free matrix-vector statistical computations for our mixed model. Second, we indicate how we can compute BLUEs and BLUPs of contrasts using
a novel matrix-free Lanczos algorithm. Here we also develop a novel precon-
ditioning method to reduce the order of computations. Third, we develop fast
matrix-free ways to obtain REML estimates using stochastic trace approxima-
tions and a trust region method. In this paper we do not pursue equation (8)
for estimating the precision parameters, which would require computing the di-
agonal entries of the hat matrix. In a future paper, we shall take up matrix-free
computations of such quantities. Furthermore, in this section, we provide some
preliminary matrix-free computations of the log REML function based on Taylor
series approximations. In our limited experience, it appears that these compu-
tations work better than those by Aune et al. (2014). More accurate scalable
matrix-free computations of the log REML function will be a matter of future
investigation. 4.1. DCT and matrix–vector multiplications For any r × c matrix E = (ei,j), its two dimensional discrete cosine transforma-
tion gives rise to a r × c matrix whose (s, t)th entry is given by csc′
t
r
i=1
c
j=1
ei,j cos(π(i −1/2)(s −1)/r) cos(π(j −1/2)(t −1)/c) where cs =
1/r if s = 1 and
2/r otherwise, and c′
t =
1/c if t = 1 and
2/c otherwise. On the contrary, the two dimensional inverse discrete cosine
transformation on E produces another r × c matrix with (s, t)th entry: r
i=1
c
j=1
cic′
jei,j cos(π(s −1/2)(i −1)/r) cos(π(t −1/2)(j −1)/c). The above transformation is very closely related to the two dimensional fast
Fourier transformation (FFT). Indeed, following the works of Cooley and Tukey
(1965) and Rao and Yip (1990), one can factorize the above computations fur-
ther, as done in the case of FFT. These factorizations reduce the computa-
tional complexities of DCT to O(rc log(rc)). Alternatively, it is also possible to
use FFT to compute the DCTs with additional O(rc) pre- and post-processing
steps, as shown by Makhoul (1980). Over the decades, highly optimized algo-
rithms for FFT have been developed for various machine architectures. We have
found that these algorithms in conjunction with O(rc) pre- and post-processing
steps are more time efficient to compute DCTs than directly implementing the
Cooley-Tuckey and the Rao-Yip algorithms. In this paper, we follow Frigo and
Johnson (2005) that show how to eliminate the redundant operations of the FFT
algorithms to compute the DCTs. The codes from Frigo and Johnson (2005) are
freely available on the web: http://www.fftw.org/. 2869 REML estimation with intrinsic Mat´ern dependence In what follows, the two dimensional DCT is used in various matrix-vector
multiplications. We encounter these matrix-vector multiplications in solving
the normal equation (6), and in computing the REML score equations and
in computing the entries of the Fisher information matrix. Essentially, these
matrix-vector multiplications would require us to compute either Wνx or W−νx
for certain candidate vector x. The matrix Wν and its pseudo-inverse W−ν
are non sparse. However, spectral decomposition allows us to write Wν =
MT(D01 + D10)−νM and W−ν = MT(D01 + D10)−νM, where (D01 + D10)−ν
is obtained by inverting all the non-zero entries of (D01 + D10)ν. 4.1. DCT and matrix–vector multiplications Thus, mul-
tiplying a vector with Wν or W−ν essentially reduces to multiplying a vector
with M or MT. At this point, we note that obtaining Mv is same as performing
a two-dimensional DCT on the r × c matrix formed using elements of v filling
each column at a time and then converting the resulting matrix back into a
vector by stacking the columns. Similarly computing MTv is same as obtaining
a two-dimensional inverse DCT. It must be noted that, for very large arrays, one can further improve the speed
of the two-dimensional DCTs using distributed computing. The main idea comes
from the fact that a two-dimensional DCT consists of many one-dimensional
DCTs along the columns and then along the rows. Thus, these one-dimensional
DCT computations can be distributed equally or parallely among the cores of
the processors. This division of computations is particularly useful on a graphical
processing unit (GPU) which typically has thousands of processing cores and
this division of computations can provide substantial gain in computational
time. For further discussions on parallel implementation of DCT, we refer to
the website: http://www.fftw.org/parallel/parallel-fftw.html. 4.2. Solving linear equations with Lanczos algorithm 4.2. Solving linear equations with Lanczos algorithm First, note that the Lanczos algorithm in Dutta and Mondal (2015a) for solving
the sparse system of equations Aβ = b with ν = 1 can be extended to solve
a dense system structured by general values of ν > 0 in matrix-free way. This
matrix-free extension of the algorithm from sparse to the dense case is possible
because all that the Lanczos algorithm uses are matrix vectors products of the
form Ax which can be computed via the DCT and the inverse DCT described
in the previous section. The Lanczos algorithm proceeds as follows. It computes
a set of orthonormal vectors v1, v2, . . . called the Lanczos vectors, from the
span of b, Ab, A2b, . . . . At the kth iteration, it then obtain an approximate tri-
diagonal factorization of AVk ≈VkΔk where Vk has columns v1, . . . , vk and
Δk is a k × k positive definite tridiagonal matrix. In the implemented version
of the algorithm none of these matrices Vk and Δk is stored but the solution is
iteratively updated on the fly by progressively computing the lower bidiagonal
Cholesky factorization of Δk. We refer to Dutta and Mondal (2015a) for all
technical details on the algorithm including computing the norm of the resid-
uals in almost no additional cost that gives a practical stopping criterion. The
algorithm stores only few vectors of length m + rc and a few scalars thus re-
quiring only O(rc) memory. With the use of the discrete cosine transformation, 2870 S. Dutta and D. Mondal a matrix-vector multiplication of the form Av incurs a O(rc log(rc)) computa-
tional cost. Thus, if the Lanczos algorithm takes K0 iterations to converge, then
the total computational cost of solving Aβ = b becomes O(K0rc log(rc)). Second, we do not solve Aβ = b directly, but rather we carefully construct a
preconditioning matrix P and solve a well-conditioned system of linear equations
PAP
Tβ′ = Pb. We then obtain the final solution as β = PTβ′. The idea is
to reduce the number of iterations K0 as much as possible. 4.2. Solving linear equations with Lanczos algorithm The matrix P has
the following requirements: 1) we want P such that the matrix-vector products
Px and PTx can be computed in matrix–free way at a computational cost
of O(rc log(rc)), and 2) the condition number of PAP
T will be finite so that
Lanczos algorithm for solving PAP
Tβ′ = Pb converges geometrically fast, i.e.,
in O(log(rc)) iterations. To this end, we apply a block preconditioner for A where the first block is a
Cholesky factor of the small dimensional matrix λyTTT and the second block
is a preconditioner for the matrix C = λyF
TF + λψWν. When ν = 1 (or some other positive integer), the above matrix is sparse, in
which case Dutta and Mondal (2015a) proposed using its incomplete Cholesky
factor as preconditioner. For a general non-integer value of ν, we construct here a
practical sparse approximation C of C by thresholding or tapering in such a way
that the small eigenvalues of C stay at the same order of the small eigenvalues
of C. We then apply an incomplete Cholesky factor of C to obtain an effective
matrix-free preconditioner of C. In order to construct the sparse approximation C of C, we use the following
decomposition of the matrix W: 4.3. Stochastic trace approximation Equations (8) and (9) require computations of the trace terms Tr HQ−1Qi and
Tr(I −H)Q−1 Qi(I −H)Q−1Qj, which are expensive as computing individual
diagonal elements requires at least O(rc(log(rc))2) calculations even with the
use of discrete cosine transformation and the Lanczos algorithm. In other words,
overall trace computations using this method require at least O((rc)2(log(rc))2)
operations. Here, instead we apply Hutchinson’s method that stochastically ap-
proximates the trace of a symmetric matrix using a Monte Carlo average of its
quadratic forms in random vectors with zero mean and identity covariance ma-
trix. Thus, for a symmetric matrix E, the Hutchinson’s method approximates
the trace of E by Tr E
= 1
K
K
t=1
u
T
t Eut where ut’s are either i.i.d Rademacher or Gaussian random variables and K is
an integer that is much smaller than the dimension of E. Throughout, we only
consider i.i.d. Rademacher variables because they minimize the variance of the
above estimate among all i.i.d random variables of size K from a distribution
with zero mean vector and identity covariance matrix. Although further reduc-
tion in variances of the trace approximations are possible if we allow dependent
random variables in trace estimation, we do not pursue such stochastic approx-
imations in this paper. It then follows that the REML score equations reduce
to the following unbiased estimation equations where ut’s are either i.i.d Rademacher or Gaussian random variables and K is
an integer that is much smaller than the dimension of E. Throughout, we only
consider i.i.d. Rademacher variables because they minimize the variance of the
above estimate among all i.i.d random variables of size K from a distribution
with zero mean vector and identity covariance matrix. Although further reduc-
tion in variances of the trace approximations are possible if we allow dependent
random variables in trace estimation, we do not pursue such stochastic approx-
imations in this paper. It then follows that the REML score equations reduce
to the following unbiased estimation equations gi(θ) :=
1
2K
K
t=1
u
T
t Q−1Qi(I −H)ut −1
2(z −Xβ)
TQi(z −Xβ) = 0. (11) (11) And the (i, j)th entry of the Hessian matrix becomes 1
2K
K
t=1
u
T
t
(I −H)Q−1Qi(I −H)Q−1Qj
ut. W = Ic ⊗Wr + Wc ⊗Ir, W = Ic ⊗Wr + Wc ⊗Ir, where 4Wk = MT
kDkMk and k is either r or c. In the above the matrix Wk
is a tridiagonal matrix and Wν
k is a non-sparse matrix, but its entries far away
from the diagonal are very small in magnitude compared to the ones on or near
the diagonal. Let
Wν
k be a sparse matrix approximation of Wν
k obtained by
suitable thresholding or tapering. Then a candidate for the matrix C is given
by C = λyF
TF + λψ
Ic ⊗
Wν
r +
Wν
c ⊗Ir
. Thus the block diagonal preconditioner for A becomes P = diag{L−1
1 , L−1
2 }
where L1 is the lower triangular Cholesky factor of λyTTT and L2 is the lower
triangular incomplete Cholesky factor of C. This effectively makes the condi-
tion number of the matrix PAP
T bounded. It can seen that, if r and c are of
the same order, the overall cost of constructing this matrix P is O(rc log(rc)). Furthermore, since the inverse of P sparse, the matrix vector multiplications
Pv and PTv incurs a computational cost of at most O(rc log(rc)). 2871 REML estimation with intrinsic Mat´ern dependence The above preconditioner effectively brings down the computation cost of
calculating the BLUEs of the contrasts of τ and the BLUPs of the contrasts of
ψ to O(rc(log(rc))2) operations. Alternatively, one can obtain a preconditioner of A using Chebyshev poly-
nomial approximations, see e.g., (Saad, 1985), but we did not pursue its use in
this work. 4.4. Trust region method Finding a solution to the REML score equation that minimizes the negative
log REML function is a non-convex optimization problem, and in such settings,
the traditional Netwon-Rhapson algorithm with line search methods are often
perceived to be susceptible in practice. Thus, following Powell (1970, 1984) and
Nocedal and Wright (1999), we adopt here a trust-region method that can be
considered as a global line search method and that allows us to obtain solutions
to the REML score equations in a numerically stable way. At any iteration, the
trust region method approximates the objective function by a suitable quadratic
function, identifies a region within which it perceives the quadratic approxima-
tion to be good and then minimizes the quadratic approximation over the iden-
tified region around the current value of the variable to obtain the next iterate. Understandably, this method avoids directly computing the negative log REML
function ℓR(θ). Instead, it sets the objective function to be (1/2)∥∇g(θ)∥2,
where ∇g(θ) denotes gradient of the function g(θ) = (g1(θ), g2(θ), g3(θ)),
namely, the approximate REML score equations in (11) . Thus, the objective
function is minimized at x = c if and only if ∇g(c) = 0 provided that the Hes-
sian ∇2g(θ) is positive definite. Furthermore, this method uses the following
the quadratic function to approximate (1/2)∥∇g(θ)∥2 around a point θk. pk(δ) = 1
2∥∇g(θk)∥2 + δ
T[∇2g(θk)]
T∇g(θk) + 1
2δ
T[∇2∇g(θk)]2δ. It must be emphasized that the above quadratic function can computed in a
matrix free way, as we can do so for computing the gradient and the Hessian
using the stochastic trace approximations. Next, the trust region method picks
the step size δk by minimizing pk(δ) in a suitable region. The choice of the
suitable region is critical here. If the region is too large then pk(δ) could be
a poor approximation to (1/2)∥∇g(θk)∥2 and minimizing pk(δ) could become
unsuitable. On the other hand, if the region is too small then the algorithm
will pick a tiny step size resulting in little effective gain. Thus, the trust region
method adaptively chooses the radius of the region based on the performance
of the previous iteration. If there was a significant gain in the previous iteration
then the algorithm becomes optimistic and expands the radius of the trust
region; a loss on the other hand results in shrinking the radius. 4.4. Trust region method Overall, the key
steps of the algorithm are then given by: 4.3. Stochastic trace approximation Overall the computations of the trace terms, REML score equations and the
information matrix require O(Krc(log(rc))2) flops and O(rc) storage and allow
us to pursue numeric optimization of the log REML function via the Newton-
Raphson line search method or the trust region methods. S. Dutta and D. Mondal 2872 • End for. The algorithm stops when either there is no significant change in the θk’s and
the value of the objective function is sufficiently close to zero. Sometimes the
algorithm does not converge in the sense that the radius of the trust region
becomes very small and yet the value of the objective function remains far from
zero. In such a case the algorithm must be restarted with a different initial value. Furthermore, this algorithm computes the Jacobian matrix of the score equa-
tion, which is nothing but the negative of the observed information matrix. Thus,
as a by-product of the trust region algorithm, we can obtain standard errors of
the θ as the square roots of the diagonal entries of the inverse of the observed
information matrix (of the stochastic score equations). (
)
Powell (1984) proves convergence to stationary points for φ0 = 0, i.e. when
a step is taken whenever the value of the objective function goes down under
some weak assumptions. Mor´e and Sorensen (1983) and Nocedal and Wright
(1999, ch. 4) provide convergence results for φ0 ∈(0, 1/4) under stronger as-
sumptions that the objective function is Lipschitz, continuously differentiable
and the corresponding Hessian matrix is bounded. Trust-Region algorithm: • Set a maximum possible trust radius ρ > 0, an initial radius 0 < ρ0 < ρ
and 0 < φ0 < 1/4. • Set a maximum possible trust radius ρ > 0, an initial radius 0 < ρ0 < ρ
and 0 < φ0 < 1/4. It
t
F
k ≥0 • Iterate: For k ≥0 1. Compute steepest descend direction: δ1k = ∇g(θk)T[∇2g(θk)]2∇g(θk)
∇g(θk)T[∇2g(θk)]4∇g(θk)∇2g(θk)∇g(θk) 2873 REML estimation with intrinsic Mat´ern dependence
2873 2. Compute the Newton-Raphson direction: 2. Compute the Newton-Raphson direction: 2. Compute the Newton-Raphson direction: δ2k = −[∇2g(θk)]−1∇g(θk) 3. Compute the trust region step size by: 3. Compute the trust region step size by: δk = δ1k + λ(δ2k −δ1k) where λ is the largest number in [0, 1] such that ∥δk∥≤ρk and this
can be computed analytically. 4. Compute the effectiveness of the step: 4. Compute the effectiveness of the step: φk = ∥∇g(θk)∥2 −∥∇g(θk + δk)∥2
2(pk(0) −pk(δk)) 5. Decide whether the trust region radius shrinks, expands or stays the
same: If φk < 1/4, set ρk+1 = ∥δk∥/4 If φk < 1/4, set ρk+1 = ∥δk∥/4 If φk < 1/4, set ρk+1 = ∥δk∥/4
Else if φk > 3/4 and ∥δk∥= ρk, set ρk+1 = min(2ρk, ρ0). Else set ρk+1 = ρk. Else if φk > 3/4 and ∥δk∥= ρk, set ρk+1 = min(2ρk, ρ0). Else set ρk+1 = ρk. 6. Decide whether to update the solution: 6. Decide whether to update the solution: If φk > φ0, set θk+1 = θk + δk. Else keep θk+1 = θk. • End for. 4.5. Approximate computations of log REML likelihood function Some preliminary computations of REML log-likelihood function can be ob-
tained in a matrix-free way using Taylor series expansions. We indicate these 2874 S. Dutta and D. Mondal computations in the no covariate case (i.e., with T = 0). First, in order to
compute the log REML function, we need to find the log determinant of C =
λyFTF+R, where R = λψWν as given in (2). Using C = (λyI+R)−λy(I−FTF)
the log determinant of C can then be expressed as: log det C =
rc
i=1
log{λy +λψ(d01,i +d10,i)ν}+Tr log{I−(I+λ−1
y R)−1(I−F
TF)}. Next, we use the Taylor series expansion and write the second term as Next, we use the Taylor series expansion and write the second term as Tr log{I−(I+λ−1
y R)−1(I−F
TF)} =
J
j=1
(−1)j
j
Tr[{(I+λ−1
y R)−1(I−F
TF)}j]+oJ, where oJ is a negligible term. The above is possible because the matrix (I +
λ−1
y R)−1(I −FTF) has spectral radius less than 1. In particular, note that the
spectral radii of each of the matrices I −FTF and (I + λ−1
y R)−1 are exactly
equal to 1. However, 1 is not an eigenvalue of their product because the matrix
λyFTF + R is non-singular. This also implies that the above Taylor series con-
verges geometrically, a value of J can be set carefully to make the approximation
sufficiently accurate. Next we approximate the trace terms using Huchinson’s estimators. Let ˜uk’s
be i.i.d Rademacher vectors. We then approximate the trace as Tr[{(I + λ−1
y R)−1(I −F
TF)}j] = 1
K′
K′
k=1
˜u
T
k{(I + λ−1
y R)−1(I −F
TF)}j ˜uk Furthermore, using the two-dimensional DCT, we can compute all of the above
quadratic forms in a matrix-free way. This allows us to approximately evaluate
the REML log-likelihood function in a matrix-free way. In practice, negative log REML likelihood values can be substantially large,
and can cause some numerical instability. However, in practice, we are mostly
required to evaluate the difference of the log REML functions at two different
parameter values, in which case we can write the difference of the log REML
function in terms of term by term differences of quadratic forms. Computing
these series of term by term differences is numerically more stable and they
converge faster than the individual series of quadratic forms. 5.1. Local maxima in REML estimations The non-linear gamma score equations derived in Section 3.3 characterize the
non-convex nature of the REML computations. The trust region method consid-
ered in Section 4.4 guarantees convergence to a local maximum, but its conver-
gence to the global maximum requires a more careful investigation, as such con-
vergences are often proved under strong regularity assumptions. Here we present REML estimation with intrinsic Mat´ern dependence 2875 through simulations the performance of the REML estimators, computed using
matrix-free trust region method and summarized for two different values of the
dependence parameter. Results for further values of the dependence parameter
and for varying proportions of missing observations are reported in the sup-
plement to the paper. However, the overall conclusions of these more extensive
simulation studies do not change from what we cover here. Thus the simulations
summarized below are largely representative of what we expect to see for the
entire range of parameter space and provide some critical understanding of the
strength and weakness of the REML computations. The specific details of the simulation runs are as follows. We generate real-
izations from the spatial mixed linear model (1) on 512 × 512 arrays by setting
T = 0, τ = 0, λψ = 8, λy = 4 and using ν = 1.25 and 1.50. This is done in
several steps. First, for a fixed value of the dependence parameter ν, a random
effect ψ is generated on a 512 × 512 array from a Gaussian distribution with
mean 0 and a precision matrix 8Wν with the sum constraint ψ
T1 = 0. Then,
each ψu,v value, independent of others, is removed randomly with probability
p = 0.8, and a Gaussian white noise with precision λy = 4 is added to the
remaining ones. This produces a random incidence matrix F and a vector of
realization y with an expected sample size of n = 52428. The procedure is then
repeated with different values of ν. Tables 1 and 2 display results of REML computations done on each of the
simulated dataset using our matrix-free trust region method with 9 different
starting values of the dependence parameter, namely, ν(0) = 0.8, 0.9, 1.0, . . . , 1.6. Throughout we consider K = 50 Rademacher vectors to stochastically approx-
imate the traces in the score equation (11). 5.1. Local maxima in REML estimations We then pick the values of λ(0)
y
and
λ(0)
ψ
by finding the solutions to the REML score equation with fixed ν = ν(0). Using this triplet (ν(0), λ(0)
y , λ(0)
ψ ) as the starting point we next run the trust
region algorithm and obtain final solutions ν, λy and λψ to the REML score
equation. In some instances, the estimate of λy grew increasingly large with
successive iterations and we mark it by ‘∞’ in the tables. Thus, in a typical
trust-region run ‘∞’ signifies a value that is larger than 10, 000. While the first
three columns of each table record the initial values of ν(0), λ(0)
y
and λ(0)
ψ , the last
three columns of each table comprise of the final estimated values ν, λy and λψ. Tables 1 and 2 display results of REML computations done on each of the
simulated dataset using our matrix-free trust region method with 9 different
starting values of the dependence parameter, namely, ν(0) = 0.8, 0.9, 1.0, . . . , 1.6. Throughout we consider K = 50 Rademacher vectors to stochastically approx-
imate the traces in the score equation (11). We then pick the values of λ(0)
y
and
λ(0)
ψ
by finding the solutions to the REML score equation with fixed ν = ν(0). Using this triplet (ν(0), λ(0)
y , λ(0)
ψ ) as the starting point we next run the trust
region algorithm and obtain final solutions ν, λy and λψ to the REML score
equation. In some instances, the estimate of λy grew increasingly large with
successive iterations and we mark it by ‘∞’ in the tables. Thus, in a typical
trust-region run ‘∞’ signifies a value that is larger than 10, 000. While the first
three columns of each table record the initial values of ν(0), λ(0)
y
and λ(0)
ψ , the last
three columns of each table comprise of the final estimated values ν, λy and λψ. As we glean through the numbers in these Tables, several conclusions can
be drawn: (a) When the initial value ν(0) is close to the true ν value, we find
that the estimates of λ(0)
y
and λ(0)
ψ
are very reasonable, and the final estimates
ν, λy and λψ are indeed very close to the true parameter values. Table 1
f Table 1
Starting values and final REML estimates from trust region methods. True values of ν are
as follows. Top: ν = 1.25; bottom: ν = 1.5. The true values of other parameters are kept at
λψ = 8 and λy = 4. ν(0)
λ(0)
y
λ(0)
ψ
ν
λy
λψ
0.8
∞
2.419
0.988
∞
2.908
0.9
∞
2.688
0.988
∞
2.908
1.0
12.038
3.549
1.253
4.032
7.941
1.1
6.181
4.876
1.253
4.032
7.941
1.2
4.511
6.696
1.253
4.032
7.941
1.3
3.729
9.209
1.253
4.032
7.941
1.4
3.281
12.708
1.253
4.032
7.941
1.5
2.993
17.611
1.253
4.032
7.941
1.6
2.794
24.528
1.253
4.032
7.941
ν(0)
λ(0)
y
λ(0)
ψ
ν
λy
λψ
0.8
∞
1.542
1.229
∞
2.988
0.9
∞
1.932
1.229
∞
2.988
1.0
∞
2.287
1.229
∞
2.988
1.1
∞
2.611
1.505
4.004
8.030
1.2
17.534
3.259
1.505
4.004
8.030
1.3
7.325
4.385
1.505
4.004
8.030
1.4
5.043
5.887
1.505
4.004
8.030
1.5
4.043
7.902
1.505
4.004
8.030
1.6
3.485
10.620
1.505
4.004
8.030 run the trust region iterations, the algorithm makes subsequence adjustments
to get close to the true values. (c) When the initial value of ν(0) is really far
from the true ν value, the non-convex nature of the REML likelihood function
takes over, and in some instances, we see that trust region algorithm converges
to final values that are far from the true parameter values. Furthermore, it is
just that only the global maximum is in the interior of the parameter space and
is very close to the true parameter values. However, the second local maximum,
found from poor starting points, falls on the boundary of the parameter space
with λy = ∞. 5.1. Local maxima in REML estimations (b) As we
locally move the value of ν(0) away from the true ν value, the estimates of λ(0)
y
and λ(0)
ψ
get further away from the true parameter values, but the procedure
still converges to the same final estimates ν, λy and λψ. There is an interesting
pattern here, namely, if we increase the value of ν(0) locally from the true ν
value, we force a slightly smoother spatial process, and as a compensation we
end up with a larger value of λ(0)
ψ
but a smaller value of λ(0)
y . However, as we As we glean through the numbers in these Tables, several conclusions can
be drawn: (a) When the initial value ν(0) is close to the true ν value, we find
that the estimates of λ(0)
y
and λ(0)
ψ
are very reasonable, and the final estimates
ν, λy and λψ are indeed very close to the true parameter values. (b) As we
locally move the value of ν(0) away from the true ν value, the estimates of λ(0)
y
and λ(0)
ψ
get further away from the true parameter values, but the procedure
still converges to the same final estimates ν, λy and λψ. There is an interesting
pattern here, namely, if we increase the value of ν(0) locally from the true ν
value, we force a slightly smoother spatial process, and as a compensation we
end up with a larger value of λ(0)
ψ
but a smaller value of λ(0)
y . However, as we 2876 S. Dutta and D. Mondal Table 1
f 5.2. Numeric consistency towards geostatistical models The purpose of our next computer experiment is to demonstrate that using
lattice-based approximations we can obtain inference for the continuum Mat´ern
dependence plus the white noise structures, even when observations are made
at irregular sampling locations. The basic idea is to embed the study region and
irregular sampling locations into finer and finer lattice arrays by diminishing
the lattice spacing and then check for numeric consistency (in terms of con-
vergence in distribution of the estimators of dependence parameters) as we fit
the approximations of the continuum Mat´ern dependence with nugget effect on
finer and finer lattices. To this end, we consider the unit square (0, 1) × (0, 1) as REML estimation with intrinsic Mat´ern dependence 2877 Table 2
Estimates of the precision parameters for different array sizes. The standard errors are
shown in parenthesis. r
ν
λy
λψ
100
1.301 (0.044)
1.391 (0.068)
3.395 (0.374)
200
1.224 (0.030)
1.040 (0.039)
3.540 (0.355)
300
1.233 (0.028)
0.987 (0.035)
4.322 (0.464)
400
1.226 (0.026)
0.973 (0.034)
4.946 (0.552)
500
1.242 (0.025)
0.956 (0.033)
5.848 (0.691) Table 2
Estimates of the precision parameters for different array sizes. The standard errors are
shown in parenthesis. the study region and pick 20, 000 points uniformly within this study region as
sampling locations. At these randomly generated irregular sampling locations,
we then draw a realization from the intrinsic Mat´ern process with ν = 1.25 and
σ−2 = 2/(4π2). We also add a random noise to each observations by generating
i.i.d. standard normal random variables. Next, we embed the unit square and
the irregular sampling points in an r × r regular square array and estimate pa-
rameters using methods detailed in Sections 2, 3 and 4. Table 2 provides these
estimates along with their standard errors for various values of r. The results vindicate the theoretical findings in Section 2. First, the esti-
mates of ν hover around the true value 1.25 as the lattice spacing decreases. Second, the sample size is fixed, but with diminishing lattice spacing, stan-
dard errors for ν are essentially constant, which endorse that the procedure is
converging in distribution and approximating geostatistical inference. Third, as
lattice spacing decreases, λy gets closer to the true value 1. 5.2. Numeric consistency towards geostatistical models The slight differ-
ence between the lattice-based nugget effect λy and the geostatistical nugget
1 occurs because of (essentially) constant difference between the variograms of
the intrinsic Mat´ern process and the fractionally differenced process. Fourth,
the estimates λψ increase with the diminishing lattice spacing. But this increase
and its exact nature can be explained by the approximation theory detailed in
Section 2. Specifically, it follows from the scaling limit equations (3) that at
lattice spacings 1/m and 1/m′ the ratio (σ2
m/σ2
m′)(m/m′)2ν−2 should be close
to 1. Thus, for example, between arrays of size 400 × 400 and 500 × 500, this
ratio is seen to be (4.946/5.848) × (500/400)0.5 = 0.946. Overall, the estimates
and the standard errors are indicative of numeric convergences of estimators in
distribution, and, it can be seen that after appropriate rescaling of parameters,
we can obtain geostatistical inference from the lattice-based approximations. 5.3. Efficiency of matrix-free REML estimators In classical statistics, efficiency of an estimator is often judged based on the vari-
ance of the estimator and both the Fisher information matrix and the Cram˙er–
Rao lower bound play a central role in assessing the efficiency of an estimator. In particular, for linear mixed models, it is typical that REML estimators are
asymptotically efficient and achieve the Cram˙er–Rao lower bound. The ques-
tion that we ask here is how efficient are our matrix-free estimators. We address 2878 S. Dutta and D. Mondal Table 3
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.25. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.251
0.022
0.021
λy
3.997
0.157
0.151
λψ
8.055
0.539
0.517
Table 4
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.75. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.751
0.018
0.018
λy
3.998
0.119
0.119
λψ
8.032
0.380
0.372 Table 3
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.25. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.251
0.022
0.021
λy
3.997
0.157
0.151
λψ
8.055
0.539
0.517 Table 4
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.75. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.751
0.018
0.018
λy
3.998
0.119
0.119
λψ
8.032
0.380
0.372 Table 4
f h Table 4
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.75. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.751
0.018
0.018 Table 4
Monte Carlo standard deviation and average of the standard errors of matrix-free REML
estimates when ν = 1.75. Estimate
Mean
Monte Carlo SD
Average of SE
ν
1.751
0.018
0.018
λy
3.998
0.119
0.119
λψ
8.032
0.380
0.372 this question using another set of computer experiments where we generate 1000
Monte Carlo samples from the spatial mixed linear model (1) on 256×256 arrays
by setting T = 0, τ = 0, λψ = 8, λy = 4 and using ν = 1.25. As in Section 5.1,
this is done in several steps. 5.3. Efficiency of matrix-free REML estimators First, for each Monte Carlo sample, a random effect
ψ is generated on a 256 × 256 array from a Gaussian distribution with mean 0
and a precision matrix 8Wν with the sum constraint ψ
T1 = 0. Then, each ψu,v
value, independent of others, is removed randomly with probability p = 0.6, and
a Gaussian white noise with precision λy = 4 is added to the remaining ones. For each Monte Carlo sample, this produces a random incidence matrix F and
a vector of realization y with an expected sample size of n = 39322. For each
Monte Carlo sample, we then apply our matrix free computations and obtain
the corresponding REML estimates ν, λy and λψ and their standard errors by
calculating the inverse of observed Fisher information matrix in a matrix-free
way. Table 3 provides the Monte Carlo summaries of these estimates and their
standard errors. It can be seen that the estimates are very accurate, and the
Monte Carlo standard deviations of the estimators match very well with the cor-
responding Monte Carlo averages of the standard errors of estimates. (There is
a slight discrepancy which occurs because only 50 Rademacher vectors are used
in approximating the trace terms and this introduces a very slight additional
variation in the estimates). this question using another set of computer experiments where we generate 1000
Monte Carlo samples from the spatial mixed linear model (1) on 256×256 arrays
by setting T = 0, τ = 0, λψ = 8, λy = 4 and using ν = 1.25. As in Section 5.1,
this is done in several steps. First, for each Monte Carlo sample, a random effect
ψ is generated on a 256 × 256 array from a Gaussian distribution with mean 0
and a precision matrix 8Wν with the sum constraint ψ
T1 = 0. Then, each ψu,v
value, independent of others, is removed randomly with probability p = 0.6, and
a Gaussian white noise with precision λy = 4 is added to the remaining ones. For each Monte Carlo sample, this produces a random incidence matrix F and
a vector of realization y with an expected sample size of n = 39322. Table 5 Run times in seconds of our REML method (with 30 Rademacher vectors) and INLA. The
results of REML and INLA* are obtained by running INLA (version 0.0-1420281647) on a
laptop with Intel R
⃝Core i7-4700MQ processor and 8GB RAM. The results for INLA** are
obtained by running the same version of INLA on a workstation with two
I t l R
⃝X
R
⃝E5430
d 32GB RAM Th
lt
d d t
th
t
d obtained by running the same version of INLA on a workstation with two
Intel R
⃝Xeon R
⃝E5430 cpus and 32GB RAM. The results are rounded to the next second. Array size (r × r)
REML
INLA*
INLA**
200 × 200
26
23
48
300 × 300
54
75
148
400 × 400
92
261
471
500 × 500
143
Out-of-memory
858
600 × 600
206
Out-of-memory
1962
700 × 700
277
Out-of-memory
3735 5.3. Efficiency of matrix-free REML estimators For each
Monte Carlo sample, we then apply our matrix free computations and obtain
the corresponding REML estimates ν, λy and λψ and their standard errors by
calculating the inverse of observed Fisher information matrix in a matrix-free
way. Table 3 provides the Monte Carlo summaries of these estimates and their
standard errors. It can be seen that the estimates are very accurate, and the
Monte Carlo standard deviations of the estimators match very well with the cor-
responding Monte Carlo averages of the standard errors of estimates. (There is
a slight discrepancy which occurs because only 50 Rademacher vectors are used
in approximating the trace terms and this introduces a very slight additional
variation in the estimates). We next repeat the above simulation experiment with ν = 1.75 and report
the summaries in Table 4. Again we see that Monte Carlo standard deviations
of the estimators match very well with the corresponding Monte Carlo aver-
ages of the standard errors of estimates. These confirm that there is little loss
of statistical efficiency when computations are implemented in a matrix-free
way. The above summaries of computer simulations along with those from Sec-
tion 5.2 now suggest that we can use lattice-based fractional random fields as
proxies for continuum Mat´ern random fields and when we do so we can still
achieve geostatistical inference with little loss of statistical efficiency. REML estimation with intrinsic Mat´ern dependence REML estimation with intrinsic Mat´ern dependence 2879 6. Arsenic mapping in Bangladesh Arsenic contamination of the groundwater in Bangladesh (and in West Bengal,
India) is a serious problem with approximately one in five of the wells used
for drinking water currently contaminated with arsenic above the government’s
drinking water standard (50 mg/L). Following an agreement with the Govern-
ment of Bangladesh, the British Geological Survey (BGS) and the Department of
Public Health Engineering (DPHE) conducted an extensive investigation of the
arsenic problem during the period 1998 to 2001 and their website http://www. bgs.ac.uk/research/groundwater/health/arsenic/Bangladesh/data.html
provides a rich treasury of groundwater arsenic concentration data. See also
BGS and DPHE (2001) for a full report of the survey. The primary focus of
the survey was to assess the scale of the groundwater arsenic contamination so
that appropriate arsenic mitigation program could be developed. Consequently,
a key component of the study was to construct an extensive geographic map of
arsenic contamination. Over the years, numerous important works on the cause
and damage of arsenic contamination and on the mechanism of arsenic mobi-
lization came out of this study. These include Nickson et al. (2000), Chowdhury
et al. (2000), McArthur et al. (2001), Smith et al. (2000), Harvey et al. (2002)
and Neumann et al. (2009). Although till date the exact cause of arsenic con-
tamination remained sketchy, scientists speculate that it is the supply of excess
oxygen during pumping the tube wells that accelerates hydrolysis of precipitated
arsenate and that releases soluble arsenous acid into groundwater. Here, using methods developed in Sections 3, 4 and 5, we explore mapping
groundwater arsenic concentration data collected by BGS and DPHE during
1998 and 1999. These data are from 3534 tube wells located at irregularly dis-
tributed sites at 61 out of 64 districts in Bangladesh and are measured in parts
per billion (ppb which is same as micrograms per liter). The three districts in
the south-eastern Bangladesh that are left out of the study are known to be
arsenic safe. Overall the arsenic concentration measurements in the study re-
gion have a large range with values varying from less than 0.5 ppb to 1660 ppb,
and a fraction of measurements are truncated on the right at the instrumental
detection limit. The left panel of Figure 2 displays these data after grouping into
different categories. 5.4. Computational times and practical gains We now demonstrate a practical gain of our matrix-free method by comparing
our actual run times with those of Lindgren et al. (2011) based on iterated nested
Laplacian approximations (INLA). It must be noted that the current version of
INLA (numbered 0.0-1420281647) can only fit a Mat´ern dependence model for
the first few integer values of the dependence parameter ν. Furthermore, INLA
is a Bayesian method where the estimates of parameters can be very sensitive to
the choice of prior. Thus, in order to keep the comparison fair, we only consider
the run times for the case ν = 1. In a fashion identical to Section 5.1, we simulate
observations on r × r arrays with ν = 1, λy = 4 and λψ = 8, and, discard 40%
as missing. We then estimate these parameters using our matrix-free method
and INLA. Table 5 provides the average run times in seconds of these methods. Specif-
ically, the second column indicates run times for our matrix-free method, and
the third and the fourth columns show run times for INLA. These are obtained
respectively by running INLA on (1) a laptop with a Intel R
⃝i7-4700MQ proces-
sor and 8GB of RAM on Linux operating system and (2) a workstation with two
Intel R
⃝Xeon R
⃝E5430 processors and 32GB RAM on a Linux operating system. Furthermore, our matrix-free REML computations are done with some prelim-
inary codes running on MATLAB 8.4 using only a single core of the laptop,
while INLA is granted to use four cores on either machine. We see that the computation time of our matrix-free REML algorithm scales
very well with increasing dimension and does so at an approximate rate O(n log n)
as suggested by the theory in Section 4. Furthermore because RAM requirement
of our matrix-free algorithms scales only linearly with the array size, we find
that these computations are possible on an ordinary laptop for moderately large
array dimension. In contrast, we see that the computation times of INLA algo-
rithm scales poorly with the array size. And to make things worse, INLA runs
out of memory on the laptop even for a moderate array size. Only when it is run
on the workstation, it can handle moderately large arrays. Thus, we conclude
that we save both time and storage space. 2880 S. Dutta and D. 5.4. Computational times and practical gains Mondal Although we used only a single core to carry out the matrix-free REML
optimization, our method can be made much faster with parallel implementa-
tion. Furthermore, we can deal with non-integer values of ν, which the sparse
computations of Lindgren et al. (2011) can not. 6. Arsenic mapping in Bangladesh Notice that, 0.5ppb is the machine detection limit, 10ppb is
the WHO permissible limit, 50ppb is the Bangladesh Governtment permissible
limit and 150ppb is believed to be the threshhold above which cancer mortality
appears (Lamm et al., 2006). We see arsenic contamination is endemic in the
middle southern part of Bangladesh. The south-west and the parts of northern
Bangladesh region also have a patchy high arsenic concentration values. Over-
all, about 42% wells sampled had arsenic concentration more than the World REML estimation with intrinsic Mat´ern dependence 2881 Fig 2. Plot of the raw data. Group legends are described at the top right corner. The barplot
gives the number of observations in each group and the box-plot of the log-arsenic concentra-
tion is shown at the bottom right panel. Fig 2. Plot of the raw data. Group legends are described at the top right corner. The barplot
gives the number of observations in each group and the box-plot of the log-arsenic concentra-
tion is shown at the bottom right panel. Health Organization’s permissible limit of 10 ppb and about a quarter of the
wells sampled had arsenic more than the Bangladesh Government permissible
limit of 50 ppb. In order to map groundwater log arsenic concentration, we then embed the
study region with latitudes between 20 and 27 degrees north (approximately
778 km in length) and longitudes between 88 to 93 degrees east (approximately
between 495 and 522 km in width) into a 500 × 300 array. Thus each array cell
is approximately 2.64 square kilometers1 in area and we tally arsenic concen-
trations in n = 3224 of these cells, (which is only about 2.15% of total array
cells). Moreover, among these n = 3224 array cells, 2941 contain only one sam-
pling location each, 258 contain two sampling locations each, 23 contain three
sampling locations each and only 2 contain four sampling locations. Thus, due
to clustering nature of the sampling locations, some array cells contained two
or more sampling locations even after placing a such large array. To rectify
this problem partially, we then take the average of logarithm of the arsenic
concentrations over each cell and obtain our data vector y. 1Computed from http://www.nhc.noaa.gov/gccalc.shtml. 6. Arsenic mapping in Bangladesh However, since a
small fraction of cells contained multiple sampling locations, in our preliminary
analysis we decided against adjusting the residual or nugget vector ϵ using the
number of sampling locations over which these averages are calculated. We then
fit the mixed model (1) with T = 0 to obtain BLUP of ψ −¯ψ1 where 1 is the
rc−vector of all ones, and to obtain REML estimates of λy, λψ and ν. First, we fit the data with ν = 1. This is mainly because ν = 1 corresponds to
fitting a Gaussian autoregression, which is often the standard practice in spatial S. Dutta and D. Mondal 2882 Fig 3. The BLUPs of ψ. Left: for ν = 1, Center: for ν = 0.858 (no nugget), Right: for
ν = 1.240. Fig 3. The BLUPs of ψ. Left: for ν = 1, Center: for ν = 0.858 (no nugget), Right: for
ν = 1.240. Table 6 Estimates of the precision parameters for the ground water log arsenic concentration data. Estimates of the precision parameters for the ground water log arsenic concentration d
Initial value
Final Solution
ν(0)
λ(0)
y
λ(0)
ψ
ν
λy
λψ
0.7
892.470
0.533
0.858
∞
0.660
0.9
1.449
0.983
1.240
0.596
4.607
1.1
0.715
2.399
1.240
0.596
4.607
1.3
0.567
6.143
1.240
0.596
4.607
1.5
0.508
16.688
1.240
0.596
4.607
1.7
0.477
48.634
1.240
0.596
4.607 Initial value
Final Solution
ν(0)
λ(0)
y
λ(0)
ψ
ν
λy
λψ
0.7
892.470
0.533
0.858
∞
0.660
0.9
1.449
0.983
1.240
0.596
4.607
1.1
0.715
2.399
1.240
0.596
4.607
1.3
0.567
6.143
1.240
0.596
4.607
1.5
0.508
16.688
1.240
0.596
4.607
1.7
0.477
48.634
1.240
0.596
4.607 statistics. To this end we fix a sample of 20 Rademacher variables and use the
Lanczos algorithm and trust-region algorithm described in Section 3 and obtain
global REML estimates λy = 0.906 (with a s.e. 0.074) and λψ = 1.527 (with a
s.e. 0.106). The left panel in Figure 3 provide the image plots of the BLUP of
ψ −¯ψ1 and the estimates of the residuals. These plots suggests that an intrinsic
autoregression model captures the local variation of arsenic log-concentration
fairly well. Overall the BLUP of ψ−¯ψ1 highlights the high arsenic concentration
areas in northern Bangladesh, central and southwest Bangladesh. statistics. Table 7 Final estimates (with nugget) of the precision parameters for the arsenic data on different
resolutions. Here r denotes the number of grid cells along the latitude and c denotes the
number of grid cells along the longitude. Final estimates (with nugget) of the precision parameters for the arsenic data on different
resolutions. Here r denotes the number of grid cells along the latitude and c denotes the
number of grid cells along the longitude. r
c
ν
λy
λψ
350
210
1.315 (0.065)
0.595 (0.039)
4.477 (1.266)
400
240
1.143 (0.047)
0.737 (0.073)
2.392 (0.515)
450
270
1.379 (0.065)
0.547 (0.028)
7.688 (2.411)
500
300
1.240 (0.054)
0.596 (0.040)
4.607 (1.260)
550
330
1.322 (0.064)
0.606 (0.043)
5.310 (1.647)
600
360
1.329 (0.071)
0.588 (0.039)
6.661 (2.371) and right panels in Figure 3 provide corresponding image plots of the BLUP of
ψ −¯ψ1 at these local maxima. Next we compute the difference of log REML
function at these two local maxima and found this difference to be −49.82. This
confirms that second set of the estimates are the global REML estimates and
they corresponds to a model that includes nugget effects or residual values to
capture the small scale variations. Next we reanalyze the data at different lattice resolutions and check for nu-
meric consistency of the results. In particular, we embed the study region and
irregular sampling locations into finer and finer lattice arrays by diminishing
the lattice spacing but by keeping the aspect ratio (r/c) of the arrays fixed. We then fit the lattice approximations of continuum Mat´ern dependence with
nugget effect to the observed arsenic contamination data. Table 7 provides the
estimates of the precision parameters, and their standard errors for various lat-
tice sizes. We find that, at different lattice resolutions, there are little changes in
the estimates of ν and λy after accounting for their uncertainties. The estimates
of λψ, however, increases with diminishing lattice spacings, but this increase can
further be explained by the approximation theory laid out in Section 2. Specif-
ically, the scaling limit equation (3) suggests that at lattice spacings 1/m and
1/m′ the ratio (σ2
m/σ2
m′)×(m/m′)2ν−2 should be close to 1. Thus, for example,
by inserting ν = 1.322, in arrays of size 500 × 300 and 550 × 330, we find that
this ratio is equal to 0.923. 6. Arsenic mapping in Bangladesh To this end we fix a sample of 20 Rademacher variables and use the
Lanczos algorithm and trust-region algorithm described in Section 3 and obtain
global REML estimates λy = 0.906 (with a s.e. 0.074) and λψ = 1.527 (with a
s.e. 0.106). The left panel in Figure 3 provide the image plots of the BLUP of
ψ −¯ψ1 and the estimates of the residuals. These plots suggests that an intrinsic
autoregression model captures the local variation of arsenic log-concentration
fairly well. Overall the BLUP of ψ−¯ψ1 highlights the high arsenic concentration
areas in northern Bangladesh, central and southwest Bangladesh. Next we fit the data with an arbitrary dependence parameter ν > 0. Here, we
use the same 20 Rademacher variables, but pursue REML computations using
11 different starting values of ν as in the simulation study. We summarize both
the initial set of estimates and the final REML estimates in Table 6. As was the
case with our simulation study, we found two local maxima; one corresponds to
no nugget model with λy = ∞, ν = 0.858 (with a s.e. 0.016) and λψ = 0.660
(with a s.e. 0.020); and other with nugget effect where λy = 0.596 (with a s.e. 0.040), ν = 1.24 (with a s.e. 0.054) and λψ = 4.607 (with a s.e. 1.260). The center 2883 REML estimation with intrinsic Mat´ern dependence Table 7 Overall, these results are largely consistent with
what saw in computer generated experiments in Section 5. and we can conclude
that the inference drawn from lattice-based approximations actually mimic the
inference from the usual continuum intrinsic Mat´ern dependence structures with
nugget effects. We now extend the arsenic mapping problem further to study various covari-
ate effects. It is believed that water from old and/or shallow tube wells tend to
have higher arsenic concentration than water from new and deeper tube-wells. The plots of arsenic concentration against depth (in meters) and age (in years)
shown in Figure 4 graphically supports this view. In other words, there is an ap-
parent negative correlation between the arsenic concentration and the depth of
the tube-wells and an apparent positive correlation between the arsenic concen-
tration and the age of these tube-wells. Thus, we include the depth and the age
of the tube-wells as covariate information into our spatial mixed linear model
and make some preliminary investigation on the significance of these covariate S. Dutta and D. Mondal 2884 Fig 4. Plot of arsenic log-concentration versus log-depth (left) and age (right) of tubewells
in Bangladesh. The horizontal lines denote the permissible limits by WHO and Bangladesh
Government (log 10 and log 50). Fig 4. Plot of arsenic log-concentration versus log-depth (left) and age (right) of tubewells
in Bangladesh. The horizontal lines denote the permissible limits by WHO and Bangladesh
Government (log 10 and log 50). Table 8 BLUEs of the covariate effects and REML estimates of the precision parameters for the
ground water log arsenic concentration data. f
ff
f
f
ground water log arsenic concentration data. r
c
log-depth
Age
ν
λy
λψ
300
180
Estimate
-0.620
0.019
1.177
0.719
2.675
Standard error
0.048
0.003
0.051
0.072
0.051
500
300
Estimate
-0.659
0.019
1.151
0.663
3.612
Standard error
0.046
0.003
0.047
0.066
0.047
600
360
Estimate
-0.646
0.019
1.134
0.787
2.683
Standard error
0.044
0.003
0.044
0.102
0.397 effects and robustness of such analyses to the changes of scales. To this end,
Table 8 provides the BLUEs of the age and depth effects, REML estimates of
the precision parameters, and the corresponding standard errors for two array
sizes. These estimates are obtained by using the same sample of 20 Rademacher
variables that we used before for the same array sizes to obtain our REML esti-
mates for the kriging problem. As expected, we find that these covariate effects
are significant. But the most striking observation here is that the BLUEs of the
covariate effects appear to be robust to any changes of scales. This exact same
phenomenon was observed also in Dutta and Mondal (2015a) in the context of
agricultural variety trial, and, in the current context this observation reaffirms
that even for a moderately small lattice spacings, a fractionally differenced ran-
dom field plus a white noise on a lattice grid is a very good approximation to the
intrinsic Mat´ern process plus a little white noise. This offers further justifications
for the use of lattice-based approximations. Finally, some words should be added on why we did not fit a stationary
Mat´ern covariance to the arsenic concentration data and instead fit a limit-
ing intrinsic version. This question of stationary vs. intrinsic has dominated
many discussions of spatial statistics in the past; see e.g., Beran (1992), Be-
sag and Kooperberg (1995), Besag (2002), McCullagh and Clifford (2006) and
many others that address the inadequacy of stationary models in various spatial
applications. In the arsenic example, we first need to acknowledge that these
observations are not point-wise measurements. Rather they corresponds to av-
erage arsenic concentrations over water intake areas of the wells. This adds REML estimation with intrinsic Mat´ern dependence 2885 difficulties to fitting a stationary Mat´ern covariance model. 7. Discussion We open the discussion by noting the practical benefits of implementing our
lattice-based approximations of continuum spatial models. As we have seen
through simulations and REML analysis of arsenic contamination, there is lit-
tle loss in turning a geo-statistical dataset into an areal one by embedding the
study region on to a fine regular grid. In this context, we must recognize that
we never measure a spatial random variable at a point in space, but as an av-
erage value (or an integral) over a small non-null, perhaps infinitesimal, region. Thus, conceptually, there is no problem in discretizing the space, and treating
the observed values as averages over discretized regions. Furthermore, in most
spatial applications, the scale of sampling is neither infinitesimally small nor
infinitely great. Thus, in a range of applications, it should not be difficult to im-
plement a lattice-based model at a reasonably fine grid and still obtain the same
inference that we would have obtained had we fit the corresponding continuum
geostatistical model. As statisticians our rule of computations is simple. We should pursue ex-
act computations when possible. When we can not pursue exact computations
directly (for example if the sample size is large), we can look for alternatives
that will give us answers that are as good as exact answers. In this context,
our matrix-free scalable REML computations are relevant, as it is difficult to
pursue exact REML computations in large datasets. Numerical experiments in
Section 5.3 show that there is little loss of statistical efficiency due to our matrix-
free scalable computations and we can obtain answers that are as good as exact
answers. We believe that the fractional Laplacian differenced random fields on regular
arrays (that are presented in this paper) are of interest on their own. Lattice
based models, particularly Markov random fields, have played a fundamental
role in the development of spatial statistics and the use of fractional differencing
will widen the overall scope of lattice models. In the current paper, we did not consider any stationary models, but they
deserve some attention here. Typically, for stationary models, one can pursue
REML computations first by embedding the sampling locations in a finer rect-
angular grid and then embedding the rectangular grid into a much larger torus
lattice using block circulant embedding, as proposed in Dietrich and Newsam
(1993, 1997) and Wood and Chan (1994). Table 8 Second, even if we
assume that data are point-referenced, we could not estimate MLEs of the co-
variance parameters as fitting a stationary Mat´ern model to these data runs
into boundary and other numerical problems. Similar to the computer experi-
ments in Section 5.1, we tried to explore basins of attraction to local maxima
by doing a grid search on few parameters. But these efforts proved futile and
the log-likelihood surface revealed a long flat ridge. Presence of such flat ridges
not only complicate the numerical optimization problem but is also indicative
of parameter non-interpretability and redundancy. 7. Discussion This allows for the use of station- S. Dutta and D. Mondal 2886 ary models on a torus lattice, where one can take computational advantages of
fast Fourier transform (Besag and Moran, 1975) and derive matrix-free scalable
REML computations within our h-likelihood framework. From a computational
point of view, this h-likelihood framework will be easier to implement than di-
rectly maximizing the REML function by adapting the works of Anitescu et al. (2012). Furthermore, the h-likelihood framework will allow us to characterize
non-convexity in the optimization in terms of gamma non-linear models and
one will be able to obtain useful circulant or other preconditioners. However,
the main advantage here is that these computations will be not just matrix-free
and scalable but also statistically efficient (in terms of achieving Cramer–Rao
lower bound) and thus will yield qualitatively better estimates than those by
Fuentes (2007). In the above context, we must note that, even for stationary models, to date
there is no known Whiitle likelihood method that can deal with irregularly
sampled observations and produce asymptotically efficient estimators. Thus,
the work of Anitescu et al. (2012), Dutta and Mondal (2015a), this paper and
the computations mentioned above for the stationary case are a significant step
forward. Furthermore, if, in some applications, stationary Mat´ern model is of inter-
est, one can also pursue lattice-based approximations. Specifically, as in Mondal
(2011), we can consider a sequence of Gaussian random fields on Z2
m with spec-
tral densities ˜fm(ω, η) =
σ2
m
m2
1 −4βm + 4βm{sin2( 1
2mω) + sin2( 1
2mη)}
ν , with ω, η ∈(−mπ, mπ]. In this case, we need to take, as m →∞, βm ↑1/4,
4m2(1 −4βm) →κ2 > 0 and mν−1σm →σ/2ν. It then follows that ˜fm(ω, η)
converges to ˜f(ω, η) =
σ2
(κ2 + ω2 + η2)ν ,
σ > 0,
κ > 0, which is the spectral density formula of the continuum Gaussian stationary
Mat´ern random field. On finite rectangular lattice, we can then approximate the
precision matrix by λψ{(1 −4β)I + 4βW}ν and pursue our matrix-free REML
computations. Notice that this precision matrix has a finite condition number
and hence the computational complexity becomes only O(n(log n)2), even with-
out a preconditioner. The strength and weakness of such approximations will
be a matter of future research. 7. Discussion In arsenic data example, Gaussian distribution is used as an approximation,
as only a small fraction of the data is truncated to the right. If there is a concern
that this right-censoring can affect the Gaussianity assumption, one can further
consider a non-linear model using truncated Gaussian distribution and obtain
appropriate statistical estimation and inference. In this regard, it must be noted
that REML estimation applies only for Gaussian models and not for truncated
Gaussian models. Thus, although REML estimation can not be extended to a REML estimation with intrinsic Mat´ern dependence 2887 non-linear truncated Gaussian model, one can still derive meaningful statistical
estimation and inference extending the computations we have developed in this
paper. It is worthwhile to mention that there are many interesting directions in
which we can take our research forward in the future. One direction is to de-
velop matrix-free methods for conditional simulations of the spatial effect ψ. The
works of Borici (2000), Schneider and Willsky (2003), Parker and Fox (2012) and
Aune et al. (2013) have paved ways for matrix-free Lanczos methods for solving
equations of the form A1/2x = b, where A is a positive definite matrix that can
be multiplied with a vector in matrix-free way in less than O(n2) computations. By applying these works, we can thus advance conditional simulations of ψ. Specifically note that the conditional precision matrix of ψ is λyFTF + λψWν,
which can be multiplied with a vector in matrix-free way in O(n log n) computa-
tions. Thus such conditional simulations will allow us to make various statistical
inference about the underlying latent spatial random field. At the same time,
they would help us develop novel Bayesian computations, as such simulations
can be implemented for block Gibbs updates or within Matropolis-Hasting steps
or other Markov chain Monte Carlo computations. Another direction will be to combine the current work with that of Mon-
dal (2013) to develop fractionally differenced conditional autoregressive spatial
models. This will allow for advancement of Box–Jenkins type methodology in
spatial statistics. A third direction is to develop more complex spatial models that can accom-
modate anisotropy and heterogeneity. In reality, there are several reasons why
substantial anisotropy and heterogeneity may be present in arsenic concentra-
tion. For example, aquifers may not be homogeneous, the ages and the depths
of the wells can vary from place to place. 7. Discussion Similarly, demographic variables such
as population density, agricultural practices and industrial variables may also
affect local arsenic contamination. Furthermore, it is typical that older or deeper
wells supply more oxygen to the aquifers and accelerate hydrolysis arsenates to
a greater extent. It is also typical that the underground water usage is high
where population density is high or where the land is used for agriculture and
these factors have an adverse effect on contamination. Thus it would be of in-
terest to think how we can collect more covariate information and how we can
develop a more elaborate spatial model that can accommodate different sources
of anisotropy and heterogeneity. Appendix: Variogram calculations when ν ≥2 We refer to the supplement of the paper for numeric comparisons of γD(s, t)
and γD,m(s, t). Appendix: Variogram calculations when ν ≥2 Consider a zero mean stationary Gaussian Mat´ern process Z(x) on R2 with the
covariance function {2πσ2/Γ(ν)}{∥x∥/2κ)}ν−1Kν−1(κ∥x −y∥), for some ν ≥2,
κ > 0 and σ > 0. Take μ1 and μ2 to be finitely supported signed measures such
that
xi1
1 xi2
2 μ1(dx) =
xi1
1 xi2
2 μ2(dx) = 0,
i1, i2 ≥0, i1 + i2 ≤⌊ν −1⌋. S. Dutta and D. Mondal 2888 Next, define higher-order contrasts or differences by Z(μj) =
Z(x)μj(dx). Consequently, we obtain cov(Z(μ1), Z(μ2)) =
2πσ2
Γ(ν)
∥x∥
2κ
ν−1
Kν−1(κ∥x −y∥)μ1(dx)μ2(dy). (12) (12)
As x →0+, equations (9.6.2) and (9.6.10) of Abramowitz and Stegun (1972)
give xν−1Kν−1(x) =
2ν−1π
−sin(νπ)
k
j=0
(x/2)2j
j!Γ(j + 2 −ν) +
2−νπ
sin(νπ)Γ(ν)x2(ν−1) +O(x2k+2), where k = ⌊ν −1⌋, when ν is not an integer. Similarly, when ν is an integer,
equation (9.6.11) of Abramowitz and Stegun (1972) give where k = ⌊ν −1⌋, when ν is not an integer. Similarly, when ν is an integer,
equation (9.6.11) of Abramowitz and Stegun (1972) give xν−1Kν−1(x) = 2ν−2
ν−2
j=0
(ν −j −2)! j! (−1
2x)2j
+ (−1)ν−1 Ψ(1) + Ψ(ν) + log 4
2ν(ν −1)! x2(ν−1)
+
(−1)ν
2ν−1(ν −1)!x2(ν−1) log x + o(x2ν),
as x →0, where Ψ is the digamma function. It then follows that, as κ →0, the covariance
in (12) converges to 41−νπ2σ2
Γ(ν)2 sin(νπ)
∥x −y∥2ν−2μ1(dx)μ2(dy) when ν > 2 is not an integer, and to (−1)ν 41−νπσ2
Γ(ν)2
∥x −y∥2ν−2 log ∥x −y∥2μ1(dx)μ2(dy) when ν ≥2 is a positive integer. We refer to Matheron (1973) further discussions
on intrinsic spatial models. Since the limit κ →0+ corresponds to an intrinsic
Mat´ern random field with spectral density (4), we can apply the above results to
compute variogram of higher-order contrasts of Z(u, v). Specifically, if 2 < ν < 4,
we can exactly compute γD(s, t) = var {DZ(s, t) −DZ(0, 0)} by appropriately defining two finitely supported signed measures μ1 and μ2. Furthermore, we can compute γD,m(s, t) = var {DZ(m)(s, t) −DZ(m)(0, 0)} REML estimation with intrinsic Mat´ern dependence
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2ω) + sin2( 1
2η)
2
1 −cos(sω) cos(tη)
4π2m2
sin2
ω
2m + sin2
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2m
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Stress among on-duty firefighters: an ambulatory assessment study
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How to cite this article Rodrigues S, Paiva JS, Dias D, Cunha JPS. 2018. Stress among on-duty firefighters: an ambulatory assessment
study. PeerJ 6:e5967 http://doi.org/10.7717/peerj.5967 ABSTRACT Background. Stress at work has been broadly acknowledged as a worldwide problem
and has been the focus of concern for many researchers. Firefighting, in particular, is
frequently reported as a highly stressful occupation. In order to investigate firefighters’
occupational health in terms of stress events, perceptions, symptoms, and physiological
reactions under real-world conditions, an ambulatory assessment protocol was devel-
oped. Methods. Seventeen firefighters’ cardiac signal was continuously monitored during an
average of three shifts within a working week with medical clinically certified equipment Methods. Seventeen firefighters’ cardiac signal was continuously monitored during an
average of three shifts within a working week with medical clinically certified equipment
(VitalJacket R⃝), which allows for continuous electrocardiogram (ECG) and actigraphy
measurement. Psychological data were collected with a software application running on
smartphones, collecting potential stressful events, stress symptoms, and stress appraisal. Results. A total of 450.56 h of medical-quality ECG were collected, and heart
rate variability (HRV) analysis was performed. Findings suggest that although ‘fire’
situations are more common, ‘accidents’ are more stressful. Additionally, firefighters
showed high levels of physiological stress (based on AVNN and LF/HF HRV metrics)
when compared to normative healthy population values that may not be diagnosed
using merely self-reports. Discussion. The proposed ambulatory study seems to be useful for the monitoring
of stress levels and its potential impact on health of first responders. Additionally,
it could also be an important tool for the design and implementation of efficient
interventions and informed management resolutions in real time. Potential applications
of this research include the development of quantified occupational health (qOHealth)
devices for real life monitoring of emergency personnel stress reactions. Submitted 3 July 2018
Accepted 19 October 2018
Published 11 December 2018
Corresponding author
Susana Rodrigues,
scpr@inescporto.pt,
rodriguesusanacmp@gmail.com
Academic editor
Tjeerd Boonstra
Additional Information and
Declarations can be found on
page 15
DOI 10.7717/peerj.5967 Submitted 3 July 2018
Accepted 19 October 2018
Published 11 December 2018
Corresponding author
Susana Rodrigues,
scpr@inescporto.pt,
rodriguesusanacmp@gmail.com
Academic editor
Tjeerd Boonstra
Additional Information and
Declarations can be found on
page 15
DOI 10.7717/peerj.5967
Copyright
2018 Rodrigues et al. Distributed under
Creative Commons CC-BY 4.0 Subjects Bioengineering, Psychiatry and Psychology, Public Health
Keywords Occupational health, Firefighters, Stress, Ambulatory assessment, Wearable devices,
Work analysis Subjects Bioengineering, Psychiatry and Psychology, Public Health
Keywords Occupational health, Firefighters, Stress, Ambulatory assessment, Wearable devices,
Work analysis Subjects Bioengineering, Psychiatry and Psychology, Public Health
Keywords Occupational health, Firefighters, Stress, Ambulatory assessment, Wearable devices,
Work analysis Stress among on-duty firefighters: an
ambulatory assessment study Susana Rodrigues1,2, Joana S. Paiva1,3, Duarte Dias1,2 and João Paulo S. Cunha1,2 1 Institute for Systems Engineering and Computers—Technology and Science (INESC TEC), Porto, Portugal
2 Faculty of Engineering, University of Porto, Porto, Portugal 3 Astronomy and Physics Department, Sciences Faculty, University of Porto, Porto, Portugal INTRODUCTION The existing global challenges of our society, the escalation of crime and violence contribute
to the increase of critical incidents; therefore, there is a greater need for security forces and
emergency services to intervene (Shaffer, 2010). Firefighting is one of the professions with
strong responsibilities towards society safety and well-being, considering that firefighters
are the first to respond to a critical incident. Firefighters emergency responsibilities
includes not only preventing and combating fire, but also tasks such as supporting in Distributed under
Creative Commons CC-BY 4.0 OPEN ACCESS major transport accidents, natural disasters, terrorist attacks, or when special technical
help is required (European Agency for Safety and Health at Work, 2011). Society has strong
expectations of the ability of firefighting personnel to carry out their responsibilities
effectively. However, firefighters perform their typical occupational activities in very hard,
unpredictable emergency circumstances, exposing them to severe stress. According to
previous findings, working contexts with high levels of stress, are related with increased
risks of cardiovascular problems and other work-related illnesses (Vrijkotte, Van Doornen
& De Geus, 2000). Furthermore, the effects of stress among firefighters are well recognized
(Kales et al., 2007; Perrin et al., 2007). Stress can be defined as a process, whereas a situation is perceived as exceeding
individual’s resources or threatens the person’s well-being (Lazarus & Folkman, 1984). Despite its psychological component, stress also changes the physiological balance of
the autonomic nervous system (ANS). The ANS is divided into two main divisions:
the sympathetic and the parasympathetic nervous system. Both divisions operate
simultaneously and balance each other dynamically in regular situations. During an
acute stress event, the sympathetic system is overactive and the parasympathetic system
level of activation is decreased. The sympathetic branch increases heartbeat rates, while
also increasing the perspiring activity of the adrenal glands and breathing rates, preparing
the body to respond, while the parasympathetic system decrease the heartbeat, sweating,
and breathing rates (Clifford, Azuaje & McSharry, 2006). This process was firstly called
as the ‘fight-or-flight’ response (Cannon, 1935). The chronic exposure to high levels of
stress, such as experienced in working situations, can result in a chronic body activation,
that can overwhelm the body systems (hormonal, cardiovascular, neural, and muscular
systems). This can seriously impact health, for example, by causing long-term damages to
the immune system (Taelman et al., 2009). Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 INTRODUCTION There are a wide range of physiological indicators (e.g., blood pressure, cortisol, skin
conductance), however heart rate variability (HRV) has been foreseen as a reliable indicator
of physiological stress reactions (Castaldo et al., 2015). HRV refers to the variations in heart
rates or heartbeat intervals, which has been recognized as an instantaneous quantitative
measure of the ANS activity related with stress (Zhong et al., 2005). Developments in stress diagnosis methods are crucial for the understanding of individual
functioning during hazardous events and for the design of efficient prevention programs. However, despite the fact that much attention has been dedicated to the study of stress over
the years, there are still some limitations with respect to its conceptualization and evaluation. First, traditional stress assessment designs in psychology are frequently retrospective and
cross-sectional, only based on self-reported measures (Segerstrom & O’Connor, 2012). As a
result, the collected data may be plagued by memory bias and cognitive biases. Second, and
as a possible solution to overcome the limitations presented above, laboratory experiments
are typically used to assess stress (Zanstra & Johnston, 2011). These controlled conditions
avoid retrospective reporting problems and are more rigorous (Smyth & Stone, 2003). However, considering their artificial conditions, results may not represent real-world
settings, and their ecological validity is limited. Third, there is a lack of a gold standard
stress measurement in either experimental settings or the field (Hovsepian et al., 2015). Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 2/19 Finally, studies in this area frequently include clinical populations without contemplating
a healthy cohort and/or reference to healthy values (Nunan, Sandercock & Brodie, 2010). In order to overcome the previous shortcomings in this area and taking into
account that stress is a complex issue, interdisciplinary research approaches integrating
psychophysiological dimensions of stress that are able to collect data under natural settings
are necessary in order to fully investigate stress (Rodrigues, Kaiseler & Queirós, 2015). Ambulatory assessment has been recommended as a novel research method that combines
self-reports, and physiological measurements under natural environments (Trull & Ebner-
Priemer, 2013). In sum, ambulatory monitoring offers higher ecological validity and higher
clinical reliability outcomes than laboratory studies (Houtveen & De Geus, 2009). INTRODUCTION However,
stress research in the field has also been plagued by several problems, including noisy data,
the influence of confounding variables, and difficulties in finding discriminative features
that can detect and differentiate a stress response from similar physiological responses
(Hovsepian et al., 2015). In order to overcome the previous shortcomings in this area and taking into
account that stress is a complex issue, interdisciplinary research approaches integrating
psychophysiological dimensions of stress that are able to collect data under natural settings
are necessary in order to fully investigate stress (Rodrigues, Kaiseler & Queirós, 2015). Based on previous research recommendations, the current study developed a novel
multi-method ambulatory stress approach in order to assess firefighters stress events,
perceptions and symptoms during their daily work duties. Taking this into account,
the current interdisciplinary method consists of a combination of self-reports with
electrocardiogram (ECG) data analysis, relying on user-friendly and non-intrusive
technology adapted to firefighters’ needs and requirements. According to a recent review
on wearable health devices (Dias & Cunha, 2018), wearable ECG devices are of extreme
importance for health monitoring because they allow to acquire valuable physiological data
without interfering in users normal activities and daily routines. As opposed non-wearable
devices have greater dimensions, are static and not comfortable and the awareness of
being monitored can strongly interfere with subjects behavior, causing more stress. The
major concern when using wearable devices is the associated noise and data quality. The
device used in the current study (Vital Jacket R⃝) has the huge advantage of having medical
certification, which means that the acquired data has medical quality, although it can be
naturally be affected by intensive movement. This is something that has been very difficult
to overcome, however the use of these kind of devices contributes for a lower amount of
noise artifacts and a higher level of quality of the data. Additionally, the use of softwares
that implement machine learning techniques and novel algorithms are also helpful for the
removing of movement artifacts (Dias & Cunha, 2018). To the best of our knowledge, no previous studies were found internationally with this
population using a similar approach. Taking this in account, we believe that this study makes
a novel and original contribution to the advancement of knowledge in psychophysiological
assessment in daily work conditions of firefighters. Findings will particularly increase the
understanding of firefighters’ stress experience on duty. PARTICIPANTS Seventeen firefighters (15 males and 2 females) from a fire department in Portugal
voluntarily participated in this study. The age range was 18–54 years (M = 29.35±8.85). Regarding the educational background, five had completed primary school, six completed
secondary school, and three had a graduation level. The firefighting years of practice ranged
between less than one year to 23 years (M = 9.41±7.3). Regarding the self-perception of
participant’s health status, 47% reported that they have a good health, 35% an excellent
health and 18% reported that they have an average health. Regarding physical activity
practice, 76% of the sample reported that they practice physical activity regularly. Regarding
smoking habits, 53% of the participants smokes. The exclusion criteria for participating in the study were subjects having a history of
cardiovascular disease and/or taking medication that interfere with their cardiovascular
function. The study was approved by the University of Porto Ethics Committee (ethical
application ref: 29/CEUP/2016). After presenting the study protocol, the participants
voluntarily provided written informed consent prior to the study implementation. METHODS In order to provide a standardized reporting of methodologies investigating HRV in
psychiatry and behavioral sciences, we will present our research method based on the Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 3/19 Guidelines for Reporting Articles in Psychiatry and Heart Rate Variability (GRAPH)
(Quintana, Alvares & Heathers, 2016). The current method fits the four domains proposed
by these guidelines: participant selection, interbeat interval collection, data preparation and
HRV calculation. However, small amendments were made to this checklist, considering that
our study is multidisciplinary and involves other variables, such as self-report measures,
besides HRV metrics. Figure 1 illustrates our method in general. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 MATERIALS A ‘kit’ was specifically developed for this study, including (a) a wearable t-shirt that acted
like a wearable ECG monitor, VitalJacket R⃝(Cunha et al., 2010; Cunha, 2012) (see Fig. 2),
and (b) an electronic diary based on an Android smartphone application (see Fig. 3). A ‘kit’ was specifically developed for this study, including (a) a wearable t-shirt that acted
like a wearable ECG monitor, VitalJacket R⃝(Cunha et al., 2010; Cunha, 2012) (see Fig. 2),
and (b) an electronic diary based on an Android smartphone application (see Fig. 3). The VitalJacket R⃝is a wearable bio-monitoring platform (in the form of a t-shirt) able to
collect ECG signals in real-time, without affecting daily activities of users. It also contains a
three-axis accelerometer system, allowing ECG signal correction for actigraphy profiles, and
a Bluetooth transmitter that enables visualisation of the ECG signal in real time and saves
all data in a SD memory card. This equipment is certified according to the MDD93/42/EEC
medical device directive and holds the European Conformity mark (Biodevices, 2017). Figure 4 shows an example of an ECG trace collected using VitalJacket R⃝. The electronic diary contained an Android smartphone application that was specifically
developed by biomedical engineers for this study. This tool allows to describe events and
to rate stress symptoms and perceptions. Additionally, it allows data synchronisation and
event marking (Fig. 3). This system pairs with VitalJacket R⃝via Bluetooth and enables
the exact annotation of events in the device using ‘radiobuttons’. These events are saved
in the device and synchronised with the ECG that is being acquired at that moment. The
app stores all the data about the events in an SQL Light DataBase, from where a report
of the event data can be generated and exported for processing and analysis, ensuring Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 4/19 Figure 1
Study method illustration based on Guidelines for Reporting articles in Psychiatry and Heart
Rate Variability (Quintana, Alvares & Heathers, 2016). Full-size
DOI: 10.7717/peerj.5967/fig-1 Figure 1
Study method illustration based on Guidelines for Reporting articles in Psychiatry and Heart
Rate Variability (Quintana, Alvares & Heathers, 2016). Full-size
DOI: 10.7717/peerj.5967/fig-1 Figure 1
Study method illustration based on Guidelines for Reporting articles in Psychiatry and Heart
Rate Variability (Quintana, Alvares & Heathers, 2016). Full-size
DOI: 10.7717/peerj.5967/fig-1 Figure 2
Vital Jacket R⃝equipment. F ll i
DOI 10 7717/
j 5967/fi
2 Figure 2
Vital Jacket R⃝equipment. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Self-reports A demographic and a medical questionnaire were used in order to evaluate participants’
current health state. In order to find a measure of chronic stress, the Portuguese version
(Mota Cardoso et al., 2002) of the original Perceived Stress Scale (PSS) was implemented
(Cohen, Kamarck & Mermelstein, 1983). The validation studies of this scale presented a
coefficient alpha reliability above 0.84 (N = 332) in Cohen’s and colleagues study and 0.86
(N = 200) in Mota Cardoso and colleagues study. In the current study, the Cronbach’s
alpha for the PSS was 0.76. The PSS is a 14-item scale ranging from ‘0—never’ to ‘4—very
often’. Participants were asked to indicate how often they felt or thought a certain way in
the past month. Scores range from 0 to 56, with higher scores indicating more stress. MATERIALS Full-size
DOI: 10.7717/peerj.5967/fig-2 Figure 2
Vital Jacket R⃝equipment. Full-size
DOI: 10.7717/peerj.5967/fig-2
Figure 3
Smartphone application layout. Full-size
DOI: 10.7717/peerj.5967/fig-3 Figure 2
Vital Jacket R⃝equipment. Full-size
DOI: 10.7717/peerj.5967/fig-2 Full-size
DOI: 10.7717/peerj.5967/fig-2 Figure 3
Smartphone application layout. Full-size
DOI: 10.7717/peerj.5967/fig-3 Figure 3
Smartphone application layout. Full-size
DOI: 10.7717/peerj.5967/fig-3 Figure 3
Smartphone application layout. Full-size
DOI: 10.7717/peerj.5967/fig-3 Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 6/19 Figure 4
Data acquired from VitalJacket R⃝wearable medical device captured during non-movement
and movement. This figure shows an example of the medical grade ECG waveform acquired and below
an activity intensity from the accelerometer acquired data. This intensity scale from the accelerometer
goes from yellow (no movement, zero value) to red (high movement) showing the level of each participant
activity. Full-size
DOI: 10.7717/peerj.5967/fig-4
the synchronisation between those events’ information and the data gathered by the
VitalJacket R⃝. Figure 4
Data acquired from VitalJacket R⃝wearable medical device captured during non-movement
and movement. This figure shows an example of the medical grade ECG waveform acquired and below
an activity intensity from the accelerometer acquired data. This intensity scale from the accelerometer
goes from yellow (no movement, zero value) to red (high movement) showing the level of each participant
activity. Full-size
DOI: 10.7717/peerj.5967/fig-4
h
h
i
i
b
h
’ i f
i
d h d
h
d b
h Figure 4
Data acquired from VitalJacket R⃝wearable medical device captured during non-movement
and movement. This figure shows an example of the medical grade ECG waveform acquired and below
an activity intensity from the accelerometer acquired data. This intensity scale from the accelerometer
goes from yellow (no movement, zero value) to red (high movement) showing the level of each participant
activity. Full-size
DOI: 10.7717/peerj.5967/fig-4 Figure 4
Data acquired from VitalJacket R⃝wearable medical device captured during non-movement
and movement. This figure shows an example of the medical grade ECG waveform acquired and below
an activity intensity from the accelerometer acquired data. This intensity scale from the accelerometer
goes from yellow (no movement, zero value) to red (high movement) showing the level of each participant
activity. Full-size
DOI: 10 7717/peerj 5967/fig-4 the synchronisation between those events’ information and the data gathered by the
VitalJacket R⃝. the synchronisation between those events’ information and the data gathered by the
VitalJacket R⃝. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Diary information The Android smartphone application included a stress symptoms questionnaire (Cohen &
Williamson, 1988). This instrument included four questions related to physical aspects and
four questions related to cognitive aspects. An example of a physical symptom question is
‘I have a stiff neck’; an example of a cognitive symptom question is ‘I lack concentration’. Participants were asked to rate each item on a free scale ranging from ‘0—not felt at all’
to ‘4—extremely felt’. These questions were answered at the beginning and end of the
day, aiming to evaluate whether there were alterations in stress symptoms experienced
from the beginning to the end of the day. Additionally, a Visual Analogue Scale (VAS)
(Lesage, Berjot & Deschamps, 2012) was used after each event and before and after each
shift. Participants were asked to rate their perceived stress levels on a 10-level scale, ranging
from ‘0—None’ to ‘10—As bad as it could be’. Work stress was classified as high when
VAS >6 and low when VAS <3 (Ritvanen et al., 2006). Single–item measures were chosen
since they can offer useful information and present numerous benefits (e.g., reduced survey
length; respondent burden); for a detailed review of these please see Fisher, Matthews &
Gibbons (2016). Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 7/19 The firefighters also provided information regarding the experienced events in an
open-ended event question displayed in the smartphone application. The firefighters also provided information regarding the experienced events in an
open-ended event question displayed in the smartphone application. Ambulatory measures Following the guidelines presented by the task force of the European Society of Cardiology
and the North American Society of Pacing and Electrophysiology (Task Force of the
European Society of Cardiology, 1996) a feasible HRV time-domain parameter for stress
assessment is the average time between consecutive normal-to-normal (AVNN) heartbeat
time intervals. Lower values of this HRV component reflect higher stress (Castaldo et
al., 2015). As for spectral domain parameters, both the low-frequency (LF) component
(0.04–0.15 Hz) and the high-frequency (HF) component (0.15–0.4 Hz) of all NN intervals
provide information about sympathetic nervous system (SNS) and parasympathetic
nervous system (PSNS) activity. The LF/HF ratio has been frequently used as an indicator
of the overall balance between the sympathetic and parasympathetic systems, respectively. Higher values reflect domination of the sympathetic system, whereas lower values refer to
a higher activity from the parasympathetic system (Kaur et al., 2013). HRV values achieved
with this population during entire shifts will be compared with normative values obtained
by the study conducted by Voss et al. (2015). These authors conducted a study with the
largest population of healthy subjects (N = 1906) and analyzed age and gender- related
HRV differences. PROCEDURE A presentation meeting was organised to present the study. To assess the appropriateness
of the study ‘kit’, a pilot study was conducted with two firefighters to validate the
methodology’s feasibility and user-friendliness and the accuracy of the data received. Participants underwent ambulatory monitoring on about three days of the same work
week (eight hours each shift). At first, all firefighters completed the demographics and
medical questionnaire and the PSS. At the beginning of each shift, participants dressed
in the VitalJacket R⃝, switched the smartphone on, launched the software application,
and filled in the initial stress symptoms questionnaire and the stress VAS. Following this
procedure, the firefighters were ready to carry out the equipment for the full working-day
periods. After experiencing a stressful situation, the firefighters were required to fill in the
event questionnaire on the smartphone, including a description of the event and ratings of
stress appraisal, using the stress VAS. At the end of the shift, the firefighters again filled in
the stress symptoms questionnaire and the stress VAS. Physiological stress data y
g
For the extraction of heartbeat information from the ECG recordings, the Biodevices, S.A. ECG analyser (which is the same commercialised by this company to cardiology specialists),
was used. This analyser has an algorithm that detects each heartbeat in the ECG recording,
detecting the ‘R’ points of the ECG waveform and the RR interval (time between two
consecutives ‘R’ peaks in the ECG) was extracted. A simple verification according to the
literature was implemented to verify if all the RR intervals were physiologically valid
(Clifford, Azuaje & McSharry, 2006). This procedure can eliminate any possible mistake
made by the RR interval detection algorithm that can occur in case of a noisy ECG signal. The RR intervals that are physiologically valid are called normal-to-normal (NN) intervals. Physiological data were collected during the entire shift and during the stressful events. For the event-based approach, AVNN and LF/HF values were computed for each 5-minute
ECG segment for each subject, during the period of the event annotation made by the
firefighter in the smartphone application. It is important to remind that only ECG valid
data was considered after the data quality verification described above. Since the total
number of 5-minute ECG blocks among all subjects was not balanced between the three
categories (‘accidents’, ‘pre-hospitalar assistance’, and ‘fires’), a number of AVNN and
LF/HF 5-minute block values corresponding to the minimum number of 5-minute ECG For the extraction of heartbeat information from the ECG recordings, the Biodevices, S.A. ECG analyser (which is the same commercialised by this company to cardiology specialists),
was used. This analyser has an algorithm that detects each heartbeat in the ECG recording,
detecting the ‘R’ points of the ECG waveform and the RR interval (time between two
consecutives ‘R’ peaks in the ECG) was extracted. A simple verification according to the
literature was implemented to verify if all the RR intervals were physiologically valid
(Clifford, Azuaje & McSharry, 2006). This procedure can eliminate any possible mistake
made by the RR interval detection algorithm that can occur in case of a noisy ECG signal. The RR intervals that are physiologically valid are called normal-to-normal (NN) intervals. Physiological data were collected during the entire shift and during the stressful events. DATA ANALYSIS AND PROCESSING Event categorisation and correspondent stress perceptions
The event open-ended responses were transcribed verbatim and subjected to an inductive
content analysis technique (Maykut & Morehouse, 1994). The data was coded into stressor
categories by the first author and then verified by the other authors (Nicholls & Polman,
2007). Then, stressor categories generated for stressor responses were categorised into 8/19 Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 more general dimensions labelled as ‘fires’, ‘pre-hospitalar assistance’, and ‘accidents’,
as recommended in the literature (Pallauf et al., 2011). The frequency and mean values
of the stress VAS were calculated considering the intensity and mean intensity of each
stressor. This approach is similar to previous research in the area of stress appraisal
(Kaiseler, Polman & Nicholls, 2009). Kruskal–Wallis (non-parametric alternative) was used
to compare if there were statistical differences across stress VAS scores for the three stress
event categories. Stress symptoms and self-perceptions End-of-the-day and beginning-of-the-day stress symptoms mean scores were subtracted in
order to achieve an overall mean score, symbolising accumulated stress symptoms over the
shift. Internal consistency of the eight questions was calculated using Cronbach’s alphas. A study conducted by Gomes et al. (2012) with a sample of Portuguese firefighters, using
the same questionnaire obtained a Cronbach’s alpha for the 8 questions of 0.93. This value
provides a coefficient of reliability, and it is used as a measure of internal consistency
for participants’ answers. As recommended, these values should be above 0.70 (Pallant,
2013). In the current study, the Cronbach’s alpha for the eight questions was 0.82, with an
acceptable reliability (r = 0.7). Paired sample T-tests were performed to determine if there were differences between
stress symptoms during the end and the beginning of the shift. For stress VAS scales
implemented at the end and the beginning of the shift, mean scores were subtracted in
order to achieve an overall mean score, representing the evolution of stress perceptions
during the shift. Spearman rank order correlations were also used to test if there were
relations between the stress symptoms and the perceived stress levels along the shift. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Event categorisation and correspondent stress perceptions Event categorisation and correspondent stress perceptions
A total of 42 events were reported by the firefighters. The categorisation of events was
divided into three main classes: ‘fires’, ‘pre-hospitalar assistance’, and ‘accidents’ (Table 1). The mean results of the VAS after each event showed that ‘accidents’ were rated as the
most stressful events (M = 3.16), followed by ‘pre-hospitalar assistance’ (M = 2.27) and
‘fires’ (M = 1.95). However, results from the Kruskal–Wallis test revealed no significant
statistical differences in the stress VAS across the three stress events (χ2 = 2.37, p = .31). Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Physiological stress data For the event-based approach, AVNN and LF/HF values were computed for each 5-minute
ECG segment for each subject, during the period of the event annotation made by the
firefighter in the smartphone application. It is important to remind that only ECG valid
data was considered after the data quality verification described above. Since the total
number of 5-minute ECG blocks among all subjects was not balanced between the three
categories (‘accidents’, ‘pre-hospitalar assistance’, and ‘fires’), a number of AVNN and
LF/HF 5-minute block values corresponding to the minimum number of 5-minute ECG Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 9/19 blocks among the three categories was chosen randomly from the raw samples distribution
of AVNN and LF/HF. Hence, a total of 30 blocks of 5-minute ECGs was considered for
each condition in the statistical analysis. This allowed to perform statistical comparisons
and correlations considering a balanced sample number per condition. Kruskal–Wallis was
used to compare the AVNN and LF/HF mean differences for those stress event categories. For the entire shift analysis, AVNN and LF/HF mean values for each subject were
subtracted from the normative values according to the age and gender of each subject. Normative values were obtained from Voss et al. (2015) study with 1,906 healthy subjects. The statistical analysis was conducted using IBM SPSS AMOS (v.22) software and ECG
data analysis was performed using an interface developed in Matlab (R2015a) For the entire shift analysis, AVNN and LF/HF mean values for each subject were
subtracted from the normative values according to the age and gender of each subject. Normative values were obtained from Voss et al. (2015) study with 1,906 healthy subjects. The statistical analysis was conducted using IBM SPSS AMOS (v.22) software and ECG
data analysis was performed using an interface developed in Matlab (R2015a). RESULTS A total of 450.56 h were collected during shifts throughout the fire season in Portugal
(July–October 2016). Considering that the combined effect of exercise and mental stress
in HRV variables is still not well discriminated by the literature, some adjustments on the
analysis had to be made, resulting in a total of 133 h of ECG signal considered suitable
for analysis. Hence, in order to remove higher values of movement that may affect HRV
changes due to stress, a selection of collected data was made according to a movement
threshold measured by the wearable device accelerometer. It is also important to mention
that, as stated before, a RR interval validation was made to ensure that the extracted values
were physiological accepted. These adjustments enables the reduction of noise artefacts
and to exclude wrong values before compute HRV measurement. The overall sum of PSS results (28 ± 4.99) was in the average (28), considering that the
highest possible value is 56, and higher levels suggest more stress. The mean value obtained
was 2.0 ± 1.1. Event categorisation and correspondent stress perceptions Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Stress symptoms and self-perceptions A total of 34 entries were provided using the smartphone application. Paired sample T-test
results showed statistically significant differences between the beginning and the end of the
shift for all cognitive stress symptoms, with the exception of two physical stress symptoms:
‘stiff neck’ and ‘difficulty keeping the body straight’ (Table 2). There has been an increase of
the symptoms from the beginning to the end of the shift, showed by the positive direction
of scores between beginning and end of shift (Table 2). Spearman’s rho showed significant
positive correlations concerning the difference between Visual Analogue Scales at the end
and at the beginning of the shift and the stress symptoms reported, with the exception of
‘unconformable abdominal pain or stomach ache’ and ‘difficulty in controlling reactions’. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 10/19 Table 1
Event categories, events, frequency, mean and standard deviation (SD) values of stress Visual
Analogue Scales (VAS) after each event. General dimension/categories
Stress events
Frequency
VAS
Mean ± SD
Accidents
6
3,16 ± 1,86
Road accidents victims
5
Accident with an infrastructure
1
Pre-hospitalar assistance
15
2,27 ± 1,29
Glycaemia alterations
12
Blood pressure changes
2
Patient transportation
1
Fires
21
1,95 ± 1,05
Forest fire
16
Transport fire
2
Fire in an abandoned house
1
Aftermath
2
Notes. Bold indicates the total frequency of each general dimension and its correspondent mean and standard deviation. Table 1
Event categories, events, frequency, mean and standard deviation (SD) values of stress Visual
Analogue Scales (VAS) after each event. Notes. Bold indicates the total frequency of each general dimension and its correspondent mean and standard deviation. Table 2
Statistical analysis of differences between end and beginning of the shift for stress symptoms
and their correlations with mean difference of VAS along shift (end shift minus beginning of the shift). Table 2
Statistical analysis of differences between end and beginning of the shift for stress symptoms
and their correlations with mean difference of VAS along shift (end shift minus beginning of the shift). Stress symptoms and self-perceptions Stress symptoms
Mean ± SDa
T-Test values
Spearman rho
Stiff neck
0.21 ± 0.08
−1.49
0.483**
Tiredness in the eyes or heavy head
0.39 ± 0.95
−2.34*
0.414*
Uncomfortable abdominal pain or stomach ache
0.32 ± 0.73
−2.60*
0.339
Difficulty to keep the body straight
0.06 ± 0.89
−0,39
0.639**
Lack of concentration
0.29 ± 0.84
−2.05*
0.503**
Difficulty to think, and make decisions
0.44 ± 0.96
−2.69*
0.435*
Anxiety
0.15 ± 0.66
−1.30*
0.365*
Difficulty in controlling reactions
0.21 ± 0.54
−2.23*
0.225
Notes. aEnd shift–beginning of the shift. *p < .05. **p < .005. SD, standard deviation. ymptoms
Mean ± SDa
T-Test values
Spearman rho Physiological stress data analysis Significant differences
were also found for ‘‘pre-hospitalar assistance’’ (M = 1.92 ± 0.68), and ‘‘accidents’’
(M = 2.85±1.56), z = −3.29, p = .001, r = 1.1. Results from the ECG analysis conducted during the entire shifts, based on AVNN
and LF/HF ratio, are presented in Fig. 5. These results were individually compared
with normative values obtained by Voss et al.’s (2015) study with 1,906 healthy subjects,
controlling for gender and age (Fig. 4). AVNN results suggested that 82% of participants
(14 out of 17 firefighters) presented lower values of this ECG measure, and for LF/HF a
total of 71% of the firefighters (12 out of 17) were above the normative values. Overall
mean results from the group analysis suggested that AVNN was lower for the firefighters’
sample (M = 792.64±92.29) when compared to health subjects’ baseline (M = 930±133). Complementarily, LF/HF is higher in firefighters (M = 3.82±1.76) when compared to
normative values (M = 3.33±3.47). Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Physiological stress data analysis Physiological stress data analysis ECG data were obtained for 17 firefighters. The ECG analysis was performed during the
entire shifts and during the main event categories—an event-based approach. Results
for the event-based analysis suggested that ‘accidents’ were the most stressful events,
considering that AVNN presented the lowest values, followed by the highest values of
LF/HF, when compared to the other reported events: ‘fires’ and ‘pre-hospitalar assistance’
(Table 3). These results were in accordance with stress perceptions obtained with the VAS. Kruskal–Wallis revealed statistically significant differences only for LF/HF (χ2 = 12.54,
p = .002). In order to test for significant differences in LF/HF between the groups (fires;
accidents and pre-hospitalar assistance) Mann–Whitney test was used. Results showed Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 11/19 Table 3
AVNN and LF/HF mean values and SD divided into the three stress events categorizations
(N = 30). AVNN (milliseconds)
LF/HF
Mean ± SD
Mean ± SD
Accidents
811.39 ± 145.65
2.85 ± 1.56*
Pre-hospitalar assistance
830.24 ± 142.29
1.92 ± 0.68*
Fires
823.01 ± 134.05
2.51 ± 0.98*
Notes. *Significant differences between conditions ‘‘accidents’’, ‘‘pre-hospital assistance’’ and ‘‘fires’’; Kruskal-Wallis, two-tailed; p <
0.01. Table 3
AVNN and LF/HF mean values and SD divided into the three stress events categorizations
(N = 30). Notes. *Significant differences between conditions ‘‘accidents’’, ‘‘pre-hospital assistance’’ and ‘‘fires’’; Kruskal-Wallis, two-tailed; p <
0.01. tes. *Significant differences between conditions ‘‘accidents’’, ‘‘pre-hospital assistance’’ and ‘‘fires’’; Kruskal-Wallis, two-tailed; p <
0 01 significant differences in LF/HF metric during ‘‘fires’’ (M = 2.51 ± 0.98) and ‘‘pre-
hospitalar assistance’’ (M = 1.92±0.68), z = 2.74, p = .001, r = 0.9. Significant differences
were also found for ‘‘pre-hospitalar assistance’’ (M = 1.92 ± 0.68), and ‘‘accidents’’
(M = 2.85±1.56), z = −3.29, p = .001, r = 1.1. significant differences in LF/HF metric during ‘‘fires’’ (M = 2.51 ± 0.98) and ‘‘pre-
hospitalar assistance’’ (M = 1.92±0.68), z = 2.74, p = .001, r = 0.9. Significant differences
were also found for ‘‘pre-hospitalar assistance’’ (M = 1.92 ± 0.68), and ‘‘accidents’’
(M = 2.85±1.56), z = −3.29, p = .001, r = 1.1. significant differences in LF/HF metric during ‘‘fires’’ (M = 2.51 ± 0.98) and ‘‘pre-
hospitalar assistance’’ (M = 1.92±0.68), z = 2.74, p = .001, r = 0.9. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 DISCUSSION The present study used an ambulatory multi-method approach to assess stress, particularly
stress events, perceptions, symptoms, and physiological reactions, considering a
combination of self-reports and ECG data. The ambulatory cardiovascular analysis during
shifts suggests that firefighters experience high levels of physiological stress when compared
to healthy individuals based on the study developed by Voss et al. (2015). There is a lack of
studies in the literature concerning normative values of HRV in large healthy populations,
not to mention that there is no study indicating these values for a firefighter population. The reduced values of AVNN during ‘accidents’ and also during shifts propose an
increase in cardiac sympatho-excitation, characteristic of stress conditions (Tharion,
Parthasarathy & Neelakantan, 2009). This process reflects an increased activation of the
cardiovascular system, triggered in order to prepare the body to quickly respond to stress. Therefore, lower values are associated with stress responses (Taelman et al., 2009). On the
other hand, increased LF/HF suggests an activation of the SNS as well as withdrawal of PNS
activity (Pagani et al., 1997). Therefore, stress is related to an increase in LF/HF ratio (Kaur
et al., 2013). Additionally, statistically significant differences were found for LF/HF during
the reported events as opposed to AVNN, suggesting that this measure could be more
sensitive for the identification of stress, considering that this parameter is directly related to Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Figure 5
Differences between (A) AVNN and (B) LF/HF obtained during entire shifts and normative
values for each subject, individually controlling against baseline HRV for age and gender (Voss et al.,
2015). Full-size
DOI: 10.7717/peerj.5967/fig-5 Figure 5
Differences between (A) AVNN and (B) LF/HF obtained during entire shifts and normative
values for each subject, individually controlling against baseline HRV for age and gender (Voss et al.,
2015). Full-size
DOI: 10.7717/peerj.5967/fig-5 sympathetic activation (Traina et al., 2011). Complementarily, results obtained from PSS,
used as a measure of chronic stress suggest a moderate level of this measure, potentially
indicating the presence of a chronic stress state (Cohen, Kamarck & Mermelstein, 1983). When examining the differences between event self-perceptions, it is interesting to
note that ‘accidents’ were reported as the most stressful (M = 2.85±1.86). However,
the differences were not statistically relevant, probably due to the reduced sample used. These results were also found in a similar study with firefighters (Pallauf et al., 2011). DISCUSSION This suggests that, although ‘fire’ situations are more common, they are not the most
stressful. One possible explanation for ‘accidents’ being the most stressful events could
be that firefighters are usually first on the scene of accidents, which are unpredictable
situations that usually involve people’s lives. However, it is important to consider that
stress self-perceptions, based on the VAS, presented very low values, considering that the
scale ranged from 1 to 10 and the overall mean of this measure was 2.38. The possible
mismatch between self-report levels after events and their physiological responses could
be explained by the fact that the reported events (mainly ‘fire’ situations) are commonly
experienced by firefighters, particularly in the course of the fire season, when the data were
collected. sympathetic activation (Traina et al., 2011). Complementarily, results obtained from PSS,
used as a measure of chronic stress suggest a moderate level of this measure, potentially
indicating the presence of a chronic stress state (Cohen, Kamarck & Mermelstein, 1983). g
p
When examining the differences between event self-perceptions, it is interesting to
note that ‘accidents’ were reported as the most stressful (M = 2.85±1.86). However,
the differences were not statistically relevant, probably due to the reduced sample used. These results were also found in a similar study with firefighters (Pallauf et al., 2011). This suggests that, although ‘fire’ situations are more common, they are not the most
stressful. One possible explanation for ‘accidents’ being the most stressful events could
be that firefighters are usually first on the scene of accidents, which are unpredictable
situations that usually involve people’s lives. However, it is important to consider that
stress self-perceptions, based on the VAS, presented very low values, considering that the
scale ranged from 1 to 10 and the overall mean of this measure was 2.38. The possible
mismatch between self-report levels after events and their physiological responses could
be explained by the fact that the reported events (mainly ‘fire’ situations) are commonly
experienced by firefighters, particularly in the course of the fire season, when the data were
collected. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 13/19 Complementarily to stress perceptions and physiology, stress symptoms were also
analysed. The stress symptoms questionnaire showed an increase of stress symptomatology
from the beginning of the shift to the end, with almost all stress symptoms positively
correlated with perceived stress level differences based on VAS means. DISCUSSION In fact, VAS stress
levels reported by participants also increased from the beginning to the end of shifts. These results are in line with previous findings obtained with this population, showing
the cumulative effects of stress throughout the day (Gomes et al., 2012). Additionally,
these effects are more evident for cognitive stress symptoms, considering that all of
them significantly increased from the beginning of the shift to the end. Accordingly, a
study conducted with 21 firefighters concluded that stress has an impact on cognitive
functioning, which could explain the maladaptive responses observed during real fires
(Robinson et al., 2013). These should be of great concern for firefighters’ administrators
and clinicians, providing important insights for the design of tailored stress-management
programs. The current study has some methodological limitations particularly: the reduced sample
size that limits the generalizability of results and short time duration of the data collection
procedures (only an average of three shifts were monitored). Hence, further research is
required, using larger samples and different professionals for longer periods (more shifts
and including days off) and comprising longitudinal designs. Regarding the wearable
device used for ECG monitoring there were also some technological limitations. Firstly,
the fact that the wearable t-shirts need to be washed after used, due to the sweat and
transpiration. Secondly, there were two cases where the gel-electrode was displaced due
to the transpiration, leading to artifacts in the ECG data. Considering these limitations,
our research group has been working on the development of a new device version with
a reduced skin patch form-factor (Cunha, 2016). Despite the current limitations, we do
believe in the potential of this study, considering that the information we have collected
from the firefighters health status could be helpful to prevent limit situations during real
duties, caused by extreme stress (overexaustion; heat stress). This information could be
sent in real time to fire commanders and this could help on the management of teams in
the field. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Funding This work was supported by National Funds through the FCT Funda¸cão para a Ciência
e Tecnologia (Portuguese Foundation for Science and Technology) within the project
VR2Market CMUPERI/FIA/0031/2013 and FCT PhD grant PD/BD/135023/2017. The
funders had no role in study design, data collection and analysis, decision to publish, or
preparation of the manuscript. Grant Disclosures The following grant information was disclosed by the authors: The following grant information was disclosed by the authors:
National Funds through the FCT Funda¸cão para a Ciência e Tecnologia (Portuguese
Foundation for Science and Technology). PD/BD/135023/2017. National Funds through the FCT Funda¸cão para a Ciência e Tecnologia (Portuguese
Foundation for Science and Technology). PD/BD/135023/2017. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 CONCLUSIONS In sum, there is some evidence that stress is part of firefighters’ routines, but they may
not be truly aware of their stress levels; therefore, they are unlikely to ask for help. Stress
in the workplace could be problematic if not managed well (Schultz & Schultz, 2010). Therefore, further attention should be dedicated to firefighters’ occupational health by
collecting not only information about what causes stress but also concerning its real impact
on psychological and physical health. This study reinforces the importance of firefighter
research for the monitoring of stress levels and its potential impact on health and the design
of intervention plans and programmes adapted to this population’s real needs. Moreover,
the multi-dimensional and complex nature of stress for first responders requires that
administrators, and associated policy makers take a corresponding and comprehensive Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 14/19 method for the management of stress in these hazardous occupations (Reynolds & Wagner,
2007). Such a comprehensive approach to stress management will improve the well-being,
safety, and productivity not only of the individual workers but also the communities they
serve. Findings from the current study provide a novel contribute in the area of occupational
health, particularly for a better understanding of stress processes. A novel and accurate
methodology was developed and its feasibility was showed among hazardous professionals
working under real-world environments. List of Abbreviations ANS
Autonomic Nervous System
AVNN
Average of Normal-to-Normal Intervals
ECG
Electrocardiogram
HF
High Frequency component
HRV
Heart Rate Variability
LF
Low Frequency component
LF/HF
Ratio of Low Frequency and High Frequency power band
PSNS
Parasympathetic Nervous System
PSS
Perceived Stress Scale
qOHealth
Quantified Occupational Health
SNS
Sympathetic Nervous System
VAS
Visual Analogue Scale Supplemental Information Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj 5967#supplemental information Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj.5967#supplemental-information. Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj.5967#supplemental-information. peerj.5967#supplemental-information. Data Availability The following information was supplied regarding data availability: The raw data are included in the Supplemental Files. The raw data are included in the Supplemental Files. The raw data are included in the Supplemental Files. Field Study Permissions The following information was supplied relating to field study approvals (i.e., approving
body and any reference numbers): The following information was supplied relating to field study approvals (i.e., approving
body and any reference numbers): Field experiments were approved by the University of Porto Ethical Comission and the
Chief Command of the Portuguese firefighter department. Human Ethics The following information was supplied relating to ethical approvals (i.e., approving body
and any reference numbers): The following information was supplied relating to ethical approvals (i.e., approving body
and any reference numbers): The Ethical Commission of the University of Porto granted ethical approval to carry out
the study (Ethical Application Ref: 29/CEUP/2016). Author Contributions Author Contributions • Susana Rodrigues, Joana S. Paiva and Duarte Dias 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. • João Paulo S. Cunha conceived and designed the experiments, analyzed the data,
contributed reagents/materials/analysis tools, authored or reviewed drafts of the paper,
approved the final draft. Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 Competing Interests The authors declare there are no competing interests. 15/19 Rodrigues et al. (2018), PeerJ, DOI 10.7717/peerj.5967 REFERENCES Biodevices. 2017. Certifications. Available at http://www.vitaljacket.com/pt/empresa/
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Mitropoulos, G. (2023). Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery. Pnyx: Journal
of Classical Studies, 2(1), 1–19. https://doi.org/10.55760/pnyx.2023.33658 Vol 2, No 1 (2023) Vol 2, No 1 (2023) Pnyx: Journal of Classical Studies Krinagoras and Imperial Glory
Giorgos Mitropoulos
doi: 10.55760/pnyx.2023.33658
Copyright © 2023, Giorgos Mitropoulos
This work is licensed under a Creative Commons Attribution 4.0. Keywords Krinagoras; Augustus; imperial court; court poets; Greek epigrams; irony, flattery; mockery; imperial
ideology To cite this article: To cite this article: https://epublishing.ekt.gr | e-Publisher: EKT | Downloaded at: 24/10/2024 08:17:41 ISSN: 2754-5725
2023 | Vol. 2|1, 1-19
DOI: 10.55760/pnyx.2023.33658 Krinagoras and Imperial Glory: An Interplay Between Irony,
Mockery, and Flattery
Giorgos Mitropoulos
Institute of Historical Research, National Hellenic Research Foundation | National and Kapodistrian
University of Athens
gmitro@eie.gr
Submitted
03/09/2022
Accepted (Internal Review)
07/11/2022
Revised (External Review)
28/12/2022
Published
30/06/2023 Krinagoras and Imperial Glory: An Interplay Between Irony,
Mockery, and Flattery
Giorgos Mitropoulos
Institute of Historical Research, National Hellenic Research Foundation | National and Kapodistrian
University of Athens
gmitro@eie.gr
Submitted
03/09/2022
Accepted (Internal Review)
07/11/2022
Revised (External Review)
28/12/2022
Published
30/06/2023 Abstract This paper examines two epigrams of the Mytilenean poet Krinagoras (AP 9.562 and 9.224),
traditionally interpreted as court flattery examples. Krinagoras was a poet close to the Augustan court,
and many of his epigrams praised members of the imperial house. However, a closer examination of
these epigrams reveals a discreet dose of irony towards the glory of Augustus, a seemingly strange
choice on the part of a court poet of the Augustan circle. It seems that Krinagoras, who travelled from
his native island Mytilene to the westernmost part of the Roman Empire in Tarragona as a member of
the embassy to meet Augustus, used irony as a stylistic instrument to insinuate his discontent for the
hardships he had suffered. The paper contributes to a growing literature that examines the ways literary
works functioned as instruments of flattering the ruler but also concealed resentment or mockery,
even against the Roman emperor. Krinagoras’ irony is merely one instance among many where subtle
mockery and satire of the imperial family were exercised in the early Augustan period. Acknowledgements This paper expands on a reflection expressed by Kostas Buraselis during one of his always thought-provoking lectures at the
University of Athens. I want to express my sincere gratitude to him, as well as to Stefanos Apostolou and Manolis Pagkalos
for their precious remarks and assistance. Copyright © 2023 | Giorgos Mitropoulos Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i Introduction K
rinagoras, son of Kallippos, was born in Mytilene around 70 BCE to a family of high social
rank, as his participation in embassies sent to Julius Caesar and Augustus indicates (see
below). He was next in a line of Mytilenaean elite members and writers associated with Roman
power. Before him, Theophanes was an amicus of Pompey, and Potamon was an ambassador to Caesar
and Octavian and also wrote encomia for Brutus and Octavian.1 In his lifetime, Krinagoras became
one of the poets supported by the domus Augusta. His works (he is attributed with the authorship
of 51 epigrams in total) span a rich thematic range of themes well-represented in the Hellenistic
epigrammatic tradition, including sepulchral (ἐπιτύμβια), erotic (ἐρωτικά), dedicatory (ἀναθηματικά),
and epideictic (ἐπιδεικτικά) epigrams.2 However, the most characteristic feature of the poetry of
Krinagoras is his inspiration from personal experiences and observation as material for his epigrams.3 K
r
r
b
B After his last embassy to Augustus in 26–25 BCE (see below), Krinagoras resided for many
years in Rome. Though details of his residence are lacking, it can be presumed from many references
in his epigrams that he was connected with the highest social circles in Rome and enjoyed the
support of the Augustan family. Indeed, the poet praised and bestowed fame in his epigrams to
Augustus and members of the imperial family, such as the future emperor Tiberius, Marcellus,
Germanicus, and Antonia the Younger.4 Many of his poems celebrate fortunate events in the domus
Augusta, such as the first shave of Marcellus and the forthcoming birth of a child by Antonia,5
while others glorify military victories, like those of Tiberius in Germany and Armenia.6 Epigram
AP 9.224, which is discussed below, reveals Krinagoras’ knowledge of Augustus’ private habits
when he travelled, while in ΑP 9.239 the poet offers an intellectual gift to Antonia. Some of these
poems were probably written during his residence in Rome and offer insight into his experience of
contemporary events during his stay. More specifically, these epigrams reveal his direct knowledge
of events associated with the imperial family and his close contacts with many members of the 1 For Potamon as an ambassador to Caesar, together with Krinagoras in 48 BCE and 46–45 BCE (see below on Krinagoras’
embassies): RDGE, n. 26, ll. a, 3–5 and b, ll. 13, 16, respectively. Introduction To Octavian, together with Krinagoras in 26–25 BCE: IG
XII, 2, 44, cf. the discussion in Arrayás Morales, 2010: 144–148. Encomia: FGH ΙΙ. B. 147. On the figure of Potamon, see
Parker, 1991; Thériault, 2011. h
2 These categories were already established by Meleager, although more existed; Argentieri, 2007: 153; discussion in
Ypsilanti, 2018: 3–6. Cogitore (2010: 257) adds a category she styles as ‘imperial epigrams’ (‘épigrammes impériales’) and
estimates that around 40 epigrams of this kind exist in the ‘Garland’. h
2 These categories were already established by Meleager, although more existed; Argentieri, 2007: 153; discussion in
Ypsilanti, 2018: 3–6. Cogitore (2010: 257) adds a category she styles as ‘imperial epigrams’ (‘épigrammes impériales’) and
estimates that around 40 epigrams of this kind exist in the ‘Garland’. g
3 On an introduction to Krinagoras’ life, works and style, Ypsilanti, 2018: 1–14, cf. Cichorius, 1888: 47–61; Bowersock,
1965: 36–37; Labarre, 1996: 99. On the poets’ inspiration from personal experiences, Bowersock, 1964: 255; 1965: 36–
37; Ypsilanti, 2018: 13. g
3 On an introduction to Krinagoras’ life, works and style, Ypsilanti, 2018: 1–14, cf. Cichorius, 1888: 47–61; Bowersock,
1965: 36–37; Labarre, 1996: 99. On the poets’ inspiration from personal experiences, Bowersock, 1964: 255; 1965: 36–
37; Ypsilanti, 2018: 13. 4 APl 61 (Tiberius), AP 6.161 (Marcellus), 9.283 (Germanicus), 9.239 (Antonia). (
),
(
), 9
3 (
), 9 39 (
)
5 AP 6.161 and 6.244 respectively. According to Cogitore (2010: 255, 266–268) such epigrams demonstrate Krinagoras’
closeness to certain members of the Julio-Claudian family and single him out from the other court poets by his proximity
to the imperial court. The praise of rulers was rooted firmly in the Hellenistic tradition of kings’ flattery by court poets,
and especially the Alexandrian one, where poets like Kallimachos flattered the Ptolemies with their works, e.g., the famous
Lock of Berenike and the Deification of Arsinoe (Clayman, 2014 on Berenike; Carney, 2013 on Arsinoe, both with detailed
discussions of the poems). For an examination of Krinagoras’ poetry against the backdrop of flattery to Hellenistic rulers
by writers, but in new imperial contexts, Buraselis, 2020: 4–6. On the influence of Kallimachos’ Hecale in Krinagoras’
poem addressed to Marcellus (AP 9.545), Bowie, 2008: 231; Höschele, 2019: 479–482. 6 APl 61, cf. Bowie, 2008: 232. (
),
(
),
(
),
(
)
5 AP 6.161 and 6.244 respectively. Introduction According to Cogitore (2010: 255, 266–268) such epigrams demonstrate Krinagoras’
closeness to certain members of the Julio-Claudian family and single him out from the other court poets by his proximity
to the imperial court. The praise of rulers was rooted firmly in the Hellenistic tradition of kings’ flattery by court poets,
and especially the Alexandrian one, where poets like Kallimachos flattered the Ptolemies with their works, e.g., the famous
Lock of Berenike and the Deification of Arsinoe (Clayman, 2014 on Berenike; Carney, 2013 on Arsinoe, both with detailed
discussions of the poems). For an examination of Krinagoras’ poetry against the backdrop of flattery to Hellenistic rulers
by writers, but in new imperial contexts, Buraselis, 2020: 4–6. On the influence of Kallimachos’ Hecale in Krinagoras’
poem addressed to Marcellus (AP 9.545), Bowie, 2008: 231; Höschele, 2019: 479–482. 6 APl 61, cf. Bowie, 2008: 232. [2] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i Augustan house and Augustus himself. Therefore, some researchers have reasonably concluded
that Krinagoras was a cliens of the imperial court.7 Krinagoras’ case can be compared to other Greek writers who stayed in Rome close to the Augustan
house and other powerful Romans of the time. Presumably, he became acquainted with some of them,
for example Parthenios of Nicaea, a freedman of Cinna who was also active in Rome during that time
and wrote an elegy entitled Κριναγόρας (Krinagoras). As one of the most famous members of a large
circle of Greek writers and poets who lived in Rome and enjoyed the benefits coming from a court that
appreciated highly the various fruits of the rich Greek literary and epigrammatic tradition, Krinagoras
influenced in various ways the poets Antipatros, Philip (the anthologist of the ‘Garland’), the later
Leonidas of Alexandria, even the Latin epigrammatist Martial.8 However, in epigrams AP 9.562 and 9.224, Krinagoras seems to have employed a curiously ironical
tone to negotiate Augustan glory. Introduction This paper examines these two epigrams and investigates the reasons
behind this seemingly strange choice on the part of a ‘court poet’ of the Augustan circle and interprets
Krinagoras as a talented poet who employed both irony and flattery when addressing imperial glory.9
The sense of irony in these two epigrams has been noticed but not studied by other researchers,10
but, most importantly, the interpretation of these epigrams as extremes of flattery remains prevalent.11
Therefore, a thorough analysis of these poems is necessary to challenge this view. lt My elaboration on the skillful deployment of those two instruments, that is, irony and flattery,
supplements earlier and recent analytical works of others and aims at exploring the reasons behind this
stylistic choice by Krinagoras.12 The present paper discusses some aspects of Krinagoras’ life and works
going beyond his interpretation as merely an Augustan court poet or flatterer. The aim is to contribute
to a growing literature that examines the ways literary works function as instruments of flattering the
ruler that also concealed resentment or mockery, even against Augustus himself.13 Indeed, scholars
now acknowledge the complexity in the interpretation of Augustan poets that was previously lost 7 Dimopoulou-Pelioune, 2015: 519; Ypsilanti, 2018: 8–9. Bowersock (1965: 36) thinks that he took residence in Rome
immediately after his journey to Tarragona. Bowie (2008: 232) remarks that Krinagoras’ stay in Rome perhaps was not
uninterrupted. Οn the relationship between epigram and ‘political power’ in the ancient Greek and Roman world, see the
assessment of Coleman, 2019. 8 On the numerous Greek poets and writers who were active in early imperial Rome, Syme, 1978: 107; Bowie, 2008;
Cogitore, 2010; Ypsilanti, 2018: 6, 8–14 (with a discussion of similarities between the poetry of Krinagoras, Archias, and
Philodemos, the acquaintance of Krinagoras with Parthenios and the influence of Krinagoras on other poets). Notably,
among others, was Nicolaos of Damascus, who enjoyed the patronage of Augustus; Strabo, who was protected by Aelius
Gallus; Dionysios of Halicarnassos, favoured by Q. Tubero; Antipatros of Thessalonica, who was under the protection of
L. Calpurnius Piso Frugi. According to Gow and Page (1968: 210), the impact of Krinagoras’ personality is marked more
than that of any other epigrammatist since Kallimachos. 9 It seems that Krinagoras used poignant double entendres in his poems. For example, in an epigram dedicated to Marcellus
(AP 6.161), the phrase ἄνδρα λαβεῖν [s.c. 7 Dimopoulou-Pelioune, 2015: 519; Ypsilanti, 2018: 8–9. Bowersock (1965: 36) thinks that he took residence in Rome
immediately after his journey to Tarragona. Bowie (2008: 232) remarks that Krinagoras’ stay in Rome perhaps was not
uninterrupted. Οn the relationship between epigram and ‘political power’ in the ancient Greek and Roman world, see the
assessment of Coleman, 2019. epigrams of Krinagoras have been analysed by Gow and Page, 1968: 210–260; Bowie, 2008: 230–235; 2011: 186
Ypsilanti, 2018. Introduction ἡ Ἰταλία] means that Italy will receive Marcellus as an adult, but may also signify
that the patria will take him as husband in a symbolic union between Italy and the heir-apparent of Augustus; cf. Höschele,
2019: 476–477. 9 It seems that Krinagoras used poignant double entendres in his poems. For example, in an epigram dedicated to Marcellus
(AP 6.161), the phrase ἄνδρα λαβεῖν [s.c. ἡ Ἰταλία] means that Italy will receive Marcellus as an adult, but may also signify
that the patria will take him as husband in a symbolic union between Italy and the heir-apparent of Augustus; cf. Höschele,
2019: 476–477. 10 Ypsilanti, 2018: 10, 243; Buraselis, 2020: 5. Likewise, Bowie (2008: 234–235; 2011: 194–195) expressed doubts over
the interpretation of these poems as solely products of flattery. 10 Ypsilanti, 2018: 10, 243; Buraselis, 2020: 5. Likewise, Bowie (2008: 234–235; 2011: 194–195) expressed doubts over
the interpretation of these poems as solely products of flattery. lt
11 E.g., Albiani, 2002: 943; see also Cogitore, 2010: 265, n. 43.h 13 Ahl, 1984; Pittore, 2004 (who discusses irony in the epigrams of the Anthologia Palatina, but not Krinagoras); Bertini
Conidi, 2012 (on Juvenal’s third Satire); Pandey, 2018. Case-studies of irony in Greek and Latin literature are collected
in Reinhold, 2009; among them, Hamm (2009) discusses the use of irony by poets in the Ptolemaic court, such as
Kallimachos. In contrast to Krinagoras, Ovid is often labelled as an anti-Augustan poet, mainly because of his exile at the
orders of Augustus, but modern research has revealed the intricacies of his case, Philips, 1983; Pandey, 2018. PNYX 2023 | Volume 2 | Issue 1, 1-19 [3] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i because of simplistic dichotomies and designations as pro- or anti-Augustan poets.14 In this way, new
interpretations can be ventured beyond those focusing on mere flattery or opposition to the princeps. In the next section, I discuss an important event in the life of Krinagoras, namely his embassy to
Augustus in 26–25 BCE, in which he travelled from Mytilene to the other edge of the Mediterranean
Sea, to the remote community of Tarragona in Spain. I argue that this mission was a significant event
for Krinagoras because the reasons behind his stylistic choices in the two epigrams lie in the many
hardships he had experienced. Introduction Finally, in the third section, I examine the two epigrams of Krinagoras
together with AP 9.419, where irony and flattery of the Augustan glory intermingle and illustrate the
intricate negotiation of imperial glory in the poems of Krinagoras, essentially an interplay between
mockery, irony, and admiration. 14 For example, Philips, 1983: 780–782; Griffin, 1984; and especially Miller (2009: 5): ‘In response to the language of
Augustanism, poets of the stature of Horace and Ovid not only mirror or incorporate that language but also, if to varying
degrees, contest it in their private visions of the world. […] (Augustan) [p]oets both collaborate and resist’.
15 The first two poems will be commented in the present section, while the last one in the following one, cf. also Ypsilanti,
2018: 3 for the connection of these poems with the journey to Spain.
16 IG 12.2.35a.
17 IG 12.2.35b.
18 On this treaty, RDGE, n. 26; Labarre, 1996: n. 20D; Arrayás Morales, 2010: 138–140.
19 Cf. Gow and Page, 1968: 211–212; Labarre, 1996: 105; Cogitore, 2010: 255; Dimopoulou-Pelioune, 2015: 542; 2017:
407; Ypsilanti, 2018: 9.
20 Suet. Aug. 26.3, 59, 81.1; Plin. HN 25.38, 29.5; Hor. Carm. 3.14; Flor. Epit. 2.33.51; Cassius Dio 53.25.5–7. 20 Suet. Aug. 26.3, 59, 81.1; Plin. HN 25.38, 29.5; Hor. Carm. 3.14; Flor. Epit. 2.33.51; Cassius Dio 53.25.5–7. 14 For example, Philips, 1983: 780–782; Griffin, 1984; and especially Miller (2009: 5): ‘In response to the language of
Augustanism, poets of the stature of Horace and Ovid not only mirror or incorporate that language but also, if to varying
degrees, contest it in their private visions of the world. […] (Augustan) [p]oets both collaborate and resist’.hi Reaching for the Emperor across the Mediterranean Sea In this section, emphasis will be placed on Krinagoras’ journey to Augustus in Tarragona as a member
of the Mytilenean embassy and the personal sufferings he endured on his long journey. I argue
that the poet’s experiences significantly influenced his conscious decision to employ irony in two
epigrams that treated Augustan glory. In contrast, otherwise and elsewhere, he had nothing but praise
for the emperor and his family. Indeed, the journey to Spain served as inspiration for Krinagoras to
compose several other poems, such as AP 7.376 (the death of Seleukos), 9.516 (a practice of Ligurian
bandits), and 9.419 (on the Baths of Augustus at the Pyrenees).15 Arguably, his journey across the
Mediterranean Sea left him a lasting impression, which is worth analysing in depth here.hi The connection of Krinagoras with Roman power began in the period of the first triumvirate
when he was a member of the embassy sent by Mytilene to bestow honours upon Caesar after his
victory at Pharsala (September 48 BCE).16 He also participated in a second embassy to Caesar, which
succeeded in renewing φιλία and συμμαχία between Mytilene and Rome (between April 46 and
January/February 45 BCE).17 However, as illustrated below, the most challenging embassy in terms
of distance and hardships was undoubtedly the third one of 26–25 BCE, concerning the seal of the
foedus aequum between Mytilene and Rome.18 Krinagoras and his last embassy travelled from the far
eastern side of the Mediterranean Sea to the westernmost, to Tarragona—an undoubtedly long and
harsh adventure.19 The ambassadors made their way there because Augustus was in Hispania at that
time, personally commanding the Roman legions in the war against the Cantabri and the Astures
(25 BCE); he had to withdraw to Tarragona to recuperate from a severe illness.20 In AP 9.559, Krinagoras asks for the professional help of a renowned geographer to ensure safety
for his trip to Italy. The epigram reveals parts of the itinerary of the third embassy: the ambassadors
sailed through the Cyclades and Corcyra (“περίπλοον”, ὅς μ’ ἐπὶ νήσους Κυκλάδας ἀρχαίην τ’ ἄξει ἐπὶ 14 For example, Philips, 1983: 780–782; Griffin, 1984; and especially Miller (2009: 5): ‘In response to the language of
Augustanism, poets of the stature of Horace and Ovid not only mirror or incorporate that language but also, if to varying
degrees, contest it in their private visions of the world. 15 The first two poems will be commented in the present section, while the last one in the following one, cf. also Ypsilanti,
2018: 3 for the connection of these poems with the journey to Spain.
16 IG 12 2 35a 18 On this treaty, RDGE, n. 26; Labarre, 1996: n. 20D; Arrayás Morales, 2010: 138–140.
19 Cf. Gow and Page, 1968: 211–212; Labarre, 1996: 105; Cogitore, 2010: 255; Dimopoulou-Pelioune, 2015: 542; 2017:
407; Ypsilanti, 2018: 9.
20 Suet. Aug. 26.3, 59, 81.1; Plin. HN 25.38, 29.5; Hor. Carm. 3.14; Flor. Epit. 2.33.51; Cassius Dio 53.25.5–7. 17 IG 12.2.35b. y,
,
;
,
;
y
,
w and Page, 1968: 211–212; Labarre, 1996: 105; Cogitore, 2010: 255; Dimopoulou-Pelioune, 2015: 542; 2017:
anti, 2018: 9. 407; Ypsilanti, 2018: 9.
20 Suet. Aug. 26.3, 59, 81.1; Plin. HN 25.38, 29.5; Hor. Carm. 3.14; Flor. Epit. 2.33.51; Cassius Dio 53.25.5–7. 21 On the connection of this epigram with the third embassy, Gow and Page, 1968: 243; Ypsilanti, 2018: 328–329. Eilers
(2009) collects essays that discuss aspects of embassies to the emperor and diplomacy in the Roman world. On the sea
route from the Aegean Sea to Italy via Corinth, Steinhauer, 2009: 722–723; cf. Strab. 8.6.20 on the importance of Corinth
for maritime trade and communications. Bowie (2008: 233–234; 2011: 190) thinks that Krinagoras took the route
Corinth – Corcyra – Brundisium. The route Corinth – Buthrotum (opposite to Corcyra) – Brundisium is depicted in the
Antonine and Bordeaux Itineraries, Cuntz, 1990. 22 RDGE, n. 26, p. 155. Reaching for the Emperor across the Mediterranean Sea The entire journey, therefore, must have comprised a total of 27 to 45 days of travel time alone,
excluding rest periods, dead times, and possibly a stay in Rome. Around the same period, another embassy to Augustus in Tarragona left from Asia Minor led by
a person named Chaeremon. Αmbassadors from Tralleis reached the emperor to petition support in
ameliorating the damages inflicted on the polis by an earthquake; the later historian Agathias stressed
the difficulties of such a long journey. It is worth citing his testimony in full because it allows us a
glimpse into the hardships Krinagoras may have faced on his trip to Tarragona: 2 οὕτω δὲ τοῦ ἄστεος οἰκτρότατα κειμένου, ἄγροικόν τινά φασι τούτων δὴ τῶν γεηπόνων,
Χαιρήμονα τοὔνομα, σφόδρα τὴν ψυχὴν ἁλῶναι τῷ πάθει, καὶ οὖν οὐκ ἐνεγκόντα
θαυμάσιόν τι ἡλίκον καὶ ἄπιστον ἔργον ἀνύσαι. 3μήτε γὰρ τῆς ὁδοῦ τὸ μῆκος ἢ τῆς
πρεσβείας τὸ μέγεθος κατορρωδή σαντα μήτε ὅτι μεγίστοις, ὥσπερ εἰκός, ὁμιλήσειν
ἤμελλε κινδύνοις, καὶ ταῦτα ἐπ’ ἀδήλῳ τῇ τύχῃ, μήτε τῶν οἴκοι τὴν ἐρημίαν μήτε ἄλλο τι
τῶν ὁπόσα διανοούμενοι ἄνθρωποι μεταμανθάνουσι τὰ δοκηθέντα, ἀφικέσθαι μὴ ὅτι ἐν
Ῥώμῃ, ἀλλὰ γὰρ καὶ ἐς τῶν Κανταβαρηνῶν τὴν χώραν ἀμφ’ αὐτὰς δή που τὰς τοῦ Ὠκεανοῦ
ἠϊόνας (ἐτύγχανε γὰρ αὐτοῦ που ὁ Καῖσαρ ἐν τῷ τότε πρός τι τῶν ἐθνῶν διαμαχόμενος). 2 The story goes that, when the city [sc. Tralleis] lay in a tragic heap of ruins, a certain rustic,
a tiller of the soil by the name of Chaeremon was so deeply moved by the calamity that
he could bear it no longer and so set out to accomplish an incredible and extraordinary feat
(θαυμάσιόν τι ἡλίκον καὶ ἄπιστον ἔργον ἀνύσαι). 3 Deterred neither by the distance involved
(τῆς ὁδοῦ τὸ μῆκος), nor by the magnitude of his petition, nor by the dangers he was likely
to face (ὅτι μεγίστοις, ὥσπερ εἰκός, ὁμιλήσειν ἤμελλε κινδύνοις), nor indeed by his doubtful
chances of success, nor, for that matter, by the fact that he would be leaving his family to
fend for themselves, nor by any of the other considerations that lead men to change their
minds, he went not just to Rome but to the land of the Cantabri on the very shores of the Ocean. For Caesar was there at that time conducting a campaign against some of the local tribes.25 Agath. Hist. 2.17.2-3 (Trans. t
25 My italics for emphasis. The testimony of Agathias is partly based on the ‘traditional history’ (patria) of the city, as Jones
(2011: 109) argues. 23 Dimopoulou-Pelioune, 2015: 542, cf. RDGE, n. 26, pp. 156–157; Arrayás Morales, 2010: 147–148.
24 https://orbis.stanford.edu/ Reaching for the Emperor across the Mediterranean Sea […] (Augustan) [p]oets both collaborate and resist’.hi g
,
p
[
] (
g
) [p]
15 The first two poems will be commented in the present section, while the last one in the following one, cf. also Ypsilanti,
2018: 3 for the connection of these poems with the journey to Spain. 16 IG 12 2 35 PNYX 2023 | Volume 2 | Issue 1, 1-19 [4] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos Σχερίην). He then must have landed at Brundisium and continued to Rome.21 The two senatus consulta
connected with the treaty between Mytilene and Rome are dated between May and June 25 BCE,22 so
we can assume that the Mytilenean ambassadors travelled to Rome in the late spring of 25 BCE. Then,
they continued their journey to the remote Tarragona in Spain to reach the emperor, either because
they decided to submit their request to Augustus himself before the decision of the Senate or to thank
him for his approval.23 According to calculations on ORBIS,24 the journey from Mytilene to Rome via
Corinth, Corcyra, and Brundisium in early spring could take about 20 days, and the second part of
the embassy’s itinerary, from Rome to Tarragona seven days (seaborne) or 25 days (on land and by
horse). The entire journey, therefore, must have comprised a total of 27 to 45 days of travel time alone,
excluding rest periods, dead times, and possibly a stay in Rome. Σχερίην). He then must have landed at Brundisium and continued to Rome.21 The two senatus consulta
connected with the treaty between Mytilene and Rome are dated between May and June 25 BCE,22 so
we can assume that the Mytilenean ambassadors travelled to Rome in the late spring of 25 BCE. Then,
they continued their journey to the remote Tarragona in Spain to reach the emperor, either because
they decided to submit their request to Augustus himself before the decision of the Senate or to thank
him for his approval.23 According to calculations on ORBIS,24 the journey from Mytilene to Rome via
Corinth, Corcyra, and Brundisium in early spring could take about 20 days, and the second part of
the embassy’s itinerary, from Rome to Tarragona seven days (seaborne) or 25 days (on land and by
horse). 26 Gow and Page, 1968: 211, 241; Ypsilanti, 2018: 307. Gow and Page (1968: 241) suggest that it was a result of personal
observation, while Ypsilanti finds it more likely that Krinagoras heard about this practice while travelling through Liguria.
The embassy probably travelled through Marseille, as discussed below. The Ligurians are otherwise mentioned in Roman
contexts as opponents in Roman campaigns (e.g., Liv. 40.27.9–13). 27 On the connection of the epigram with the third embassy, Gow and Page, 1968: 224; Labarre, 1996: 105; Dimopoulou,
2015: 542; 2017: 407. On the dangers of embassies on their way and back, Arrayás Morales, 2010: 147, n. 67. Pawlak
(2020: 185) unnecessarily rejects the connection between the epigrams of Krinagoras that mention Iberia and this
particular journey. It is much more likely that Seleukos passed away during this journey and not in an otherwise unknown
trip to Spain. Reaching for the Emperor across the Mediterranean Sea by Gow-Page, with emendations)28 In the epigram, Seleukos, most likely one of the Mytilenean ambassadors to Tarragona,29 is buried on
a coast far away from Lesbos, to the ‘outermost Iberians’ in Spain and Krinagoras vividly expresses his
sorrow and pain for losing one charismatic young compatriot in this remote place, far away from their
πατρίς (‘a stranger on untrodden shores’). The poem’s emphasis lies precisely on the fact that the death 26 Gow and Page, 1968: 211, 241; Ypsilanti, 2018: 307. Gow and Page (1968: 241) suggest that it was a result of personal
observation, while Ypsilanti finds it more likely that Krinagoras heard about this practice while travelling through Liguria. The embassy probably travelled through Marseille, as discussed below. The Ligurians are otherwise mentioned in Roman
contexts as opponents in Roman campaigns (e.g., Liv. 40.27.9–13). 27 On the connection of the epigram with the third embassy, Gow and Page, 1968: 224; Labarre, 1996: 105; Dimopoulou,
2015: 542; 2017: 407. On the dangers of embassies on their way and back, Arrayás Morales, 2010: 147, n. 67. Pawlak
(2020: 185) unnecessarily rejects the connection between the epigrams of Krinagoras that mention Iberia and this
particular journey. It is much more likely that Seleukos passed away during this journey and not in an otherwise unknown
trip to Spain. p
p
28 I chose Patton’s translation over that of Gow and Page in two cases. ‘Speech and character’ in line 3 is closer to the original
Greek (μύθοισι καὶ ἤθεσι) than Gow and Page’s ‘words and ways’. The same reasoning led to the selection of ‘uncharted’
(l. 6) over ‘untrodden’, as the adjective ἀμέτρητος means ‘unmeasured’ and ‘uncharted’ conveys this on geographical terms
too, since Krinagoras had an interest in geography (cf. AP 9.559). p
p
28 I chose Patton’s translation over that of Gow and Page in two cases. ‘Speech and character’ in line 3 is closer to the original
Greek (μύθοισι καὶ ἤθεσι) than Gow and Page’s ‘words and ways’. The same reasoning led to the selection of ‘uncharted’
(l. 6) over ‘untrodden’, as the adjective ἀμέτρητος means ‘unmeasured’ and ‘uncharted’ conveys this on geographical terms
too, since Krinagoras had an interest in geography (cf. AP 9.559). g
g
g p y
29 Gow and Page (1968: 224) observe that the pairing of μύθοισι καὶ ἤθεσι (words and ways) in l. Reaching for the Emperor across the Mediterranean Sea by Frendo, 1975: 50) p
23 Dimopoulou-Pelioune, 2015: 542, cf. RDGE, n. 26, pp. 156–157; Arrayás Morales, 2010: 147–148. 24 https://orbis.stanford.edu/ t
25 My italics for emphasis. The testimony of Agathias is partly based on the ‘traditional history’ (patria) of the city, as Jones
(2011: 109) argues. PNYX 2023 | Volume 2 | Issue 1, 1-19 [5] Giorgos Mitropoulos Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Krinagoras himself described the difficulties and dangers he went through in his quest to find
Augustus. During the journey from Italy to Spain (or vice versa), the embassy made its way through
Liguria and over the Alps. In AP 9.516, Krinagoras reproaches a common practice of Ligurian bandits
to evade watchdogs while stealing sheep. The poet likely learned of this practice on his way to meet
Augustus in Tarragona, as Liguria lay on the main land route from Italy to Spain, or at least heard about
it while travelling through the land.26 Indeed, this trick of Ligurian bandits is otherwise unknown, so
it can be presumed that knowledge of it was not diffused enough for Krinagoras to have known about
it indirectly. By describing the ferocity of the Ligurians, whose territories he most likely traversed, the
poet implicitly enhances the dangers of the trip. Moreover, in the course of the long journey to meet the emperor, Krinagoras lost one comrade,
Seleukos, to whom he dedicated a moving epigram, the first of the three I discuss in detail:27 δείλαιοι, τί κεναῖσιν ἀλώμεθα θαρσήσαντες
ἐλπίσιν, ἀτηροῦ ληθόμενοι θανάτου;
ἦν ὅδε καὶ μύθοισι καὶ ἤθεσι πάντα Σέλευκος
ἄρτιος, ἀλλ᾽ ἥβης βαιὸν ἐπαυρόμενος
ὑστατίοις ἐν Ἴβηρσι, τόσον δίχα τηλόθι Λέσβου
κεῖται ἀμετρήτων ξεῖνος ἐπ᾽ αἰγιαλῶν 5 5 Poor fools, why do we wander thus heartened by empty
hopes, forgetful of baneful death? Once there existed Seleukos, so perfect in speech and character,
yet partaking in youth’s prime for brief,
among the outermost Iberians he lies, sundered so far from Lesbos,
5
a stranger on uncharted shores Poor fools, why do we wander thus heartened by empty
hopes, forgetful of baneful death? Once there existed Seleukos, so perfect in speech and character,
yet partaking in youth’s prime for brief,
among the outermost Iberians he lies, sundered so far from Lesbos,
5
a stranger on uncharted shores AP 7.376 (Trans. by Gow-Page, with emendations)28 AP 7.376 (Trans. by Gow-Page, with emendations)28 AP 7.376 (Trans. Reaching for the Emperor across the Mediterranean Sea 3 implies the skills of
Seleukos as a diplomat and likely a member of the embassy who died either on his way to meet Augustus in Tarragona or
on the way back. 29 Gow and Page (1968: 224) observe that the pairing of μύθοισι καὶ ἤθεσι (words and ways) in l. 3 implies the skills of
Seleukos as a diplomat and likely a member of the embassy who died either on his way to meet Augustus in Tarragona or
on the way back. [6] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos of the young diplomat occurred far from Lesbos.30 In my view, the first two lines of the poem, and
specifically the wanderers trusting in empty hopes, refer to the embassy itself, that long wander across
the Mediterranean when the hope to gain benefits from the emperor led to simply ‘let aside’ the fact
that death lies everywhere in such a perilous journey. Indeed, Krinagoras uses the first plural person,
referring obviously to his companions in the embassy (ἀλώμεθα, θαρσήσαντες, ληθόμενοι). In fact, it
may not have been the first time Krinagoras lost a travel companion during state service. Twenty years
earlier, during the second embassy of Krinagoras to Caesar at Rome, a boy named Eros, probably the
servant of a fellow ambassador, also passed away and was buried on an island east of Ithaca. The poet
dedicated a moving epigram to his honour (AP 7.628). Therefore, Seleukos was at least the second
casualty of a Mytilenaean embassy in which Krinagoras participated, but the epigram dedicated to
him has a much more personal and dramatic tone. Krinagoras does not elaborate on the circumstances of Seleukos’ death. However, the phrase κεῖται
... ἐπ’ αἰγιαλῶν is attested in sepulchral epigrams after losses in shipwrecks.31 If a shipwreck did indeed
occur and Krinagoras did not simply employ a common expression, then we must presume that the
embassy travelled partly by sea from Rome to Tarragona.32 The philosophical introduction in the first two lines is a common motif in funerary poems
preserved in the Anthologia Palatina, and it has been interpreted as an expression of Krinagoras’
pessimistic approach to life.33 However, it is clear that this one draws on his personal experiences. Reaching for the Emperor across the Mediterranean Sea The
wanderers’ futile trust in potentially empty imperial assurances, ‘forgetful of ruinous death’ is a lesson
Krinagoras painfully experienced in this adventure. He employed a common topos to express his
suffering, the death of Seleukos on the way to Tarragona. Indeed, the reference to personal experiences
is a characteristic feature of the poetry of Krinagoras.34 The poet gave prominence to subjects deriving
from his everyday experiences and often coloured his poems with his sentiments, even at the expense
of traditional topoi of the genre.35 Therefore, Krinagoras effectively brings out the sadness of the death
of a young Greek in a distant land that has only been introduced into Mytilenean horizons not simply
by Roman conquest but by the search for the emperor himself.36 All the hardships endured by the
embassy and the death of Seleukos were unfortunate events on their way to the emperor. This is an
important point to bear in mind for what follows. f
32 According to Ypsilanti (2018: 187–188), ‘shores’ (ἐπ᾽ αἰγιαλῶν) stand here for ‘land’ generally, so it essentially means
that Seleukos is lying in a foreign country. But this interpretation does not agree with the overall context of line 6
(ἀμετρήτων ... αἰγιαλῶν) that states clearly that Seleukos was buried ‘at the shores’, most likely on a shore of Tarragona, cf. rightly Dimopoulou-Pelioune, 2015: 542. 32 According to Ypsilanti (2018: 187–188), ‘shores’ (ἐπ᾽ αἰγιαλῶν) stand here for ‘land’ generally, so it essentially means
that Seleukos is lying in a foreign country. But this interpretation does not agree with the overall context of line 6
(ἀμετρήτων ... αἰγιαλῶν) that states clearly that Seleukos was buried ‘at the shores’, most likely on a shore of Tarragona, cf. rightly Dimopoulou-Pelioune, 2015: 542. g
p
33 Ypsilanti, 2018: 180–181. Similar introductions appear in AP 7.420 (Diotimos, in which the motif of ‘light hopes’
also appears), 7.519 (Kallimachos), 7.534 (Automedon). Krinagoras’ AP 9.516 also opens up with a gnome, presumably
referring again to the events during the trip of the third embassy (Ypsilanti, 2018: 306). Δείλαιος and κενὴ ἐλπὶς are also
attested in 9.234, l. 1, again in a personal context (Krinagoras addresses his heart). More examples in Ypsilanti, 2018: 182. 30 Krinagoras makes this clearer by calling Seleukos ξεῖνος, not the land which is more usual (κεῖται ἀμετρήτων ξεῖνος ἐπ᾽
αἰγιαλῶν). Death away from the fatherland is a common topic in sepulchral poems, as also seen in these of Krinagoras (AP
7.371, 7.628, 7.645). 31 E.g., Antipatros, AP 7.286 (l. 2), cf. Xenokritos, AP 7.291 (l. 6). On travel in the Roman period, Casson, 1974: 115–329,
cf. the contributions in Niehoff, 2017 on travel in literary works of Roman-period writers. Reaching for the Emperor across the Mediterranean Sea 34 Bowersock (1964: 255) notes that most of his poems are inspired from real-life events and refers to named or nameable
personalities, e.g., AP 9.559 (preparations for Krinagoras’ trip to Italy), 9.560 (an earthquake stroked his new house),
6.161 (Marcellus), 9.283 (Germanicus), 9.239 (Antonia), 9.81 (the tyrant Nikias of Kos). 35 Ypsilanti, 2018: 13. 33 Ypsilanti, 2018: 180–181. Similar introductions appear in AP 7.420 (Diotimos, in which the motif of ‘light hopes’
also appears), 7.519 (Kallimachos), 7.534 (Automedon). Krinagoras’ AP 9.516 also opens up with a gnome, presumably
referring again to the events during the trip of the third embassy (Ypsilanti, 2018: 306). Δείλαιος and κενὴ ἐλπὶς are also
attested in 9.234, l. 1, again in a personal context (Krinagoras addresses his heart). More examples in Ypsilanti, 2018: 182. 34 Bowersock (1964: 255) notes that most of his poems are inspired from real-life events and refers to named or nameable
personalities, e.g., AP 9.559 (preparations for Krinagoras’ trip to Italy), 9.560 (an earthquake stroked his new house),
6.161 (Marcellus), 9.283 (Germanicus), 9.239 (Antonia), 9.81 (the tyrant Nikias of Kos). 35 Ypsilanti, 2018: 13. 36 Here, I adapt Bowie, 2008: 234: ‘Crinagoras effectively brings out the sadness of the death of an ephebic Greek in a
distant land that has only been brought into Greek horizons by Roman conquest’. 36 Here, I adapt Bowie, 2008: 234: ‘Crinagoras effectively brings out the sadness of the death of an ephebic Greek in a
distant land that has only been brought into Greek horizons by Roman conquest’. PNYX 2023 | Volume 2 | Issue 1, 1-19 [7] Giorgos Mitropoulos
i Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Eventually, the foedus aequum (‘equal treaty’) between Rome and Mytilene was agreed.37 After the
return of the embassy, a decree was issued, according to which divine honours were bestowed upon
Augustus.38 Copies of the decree were set up at the temple of Augustus in Pergamon, Actium (the site
of the emperor’s victory against Mark Antony and Kleopatra), but also in Brindisium, Marseille, and
Tarragona (ll. 12–14). The only reason these copies were set up in Brindisium and Marseille could
have been because the embassy travelled through these cities.39 Τhe great honours of Mytilene to the
benevolent emperor were proclaimed at important stations along the route of the embassy and at its
final destination. Reaching for the Emperor across the Mediterranean Sea i
There can be little doubt that Krinagoras participated in the shared joy for imperial favour and
divine honours. Indeed, he resided afterwards in Rome, composed many epigrams in honour of
numerous members of the imperial family, and became one of the most important Greek poets in the
Augustan court. How is it then explained that a pair of his poems express irony against Augustus? (
)
39 Rightly, Dimopoulou-Pelioune, 2015: 543, n. 317. 37 IG 12.2.35c.
38 IG XII 2, 58, a.1 (ca. 25 BCE).
39 Rightly, Dimopoulou-Pelioune, 2015: 543, n. 317.
40 Texts and English translations of the poems in this section are derived from Ypsilanti, 2018, with emendations.
41 Ypsilanti, 2018: 3, 250, 254, If so, that ‘would make it comparable to the epigram on the goat’ (see immediately below on
the latter), cf. Bowie, 2008: 235. The ascription to Krinagoras remains prevalent, cf. also Gow and Page, 1968: 232. Texts and English translations of the poems in this section are derived from Ypsilanti, 2018, with emendations.
41 Ypsilanti, 2018: 3, 250, 254, If so, that ‘would make it comparable to the epigram on the goat’ (see immediately below on
the latter), cf. Bowie, 2008: 235. The ascription to Krinagoras remains prevalent, cf. also Gow and Page, 1968: 232. 39 Rightly, Dimopoulou-Pelioune, 2015: 543, n. 317.
40 Texts and English translations of the poems in this section are derived from Ypsilanti, 2018, with emendations.
41 Ypsilanti, 2018: 3, 250, 254, If so, that ‘would make it comparable to the epigram on the goat’ (see immediately below on
the latter), cf. Bowie, 2008: 235. The ascription to Krinagoras remains prevalent, cf. also Gow and Page, 1968: 232. 38 IG XII 2, 58, a.1 (ca. 25 BCE). 37 IG 12.2.35c. Mocking Flattery: The Parrot and the She-goat40 Orpheus bid beasts obey him in the mountains; but to you, Caesar,
now all birds, unbidden, squawk their addresses. 5 AP 9.562 Krinagoras narrates the adventures of a parrot with a human voice: having learnt to repeat the
salutation Ave Caesar (χαῖρε Καῖσαρ), the bird escaped from its cage and taught the exact phrase to all
the other birds who then repeated it enthusiastically. The parrot functions as an apostle of Augustan
divinity to the natural world.42 The animal kingdom is a simile for humankind, further elevated because
it participates in the glorification of Augustus.43 Except for the apparent flattery and glorification of the emperor by Krinagoras, a hint of satirical
irony traverses this epigram. Firstly, the parrot is described as a person who speaks in a human voice,
has studied extensively and did not forget its learnings (βροτόγηρυς; αἰεὶ δ᾽ ἐκμελετῶν; οὐδ᾽ ἀν᾽
λήθη ἤγαγεν οὐνόματος). It left its cage and escaped to the mountains but still pays allegiance to the
emperor. It stands in a superior position to the rest of the birds but remains a servant. A paradoxical
interplay is formed between lofty and base, human and animal, that imbues the poem with a dose of
fascinating levity.44 The parrot stands in the middle between the human and the animal world and
between pomposity (e.g., ἀνθοφυεῖ πτέρυγι) and servility. Furthermore, the adjectives employed
for the description of the use of the parrot and its cage are unique or rare (βροτόγηρυς, λυγοτευχής,
ἀνθοφυής).45 The use of flowery language for them emphasises the underlying satire. It should also
be underlined that the talking parrot became a symbol of the flattering court poet in Latin literature,
to describe those who merely recited whatever may benefit them.46 Therefore, another irony of
Krinagoras can perhaps be traced to poets of the imperial court, possibly even to himself. Mocking Flattery: The Parrot and the She-goat40 After examining the difficulties Krinagoras experienced in his embassy to Augustus, we can proceed
with the analysis of the irony and mockery against the imperial glory that manifest subtly in two
Krinagorean poems, and the role the journey to Tarragona may have played in the poet’s stylistic
choices. These poems stand in contrast to another epigram of Krinagoras that celebrates the glory of
Augustus, also dated after the journey and making reference to Spain. The analysis reveals the literary
relationship of the Mytilenean poet with Augustan glory as a complex interplay between irony and
flattery. lt
An elegant tone of satirical irony can be traced in the elegiac poem AP 9.562 that Ypsilanti
dates after 25 BCE, during the residence of the poet in Rome (that is, after his embassy to Augustus
in Tarragona), but attributes it to Philip, the anthologist of the ‘Garland’, except if humour was the
purpose of the poem.41 As I argue below, humour and irony are traced in the epigram, and thus, the
ascription to Krinagoras can be maintained: Ψιττακὸς ὁ βροτόγηρυς ἀφεὶς λυγοτευχέα κύρτον
ἤλυθεν ἐς δρυμοὺς ἀνθοφυεῖ πτέρυγι,
αἰεὶ δ᾽ ἐκμελετῶν ἀσπάσμασι Καίσαρα κλεινόν
οὐδ᾽ ἀν᾽ ὄρη λήθη ἤγαγεν οὐνόματος·
ἔδραμε δ᾽ ὠκυδίδακτος ἅπας οἰωνός ἐρίζων
τίς φθῆναι δύναται δαίμονι ‘χαῖρ᾽’ ἐνέπειν. Ὀρφεὺς θῆρας ἔπεισεν ἐν οὔρεσιν, ἐς σὲ δέ, Καῖσαρ,
νῦν ἀκέλευστος ἅπας ὄρνις ἀνακρέκεται. 5 A parrot, who speaks in human voice, left its wickerwork cage
and came to the forest with flower-like wings. As he was always practising ways to embrace glorious Caesar, l
g
As he was always practising ways to embrace glorious Caesar, 40 Texts and English translations of the poems in this section are derived from Ypsilanti, 2018, with emendations. 41 Ypsilanti, 2018: 3, 250, 254, If so, that ‘would make it comparable to the epigram on the goat’ (see immediately below on
the latter), cf. Bowie, 2008: 235. The ascription to Krinagoras remains prevalent, cf. also Gow and Page, 1968: 232. PNYX 2023 | Volume 2 | Issue 1, 1-19 PNYX 2023 | Volume 2 | Issue 1, 1-19 [8] Giorgos Mitropoulos
i Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery he did not forget them even while living in the mountains. And all birds, newcomers to this art, hurried to quarrel
over who would be the first to say ‘hail’ to the god. 42 Αnalysis in Buraselis, 2020: 4–5. This is the earliest example of what later became a topos in Latin literature, the theme of
birds saluting the emperor. Cf. Whitmarsh, 2013: 152, n. 49 with examples.
43 Ypsilanti, 2018: 253. Augustus is characterised as κλεινός (‘glorious’, l. 3) and in 9.419 as πουλυσέβαστος (‘most eminent’,
l. 3; see below), a ἅπαξ λεγόμενον.
44 Cf. the similar remarks in Newlands, 2005: 162 on the parrot in Statius, Silvae 2.4. Similar to Krinagoras, Statius has also
been characterised as mere court flatterer, but the poem Silvae 2.4 in which a parrot features again reveals a more complex
poetic personality, see Newlands, 2005.
45 Βροτόγηρυς and λυγοτευχής do not appear elsewhere, while ἀνθοφυής once more in an inscription from Chalkis, IG 12,
9, 954 (l. 13). Ypsilanti, 2018: 252–253, also observes the infrequency of the adjectives.
46 Dietrich, 2002: 105–108 (for the parrot in Statius’ Silvae 2.4); Newlands, 2005: 162–165.
47 Buraselis, 2020: 9, n. 12 (comment of Massimo Nafissi); Whitmarsh (2013: 152–153), who also spots irony in the poem
and finds it ‘a perfect embodiment of the conflicted approach to the poetic gift dramatised in the patronal poetry of the late
Republic and early Empire’, but he did not elaborate on the causes of this stylistic choice.
48 LSJ, s.v. κρέκω, esp. AP 7.191: κίσσα κρέξασα (Archias); Aristoph. Orn. 772: βοὴν πτεροῖς κρέκοντες, cf. the verb κράζω. 46 Dietrich, 2002: 105–108 (for the parrot in Statius’ Silvae 2.4); Newlands, 2005: 162–165. 45 Βροτόγηρυς and λυγοτευχής do not appear elsewhere, while ἀνθοφυής once more in an inscription from Ch
9, 954 (l. 13). Ypsilanti, 2018: 252–253, also observes the infrequency of the adjectives. 42 Αnalysis in Buraselis, 2020: 4–5. This is the earliest example of what later became a topos in Latin literature, the
birds saluting the emperor. Cf. Whitmarsh, 2013: 152, n. 49 with examples. g
ti, 2018: 253. Augustus is characterised as κλεινός (‘glorious’, l. 3) and in 9.419 as πουλυσέβαστος (‘most eminent’,
elow), a ἅπαξ λεγόμενον. 48 LSJ, s.v. κρέκω, esp. AP 7.191: κίσσα κρέξασα (Archias); Aristoph. Orn. 772: βοὴν πτεροῖς κρέκοντες, cf. the verb ,
(
p
);
,
47 Buraselis, 2020: 9, n. 12 (comment of Massimo Nafissi); Whitmarsh (2013: 152–153), who also spots irony in the poem
and finds it ‘a perfect embodiment of the conflicted approach to the poetic gift dramatised in the patronal poetry of the late
Republic and early Empire’, but he did not elaborate on the causes of this stylistic choice. s in Buraselis, 2020: 4–5. This is the earliest example of what later became a topos in Latin literature, the theme of
ting the emperor. Cf. Whitmarsh, 2013: 152, n. 49 with examples. 50 Cf. Buraselis, 2020: 5. Bowie (2008: 235; 2011: 194) traces similarities with Kallimachos’ Lock of Berenike, another
famous case of court flattery, in which the lock of queen Berenike II was also catasterised and spoke in the first person
(frag. 110), cf. Ypsilanti (2018: 242–243), who also takes note of the similarity. On Kallimachos’ poem, Clayman, 2011;
2014: 97–104. 49 Whitmarsh (2013: 152–153) views AP 9.562 as an allegory of patronage. The salutationes by clientes became a target of
mockery in Greek and Latin writers, as for example Plut. Mor. 814D, where it is stated that provincials who sought offices
in Rome ‘grew old haunting the doors of other men’s houses’ (οἱ πολλοὶ γηράσκουσι πρὸς ἀλλοτρίαις θύραις); cf. Saller,
1982: 129 for more passages. Other Latin authors sometimes described clientes as parasites, e.g., Juv. Sat. 1.139, 5.1–5; cf.
Damon, 1995. 51 Bowersock (1965: 36 with n. 5) argues that Krinagoras wrote AP 9.224 and 9.419 (on the Baths of Augustus at the
Pyrenees) when accompanying the emperor on his travels and Ypsilanti (2018: 9, 243) regards it highly probable for 9.224
too, accordingly; Buraselis, 2020: 5. Mocking Flattery: The Parrot and the She-goat40 Moreover, there is a clear antithesis between the parrot with the human voice (βροτόγηρυς) as
described in the first line of the poem and the final en-masse cries of all birds (ἅπας ὄρνις ἀνακρέκεται)
that supposedly repeated the salutation addressed to Augustus, that is, in imitation of the Roman
people who performed the morning salutatio to the emperor.47 Indeed, ἀνακρέκειν, a unicum and a
compound of the verb κρέκω, is used to describe the sharp noise (‘squawk’).48 That said, the word
was intentionally coined to mock the rest of the birds that merely reproduced (ἀνα-κρέκειν) the
initial salutation to the emperor taught to them by the parrot with the human voice. The use of this
verb explicitly sets the rest of the birds in an inferior position to the parrot. Opposite the leading 43 Ypsilanti, 2018: 253. Augustus is characterised as κλεινός (‘glorious’, l. 3) and in 9.419 as πουλυσέβαστος (‘most eminent’,
l. 3; see below), a ἅπαξ λεγόμενον. PNYX 2023 | Volume 2 | Issue 1, 1-19 [9] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos parrot stands a multitude of birds of unspecified species competing with each other in repeating and
crying their salutations to Augustus, a mocking simile of the imperial clientes.49 Therefore, it seems
that the poem is intended to satirise the flattery and flatterers of Augustus. The use of lofty language
for the birds (ὠκυδίδακτος, ἀνακρέκεται) mocks those new students of high praise taught by a parrot. The poem was composed after the third embassy, in which Krinagoras travelled to Spain to reach the
emperor. Arguably, Krinagoras employs irony as a stylistic instrument to insinuate his discontent
with the hardships he suffered. The glory of Augustus stretched across the entire natural world, but
imperial omnipresence had certain practical drawbacks, as Krinagoras had to chase Augustus to the
westernmost part of the Roman Empire. An underlying sense of irony can also be discerned in AP 9.224, a poem about the favourite she-
goat of Augustus: Αἶγά με τὴν εὔθηλον, ὅσων ἐκένωσεν ἀμολγεὺς
οὔθατα πασάων πουλυγαλακτοτάτην,
γευσάμενος μελιηδὲς ἐπεί τ᾽ ἐφράσσατο πῖαρ
Καῖσαρ, κἠν νηυσὶν σύμπλοον ἠγάγετο. Ἥξω αὐτίκα που καὶ ἐς ἀστέρας· ᾧ γὰρ ἐπέσχον
μαζὸν ἐμὸν, μείων οὐδ᾽ ὅσον Αἰγιόχου. 52 The she-goat compares her master with the Aegis-bearer, who is Zeus himself. Mocking Flattery: The Parrot and the She-goat40 5 Me, the goat with the heavy udders, of all whose breast
the dairy-pail has drained, the richest in milk,
Caesar, after tasting and praising my honey-sweet cream,
took me on his ship as his shipmate. Soon I shall perhaps reach the stars; for he to whom I offered
5
my breast is no lesser to the Aegis-bearer. AP 9.224 The poem demonstrates that Krinagoras knew about the private habits of Augustus when travelling. The Mytilenean poet had personal knowledge that the emperor took his she-goat with him in
his travels outside Rome, even onboard his vessel, always to enjoy her milk.50 Hence, also considering
that most of Krinagoras’ poems derive from his personal experiences, it is very likely that the poet
accompanied Augustus on this trip (see below for possible destinations).51 The emperor’s affection for the animal is impressive, and Krinagoras has her claiming (in the first
person) that she will become a constellation at the order of her divine companion.52 Perhaps the 49 Whitmarsh (2013: 152–153) views AP 9.562 as an allegory of patronage. The salutationes by clientes became a target of
mockery in Greek and Latin writers, as for example Plut. Mor. 814D, where it is stated that provincials who sought offices
in Rome ‘grew old haunting the doors of other men’s houses’ (οἱ πολλοὶ γηράσκουσι πρὸς ἀλλοτρίαις θύραις); cf. Saller,
1982: 129 for more passages. Other Latin authors sometimes described clientes as parasites, e.g., Juv. Sat. 1.139, 5.1–5; cf. Damon, 1995. 51 Bowersock (1965: 36 with n. 5) argues that Krinagoras wrote AP 9.224 and 9.419 (on the Baths of Augustus at the
Pyrenees) when accompanying the emperor on his travels and Ypsilanti (2018: 9, 243) regards it highly probable for 9.224
too, accordingly; Buraselis, 2020: 5.h 52 The she-goat compares her master with the Aegis-bearer, who is Zeus himself. PNYX 2023 | Volume 2 | Issue 1, 1-19 [10] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos most striking element of the epigram is that the favourite animal of the princeps will follow him in his
ascension to heaven; a telling example of court flattery and homage to the emperor’s affection to the
she-goat, which will provide him with milk even in the divine world.53 However, a subtle irony is also
detected in this animal apotheosis.54 The image of a she-goat ‘reaching for the stars’ cannot but cause
amusement to some readers of the poem, both ancient and modern. AP 9.224 Irony towards divine honours for
the emperor can be detected here, and this should not confuse modern researchers, as the criticism of
ancient authors against ruler worship was an already established tradition since the Hellenistic age.55
Moreover, even the later imperial-age writers and Roman emperors themselves satirised the imperial
cult.56 One recalls the famous satire Apocolocynthosis of Claudius, written by Seneca, or the famous last
words of Vespasian in his dying bed: Vae, puto deus fio.57 Moreover, as Ypsilanti justly remarks, the excessive boasting of the goat in different parts of the
poem (e.g., ‘I am the goat with the heavy udders, the richest in milk of all whose breast the dairy-
pail has drained’, ll. 1–2) ‘slyly subverts the ostensible purpose of the epigram, that is court flattery’.58
Indeed, the goat lays claims to a life parallel to that of Augustus in several ways: she will follow him
to heaven; she is superior to any other (πασάων, l. 2) in terms of the richness of her milk, as Augustus
excels everyone else in superiority; she is πουλυγαλακτοτάτην (l. 2), which is ironically close to
Augustus πουλυσέβαστος in Krinagoras’ AP 9.419 (l. 3);59 she is a σύμπλοος (fellow shipmate) of
Augustus, a term which implies equality with the emperor in an ironical tone.60 Ypsilanti notes that both poems AP 9.224 and 9.562 involve an animal whose activities are
suggestive of the divinity of the emperor.61 In my view, these affinities between the poems and the
interpretation offered here for the causes of Krinagoras’ irony are sufficient for the attribution of AP
9.562 to Krinagoras. This pair of epigrams constitutes an elegant embroidery of irony, mockery, and
flattery, prompted by the sufferings of the poet on his long trip to Tarragona. Unfortunately, the epigram of the she-goat cannot be dated with certainty, and the voyage of
Augustus mentioned in this poem cannot be identified. However, suppose Krinagoras accompanied
the emperor on this trip, as I argue. In that case, it must have occurred most probably after 25 BCE,
when he resided in the imperial court in Rome. Indeed, earlier scholarship identified this journey with
the emperor’s visit to Greece and Asia Minor in 21–19 BCE. This would have been interesting, as
Krinagoras would have returned to familiar places in this case. 57 Suet. Vesp. 23.4. 58 Ypsilanti, 2018: 243; cf. 245, 247. 56 Buraselis, 2020 on approaches to the imperial cult by Greek intellectuals. 53 Likewise, the lock of Berenike ascended to heaven in Kallimachos’ poem, as did the goat that fed Zeus, the lion of Nemea,
and the golden ram that carried Phrixos and Helle, Ypsilanti, 2018: 242–243. The catheterisation of Augustus himself was
described by the Augustan poets, Hor. Od. 1.2.45 (serus in caelum redeas), cf. Virg. Georg. 4.562 (viamque adfectat Olympo).
54 Buraselis (2020: 5) characteristically ended his analysis on the poem with this remark: ‘One is tempted to comment: an
apotheosis of and on four legs’. 60 ‘Σύμπλοος’ as ‘fellow-voyager’ in Hdt. 2.115, 3.41; Ephor. 27J, Plut. Mor. 2.148a. described by the Augustan poets, Hor. Od. 1.2.45 (serus in caelum redeas), cf. Virg. Georg. 4.562 (viamque adfectat Olympo).
54 Buraselis (2020: 5) characteristically ended his analysis on the poem with this remark: ‘One is tempted to comment: an
apotheosis of and on four legs’. and the golden ram that carried Phrixos and Helle, Ypsilanti, 2018: 242 243. The catheterisation of Augustus himself was
described by the Augustan poets, Hor. Od. 1.2.45 (serus in caelum redeas), cf. Virg. Georg. 4.562 (viamque adfectat Olympo).
54 Buraselis (2020: 5) characteristically ended his analysis on the poem with this remark: ‘One is tempted to comment: an
apotheosis of and on four legs’. 60 ‘Σύμπλοος’ as ‘fellow-voyager’ in Hdt. 2.115, 3.41; Ephor. 27J, Plut. Mor. 2.148a.
61 Ypsilanti, 2018: 254, n. 6. p
g
55 E.g., Plut. Mor. 360D on the witty retort of king Antigonos Gonatas to claims of his divine nature from his courtier
Hermodoros. Plutarch (Alex. 28) also records Lysippos’ accusation against Apelles, because he painted Alexander the
Great holding a thunderbolt, an attribute of Zeus. Alexander the Great was also said to have expressed irony and concerns
over his own divinity on various occasions (Ath. 6.251C). 53 Likewise, the lock of Berenike ascended to heaven in Kallimachos’ poem, as did the goat that fed Zeus, the lion of Nemea,
and the golden ram that carried Phrixos and Helle, Ypsilanti, 2018: 242–243. The catheterisation of Augustus himself was
described by the Augustan poets, Hor. Od. 1.2.45 (serus in caelum redeas), cf. Virg. Georg. 4.562 (viamque adfectat Olympo). 61 Ypsilanti, 2018: 254, n. 6. 62 For example, the elegant ironic tone of this poem does not preclude another function as imperial praise; the apotheosis of
the she-goat can also refer to Augustus’ sign, capricornus (Αἰγόκερως) and Augustus is compared explicitly to Zeus in the
last lines. 64 Suetonius (Aug. 81.1) states that Augustus tried first hot and then cold baths, most likely those mentioned in the poem;
cf. Cassius Dio (53.25.7) for Augustus’ retirement in Tarragona due to an illness.
65 Buraselis, 2020: 4. AP 9.224 The she-goat would have followed him in the stars after death, while the body of Seleukos was
buried on a beach in a foreign place far away from his homeland (κεῖται ἀμετρήτων ξεῖνος ἐπ᾽ αἰγιαλῶν). It should be underlined here that the ironic tone in both poems is subtle and tactful. These
i
d
fl tt
d
i
h
f K i
d h
l d h
’ animal. The she-goat would have followed him in the stars after death, while the body of Seleukos was
buried on a beach in a foreign place far away from his homeland (κεῖται ἀμετρήτων ξεῖνος ἐπ᾽ αἰγιαλῶν). h It should be underlined here that the ironic tone in both poems is subtle and tactful. These
epigrams served to flatter and praise the patron of Krinagoras, and the poet exalted the emperor’s
superiority and divinity in these literary works.62 Crucially, another poem (AP 9.419), also inspired
by the journey of the third embassy (25 BCE) as the reference to the waters of the Pyrenees in Spain
illustrates (Πυρήνης ὕδατα μαρτύρια), Krinagoras used nature again (the aforementioned waters) to
praise Augustus:63 Κἢν μυχὸν Ὀρκυναῖον ἢ ἐς πύματον Σολόεντα
ἔλθῃ καὶ Λιβυκῶν κράσπεδον Ἑσπερίδων
Καῖσαρ ὁ πουλυσέβαστος, ἅμα κλέος εἶσιν ἐκείνῳ
πάντῃ· Πυρήνης ὕδατα μαρτύρια. Οἷσι γὰρ οὐδὲ πέριξ δρυτόμοι ἀπεφαιδρύναντο
λουτρὰ καὶ ἠπείρων ἔσσεται ἀμφοτέρων. Whether to the depths of Ercynaean nooks or to the outermost Soloeis
and the fringes of Libyan Hesperides should
most august Caesar travel, glory follows him
everywhere; the waters of Pyrene are my witness. These, wherein not even the native woodcutters ever bathed,
5
will become baths of both continents. AP 9.419 Whether to the depths of Ercynaean nooks or to the outermost Soloeis
and the fringes of Libyan Hesperides should
most august Caesar travel, glory follows him
everywhere; the waters of Pyrene are my witness. These, wherein not even the native woodcutters ever bathed,
5
will become baths of both continents. A The poem conveys the remoteness of the places where Octavian travelled – and of which Krinagoras
had personal knowledge – as among the places mentioned are the baths in the Pyrenean mountains,
close to Tarragona where Augustus withdrew to be cured from his illness.64 No sense of irony is
detected in this testimony and praise of the long-reaching glory of Augustus. AP 9.224 Krinagoras may have been reminiscent
of his hardships during the long journey to Tarragona that claimed the life of a young comrade,
Seleukos, while the emperor enjoyed all comforts in this voyage, including the milk of his favourite 53 Likewise, the lock of Berenike ascended to heaven in Kallimachos’ poem, as did the goat that fed Zeus, the lion of Nemea,
and the golden ram that carried Phrixos and Helle, Ypsilanti, 2018: 242–243. The catheterisation of Augustus himself was
described by the Augustan poets, Hor. Od. 1.2.45 (serus in caelum redeas), cf. Virg. Georg. 4.562 (viamque adfectat Olympo). 54 Buraselis (2020: 5) characteristically ended his analysis on the poem with this remark: ‘One is tempted to comment: an
apotheosis of and on four legs’. p
g
55 E.g., Plut. Mor. 360D on the witty retort of king Antigonos Gonatas to claims of his divine nature from his courtier
Hermodoros. Plutarch (Alex. 28) also records Lysippos’ accusation against Apelles, because he painted Alexander the
Great holding a thunderbolt, an attribute of Zeus. Alexander the Great was also said to have expressed irony and concerns
over his own divinity on various occasions (Ath. 6.251C). 56 Buraselis, 2020 on approaches to the imperial cult by Greek intellectuals. 56 Buraselis, 2020 on approaches to the imperial cult by Greek intellectuals. 58 Ypsilanti, 2018: 243; cf. 245, 247. 59 Cf. above, n. 43. [11] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i animal. The she-goat would have followed him in the stars after death, while the body of Seleukos was
buried on a beach in a foreign place far away from his homeland (κεῖται ἀμετρήτων ξεῖνος ἐπ᾽ αἰγιαλῶν). It should be underlined here that the ironic tone in both poems is subtle and tactful. These
epigrams served to flatter and praise the patron of Krinagoras, and the poet exalted the emperor’s
superiority and divinity in these literary works.62 Crucially, another poem (AP 9.419), also inspired
by the journey of the third embassy (25 BCE) as the reference to the waters of the Pyrenees in Spain
illustrates (Πυρήνης ὕδατα μαρτύρια), Krinagoras used nature again (the aforementioned waters) to
praise Augustus:63 animal. 63 AP 9.419, dated c. 25 BCE: Ypsilanti, 2018: 300, 303.
(
)i 63 AP 9.419, dated c. 25 BCE: Ypsilanti, 2018: 300, 303. AP 9.224 Krinagoras draws
again on his experiences from his journey, but this time to glorify the emperor without any shade of
irony. So, how should we interpret the discreet employment of irony and humourous skepticism in
Krinagoras’ poems AP 9.562 and AP 9.224 in relation to Augustan glory and divinity? The poem conveys the remoteness of the places where Octavian travelled – and of which Krinagoras
had personal knowledge – as among the places mentioned are the baths in the Pyrenean mountains,
close to Tarragona where Augustus withdrew to be cured from his illness.64 No sense of irony is
detected in this testimony and praise of the long-reaching glory of Augustus. Krinagoras draws
again on his experiences from his journey, but this time to glorify the emperor without any shade of
irony. So, how should we interpret the discreet employment of irony and humourous skepticism in
Krinagoras’ poems AP 9.562 and AP 9.224 in relation to Augustan glory and divinity? Κrinagoras was a skilful master of the Greek language and knew well how to express complex
notions elegantly. Accordingly, he employed his poetic talents to praise the imperial house, including
Augustus, ‘without becoming cheap in his praise’.65 But at the same time, deeply embodied in the
Greek cultural tradition, Krinagoras did not hesitate to compose poems expressing an almost anti-
Roman spirit, melancholy, and nostalgic glory of Greek independence. In AP 9.284, Krinagoras
expresses sorrow for the settlement of Italian libertini (παλίμπρητοι, ‘slaves’) in Corinth, the ancient
city of the Bacchiadai. Elsewhere (AP 9.235, ll. 5–6), hope is expressed that the kingdom of Cleopatra 62 For example, the elegant ironic tone of this poem does not preclude another function as imperial praise; the apotheosis of
the she-goat can also refer to Augustus’ sign, capricornus (Αἰγόκερως) and Augustus is compared explicitly to Zeus in the
last lines. 6 ,
p
,
,
64 Suetonius (Aug. 81.1) states that Augustus tried first hot and then cold baths, most likely those mentioned in the poem;
cf. Cassius Dio (53.25.7) for Augustus’ retirement in Tarragona due to an illness. 65 Buraselis 2020: 4 [12] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i will rise again through the adverb πάλι (again);66 resentment against the Romans through the adjective
ὀθνεῖοι (foreign) for them (AP 7.645, l. AP 9.224 5); and there is also the ironic tone in AP 9.224 and 9.562
analysed here. The poetic world of Krinagoras is decisively Greek, as his poems are full of references to
the geography, myth, and history of Greece and his topics are derived mainly from the Greek cultural
tradition, for example, the Eleusinian Mysteries (AP 11.42); the poems of Anakreon that Krinagoras
offers as a gift to Antonia (AP 9.239); or Kallimachos’ Hecale that he offers to Marcellus (AP 9.545).67i ftf
However, in the two epigrams discussed here that subtly mock specifically the Augustan glory and
divinity, except for whatever role the poet’s ‘patriotic’ sentiments may have played (if any) and the
wish to display an independent artistic spirit, the hardships Krinagoras personally suffered in the long
and dangerous journey to Tarragona and the loss of a young countryman while wandering ‘κεναῖσιν
ἐλπίσιν’ could also be an important factor for his choice to adopt this seemingly strange style. The
influence of sufferings when travelling for long, from one side of the Mediterranean Sea to the other,
and through unknown and perilous lands in search of the emperor should not be underestimated. A
talented poet like Krinagoras, who largely anchored his writings on personal experience, would take
advantage of topics, such as the praise of Augustan glory even in the animal world (AP 9.562) and the
luxuries Augustus indulged during his travel – in which Krinagoras probably accompanied him (AP
9.224) –, to formulate a distinct, yet subtle ironic tone. Surely, then, it is not a coincidence that both
epigrams seem to have been composed after the events of 25 BCE. t
We must keep in mind that being a keen supporter of Augustus, as Krinagoras was, did not mean
obsequious flattery (adulatio): praise does not necessarily imply servility, and irony does not equal
opposition or to an ‘anti-Augustan’ stance.68 The poet could praise the emperor, but he could also
subtly, skilfully, and carefully insinuate irony for his glory; epigrams were useful for both purposes,
especially scoptic epigrams.69 Indirect irony and wordplay could express complaints and bitterness
elegantly. Indeed, many passages of Latin poets, especially Ovid, on the Augustan monuments and
symbols (such as the sidus Iulium, the Danaids of the portico on the Palatine Hill, and the triumph)
are ambiguous and often on the knife’s edge between flattery and criticism (including irony as a
technique of criticism). 68 Clearly, flattery served to the glorification of Augustus and his achievements, as is the case, more straightforwardly,
with Horace’s Carmen Saeculare, excerpts of which were even inscribed on marble. However, open adulatio was viewed
negatively by contemporaries (Griffin, 1984: 205–213). Ahl (1984: 187–208) discusses figured speech as a way to safely
and effectively express veiled criticism of tyrants in terms that rely on reader conclusions, e.g., through double-edged
discourse (cf. Pandey, 2018: 28 with a collection of ancient sources). Ahl discusses figured speech in Roman poetry and
oratory, although with a different focus (mainly Quintilian against the ‘tyrant’ Domitian). In his opinion, figured speech is
an intermediate stage between direct criticism and flattery. There were surely many more intermediate stages, such as the
elegant combination of irony and flattery in these epigrams of Krinagoras. 67 For the Greek poetic world of Krinagoras, Bowie, 2011.lti 66 AP 9.235, ll. 5–6: Ἐκ πατέρων εἴη παισὶν πάλι τοῖσιν ἀνάκτων | ἔμπεδον ἠπείροις σκῆπτρον ἐπ᾽ ἀμφοτέραις (trans. Let the
children of kings hold from their fathers a strong rule over both lands again). g
69 Coleman, 2019: 65–69. 67 For the Greek poetic world of Krinagoras, Bowie, 2011.lti 66 AP 9.235, ll. 5–6: Ἐκ πατέρων εἴη παισὶν πάλι τοῖσιν ἀνάκτων | ἔμπεδον ἠπείροις σκῆπτρον ἐπ᾽ ἀμφοτέραις (tran
children of kings hold from their fathers a strong rule over both lands again). ,
70 Pandey, 2018: 27–29. Pandey supports that Ovid encouraged his audience to read his texts and search for veiled
meanings that criticized Augustus, Pandey, 2018: 24–26, with analysis of specific Ovidian passages.
71 AP 9.224 In this eloquent way, the poets elicited sympathy from like-minded readers
while avoiding retaliations from the imperial house.70 Moreover, Augustan court poets encouraged
their readers to apply critical thinking to symbols linked to Augustus to allow some discussion and
reflection on aspects that the fear of retaliation, or excessive respect for Augustan authority, might
otherwise exclude.71 For example, the paradox, which we have already pinpointed in Krinagoras’
epigrams (the talking parrot or the she-goat ascending to the heavens), was consciously used by poets 70 Pandey, 2018: 27–29. Pandey supports that Ovid encouraged his audience to read his texts and search for veiled
meanings that criticized Augustus, Pandey, 2018: 24–26, with analysis of specific Ovidian passages. i
Contemporary audiences, both Greek and Roman, were educated in the critical study of literature, Konstan, 2006. PNYX 2023 | Volume 2 | Issue 1, 1-19 [13] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i as a tool to engage the readers actively with the poem and encourage them to interpret it as they
wished.72 Roman writers were keen to use satire and irony in their works; one example is Horace in his
Satires and Ode 2.4.73 Ovid is also a typical case. Many passages can equally be read as flattering or
ironic. For example, it has been argued that Ars Amatoria 1 parodies the Augustan militaristic values
espoused by the Forum Augustum, and that Ovid gently satirises Augustan legislation on morality in
Amores 2.2. Moreover, it is stated that the description of the deification of Caesar in Metamorphoses
15.745–851 almost parodied Augustus’ hegemony.74 In many passages of the Metamorphoses, Ovid
compares Augustus to Jupiter and insists that he is a ‘god on earth’, presumably intending to flatter the
emperor.75 Yet, some of the very ideas satirised by Ovid continued to be circulated, precisely because
these passages could equally be understood as ‘pro-Augustan’ as well as ironic. Therefore, the epigrams of Krinagoras contain a long-lasting literary topos, where animals provide
a humourous, subtle, and safe way to convey social and political criticism.76 By using animals and their
relationship to the emperor, their undisputable master, Krinagoras comments indirectly and carefully
on the omnipresent imperial glory and the unequal power relations between emperor and subjects,
matters that surely dramatically came into his mind during the embassy to Tarragona and the death
of Seleukos. 72 Cf. Pittore (2004: 15, 33–35, esp. 35), who argues that the world created by writers distorts reality in ways that
correspond and react to the existing social system. Among literary texts, the ironic one possesses most this characteristic
attribute of systematic re-invention of facts and values. For example, it assigns people and objects functions that are not
normally theirs. In the fictitious world of the ironic text, the atypical, the unexpected, the unorthodox, appears as normal.
On their part, readers can decide whether and how much they will accept of the new image of reality the text offers.
73 Hejduk, 2018 and Pelliccia, 2018, respectively. j
,
,
,
p
y
74 Pandey, 2018: 31, 116 and 74–75, respectively. Cf. also Pandey, 2018: 77–78 on the treatment of the Julian paternity of
Augustus by Ovid. 75 Feeney (1991: 219–224) collects and discusses the relevant passages of Metamorphoses, and comments that the
comparisons between Augustus and Jupiter elegantly criticised the absolute power of Augustus (Feeney, 1991: 222–223).
76 Newlands, 2005: 153–157 on animal fable, among which features Aesopos in a prominent position. 72 Cf. Pittore (2004: 15, 33–35, esp. 35), who argues that the world created by writers distorts reality in ways that
correspond and react to the existing social system. Among literary texts, the ironic one possesses most this characteristic
attribute of systematic re-invention of facts and values. For example, it assigns people and objects functions that are not
normally theirs. In the fictitious world of the ironic text, the atypical, the unexpected, the unorthodox, appears as normal.
On their part, readers can decide whether and how much they will accept of the new image of reality the text offers.
73 Hejduk, 2018 and Pelliccia, 2018, respectively.
74 Pandey, 2018: 31, 116 and 74–75, respectively. Cf. also Pandey, 2018: 77–78 on the treatment of the Julian paternity of
Augustus by Ovid.
75 Feeney (1991: 219–224) collects and discusses the relevant passages of Metamorphoses, and comments that the
comparisons between Augustus and Jupiter elegantly criticised the absolute power of Augustus (Feeney, 1991: 222–223).
76 Newlands, 2005: 153–157 on animal fable, among which features Aesopos in a prominent position.
77 As Pittore (2004: 14) puts it, the ironical discourse ‘è così costruito per essere ambiguo’. Pittore (2004: 50–52) discusses
the role of ambiguity in ironical discourse and argues that ambiguous irony can be more effective than direct language. In
this regard, characteristic is the flattery of the fisherman who suggested to Domitian that the fish he caught purposefully
swam in his net to honour the emperor’s table, an obvious irony to the rest of us (Juv. 4.69–71; Ahl, 1984: 197–198).
78 See for example the assessment of the so-called Demetrius on the treatment of Aeschines on Telauges as being poised
ambiguously between praise and irony, Demetr. Eloc. 291: πᾶσα γὰρ σχεδὸν ἡ περὶ τὸν Τηλαυγῆ διήγησις ἀπορίαν παρέχοι,
εἴτε θαυμασμὸς εἴτε χλευασμός ἐστι. Τὸ δὲ τοιοῦτον εἶδος ἀμφίβολον, καίτοι εἰρωνεία οὐκ ὄν, ἔχει τινὰ ὅμως καὶ εἰρωνείας
ἔμφασιν. According to the author, this ambiguity cannot be defined exactly as irony, but it possesses a clear affinity to it.
79 Sources collected in Yavetz, 1990: 34–35, as for example Augustus’ advice to Tiberius to tolerate criticism in Suet.
Aug. 51.3. According to Pandey (2018: 27–28), Augustus allowed a certain degree of freedom of speech to writers that
ultimately confirmed his domination (what Herbert Marcuse termed ‘repressive tolerance’).
80 E.g., Suet. Aug. 85.2; Macrob. Sat. 2.4.1,14; and characteristically Quint. Inst. 6.3.77 on his reaction for the neglect of his
cult in Tarragona (cf. Yavetz, 1990: 36–38 for a discussion of Augustus’ sense of humour). Augustus by Ovid.
75 Feeney (1991: 219–224) collects and discusses the relevant passages of Metamorphoses, and comments that the
comparisons between Augustus and Jupiter elegantly criticised the absolute power of Augustus (Feeney, 1991: 222–223).
76 Newlands, 2005: 153–157 on animal fable, among which features Aesopos in a prominent position.
77 As Pittore (2004: 14) puts it, the ironical discourse ‘è così costruito per essere ambiguo’. Pittore (2004: 50–52) discusses
the role of ambiguity in ironical discourse and argues that ambiguous irony can be more effective than direct language. In
this regard, characteristic is the flattery of the fisherman who suggested to Domitian that the fish he caught purposefully
swam in his net to honour the emperor’s table, an obvious irony to the rest of us (Juv. 4.69–71; Ahl, 1984: 197–198).
78 See for example the assessment of the so-called Demetrius on the treatment of Aeschines on Telauges as being poised
ambiguously between praise and irony, Demetr. Eloc. 291: πᾶσα γὰρ σχεδὸν ἡ περὶ τὸν Τηλαυγῆ διήγησις ἀπορίαν παρέχοι,
εἴτε θαυμασμὸς εἴτε χλευασμός ἐστι. Τὸ δὲ τοιοῦτον εἶδος ἀμφίβολον, καίτοι εἰρωνεία οὐκ ὄν, ἔχει τινὰ ὅμως καὶ εἰρωνείας
ἔμφασιν. According to the author, this ambiguity cannot be defined exactly as irony, but it possesses a clear affinity to it.
79 Sources collected in Yavetz, 1990: 34–35, as for example Augustus’ advice to Tiberius to tolerate criticism in Suet.
Aug. 51.3. According to Pandey (2018: 27–28), Augustus allowed a certain degree of freedom of speech to writers that
ultimately confirmed his domination (what Herbert Marcuse termed ‘repressive tolerance’).
80 E.g., Suet. Aug. 85.2; Macrob. Sat. 2.4.1,14; and characteristically Quint. Inst. 6.3.77 on his reaction for the neglect of his
l
( f
f
d
f
’
f h
) p
73 Hejduk, 2018 and Pelliccia, 2018, respectively. AP 9.224 Krinagoras, like many other poets and orators of the imperial age, could tweak imperial
noses as much as they liked so long as what was said could be interpreted in another, safer way.77
Indeed, the line between flattery and irony is sometimes very thin, and this explains sufficiently why
the epigrams treated are still interpreted as ‘extremes of flattery’. After all, the line between flattery and
irony sometimes confused even ancient writers.78 On his part, Augustus generally demonstrated tolerance against verbal criticism coming from his
political opponents so that he would have accepted the indirect and well-hidden irony in a pair of
epigrams of one of his court poets.79 More than that, many anecdotes illustrate the emperor’s good
sense of humour, even his ability and tendency for self-mockery.80 After all, Augustus himself does See for example the assessment of the so-called Demetrius on the treatment of Aeschines on Telauges as being poised
ambiguously between praise and irony, Demetr. Eloc. 291: πᾶσα γὰρ σχεδὸν ἡ περὶ τὸν Τηλαυγῆ διήγησις ἀπορίαν παρέχοι,
εἴτε θαυμασμὸς εἴτε χλευασμός ἐστι. Τὸ δὲ τοιοῦτον εἶδος ἀμφίβολον, καίτοι εἰρωνεία οὐκ ὄν, ἔχει τινὰ ὅμως καὶ εἰρωνείας
ἔμφασιν. According to the author, this ambiguity cannot be defined exactly as irony, but it possesses a clear affinity to it. 79 Sources collected in Yavetz, 1990: 34–35, as for example Augustus’ advice to Tiberius to tolerate criticism in Suet. Aug. 51.3. According to Pandey (2018: 27–28), Augustus allowed a certain degree of freedom of speech to writers that
ultimately confirmed his domination (what Herbert Marcuse termed ‘repressive tolerance’). i
80 E.g., Suet. Aug. 85.2; Macrob. Sat. 2.4.1,14; and characteristically Quint. Inst. 6.3.77 on his reaction for the neglect of his
cult in Tarragona (cf. Yavetz, 1990: 36–38 for a discussion of Augustus’ sense of humour). 80 E.g., Suet. Aug. 85.2; Macrob. Sat. 2.4.1,14; and characteristically Quint. Inst. 6.3.77 on his reaction for the neglect of his
cult in Tarragona (cf. Yavetz, 1990: 36–38 for a discussion of Augustus’ sense of humour). [14] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos not play an active role in these poems. He is praised in the epigram of the parrot, and in the she-goat
epigram he merely boards the she-goat on his vessel to enjoy her milk while travelling. Conclusions In this paper, I argue that Krinagoras drew inspiration from and anchored his epigrams on his personal
experiences. The long and hazardous trip from his native home in Mytilene to Tarragona and the
death of a young compatriot along the way would have profoundly impacted him. Something evident
in numerous epigrams that can reasonably be associated with this journey and convey the sufferings
Krinagoras and the other ambassadors endured. Having established this as a starting point, I interpret the distinct but delicate tone of irony in
two epigrams of Krinagoras addressing Augustan glory as a poetic way of conveying criticism. In this
regard, it is important to note that the epigrams of the parrot and the she-goat were written after the
embassy, and the latter perhaps when the poet accompanied Augustus in one of his travels. The parrot
and the she-goat represent flatterers of the emperor, animal symbols that revere Augustus willingly
and disseminate his glory. At the same time, both poems undoubtedly praise the emperor. Especially
Krinagoras’ epigram of the talking parrot seems to be the earliest exemplar of a tradition of talking birds
praising emperors, an eager poetic attempt to flatter them via nature’s indisputable acknowledgement
of and submission to their greatness. However, Krinagoras differentiated his work from courtly and
slavish speech. The two epigrams provide a form of ‘safe speech’ in which Krinagoras could subtly
satirise the excessive efforts of others to flatter Augustus. Though light-touch and discreet, there is an
underlying tone of irony in these epigrams; not everyone was meant to understand it fully, and this
probably offered sufficient self-protection. Krinagoras took the opportunity to make a personal, not overly positive, comment on the
omnipresent Augustan glory and divinity, contemplating and acknowledging his hardships during
the long and calamitous journey to the remote Tarragona and the loss of a young compatriot in his
task to meet the emperor. There is no reason to interpret these epigrams exclusively as flattery or as
covert irony – both apply, as they do in other passages of Augustan poets. Therefore, the paper offers
new perspectives on the differentiated interpretations of Augustan glory and the interplay between
irony and flattery in the approach of imperial grandeur by a renowned Greek epigrammatist who
lived in the imperial court. AP 9.224 He is a distant
figure that appears to be glorified and revered by the natural world. Therefore, also considering his
intensive contact with Greek and Latin writers and poets and his affinity with poetry,81 he might have
enjoyed the elegantly satirical pun in those epigrams of Krinagoras.82 The fact that Augustus took no
issue with that ambiguity of flattery and irony adds him to the list of Hellenistic rulers who oscillated
between indulgence and realisation of absurdity – but they did indulge in those praises nonetheless. 81 Suet. Aug. 85.2 (on the composition of poems by Augustus), 89.1 (on his affinity with Greek poetry), cf. Griffin, 1984:
204 on the emperor’s affinity with poetry.
82 Cf. the remark in Hamm (2009: 103–104) that irony in the right mixture and dose in literary works gave the ruler a
certain freedom to react and ensured that he could still laugh, and maybe he even had to laugh (‘der Herrscher trotzdem
lachen konnte, ja vielleicht lachen musste’). Conclusions From this aspect, it would be interesting to examine how far and in which
contexts Greek writers of the imperial period employed irony when they referred to Roman principes. Krinagoras’ irony is merely one instance among many where subtle mockery and satire of the imperial
family were exercised in the early Augustan period. PNYX 2023 | Volume 2 | Issue 1, 1-19 [15] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i
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223–258. Bowie, E. 2011. Men from Mytilene. In: Schmitz, T. and Wiater, N. (eds.) The Struggle for Identity: Greeks and
their Past in the First Century BCE, Stuttgart: Franz Steiner Verlag, 181–195. Buraselis, K. 2020. On Greek Intellectuals and the Roman Emperor Cult. Mythos, 14, 1–12. Carney, E. 2013. Arsinoe of Egypt and Macedon: A Royal Life. Oxford: Oxford University Press. Casson, L. 1974. Travel in the Ancient World. Toronto, ON: Hakkert. Casson, L. 1974. Travel in the Ancient World. Toronto, ON: Hakkert. Cichorius, C. 1888. Rom und Mytilene. Leipzig: B. G. Teubner. Clayman, D. 2011. Berenice and her Lock. Transactions of the American Philological Association, 141(2),
229–246. Clayman, D. 2014. Berenice II and the Golden Age of Ptolemaic Egypt. Oxford: Oxford University Press. Cogitore, I. 2010. Crinagoras et les poètes de la couronne de Philippe: la cour impériale romaine dans les
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geographica; conspectum librorum recentiorum adiecit Gerhard Wirth, Stuttgart: Teubner. Damon, C. 1995. Greek Parasites and Roman Patronage. Harvard Studies in Classical Philo Damon, C. 1995. Greek Parasites and Roman Patronage. Harvard Studies in Classical Philology, 97, 181–195. Dietrich, J. 2002. Dead Parrots Society. The American Journal of Philology, 123(1), 95–110. Damon, C. 1995. Greek Parasites and Roman Patronage. Harvard Studies in Classical Philology, 97, 181–195. h
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Dimopoulou-Pelioune, Α. 2015. Λεσβίων πολιτείαι. Πολίτευμα, θεσμοί και δίκαιο των πόλεων της Λέσβου. Athens: Eurasia. opoulou-Pelioune, A. 2017. Lesbos sous Auguste. Du renouveau des traités à l’apothéose. In: L. Cavalier, L Dimopoulou-Pelioune, A. 2017. Lesbos sous Auguste. Du renouveau des traités à l’apothéose. In: L. Cavalier, L.,
Ferriès, M. C. and Delrieux, F. (eds.) Auguste et l’Asie Mineure, Bordeaux: Ausonius, 399–412. Ferriès, M. C. and Delrieux, F. (eds.) Auguste et lAsie Mineure, Bordeaux: Ausonius
lers, C. (ed.) 2009. Diplomats and Diplomacy in the Roman World. Leiden: Brill. Eilers, C. (ed.) 2009. Diplomats and Diplomacy in the Roman World. Leiden: Brill. Feeney, D. 1991. The Gods in Epic: Poets and Critics of the Classical Tradition. Oxford: Clarendon Press.h Feeney, D. 1991. The Gods in Epic: Poets and Critics of the Classical Tradition. Oxford: Clarendon Press. Frendo, J. 1975. Agathias: The Histories, Corpus Fontium Historiae Byzantinae – Series Berolinensis 2A. Feeney, D. 1991. The Gods in Epic: Poets and Critics of the Classical Tradition. Oxford: Clarendon Press. Frendo, J. 1975. Agathias: The Histories, Corpus Fontium Historiae Byzantinae – Series Berolinensis 2A. Berlin: De Gruyter. J. 1975. Agathias: The Histories, Corpus Fontium Historiae Byzantinae – Series Berolinensis 2A. n: De Gruyter. Gow, A. S. F. and Page, D. L. 1968. The Greek Anthology: The Garland of Philip, and Some Contemporary
Epigrams. Cambridge: Cambridge University Press. [16] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
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d Griffin, J. 1984. Augustus and the Poets: ‘Caesar qui cogere posset’. In: Millar, F. and Segal, E. (eds.) Caesar
Augustus: Seven Aspects, Oxford: Clarendon Press, 189–218. Griffin, J. 1984. Augustus and the Poets: ‘Caesar qui cogere posset’. In: Millar, F. and Segal, E. (eds.) Caesar
Augustus: Seven Aspects, Oxford: Clarendon Press, 189–218. Hamm, U. Bibliography 2009. Zum Phänomen der Ironie in höfischer Dichtung oder: Ironie ist, wenn der Herrscher
trotzdem lacht. In: Reinhold, G. F. (ed.) Ironie. Griechische und lateinische Fallstudien, Bochumer
Altertumswissenschaftliches Colloquium 80, Trier: Wissenschaftlicher Verlag Trier, 77–105. tt
Hejduk, J. 2018. Saepe stilum uertas: Moral and Metrical Missteps in Horace’s Satires. In: Knox, P. E., Pelliccia, H. and Sens, A. (eds.) They Keep it All Hid: Augustan Poetry, its Antecedents and Reception, Berlin: De
Gruyter, 63–73. Höschele, R. 2019. Greek Epigram in Rome in the First Century CE. In: Henriksén, C. (ed.) A Companion to
Ancient Epigram, Hoboken, NJ: Wiley, 475–490. hele, R. 2019. Greek Epigram in Rome in the First Century CE. In: Henriksén, C. (ed.) A Companion t Ancient Epigram, Hoboken, NJ: Wiley, 475–490. Jones, C. 2011. An Inscription Seen by Agathias. Zeitschrift für Papyrologie und Epigraphik, 179, 107–115. Jones, C. 2011. An Inscription Seen by Agathias. Zeitschrift für Papyrologie und Epigraphik, 179, 107–115.h Konstan, D. 2006. The Active Reader in Classical Antiquity. Argos, 30, 7–18. h
Labarre, G. 1996. Les cités de Lesbos aux époques hellénistique et impériale. Paris: de Boccard. Miller, J. 2009. Apollo, Augustus, and the Poets. Cambridge: Cambridge University Press. Newlands, C. 2005. Animal Claquers: Statius Silv. 2.4 and 2.5. In: Batstone, W. W. and Tissol, G. (eds.) Defining
Genre and Gender in Latin Literature: Essays Presented to William S. Anderson on His Seventy-Fifth
Birthday, Lang Classical Studies 15, New York: Lang, 151–173. Birthday, Lang Classical Studies 15, New York: Lang, 151–173. Niehoff, M. R. (ed.) 2017. Journeys in the Roman East: Imagined and Real. Tübingen: Mohr Siebeck Pandey, N. 2018. The Poetics of Power in Augustan Rome: Latin Poetic Responses to Early Imperial
Iconography. Cambridge: Cambridge University Press.t Parker, R. W. 1991. Potamon of Mytilene and his Family. Zeitschrift für Papyrologie und Epigraphik, 85,
115–130. Parker, R. W. 1991. Potamon of Mytilene and his Family. Zeitschrift für Papyrologie und Epigraphik, 85,
115–130. Pawlak, M. N. 2020. Theophanes, Potamon and Mytilene’s Freedom. Electrum, 27, 173–188. 115–130. Pawlak, M. N. 2020. Theophanes, Potamon and Mytilene’s Freedom. Electrum, 27, 173–188. Pawlak, M. N. 2020. Theophanes, Potamon and Mytilene’s Freedom. Electrum, 27, 173–188. h
Pelliccia, H. 2018. The Reception of Horace Odes 2.4 in Horace Odes 2.5. In: Knox, P. E., Pelliccia, H. and
Sens, A. (eds.) They Keep it All Hid: Augustan Poetry, its Antecedents and Reception, Berlin: De Gruyter,
75–88. Philips, C. R. 1983. Rethinking Augustan Poetry. Ο Κριναγόρας και η αυτοκρατορική δόξα: Μια αλληλεπίδραση μεταξύ ειρωνείας, σάτιρας και
κολακείας Ο Κριναγόρας ήταν ένας Έλληνας ποιητής που καταγόταν από την Μυτιλήνη (γεννήθηκε γύρω
στο 70 π.Χ.). Έζησε επομένως κατά την Αυγούστεια περίοδο και ήταν μέλος επιφανούς οικογένειας. Του έχουν αποδοθεί συνολικά 51 επιγράμματα που χωρίζονται σε διάφορες κατηγορίες, όπως
«ἐπιτύμβια», «ἐρωτικά», «ἀναθηματικά» και «ἐπιδεικτικά». Όμως, το πιο χαρακτηριστικό
στοιχείο της ποίησης του Κριναγόρα είναι η έμπνευσή του από προσωπικές εμπειρίες και
παρατηρήσεις, που συχνά χρησιμοποιεί ως υλικό για τα επιγράμματά του. Ο Κριναγόρας συμμετείχε ενεργά στα δημόσια θέματα που απασχολούσαν τη Μυτιλήνη. Χαρακτηριστικά, πήρε μέρος σε συνολικά τρεις πρεσβείες προς Ρωμαίους πολιτικούς ηγέτες: δύο
στον Καίσαρα (κατά τα έτη 48 και 46/5 π.Χ.) και μία στον Οκταβιανό – Αύγουστο το 26/5 π.Χ. προκειμένου να επισφραγιστεί το foedus aequum μεταξύ της Μυτιλήνης και της Ρώμης. Μετά από
την τρίτη πρεσβεία, ο Κριναγόρας έμεινε στη Ρώμη για πολλά χρόνια, όπου συνδέθηκε στενά με τον
αυτοκρατορικό κύκλο και ίσως έγινε ποιητής της αυλής του Αυγούστου. Πράγματι, σώζονται πολλά
επιγράμματά του, τα οποία είναι αφιερωμένα σε μέλη της αυτοκρατορικής οικογένειας, όπως στον
Τιβέριο, τον Μαρκέλλο και την Αντωνία. Σε αυτό το άρθρο, επιχειρώ να ερμηνεύσω ένα παράδοξο φαινόμενο. Ενώ τα περισσότερα
επιγράμματα του Κριναγόρα που απευθύνονται ή σχετίζονται με τον Αύγουστο και την οικογένειά
του χαρακτηρίζονται προφανώς από έπαινο και κολακεία των αναφερόμενων προσώπων, δύο
επιγράμματα φαίνεται να διέπονται από έναν διακριτικό και λεπτό τόνο ειρωνείας. Πιστεύω πως
αυτή η ειρωνική χροιά ερμηνεύεται βάσει των δυσχερειών που αντιμετώπισε ο Κριναγόρας κατά
την πρεσβεία του προς τον Οκταβιανό, όταν ταξίδεψε από τη Μυτιλήνη στην άλλη άκρη της
Μεσογείου, στην Ταρραγόνα της Ισπανίας, όπου βρισκόταν ο αυτοκράτορας. Στη διάρκεια αυτού
του μακρινού και δύσκολου ταξιδιού, ο Κριναγόρας έχασε έναν συμπατριώτη του, τον Σέλευκο, τον
οποίο θρήνησε σε ένα επίγραμμα. Επομένως, αντλώντας έμπνευση από τις δύσκολες συνθήκες του
ταξιδιού, ο Κριναγόρας προχώρησε στη συγγραφή δύο επιγραμμάτων στα οποία στοιχεία ειρωνείας
και κολακείας της αυτοκρατορικής δόξας και θειότητας συμπλέκονται στενά. Στο πρώτο μέρος του άρθρου εξετάζω το ταξίδι της πρεσβείας από τη Μυτιλήνη στην
Ταρραγόνα. Γνωρίζουμε από επιγράμματα του Κριναγόρα πως η αποστολή διέσχισε τις Κυκλάδες
και τη «βάρβαρη» περιοχή της Λιγουρίας, όπου ο Κριναγόρας συνάντησε ή πληροφορήθηκε για
μια πρακτική των ντόπιων ληστών, την οποία επίσης περιέγραψε σε ένα επίγραμμα. Κατά τη διάρκεια
του ταξιδιού ή στην επιστροφή, πέθανε ο Σέλευκος, την απώλεια του οποίου θρήνησε ο Κριναγόρας. Bibliography Latomus, 42, 780–817. Pittore, M. 2004. L’ironia negli epigrammi dell’Anthologia palatina: tra manipolazione linguistica e allusività. Alessandria: Edizioni dell’Orso. hold, G. (ed.) 2009. Ironie: griechische und lateinische Fallstudien. Trier: Wissenschaftlicher Verlag Trie Reinhold, G. (ed.) 2009. Ironie: griechische und lateinische Fallstudien. Trier: Wissenschaftlicher Verlag Trier. Saller, R. 1982. Personal Patronage Under the Early Empire. Cambridge: Cambridge University Press. gt
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Saller, R. 1982. Personal Patronage Under the Early Empire. Cambridge: Cambridge University Press. einhauer, G. 2009. Ιστορική γεωγραφία του αρχαίου κόσμου: Ελλάδα – Ρώμη. Athens: Papadimas. Syme, R. 1978. History in Ovid. Oxford: Clarendon Press. Syme, R. 1978. History in Ovid. Oxford: Clarendon Press. Thériault, G. 2011. Honneurs cultuels et évergétisme: le cas de Potamôn de Mytilène. In: Daviault, Α. (ed.)
Mélanges offerts à Pierre Senay, Cahiers des études anciennes Supplément 1, Trois Rivières: Société des
études anciennes du Québec, 55–64. Whitmarsh, T. 2013. Greek Poets and Roman Patrons in the Late Republic and Early Empire. In: Whitmarsh, T. (ed.) Beyond the Second Sophistic: Adventures in Greek Postclassicism, Berkeley, CA: University of
California Press, 137–153. Yavetz, Z. 1990. The Personality of Augustus: Reflections on Syme’s Roman Revolution. In: Raaflaub, K. A., and
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Oxford University Press. Oxford University Press. [17] PNYX 2023 | Volume 2 | Issue 1, 1-19 Giorgos Mitropoulos
i
d Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Ο Κριναγόρας και η αυτοκρατορική δόξα: Μια αλληλεπίδραση μεταξύ ειρωνείας, σάτιρας και
κολακείας Σύμφωνα με το κείμενο, ο νεαρός άντρας τάφηκε σε μια παραλία της Ισπανίας, «πολύ μακριά από τη
Λέσβο» (τόσον δίχα τηλόθι Λέσβου). Έτσι, παίρνουμε μια εικόνα των κινδύνων και των δυσχερειών
που αντιμετώπισε η πρεσβεία. Μάλιστα, γνωρίζουμε ότι περίπου την ίδια περίοδο μια πρεσβεία από
τις Τράλλεις στάλθηκε στην Ταρραγόνα και ο ιστορικός Αγαθίας (Ἱστορίαι 2.17.2–3) επίσης ανέλυσε
τις δυσκολίες ενός τέτοιου ταξιδιού προς αναζήτηση του αυτοκράτορα. Στο δεύτερο μέρος του άρθρου αναλύω τα επιγράμματα AP 9.562 και 9.224 του Κριναγόρα. Το
πρώτο επίγραμμα περιγράφει έναν παπαγάλο που αφήνει το κλουβί του και διδάσκει στα πουλιά του
δάσους πώς να απευθύνουν χαιρετισμό στον Αύγουστο, ενώ στο δεύτερο επίγραμμα η αγαπημένη
κατσίκα του Αυγούστου αναφέρει περήφανα ότι αυτή προμηθεύει τον αυτοκράτορα με γάλα ακόμα PNYX 2023 | Volume 2 | Issue 1, 1-19 [18] Giorgos Mitropoulos
Krinagoras and Imperial Glory: An Interplay Between Irony, Mockery, and Flattery Giorgos Mitropoulos
i και κατά τη διάρκεια των ταξιδιών του και εκφράζει την ελπίδα της ότι σύντομα θα αποθεωθεί,
ακολουθώντας τον στον ουρανό. Τα δύο επιγράμματα χρονολογούνται μάλλον μετά από το ταξίδι
της τρίτης πρεσβείας (25 π.Χ) και έχει υποστηριχθεί ότι ο Κριναγόρας μπορεί να συνόδευε τον
Αύγουστο στο ταξίδι που περιγράφει η κατσίκα του επιγράμματος AP 9.224. και κατά τη διάρκεια των ταξιδιών του και εκφράζει την ελπίδα της ότι σύντομα θα αποθεωθεί,
ακολουθώντας τον στον ουρανό. Τα δύο επιγράμματα χρονολογούνται μάλλον μετά από το ταξίδι
της τρίτης πρεσβείας (25 π.Χ) και έχει υποστηριχθεί ότι ο Κριναγόρας μπορεί να συνόδευε τον
Αύγουστο στο ταξίδι που περιγράφει η κατσίκα του επιγράμματος AP 9.224. Τα δύο επιγράμματα έχουν χαρακτηριστεί ως «αποκορύφωμα της κολακείας», αλλά υπάρχουν
ευδιάκριτα, αν και λεπτά, ίχνη ειρωνείας. Ειδικότερα, δεν σατιρίζεται άμεσα ο ίδιος ο Αύγουστος,
αλλά ο Κριναγόρας χρησιμοποιεί δύο ζώα για σχολιάσει με ασφάλεια την πανταχού παρουσία και
δόξα του Αυγούστου. Αυτό το γεγονός δεν πρέπει να μας παραξενεύει. Υπάρχουν και άλλοι ποιητές,
όπως ο Οράτιος και ο Οβίδιος που χρησιμοποίησαν έντεχνους τρόπους για να ειρωνευτούν πτυχές
της ιδεολογίας του Αυγούστου χωρίς να θέσουν σε κίνδυνο τόσο το έργο τους όσο και τους ίδιους. Επιπλέον, γνωρίζουμε πως ο ίδιος ο Αύγουστος ήταν γενικά ανεκτικός με την σάτιρα και πολλές
ανεκδοτολογικές αφηγήσεις μαρτυρούν την αίσθηση χιούμορ που τον διακατείχε, ακόμα και τον
αυτοσαρκασμό του. Επομένως, δεν θα πρέπει να ερμηνευτούν τα επιγράμματα AP 9.562 και 9.224 είτε ως απόπειρες
κολακείας του Αυγούστου, είτε ως προσεκτική ειρωνεία. Ο Κριναγόρας και η αυτοκρατορική δόξα: Μια αλληλεπίδραση μεταξύ ειρωνείας, σάτιρας και
κολακείας Ισχύουν και τα δύο ταυτόχρονα, όπως
συμβαίνει και σε άλλα έργα Αυγούστειων ποιητών. Συνεπώς, το άρθρο αυτό προσφέρει νέες οπτικές
πάνω στην διαφοροποιημένη ερμηνεία της Αυγούστειας δόξας και την αλληλεπίδραση μεταξύ
ειρωνείας και κολακείας στην προσέγγιση του αυτοκρατορικού μεγαλείου από έναν φημισμένο
Έλληνα ποιητή που έζησε στην αυτοκρατορική αυλή. Η ειρωνεία του Κριναγόρα αποτελεί μόνο
ένα παράδειγμα μεταξύ πολλών όπου χρησιμοποιούνταν ο διακριτικός σαρκασμός και η σάτιρα της
αυτοκρατορικής οικογένειας σε έργα της πρώιμης Αυγούστειας περιόδου. [19] PNYX 2023 | Volume 2 | Issue 1, 1-19
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Framing Design to support Social Innovation: The Open4Citizens Project
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Aalborg Universitet Framing Design to support Social Innovation
The Open4Citizens Project
Morelli, Nicola; Aguilar, Marc; Concilio, Grazia; Götzen, Amalia De; Mulder, Ingrid; Pedersen,
Janice; Torntoft, Louise Klitgaard
Published in:
Design for Next
DOI (link to publication from Publisher):
10.1080/14606925.2017.1352823
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Citation for published version (APA):
Morelli, N., Aguilar, M., Concilio, G., Götzen, A. D., Mulder, I., Pedersen, J., & Torntoft, L. K. (2017). Framing
Design to support Social Innovation: The Open4Citizens Project. In L. Di Lucchio, L. Imbesi, & P. Atkinson
(Eds.), Design for Next: Proceedings of the 12th European Academy of Design Conference (pp. 171-184). Routledge. https://doi.org/10.1080/14606925.2017.1352823 Citation for published version (APA):
Morelli, N., Aguilar, M., Concilio, G., Götzen, A. D., Mulder, I., Pedersen, J., & Torntoft, L. K. (2017). Framing
Design to support Social Innovation: The Open4Citizens Project. In L. Di Lucchio, L. Imbesi, & P. Atkinson
(Eds.), Design for Next: Proceedings of the 12th European Academy of Design Conference (pp. 171-184). Routledge. https://doi.org/10.1080/14606925.2017.1352823 General rights
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the work immediately and investigate your claim. Aalborg Universitet Aalborg Universitet Citation for published version (APA):
Morelli, N., Aguilar, M., Concilio, G., Götzen, A. D., Mulder, I., Pedersen, J., & Torntoft, L. K. (2017). Framing
Design to support Social Innovation: The Open4Citizens Project. In L. Di Lucchio, L. Imbesi, & P. Atkinson
(Eds.), Design for Next: Proceedings of the 12th European Academy of Design Conference (pp. 171-184).
Routledge. https://doi.org/10.1080/14606925.2017.1352823 The Design Journal An International Journal for All Aspects of Design SSN: 1460-6925 (Print) 1756-3062 (Online) Journal homepage: http://www.tandfonline.com/loi/rfdj20 Date: 09 January 2018, At: 23:55 Downloaded from vbn.aau.dk on: October 24, 2024 Downloaded from vbn.aau.dk on: October 24, 2024 The Design Journal Full Terms & Conditions of access and use can be found at
http://www.tandfonline.com/action/journalInformation?journalCode=rfdj20 Framing Design to support Social
Innovation: The Open4Citizens Project Morelli, Nicolaa*; Aguilar, Marcb, Concilio, Graziac, De Götzen, Amaliad; Mulder, Ingride
Pedersen, Janicef, Klitgaard Torntoft, Louiseg; Organisation(s): aAalborg University, Denmark; bI2Cat, Barcelona, Spain; cPolitecnico di Milano Italy; dAalborg
University, Denmark; eTUD Delft, The Netherlands; fAntropologerne Aps, Denmark; gAalborg University,
Denmark *Corresponding author e-mail: nmor@create.aau.dk Abstract: In the recent years, new forms of organization have emerged, that have a
disruptive power over the existing social and economic system. This phenomenon is
challenging the traditional design approach, based on the idea that designers could
design services for citizens and public administrations. In the new processes
designers and service provider are simply mediating the process of co-creation and
supporting the ecosystem for the value creation process. This paper will propose a
logical framework for the design action, according to a multi-level structure that
includes the value-creation level, in which design is a prerogative of the
stakeholders participating in the value-creation action; the level of infrastructuring
in which designers use their expert knowledge to support the interaction in the
value-creation phase; and the level of governance, in which designers must figure
out the structure of the ecosystem in which the value-creation process can be
adequately organized and possibly scaled-up. Keywords: Design for Services, Service Dominant Logic, Open4Citizen, open
data. Nicola Morelli, Marc Aguilar, Grazia Concilio, Amalia De Götzen, Ingrid
Mulder, Janice Pedersen & Louise Klitgaard Torntoft To cite this article: Nicola Morelli, Marc Aguilar, Grazia Concilio, Amalia De Götzen, Ingrid
Mulder, Janice Pedersen & Louise Klitgaard Torntoft (2017) Framing Design to support Social
Innovation: The Open4Citizens Project, The Design Journal, 20:sup1, S3171-S3184, DOI:
10.1080/14606925.2017.1352823 To link to this article: https://doi.org/10.1080/14606925.2017.1352823 © 2017 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
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distribution, and reproduction in any medium, provided the original work is properly cited. doi: 10.1080/14606925.2017.1352823 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA This type of initiatives enables citizens to organise new forms of value creation in a very independent
way, in order to solve everyday problems or to find new forms of social cohesion in a context of
growing atomisation of society. Citizens’ problem solving attitude has been recognised as a form of
diffuse design (Manzini 2015) that has always existed, but is now becoming highly visible because of
the emergence of new tools to communicate, collaborate, interact, exchange and co-create value
along peer to peer social structures. This means that both focus and direction of the value creation process for solving several everyday
problems are changing; this in turn is challenging the existing value creation mechanisms. From a designer’s perspective this shift is critical, because it questions the essence of the designer’s
professional profile: why should designers have a role in those mechanisms of change, and how can
they best play that role? The first question could be addressed with the consideration that a large part of the new forms of
social interaction and innovation are using technologies, which are the result of a design action. Beside few cases of innovation in limited local contexts, the activation of new mechanisms of social
innovation is often based on remote interaction and require citizens’ engagement to understand the
technical or service mechanisms they are going to use or change. Several new social initiatives are
based on citizens’ capability to use an aggregation of technical resources and infrastructure, which
are not necessarily designed for the aims they are used for. Such resources need to be adapted to
new forms of interaction, or new platforms and infrastructure could be generated, that support this
emerging phenomenon. Hence the need for a design activity or design tools to address this new
demand. The second question, concerning the modalities of design interventions in such a context, requires a
perspective change from a logic inspired by the industrialisation mechanisms of the last century to a
new logic. The industrial logic was based on a linear sequence of value creation actions that ended at
the point of sale. The consumer was using (consuming) the value created until the point of sale
(Ramirez 1999). The consumer was therefore external to the value creation process. The new logic is instead moving the value creation process towards the user, by giving him/her a role
and clear responsibility in value co-production. 1. Introduction New emerging phenomena in the last few decades are posing new challenges in the way we live, use
technology and organise our society. The balance between the various components of our society
are challenging, new forms of inequality, large migration flows, new ways of organising our cities,
new ways of managing our healthcare systems are the emerging results of the rapid change brought
together by the convergence of different political social and technological occurrences. The different directions that can be observed when looking at future perspectives of the present
situation are often the result of unplanned interactions between different components of our
society: local communities are finding new ways to use existing online social networking systems to
create offline local communities, as in the case of the Social Streets (http://www.socialstreet.it/). S3171 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA The perspective shift is therefore from the value chain
of the industrial logic to the value constellation (Normann and Ramirez 1994). Goods, which were the
end result of a process of value production fully controlled by the producer, are now replaced by a
bundle of material and immaterial components that support users to define and co-create the value. In an economic and social system in which the exchange of material goods is becoming less relevant
than the exchange of information, knowledge and social value, enterprises can no longer deliver
value independently. They can rather offer an aggregation of resources for collaboratively and
interactively creating value (Vargo and Lusch 2008). This changes the framework for design action,
which is no longer focused on the final good, but rather on the interaction in a value production
process. Together with the shift of the locus of value creation towards the user (or customer or citizen), the
role of design and production are also shifting. This is particularly evident in the most recent services,
such as Uber, Airbnb or even social networks. In those services the basic unit of value is produced by
users: Uber’s trips are operated by the drivers as well as Airbnb accommodations are provided by the
platform customers; finally, the content of the most diffuse social networks (information, text,
videos, photographs) are provided and exchanged among users. The control of the value production process is shifted from producers to users through the creation
of infrastructures, that support the users’ interaction (Figure 1). S3172 S3172 Framing Design to support Social Innovation: The Open4Citizens Project Figure 1 Shifting control over value creation processes
Product Dominant
Fast food
IKEA
Education
AirB&B
Social neworks
EXPERT DESIGN
DIFFUSE DESIGN
Service Dominant
Producer (Designer)
Producer/user
User
Control Education Downloaded by [Aalborg University Library] at 23:55 09 January 2018 Service Dominant Figure 1 Shifting control over value creation processes Although the value creation depends on the users’ problem solving and design capabilities, expert
design does not become irrelevant, but it is rather articulated into different levels: designers can
become the trigger of facilitators of the interaction in the value creation process, but they are also
responsible for the creation of the infrastructure that would support and trigger interaction. The
platforms on which the interaction is happening needs indeed to be accurately designed, in order to
make sure that the right process, the most adequate methods, the right people and the right
technological infrastructures are provided to support the value creation process. Moreover, for the
value creation process to be scalable and reproducible in different and larger contexts, the design of
the infrastructure must be configured as an ecosystem in which relevant roles, actors and
competences are aggregated and identified. The case proposed in this paper gives a good overview of the articulation of the design action over
the different levels of the framework outlined in this section. The following sections will therefore
outline the project and propose a clearer framework for design action. Framing Design to support Social Innovation: The Open4Citizens Project 2. A Case: Open4Citizens The Open4Citizens (O4C) project is a valuable ground for exploring this new approach to design. O4C
is a project funded by the EU under the H2020 program. The starting point for this project is the
increasing availability of large amounts of open data; the project’s aim is to ensure broad citizens
recognition of the potential of this type of data as a resource, thus enabling citizens to make
meaningful use of open data. In order to achieve this aim, the project is articulated in a number of hackathons, that are open not
just to programmers, but also to citizens, interest groups, organisation and public authorities. The O4C team include partners with different competences, including IT expert, anthropologists,
Service Designers, Urban Designers, Researchers and Public Servants. Although not all of them would MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA ORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUIL
ARC; CONCILIO, GRAZIA define themselves as designers, their activity in the project can be considered as a design activity,
therefore the paper will refer to them as the designers or the design team. define themselves as designers, their activity in the project can be considered as a design activity,
therefore the paper will refer to them as the designers or the design team. define themselves as designers, their activity in the project can be considered as a design activity,
therefore the paper will refer to them as the designers or the design team. The design activity in this project is organised around hackathons, i.e. co-design sessions in which
citizens can co-design new services, together with IT experts and any other relevant stakeholders. The design team is working to support this co-creation process, by framing the hackathon event in a
cycle, including also pre-hackathon meetings, and post-hackathon development and test phases
(Figure 2). 2. A Case: Open4Citizens Figure 2 The O4C hackathon cycle Downloaded by [Aalborg Univers Figure 2 The O4C hackathon cycle Figure 2 The O4C hackathon cycle The activity of each of the OpenDataLab is articulated around a cycle of hackathons on specific The
thematic focus for the O4C hackathon activities is chosen on the basis of three dimensions: a) the
most relevant challenges in the local context, b) the possibility to aggregate an ecosystem of relevant
people and c) the availability of data. Starting from the pre-hackathon phase the challenges are explored in detail, the relevant actors are
identified and invited to participate and the most relevant datasets are collected, to be used in the
hackathon event. While the pre- and post-hack phases consist of different activities, including meetings, workshops,
interviews, service jams, coaching and facilitation, the hackathon event in itself is a 2-3 days long co-
creation workshop, including citizens, coders, data owners, representatives of interest groups and
public institutions. 2.1. The Pilots and the OpenDataLabs The hackathons are organised in 5 different EU pilot locations: Barcelona, Copenhagen, Karlstad,
Milan and Rotterdam. The activities in these 5 cities are focusing on different challenges. In
Copenhagen team works on how services could better integrate newcomers into the Danish society. S3174 Framing Design to support Social Innovation: The Open4Citizens Project The team in Rotterdam works closely with communities around the self-management of urban park
areas. Karlstad zooms-in on healthcare services. In Barcelona the team works to improve the cultural
opportunities in the city, and the Milan team is working on transparency in public works in the city. The team in Rotterdam works closely with communities around the self-management of urban park
areas. Karlstad zooms-in on healthcare services. In Barcelona the team works to improve the cultural
opportunities in the city, and the Milan team is working on transparency in public works in the city. The project vision is that that the activities in the project result in the establishment of a network of
OpenDataLabs; i.e. physical and digital meeting places for joint exploration of the value of data and
how this makes up an actual resource for residents and interest groups. Ideally the OpenDataLab-platform will enable connections between bottom-up initiatives and top-
down policies: Supporting various parties to make better use of open data, through dialogue and co-
creation. The primary focus for the various OpenDataLabs, is to raise awareness of data and
increasing data literacy, as well as organizing the wider support for innovative ideas and for joint
implementation. The scope of OpenDataLabs will not be only about developing apps, but might have
a wider scope of economic and social value, contributing to new initiatives, public services, and to
new businesses. At the time of the submission of this paper the first hackathon cycle has been hosted in almost all the
cities. This gives us the opportunity for some considerations, concerning the process of co-design
with data, the organisation of the hackathon cycle, with the tools and methods proposed and the
strategic definition of the function of the OpenDataLab. 2.2. Co-designing with data The hackathons of the O4C project are different from most common hackathons. The latter are quite
unstructured events in which a group of technical experts with a very high coding capability work
together in a full-immersion 2-3 days’ event, to generate new applications. The solutions resulting
from such events might be interesting, but most often a large part of the resulting ideas are not
implemented, because of the scarce relevance on social contexts they refer to. The O4C hackathon
instead, brings together a broader and more varied group of include other participants, such as
citizens, interest groups or public authorities and all those who could be seen as the problem holders. Therefore, most of the participants are not familiar with coding, but may instead have a deep
knowledge of specific problems or needs. A more structured hackathon process has also been
developed, in order to enable full and fruitful participation of such varied and diverse groups of
participants. The new process consists of co-design a sequence of phases, from the need definition to
the data validation. The Hackathon Starter Kit includes tools to apply in each phase. S3175 S3175 S3176 Framing Design to support Social Innovation: The Open4Citizens Project
d use cases Figure 4 Overview of the concepts developed in the "Integration hack" in Copenhagen Figure 4 Overview of the concepts developed in the "Integration hack" in Copenhagen S3175 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA Figure 3 The hackathon starter kit Downloaded by [Aalborg University Library] at 23:55 09 January 2018 Figure 3 The hackathon starter kit Figure 3 The hackathon starter kit As outlined in Figure 3 the O4C hackathon process is articulated in three main phases: Inspiration,
Ideation and Implementation. As outlined in Figure 3 the O4C hackathon process is articulated in three main phases: Inspiration,
Ideation and Implementation. In the initial phase inspiration cards are used to illustrate well known cases based on open data. This
phase, together to the need definition phase have been developed in pre-hack meetings or in service
jams, in order to gather information about the datasets that could be used during the hackathon
event. Hackathon events are co-design session organised along a sequence of phases, from the need
definition to the data validation, in some cases the participants have been able to develop initial
prototype to be tested in a post-hackathon phases. The hackathon event should be supported by an
online platform including relevant datasets, links to other external datasets and tools to analyse,
represent and manage data. The ideation phase included a session of brainstorming and a data validation phase, in which the
participants could look into the platform or search for external data sources. Another specific feature of the O4C hackathon concerns the access and use of open data. Although a
large number of open datasets is now available, the retrieval of relevant data for the proposed
challenges is not an easy exercise, due to the lack of specific data and the different formats used for
the publication of the available data. The O4C team is developing and experimenting with an online
platform including processual and digital tools to integrate data into the design activity. The platform
as such includes links to relevant datasets, links to other external datasets and various selected tools
to analyse, represent, visualize and manage data. Depending on the quality and quantity of datasets available in each pilot, the participants were able
to work in the implementation phase of the hackathon by developing concepts (Figure 4), graphical
interface prototypes or even partly functioning apps. 2.3. Design in the co-production phase In the hackathon event the value creation activity was in the hands of the participants, who worked
in groups that included people with different competences. The results of this activity depended very
much on the composition of the design group and the competences of the participants. The presence
of public authority representative in Rotterdam, for instance, opened a dialogue between the various
city-makers and enabled better ways of articulating data requests, which seem to be crucial to
ensure meaningful reuse of open data. The presence of the data owners in the Barcelona, instead
was determinant to orient the outcome towards challenges that could better use the available
datasets. The role of designers in this process was to support, stimulate, inspire and trigger interaction and co-
creation in the group. The inspiration cards (Figure 5), used in the early phase, were useful to
introduce the discussion about open data. The cards included description of commonly used services,
such as public transport apps, which opened the citizens’ eyes about the potential of open data as a
new resource. S3177 S3177 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA Figure 5 Example of an inspiration card Figure 5 Example of an inspiration card Figure 5 Example of an inspiration card Figure 5 Example of an inspiration card 2.4. Infrastructuring the co-design process Although the design team did not have direct control in the value co-production process, they had a critical role
in the creation of the infrastructure that facilitated co-production. Beside the above mentioned hackathon
starter kit, the preparation of the hackathon also consisted in the definition of an online repository of data and
the aggregation of a relevant ecosystem of stakeholders in the pre-hack phase and the facilitation of prototype
development in the post-hack phase. The digital OpenDataLab platform includes relevant datasets, links to external datasets, digital collaboration
tools, or app development tools, that facilitate data visualisation and coding (Figure 6). g
p
p
g
tools, or app development tools, that facilitate data visualisation and coding (Figure 6). Figure 6 The home page of the OpenDataLab online platform (www.opendatalab.eu
The process of infrastructuring innovation in the O4C process consisted in aggregating resources to
support the co-production process, including: a) relevant technological infrastructures, such as data,
visualisation tools, links to relevant design tools, b) an ecosystem of relevant stakeholders, who are
able to contribute to the co-design process from different perspectives, with different competences Figure 6 The home page of the OpenDataLab online platform (www.opendatalab.eu gure 6 The home page of the OpenDataLab online platform (www.opendatalab.eu Figure 6 The home page of the OpenDataLab online platform (www.opendatalab.eu The process of infrastructuring innovation in the O4C process consisted in aggregating resources to
support the co-production process, including: a) relevant technological infrastructures, such as data,
visualisation tools, links to relevant design tools, b) an ecosystem of relevant stakeholders, who are
able to contribute to the co-design process from different perspectives, with different competences The process of infrastructuring innovation in the O4C process consisted in aggregating resources to
support the co-production process, including: a) relevant technological infrastructures, such as data,
visualisation tools, links to relevant design tools, b) an ecosystem of relevant stakeholders, who are
able to contribute to the co-design process from different perspectives, with different competences S3178 S3178 Framing Design to support Social Innovation: The Open4Citizens Project and with different motivations to develop and implement innovation and c) organisational tools,
such as toolkits, information and communication tools, that support the interaction among
stakeholders and technological elements in the ecosystem. 2.5. Setting the framework for innovation The role of the design team in the O4C project is not limited to the facilitation of innovation along
the hackathon process, it also defines the framework for a permanent physical or virtual
infrastructure that will provide knowledge and services to facilitate innovation and design with open
data. The OpenDataLab (ODL) is the most tangible instance of this framework. The vision of it is inspired to
the concept of FabLabs, which are physical places where materials are turned into products. Fablabs are the places where common citizens, usually unfamiliar with the coding language of 3D
printers, can meet IT experts and exchange knowledge, create partnerships and co-create new
solutions. Like Fablabs, the ODL will represent an opportunity for citizens to concretely develop their
ideas on new services based on open data. It is envisioned to be places where different stakeholders,
knowledges and motivations come together to design and develop new services - making meaningful
use of data. A key activity of the ODL platform will be to work as a local advocate to push the demand for new
datasets that could be created either by opening existing sources, or by transforming existing data
into more suitable format or by collecting new crowdsourced data. An ODL consists of a) a physical location, that represents a point of reference for innovation based on
open data, b) the body of expert knowledge capable of bringing citizens, coders and other relevant
stakeholders together, supporting the design process, the organisation and facilitation of events and
assisting start-ups with funding opportunities, c) an online platform that includes links to existing
datasets, a repository of open datasets generated for previous projects, as well as a
curated/recommended collection of tools to support data-driven design. Overall, the physical and online instances of the ODLs are supporting different scenarios of
interaction between their users (Figure 7): S3179 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA Figure 7 Different scenarios of interaction among users in the OpenDataLab Downloaded by [Aalborg University Library] at 23:55 09 January 2018 Figure 7 Different scenarios of interaction among users in the OpenDataLab The online ODL platform will work as a repository of available datasets (lower-left quadrant), or a
portal to access to other external datasets; in this case the online ODL platform will support more
conventional hackathons, i.e. 2.5. Setting the framework for innovation hackathons in which coders and citizens will be able to develop new
apps. The ODL platform is possibly providing plug’n play tools that facilitate visualisation and data
elaboration. The online ODL platform will transform existing datasets that have been published in unsuitable
format and will also support and organise the collection of crowdsourced data related to specific
themes (higher-left quadrant) The physical instance of the OpenDataLab will be a place where design activities are organised, for
creating new service solutions based on open data; such activities include Open Data jams,
organisation of data crowdsourcing and crowdfunding. In this sense the ODL will work as an
incubator of new ideas and will reinforce citizens’ awareness of the potential of open data (upper-
right quadrant). Finally, the ODL will be a physical place where citizens, hackers and other relevant stakeholders can
meet to develop ideas based on existing datasets. In this sense the physical ODL will have the same
function of hub for innovation as the Fablabs (lower-right quadrant). When setting up the ODL as an innovation framework, the design team contributes by providing
strategic design knowledge, to suggest concrete perspectives, to represent a map of possibilities and
to aggregate an ecosystem of relevant stakeholders. 3. Discussion The role of designers in facilitating participatory processes and social innovation has been discussed
for a long time and in several occasions. Sanders and Stappers (2008) provide a complete overview of
the way the inclusion of users has been discussed for several decades, in the discipline of design
software design, in participatory processes and Co-design. Sanders and Stappers observe how the S3180 Framing Design to support Social Innovation: The Open4Citizens Project maturation of this approach from a user centred approach to a more active involvement of users into
the design process has challenged both the ‘expert’ mindset and the power structures of companies,
by relinquishing control to potential customers, users and consumers. This is clearly a hard challenge, which has often focused the discussion on how to capture and
integrate users’ knowledge into the design process (von Hippel 1994, von Hippel 1998), how to
trigger and support users’ design capability (Kimbell 2013) and how to provoke users’ own design
capabilities with different forms of prototyping (Hillgren, Seravalli et al. 2011). Inspired by Vargo and Lush(2004), Kimbell (2011) observes that in a new service dominant logic the
value production activity, and consequently the control of the design process, is passed on to users,
and the designer can no longer design services but rather design for services, that means aggregating
resources to support value creation in use. This perspective has also animated the debate on design
for social innovation. Manzini (2015) reflects on the role of designers, when the activity of design is no longer fully in
control of the designers but is passed on to users. When new solutions come from the spontaneous
initiatives of citizens and from a diffuse design capability, the role of the ‘expert’ designer need to be
more clearly defined. Downloaded by [Aalborg University Library] at 23:55 09 January 2018 At the same time Bjorgvinsson et al (2010) and Hillgren et al (2011) are looking beyond the
traditional project based approach, towards an activity of infrastructuring, to build framework
conditions, such as mutual trust relationships, that could extend the design action over time and
consolidate social innovation processes. Downloaded by [Aalborg University Library] at 23:55 0 The lesson learned in the O4C project may cast more light on this debate, as it represents a design
action distributed on three logical levels, a) the value co-production level, b) the level of
‘infrastructuring’ the value co-production and c) the level of governance of the ecosystem (Morelli
and De Götzen 2016). a) A first, visible level is the value co-production process, during the hackathon. This is
the process of interaction among citizens, IT experts, public authorities and other
stakeholders for the creation of new solutions. S3180 The interaction at this level is
depends on the stakeholders’ diffuse design capability, generated by the negotiation
among different problem solving attitudes and strategies of the participants. The
designers’ problem solving capabilities are just one of the components of this
negotiation. At this level the designers’ contribution consists in the use of inspiration
cards, prototypes, visual representations and any other tool that can support the
design process. The outcome of the collaborative design activity at this level are the
design solutions generated by the heterogeneous competences involved in the
project. b) The second logical level includes the generation of the infrastructure to support
diffuse design, that includes the definition of blueprints, templates, modular
structures and working frameworks (such as the hackathons themselves). This level
makes large use of expert design, that means the various competences included in
the design team, from the technical expert to the anthropologist, and, of course, the
designers. The outcome of the design activity at this level consists in the organisation
of the hackathon cycle and the body of knowledge for a systematic application of
models, tools and IT infrastructures (the O4C online platform) that can be used in the
hackathon. MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA c) The third level consists of the definition of the ecosystem of actors, technical
infrastructures and conditions to make the design action scalable and reproducible in
different contexts. In the O4C project this logical level includes the definition of the
OpenDataLab, its scenarios, conditions of use and the stakeholders that are crucial
for its definition (Figure 7). The design knowledge needed at this level refers to the
capability to understand the socio-technical implications of the proposed
transformations into the ecosystem around the OpenDataLAb: Therefore it implies a
wider, transdisciplinary and systemic perspective of a specific problem area and the
relevant ecosystem. Beside the OpenDataLab, the outcome of the design activity at
this level are frameworks for action and policies (Table 1). c) The third level consists of the definition of the ecosystem of actors, technical
infrastructures and conditions to make the design action scalable and reproducible in
different contexts. In the O4C project this logical level includes the definition of the
OpenDataLab, its scenarios, conditions of use and the stakeholders that are crucial
for its definition (Figure 7). The design knowledge needed at this level refers to the
capability to understand the socio-technical implications of the proposed
transformations into the ecosystem around the OpenDataLAb: Therefore it implies a
wider, transdisciplinary and systemic perspective of a specific problem area and the
relevant ecosystem. Beside the OpenDataLab, the outcome of the design activity at
this level are frameworks for action and policies (Table 1). Table 1 The levels of design activities in O4C
Who designs? Design knowledge
Outcome
Value in use
Users, citizens, IT
experts, public
servants
Diffuse design:
Citizens’ problem
solving capabilities
Apps and new services
Citizens’ awareness
and empowerment
Infrastructuring
The design team
Expert design: based
on disciplinary
professional
knowledge
Online O4C platforms
Hackathon starter kit
Hackathon cycles
Ecosystem
The design team
Transdisciplinary and
Strategic design:
design team’s
collaborative
understanding of the
socio-technical
ecosystem around the
opendatalab
OpenDataLab
Framework for action,
policies Downloaded by [Aalborg Univers S3181 S3181 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA 4. Conclusions The present socio-technical systems are bringing about radical changes in the mechanisms of value
production and call for a substantial revision of the role of the stakeholders in the production
system. Users are no longer passive receivers of the offerings of enterprises. Enterprises are no
longer in full control of the value production process and the emerging design practices are no longer
aimed at designing well defined outcomes (products or services) but rather at designing for a
purpose, i.e. designing for services or for supporting value production. In the debate about this new direction of design practice it is certainly important to develop tools
and new practices that activate, empower and support users in the process of value production. Several contributions already focus on how to ensure the interaction of the user in processes of
value co-production. At the same time several authors have also invited reflection about a broader view of the nature and role of design activities and their capability to support, codify,
organise the value co-production process and possibly to scale it up beyond the single interaction
instance. The case illustrated in this paper is a contribution to the broader view, providing a logical framework
for the interpretation and qualification of design practices at different levels and related to different S3182 Framing Design to support Social Innovation: The Open4Citizens Project design knowledges: diffuse design, expert design and strategic design. Such framework can be a
valuable starting point for refining and making explicit the possible impact offered by design and
designers in shaping the next society..). design knowledges: diffuse design, expert design and strategic design. Such framework can be a
valuable starting point for refining and making explicit the possible impact offered by design and
designers in shaping the next society..). Bibliography Björgvinsson, E., P. Ehn and P.-A. Hillgren (2010). Participatory design and “democratizing
innovation”. PDC2010, Sydney, Australia. Björgvinsson, E., P. Ehn and P.-A. Hillgren (2010). Participatory design and “democratizing
innovation”. PDC2010, Sydney, Australia. Bollier, D. (2016). "Making Networked Sharing Socially Beneficial, Not Just Predatory and Profitable."
Common Transition http://blog.p2pfoundation.net/making-networked-sharing-socially-beneficial-
not-just-predatory-and-profitable/2016/01/28 2016. Bødker, S., K. Grønbæk and M. Kyng (1993). Cooperative Design, Techniques and Experiences from
the Scandinavian Scene. Participatory Design. Principles and Practices. D. Shuler and A. Namioka. Hillsdale, LEA: 157-175. Cross, N. and D. R. Society (1972). Design participation: proceedings of the Design Research Society's
conference, Manchester, September 1971, Academy Editions. Ehn, P. (1988). Work-Oriented Design of Computer Artifacts. Stockholm, Arbetslivcentrum. Hillgren, P.-A., A. Seravalli and A. Emilson (2011). "Prototyping and infrastructuring in design for
social innovation." CoDesign 7(3-4): 169-183. Kimbell, L. (2011). "Designing for Service as One Way of Designing Services." International Journal of
Design 5(2): 41-52. Kimbell, L. (2013). The Social Design Methods Menu, Fieldstudio. Manzini, E. (2015). Design, when Everybody Designs. Cambridge, Massachusetts, London, England,
MIT Press. Morelli, N. and A. De Götzen (2016). Service Dominant Logic. Changing perspective, revising the
toolbox. ServDes2016. N. Morelli and A. De Götzen. Copenhagen, Denmark, Linköping University
Electronic Press. Normann, R. and R. Ramirez (1994). Desiging Interactive Strategy. From Value Chain to Value
Constellation. New York, John Wiley and Sons. Ramirez, R. (1999). "Value Co-Production: Intellectual Origins and Implications for Practice and
Research." Strategic Management Journal 20: 49-65. Sanders, E. (2008). "Co-creation and the new landscapes of design." Co-Design 1(1). Vargo, S. and R. Lusch (2004). "Evolving to a new dominant logic for marketing." Journal of Marketing
68: 1-17. Vargo, S. L. and R. F. Lusch (2008). "Service-Dominant Logic: Continuing the Evolution." Journal of the
Academy of Marketing Science 36: 1-10. von Hippel, E. (1994). ""Sticky Information" and the Locus of Problem Solving: Implications for
Innovation." Management Science 40(4): 429-439. von Hippel, E. (1998). "Economics of Product Development by Users: The Impact of “Sticky” Local
Information”." Management Science 44(5): 629-644. S3183 MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA MORELLI, NICOLA; DE GÖTZEN, AMALIA; MULDER, INGRID; KLITGAARD TORNTOFT, LOUISE; AGUILAR,
MARC; CONCILIO, GRAZIA About the Authors: Nicola Morelli Professor with specific responsibilities at Aalborg University. He
collaborates to the master in Service Systems Design at Aalborg University Copenhagen
His teaching and research work focus on service design methods and strategies. He
coordinates the O4C project Marc Aguillar is Researcher and head of European projects at the Living Labs & Digital
Social Innovation Unit of the i2CAT Foundation. His current work is focused on open
innovation models, citizen laboratories, and co-creation methodologies for open data Grazia Concilio is an Associate Professor in Urban Planning at Politecnico di Milano and
has (Italy) and has been involved in several European Projects integrating Smart Cities and
Participatory Service Design approaches in a Living Lab perspective Amalia de Götzen Associate Professor at Aalborg University Copenhagen, where she
coordinates the master in Service Systems Design. Her research and teaching focus are on
Service Design and Interaction Design. Ingrid Mulder, PhD is an Associate Professor of Design Techniques, Faculty of Industrial
Design Engineering, Delft University of Technology. Her expertise is in transformative and
social design, using strategic design and co-creation to empower people driving social
change. Janice S. Pedersen is an anthropologist and project leader at Antropologerne Aps, a
design-anthropological consultancy in Copenhagen, Denmark. Janice is interested in
improving the evaluation of complex, innovative interventions, in mediating capacity-
building across societal sectors, and in evidence-based policymaking Louise Klitgaard Torntoft, is a research assistant at the Department of Architecture,
Design & Media Technology, Aalborg University/Copenhagen. Louise has undertaken both
ethnographic research and design-anthropological consultancy work on various instances
of technological innovation. Acknowledgements: This paper is the result of the joint collaboration of some of the
members of the consortium of the Open Open4Citizens project. The project is a EU funded
project under the H2020 – 2015 funding program, (ICT10 – 2015, proposal number
687818). S3184
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Advances in stromal cell therapy for management of Alzheimer’s disease
|
Frontiers in pharmacology
| 2,022
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cc-by
| 8,471
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TYPE Review
PUBLISHED 04 October 2022
DOI 10.3389/fphar.2022.955401 TYPE Review
PUBLISHED 04 October 2022
DOI 10.3389/fphar.2022.955401 cellular therapy, mesenchymal stromal cell, Alzheimer’s, clinical trial, management cellular therapy, mesenchymal stromal cell, Alzheimer’s, clinical trial, management Advances in stromal cell therapy
for management of Alzheimer’s
disease OPEN ACCESS
EDITED BY
Mythily Srinivasan,
Indiana University, Purdue University
Indianapolis, United States
REVIEWED BY
Androniki Kretsovali,
Foundation for Research and
Technology Hellas (FORTH), Greece
Vincent Pons,
Jackson Laboratory, United States
Longyang Liu,
Southern Medical University, China
*CORRESPONDENCE
Saurabh Kumar Jha,
saurabh.jha@sharda.ac.in
Zhe-Sheng Chen,
chenz@stjohns.edu
†These authors have contributed equally
to this work and share first authorship
SPECIALTY SECTION
This article was submitted to
Experimental Pharmacology
and Drug Discovery,
a section of the journal
Frontiers in Pharmacology
RECEIVED 28 May 2022
ACCEPTED 08 September 2022
PUBLISHED 04 October 2022 OPEN ACCESS EDITED BY
Mythily Srinivasan,
Indiana University, Purdue University
Indianapolis, United States Rashi Srivastava1†, Aidong Li2†, Tirtharaj Datta 3,
Niraj Kumar Jha 3, Salehikram Talukder4,
Saurabh Kumar Jha 3,5,6* and Zhe-Sheng Chen 4,7* REVIEWED BY
Androniki Kretsovali,
Foundation for Research and
Technology Hellas (FORTH), Greece
Vincent Pons,
Jackson Laboratory, United States
Longyang Liu,
Southern Medical University, China 1Chemical and Biochemical Engineering, Indian Institute of Technology, Patna, India, 2Department of
Rehabilitation, The Second People’s Hospital of Shenzhen, Shenzhen, China, 3Department of
Biotechnology, School of Engineering and Technology, Sharda University, Greater Noida, India,
4Institute for Biotechnology, St. John’s University, New York City, NY, United States, 5Department of
Biotechnology, School of Applied and Life Sciences, Uttaranchal University, Dehradun, India,
6Department of Biotechnology Engineering and Food Technology, Chandigarh University, Mohali,
India, 7Department of Pharmaceutical Sciences, College of Pharmacy and Health Sciences, St. John’s
University, New York City, NY, United States Deposition of misfolded proteins and synaptic failure affects the brain in
Alzheimer’s disease (AD). Its progression results in amnesia and cognitive
impairment. Absence of treatment is due to excessive loss of neurons in the
patients and the delayed effects of drugs. The enhanced pluripotency,
proliferation, differentiation, and recombination characteristics of stromal
cells into nerve cells and glial cells present them as a potential treatment for
AD. Successful evidence of action in animal models along with positive results in
preclinical studies further encourage its utilization for AD treatment. With regard
to humans, cell replacement therapy involving mesenchymal stromal cells,
induced-pluripotent stromal cells, human embryonic stromal cells, and neural
stems show promising results in clinical trials. However, further research is
required prior to its use as stromal cell therapy in AD related disorders. The
current review deals with the mechanism of development of anomalies such as
Alzheimer’s and the prospective applications of stromal cells for treatment. CITATION CITATION
Srivastava R, Li A, Datta T, Jha NK,
Talukder S, Jha SK and Chen Z-S (2022),
Advances in stromal cell therapy for
management of Alzheimer’s disease. Front. Pharmacol. 13:955401. doi: 10.3389/fphar.2022.955401 COPYRIGHT
© 2022 Srivastava, Li, Datta, Jha,
Talukder, Jha and Chen. 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. Nervous stimulation of stromal cells The adult stromal cells are stimulated for differentiation via
numerous pathways as shown in Figure 1. Significance of stromal cells in
Alzheimer’s disease Currently, the world lacks any proven standard therapy for
the treatment of AD. Pharmacological management of AD
temporarily
improves
cognitive
symptoms. The
targeted
research in AD is directed towards 1) anti-oxidation, 2)
removal of Aβ accumulation from the brain, and 3) regulation
of the tau protein phosphorylation. Due to the advancements in
regenerative and translational medicine, the usage of cells for
treatment has become the limelight for producing disease-
modifying strategies in the treatment of AD. Stromal cells are
blank, unspecialized cells that are the result of the replenishment
of
lost
neuronal
cells
through
the
differentiation
and
proliferation of neural cells upon activation via signaling
pathways. They
essentially
restore
neuroplasticity
and
neuromodulation (Ottoboni et al., 2020). In the recent decade,
there are evidence to validate the cell-based neuroreplacement
treatments for the treatment of AD in pre-clinical and clinical
trials. The strategies of stromal cell therapy in AD are depicted in
Figure 2. Evidence of the results from successful stromal cell
therapy in animal models for AD is tabulated in Table 1. Introduction However,
“disease-modifying” treatments focusing on averting or curing the
specific clinical observations and biomarkers related to AD still
remain under investigation (Cummings and Fox, 2017). As per
the
complexities
of
Alzheimer’s
pathophysiology,
a
multidisciplinary treatment approach is recommended composing
of pharmacological therapy, behavioural treatment, and the
stimulation
of
endogenous
or
exogenous
neurogenesis
and
synaptogenesis (Doody et al., 2008; Liperoti et al., 2008; Radad
et al., 2017). The present literature anticipates the current research
advancements in stromal cell treatments of AD and discusses the
challenges that still need to be addressed. mechanisms, protein misfolding, and amyloid cascades. The loss of
neural cells evident by temporal, parietal, frontal lobe atrophy, along
with inflammation, increase in free radicals and the accretion of
amyloid peptides and hyperphosphorylated tau protein in the form
of
plaques
and
neuro-fibrillary
tangles
(NFTs),
respectively
characterize Alzheimer’s disease (Valotassiou et al., 2010). An
aggregation of misfolded proteins is the primary cause of this
nervous system disorder. Two of these proteins are plaques (β-
amyloid) and hyperphosphorylated tau proteins, which are created
by the accumulation of Aβ proteins and affect cell-to-cell
communication. These proteins also correspond to the formation
of intracellular NFTs, which disrupt synaptic networks and reduce
neurotransmitter production, respectively. Tangles, which are made
of
hyperphosphorylated
tau
protein,
obstruct
the
neuronal
internalised transport system that carries vital nutrients to the
brain. The remaining 1% of the elderly population has been
shown to have presenilin 2 (PS2) and presenilin 1 (PS1) genetic
changes, which are responsible for reducing -secretase activity by
boosting the synthesis of self-accumulating Aβ42 peptide. The
diagnostic criteria for AD is given by the National Institute of
Neurological
and
Communicative
Disorders
and
Stroke
(NINCDS) are: 1) the occurrence of disabilities related to
cognition (language, orientation, learning and memory, perception
behaviour), 2) the neuropsychological testing in case of symptoms
concerning dementia syndrome confirmed by neuropsychological
testing. There are no standard treatments presented in the literature
(Loewenstein et al., 2001). However, the main strategy of treatment in
AD reversal relies upon the reduction of Aβ levels. Various
researchers across the globe have performed an extensive research
to understand the pathogenesis, natural progression, diagnosis, and
regenerative principles in the management of AD. However,
“disease-modifying” treatments focusing on averting or curing the
specific clinical observations and biomarkers related to AD still
remain under investigation (Cummings and Fox, 2017). Introduction As per
the
complexities
of
Alzheimer’s
pathophysiology,
a
multidisciplinary treatment approach is recommended composing
of pharmacological therapy, behavioural treatment, and the
stimulation
of
endogenous
or
exogenous
neurogenesis
and
synaptogenesis (Doody et al., 2008; Liperoti et al., 2008; Radad
et al., 2017). The present literature anticipates the current research
advancements in stromal cell treatments of AD and discusses the
challenges that still need to be addressed. of beneficial and developmental medicine along with pre-
clinical examination has progressed. Regenerative medicine
aims to rejuvenate at cellular and tissue levels while also
achieving restored regulation in the regional milieu (Sharma
et al., 2022). To regenerate the tissue of concern, regenerative
medicine employs the recombination of the extracellular
matrix, growth factors, and most importantly stromal cells. The notion of “Cellular Therapy” (CT) or “Cytotherapy”
is
based
on
the
use
of
paracrine
signaling
by
biomacromolecules to direct stromal cells which are in a
state of quiescence for induction or augmentation. CT
attempts to induce a curative impact in the concerned area
through the transplantation of autologous, allogeneic, or
modified cells that are unaccompanied by changes in their
biological properties. Recombinant cell-induced pluripotent
cells, hematopoietic cells, genetically-modified cells, stromal
cells, genetically designed cells, or an amalgamation of all of
these cells can be used to create cellular therapeutic products
(Kaufman, 2009; Nianias and Themeli 2019; Sharma et al.,
2022). The use of human-made medical items to treat
neurological problems is still in its early stages. For
efficient
regeneration
of
these
cells,
numerous
combinations have to be researched and explored. Introduction The epidemiological spread of communicable to non-communicable (not transfer from
one living beings to another) diseases has raised the overall burden on healthcare workers
worldwide. Neurological illnesses are serious issues that concern both medical professionals and
patients when considering non-communicable diseases. Alzheimer’s disease (AD) accounts for
50%–70% of dementia along with it being the top fifth leading cause of death worldwide. By
2050, the worldwide population affected by AD is expected to rise to 152 million (GBD et al.,
2019 Dementia Forecasting Collaborators, 2022). The degeneration of neural cells and synaptic
connections in certain subcortical regions and cerebral cortex marks the presence of
Alzheimer’s disease (AD). Scientists hypothesize that AD is based on cholinergic 01 Frontiers in Pharmacology Frontiers in Pharmacology frontiersin.org 10.3389/fphar.2022.955401 10.3389/fphar.2022.955401 Srivastava et al. mechanisms, protein misfolding, and amyloid cascades. The loss of
neural cells evident by temporal, parietal, frontal lobe atrophy, along
with inflammation, increase in free radicals and the accretion of
amyloid peptides and hyperphosphorylated tau protein in the form
of
plaques
and
neuro-fibrillary
tangles
(NFTs),
respectively
characterize Alzheimer’s disease (Valotassiou et al., 2010). An
aggregation of misfolded proteins is the primary cause of this
nervous system disorder. Two of these proteins are plaques (β-
amyloid) and hyperphosphorylated tau proteins, which are created
by the accumulation of Aβ proteins and affect cell-to-cell
communication. These proteins also correspond to the formation
of intracellular NFTs, which disrupt synaptic networks and reduce
neurotransmitter production, respectively. Tangles, which are made
of
hyperphosphorylated
tau
protein,
obstruct
the
neuronal
internalised transport system that carries vital nutrients to the
brain. The remaining 1% of the elderly population has been
shown to have presenilin 2 (PS2) and presenilin 1 (PS1) genetic
changes, which are responsible for reducing -secretase activity by
boosting the synthesis of self-accumulating Aβ42 peptide. The
diagnostic criteria for AD is given by the National Institute of
Neurological
and
Communicative
Disorders
and
Stroke
(NINCDS) are: 1) the occurrence of disabilities related to
cognition (language, orientation, learning and memory, perception
behaviour), 2) the neuropsychological testing in case of symptoms
concerning dementia syndrome confirmed by neuropsychological
testing. There are no standard treatments presented in the literature
(Loewenstein et al., 2001). However, the main strategy of treatment in
AD reversal relies upon the reduction of Aβ levels. Various
researchers across the globe have performed an extensive research
to understand the pathogenesis, natural progression, diagnosis, and
regenerative principles in the management of AD. Cellular therapy in Alzheimer’s
disease In
2004,
the
World
Health
Organization
(WHO)
introduced the idea of medical products of human origin
(MPHO), which serve as a platform for the attainment and
dispersal of biological therapeutic goods to treat a variety of
diseases (Martin, 2017). The use of MPHO to treat diseases
has become increasingly important as research in the realms Frontiers in Pharmacology 02 frontiersin.org Srivastava et al. 10.3389/fphar.2022.955401 FIGURE 1
Mechanism of neurogenic signaling of stromal cells (MBD1: Methyl-CpG-binding domain protein one; NGF: Nerve Growth Factor; NT-3:
Neurotrophin three; MeCP2: Methyl-CpG-binding protein two; BDNF: Brain-derived neurotrophic factor; IGF-1: Insulin-like growth factor; NT-4/5:
Neurotrophin 4/5; VEGF: Vascular endothelial growth factor; MeCP2: Methyl-CpG-binding protein two; FGF: Fibroblast growth factor; Mll1: Mixed-
lineage leukemia 1). FIGURE 1
Mechanism of neurogenic signaling of stromal cells (MBD1: Methyl-CpG-binding domain protein one; NGF: Nerve Growth Factor; NT-3:
Neurotrophin three; MeCP2: Methyl-CpG-binding protein two; BDNF: Brain-derived neurotrophic factor; IGF-1: Insulin-like growth factor; NT-4/5:
Neurotrophin 4/5; VEGF: Vascular endothelial growth factor; MeCP2: Methyl-CpG-binding protein two; FGF: Fibroblast growth factor; Mll1: Mixed-
lineage leukemia 1). Neurogenic precursors or neural stromal cells exist in a
few restricted areas of the adult brain which shows continued
neurogenesis
and
neuromodulation. Growth
and
the
divergence of the cell into neurons and synapses are
regulated by transcription factors and signaling pathways
which
involve
biomolecules
that
act
on
neuronal
progenitor cells, referred to as neurotransmitters. The
genetic
modification
of
neural
stromal
cells
increases
migratory efficiency. As a result, it allows to successfully
employ them for the enhancement of gene expression and
for the delivery of neurotrophic factors which subsequently
modify the progression of AD. FIGURE 2
Strategies of stromal cell utilization in AD therapies. Embryonic stromal cells Stromal cells
Animal model used
NSCs
Transgenic mice with triple mutation (3xTg-AD)
expressing PS-1, APP, and tau
NPCs
Focal cerebral ischemia in rat model
UC-MSC
Transgenic mice with double mutation of APP
and PS1
Transdifferentiated human Wharton’s jelly
MSCs into neuron-like cells
Transgenic mice with double mutation of
AβPP/PS1
MSCs
Aβ treated mice
BM-MSC
APP/PS1 transgenic mice
Human olfactory bulb NSCs
Ibotenic acid induced AD rat model
P-MSCs
Aβ1-42 peptide infused in mouse model
VEGF overexpressing BM-MSCs
Transgenic mice with double mutation of
APPswe/PS1dE9
Choline acetyltransferase expressing hNSC
AF64A-cholinotoxin induced learning deficit rat
model
ENCSCs
Aβ1-40 administration in rat
UC-MSC
APP/PS1 transgenic mice model
NSC, neural stromal cells; HNSC, human neural stromal cells; NPC, neural precursor cells; MSC, mesenchy
ENCSC epidermal neural crest stromal cell; UC-MSC umbilical cord-derived mesenchymal stromal cells Results/Outcome NSCs
Transgenic mice with triple mutation (3xTg-AD)
expressing PS-1, APP, and tau
Reduced memory deprivation associated with position, location and
learning along with increase in synaptic density
NPCs
Focal cerebral ischemia in rat model
Interaction between transplanted and endogenous cells was focussed;
Enhanced intrinsic neural growth
UC-MSC
Transgenic mice with double mutation of APP
and PS1
Microglial activation improves spatial learning and memory; Diminished
accumulation of Aβ
Transdifferentiated human Wharton’s jelly
MSCs into neuron-like cells
Transgenic mice with double mutation of
AβPP/PS1
Development of perceptual observation
Decrease in Aβ through expression of neprilysin and enzymes and
activation of microglial cells
MSCs
Aβ treated mice
Enhanced neural tissue formation in hippocampus; Formation of
neurons via Wnt signalling pathway from neural progenitor cells
BM-MSC
APP/PS1 transgenic mice
Decrease in accumulated plaques
Escalated expression DeltaNp73 protein
Improvement in spatial learning
Human olfactory bulb NSCs
Ibotenic acid induced AD rat model
Transcription of nerve growth factors
Improved psychological abilities
P-MSCs
Aβ1-42 peptide infused in mouse model
Improved psychological abilities
Increases neural cell development
VEGF overexpressing BM-MSCs
Transgenic mice with double mutation of
APPswe/PS1dE9
Improvement in behaviour associated symptoms
Decrease in amyloid plaque build-up
Improvement in abnormal blood vessels formation
Choline acetyltransferase expressing hNSC
AF64A-cholinotoxin induced learning deficit rat
model
Translocation of implanted cells to the damaged area; differentiation of
neural stromal cells
ENCSCs
Aβ1-40 administration in rat
Increased granule cells in hippocampus; Expression of neuronal markers
by implanted cells
UC-MSC
APP/PS1 transgenic mice model
Enhanced intrinsic expression of neprilysin
Decrease in Aβ plaques
NSC, neural stromal cells; HNSC, human neural stromal cells; NPC, neural precursor cells; MSC, mesenchymal stromal cells; BM-MSC, bone marrow derived mesenchymal stromal cell;
ENCSC, epidermal neural crest stromal cell; UC-MSC, umbilical cord-derived mesenchymal stromal cells; P-MSCs, placenta derived mesenchymal stromal cells. Embryonic stromal cells Reduced memory deprivation associated with position, location and
learning along with increase in synaptic density
Interaction between transplanted and endogenous cells was focussed;
Enhanced intrinsic neural growth
Microglial activation improves spatial learning and memory; Diminished
accumulation of Aβ
Development of perceptual observation
Decrease in Aβ through expression of neprilysin and enzymes and
activation of microglial cells
Enhanced neural tissue formation in hippocampus; Formation of
neurons via Wnt signalling pathway from neural progenitor cells
Decrease in accumulated plaques
Escalated expression DeltaNp73 protein
Improvement in spatial learning
Transcription of nerve growth factors
Improved psychological abilities
Improved psychological abilities
Increases neural cell development
Improvement in behaviour associated symptoms
Decrease in amyloid plaque build-up
Improvement in abnormal blood vessels formation
Translocation of implanted cells to the damaged area; differentiation of
neural stromal cells
Increased granule cells in hippocampus; Expression of neuronal markers
by implanted cells
Enhanced intrinsic expression of neprilysin
Decrease in Aβ plaques
mal stromal cells; BM-MSC, bone marrow derived mesenchymal stromal cell;
P-MSCs, placenta derived mesenchymal stromal cells. Decrease in Aβ plaques NSC, neural stromal cells; HNSC, human neural stromal cells; NPC, neural precursor cells; MSC, mesenchymal stromal cells; BM-MSC, bone marrow derived mesenchymal stromal cell;
ENCSC, epidermal neural crest stromal cell; UC-MSC, umbilical cord-derived mesenchymal stromal cells; P-MSCs, placenta derived mesenchymal stromal cells. astrocytes which enhances memory and learning performance
in AD animal models (J et al., 2008). However, certain ethical
concerns are associated with hESCs (Human ESCs) in FDA-
approved clinical trials (Liras, 2010; Fouad, 2019). Estimating the
effectiveness of transplantation-based therapy is crucial from an
ethical standpoint, as is lowering the possibility of therapeutic
misunderstanding, minimizing discomfort, and emphasizing the
significance of informed permission. Actually, the ethical
discussion around stem cell-based therapy demonstrated the
challenging balance between the need for prudence and the
advancement of clinical studies. For instance, the infinite and
unwanted differentiation potential of iPSCs increases the
possibility of cancer, human cloning, and the unethical
creation of genetically engineered human embryos. Similar
safety concerns arise with MSC implantation due to their
propensity to promote tumour development and metastasis. As a result, iPSCs are viewed as having higher moral standing
than hESCs. However, the greatest safety concern with iPSC-
based treatment is the possibility of teratoma development
because of the unregulated differentiation. Additionally, the astrocytes which enhances memory and learning performance
in AD animal models (J et al., 2008). Embryonic stromal cells FIGURE 2
Strategies of stromal cell utilization in AD therapies. FIGURE 2
Strategies of stromal cell utilization in AD therapies. FIGURE 2
Strategies of stromal cell utilization in AD therapies. Embryonic stromal cells (ESCs) are totipotent cells that have
a self-renewing ability and differentiation capacity. ESCs are 03 Frontiers in Pharmacology frontiersin.org frontiersin.org 10.3389/fphar.2022.955401 Srivastava et al. TABLE 1 Laboratory trials of stromal cells in the treatment of AD. Neural stromal cells The multipotent nature of neural stromal cells (NSCs) allows
them to differentiate into oligodendrocytes, astrocytes, and
neurons after transplantation which is why they are an ideal
cell-based substitution therapy in degenerative neurological
disorders. The sources of NSCs are from primary tissues
namely fetus, iPSCs, and ESCs. However, the required NSCs
have to be customized for a particular patient to avoid immune
rejection. Moreover, the isolation procedure is extremely risky as
well. As contrary to other stem cells like ESCs, foetal NSCs, and
MSCs, adult neural stem cells (aNSCs) are localised to certain
regions of the central nervous system (CNS) and have a low
proliferative potential. As a result, the initial isolation and steady
in vitro growth of aNSCs are significant technological challenges
that must be overcome before aNSCs may be used. Adult CNS
surgical samples are often comparatively small (1–2 ml). Since
there aren’t many resident aNSCs in the tissue, isolation methods
have been improved to increase the likelihood that aNSCs will be
successfully isolated in the first place. CNS tissues are manually
chopped and enzymatically degraded into single cells to get
aNSCs. Enzymatic digestion is one among them, and it is
important because it directly impacts aNSC survival. Different
researchers use different dissociating enzyme compositions and
incubation periods. Trypsin, collagenase, and papain have often
been utilised, and in some studies, papain dissociation was
recommended as the most effective method for the first
separation of aNSCs. In the mammalian brain, NSCs exhibit
neural homeostasis, repair, and regeneration, and demonstrate
neural pleiotropism (Boese et al., 2020). The administration of bone marrow-derived MSCs (BM-
MSCs) in the intracerebroventricular region ameliorates memory
loss in AD model mice by accentuating astrocytic inflammation
as well as synaptogenesis. BM-MSCs treated AD model of
rodents expressed increased levels of miR-146 exosomes in the
hippocampus which ultimately induces synaptogenesis and
neurogenesis. Along with that, neuroplasticity was restored
and cognitive impairment improved (Nakano et al., 2020). Intravenous injection of BM-MSCs was detected in brain
parenchyma within an hour post-injection in the rat AD
model which ultimately released growth factors and cytokines
to recover neurobehavioral functions and stimulate endogenous
regeneration (Harach et al., 2017). Administration of both stromal cells and neurotrophic
peptides, stimulates differentiation of the neural stromal cells
via paracrine signaling. The mentioned peptides increase neural
formation in zones of the brain that concern memory such as the
subgranular and subventricular zone. Embryonic stromal cells However, certain ethical
concerns are associated with hESCs (Human ESCs) in FDA-
approved clinical trials (Liras, 2010; Fouad, 2019). Estimating the
effectiveness of transplantation-based therapy is crucial from an
ethical standpoint, as is lowering the possibility of therapeutic
misunderstanding, minimizing discomfort, and emphasizing the
significance of informed permission. Actually, the ethical
discussion around stem cell-based therapy demonstrated the
challenging balance between the need for prudence and the
advancement of clinical studies. For instance, the infinite and
unwanted differentiation potential of iPSCs increases the
possibility of cancer, human cloning, and the unethical
creation of genetically engineered human embryos. Similar
safety concerns arise with MSC implantation due to their
propensity to promote tumour development and metastasis. As a result, iPSCs are viewed as having higher moral standing
than hESCs. However, the greatest safety concern with iPSC-
based treatment is the possibility of teratoma development
because of the unregulated differentiation. Additionally, the obtained from blastocysts, specifically the inner cell mass. Due to
the pluripotent nature of ESCs, tumorigenesis, uncontrolled
cellular explosion, and immunogenic rejection may occur. Tang et al. suggested that hippocampal ESC transplantation
can be performed without any potential risks to restore
cognitive function in Aβ peptide injured rats (J et al., 2008). In this rodent model of AD, ESC-derived neural progenitor cell
(NPC) transplantation following commitment to a cholinergic
cell phenotype can enhance behavioral and cognitive recovery
with the regeneration of cholinergic neurons (Fh et al., 2009). Transplantation in the mouse with ESC-derived NPCs to the
meynert basal nucleus resulted in enhanced memory and
learning capacity (Liu et al., 2020). Along with that, the
enhancement of neurocognitive recovery was also observed
when
mouse
and
human
ESC-derived
basal
forebrain
cholinergic neurons were transplanted into the transgenic AD
mice model (Yue and Jing, 2015). ESCs derived from humans
were able to translate into dopaminergic neurons, spinal motor
neurons, and astroglial cells (Lee et al., 2007). Neural progenitor
cells derived from ESC develop into neuron-like cells and Frontiers in Pharmacology Frontiers in Pharmacology 04 frontiersin.org 10.3389/fphar.2022.955401 Srivastava et al. 10.3389/fphar.2022.955401 et al., 2013). PD-MSCs decrease the cytokines with pro-
inflammatory action and increase the concentration of anti-
inflammatory cytokines in the brain. They promote neuronal
differentiation and proliferation in the hippocampus of the AD
mice model. MSC transplantation in aged AD rats restores motor
and cognitive activity (Liu et al., 2020). There are encouraging
results in the preclinical trials of MSCs in AD. Embryonic stromal cells In one human trial,
composed of nine patients, were administered MSCs in AD and
have completed phase I which confirms the potential, efficacy,
and non-toxicity of MSC injection. proliferative and differentiation capacity is decreased due to the
host cells’ niche differing from that of the in vitro cultivated cells. Mesenchymal stromal cells MSCs play a significant role in controlling the symptoms of
AD
through
1)
immunoregulation,
2)
neurotrophic,
3)
neuroplasticity, and 4) the reduction of Aβ plaque burden
which restores the cognitive function (Babaei et al., 2012; Qin
et al., 2020). Both in vitro and in vivo, MSCs show a remarkable
capacity to trigger the quick clearance of Aβ aggregates. In terms
of mechanism, the interaction between microglial cells and MSCs
was primarily responsible for the removal of Aβ deposits (Fouad,
2019). Additionally, by expressing CCL5, MSCs can draw more
microglial cells from the bone marrow (Fouad, 2019). In this
approach, MSCs can inhibit deposition of Aβ plaques and
perhaps halt the progression of the illness. Intriguingly, these
investigations also showed a decrease in intracellular NFTs. Various preclinical studies have demonstrated the reversal of
pathological changes in AD animal models. These studies verified
neuroprotection, neuroplasticity, neuromodulation, and the
neurogenic effects of MSCs through the neurogenic signaling
pathway activation (Fumagalli et al., 2006). These grafted MSCs
upregulate the expression of the anti-apoptotic factor, accentuate
the AD symptoms, and halt the progression of the AD (Ruzicka
et al., 2016). MSC-induced cognition restoration is due to the
suppression of microglial activation and reduced levels of Aβ
plaques in the brain (Woodruff-Pak, 2008). Induced pluripotent stromal cells In 2011, Yahata et al. and Yagi et al. were the first
researchers to introduce iPSCs therapy for AD (Yagi et al.,
2011; Yahata et al., 2011). Yahata et al. (2011) demonstrated
the production of Aβ plaques in neurons through the
transplantation of iPSCs from forebrain neurons. Yagi
et al. (2011) demonstrated the enhanced Aβ42 secretion
by attenuating the dysfunctional condition of familial AD
with PS1 (A246E) and PS2 (N141I) mutations. Transplanted NSCs in AD animal models possess the ability
to replace the destructed neural circuit through neurotrophic
factors
that
counteract
the
levels
of
Aβ
plaques. NSC
transplantation improve the cholinergic neuron numbers and
enhance learning and memory abilities (Hayashi et al., 2020). It is
unclear whether the observed behavioral rescue, enhanced
memory, and learning abilities are due to NSC differentiation
or neurotrophic factors in AD models (Hayashi et al., 2020). However,
transplanted
grafts
of
Neural
SCs
increases
neurotrophic factor levels that are derived from the brain and
enhance the behavioral rescue without altering concentration
concerning Aβ or tau in a mutant rodent model of AD with
overexpressed hAPP (Marsh and Blurton-Jones, 2017). Induced pluripotent cells can transform into neurospheres,
neuronal progenitor cells and, neural cells which is evident in the
cortex of rodent. The incorporation of these cells in diseased
rodents resulted in increased concentration of Aβ-degrading
protease neprilysin (Han et al., 2019). Enhanced synaptic
activity and the connection between excitatory and inhibitory
neurons have been demonstrated by iPSC-derived neurons
(Birey et al., 2017; Xiang et al., 2017). Pure, immature
neuronal cells, after incubation, differentiated into mature
nerves exhibiting the inhibitory GABAergic and excitatory
glutamatergic synapses along with the potentiation of action
potentials. Human iPSC derived cortical neuronal cells attenuate
the deposition of Aβ plaques and tau protein complexes in the
forebrain (Nieweg et al., 2015). In
APP/PS1
transgenic
mice
AD
model,
intranasal
incorporation
of
human
NSCs
that
differentiate
into
cholinergic
neurons
decrease
β-amyloid
accumulation
by
increasing neprilysin expression along with enzymes that can
degrade β-amyloid. They also downregulate neuroinflammation,
synaptic and pericytic loss ultimately rescuing the cognitive
function. Intranasal administration of human NSCs possess
greatest potential as a noninvasive tool in treating AD (Lu
et al., 2021). NSCs ameliorates Aβ levels in AD mouse models
by degrading plasmin, cathepsin B, and insulin-degrading
enzymes. Treatment of AD models by AD-iPSCs derived from
neuronal cells consequently suppressed p-tau protein. Neural stromal cells These neural stromal cells
differentiate into neuronal cells and glial cells (Shohayeb et al.,
2018). Genetic engineering of these cells amplifies the release of
amyloid plaque degrading enzymes which increases synaptic
density by removing Aβ aggregates (Hayashi et al., 2020). The
immune protection of MSCs can be provided by the capacity to
regulate immune activities thus providing neural protection from Endovenous introduction of MSCs derived from adipose
tissue (AD-MSCs) in rodent-model with AD improved neural
functioning. It was accompanied by an increase in the formation
of neurons along with differentiation of cells resembling neurons
and astrocytes. Advancement in cognitive abilities was evident
due to the decrease in accumulation of amyloid plaque and the
increase in neural cells. The cells were then observed 12 days after
injection (Tian et al., 2012). Intracerebroventricular transplantation of placenta-derived
MSCs (PD-MSCs) demonstrated the inhibitory effect of neuronal
apoptosis and memory impairment in Aβ1–42-infused mice (Yun Frontiers in Pharmacology 05 frontiersin.org 10.3389/fphar.2022.955401 Srivastava et al. inflammation. Aside from that, mi-RNAs and si-RNAs released
from these MSCs act to degrade accumulated amyloid plaques. cognition. In phase one of the clinical trial, genetically modified
fibroblasts coded with NGF gene transplantation into forebrain
found to be safe (NGF-gene therapy) for AD (Tuszynski et al.,
2005). These evidence provide a right path and new horizon in
the management of AD in humans. Transplantation of neural SCs in the lateral ventricle resulted
in the formation of neuronal progenitor cells and glial cells. The
cells had the capability of migration and regeneration which
reduced Aβ deposition and tau phosphorylation and increased
neural cell and synapse formation (Hayashi et al., 2020). Findings
were proven through the incorporation of fluorescent protein
labeled BM-MSCs in the hippocampus of AD diagnosed models
where the same results were witnessed (Duncan and Valenzuela,
2017). Human MSCs were able to restore neuromuscular,
cognition, and memory function after administration in aged
rat models. Induced pluripotent stromal cells AD-
iPSC derived neuronal cells were able to upregulate AD
associated genes which was evident by increased transcription
(Hossini et al., 2015). In 5XFAD transgenic AD mouse model,
differentiation of protein-iPSCs into glial cells, attenuation of Aβ
plaque
depositions,
and
improved
cognitive
ability
were
observed. In
proteomic
analysis,
upregulation
of
oligodendrocyte-related genes in brain when protein-iPSCs are
injected were observed (Cha et al., 2017). Zhang et al. (2019) transplanted human induced neural
progenitor cells (iNPCs) into the hippocampal region of
brain in wild type immunodeficient AD mice. This study
demonstrated the long-term survival, graft-host synaptic
connections, neuronal circuits, and regenerated neural
network
of
host
hippocampus. AD
mice
exhibited
neuroplasticity, neuromodulation and synaptogenesis with
enhanced cognitive and behavioral abilities. Three dimensional spheroids from human iPSCs for AD
model were differentiated into neuronal cell lines that led to the
reduction of both Aβ40 and Aβ42 thereby potentiating the cell
lines to regenerate into neuronal cells (Lee et al., 2016). Three
dimensional cerebral organoids recapitulated the human brain
architecture including cerebral progenitors in the subventricular
and subgranular zone of hippocampus (Machairaki, 2020). Human iPSCs yielded 16 times more extracellular vehicles,
exosomes, than MSCs. These exosomes have more potential to
attenuate the deposition of Aβ plaques in the brain and
demonstrate an increased Aβ42/Aβ40 ratio in AD animal
models (Machairaki, 2020). In APP/PS1 murine model of AD, NSC infiltration into
fimbria and fornix junction show significant improvement in
cognition
and
memory
abilities. NSCs
induce
microglia
activation and phagocytosis of amyloid plaques (McGinley
et al., 2018). Without priming the microenvironment with
neurotrophic factors, the transplantation of NSCs to the
hippocampus would not produce any desired results in AD. In aged animals, the infusion of NGF demonstrated improved Frontiers in Pharmacology 06 frontiersin.org 10.3389/fphar.2022.955401 Srivastava et al. TABLE 2 Clinical trials of Alzheimer’s disease incorporating stromal cells. S.No. Clinical trials Similarly, vascular endothelial cells, neuronal cells, and glial
cells are needed for therapy which aims to treat AD and
traumatic brain injuries. Considering this, there is a need of
specifically differentiated cell lines. Known mechanisms today act
through paracrine signalling which involves neurotrophic factors
that regulate immune functions. Another potential mechanism
could be inducing neural cell formation (Gnecchi et al., 2008). Altogether, it is critical to comprehend these effector processes
before using them to treat neurological illnesses. Induced pluripotent stromal cells Nct
number
Title
Status
Interventions
Locations
1
NCT02833792
Allogeneic Human Mesenchymal Stromal cells for Alzheimer’s Disease
Recruiting
BMMSCs
United States
2
NCT02600130
Allogeneic Human Mesenchymal Stromal cell Infusion Versus Placebo in Patients
With Alzheimer’s Disease
Active, not
recruiting
BMMSCs
United States
3
NCT04040348
Alzheimer’s Disease Stromal cells Multiple Infusions
Recruiting
BMMSCs
United States
4
NCT03117738
A Study to Evaluate the Safety and Efficacy of AstroStem in Treatment of Alzheimer’s
Disease
Completed
ADMSCs
United States
5
NCT02672306
Safety and Exploratory Efficacy Study of UCMSCs in Patients With Alzheimer’s
Disease
Unknown status
UCMSCs
China
6
NCT04855955
Autologous Human Adipose-Derived Mesenchymal Stromal cells in Alzheimer’s
Disease
Available
ADMSCs
United States
7
NCT03724136
Alzheimer’s Autism and Cognitive Impairment Stromal cell Treatment Study
Recruiting
BMMSCs
UAE
8
NCT01696591
The Long-Term Safety and Efficacy Follow-Up Study of Subjects Who Completed the
Phase I Clinical Trial of Neurostem®-AD
Unknown status
ADMSCs
Korea
9
NCT01547689
Safety and Efficiency of Umbilical Cord-derived Mesenchymal Stromal cells (UC-
MSC) in Patients With Alzheimer’s Disease
Unknown status
UCMSCs
China
10
NCT02054208
Safety and Exploratory Efficacy Study of NEUROSTEM® Versus Placebo in Patients
With Alzheimer’s Disease
Completed
UCMSCs
Korea
11
NCT04482413
Study to Evaluate the Safety and Efficacy of AstroStem in Treatment of Alzheimer’s
Disease
Not yet
recruiting
ADMSCs
United States
12
NCT01297218
The Safety and The Efficacy Evaluation of NEUROSTEM®-AD in Patients With
Alzheimer’s Disease
Completed
UCMSCs
Korea
13
NCT04954534
Exploratory Efficacy Study of NEUROSTEM® in Subjects Who Control Group of
NEUROSTEM®
Not yet
recruiting
UCMSCs
Korea
14
NCT04684602
Mesenchymal Stromal cells for the Treatment of Various Chronic and Acute
Conditions
Recruiting
ADMSCs
United States
15
NCT03172117
Follow-up Study of Safety and Efficacy in Subjects Who Completed NEUROSTEM®
Phase-I/IIa Clinical Trial
Recruiting
UCMSCs
Korea
16
NCT03297177
Autologous Stem/Stromal Cells in Neurological Disorders and Disease
Not yet
recruiting
ADMSCs
United States
17
NCT00874783
Development of iPS From Donated Somatic Cells of Patients With Neurological
Diseases
Recruiting
iPSCs
Israel Status
Interventions
Locations Challenges posed by stromal cell
treatment in Alzheimer’s disease As a result,
substantial research into the tumour formation of stromal cells
and the derivatives of stromal cells is critical. In order to avoid
risk of such terrible incidents and their associated consequences
for patients, researchers and healthcare specialists must work
together. Furthermore, treatments must be effectively better in
terms of safety and effectiveness when compared to conventional
therapeutic interventions (Sato et al., 2019). of SCs, iPSCs, MSCs, ESCs and NSCs, can be incorporated
invasively and non-invasively. This presents researchers with
a wide range of possibilities for the development of
customized
cellular
therapies. The
promising
results
observed in pre-clinical and clinical trials were evident of
the decrease in causative agents of AD which encourages its
use in humans. Nevertheless, enormous amounts of research
are requirement especially in the context of genetic variation
due in the occurrence of AD and the inability to conclude
negative consequences due to lack of replicable translation
models. Issues like accuracy of treatment, mechanistic
methodology, and ethical issues also need to be addressed
prior to its common medical use. Stromal cell treatments are linked to moral and ethical concerns
along with the possibility of transplant rejection. With these cellular
therapies, the cost of customized treatment escalates as a result of poor
efficiency in the elicitation of iPSCs from the patient’s diploid cells. In
order to increase the effectiveness of these cellular therapies while
minimizing cost, technical and methodological improvements are
required. The use of SCs in AD treatment raises a lot of unresolved
issues. There are no data on which sort of differentiated or
undifferentiated pluripotent SCs would be the most efficient for this
treatment. Likewise, details on cell concentration, the quantity of
effective dosages, and the length of the course of treatment are
lacking. It is unclear if a confined (using stereotactic injections) or
peripheral transplant should be performed, as well as how cell
migration to the afflicted part of the brain happens. There is no
proofthatSCstreatmentworksinhumans.ItisalsounknownhowSCs
can get rid of the inflammatory and toxic environment caused by the
Aβ peptide, how healthy cells connect to one another, or how the cell
repopulation will influence other metabolic pathways. It is yet unclear if
the transplantation of SCs will stop the transmission of pathogenic tau
protein between neurons or communication between damaged cells. Challenges posed by stromal cell
treatment in Alzheimer’s disease Challenges posed by stromal cell
treatment in Alzheimer’s disease The emerging application of clinical therapy by medical
experts and researchers in neurological disorders is based on
the proof of potential in the preclinical research. The methods
discussed have proven to be efficient and safe for the treatment
of neural medical conditions. Following preclinical trials,
clinical trials (Table 2) have begun to specifically target AD
(McGinley et al., 2016). Although certain challenges still
obstruct the routine use of cellular therapy in the medical
practice, it is important to identify the correct cell types that
are used along with understanding the mechanism of action of
those cells for a maximum advantage in treatment. For
instance,
the
therapy
for
treatment
of
PD
requires
particular cells such as the dopaminergic substantia nigra
neurons (Freed et al., 2001). Results expressing affectivity of stromal cells in animal models are
not completely reliable due to numerous reasons. The incomplete
aspects and inaccuracy may have more harmful outcomes than
beneficial. First being, using rodent models are far from the
accurate representation of the physiological state of sickness in
humans. Second, the age variation between the two remains at an
excessive gap. Third, animal models are still inadequate to show that
clinically relevant functional impairments improve. Finally, the
animal models may be incapable of indicating the negative
consequences of CT (Van der Worp et al., 2010). Frontiers in Pharmacology 07 frontiersin.org Srivastava et al. 10.3389/fphar.2022.955401 Srivastava et al. of SCs, iPSCs, MSCs, ESCs and NSCs, can be incorporated
invasively and non-invasively. This presents researchers with
a wide range of possibilities for the development of
customized
cellular
therapies. The
promising
results
observed in pre-clinical and clinical trials were evident of
the decrease in causative agents of AD which encourages its
use in humans. Nevertheless, enormous amounts of research
are requirement especially in the context of genetic variation
due in the occurrence of AD and the inability to conclude
negative consequences due to lack of replicable translation
models. Issues like accuracy of treatment, mechanistic
methodology, and ethical issues also need to be addressed
prior to its common medical use. The characterization of potential tumour generation remains
the next issue in CT. For the treatment of neurological disorders,
a healthy average life span and the tumorigenicity potential is
important. In this circumstance, even a remote potential of
tumour growth through CT would be unbearable. Author contributions SJ has prepared the backbone of the manuscript. RS and AL
wrote the original draft of the manuscript with TD and ST. SJ, ST,
and Z-SC refined the first draft. Illustrations, NJ. Z-SC and SJ
critically revised the manuscript for intellectually correct content. AL and Z-SC supported the project. All authors approved the
submitted version. Challenges posed by stromal cell
treatment in Alzheimer’s disease Finally, since it has been unable to show the safety of this form of
therapy for AD, ongoing patient monitoring would be necessary to
prevent any negative side effects, both immediate and long-term. Furthermore, there are notable changes in the brain’s
structure and microenvironment between AD patients and
animal models, making it challenging to precisely characterise
the positive effects of stem cells in human AD. For the familial
form of AD, transgenic animal models have been created,
although
human
AD
pathogenesis
primarily
comprises
sporadic instances. This restricts our understanding of how
patient-specific stem cell treatment might operate. These
issues require future research. Future preclinical studies
examining various stem cell sources, kinds, dosages, long-
term safety, effectiveness, and exact mechanisms of action are
necessary. Using recently developed in vivo biomarkers in
clinical research is anticipated to give researchers more
control and insight into patient selection and quantity
efficacy
than
was
previously
feasible
using
previously
known marker kinds. When working with the immune
system, neuro factors, enzymes, proteins, and gene therapy,
to mention a few examples of applications, among many more,
cell extraction and injection enhancements may be tackled
from numerous viewpoints. Additionally, as part of the entire
development process for the technology, it is crucial to
evaluate ethical issues at each stage of building a stem cell-
based technology. Many SCs treatments are currently in the testing phase. Although SCs products may have a huge potential to cure a
wide range of medical conditions, there is not enough scientific
proof to guarantee that their usage is safe and has any positive
health effects. Despite the fact that SCs have been the subject of
several research in animal models of AD, the translation of this
approach to the treatment of AD has been hampered by the
differences between the molecular patterns of these models and
those of people, as well as the conflicting results achieved. Before
the advantages of this therapy can be demonstrated in the clinic,
further in-depth understanding of the cellular pathways relating
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absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. In the absence of robust treatment methods for AD,
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Recurrence and Prognosis in Intrahepatic Cholangiocarcinoma Patients with Different Etiology After Radical Resection: A Multi-Institutional Study
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Recurrence and Prognosis in Intrahepatic Cholangiocarcinoma Patients with
Different Etiology After Radical Resection: A Multi-Institutional Study Different Etiology After Radical Re
Qi Li
The First Affiliated Hospital of Xi'an Jiaotong University
Chen Chen
The First Affiliated Hospital of Xi'an Jiaotong University
Jingbo Su
The First Affiliated Hospital of Xi'an Jiaotong University
Yinghe Qiu
Oriental Hepatobiliary Hospital Affiliated to Naval Medical University
Hong Wu
West China Hospital of Sichuan University
Tianqiang Song
Tianjin Medical University Cancer Hospital
Xianhai Mao
Hunan Provincial People’s Hospital
Yu He
The First Hospital Affiliated to Army Medical University
Zhangjun Cheng
Zhongda Hospital of Southeast University
Jingdong Li
Affiliated Hospital of North Sichuan Medical College
Wenlong Zhai
the First Affiliated Hospital of Zhengzhou University
Dong Zhang
The First Affiliated Hospital of Xi'an Jiaotong University
Zhimin Geng
(
gengzhimin@mail.xjtu.edu.cn
)
The First Affiliated Hospital of Xi'an Jiaotong University
Zhaohui Tang
Shanghai Jiaotong University School of Medicine Research Article Keywords: intrahepatic cholangiocarcinoma, hepatitis B virus, hepatolithiasis, recurrence, prognosis DOI: https://doi.org/10.21203/rs.3.rs-1116554/v1 DOI: https://doi.org/10.21203/rs.3.rs-1116554/v1 cense:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full Lic Version of Record: A version of this preprint was published at BMC Cancer on March 26th, 2022. See the published version at https://doi.org/10.1186/s12885-
022-09448-w. Page 1/13 Page 1/13 Page 1/13 Page 1/13 Abstract
Objective We aimed to evaluate the prognosis and adjuvant chemotherapy (ACT) in intrahepatic cholangiocarcinoma (ICC) patients with different etiology after radical
resection. We aimed to evaluate the prognosis and adjuvant chemotherapy (ACT) in intrahepatic cholangiocarcinoma (ICC
resection. Results Univariate and multivariate analysis showed that different etiology was a prognostic factor for overall survival and relapse-free survival, and different etiology
was an independent risk factor for overall survival in ICC patients, respectively (P<0.05). In addition, there was a statistical difference for overall survival in
early recurrence patients among the three etiological subtypes (P<0.05). After PSM, the overall survival of patients with Stone-ICC was worse than those of
Con-ICC and HBV-ICC subtypes (P<0.05), while the relapse-free survival of patients with Stone-ICC was equivalent to patients with Con-ICC and HBV-ICC
(P>0.05). In Stone-ICC patients, the median overall survival was 16.0 months and 29.7 months, and the median relapse-free survival was 9.0 months and 20.0
months for non-ACT and ACT patients, respectively (P<0.05). Methods A total of 448 patients with ICC who underwent radical resection between 2010 and 2018 at ten Chinese tertiary hospitals were analyzed in the study. These
patients were divided into conventional ICC (Con-ICC, n=261, 58.2%), hepatitis B virus ICC (HBV-ICC, n=102, 22.8%) and hepatolithiasis (Stone-ICC, n=85,19.0%)
subtypes according to different etiology. Propensity score matching (PSM) was conducted to mitigate the baseline differences between related two subtypes. Introduction Intrahepatic cholangiocarcinoma (ICC), originating above the secondary branches of the bile duct, is the second most common biliary malignancy and
accounts for about 10–15% of primary liver carcinoma [1, 2]. In recent years, the incidence of ICC has shown a significant upward trend worldwide [3, 4]. Surgical resection is the only potentially curative treatment option for ICC patients, but only 20% of the first-diagnosed patients are eligible for radical resection
[5]. In addition, the prognosis of ICC patients is very poor, and the median overall survival (OS) and relapse-free survival (RFS) are about 30 months and 20
months, and the 5-year survival rate is approximately 30%, respectively [6, 7]. Besides, the benefits of postoperative adjuvant chemotherapy (ACT) are still
unclear for ICC patients and need further research [8, 9]. Currently, the pathogenic factors of ICC are geographically different, mainly including primary sclerosing cholangitis (PSC), Caroli disease, cirrhosis, non-
alcoholic fatty liver disease (NLFLD), hepatitis B virus (HBV) infection, intrahepatic bile duct stones (hepatolithiasis), and liver flukes [10–13]. According to the
epidemiological data from China, hepatolithiasis and HBV infection are the most important risk factors for the occurrence of ICC, account for 15~30% of ICC
patients with hepatolithiasis and 30~50% with HBV infection, respectively [14–17]. Different etiological subtypes have variable pathological characteristics,
leading to the differences on prognosis of ICC patients. However, the differences on OS and RFS, as well as the benefits of ACT on prognosis of the three
etiological subtypes for ICC patients are still unclear. The study aimed to evaluate the prognosis and the benefits of ACT in ICC patients with different etiology
after radical resection. Conclusion The prognosis of Stone-ICC patients was significantly worse than those of Con-ICC and HBV-ICC patients. Interestingly, postoperative adjuvant chemotherapy
can improve the prognosis of Stone-ICC patients effectively. The prognosis of Stone-ICC patients was significantly worse than those of Con-ICC and HBV-ICC patients. Intere
can improve the prognosis of Stone-ICC patients effectively. Follow-up All patients included in the study were followed up after surgery. Routine follow-up was performed in outpatient and telephone. Liver function, tumor
biomarkers (CEA, CA19-9, CA125), and ultrasound, contrast-enhanced CT or MRI examination were reviewed every 2 to 3 months within 1 year after surgery,
and follow-up was conducted once every 3-6 months for more than 1 year after surgery. Recurrence referred to the discovery of new lesions by two or more
imaging examinations. OS and RFS were calculated from the date of radical resection until the date of the most recent follow-up or death of the patients, and
clinical evidence of tumor recurrence, respectively. Comparison of recurrence and survival By comparing overall recurrence, early recurrence (RFS≤1 year after surgery, ), and OS for the different etiological subtypes in a proportion of ICC patients, the
results showed that there was no statistical difference in the proportion of patients with overall recurrence and early recurrence (Fig 3-A and B, P>0.05). By
further comparing the difference of OS≤1 year, OS with 1~3 year and OS >3 years in early recurrence patients, there was a statistical difference with the three
etiological subtypes, and Stone-ICC tended to have a worse prognosis (Fig 3-C, P<0.05), while there was no statistical difference in non-early recurrence
patients (Fig 3-D, P>0.05). Therefore, the survival difference of the three etiological subtypes was mainly for OS in patients with early recurrence. Comparison of clinicopathological characteristic for different etiological subtypes in ICC Patients A total of 448 patients undergoing radical resection for histologically confirmed ICC between 2010 and 2018 were considered for inclusion. The comparison of
clinicopathological characteristic of Con-ICC (no identifiable cause, n=261, 58.2%), HBV-ICC (n=102, 22.8%) and Stone-ICC (n=85, 19.0%) was summarized in
Table 1. The three etiological subtypes in ICC patients had a certain correlation with clinicopathological characteristics of sex, age (year), obstructive jaundice,
CA19-9, Child-Pugh grade, tumor location, morphologic grape, perineural invasion, liver capsule involvement, and AJCC 8th edition N stage (P<0.05). In
addition, Stone-ICC had a higher proportion of CA19-9 >39.0 U/ml, presence of perineural invasion, and morphologic grape with periductal infiltrating and
intraductal growth compared with HBV-ICC (P<0.05). Survival analysis on OS and RFS in the whole cohort The 1-, 3-, and 5-year OS rates of ICC patients were 84.9%, 42.4%, and 20.0%, and 1-, 3-, and 5-year RFS rates of ICC patients were 56.5%, 20.6%, and 10.3%,
respectively. Median OS and RFS were 28.0 and 14.9 months, respectively. Univariate analysis showed that different etiology was a prognostic factor for OS
and RFS of patients with ICC after radical resection, respectively (Supplement Fig 1, P<0.05). Multivariate analysis showed that different etiology was an
independent risk factor for OS. Detailed results of the univariate and multivariate analysis are shown in Table 2. To eliminate the differences and be comparable of baseline clinicopathological characteristics between related two subtypes, a 1:1 PSM was utilized to
identify 102 pairs of patients with Con-ICC and HBV-ICC, 70 pairs of patients with Con-ICC and Stone-ICC, 37 pairs of patients with HBV-ICC and Stone-ICC. Before and after PSM, the OS and RFS of patients with Con-ICC and HBV-ICC were not statistically significant (Fig 1, 2-A and B, P>0.05); however, the OS of
patients with Stone-ICC was worse than those of Con-ICC and HBV-ICC subtypes (Fig 1, 2-C and E, P<0.05), while the RFS of patients with Stone-ICC was
equivalent to patients with Con-ICC and HBV-ICC (Fig 2- D and F, P>0.05). Therefore, the results showed that the prognosis of Stone-ICC subtype was
significantly worse than those of Con-ICC and HBV-ICC subtypes. Statistical analysis All statistical analyses were performed using SPSS version 25. Categorical variables were examined using c2 test. The Kaplan-Meier method and Log-rank test
were conducted for univariate analysis, and Cox proportional hazard regression model was conducted for multivariate analysis. The Kaplan-Meier curves and
histograms were conducted by GraphPad Prism (version 8.0, San Diego, California, USA). Variables with P<0.05 were considered as statistically significant. Propensity score matching Propensity score matching (PSM), as a very practical, novel, and creative statistical method for evaluating intervention effects using non-randomized
controlled data, was conducted to mitigate the baseline differences between related two subtypes affecting long-term outcomes [18], which was conducted by
SPSS version 25 (IBM Corp., Armonk, NY, USA). Propensity score analysis with 1:1 matching was performed within a range of 0.02 of standard deviation. Statistical analysis Patients and Design All patients undergoing curative resection for histologically confirmed ICC between 2010 and 2018 at ten tertiary hospitals in China (Oriental Hepatobiliary
Hospital Affiliated to Naval Medical University; West China Hospital of Sichuan University; Tianjin Medical University Cancer Institute and Hospital; Hunan
Provincial People’s Hospital; The First Hospital Affiliated to Army Medical University; Zhongda Hospital of Southeast University; The First Affiliated Hospital of
Xi'an Jiaotong University; Affiliated Hospital of North Sichuan Medical College; Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine;
The First Affiliated Hospital of Zhengzhou University) were considered for inclusion. The inclusion criteria were as follows: (1) patients underwent radical resection and margin status recorded microscopically negative (R0); (2) patients with
HBV infection (HBsAg (+) and /or HBcAb (+)); (3) patients with bile duct stones in histology; (4) the data of clinicopathological characteristics and follow-up
data were all available. The exclusion criteria were as follows: (1) the history of HBV infection and hepatolithiasis was not recorded in detail; (2) patients
combined with HCV infection or HCV+HBV infection or HBV+ hepatolithiasis or HCV+ hepatolithiasis before surgery; (3) patients combined with PSC or Caroli
disease in histology; (4) patients died within 30 days after surgery. Finally, a total of 448 patients were included in the study after the strict inclusion and
exclusion criteria. All included patients were evaluated according to the 8th edition AJCC staging system and were followed up through December 2020. Page 2/13 Page 2/13 The regimens of postoperative ACT In this study, patients with postoperative ACT were strictly performed as follows. The regimens of included gemcitabine (1000mg/m2 on days 1 and 8) +
capecitabine (1250 mg/m2 twice daily on days 1-14) of a three-week cycle; gemcitabine (1000mg/m2 on days 1 and 8) + cisplatin (30 mg/m2 on days 1 and
8) of a three-week cycle; gemcitabine (1000mg/m2 on days 1 and 8) + oxaliplatin (100 mg/m2 on day 1) of a three-week cycle; gemcitabine (1000mg/m2 on
days 1 and 8) + tegafur (40~60 mg twice daily on days 1-14) of a three-week cycle. Discussion [24] have found that the
patients with HBV-ICC can activate the immune memory produced by HBV infection previously, thereby enhancing anti-tumor immunity, and Iida et al. [25]
have also revealed that HBV-ICC conferred a low risk of lymph node metastasis for postoperative recurrence, which may be the reason that HBV-ICC has a
relatively better prognosis than the other two etiological subtypes. Many studies [20, 26, 27] also found that HBV infection was a favorable prognostic factor
for ICC after surgery, which was consistent with our results. Unfortunately, patients with Stone-ICC had the worst prognosis in the study. Wang et al.[20] revealed that patients with Stone-ICC were often difficult to
differentiate with benign biliary strictures, resulting in patients who were mostly diagnosed in the advanced stage. Due to the presence of hepatolithiasis, it
can lead to long-term chronic inflammation, followed by dysplasia and multiple tumors. In addition, the proportion of Stone-ICC with elevated CA19-9, multiple
tumors, and lymph node metastasis was significantly higher than the other two etiological types [20, 28, 29]. In this study, Stone-ICC had a higher proportion of
CA19-9>39.0 U/ml, presence of perineural invasion, morphologic grape with periductal infiltrating and intraductal growth, and N1 stage compared with HBV-
ICC and Con-ICC, which could explain the reason why Stone-ICC had a poor prognosis. Thus, we suggest a more aggressive preventive surgery for those
patients with a long term history of hepatolithiasis to avoid the presence of ICC. At present, due to limited prospective data on the benefits of systemic ACT for ICC patients after radical resection [9], whether postoperative ACT could
improve the prognosis of ICC patients is still controversial [30, 31]. In this study, we found that postoperative ACT could improve the OS and RFS effectively,
and non-ACT was identified as an independent risk factor for ICC patients (Table 2). Recently, some studies [32, 33] proved that postoperative ACT was
beneficial to the prognosis for ICC after surgery. By analyzing the prognostic improvement value of ACT for different etiological subtypes in ICC patients, the
results showed that postoperative ACT was a benefit to Stone-ICC patients on OS and RFS. However, ACT did not significantly improve the prognosis for Con-
ICC and HBV-ICC patients. Altman et al. [34] and Ke et al. [35] reported that ACT improving OS was related to more patients with lymph node-positive or T3/T4
stage. Discussion Hepatolithiasis and HBV infection as the two most common risk factors for ICC in China, and ICC without a clear cause (conventional-ICC) were the mainly
specific pathogenic factors in present studies [14–17, 19]. Therefore, we divided the etiology of ICC patients into three subtypes, Con-ICC (no identifiable
cause), HBV-ICC, and Stone-ICC. Survival analysis showed that the OS and RFS were statistically significant among the three etiological subtypes, and the
etiology of ICC was identified as an independent risk factor for OS. To further compare the survival differences between related two etiological subtypes, PSM
was conducted to eliminate differences in baseline clinicopathological characteristics. After PSM, the OS of patients with Stone-ICC was worse than those of
Con-ICC and HBV-ICC subtypes, while the RFS of patients with Stone-ICC was equivalent to patients with Con-ICC and HBV-ICC. Wang et al. [20] conducted a
single institutional study and found that Stone-ICC had a worse prognosis compared to HBV-ICC after PSM. Similarly, Zhang et al. [19] conducted an
international multi-institutional study and also found that Stone-ICC had a worse prognosis than Con-ICC and HBV-ICC subtypes, and they further found that
Stone-ICC and Con-ICC had statistical differences in OS and RFS, while Stone-ICC and HBV-ICC had no difference on prognosis after PSM. In this study, we
also found that there was no statistical difference in the proportion of patients with overall recurrence, early recurrence and OS in non-early recurrence patients
with the three etiological subtypes, while there was a statistical difference of OS ≤1 year, OS with 1~3 year and OS >3 years in early recurrence patients. So,
the survival difference of ICC with the different etiological subtypes was mainly in OS, especially in patients with early recurrence. To further explore the reasons for the differences in the prognosis of ICC with different etiology, we analyzed the differences in clinicopathological
characteristics of ICC with the three etiological subtypes. Based on the above results, we considered that the prognostic differences of ICC with different
etiology had a strong correlation with its clinicopathological characteristics. Widespread epidemics with HBV infection in China increase integration of HBV
gene fragments into liver cells, which contributes to ICC and also causes the HBV-ICC of China with highest distribution in the world [21–23]. In this study, the
results showed that the prognosis of patients with HBV-ICC was better than those of Con-ICC and Stone-ICC subtypes. Ding et al. Comparison of OS and RFS in ACT To determine whether the ACT regimens affected the prognosis of patients, we first analyzed the prognosis differences among the four regimens for patients
with postoperative ACT, and the results showed that there was no difference in OS and RFS among different chemotherapy regimens (P > 0.05). By analyzing
the prognostic improvement value of ACT for different etiological subtypes in ICC patients, the results showed that in Con-ICC patients, the median OS was Page 3/13 Page 3/13 30.2 months and 30.2 months, and the median RFS was 14.9 months and 19.0 months for non-ACT and ACT patients, respectively (Fig 4-A and B, P > 0.05); in
HBV-ICC patients, the median OS was 38.0 months and 44.5 months, and the median RFS was 13.0 months and 15.3 months for non-ACT and ACT patients,
respectively (Fig 4-C and D, P > 0.05); in Stone-ICC patients, the median OS was 16.0 months and 29.7 months, and the median RFS was 9.0 months and 20.0
months for non-ACT and ACT patients, respectively (Fig 4-E and F, P < 0.05). Therefore, postoperative ACT can improve the OS and RFS of Stone-ICC patients
effectively. 30.2 months and 30.2 months, and the median RFS was 14.9 months and 19.0 months for non-ACT and ACT patients, respectively (Fig 4-A and B, P > 0.05); in
HBV-ICC patients, the median OS was 38.0 months and 44.5 months, and the median RFS was 13.0 months and 15.3 months for non-ACT and ACT patients,
respectively (Fig 4-C and D, P > 0.05); in Stone-ICC patients, the median OS was 16.0 months and 29.7 months, and the median RFS was 9.0 months and 20.0
months for non-ACT and ACT patients, respectively (Fig 4-E and F, P < 0.05). Therefore, postoperative ACT can improve the OS and RFS of Stone-ICC patients
effectively. Discussion We considered that ACT improving the prognosis of Stone-ICC was related to its high proportion of elevated CA19-9, perineural invasion, N1 stage
patients. Of course, whether ACT can improve the prognosis of Con-ICC and HBV-ICC patients still needs further research. However, there were several limitations in our study. The study included 448 ICC patients after radical resection from 10 medical centers in China, which
effectively increased the universality of the study, while the sample size was still relatively small. Besides, the study did not include ICC patients from Western
countries, because the role of hepatolithiasis and HBV infection was not as important as those patients in China. In addition, the preoperative inflammatory
indicators were not available, so the differences of the three etiological subtypes of inflammatory response were not further compared. Accordingly, we should
clarify the molecular mechanisms and prognostic monitoring indicators for ICC with different etiology in the future, so as to provide references and decision
support for the individualized diagnosis, treatment and prevention for ICC patients. Conclusion In conclusion, this study retrospectively analyzed 448 ICC patients with different etiology after radical resection, the survival difference of ICC with different
etiological subtypes was mainly in OS, especially in patients with early recurrence, but there was no difference in RFS. Importantly, different etiology was
identified as an independent risk factor for OS in patients with ICC after radical resection. The prognosis of Stone-ICC patients was significantly worse than
those of Con-ICC and HBV-ICC patients. Interestingly, postoperative ACT can improve the prognosis of Stone-ICC patients. Page 4/13 Page 4/13 Availability of data and materials This manuscript contains all associated data. This manuscript contains all associated data. Acknowledgments No further acknowledgments. Consent for publication Not applicable. Not applicable. Competing interests Competing interests The authors declare that they have no competing interests. The authors declare that they have no competing interests. Abbreviations ICC: Intrahepatic cholangiocarcinoma; ACT: Adjuvant chemotherapy; PSM: Propensity score matching; PSC: Primary sclerosing cholangitis; NLFLD: Non-
alcoholic fatty liver disease; HBV: Hepatitis B virus; OS: overall survival; RFS: Relapse-free survival Ethics approval and consent to participate The study was approved by the ethics committee of Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine (No: XHEC-JDYXY-2018-
002), Shanghai, China, as well as from the ethics committees of the other study centers. Written informed consent was obtained from all included patients and
their families before study enrollment. Author contributions Z. Geng, and Z. Tang conceived and designed the experiments. Q. Li and J. Su performed the experiments. Y Qiu, H. Wu, T. Song, X. Mao, Y. He, Z. Cheng, J. Li,
and W. Zhai collected and offered the data. Q. Li, C. Chen, and D. Zhang conducted statistical analysis. Q. Li wrote the paper. Z. Geng and Z. Tang reviewed the
manuscript. All authors read and approved the final manuscript. Statement All methods were carried out in accordance with relevant guidelines and regulations in the study. Consent for publication Funding Supported by the National Natural Science Foundation of China (No. 62076194, No. 81772521); Multicenter Clinical Research Project of Shanghai Jiaotong
University, School of Medicine (DLY201807); Clinical Training Program of Shanghai Xinhua Hospital Affiliated to Shanghai Jiaotong University, School of
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resection: a multi-institutional study. World J Surg 2018;42(3):849-857. 19. Zhang XF, Chakedis J, Bagante F, et al. Table 2 Univariate and multivariate analysis of prognosis for ICC after radical resection Tables Table 1 Comparison of clinicopathological characteristic for ICC with different etiological subtypes after radical resection Table 1 Comparison of clinicopathological characteristic for ICC with different etiological subtypes after radical resection Page 6/13 Page 6/13 Page 6/13 ICC with different etiological subtypes
c2
P value
Con-ICC (%)
HBV-ICC (%)
Stone-ICC (%)
Sex
Male
127(48.7)
63(61.8)
33(38.8)
10.073
0.006
Female
134(51.3)
39(38.2)
52(61.2)
Age (year)
≤55
110(42.1)
51(50.0)
26(30.6)
7.226
0.027
>55
151(57.9)
51(50.0)
59(69.4
Obstructive jaundice
No
246(94.3)
100(98.0)
69(81.2)
21.723
<0.001
Yes
15(5.7)
2(2.0)
16(18.8)
AFP (ng/ml)
≤7.0
203(78.8)
77(75.5)
63(74.1)
0.563
0.755
>7.0
58(22.2)
25(24.5)
22(25.9)
CEA (ng/ml)
≤5.0
200(76.6)
77(75.5)
60(70.6)
1.260
0.533
>5.0
61(23.4)
25(24.5)
25(29.4)
CA19-9(U/ml)
≤39.0
121(46.1)
48(47.1)
25(29.4)
8.260
0.016
>39.0
140(53.6)
54(52.9)
60(70.6)
CA125(U/ml)
≤35.0
161(61.7)
59(57.8)
51(60.0)
0.464
0.793
>35.0
100(38.3)
43(42.2)
34(40.0)
Child-Pugh Grade
Grade A
247(94.6)
99(97.1)
74(87.1)
8.750
0.013
Grade B
14(5.4)
3(2.9)
11(12.9)
Type of resection
Wedge resection
108(41.4)
49(48.0)
28(32.9)
8.722
0.068
Minor hepatectomy
109(41.8)
43(42.2)
36(42.4)
Major hepatectomy
44(16.9)
10(9.8)
21(24.7)
Tumor differentiation
Well
17(6.5)
4(3.9)
7(8.2)
3.227
0.521
Moderate
164(62.8)
59(57.8)
49(57.6)
Poor
80(30.7)
39(38.2)
29(34.1)
Tumor location
Left
128(49.0)
36(35.3)
56(65.9)
18.423
0.001
Right
99(37.9)
53(52.0)
23(27.1)
Left and right
34(13.0)
13(12.7)
6(7.1)
Morphologic grape
Mass-forming
221(84.7)
88(86.3)
51(60.0)
28.811
<0.001
Periductal infiltrating
24(9.2)
8(7.8)
17(20.0)
Intraductal growth
16(6.1)
6(5.9)
17(20.0)
Tumor size (cm) 126(48.3)
50(49.0)
35(41.2) >5.0
126(48.3)
50(49.0)
35(41.2)
Major vascular invasion
No
217(83.1)
91(89.2)
69(81.2)
2.725
0.256
Yes
44(16.9)
11(10.8)
16(18.8)
Microvascular invasion
No
235(90.0)
87(85.3)
71(83.5)
3.246
0.197
Yes
26(10.0)
15(14.7)
14(16.5)
Perineural invasion
No
223(85.4)
96(94.1)
66(77.6)
10.535
0.005
Yes
38(14.6)
6(5.9)
19(22.4)
Liver capsule involvement
No
180(69.0)
64(62.7)
69(81.2)
7.722
0.021
Yes
81(31.0)
38(37.3)
16(18.8)
AJCC 8th edition T stage
T1a/T1b
63(24.1)
27(26.5)
26(30.6)
3.817
0.431
T2
132(50.6)
45(44.1)
43(50.6)
T3/T4
66(25.3)
30(29.4)
16(18.8)
AJCC 8th edition N stage
N0
193(73.9)
82(80.4)
61(71.8)
2.211
0.031
N1
68(26.1)
20(19.6)
24(28.2)
AJCC 8th edition TNM stage
IA/IB
119(45.6)
42(41.2)
45(52.9)
3.540
0.472
II
40(15.3)
20(19.6)
10(11.8)
IIIA/IIIB/IV
102(39.1)
40(39.2)
30(35.3) >5.0 Page 8/13 Page 8/13 Page 8/13 OS
RFS
Univariate analysis
Multivariate analysis
Univariate analysis
Multivariate analysis
HR (95%CI)
P
HR (95%CI)
P
HR (95%CI)
P
HR (95%CI)
P
Sex
Female vs Male
0.935(0.721~1.212)
0.610
0.891(0.717~1.109)
0.302
Age (year)
>55 vs≤55
1.242(0.955~1.615)
0.105
1.046(0.838~1.305)
0.693
Obstructive
jaundice
Yes vs No
1.172(0.872~2.150)
0.175
1.090(0.729~1.628)
0.675
Etiology
HBV-ICC vs Con-
ICC
0.801(0.567~1.130)
0.206
0.862(0.608~1.223)
0.405
1.143(0.873~1.498)
0.331
Stone-ICC vs Con-
ICC
2.185(1.597~2.989)
<0.001
2.009(1.447~2.789)
<0.001
1.563(1.181~2.068)
0.002
AFP (ng/ml)
>7.0 vs ≤7.0
1.137(0.834~1.550)
0.416
1.041(0.804~1.348)
0.761
CEA (ng/ml)
>5.0 vs ≤5.0
1.439(1.076~1.923)
0.014
1.348(1.054~1.725)
0.017
CA19-9(U/ml)
>39.0 vs ≤39.0
1.378(1.056~1.798)
0.018
1.370(1.097~1.711)
0.006
1.252(1.010~1.568)
0.030
CA125(U/ml)
>35.0 vs ≤35.0
1.604(1.218~2.111)
0.001
1.308(1.046~1.635)
0.019
Child-Pugh Grade
Grade B vs A
1.150(0.709~1.866)
0.570
1.006(0.662~1.526)
0.979
Type of resection
Minor
hepatectomy
vs Wedge resection
1.718(1.284~2.297)
<0.001
1.157(1.127~2.043)
0.006
1.684(1.318~2.151)
<0.001
1.515(1.183~1.941)
0.001
Major
hepatectomy
vs Wedge resection
1.962(1.344~2.864)
<0.001
1.405(1.149~2.080)
0.019
1.829(1.324~2.528)
<0.001
1.733(1.245~2.411)
0.001
Lymphadenectomy
Yes vs No
0.909(0.697~1.185)
0.479
1.048(0.837~1.312)
0.683
Tumor
differentiation
Moderate vs Well
1.318(0.739~2.352)
0.350
1.002(0.644~1.560)
0.993
Poor vs Well
2.243(1.228~4.095)
0.009
1.597(1.108~2.302)
0.012
Tumor location
Right vs Left
0.689(0.518~1.129)
0.069
0.890(0.704~1.127)
0.334
Left and right
vs Left
0.857(0.556~1.321)
0.485
0.976(0.685~1.391)
0.895
Morphologic grape
Periductal
infiltrating vs Mass-
forming
0.871(0.559~1.358)
0.543
0.997(0.700~1.420)
0.986
Intraductal
0 825(0 502~1 357)
0 448
0 789(0 530~1 174)
0 789 Page 9/13 >5.0 vs≤5.0
1.517(1.148~2.003)
0.003
1.352(1.034~1.797)
0.028
1.164(0.936~1.149)
0.173
Major vascular
invasion
Yes vs No
1.716(1.249~2.357)
0.001
1.606(1.217~2.121)
0.001
Microvascular
invasion
Yes vs No
1.506(1.009~2.248)
0.045
1.748(1.388~2.202)
<0.001
1.788(1.400~2.257)
<0.001
Perineural invasion
Yes vs No
2.068(1.421~3.008)
<0.001
1.331(0.964~1.838)
0.083
Liver capsule
involvement
Yes vs No
1.136(0.857~1.507)
0.375
1.262(0.894~1.783)
0.186
AJCC 8th edition T
stage
T2 vs T1a/T1b
1.317(0.947~1.831)
0.101
1.164(0.885~1.532)
0.277
T3/T4 vs T1a/T1b
1.559(1.080~2.250)
0.018
1.713(1.273~2.305)
<0.001
AJCC 8th edition N
stage
N1 vs N0
1.949(1.459~2.603)
<0.001
1.791(1.334~2.406)
<0.001
1.648(1.289~2.106)
<0.001
1.378(1.070~1.776)
0.013
AJCC 8th edition
TNM stage
II vs IA/IB
1.362(0.947~1.961)
0.096
1.258(0.907~1.746)
0.170
IIIA/IIIB/IV vs IA/IB
1.521(1.138~2.033)
0.005
1.732(1.365~2.198)
<0.001
Adjuvant
chemotherapy
Yes vs No
0.685(0.520~0.902)
0.007
0.632(0.469~0.851)
0.003
0.715(0.568~0.901)
0.005
0.655(0.517~0.831)
<0.001 Page 10/13
(
)
(
)
(
)
Major vascular
invasion
Yes vs No
1.716(1.249~2.357)
0.001
1.606(1.217~2.121)
0.001
Microvascular
invasion
Yes vs No
1.506(1.009~2.248)
0.045
1.748(1.388~2.202)
<0.001
1.788(1.400~2.257)
<0.001
Perineural invasion
Yes vs No
2.068(1.421~3.008)
<0.001
1.331(0.964~1.838)
0.083
Liver capsule
involvement
Yes vs No
1.136(0.857~1.507)
0.375
1.262(0.894~1.783)
0.186
AJCC 8th edition T
stage
T2 vs T1a/T1b
1.317(0.947~1.831)
0.101
1.164(0.885~1.532)
0.277
T3/T4 vs T1a/T1b
1.559(1.080~2.250)
0.018
1.713(1.273~2.305)
<0.001
AJCC 8th edition N
stage
N1 vs N0
1.949(1.459~2.603)
<0.001
1.791(1.334~2.406)
<0.001
1.648(1.289~2.106)
<0.001
1.378(1.070~1.776)
0.013
AJCC 8th edition
TNM stage
II vs IA/IB
1.362(0.947~1.961)
0.096
1.258(0.907~1.746)
0.170
IIIA/IIIB/IV vs IA/IB
1.521(1.138~2.033)
0.005
1.732(1.365~2.198)
<0.001
Adjuvant
chemotherapy
Yes vs No
0.685(0.520~0.902)
0.007
0.632(0.469~0.851)
0.003
0.715(0.568~0.901)
0.005
0.655(0.517~0.831)
<0.001
Figures Page 10/13
Microvascular
invasion
Yes vs No
1.506(1.009~2.248)
0.045
1.748(1.388~2.202)
<0.001
1.788(1.400~2.257)
<0.001
Perineural invasion
Yes vs No
2.068(1.421~3.008)
<0.001
1.331(0.964~1.838)
0.083
Liver capsule
involvement
Yes vs No
1.136(0.857~1.507)
0.375
1.262(0.894~1.783)
0.186
AJCC 8th edition T
stage
T2 vs T1a/T1b
1.317(0.947~1.831)
0.101
1.164(0.885~1.532)
0.277
T3/T4 vs T1a/T1b
1.559(1.080~2.250)
0.018
1.713(1.273~2.305)
<0.001
AJCC 8th edition N
stage
N1 vs N0
1.949(1.459~2.603)
<0.001
1.791(1.334~2.406)
<0.001
1.648(1.289~2.106)
<0.001
1.378(1.070~1.776)
0.013
AJCC 8th edition
TNM stage
II vs IA/IB
1.362(0.947~1.961)
0.096
1.258(0.907~1.746)
0.170
IIIA/IIIB/IV vs IA/IB
1.521(1.138~2.033)
0.005
1.732(1.365~2.198)
<0.001
Adjuvant
chemotherapy
Yes vs No
0.685(0.520~0.902)
0.007
0.632(0.469~0.851)
0.003
0.715(0.568~0.901)
0.005
0.655(0.517~0.831)
<0.001
Figures Page 10/13
Figures Page 10/13 Figure 1 Comparison of overall survival and relapse-free survival after radical resection between conventional ICC and HBV-ICC (A and B), between conventional ICC
and Stone-ICC (C and D), and between HBV-ICC and Stone-ICC (E and F) before PSM. Comparison of overall survival and relapse-free survival after radical resection between conventional ICC and HBV-ICC (A and B), between conventional ICC
and Stone-ICC (C and D), and between HBV-ICC and Stone-ICC (E and F) before PSM. Figure 2
Comparison of overall survival and relapse-free survival after radical resection between conventional ICC and HBV-ICC (A and B), between conventional ICC
and Stone-ICC (C and D), and between HBV-ICC and Stone-ICC (E and F) after PSM. Figure 2 Figure 4 Comparison of overall survival and relapse-free survival in adjuvant chemotherapy after radical resection between conventional ICC and HBV-ICC (A and B),
between conventional ICC and Stone-ICC (C and D), and between HBV-ICC and Stone-ICC (E and F). Figure 2 Comparison of overall survival and relapse-free survival after radical resection between conventional ICC and HBV-ICC (A and B), between conventional ICC
and Stone-ICC (C and D), and between HBV-ICC and Stone-ICC (E and F) after PSM. Page 11/13 Figure 3
Comparison of overall recurrence ratio (A), recurrence time ≤1 year and >1 year (B), and overall survival time with recurrence time ≤1 year (C) and overall Figure 3
Comparison of overall recurrence ratio (A), recurrence time ≤1 year and >1 year (B), and overall survival time with recurrence time ≤1 year (C) and overall
survival time with recurrence time >1 year after radical resection for conventional ICC, HBV-ICC and Stone-ICC. Figure 3 Comparison of overall recurrence ratio (A), recurrence time ≤1 year and >1 year (B), and overall survival time with recurrence time ≤1 year (C) and overall
survival time with recurrence time >1 year after radical resection for conventional ICC, HBV-ICC and Stone-ICC. Page 12/13 Page 12/13 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupplementFig1.tif SupplementFig1.tif Supplementaryfigurelegend.docx Supplementaryfigurelegend.docx Page 13/13
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DYNAMICS OF MONEY LAUNDERING AND TERRORIST FINANCING: A CHALLENGE TO PAKISTAN
|
Global journal for management and administrative sciences
| 2,022
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cc-by
| 11,155
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17 17 Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 17-40, June 30, 2022 Abstract This article throws light on organised crime which is chameleonic in nature and due to its
dynamics; it represents and adjusts according to promulgated laws. This has prospered
and overlapped with the criminal activities of organised criminal groups. In the same
way, money laundering is a predicate offense and by default, it is linked to other
organised crimes. The study discussed the impact of 9/11 which was a culmination of a
lethal combination of money laundering and terrorist financing. This same nexus is
currently being experienced by Pakistan. The study critically dissects the dissipation of
organised criminal activities and money laundering in Pakistan along with transnational
stakeholders’ involvement with counter measures. Various methodologies adopted by
criminal networks are reviewed in the article. Criminal networks exploit the
pervasiveness of technological advancement more efficiently than the government. Government should recognize that sovereignty is daily compromised at the hands of
stateless organised criminal networks. These are involved in the laundering of money,
financing of terrorism and other linked organised crimes. The active presence of terrorist
networks like Taherik-e.-Taliban, other non-state actors, porous borders with
Afghanistan, and the cash-based and undocumented economy in the presence of
corruption pose serious threats to the regime and require immediate counter measures. Moreover, all countries in the region require beefing up efforts against money laundering
and terrorist financing at local, regional, and international levels. Pakistan has shown its
international commitment to global stakeholders by adopting multi-prong strategies. But
there is a long way to go in countering money laundering and terrorist financing. Counter-terrorist operations, namely ‘Zarb-e-Azb’ (means sharp and cutting strike) in
North Waziristan along the Pakistan-Afghanistan border in 2014 & Radd-ul-Fasaad
(means the elimination of strife) across the country in 2017 were carried out by Pakistan
army as a part of state efforts to curb local and cross border terrorism. Keywords: Money laundering, Organised crime, Terrorist financing DYNAMICS OF MONEY LAUNDERING AND TERRORIST
FINANCING: A CHALLENGE TO PAKISTAN Dr. Tahseen Ahmed Shaikh
Advisor Anti Money Laundering and Terrorist Financing Risk
International Commercial Bank Dr. Ammad Zafar
Assistant Professor
Department of Management Sciences
Usman Institute Technology University, Karachi, Pakistan This work is licensed under a Creative Commons Attribution 4.0 International License. Introduction Organized crime is sometime transnational, sophisticated, complex and
pervasive in nature. It is multifaceted. Due to these dynamics; perpetrators tuned their
criminal activities by considering enforcement regime’s counter measures. In this article, Dynamics of money laundering and terrorist financing:
a challenge to Pakistan 18 more emphasis is given on nexus of money laundering and terrorist financing, since
money laundering itself is a predicate offence. Thus, it is directly linked with organised
crime. When we study current scenario in Pakistan; we find existence of multi-faceted
organised crime. The situation further aggravates when cross border stake holders firm
their nexus in organised criminal activities. Since this South Asian region has been
vulnerable to various cross border interference, swayed by superpowers during the cold
war and post-cold war era as well. Taking an opportunity of fragile peace in the region, in
particular to Afghanistan situation, non-state holders discreetly became contributing
actors in organised criminal groups. Declared boundaries of the countries, in particular to
Pakistan and Afghanistan; didn’t offer any serious challenges to their cross border
organised criminal activities. Thus, serious threats of smuggling and trafficking of narco-
drugs, arms and ammunition found its transit passage through Pakistan to European, non-
European markets. These existing organised criminal activities further proliferated when
it found nexus with cross border terrorist activities. Certainly, there is no denial to the
fact, fragile peace, dwindling democracy; weak functioning of state organs; poor
government spending on human development; deteriorating economy; and nonexistence
of pragmatic long-term policies have proved to be pushing factors in the region in general
and Pakistan in particular. After happening of 9/11; it compelled national, regional and international anti
money laundering and terrorist financing regime to revisit their existing counter policies
and measures. Nation states witnessed influence and inter-transnational nexus of criminal
groups involved in money laundering and terrorist financing. Global regime required new
governance structures for countering challenges globally. Due to compelling threat of
money laundering, the international counter regime sought to assist and encourage efforts
and take initiatives to enhance the role of countering money laundering and terrorist
financing regime globally. This led to awareness efforts, revitalise investigation,
enforcement, regulatory and criminal justice system which could enforce and implement
the stringent promulgated laws passed by countries. Introduction Counter terrorist operations, namely ‘Zarb-e-Azb’ (means sharp and
cutting strike) in North Waziristan along the Pakistan-Afghanistan border in 2014 &
Radd-ul-Fasaad (means elimination of strife) across the country 2017 were carried out by
Pakistan army as a part of serious efforts at state level to curb local and cross border
terrorism. Realizing the gravity of money laundering crime in Pakistan, the researcher
reviewed the existing features of organised crimes in Pakistan which depict their modus
operandi. The fundamental changes have given the criminal organised networks a new
intensity, since the last decade, which is likely to persist. Rationale of Research The study tries to review various dynamics of money laundering. By reviewing
international literature and data on Pakistan, the researcher finds no specific money
laundering activities are addressed based on criminological aspects. This may involve
how the organised groups commit criminal activities of money laundering in Pakistan and
involvement of transnational methodologies. Since it has porous borders with politically
disturbed and terrorist-ridden Afghanistan; and provides ideal passage for trafficking
narco-drugs to and from Iran and China in its North & West. After happening of 9/11, the
number of terrorist activities has seriously increased. Thus, to carry out research work on
the subject is need of hour in Pakistan. Scope of Research Threat of terrorism is very much related to terrorist financing which finds its
channels through money laundering. Pakistan, being victim to terrorism, has been
countering these existing challenges of organized crimes through its counter regime
measures. How so far these efforts have been effective and what further counter measures
to be taken; these dynamics are examined and reviewed in this research work. Introduction Realising the gravity of nexus
between money laundering and terrorist financing during 9/11; Financial Action Task
Force (FATF), which is one of the counter regimes of money laundering, also clubbed its
counter measures of money laundering with terrorist financing. This step was a serious
effort by an international regime to keep abreast the world of new tactics used by the
criminal groups and networks by changing their methods and trends according to
emerging innovations and technologies. In the list of members, those countries were
included, which were reluctant or not interested to implement FATF Recommendations
in their respective countries. United Nations Office for Drug Control and Crime is also
active for effective working on the global programme countering money-laundering
activities. It involved cooperation and technical assistance to the international, regional
institutions and organizations which were responsible in countering laundering of money
and drug trafficking. The strategy of Pakistan has a regional and international impact, since Pakistan
is strategically located in the Asia region. That is why, the USA State Department stated
in its report that Pakistan is strategically important for being priority region in
counterfeiting financing of terrorism. Pakistan being signatory to international
compliance regime; it also beefed up its efforts against laundering money and financing Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 27-40, June 30, 2022 Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 27-40, June 30, 2022 19 of terrorism regimes at the local, regional, and international level (INL, 2010). Root
causes and existing weaknesses of non-effective anti-money laundering and terrorist
financing measures by Pakistan regime are discussed and analysed in the article. The
main objective is to critically dissect the dissipation of organised crime and money
laundering in Pakistan along with transnational stake holders’ involvement with counter
measures. This existing threat is responsible for the state where sovereignty is everyday
compromised at the hands of non-state actors. Counter measures are taken by Pakistan. But there are still internal challenges of combating a qualitative new phenomenon with
obsolete tools, weak enforced laws, corrupt bureaucratic hierarchy and fragile strategies. Pakistan has showed its international commitment to the global stakeholders for adopting
multi-prong strategies. But there is a long way to go in countering money laundering and
terrorist financing. Research Questions Q1. What are elements of Organised Crime, in reference to money laundering and
terrorist financing? Q2. What are the challenges of money laundering and terrorist financing? Q2. What are the challenges of money laundering and terrorist financing? 20 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Q3. What are Pakistan’s Counter Regime measures against money laundering and
terrorist financing? Theoretical Framework The framework of this research study examines anti-money laundering regime’s
counter measures in the country particularly and globally in general. The contemporary
socio-economic and psychological factors with cultural influence related to organised
crime with reference to laundering of money are also reviewed. The study would lead the
future research works to introduce new avenues in countering money laundering and
terrorist financing. Research Objective This study is mainly focused on money laundering and terrorist financing. It
dissects various elements of organised crime, in reference to the focus of this study. Various impediments are discussed, to understand challenges being faced by the counter
regime in Pakistan. Significance of Research This research work is a deliberate approach to critically review and draw results
from the collected literature and data of various theorists. Through various methods,
unnecessary data is thrashed out from collected research works. The researcher believes
that the selected research work has limited theories in social sciences and criminology. However, various dynamics of organised crime in reference to money laundering and
terrorist financing is analyzed. Literature Review Elements of Organised Crime Related to Money Laundering and Terrorist
Financing Article analyses various elements of organised crime and to know the outcome
of their nexus in proliferating more organised crime in the society. But more emphasis is
given on nexus of laundering money and financing of terrorism specific to Pakistan. Organised crime involves group organisation, and this group is controlled through
hierarchical links or personal relatives. The design is to have ill-gotten earnings,
controlling territories or capturing markets with the use of threats, suppression,
corruption; laundering money earned through illicit proceeds and make it legal. Sometime, organised crime is transnational and crosses national borders for their activity
and engages organised transnational criminal groups (Adamoli, 1998). When we discuss
of organised crime; we cannot depart organised criminal group which plays a pivotal role
in perpetrating any organised crime. The UN’s Palermo Convention gave the concept of
‘organised criminal group’ in its definition. As pointed out above, it is hierarchical in
nature and consists of three or more actors and operating over a period. It acts with
intention of perpetrating serious crimes as listed in Palermo Convention and achieve
financial or other material benefits (UNTOC, 2000). According to UN Convention “organised criminal group consists of three or
more individuals who exist for a certain period and acts with the aim to execute one or
more serious crimes determined by this Convention, in order to obtain direct or indirect
financial benefit or other kind of material benefit” (UNTOC, 2000). Gilmore also
discusses organised criminal groups and to them- these vary in shape, size,
specializations and skills. This extends from highly layered organizations to more fluid
and dynamic mechanism (Gilmore, 2004). On the other hand, Gottschalk reviewed the characteristics and elements of
organised criminal groups which involve average size of criminal organizations. Half of
its members were of same racial background, while the others were not from same ethnic
linkages. To him, some criminal networks had political sway at local and regional level,
and also some existence at the national level in the country of intervention (Gottschalk,
2009). Limitation of Research This selected research work has also inherited limitations due to its own
dynamics in Pakistan. Absence of consolidated data on the system related to money
laundering and financing of terrorism is another obstacle to analyze the data. The
researcher finds very limited international data and literature available on Pakistan which
is an impediment in a way to review the selected research topic. Despite the fact,
organised criminal networks are mainly involved in criminal activities of laundering of
money in Pakistan, as well as it forms transnational criminal activity. The researcher
believes that the research work in hand would contribute alot in scratching the surface for
future works in the subject of criminological aspects of laundering of money and
financing of terrorism along with organised crimes in the country. Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 27-40, June 30, 2022 Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 27-40, June 30, 2022 21 Literature Review Challenges of Money Laundering and Terrorist Financing With the passage of time, the criminal enterprises have changed their fabric. Earlier these were monolithic and rigidly hierarchical in structures, which were helpful to
law enforcement agencies to burst criminal organizations. Now this rigid structure has
been replaced with flexible and decentralized trend, which is not also easy task for the
law enforcement agencies to locate. The larger size structures are substituted with small
organizations also and this provides them insulation from law enforcement agencies if
any single organization group is located or traced by the agencies (Southerland and
Potter, 1993); (Schelling, 1976). 22 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Dynamics of money laundering and terrorist financing:
a challenge to Pakistan This new fabric provides an opportunity to resurrect, re-associate and re-
organise their criminal activities, if these were earlier disrupted due to some reasons. This
has provided them an opportunity to adept according to the national, regional and global
counter regime framework (Hage and Aiken, 1970). It is observed that commission of offences by the organised criminal groups is
interdependent. It involves chain of various types of crimes until the finality offence to be
committed by these groups. Vertical interdependence among crimes rises till the final
crime is perpetrated. However, more intermediate, or instrumental offences are
committed by these groups to achieve their finality. This can be understood, in the case of
fraud, corruption and money laundering crimes. These crimes functionally related to each
other. One of them is the finality and other two are intermediate or instrumental towards
the end. In the case of corruption, fraud and money laundering are the means to launder
these proceeds and legitimacy. To criminalize the vertical interdependency among
crimes; law enforcement should bring them into account collectively rather than tackling
them in isolation (Savona, 1997). These trends have revolutionized organised criminal groups. They are
entrepreneurial and free from impediments like-legislation, borders, morality or
technology. They are strategic, dominant, monopolist, profiteering and influential. They
are adaptive and goal oriented which is profit-making. They are well calculated and
anticipatory of law enforcement move. They are collaborative to each other for mutual
benefit and swiftly disperse and reorganise themselves in other markets if disrupted. Organised crime is not separate from legitimate businesses but operates within it and
based on maximize profits and minimize risks. Pakistan’s Counter Regime Measures against Money Laundering and Terrorist
Financing The researcher analysed various provisions of Anti Money Laundering Act 2010
and finds appended key impediments: •
Lack of understanding amongst investigating agencies of the scope and use of the
money laundering offence. •
Lack of capacity to conduct financial investigation at an early stage of the
investigative process. •
The agencies face extreme difficulty in proving before the court of law that the
money is proceeds of predicate crime. •
The agencies face extreme difficulty in proving before the court of law that the
money is proceeds of predicate crime. In peer review report by the Global Forum Transparency and Exchange of
Information for Tax Purposes (OECD, 2022), it reviewed various aspects of Pakistan’s
counter regime’s efforts under AML/CFT framework. It is observed that the counter
regime framework relies on Anti-Money Laundering Act 2010 (the AMLA 2010) and
various sector based regulations. During the earlier review, absence of supervisory bodies
was realised in sector based designated non-financial businesses and professions
(DNFBPs). Later, effective counter regime efforts were taken by the country in
appointing sector based supervisory authorities in DNFBPs; in particular for accountants
and lawyers. However, the modalities which are required under the Income Tax
Ordinance to provide information on beneficial ownership to Federal Board of Revenue
(FBR) are not yet operationalized. After various peer periodic reviews by FATF; Pakistan
has taken drastic measures in counter regime framework. Already existing supervisory
bodies State Bank of Pakistan (SBP) and Security Exchange Commission of Pakistan
(SECP) are supported by other regulatory bodies like the FBR, the Institute of Chartered
Accountants of Pakistan (ICAP), the Institute of Cost and Management Accountants of
Pakistan (ICMAP), the Supervisory Board for National Savings Schemes and the
Supervisory Board for Pakistan Post. Challenges of Money Laundering and Terrorist Financing Since this is strategic in its operations, it
plans aggressive marketing and hires the expertise of professionalists and executors as a
part of risk mitigation strategies. Complex networks are involved in illegitimate transnational transactions for
making it legitimate through laundering money as earned from proceeds of narcotic
drugs, cybercrime, human trafficking and other organised crimes. Organised crime may
seem to be far distant threat, since it is far from people’s lives. But in real; its social,
economic, moral and financial harms, are caused by illicit narcotic drugs, use of violence
and intimidation, terrorist financing and money laundering. These have serious
irreparable consequences on the whole society. In the non-developed countries, various forms of institutional organised crime
influence state and its people. Institutionalized organised crime involves corrupted
politics steered by the transnational countries. This is also facilitated through the
sophistication by perfidy and most clandestine interference at the transnational level. Interference may end in the coup détente and use of violence and force against innocent
civilians and ushers a reign of terror against the humanity (Coleman, 2001), (Nikolovska
and Sundać, 2001). Institutionalized organised crime is not an open crime (Labović and Nikolovski,
2010). Organised criminal activities, sometime includes activities committed across
borders and involves many other same activities. It is not possible globally to assess Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 23 accurate scope of organised criminal activities due to the conceal nature. The list is broad,
and it changes between regions and always continues to increase. accurate scope of organised criminal activities due to the conceal nature. The list is broad,
and it changes between regions and always continues to increase. Pakistan’s Counter Regime Measures against Money Laundering and Terrorist
Financing Discussion Researcher tries to describe in brief a few of major following criminal activities,
linked with organised crime I Pakistan, before proceeding to nexus of money laundering
and terrorist financing: Threat of corruption is getting serious where controls are non-existing or weak
with less enforcement and implementation. There is close link between corruption and
transnational organised crime. It is more often, successful transnational criminal activities
depend on corruption (Velkova and Georgievski, 2004). The Palermo Convention
demands states to criminalise corruption. UN resolution 55/61 emphasises other
independent conventions for effective international legal instruments against corruption. Corruption was particularly described in tough terms by the Secretary-General in 2003
that corruption was an insidious plague which had a wide range of corrosive effects on
societies. It undermined democracy and the rule of law, which led to violations of human
rights, distortion markets, erosion the quality of life, and allowed organised crime,
terrorism and other threats to human security to flourish (UNODC, 2003). To sustain stability in long term, the most eminent scholars believe that
corruption is one of the channels that contribute organised crime (World Bank, 2000);
(Georgievski and Stanković, 2008). Corruption is considered to be an essential
characteristic of institutional organised crime. To speak about the institutional organised
crime, the abuse of the public authority is common practice. It involves successful
operation of organised crime and it is inevitable component (Fijnaut and Paoli, 2004);
(Labović, 2006). Abusing of legal institutional hierarchy and pretext of implementing a
legitimate policy; are some of common traits in commission of corruption. This causes
social, political and economic consequences; without using of violence and force
(Albanese, 2010), (Zoutendijk, 2010), (Velkova, and Georgievski, 2004); (Van, 2004). Pakistan has general and special laws; later is particular for specific organised act; like,
NAB Act (for anti-corruption) and other special laws. Punitive punishments are also
already extended for individuals and groups involved in commission of corruption. Former Pakistan’s Prime Minister Nawaz Sharif was found guilty of corruption and
convicted of 10 years imprisonment (The Washington Post, 2018). Pakistan is the 140
least corrupt nation out of 180 countries, according to the 2021 Corruption Perceptions
Index reported by Transparency International (CPI, 2021). The Russian invasion of Afghanistan in 1979 confronted Pakistan with manifold
problems, including introduction of arms smuggling, human trafficking, narco-
drug/heroin cultures. These had engulfed the whole country and the nation as hostage to
terrorism. Research Methodology There is no set systematic data and sharing of information at the central level in
the country related to money laundering, terrorist financing and other related organised
crimes. Financial institutions have limited scope of reporting suspicious transactions to
Financial Monitoring Unit-FMU; which is only formal source of reporting suspicious
activities. Since the financial institutions have restrictions to disclose the information
other than legal obligations. Thus, it is very difficult to analyze complete methodologies
involved in organised crimes in Pakistan from qualitative perspective. Such limitations
have been major compelling factors which led the researcher to opt qualitative methods
in the pioneered research work. Secondary information was collected under qualitative 24 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan methodology. Obtained information was collected, collated, analyzed and interpreted
according to various forms of theories. Besides that, during the qualitative review,
researcher’s own experience and exposure contributes greatly in extracting quality
information under various forms. Discussion Prior to invasion, arms and narco culture were unknown to this country and the
nation. The continuous and uninterrupted influx and absence of data of afghan refugees
facilitated drug barons and arms smugglers to export these menaces. This also involved Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 25 Pakistani organised criminal groups to use Pakistan as a route for trafficking of narcotics
from Afghanistan to global markets to meet their demand. Pakistan has 2,430km-long
porous borders with politically disturbed and terrorist-ridden Afghanistan; and provides
ideal passage for trafficking narco-drugs (UNODC, 2008). One of the most preferable crimes by the organised criminal groups is illicit
narco-business, since it attracts extremely profitable business to them. Palermo
Convention has classified drug trafficking as one of the transnational organised criminal
activities. However, the intensity and extent of elements involved in this organised crime
could vary (UNODC, 2007). During 2007, Afghanistan is figured as the largest producer
of the world‘s opium production, i.e. 92%. Bolivia, Colombia, and Peru dominated coca
cultivation for shipment to the world. Developed countries particularly the US and
Europe have major demand of drugs. The cross-border demand of narco-drugs gives rise
to illicit drug trade as transnational organised crime. In this trade, the produced narco-
drugs must reach at its destination where the demand is high, after trafficking through
multiple countries, where its demand is very high with final products (INCB, 2008). These factors are more likely to involve individuals and groups in narco-drug smuggling
and transportation when there is an opportunity of having porous borders with the
country which is producing the highest quantity of opium in the world (UNODC, 2018). After 9/11, the number of terrorist activities has seriously increased with flourishing of
terrorism in the country and the cross border. Involvement of drug money in these
activities cannot be denied. In order to put rigorous restrains; Pakistan promulgated
special law of Control of Narcotics Substance Act with special punishments was
introduced against the perpetrators of narco-drug crime. This was an effort to create
deterrence of punishment in the society for creating self-restraint. Palermo Convention mentions trafficking of person implies onboarding,
transfer, transportation, harbouring by means of threat, giving and receiving of payments
(UNTOC, 2000). After alarming rise of narco trade; this crime has drawn a worldwide
attention. Discussion Global terrorism has witnessed co-relationship of these transnational organised
crimes; and has met condemnation. There is some difference between victims of human
trafficking and smuggled migrants. Usually consent of migrants is involved; while in the
former, there is absence of consent by the trafficked victims. Moreover, migrant
smuggling is always transnational; and trafficking victims may be trafficked through their
own country. The ongoing relationship between human traffickers and their victims is
often based on abuse and exploitation with the motivation of profit making for the
traffickers. This always results in the victimization of smuggled migrants. Human
traffickers may opt same route of trafficking for their operations at transnational level. Thus, people from deprived socio-economic environment of subculture become more
vulnerable to delinquency and deviance in this social and cultural set up. In sub-culture
society, individuals face negative ethnicity, discrimination and morality issues and people
from such societies engage in organised crime. Formation of mafias or cartels by them on
the basis of racism, ethnic or with other common factors, are the outcome of ‘social
disorganization’ for financial gains (UNODC, 2018). According to UNODC report; men, women, and children are trafficked from
Pakistan for the purpose of forced labour and sexual exploitation and using it for transit, Dynamics of money laundering and terrorist financing:
a challenge to Pakistan 26 source and destination country. Forced labour trafficking is probably more widespread
through Pakistan. Presence of organised international smuggling networks, entrenched
poverty, Afghan refugees and porous borders contribute as favorable factors for human
traffickers in Pakistan. Victims are trafficked mostly to the Middle East. Every year in
Pakistan, thousands of Afghan and Pakistani migrants are also smuggled in or out for the
sake of work (UNODC, 2018). Baluchistan is one of the provinces of Pakistan, with its vast contiguous borders
with Iran and Afghanistan, has hosted huge human smuggling and trafficking rackets
since decades. This practice took on an organised form in the 1980s. The migrants are
now largely Afghans and Pakistanis. The route from Quetta to Chaghi,via Naukundi is
very notorious and preferable for the human traffickers and smugglers. According to
local reports, the town of Naukundi has hardly 20,000 population and their source of
livelihood is human trafficking. It is significant to note here, mineral-rich mountains lie
adjacent to Naukundi and it is located in Chaghi which is the largest district of Pakistan. Discussion It 27 Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 27 empowers law enforcement agencies of Pakistan to effectively prosecute the organised
criminal groups (UNODC, 2018). empowers law enforcement agencies of Pakistan to effectively prosecute the organised
criminal groups (UNODC, 2018). The annual illegal arms trade is estimated around $US 1 billion. The increasing
demand of arms and its supply at transnational level is posing a serious threat to curb
national and international terrorism. UN declared a Protocol of arms trafficking. It
encourages, assists and strengthens cooperation among the states. This would help to
restrain, combat and eliminate the illicit production and transportation of firearms, its
arms and ammunition. Organised crime is multifaceted. It involves traditional types of
criminal organizations, transnational criminal networks with flexible structures and quick
mobility, transformation. These may also be controlled from different locations as well. The illicit arms smuggling, and trafficking is intrinsically linked to these criminal
organizations and networks. This is fundamentally considered to be useful in violent
crimes, stirs armed conflicts, and cerates insecurity. Usually, various types of criminality
are intertwined with trafficking of firearms, such as humans, drugs trafficking, and
terrorism. No region in the world is exempted from the use of firearms and serious
security challenges. To support states in establishing effective criminal justice system and
countering challenges posed by organised criminal networks and organizations
specifically related to trafficking in firearms and its parts; UNODC Global Firearms
Programme was introduced (UNODC, 2018). Pakistan is also facing this menace. Defense expert Brigadier (R) Mahmood
Shah in his interview mentioned that neighbouring Afghanistan is the main supply
passage of illegal weapons into Pakistan. Khyber Pakhtunkhwa (K-P) and Baluchistan
have porous borders with Afghanistan. Anti-tank shells, grenades, anti-aircraft guns and
Rockets are smuggled from across the border. These are mostly Russian-made and copies
of which are also built in central Asian states. According to senior police officials,
roughly 20 million illegal arms in Pakistan are estimated. These include prohibited
firepower which is frequently used by criminals and terrorists during their nefarious
designs (The Express Tribune, 2012). According to one estimate, the generation old illicit arms trade boomed in the
early 1980s in Pakistan. The warlords in Afghanistan particularly and adjacent Pakistan
borders generally started buying illegal weapons during ongoing war against Soviet-
union. Discussion Gold and copper mines, namely Reko Diq and Saindak are situated in the same vicinity. There are no employment opportunities for the locals despite presence of the multi-
million dollar proceeds. Thus, they are left with no option to involve in human smuggling
and trafficking (Butt and Notezai, 2018). In absence of government amenities,
development of isolated lower-class culture is natural. It lacks conventional social
opportunities and racial/ethnic discrimination is common. Therefore, this sub-culture
causes increase of deviant youth with justifications against the social norms. This also
holds the symptoms of crime tendency, deviance and earning of money through illicit
means. The situation is further aggravated when educated youth belonging to lower-class
and passed through various deprivations to get an opportunity of white-collar job. Such
circumstances mostly cause of nourishing culture of committing organised crime, like
human trafficking and smuggling, money laundering, fraud and other unlawful organised
activities. According to one estimate, every year, between 30, 000 to 40,000, Pakistanis
illegally attempt to opt route to Europe through Turkey, Russia, and the Middle Eastern
countries from Balochistan and by air. Human smuggling does not involve the element of
force, and it is always trans-national. An individual has consent with a smuggler to get
facilitations for illegal entry into a foreign country. It is not always economic restrains
that the dream chasers opt illegal passages to cross border European countries. There are
many factors which contribute in increasing trend of migration from Pakistan. Financial
restrains or religio-ethnic violence also cause of impetus for dream chasers to incur grave
risks with the hope of finding greener pastures in foreign lands as perpetrated against the
Shia-Hazaras community in Balochistan, which proved to be pushing factor to them. The
current civil war in Syria also swayed both Shia and Sunni militants to opt migration
from Pakistan. According to local reporters, when Bashar al-Assad started losing control
in the civil war in 2013, Shia-Hazaras from Baluchistan were also smuggled into Iran to
fight alongside the Syrian army. When Iran raised 15-ft high wall along its border with
Afghanistan’s Nimruz province, Afghans also got smuggled out from Afghanistan via
Baluchistan. New special acts of "The Prevention of Trafficking in Persons Act, 2018"
and "The Prevention of Smuggling of Migrants Acts, 2018" are passed in Pakistan. These
laws give guaranty to the victims of human trafficking and smuggled migrants. Discussion Further, existing porous borders contributed a lot in proliferation of this organised
crime. Darra Adamkhel, the town is not far from the Afghan border, was a hub of
criminal activity for decades. This area comes under semi-autonomous tribal areas
joining porous borders with Afghanistan where ethnic Pashtuns live. Later, the town
came under the direct influence of the Pakistani Taliban. Now the town is cleaned after
Pak army operation (Dawn, 2016). Thus, to the researcher, in continuity to above discussed organise crimes in
Pakistan; money laundering cannot be studied in isolation. Since it involves predicate
offence and linkage of organised crimes with money laundering is natural. Particularly
the terrible rise of terrorism in Pakistan and terrorist activities in the region in general,
demands to review the collected information on these dynamics of organised crime which 28 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan is requirement of the time. Another critical aspect of these crimes cannot be ignored that
these are transnational in nature. is requirement of the time. Another critical aspect of these crimes cannot be ignored that
these are transnational in nature. Overlapping of criminal activities among the organised criminal groups has
prospered. This change happened during post-cold war era, when earlier the terrorism
was state sponsored. After cold war, those terrorist elements formed groups and found
alternative sources through organised crimes. This culmination was witnessed after
happening of 9/11, which was lethal combination of money laundering and terrorist
financing. 9/11 terrorism drew special attention of the international regime. The General
Assembly resolution 55/25 of 15 November 2000, that adopted the Palermo Convention,
“...with deep concern” a growing nexus of transnational organised crime and terrorist
groups (UNODC, 2000). Like organised crime, terrorism has also been difficult to define in concrete
terms which could be acceptable to all. When we concentrate elements of criminal
organised group, we find that these are non-ideological. Criminal organizations find it
feasible to jeopardize smooth functioning of the contemporary governments. This may
lead them to support corruption, kidnapping or violence (Finckenauer and Albanese,
2005). This perpetration is witnessed amongst drug trafficking cartels where use of
intimidation, force and extortion against prosecutors, judges, public representatives and
law enforcement officials. The object of these actions has been to disrupt and divert
attention of legitimate government from drug enforcement. These criminal activities,
during the 1980s, led to emergence of the term narco-terrorism (Mylonakia, 2002). Discussion Terrorism and organised crime are interrelated, and it is very difficult to
distinguish both on their characteristics basis. Infact organised criminal networks prefer
use of force to achieve their designs and also support other terrorist groups. This is the
reason, why terrorist networks are always tended to work with organised criminal
networks (Mylonakia, 2002). Despite this blur characteristics, and perhaps
complementary activities; the motivating factor is the major comparative feature. For
organised criminal groups, motivation emanates from profit, while terrorist groups get
primary motivation from a particular so-called ideology or struggle. Due to fundamental
difference in motivation, strategies to combat terrorism and transnational organised crime
also vary substantially. For instance, a strategy to combat trafficking offences needs to
consider those factors which give rise to demand for trafficking like drugs, arms and
others. That is why, terrorism is not made part of definition of ‘organised crime’ during
the Palermo Convention. Infact, there are many specific conventions and resolutions
which directly and solely aim at terrorism. Criminologists consider deprivation as a major cause of social movements and
deviance, which in extreme situations ends in riots, terrorism, civil disobedience and
crime. It can be cited here, various political or religious organizations in Pakistan which
exploit such deprivations in the name of ethnicity or religious feelings that the
contemporary feelings of deprivation are the outcome of injustice and exploitation. These
cheeky slogan mongering provide them an opportunity to justify their civil disobedience,
terrorist activities and other unlawful activities against the existing socio-poetical and
economic system. These politico or ethno or religio-based parties found their place where Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 29 the societies or communities are living, where social norms or values are in conflict with
the norms or values of haves. the societies or communities are living, where social norms or values are in conflict with
the norms or values of haves. the societies or communities are living, where social norms or values are in conflict with
the norms or values of haves. The study deduce that terrorism in Pakistan, when the researcher studies
contemporary norms of Pakistani society, it is more prone to achieve ‘goals’ of
accumulating wealth. Discussion Since there is more depression in the economy, more tendencies
towards achieving it increases. Here the passage becomes narrower; when majority
involves in achieving it; while resources are less. This leads to deviance behavior,
particularly at the lower middle class. This rises to criminal behavior and traits of
corruption, extortion and fraudulent means become daily norm. A novel anomic situation
appears in Pakistan, where politicians, bureaucrats, and others from elite class of ‘haves’
become more active to achieve ‘goals ’of accumulating wealth at the cost of deprived. This has resulted in expansion of increasing gap between haves and have-nots. Their
means of tax evasion, laundering of money, corruption and frauds have become talk of
the day in Pakistan. It also triggers a race of having more and more financial security to
the illicit funds. An unannounced conflict of haves and have-nots exists. Thus,
commission of organised crimes, like frauds, corruption, smuggling and other organised
crimes find supportive environment. These favorable factors lead to laundering of funds
and existing fragile enforcement region further provides opportunity to offenders to
extract maximum from the system to meet their criminal designs. Since money laundering is the predicate offence and it is naturally linked to
other organised crimes. The latest scenario of the country depicts an increase in
overlapping of organised criminal activities among the criminal groups. This also applies
in organised narco-drug and terrorist networks in Pakistan, where narco-money crosses
borders of Afghanistan and inside Pakistan for the import of terrorist activities in the
country. These criminal activities are transnational in nature. In such scenario, the
criminal cartels need to transfer illicit funds from one country to another by various
means, whether it involves financial institutions through money laundering and informal
channels of Hawala. Raufer defines financing of terrorism in these words, “financing of terrorism can
be divided into two general types: financing from above, in which large scale financial
support is aggregated centrally by states, companies, charities or permissive financial
institutions; and financing from below, in which terrorists fund raising is small-scale and
dispersed, from example based on self-financing by the terrorists themselves using
employment or welfare payments” (Raufer, 2006). To the researcher, this same
combination of money laundering and terrorist financing is also currently experienced by
Pakistan which is the foremost threat to the security now. Discussion Various terrorist groups are
involved with direct and indirect support of cross border financial channels through
money laundering in the country. Tahrik-e-Taliban Pakistan (TTP) is one of the
examples. These two organised crimes are different in nature and involve different modus
operandi when various techniques are analysed. Different measures and controls are set
for countering against laundering money and financing terrorism, all businesses consider
these two simultaneously for meeting their end. There are no set principles which could
operationally distinguish these two. The basic difference between them is the origin of
the funds. Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Dynamics of money laundering and terrorist financing:
a challenge to Pakistan 30 Terrorist Financing does not always involve ill-gotten funds. These funds could
be from legitimate sources but always will be used for illegal objects. But money
laundering always involves illicit funds earned through criminal proceeds. These funds
could be used for legal purposes, but its source of funds is illegal. Thus, its main object is
to disguise its origin from the trail of record. So, in the case of financing of terrorism, it
is very difficult to prove legal funds to be used or used for financing of terrorism. In this
case, the predicate offence is necessary to prove initially before proving laundering of
money. Thus, controls and measures against financing of terrorism would be possible
when evidence of predicate offences is available and collected. In the case of available legitimate funds for terrorist financing, there is no need
to launder it. But problem arises to hide the purpose of legal funds involved for financing
of terrorism and its linkage with terrorists. To disguise this linkage, the terrorists perform
the same techniques like cash smuggling, involving of remittances, layering and
integration of legitimate and illegitimate funds. The use of informal banking channels
like Hawala or Hundi which have been favorite for the terrorists since it does not require
identity and non-availability of trail record for the investigators. USA State Department
stated in its report that after 9/11, the active presence of Al Qaida and other terrorist
groups, cash-based economy and porous borders with Afghanistan encourages the use of
informal financial networks, like Hawala (INL, 2010). Discussion To the researcher; in the presence
of cash-based economy and informal banking channels like Hundi/Hawala in Pakistan;
the serious vulnerability of money laundering and terrorist financing exists. To make their networking more effective, some terrorist groups or organizations
adopt complicit charities and entrepreneurs. These networks are so organized and form
justifications to their terrorist activities. The terrorist groups also influence public opinion
through mass media and propagandize their acts of violence based on some ideology
which could sway masses. Kohlmann describes in his work, “Groups that use terrorism as
a primary means to pursue their objectives can also utilise affiliated charities as a source
of financing that may be diverted to fund terrorist attacks and terrorist recruitment by
providing a veil of legitimacy over an organization based on terrorism” (Kohlmann,
2006). In actual, collected charity funds may be susceptible to financing of terrorism. Mostly, these funds are collected in cash, which is also the highest risk factor. It is very
difficult to find the trail record of originators of the cash deposits and their source of
funds. The situation further aggravates when these organizations are globally based, and
funds are deposited through different instruments in their accounts maintained in various
jurisdictions. So, these pouring of funds may lead to placement and layering of
transactions activities by these charity or non-profit organizations. Weak regulatory
measures also create encouraging environment for these entities to meet their malafide
objective of financing terrorism. To have checks over charity or non-profit organizations; there is need of taking
stringent regulatory measures related to the maintaining and operation of accounts. Organizations should maintain transparency in collection of funds and its usage. Internal
and external independent audit should be conducted which would confirm the proper Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 31 utilization of donations. Entities should be compelled to maintain their formal accounts
and carry out transactions through these formal channels, so that their transaction
activities could be brought in the ambit of regulatory measures. During the past decade, the world at large has witnessed rising menace of
laundering of money; forcing most governments to initiate a process of containing this
commission and curbing financing of terrorism alongside. However, emerging poorly
regulated markets remain vulnerable to money launderers. Discussion This is largely due to strict
action being taken by developed countries to check this activity and forcing money
launderers to switch their activities to emerging weak regulated markets. Money
laundering is a threat to the world’s major financial institutions and offshore financial
centers. Every country is integrated into the international banks system and at risk since
trading activities between nations, and the banking transactions relating to them, have
integrated all financial networks. With the emergence of open market economies, money
launderers find it an opportunity as a lucrative target. Strategy of Pakistan has regional and international impact, since Pakistan is
strategically located in the Asia region. That is why, the USA State Department stated in
its report that Pakistan is strategically important for being priority region in counterfeiting
terrorist financing. Since the active presence of Al Qaida and other terrorist groups,
porous borders with Afghanistan, and economy is cash based which involves informal
financial networks, like as Hawala. Thus, all countries in the region require beefing up
efforts against laundering money and financing of terrorism at the local, regional and
international level (INL, 2010). Counter strategy in fighting against money laundering and terrorist financing in
Pakistan relies on the measures of cooperation by the financial and non-financial
institutions with enforcement and regulatory agencies and authorities. It demands curbing
of actual and perceived threats of money laundering and terrorist financing. Pakistan has
showed its international commitment to the global stakeholders for adopting best
preventive measures against curbing money laundering and terrorist financing (Malik,
2003). Once Ishrat Hussain, the then Governor State Bank of Pakistan in 2003 stated
that keeping in view the contemporary systems and measures to curb laundering money
and financing of terrorism; Pakistan needs to formulate multi prong strategy. This
demands various strategies. Promulgation of laws, assignment of related tasks to different
institutions, beef up regulatory and supervisory competence, enforcement network,
training and expertise, compliance and implementation of international standards,
technical support and abiding the UN resolutions (Ishrat, 2005). Pakistan is an active and effective signatory of Asia pacific regional group of on
anti-money laundering regime. Pakistan, as a part of its strategy, measures to curb and
has adopted cooperative policy towards FATF objectives and adopted various legal and
administrative deter money laundering. Laws & regulations are enforced by the
government of Pakistan and involved other controlling authorities for getting maximum
results. Discussion A number of strict counter measures form part of its strategy. Pakistan was 32 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan officially placed on a terrorism financing watchdog’s ‘grey list’ by the Financial Action
Task Force (FATF) in June 2018 after its plenary meeting (Iqbal, 2018). This is an
international regime’s effort to counter the country's financial support to militant groups
(Khaleej Time, 2018). In the country, coordination among the law enforcement agencies takes place,
when the high-profile cases are involved. The provisions of mutual legal assistance are
also included in AML ACT and CNSA; which involve: a) exercising coercive measures to facilitate foreign investigations. b) freezing and confiscating of assets in connection with foreign legal evidence b) freezing and confiscating of assets in connection with foreign legal evidence. Under the NAO 1999, laundering of money is not an offence, unless it is
sufficient suspicion that the act is committed for disguising proceeds earned through Global Journal for Management and Administrative Sciences
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Volume 3, Issue 1, Page 27-40, June 30, 2022 33 corrupt practices in violation of laws. The action is taken on the “Principle of
Reciprocity” (Gazette of Pakistan, 2010). corrupt practices in violation of laws. The action is taken on the “Principle of
Reciprocity” (Gazette of Pakistan, 2010). Section 65 of the CNSA allows the federal government may enter into
agreement for asset sharing with the foreign government. Under S. 56, Pakistan may
approach to the other foreign state with request for assistance related to the narcotics
offence. In the same way, Pakistan can also provide assistance to the requesting state. Since money laundering is criminalised under the S. 12 of CNSA; which requires mutual
legal assistance-MLA related to laundering the proceeds of narcotics crime. So, the
predicate offence should be there, and the offence is criminalised under the CNSA. Request of the foreign country could be declined if it is found against the security,
sovereignty, or national interest of Pakistan. The authorities can freeze or forfeit assets of
a person who has committed offence in Pakistan and holding such assets in foreign
country. This rule is also applicable vice versa. By summing up; under the CNSA;
Pakistan can carry out searches, provide records, transfer detained person, freeze or
forfeit assets, even in the absence of relationships with the requesting state. But this is
done under the requirement of double criminality (Gazette of Pakistan, 1997). The country’s regulatory bodies have authority of coordination and cooperation
with other foreign supervisory or regulatory authorities. This may involve information
sharing, as per legal requirements. International cooperation also involves regulator’s
active membership of various international organizations and also signs MoUs with other
foreign countries. However, information is shared with international counter parts on an
ongoing basis. The purpose of MoUs is to bring improvement for cooperation in
supervisory functions, laundering money and financing terrorism measures and other
related. Information is shared with counterparts under the obligation of signed
Memorandum of Understanding (MoU) that released information will not be shared with
third parties without concurrence of the requested authority. Confidentiality to the sharing
of information must be maintained. b) freezing and confiscating of assets in connection with foreign legal evidence. Under S.26 of the AML ACT, Pakistan can provide assistance in investigation
of laundering of money to foreign countries. This involves sharing of information,
transferring of assets related to the offence committed. Under S.27, the requesting state
makes request through the letter of request. This request is channeled through the
Ministry of Foreign Affairs. Requests can be entertained so long as these are not in
violation of security, sovereignty or national interests of the country. Under S.30 (2) of
AML ACT, the Federal Government can forward the letter of request by the other state,
asking for freezing and confiscation. This letter can be forwarded to NAB, FIA or ANF. It may include freezing or forfeituring of assets generated directly or otherwise from
proceeds of committed crime (Gazette of Pakistan, 2010). Pakistan in compliance to UN Resolutions has taken steps of freezing terrorist
assets under UNSCR 1267 and 1373. Regulator can also send circulars to financial
institutions holding the list of wanted persons and entities which are part of the UN 1267
Sanctions Committee’s list. Under the AML ACT, Pakistan can provide assistance in freezing or forfeiting
of proceeds of money laundering transactions. But its scope is limited to this offence and
cannot assist, if proceeds do not involve money laundering transactions. Section 26 of
AML Act also authorizes the federal government to come into agreement with foreign
government for assets sharing. It requires a letter of provision of information from court
of law of a contracting State. Under the section 30 of AML ACT, request is received
from contracting State for forfeiture of assets in Pakistan which is directly or otherwise
derived by a person after commission of offence under AML Act. The federal
government receives such request and may send the request “as it thinks fit” to
“investigation agency” which could be FIA, ANF or NAB according to AML ACT. Under S.28 of AML ACT, FIA, ANF or NAB execute request which is not in violation of
Law of Pakistan and prejudicial to the national interest, security and sovereignty of the
country. These steps may involve intelligence, investigation of tracing assets, accounts in
the banks and documents to testify. These broader powers are exercised by FIA and ANF
(Gazette of Pakistan, 2010). b) freezing and confiscating of assets in connection with foreign legal evidence. But confidentiality should not prevent it from
disclosing necessary information to the law enforcement agencies and other related
authorities. It is also agreed that the information shared with other counterparts should be
exclusively used for lawful supervisory purposes. Pakistan could not extradite cases related to financing of terrorism offences
before October 2008. In October 2008, the Offence of “financing for terrorism” was
made part of the extraditable offence list as given in Schedule of the Extradition Act. The
offences, which are part of the Schedule, will be considered related to aiding, abetting,
counselling, procuring, attempting or conspiring. The second part considers dual
criminality (Gazette of Pakistan, 1972). Laundering of money was also made part of the
Schedule of the Extradition Act in March 2009. On the other hand, the S. 66 of CNSA
considers offences which come under the Chapter II of CNSA 2007 are “extraditable
offences”. However, CNSA encompasses narcotics related offences and its laundering of
proceeds under S. 12. Law enforcement authorities share information with other
counterparts in the foreign countries according to their standard operating procedures. This is relies upon “Principle of Reciprocity” related to mutual legal assistance among
them (Gazette of Pakistan, 1997). 34 Dynamics of money laundering and terrorist financing:
a challenge to Pakistan Money Laundering (ML) and Terrorism Financing (TF) are criminalised by
Pakistan. The law enforcement agencies find it difficult to collect evidence in ML for
getting conviction in the predicate offence, which is prerequisite. However, the range of
predicate offences in contemporary laws of Pakistan is limited. There is no one formal platform, where various agencies meet together and
chalk out strategy. However, interagency coordination (provincial police, FIA, IB, and
ISI) is limited in scope by involving only combating terrorism issues in Pakistan. It does
not involve financing of terrorism issues, FMU and other stakeholders. The term
‘investigating agency’ in AML Act is limited to NAB, ANF, and the FIA under S. 2 (k). Thus, the investigation of information received through financial institutions is very
limited to only some federal enforcement agencies. It does not consider provincially
controlled police department, customs or the tax authority. Since NGOs have proved to be a serious channel of layering in laundering of
money. There is need of coordination among Social Welfare Ministry and FMU for
information sharing. SECP and FBR can play critical role in this regard. b) freezing and confiscating of assets in connection with foreign legal evidence. However,
Ministry Social Welfare shares information on financing of terrorism issues with
Ministry of Interior. Involvement of Police at the provincial level and multi federal
agencies in curbing ML, CFT and predicate offences has resulted in fragmentation and
complexity of work (UNODC, 2018). Due to complexities of international financial system, criminal networks are
taking full advantage of it. It is now mandatory part of investigation to trace overseas
proceeds which involve multiple jurisdictions and bank accounts, if any investigation is
initiated holding organised criminal activities. This is slow shift of law enforcement
agencies from individual criminals to criminal networks related to financial gains. This
involves enforcement operations with support of legislation providing forfeiture of
proceeds from criminal activities. It is also combined with prosecutorial and other
instruments in fight against organised transnational crime. These instruments should also
be further improved with witness protection schemes, electronic monitoring,
computerised information systems, funding for forensic expertise, international
agreements, asset-management/asset-sharing mechanisms, and financial and business co-
operation. The acceptability of many of these methods, such as electronic surveillance,
should be bound by strict observance of legal requirements under the principles of
criminal procedure. Conclusion Pakistan has not been able to cope up with the global anti money laundering and
terrorist financing regime’s requirements. It requires reviewing of factors which compel
Pakistan from following global requirements in letter and spirit. So that anti organised
crime regime in Pakistan with particular reference to countering money laundering and
terrorist financing could firm its footing against these serious rising challenges in the
country. To the researcher, the tacit acceptance of corruption in the society is another
rising organised criminal trend in the country, which needs more attention by the counter
regime in Pakistan. Despite experiencing limitations, the researcher believes this work in Global Journal for Management and Administrative Sciences
ISSN (Print): 2788-4821 ISSN (Online): 2788-483X
Volume 3, Issue 1, Page 27-40, June 30, 2022 35 hand would contribute a lot in scratching the surface of criminological aspects of
laundering money and financing of terrorism along with organised crimes in the country. If timely action is not taken; it would facilitate money launderers and terrorist financers
to be more organised at larger scale in the country. This would also distort social and
moral values and pave the way for waning respect of rule of law as whole. Thus, Pakistan
has also to cope up with the global anti-money laundering and terrorist financing
regime’s requirements. Recommendations During the qualitative study, weak anti-money laundering and terrorist financing
regime’s measures found. In psycho-social terms, human deviance in the form of rising
corruption also contributes to deteriorating regime’s performance in the country. Money laundering and terrorist financing have serious socio-politico and
economic consequences. Weak money laundering regime is the main cause of fragile
financial system and reputational risk. This is not limited to country but has broader
impacts on global economy. Strong anti-money laundering and terrorist financing regime
is need of hour which is responsible for integral working of financial institutions with
lower reputational risks. It is found that offender is motivated by various gains after laundering illicit
generated proceeds through various layering tactics of concealment. So that, it should
look legal in the country and may contribute to financing terrorism through legal means
with malafide designs. Another aggravating factor, which motivates criminals in
commission of crime, is non-impressive enforcement or operations, lacunae in
investigations, weak prosecution, and inherited mapping loopholes in the legal system for
countering laundering money and financing of terrorism. Since in each country; the
structures, techniques, methods and participants used in combating organised crime are in
some cases radically different. The key element in regulating their interaction at the
national and international level is co-operation among law enforcement agencies in
investigating, apprehending, and prosecuting international criminals. It is important to
establish lines of co-operation and communication and shared understanding of common
goals throughout the world. Effective help in tracing organised criminal networks is
provided by investigative co-operation between law enforcement agencies and special
units because this permits exchange of information so essential to neutralize the activities
and movements of criminal networks. Pakistan still has to do more in meeting international standards of AML and
CFT, especially synchronizing local laws and provisions with FATF Recommendations. This is expected in particular to FATAF’s decision in June 2018 by placing Pakistan in
‘grey list’. Now, there is compelling need to take stringent reforms through organised
crime legislation in line with international measures. The country needs non-traditional
anti-organised crime measures. This requires a community-based engagement in
countering money laundering and terrorist financing. This involves creating awareness
among youth against criminal commission by organised criminal networks in the society. Recommendations Thus, through legal assurances, the private sector of the country should be engaged to Dynamics of money laundering and terrorist financing:
a challenge to Pakistan 36 minimize opportunities for organised criminal groups to limit their available channels for
laundering ill-gotten funds. The organised crimes, particularly money laundering and
terrorist financing are penetrating in social fabrics and demanding legislative bodies to
promulgate stricter legislative measures with stringent law enforcement. The Protection
of Pakistan Bill 2014 adopted by the legislature of Pakistan was one of the precedents of
making efforts to counter extra ordinary challenges in the extra ordinary terrorist
activities in the country. The bill bestows more authority to enforcement agencies against
the arrests, investigation and collection of evidence. The use of force against the crushing
of terrorists’ networks in border areas is also welcome action by Pakistan army. It
declared formal operation namely ‘Zarb-e-Azab’ and “Radd-ul-Fasaad” against terrorists
and their sanctuaries inside Pakistan and near border region. Such type of combat action
is also recommended, when anti-money laundering steps are taken in the country on war
footing. Thus, under this research, there is need to assess the actual participation of
organised crime groups in the criminal markets of Pakistan. It demands to analyze and
throw more light on the modus operandi of organised criminal groups. This may
specifically require multiple empirical methodologies. This would lead to know, how
organised criminal groups launder their ill-gotten money and systematically infiltrate in
available legitimate channels. Earlier this aspect was taken up by the various researchers
from law enforcement point of view. An innovative approach is needed to specify that
how criminal organizations infiltrate their illegal proceeds, and the drivers play critical
role in the decision-making of criminal networks. In this respect, major attention is
needed to develop a knowledge base. This would lead to case studies, formation of
database of reported cases where the legitimate businesses and companies are infiltrated
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Dynamics of money laundering and terrorist financing:
a challenge to Pakistan
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Arguin et al.
Visual oscillations
Oscillatory visual mechanisms revealed
by random temporal sampling
Martin Arguin*1, Roxanne Ferrandez2 & Justine Massé2
1- Centre interdisciplinaire de recherche sur le cerveau et l’apprentissage
(CIRCA), Département de psychologie, Université de Montréal
and
Centre de recherche, Institut Universitaire de Gériatrie de Montréal
2- Département de psychologie, Université de Montréal
*Address correspondence to:
Martin Arguin (ORCID ID: 0000-0002-1036-2932)
Département de psychologie
Université de Montréal
C.P. 6128, Succ. Centre-ville
Montréal, Qc
H3C 3J7, Canada
email : martin.arguin@umontreal.ca
Classification: Biological sciences – Psychological and Cognitive Sciences Arguin et al. Arguin et al. Visual oscillations Visual oscillations Research Article Keywords: Vision, visual recognition, neural oscillations, visual processing
Posted Date: March 1st, 2021
DOI: https://doi.org/10.21203/rs.3.rs-244360/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Oscillatory visual mechanisms revealed
by random temporal sampling
Martin Arguin*1, Roxanne Ferrandez2 & Justine Massé2 1
y
by random temporal sampling
Martin Arguin*1, Roxanne Ferrandez2 & Justine Massé2
1- Centre interdisciplinaire de recherche sur le cerveau et l’apprentissage
(CIRCA), Département de psychologie, Université de Montréal
and
Centre de recherche, Institut Universitaire de Gériatrie de Montréal
2- Département de psychologie, Université de Montréal
*Address correspondence to:
Martin Arguin (ORCID ID: 0000-0002-1036-2932)
Département de psychologie
Université de Montréal
C.P. 6128, Succ. Centre-ville
Montréal, Qc
H3C 3J7, Canada
email : martin.arguin@umontreal.ca
Classification: Biological sciences – Psychological and Cognitive Sciences
Keywords : Vision, visual recognition, neural oscillations, visual processing 1 1 Visual oscillations Arguin et al. Arguin et al. ABSTRACT It is increasingly apparent that functionally significant neural
activity is oscillatory in nature. Demonstrating the implications of this
mode of operation for perceptual/cognitive function remains somewhat
elusive. This report describes the technique of random temporal
sampling for the investigation of visual oscillatory mechanisms. The
technique is applied in visual recognition experiments using different
stimulus classes (words, familiar objects, novel objects, and faces). Classification images reveal variations of perceptual effectiveness
according to the temporal features of stimulus visibility. These
classification images are also decomposed into their power and phase
spectra. Stimulus classes lead to distinct outcomes and the power
spectra of classification images are highly generalizable across
individuals. Moreover, stimulus class can be reliably decoded from the
power spectrum of individual classification images. These findings and
other aspects of the results validate random temporal sampling as a
promising new method to study oscillatory visual mechanisms. 2 2 Visual oscillations Arguin et al. Arguin et al. Visual oscillations experiments described below also reveal crucial features of the oscillatory
mechanisms involved. Some of these features are largely shared among
observers and are diagnostic of the stimulus class or specific task
participants perform. Adult neurologically intact human observers carried out visual recognition
tasks using words, familiar or novel objects, or faces. Throughout their
exposure duration (200 ms), the stimuli were sampled by a manipulation of
target visiblity (controlled by signal-to-noise ratio), which oscillated
according to a random function. Classification images [13] of visual
processing efficiency were then constructed as a function of different coding
formats for the temporal features of stimulus visibility. Processing efficiency
refers to the capacity of participants to use the stimulus information
available to perform their task correctly. INTRODUCTION There is growing evidence suggesting that functionally relevant neural
communication takes the form of periodic synchronized firing by groups of
neurons [1-4]. At a macroscopic level, this takes the form of oscillatory
activity which can be recorded in humans by electroencephalography (EEG)
or magnetoencephalography (MEG; [5]). If brain oscillations underlie faculties such as perception and cognition,
this should be manifest in behavior. For instance, perceptual effectiveness
should oscillate rapidly through time, in contrast to subjective experience
which rather suggests a stable capacity. Empirical evidence in support of
perceptual oscillations has been reported based on the periodicity of
performance measures in humans carrying out various perceptual tasks [6-
10]. The capacity of this approach to characterize putative oscillatory
perceptual mechanisms remains limited, however, and a source for more
potent evidence is clearly desirable. Initially proposed by [11; see also 12], we have enhanced the test and
analysis procedures for the technique of random temporal sampling to make
it a powerful tool to investigate oscillatory visual mechanisms. In addition to
demonstrating temporal inhomogeneity in processing effectiveness, the 3 3 Arguin et al. RESULTS The classification images (Fig. 1) show the evolution of processing
efficiency according to the temporal features analysed. All differences in
processing efficiency illustrated are significant (2-way Pixel test, α = .05;
[14]). 4 Visual oscillations Visual oscillations Insert Fig. 2 near here. Visual oscillations Visual oscillations Arguin et al. Arguin et al. Arguin et al. Insert Fig. 1 near here. Insert Fig. 1 near here. In the temporal domain, the variation of processing efficiency is
markedly different according to stimulus class (Fig. 1a-d). Processing efficiency was also analysed according to a time-frequency
representation of the variations of stimulus visibility through time (Fig. 1e-
h). Efficiency oscillates through time and the pattern of these changes is
affected by sampling frequency, i.e. the temporal variations of target
visibility. These sampling frequency x time patterns are unique for each
stimulus class. Classification images of static frequencies of stimulus oscillation based on
the Fourier descriptors of the temporal profiles of stimulus sampling were
also calculated. None of these classification images showed any significant
effect; i.e. they were all perfectly uniform. The consistency of classification images across participants carrying out
the same task served to assess their generalizability. This was used to index
the degree to which the mechanisms captured by the classification images
are fundamental, or essential, for the visual system. Between-subject 5 Arguin et al. Arguin et al. individual classification images to stimulus class with a leave-one out
validation procedure. Out of four possibilities, stimulus class was predicted
with 75% accuracy from the power spectra of the time domain classification
images and with 52% accuracy using the power spectra of the time-
frequency classification images. These classification rates are well above
chance (time domain: χ2 (9) = 70.0; p < .001; time-frequency domain:
χ2(9) = 31.0; p < .001). Arguin et al. consistency for each stimulus class was measured by the average of all
possible pairwise correlations between the classification images of individual
participants. The mean across stimulus classes is very low for both time
(mean r = .17) and time-frequency (mean r = .08) classification images. Classification images however, contain generalizable information which
may be revealed when properly extracted. Fourier analyses were carried out
on individual time domain classification images as well as separately for each
stimulus sampling frequency of individual time-frequency classification
images. They were thus decomposed into their power and phase spectra,
which were then submitted to an assessment of between-subject
consistency. Consistency was very low for the phase spectra (mean r = .18
across stimulus classes for the time domain; .03 for the time-frequency
domain). In contrast, the power spectra (Fig. 2) were remarkably consistent
(mean r across stimulus classes = .74 for the time domain; .80 for the time-
frequency domain). The power spectra of individual classification images also comprise
signature properties that are diagnostic of stimulus class. This was
determined with support vector machines (SVMs; [15]) trained to map 6 DISCUSSION Four visual recognition experiments using the technique of random
temporal sampling were carried out in normal adult observers with different
stimulus classes. The classification images constructed from the relation
between response accuracy and temporal features of stimulus sampling
demonstrate that visual processing efficiency varies markedly throughout
stimulus exposure in conjunction with stimulus oscillation frequencies. The classification images as well as the capacity of their power spectra to
discriminate reliably between stimulus classes indicate that the oscillatory
mechanisms revealed are different or are engaged differently across
experiments. This is congruent with the existence of specialized cortical
mechanisms for visual word, object, and face recognition [16]. In turn, since 7 Arguin et al. Arguin et al. Visual oscillations functional specialization for stimulus classes only emerges at relatively high-
levels in the cortical hierarchy, this suggests that random temporal sampling
may tap neural mechanisms that are several synapses away from receptors. The results also indicate that temporal and time-frequency classification
images are highly variable across individuals. A decomposition of these
classification images into their power and phase components however, yields
a more substantial picture. It demonstrates highly consistent power spectra
among participants tested with the same stimulus class and shows that
between-subject classification image variability largely rests on their phase
spectra. This finding indicates that observers engage to the same degree a
number of oscillatory mechanisms which are necessary to perform a given
task. However, the temporal relation between these oscillations and stimulus
events is what varies substantially across observers. It is the latter which
appears to be responsible for the poor between-subject consistency of raw
classification images. Across all tasks, the oscillation frequencies that seem the most engaged
range from 5 Hz to about 25 Hz, as can be seen from the frequencies that
carry the most power in Fig. 2. However, the particular pattern of power per
frequency is rather unique for each task, except perhaps for the two object
recognition tasks (familiar and novel), which demonstrate highly similar 8 Visual oscillations Visual oscillations A noteworthy finding from the present study is that classification images
of processing effectiveness as a function of the static temporal frequencies
present in the sampling functions revealed no significant effect. This finding
demonstrates the incapacity of static temporal frequencies of stimulus
visibility oscillations to modulate visual recognition performance. This
contrasts with the time-frequency classification images (Fig. 1e-h), which
show the large impact of transient stimulus oscillations. These observations
appear relevant to the issue of whether the neural oscillations that may be
captured in humans by EEG/MEG reflect sustained or transient-burst events
[20]. The incapacity of static frequencies to account for processing
effectiveness is predicted by the transient-burst theory whereas it is
incompatible with sustained oscillations of stable amplitude. Arguin et al. patterns. From these power spectra of classification images, it was possible
to determine the stimulus class they originate from with significant accuracy. This observation strongly reinforces the idea that random temporal sampling
taps fundamental visual mechanisms that are largely shared among
neurologically intact adults. What appears critical for the ability of random temporal sampling to
deliver relevant observations is for perceptual mechanisms to synchronize
precisely with stimulus events. Indeed, without synchrony, the timing
relations between the state of the visual system and stimulus events would
be random. This would prevent classification images, which are based on
large collections of trials, from showing variations of processing efficiency
according to the timing of stimulus events since this relation would be
entirely blurred. To prevent such problems, great care was taken in
designing the experiments to present preparatory signals that would permit
participants to precisely anticipate the moment of target onset and to
maximize their level of alertness at that instant [17, 18]. Also, the features
of the auditory tone preceding this event were selected based on a prior
demonstration of their capacity to reset neural oscillations in the visual
system [19]. Future studies will be required to assess the actual value of
these preparatory signals. 9 9 Arguin et al. Participants All 44 participants, 29 women and 15 men, were French speaking
neurologically intact undergraduate students at Université de Montréal aged
between 19 and 35 years old. All add normal or corrected vision. Eight
participants took part in the word recognition experiment, whereas distinct
groups of 12 participants took part in each of the others, which were
conducted later. The recruitment of participants was initiated only after approval of the
studies by the relevant ethics committee of the Université de Montréal
(Comité d’éthique de la recherche en education et psychologie). All
participants gave their informed consent to participate and all procedures
were carried out in accordance with the relevant guidelines and regulations. Note added in proof: We have recently completed analyses for a new experiment involving
one condition that was identical to the word recognition task reported here. These new results closely replicate those reported here in every respect. 10 Visual oscillations Arguin et al. Arguin et al. Arguin et al. Arguin et al. Materials and stimuli All experiments were run on an HPZ230 computer equipped with an
NVIDIA GeForce GTX970 videocard and an ASUS VG248QR HD monitor with
maximum luminance of 200 cd/m2 and a 120 Hz refresh rate. All stimuli 11 Visual oscillations were achromatic and all manipulations of intensity were linear. Experiments
were programmed in Matlab [Mathworks Inc.] and made the use of the
Psychophysics toolbox [21]. Observation distance was 57 cm, which was
stabilized by having participants rest their head on a chin rest. For the word recognition experiment, stimuli were 600 five-letter French
common words with a mean frequency of 157 per million [22]. Words were
printed in Tahoma (x-height of 0.76 deg) in black letters over a grey (half of
maximum intensity) background. For the familiar object recognition experiment, stimuli were the colour
photographs of 300 objects shown in front of a white background from the
Bank of Standardized Stimuli (BOSS; [23]) which were transformed into
greyscale images. The items used were selected based on the published
performance statistics for BOSS images so that it would be easy for
participants to recognize them and find their name. The maximum horizontal
extent of the stimuli was 17.4 deg of visual angle and their maximal vertical
extent was 17.1 deg. The stimuli used for the novel object recognition task were simple
randomly generated 3-D shapes with two interconnected medial axes around
each of which a cylindrical shape of variable diameter was built (Fig. 3; this 12 Visual oscillations Insert Fig. 3 near here. Arguin et al. described above, overlaid by a white noise field with a contrast level which
was adjusted on a trial by trial basis, as described below, in an attempt to
maintain response accuracy to 50% correct. The noise was made from a
second, independent white noise field of maximal contrast. Throughout the
stimulus duration, the signal-to-noise ratio (SNR), that is the ratio of the
weights attributed to the signal and the noise for the construction of the
stimulus to be displayed, varied according to a random function constructed
by the integration of sine waves with frequencies ranging between 5 and 55
Hz in steps of 5 Hz with random amplitudes and phases. A new, independent
SNR function was generated on each trial. The range of the SNR was
normalized between 0 and .5 and its sum across the sequence of 24 image
frames making up the 200 ms stimulus duration (at the refresh rate of 120
Hz) was matched across trials. The overall luminance and contrast of the
stimuli were matched across image frames and across trials. Visual oscillations Visual oscillations Arguin et al. Arguin et al. stimulus class has been used previously by [24]. The stimuli displayed in the
experiment were the 2D renderings of these items, lighted from above,
covered in a rich achromatic texture and presented in one of four
viewpoints, all of which revealed the major features characterizing the shape
of the object. Items were shown over a black background and their
maximum horizontal and spatial extent was of 9.5 deg. Insert Fig. 3 near here. Insert Fig. 3 near here. Insert Fig. 3 near here. One hundred and thirty greyscale photographs of famous actors and
actresses from the face bank of [25] were used for the face recognition
experiment. The items selected were those which appeared as most likely to
be recognized by participants. Each face appeared in frontal view and its
expression was either neutral or happy. These photographs were displayed
over a white background and their horizontal and vertical spatial extent was
of 7.0 deg. In all experiments, the duration of the target stimulus was of 200 ms. Target stimuli were made from the linear summation of two components, the
signal and the noise. The signal was made from the image of the target, as 13 Procedure In all experiments, participants completed a total of 1200 trials over two
test sessions of 600 trials each. In all cases, the participant’s task was to
identify the target without time pressure. With word stimuli, participants had
to read the word aloud. With familiar objects, they were required to identify
the item using a name that was sufficiently specific to demonstrate accurate 14 Arguin et al. Visual oscillations recognition. With novel objects, they had to indicate orally the digit assigned
to it during the learning phase, which is described below. With famous faces,
participants were asked to either give the name of the actor/actress, the
name of his/her character in a particular movie or his/her specific role in that
movie. In the sequence of trials in the word, familiar object, or faces recognition
experiments, no item could be repeated before the complete stimulus set
had been presented for the same number of trials. In the novel object
recognition task, the order of presentation of items was random, with the
constraint that each object be presented an equal number of times. For the novel object recognition experiment, participants first had to be
trained with the objects and the name they were assigned, which was a digit
ranging from 1 to 6. This began with a familiarization phase during which
participants were exposed to a sheet of paper on which the six objects were
printed in all four possible viewpoints along with the digit associated with
each object. Once the participant felt having studied the sheet sufficiently,
the practice phase followed during which each of the possible 24 stimulus
instances were presented eight times in a random trial sequence presenting
one non-degraded item at a time until the participant named it. A correct
response was followed by a 1000 Hz (50 dB pure tone) auditory feedback 15 Visual oscillations Visual oscillations contrast (i.e. null) mask and the highest being made of black and white (i.e. minimum vs. maximum luminance) elements. The first experimental block
began with a white noise contrast exactly at the middle of the available
range for the first 10 trials. Starting at trial 11, the average response
accuracy for the 10 preceding trials was determined. If accuracy was exactly
50%, white noise contrast remained the same for the following trial. If
accuracy was below 50%, white noise amplitude was reduced by one step
(see below) whereas it was increased by one step if accuracy was above
50%. Initial step size was of 16 contrast levels and this value was halved
every time the direction of adjustment was reversed, down to a minimum of
1. The state of the algorithm adjusting this white noise contrast was
maintained across consecutive blocks of trials. Arguin et al. Visual oscillations whereas errors were followed by a 300 Hz tone. Following each response,
whether correct or not, the correct digit identity of the item was displayed on
the screen for 500 ms. To pass to the experimental phase, participants had
to obtain at least 90% correct responses in a practice block. In all experiments, the time course of each trial was as follows. A square
white noise mask of 18° to a side centred on the middle of the display
monitor was first presented for 1250 ms. A white fixation cross was then
added at the centre of the monitor for 250 ms, which then disappeared. This
offset was followed 150 ms later by a 900 Hz-60 dB – 14 ms pure tone
announcing the onset of the target stimulus 100 ms later. The target
stimulus was presented in the middle of the screen for a duration of 200 ms
during which the SNR varied according to a random function, as described
above. Following its offset, only the background white noise mask remained
visible until the participant’s response. A 500 ms delay then followed prior to
the beginning of the following trial. Response accuracy on experimental trials was maintained to about 50%
correct using a staircase procedure which automatically adjusted the
contrast of the white noise superimposed on the target image as part of the
“signal” portion of the stimulus to be displayed (see above). The available
range of white noise contrast had 128 levels, the lowest producing a zero- 16 Arguin et al. Arguin et al. Data analysis Response accuracy was averaged across participants separately for each
experiment. The average percentages of correct responses are; words:
60.5%; familiar objects: 49.2%; novel objects: 56.0%; and faces: 30.1%. As indicated above, the contrast of the white noise mask that was part of
the “signal” portion of the stimuli displayed was adjusted to maintain
response accuracy to about 50% correct. The means of noise levels for each 17 Arguin et al. Visual oscillations experiment are; words: 111.3; familiar objects: 119.3; novel objects:
119.9; and faces: 11.0, over a possible maximum of 128. The main analyses pertained to the construction of classification images
representing how response accuracy was affected by various temporal
features of the sampling functions of the target stimuli. The temporal
features which were analysed are SNR amplitude as a function of time from
target onset, the Fourier descriptors for these functions, and time-frequency
representations of the same functions. The Fourier descriptors are the
amplitude and phase of the temporal frequencies (5-55 Hz in 5 Hz steps)
used to build the SNR time functions (see above). The time-frequency
representations of the SNR functions were calculated with a wavelet analysis
using three-cycle complex Morlet wavelets varying in temporal frequency
from 5 to 55 Hz in 5 Hz steps [26]. For each mode of coding the SNR time functions, classification images
were obtained for each individual participant. This was done by the weighted
subtraction of the temporal features of the sampling functions associated to
errors from those associated to correct responses. These raw classification
images were then transformed in Z scores by a bootstrapping operation
whereby the sampling functions were randomly assigned to response
accuracies while allowing for repetition, and from which classification images 18 Arguin et al. Visual oscillations were constructed. The mean and standard deviation of 1000 such random
classification images for an individual participant served as reference to
transform the values from his/her raw classification image into Z scores. Once transformed to a common scale, the individual classification images
were averaged and then submitted to a two-way Pixel test [14] with α = .05
to determine the adjacent points in classification images which differed
significantly. All classification images reported are based on group means
and all the Z score differences they depict are significant. Nonsignificant
differences between consecutive values were averaged. Analyses of the consistency of classification images across participants
having taken part in the same experiment were carried out by performing all
possible pairwise correlations between the raw classification images of
individual participants, which were then averaged. The same procedure was
followed to analyse the consistency among participants of the power and
phase spectra of their classification images. The analysis of raw individual classification images into their power and
phase components was performed by one-dimensional fast Fourier
transforms applied to either the time domain classification images or to Z 19 Arguin et al. Arguin et al. score amplitude variations through time separately for each temporal
frequency represented in time-frequency classification images. score amplitude variations through time separately for each temporal
frequency represented in time-frequency classification images. Stimulus class was decoded from the power spectra of individual time
domain and time-frequency domain classification images using linear
support vector machines (SVMs; [15]) and a leave-one-out cross-validation
procedure. Thus, the classification images of all but one participant were
presented to the SVM for it to learn the mapping from classification images
to stimulus class. Then, the classification image from the participant having
been left out of the learning phase was presented to the SVM for it to
determine which of the four stimulus classes had been presented. This
process was repeated by leaving out a different participant on each iteration
until it had iterated through all participants. Classification accuracy was
determined from the percentage of iterations on which the SVM determined
correctly the stimulus class processed by the left-out participant. Chi-square
analyses were used to assess whether classification accuracy deviated
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C. (2007). What's new in psychtoolbox-3. Perception 36(14), 1-16. [22] Content, A., Mousty, P., & Radeau, M. (1990). BRULEX – Une base de
données lexicales informatisée pour le français écrit et parlé. L’Année
Psychologique 90, 551-566. [23] Brodeur, M. B., Kehayia, E., Dion-Lessard, G., Chauret, M., Dionne-
Dostie, E., Montreuil, T. & Lepage, M. (2012). The Bank of Standardized
Stimuli (BOSS): Comparison between French and English norms. Behavior Research Methods 44, 961-970. 24 Arguin et al. Arguin et al. Arguin et al. Arguin et al. [24] Yamane, Y., Carlson, E. T., Bowman, K. C., Wang, Z., & Connor, C. E. (2008). A neural code for three-dimensional object shape in macaque
inferotemporal cortex. Nature Neuroscience 11(11), 1352-1360. doi:10.1038/nn.2202 [25] Butler, S., Blais, C., Gosselin, F., Bub, D. & Fiset, D. (2010). Recognizing famous people. Attention, Perception, & Psychophysics
72(6), 1444 1449. doi:10.3758/APP.72.6.1444 [25] Butler, S., Blais, C., Gosselin, F., Bub, D. & Fiset, D. (2010). [26] Cohen, M. X. (2014). Analyzing Neural Time Series Data: Theory and
Practice. Massachusetts Institute of Technology. 25 25 Visual oscillations ACKNOWLEDGEMENTS Supported by grants from the Fonds de Recherche Québec – Nature et
Technologie and the Natural Sciences and Engineering Research Council of
Canada (NSERC) to Martin Arguin and a summer research scholarship to
Roxanne Ferrandez from NSERC. We are grateful to Prof. Charles E. Connor
for the software for the generation of novel objects. 26 26 Visual oscillations Arguin et al. AUTHOR CONTRIBUTIONS Martin Arguin was responsible for conceiving and designing the work
reported, programming the software for conducting the experiments and
analysing the data, data collection for the word recognition experiment,
advanced data analyses for all experiments and preparing the manuscript. Roxanne Ferrandez prepared the stimulus sets and performed the data
collection for the familiar object and the face recognition tasks as well as the
preliminary data analyses for these experiments. Justine Massé prepared the
stimulus set and performed the data collection for the novel object
recognition experiment and the preliminary data analyses. 27 27 Arguin et al. ADDITIONAL INFORMATION No author has any competing interest to declare. No author has any competing interest to declare. 28 28 Visual oscillations Arguin et al. Arguin et al. Arguin et al. 32
Fig. 3 – Arguin et al. FIGURE CAPTIONS Fig. 1. Classification images of encoding effectiveness (in Z scores) as a
function of SOA (panels a-e) and as a joint function of the frequency
content of stimulus oscillations and SOA (panels e-h). Stimuli are: words
(a and e), familiar objects (b and f), novel objects (c and d), and faces (d
and h). Fig. 2. Power spectra of the classification images of encoding effectiveness in
the time domain (panels a-e) and in the time-frequency domain (panels e-
h). Stimuli are: words (a and e), familiar objects (b and f), novel objects
(c and d), and faces (d and h). Fig. 3. Illustration of a subset of the stimuli used in the novel object
recognition task. The figure shows one instance of each object of the set. In the experiment, each object could be shown from one of four different
viewpoints. 29 Visual oscillations Arguin et al. FIGURES
Fig. 1 – Arguin et al. FIGURES FIGURES Fig. 1 – Arguin et al. 30 Visual oscillations Arguin et al. 31
Fig. 2 – Arguin et al. Fig. 2 – Arguin et al. 31 Visual oscillations Arguin et al. Arguin et al. Fig. 3 – Arguin et al. 32 32 Figures Figures
Figure 1
Arguin et al. Classi¦cation images of encoding effectiveness (in Z scores) a
e) and as a joint function of the frequency content of stimulus oscillations
are: words (a and e), familiar objects (b and f), novel objects (c and d), and Figure 1 Figure 1 Arguin et al. Classi¦cation images of encoding effectiveness (in Z scores) as a function of SOA (panels a-
e) and as a joint function of the frequency content of stimulus oscillations and SOA (panels e-h). Stimuli
are: words (a and e), familiar objects (b and f), novel objects (c and d), and faces (d and h). Figure 2
Arguin et al. Power spectra of the classi¦cation images of encoding effective
(panels a-e) and in the time-frequency domain (panels e-h). Stimuli are: word
(b and f) novel objects (c and d) and faces (d and h) Figure 2
Arguin et al. Power spectra of the classi¦cation images of encoding effectiveness in the time domain
(panels a-e) and in the time-frequency domain (panels e-h). Stimuli are: words (a and e), familiar objects
(b and f), novel objects (c and d), and faces (d and h). Figure 2 Arguin et al. Power spectra of the classi¦cation images of encoding effectiveness in the time domain
(panels a-e) and in the time-frequency domain (panels e-h). Stimuli are: words (a and e), familiar objects
(b and f), novel objects (c and d), and faces (d and h). Figure 3
Arguin et al. Illustration of a subset of the stimuli used in the novel object recognition task. The ¦gure
shows one instance of each object of the set. In the experiment, each object could be shown from one o
four different viewpoints. Figure 3 Arguin et al. Illustration of a subset of the stimuli used in the novel object recognition task. The ¦gure
shows one instance of each object of the set. In the experiment, each object could be shown from one of
four different viewpoints.
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https://link.springer.com/content/pdf/10.1007%2Fs40200-019-00440-z.pdf
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English
| null |
Patient centred care in diabetology: an Islamic perspective from Iran
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Journal of diabetes and metabolic disorders
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cc-by
| 436
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Khojasteh Joharchi1 & Moosareza Memari1 & Eznollah Azargashb2 & Navid Saadat3 # The Author(s) 2019
Published online: 13
2019
September # The Author(s) 2019
Published online: 13
2019
September Correction to: Journal of Diabetes & Metabolic Disorders
https://doi.org/10.1007/s40200-019-00427-w https://doi.org/10.1007/s40200-019-00440-z
Journal of Diabetes & Metabolic Disorders (2019) 18:583 https://doi.org/10.1007/s40200-019-00440-z
Journal of Diabetes & Metabolic Disorders (2019) 18:583 CORRECTION CORRECTION Correction to: Journal of Diabetes & Metabolic Disorders
https://doi.org/10.1007/s40200-019-00427-w by/4.0/), which permits use, duplication, 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 article Efficacy and safety of duloxetine and Pregabalin in
Iranian patients with diabetic peripheral neuropathic pain: a
double-blind, randomized clinical trial, written by Khojasteh
Joharchi, Moosareza Memari, Eznollah Azargashb, and Navid
Saadat, was originally published electronically on the pub-
lisher’s internet portal (currently SpringerLink) on 13
August 2019 without open access. Open Access This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/), which permits unrestricted use,
distribution, and reproduction in any medium, provided you give appro-
priate credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. With the author(s)’ decision to opt for Open Choice the
copyright of the article changed on 12 September 2019 to ©
The Author(s) 2019 and the article is forthwith distributed
under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/ Publisher’s note Springer Nature remains neutral with regard to jurisdic-
tional claims in published maps and institutional affiliations. The online version of the original article can be found at https://doi.org/
10.1007/s40200-019-00427-w The online version of the original article can be found at https://doi.org/
10.1007/s40200-019-00427-w The online version of the original article can be found at https://doi.org/
10.1007/s40200-019-00427-w * Khojasteh Joharchi
joharchi-kh@sbmu.ac.ir
* Moosareza Memari
reza_memari@sbmu.ac.ir * Moosareza Memari
reza_memari@sbmu.ac.ir 1
Department of Pharmacology, School of Medicine, Shahid Beheshti
University of Medical Sciences (SBUMS), Tehran, Iran
2
Department of Social Medicine, Faculty of Medicine, Shahid
Beheshti University of Medical Sciences, Tehran, Iran
3
Research Institute for Endocrine Sciences, Shahid Beheshti
University of Medical Sciences, Tehran, Iran 1
Department of Pharmacology, School of Medicine, Shahid Beheshti
University of Medical Sciences (SBUMS), Tehran, Iran
2
Department of Social Medicine, Faculty of Medicine, Shahid
Beheshti University of Medical Sciences, Tehran, Iran
3
Research Institute for Endocrine Sciences, Shahid Beheshti
University of Medical Sciences, Tehran, Iran 1
Department of Pharmacology, School of Medicine, Shahid Beheshti
University of Medical Sciences (SBUMS), Tehran, Iran
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https://discovery.ucl.ac.uk/10172885/1/s41434-023-00409-x.pdf
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English
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Immunobiology of a rationally-designed AAV2 capsid following intravitreal delivery in mice
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Gene therapy
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cc-by
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INTRODUCTION
Ad
i
d AAV2 transduction potential via capsid mutagenesis, that is,
substituting wild-type residues for those with desirable properties
[6]. One example of this involves the mutation of phosphodegron
residues that are thought to be phosphorylated by cytosolic
protein kinase enzymes, thus facilitating ubiquitin-dependent
degradation of AAV2 virions. Switching these residues to amino
acids that are refractory to phosphorylation has been shown to
increase target cell transduction, possibly by augmenting nuclear
transfer of vector genomes [7, 8]. The reduction in cytosolic
degradation of AAV2 has also been studied in the context of CD8
T-cell responses to infected cells. The authors demonstrated that a
reduction in the presentation of AAV2 capsid antigen on major
histocompatibility complex class I (MHC c. I) correlated with
attenuated cytolytic killing of infected hepatocytes by adoptively
transferred CD8 T-cells following systemic vector administration in
a rag KO mouse (which exhibited abrogated endogenous B- and
T-cell function) [9]. Boye et al. also showed that triple, quadruple
and quintuple phosphodegron mutant capsids demonstrate
attenuated
binding
affinity
to
AAV2’s
primary
attachment
receptor, heparan sulphate proteoglycan (HSPG), which may
explain their capacity to permeate deeper into retinal tissue,
possibly due to reduced sequestration in the inner limiting
membrane (ILM) that demarcates the vitreo-retinal interface [1]. Adeno-associated virus serotype 2 (AAV2) is a gene therapy vector
that can be used to deliver therapeutic genes to diseased cells in
the retina [1]. The platform is favoured for its relatively low
immunogenicity and capacity to induce long-term therapeutic
transduction in non-dividing neural tissue [2]. This was evidenced
in 2017 by the regulatory approval of Luxturna (voretigene
neparvovec-rzyl), an AAV2-based gene therapy that delivers a
functional copy of the RPE65 gene to retinal pigment epithelium
(RPE) cells in the outer retina via subretinal injection (SRT) [3]. More recently in 2020, scientists and clinicians investigating GS010
(lenadogene nolparvovec) reported improvements in visual acuity
after intravitreal injection (IVT) of AAV2.ND4 to patients diagnosed
with Leber hereditary optic neuropathy (LHON), a mitochondrial
genetic eye disorder caused by the m.11778 G > A point mutation
in the MT-ND4 gene, which is characterised by rapid loss of retinal
ganglion cell (RGC) function [4]. g
g
Despite these recent successes, researchers have sought to
improve AAV2 vectors across multiple parameters, including their
transduction capacity, ability to evade pre-existing neutralising
antibodies (NAbs), genome packaging capacity, and functional
viral titres during manufacturing at scale for in-human trials [5]. Gene Therapy Gene Therapy www.nature.com/gt Received: 23 August 2022 Revised: 22 May 2023 Accepted: 12 June 2023
1John Van Geest Centre for Brain Repair, Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK. 2Division of Cardiovascular Medicine, University of
Cambridge, Addenbrooke’s Hospital, Hills Road, Cambridge, UK. 3UCL Institute of Ophthalmology, London, UK. 4Paediatric Respiratory Medicine, Primary Ciliary Dyskinesia Centre,
Guy’s and St Thomas’ NHS Foundation Trust, London, UK. 5MRC Mitochondrial Biology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.
6NIHR Biomedical Research Centre at Moorfields Eye Hospital and UCL Institute of Ophthalmology, London, UK. 7Wellcome Trust-MRC Cambridge Stem Cell Institute, University of
Cambridge, Cambridge, UK. 8Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia. 9Ophthalmology, Department of Surgery,
University of Melbourne, Melbourne, VIC, Australia. ✉email: michael1993whitehead@gmail.com ARTICLE
OPEN
Immunobiology of a rationally-designed AAV2 capsid following
intravitreal delivery in mice Andrew Sage2, Tom Burgoyne3,4, Andrew Osborne1, Patrick Yu-Wai-Man1,5,6 and Keith R. Martin
1,7,8 Michael Whitehead
1✉, Andrew Sage2, Tom Burgoyne3,4, Andrew Osborne1, Patrick Yu-Wai-Man1,5,6 and Keith R. Martin
1,7,8,9
© The Author(s) 2023 © The Author(s) 2023 © The Author(s) 2023 Adeno-associated virus serotype 2 (AAV2) is a viral vector that can be used to deliver therapeutic genes to diseased cells in the
retina. One strategy for altering AAV2 vectors involves the mutation of phosphodegron residues, which are thought to be
phosphorylated/ubiquitinated in the cytosol, facilitating degradation of the vector and the inhibition of transduction. As such,
mutation of phosphodegron residues have been correlated with increased transduction of target cells, however, an assessment of
the immunobiology of wild-type and phosphodegron mutant AAV2 vectors following intravitreal (IVT) delivery to
immunocompetent animals is lacking in the current literature. In this study, we show that IVT of a triple phosphodegron mutant
AAV2 capsid is associated with higher levels of humoral immune activation, infiltration of CD4 and CD8 T-cells into the retina,
generation of splenic germinal centre reactions, activation of conventional dendritic cell subsets, and elevated retinal gliosis
compared to wild-type AAV2 capsids. However, we did not detect significant changes in electroretinography arising after vector
administration. We also demonstrate that the triple AAV2 mutant capsid is less susceptible to neutralisation by soluble heparan
sulphate and anti-AAV2 neutralising antibodies, highlighting a possible utility for the vector in terms of circumventing pre-existing
humoral immunity. In summary, the present study highlights novel aspects of rationally-designed vector immunobiology, which
may be relevant to their application in preclinical and clinical settings. Gene Therapy; https://doi.org/10.1038/s41434-023-00409-x Gene Therapy; https://doi.org/10.1038/s41434-023-00409-x Received: 23 August 2022 Revised: 22 May 2023 Accepted: 12 June 2023 Use of animals Eyes were enucleated and immersed in ice-cold 4% paraformaldehyde
(PFA) for 24 h. Under a dissecting microscope, the cornea and lens were
removed and the retina was dissociated from the eye cup using forceps. Four incisions were then made from the peripheral retina to within 0.5 mm
of the optic nerve head to allow the retina to flatten. Retinas were washed
three times in PBS, then blocked with 3% normal goat serum (NGS), 1%
bovine serum albumin (BSA), and 0.3% Triton X-100 diluted in PBS for 1 h
at room temperature. Primary antibodies were diluted to the concentra-
tions stated below (Table 1) in blocking solution and incubated with
retinas overnight at 4 °C. Samples were washed three times in PBS. Alexaflour-conjugated secondary antibodies and 2-(4-amidinophenyl)-1H-
indole-6-carboxamidine (DAPI) were diluted in PBS 1:500 and 1:5,000
respectively and incubated with retinas for 2 h at room temperature. Imaging and analysis of GFP was performed without antibody-mediated
signal amplification. Retinas were washed three times in PBS and mounted
onto Superfrost Plus slides (VWR) with RGCs facing upwards, using
FluoSave (Merck Millipore) to preserve the fluorescent signal. To obtain
tilescan images of the whole flatmounted retina, a Leica DMi8 microscope
was used and set to a 20x objective. An SPE confocal microscope equipped
with a 40x magnification (Leica Microsystems) was used to obtain high
magnification representative images. For quantification of RBPMS and GFP
co-localisation, eight images per retina were taken using a 20x objective All procedures performed on animals were approved by the UK Home
Office in accordance with the UK Animals (Scientific Procedures) Act, and
undertaken in accordance with the Association for Research in Vision and
Ophthalmology’s (ARVO) Statement for the Use of Animals in Ophthalmic
and Visual Research. The sample size used in each experiment is stipulated
in the figure legends. In vivo study design We performed bilateral intravitreal injections of 2E8 genome copies (GC)/
eye AAV2, 2E8 GC/eye phosphodegron mutant AAV2, or PBS vehicle into
C57BL6/J adult male mice. After a three week incubation period,
electroretinography was performed. Blood samples were also taken by
cardiac puncture for serological testing, before eyes were enucleated and
fixed for immunohistochemical analysis. The spleens of mice were also
extracted for analysis via flow cytometry. A summary of the in vivo study
design is given in Fig S1 (Supplementary Materials). Vector production p
Mutagenesis of rep/cap gene plasmids was performed at Vector Biolabs
(Vector Biolabs 293 Great Valley Parkway, Malvern, PA 19355, USA). The
correct substitutions were confirmed by Sanger Sequencing. AAV2 vectors
were manufactured at ViGene Biosciences (9430 Key West Avenue, Suite
105, Rockville, MD 20850, USA). For AAV2 manufacturing, a standard triple
plasmid transfection protocol was used (pAAV-CAG-GFP, pHelper, pRep2/
Cap2). Vectors were extracted from HEK-293T cells via repeated freeze-
thawing, purified using iodixanol gradient ultracentrifugation and sus-
pended in phosphate-buffered saline (PBS). All vector preps were titred by
ViGene via qPCR with primers specific to the AAV ITR regions and the SYBR
Green detection method. Viral preps were treated with a DNAse I followed
by digestion with Proteinase K prior to qPCR analysis. All vectors were
aliquoted upon arrival and stored at –80 °C until further use. INTRODUCTION
Ad
i
d A
comprehensive literature now exists detailing efforts to improve M. Whitehead et al. 2 These findings therefore demonstrated that the in vivo properties
of phosphodegron mutant AAV2 may be explained by factors in
addition to reducing cytosolic degradation. Lomb) was also used as a local anaesthetic and pupils were dilated with
1% tropicamide to visualise correct placement of the needle in the
vitreous. Vectors were diluted in sterile PBS to obtain the desired vector
concentration in 2 μL solution. For bilateral IVTs, a 5μL Hamilton Syringe
(#65RN; Needle: 33 G, 8 mm, point style 2, Hamilton Co) was used to
puncture the sclera approximately 1 mm posterior to the superior-
temporal limbus and inject the vector solution into the vitreous. Solution
was injected slowly over a 30 s period to prevent sudden increases in
intraocular pressure. The cornea was then punctured with a 30 G needle to
limit reflux of the injection solution from the site of injection. Animals were
recovered in a warm cabinet and monitored every 15 min until fully
recovered. To collect tissues, mice were sacrificed using the Schedule 1
method of cervical dislocation. Eyes would be excluded from analysis if (i)
the injection score was graded ‘poor’ e.g. due to significant reflux of
injected solution, or (ii) a cataract developed. g y
g
Some literature reports have described the eye as partially
immune-privileged due to physical barriers like the blood-retinal-
barrier (BRB) and an apparent lack of efferent lymphatics, and
expression of anti-inflammatory factors [10]. However, AAV2
delivery via IVT has been associated with the infiltration of
mononuclear cell infiltrates into the eye [11], in addition to a
possible role for dendritic cell (DC) and macrophage infiltration, and
the proliferation of microglia cells [12]. Another publication
observed AAV8 genomes in blood, splenic and lymphatic samples
post-IVT, and suggested a possible role for vector shedding in
facilitating systemic immune responses to vector protein via the IVT
route of administration [13]. Collectively, these findings question
the role of ocular immune privilege in AAV-mediated gene therapy
studies and suggest investigations to better understand the nature
and clinical relevance of the immune response to wild-type and
mutant AAV capsids are warranted. NAb assays y
HEK-293T cells were seeded at 10,000 cells per well in white-walled, clear-
bottomed 96-well plates (Sigma Aldrich) and used in the neutralising
antibody (NAb) assay when 80% confluent. Blood sera samples were
collected via saphenous vein bleeds or cardiac puncture, allowed to clot
overnight at 4 °C, then centrifuged at 300 RCF. The resulting supernatant
was designated sera and stored at –20 °C until further use. Two- or three-
fold serial dilutions of serum samples were prepared in DMEM in a 96-well
plate. AAV2.CMV.Luciferase was added to a final concentration of 1E9 GC/
mL, and incubated for 1 h to allow the anti-AAV NAbs to bind to the
vectors. Sera-AAV mixtures were then transferred to the HEK-293T cultures
and incubated for 24 h. Luminescent signal was detected by aspirating the
media and adding 25 µL of BrightGlo assay substrate (ProMega), covering
the plates with foil and incubating for 5 min. Luminescence was recorded
using a FLUOstar Omega plate reader, and IC50 (dilution of sera that
yielded a 50% reduction in the luminescent signal) and area-under-the-
curve (AUC) was also calculated in GraphPad Prism. Here, we demonstrate that a triple phosphodegron mutant AAV2
capsid is associated with increased humoral immune activation,
retinal T-cell infiltration, splenic germinal centre reactions and DC
activation, and retinal gliosis when compared to wild-type AAV2
particles. However, we did not detect electrophysiological perturba-
tions after vector administration. We also show that the triple mutant
capsid is more resistant to neutralisation by soluble heparan sulphate
(HS) and anti-AAV2 NAbs compared with wild-type AAV2, highlighting
a possible utility for phosphodegron mutant AAV2 vectors in
circumventing pre-existing NAb responses. In summary, the present
study highlights novel aspects of phosphodegron mutant AAV2
immunobiology relevant to both preclinical and clinical application. Total antigen binding antibody assays g
g
y
y
To
assess
total
binding
antibody
(TAb)
levels,
an
enzyme-linked
immunosorbent assay (ELISA) was used. 96-well plates were coated with
50 µL 1E10 GC/mL AAV2.CAG.GFP for 2 h at room temperature. AAV was
aspirated and plates were blocked with a 5% milk powder 0.2% tween-20
solution for 2 h at room temperature. Serum samples were diluted 1:2,000
in blocking solution and added to the wells in a 100 µL volume. Plates were
incubated overnight at 4 °C, followed by one wash in blocking solution and
two washes with tris-buffered saline (TBS). Horseradish peroxidase (HRP)-
conjugated secondary antibodies were diluted to a final concentration of
1:50,000 in TBS, added to the wells and incubated for 2 h at room
temperature. Plates were washed three times with TBS, followed by
addition of 50 µL 3,3’,5,5’-tetramethylbenzidine (TMB) substrate, and a
30 min incubation at room temperature. Signal detection was performed
on a FLUOstar Omega plate reader, measuring absorbance at 650 nm. Flow cytometry Spleens were extracted and processed into a single cell suspension by
passing through a 70 µm cell sieve using a syringe plunger. Red blood cells
(RBCs) were first lysed with ammonium chloride RBC lysis buffer, and then
1-2E6 cells were stained with a cocktail of fluorescently-tagged antibodies
and a live-dead stain (Zombie aqua, Biolegend). After washing, cells were
fixed with formaldehyde solution (BD Cellfix) and filtered through a 30 µm
filter before analysis on a LSRII Fortessa flow cytometer (BD). Prior to
antibody gating, live single cells are gated based on FSC, SSC and negative
live-dead staining. A list of the antibodies used for these analyses is given
below (Table 3). Intravitreal (IVT) vector injection j
For anaesthesia, 50 mg/kg ketamine and 10 mg/kg xylazine were delivered
through intraperitoneal (IP) injection. 1% tetracaine solution (Bausch & Gene Therapy M. Whitehead et al. 3 Table 1. List of primary antibodies used in immunohistochemical analysis of flatmounted retina tissue. Target
Species
Dilution
Vendor
Catalogue number
RBPMS
Guinea pig
1:500
PhosphoSolutions
1832-RBPMS
GFAP
Rabbit
1:500
Dako
Z0334
Tuj1
Mouse
1:500
Biolegend
MMS-435P
Iba1
Guinea pig
1:250
Synaptic Systems
234 004 Table 1. List of primary antibodies used in immunohistochemical analysis of flatmounted retina tissue. Table 2. List of primary antibodies used in immunohistochemical analysis of cryosectioned retina tissue. Table 2. List of primary antibodies used in immunohistochemical analysis of cryosectioned retina tissue. Target
Species
Dilution
Vendor
Catalogue number
Antigen retrieval
RBPMS
Rabbit
1:500
Abcam
ab152101
No
GFAP
Rabbit
1:500
Dako
Z0334
No
Iba1
Guinea pig
1:250
Synaptic systems
234 004
No
CD4
Rabbit
1:250
Abcam
ab183685
Yes
CD8
Rabbit
1:1000
Abcam
ab217344
Yes and assessed using Volocity Software. Assessment of astrocyte dendritic
arbour complexity was performed in ImageJ using the Skeletonise/Analyse
Skeleton functions. Table 3. List of antibodies used for flow cyt ble 3. List of antibodies used for flow cytometry analysis y
y
y
Target
Fluorophore
Clone
Vendor
CD19
BV650
6D5
Biolegend
IgM
APC
II/41
ThermoFisher
IgD
PerCPVio700
Miltenyi
CD95
PE-Cy7
Jo2
BD Biosciences
GL7
eF450
Ly-77
Biolegend
MHC c. II
APCVio770
Miltenyi
CD3
AF488
145-2C11
Biolegend
CD4
AF700
RM4-5
Biolegend
CD8
PerCP
53-6.7
Biolegend
CXCR5
PE
L138D7
Biolegend
PD-1
PE-Cy7
4B12
Biolegend
CD44
BV605
1M7
Biolegend
CD62L
PacBlue
MEL-14
Biolegend
CD25
APC
PC61
Biolegend
CD11c
PE-Cy7
N418
Biolegend
CD8a
PerCP
53-6.7
Biolegend
CD11b
AF488
M1/70
Biolegend
XCR1
APC
MPC-11
Biolegend
SiglecH
PE
Miltenyi Retinal cryosections A Radial Interpretation
of Viral Electron Density Map (RIVEM) was also produced. This programme
reads atomic coordinates from Protein Data Bank files, and converts these
into a stereographic projection. residues, PyMol’s internal mutagenesis wizard was used. The residue and
the appropriate substitute residue was selected, then the correct rotameric
conformation of the mutated amino acid was chosen in accordance with
PyMol’s prediction. Mutated residues were coloured Y444F, red; K556E,
green; S662V, yellow. Heparan binding domains (HBDs; R484, R487, K532,
R585, and R588) were coloured in blue. AAV receptor binding domains
(AAVR BDs; R471, D528, Q589, T592, S262, Q263, G265, A266, S267, N268,
H271, N382 and Q385) were highlighted in orange. A Radial Interpretation
of Viral Electron Density Map (RIVEM) was also produced. This programme
reads atomic coordinates from Protein Data Bank files, and converts these
into a stereographic projection. Assessment of in vitro transduction efficiency and
neutralisation by HS and anti-AAV2 NAbs y
HEK-293T and ARPE-19 cells were cultured on poly-L-lysine (10 µg/mL;
Sigma Aldrich) coated plates. Cells were incubated in Dulbecco’s Modified
Eagles Medium (DMEM) supplemented with 10% foetal bovine serum (FBS)
and 1% penicillin/streptomycin (P/S) until 80% confluent. For transduction
with vectors, cells were washed with PBS, then incubated with vectors
diluted to stated concentrations in serum-free DMEM. Cells were passaged Retinal cryosections y
Following enucleation, eyes were immersed in 4% PFA for 24 h at 4 °C,
dehydrated in 30% sucrose for 24 h at 4 °C, and embedded in optimal cutting
temperature compound (OCT; Sakura Finetek). 13μm tissue sections (through
the dorsal-ventral/superior-inferior axis of the retina) were prepared using a
Bright OTF 5000 cryostat (Bright Instruments) and Superfrost Plus slides
(VWR). For some staining protocols (see Table 2 below), citrate buffer-
mediated antigen retrieval was used. Slides were incubated in 90 °C sodium
citrate buffer (Abcam) for 30 mins, allowed to cool to room temperature, then
washed twice in PBS. Tissue sections were blocked and permeabilised with
10% NGS, 0.5% Triton X-100 and 0.5% BSA diluted in PBS for 1 h at room
temperature. Primary antibodies were diluted in 5% NGS, 0.5% Triton X-100
and 0.5% BSA to the concentrations stated below and incubated overnight at
4 °C. Table 2 outlines all the primary antibodies used for immunohistochem-
ical analysis of retinal cryosections. Samples were washed three times with
PBS for 10 mins, then incubated with secondary antibodies and DAPI diluted
1:1,000 and 1:5,000 respectively for 2 h at room temperature. Samples were
washed three times in PBS and a glass coverslip was mounted with FluoSave
reagent (Merck Millipore). For imaging, a Leica DM6000 epifluorescence
microscope was used to obtain 8–12 images per sample for quantification of
fluorescence intensity. Quantification of fluorescence intensity per image was
performed in ImageJ. Images were thresholded and measurements of
integrated density were taken per field-of-view (FOV) and for each region-of-
interest (ROI). For glial fibrillary acidic protein (GFAP) analysis, Single Neurite
Tracer, an ImageJ plugin, was used. Each observable GFAP+ fibril per FOV was
traced manually on the software, which then calculated the integrated
density of fluorescence and length of each fibril. Counting of CD4 and CD8
T-cells was performed using the Analyse Particles function. residues, PyMol’s internal mutagenesis wizard was used. The residue and
the appropriate substitute residue was selected, then the correct rotameric
conformation of the mutated amino acid was chosen in accordance with
PyMol’s prediction. Mutated residues were coloured Y444F, red; K556E,
green; S662V, yellow. Heparan binding domains (HBDs; R484, R487, K532,
R585, and R588) were coloured in blue. AAV receptor binding domains
(AAVR BDs; R471, D528, Q589, T592, S262, Q263, G265, A266, S267, N268,
H271, N382 and Q385) were highlighted in orange. Splenic lymphocyte populations are modulated by IVT of
AAV2 (TM) vs. wild-type AAV2 vectors Splenic lymphocyte populations are modulated by IVT of
AAV2 (TM) vs. wild-type AAV2 vectors
Recent reports have suggested that IVT of AAV8 may be
associated with the presence of vector genomes in the blood
and spleen, suggesting that vector shedding from the ocular
cavity may be responsible for humoral and cellular adaptive
immune activation [13]. As such, we asked whether injection of
phosphodegron mutant and/or wild-type AAV2 via IVT could be
associated with changes in splenic lymphocyte populations
pertinent to the generation of NAbs and retina infiltrating
T-cells. First, spleens were extracted and cells gated by CD3 and
CD4/CD8 for analysis of T-cell populations (Fig. 3a). No changes in
the levels of effector memory CD4 (Fig. 3b) or CD8 (Fig. 3c) T-cell
populations between AAV2 (TM), AAV2 (Y444F) and wild-type
AAV2 groups were observed, however, an increase in follicular
helper T-cell (Tfh) levels was evident when comparing AAV2 (TM)
and wild-type AAV2 injected mice (Fig. 3d), a finding that may
support the NAb and TAb data described above. Next, splenic
samples were gated for CD19 to analyse B-cell populations
(Fig. 3e). Germinal centre B-cell levels were assessed first as B-cells
are known to proliferate and migrate to germinal centres when
activated by antigen [14]. An increase in germinal centre B-cell
levels was observed when comparing mice in the AAV2 (TM)
group vs. the wild-type AAV2 group (Fig. 3f). Expression of major
histocompatibility complex class II (MHC c. II) by germinal centre
B-cells was then assessed to determine whether increased B-cell
activation had been induced by administration of AAV2 (TM), and
elevated MHC c. II immunofluorescence was evident in this group
compared to wild-type AAV2 controls (Fig. 3g). Next, germinal
centre B-cell class-switching was analysed, and an increase in
‘switched’ B-cells was seen in the AAV2 (TM) group compared to
wild-type AAV2 injected mice, an observation that may corrobo-
rate the TAb data described above (Fig. 3h). Finally, conventional
DC subsets, cDC1 & 2, and plasmacytoid DCs (pDCs) were
investigated in terms of the level of MHC c. II immunofluores-
cence, a marker of DC activation [15]. First, DC subsets were gated
according to MHC c. II, CD11c, CD11b, XCR1 and SiglecH
expression (Fig. 3i). Analysis of MHC c. II immunofluorescence on In silico modelling of selected mutations To visualise VP3 AAV2 capsid monomer and oligomers in silico, 6ih9, a
2.8 Å resolution cryoelectron microscopy-derived structure, was down-
loaded from the Protein Data Bank. Both monomeric and oligomeric forms
of 6ih9 were visualised using PyMol software. To depict the mutated capsid Gene Therapy M. Whitehead et al. 4 Increased humoral immune activation and T-cell infiltration
into the retina following IVT of AAV2 (TM) vs. wild-type AAV2
First, the levels of NAbs were assessed in serum samples extracted
3wk post-IVT. Higher levels of neutralising activity were detected
in mice who received AAV2 (Y444F) and AAV2 (TM) injections
compared to wild-type AAV2 controls (Fig. 2a). These data were
converted into IC50 values (dilution of serum that yields a 50%
decrease
in
remaining
infectivity),
and
this
demonstrated
increases in NAb levels following AAV2 (TM) compared with
wild-type AAV2 IVTs (Fig. 2b). Next, TAb ELISA assays were
performed to establish a correlation between the neutralising
activity identified in the NAb assays and the presence of
immunoglobulin isotypes known to participate in the anti-virus
humoral immune response. Here, elevations in IgG, IgG2b and
IgG2c titres were seen when comparing mice who received AAV2
(TM) and wild-type AAV2 IVTs, however, no changes in IgG1 and
IgM isotype levels could be detected in this experiment (Fig. 2c). In
summary, the results of the NAb and TAb assays suggested a
higher level of humoral immune activation in AAV2 (TM) vs. wild-
type AAV2 injected mice. in T75 flasks in a 37 °C 5% CO2 incubator. Media was replaced every two
days and cells were split 1:10-1:20 when they had reached 80–90%
confluency. Cells were counted using haemocytometry with trypan blue
live dead staining, and cultures were only used for experiments if viability
exceeded 90%. To determine the efficiency of cellular transduction, cells
were detached with TrypLE (Thermo Fisher) for 5 min in the incubator. TrypLE was deactivated by addition of DMEM + 10% FBS + 1% P/S, and
cells were centrifuged at 300 RCF for 5 min. The supernatant was aspirated
and the remaining pellet was fixed in 150 µL 4% PFA. To assess the number
of transduced GFP+ cells, an Acurri C6 flow cytometer was used. Forward
(FSC) and side scatter (SSC) gating was used to identify an appropriate
population for analysis. In silico modelling of selected mutations An FSC/FITC-A gate was used to identify GFP+
cells, and the population with a FITC-A fluorescence intensity of >10^4
RFUs was deemed to be expressing GFP. To determine the neutralisation of wild-type and mutant AAV2 capsids
in the presence of HS, 4000 AAV2 GC/ng HS was mixed and incubated at
room temperature for 1 h before addition to HEK293T cell cultures. To
study the neutralisation of wild-type and mutant AAV2 capsids by anti-
AAV2 NAbs, wild-type and mutant AAV2 were incubated with anti-AAV2
NAb containing sera for 1 h before addition to HEK293T cell cultures. To
assess differences between groups, the remining infectivity (I/I0) was
calculated by normalising the values for neutralised wild-type and mutant
AAV2 to no-sera or no-HS control groups. In the next set of experiments, eyes were extracted and
processed into cryosections to assess whether the infiltration of
CD4+ and CD8 + T-cells would be induced by IVT of wild-type and
mutant AAV2. Increases in CD4 + T-cells were observed in the
murine retina after AAV2 (TM) IVTs compared to mice who
received wild-type AAV2 controls (Fig. 2d, e). Similar trends were
evident in the CD8 + T-cell dataset, where elevated levels of
infiltration were seen in AAV2 (TM) compared with wild-type AAV2
groups (Fig. 2f, g). Statistical analysis y
Normality of distribution was assessed with a Shapiro Wilk test. If the data
did not meet this assumption, non-parametric Kruskal-Wallis and Dunn’s
posthoc tests to assess more than two groups, or a Mann–Whitney test to
compare two groups. The homogeneity of variance was also assessed, and
for data that was normally distributed but exhibited heteroskedasticity, a
Brown-Forsythe ANOVA and Dunnett’s T3 posthoc test was used to
compare more than two groups, and a Welch’s t-test to compare two
groups. If datasets were normally distributed and exhibited homogeneity
of variance, ordinary one-way ANOVA and Tukey or Dunnett’s posthoc
tests (more than two groups) or a Student t test (two groups; two-tailed,
unpaired) was used. Electroretinography g
p y
Electroretinography (ERG) was performed using a Diagnosys ColorDome
LabCradle machine. Mice were dark adapted in a closed cabinet for
18–24 h before the ERG procedure. For anaesthesia, 50 mg/kg ketamine
and 10 mg/kg xylazine were delivered via IP. An eyedrop of 1% tetracaine
solution was used as a local anaesthetic and pupils were dilated with 1%
tropicamide and 2.5% phenylephrine hydrochloride. Before placement of
electrodes, eyes were checked for cataracts or absence of a red reflex,
which would result in exclusion of that particular eye. A grounding
electrode was placed into the tail, and the reference electrodes were
placed around the eyes. The recording electrodes were then placed very
gently onto the apex of the cornea. A small drop of lacrilube was then
applied to the cornea using a 1 mL syringe/30 g needle to couple to the
recording electrodes to the eye. The protocol used had 17 steps, including
7 positive scotopic threshold responses (pSTRs; measure of retinal ganglion
cell function), 4 B-waves (rod bipolar cell function) and 4 A-waves (rod
photoreceptor function). Transduction profiles of selected phosphodegron mutations
in vitro and in vivo Three phosphodegron mutations, Y444F, K556E and S662V, were
selected for analysis in accordance with previous reports [6, 7]. First, the transduction potential of each vector was assessed
in vivo via IVT to C57BL6/J mice. Each vector was found to induce
higher levels of GFP expression in RBPMS+ RGCs compared with
wild-type AAV2 (Fig. 1a–c). Next, the three mutant residues were
incorporated into a single capsid, hereafter referred to as AAV2
(TM). AAV2 (TM) induced higher levels of GFP expression in HEK-
293T and APRE-19 cell cultures when assessed with flow
cytometry in vitro (Supplementary Fig. 1a–c). These observations
translated into an in vivo setting, where AAV2 (TM) IVTs were
associated with higher levels of transduction in the murine retina
than wild-type AAV2 and AAV2 (Y444F) injections (Fig. 1d–f). Gene Therapy Gene Therapy M. Whitehead et al. 5 n of three phosphodegron mutations leads to a synergistic increase in transduction of the
really and tissue was taken for analysis after three weeks. All data is presented as a column gra
p ±SEM All statistical analyses are vs the AAV2 group a Representative images of retinal w Fig. 1
A combination of three phosphodegron mutations leads to a synergistic increase in transduction of the murine retina. Vectors
were injected intravitreally and tissue was taken for analysis after three weeks. All data is presented as a column graphs showing the mean
value for each group ±SEM. All statistical analyses are vs. the AAV2 group. a Representative images of retinal wholemounts depicting
increased levels of GFP in the phosphodegron mutant groups compared to AAV2 WT control three weeks after bilateral intravitreal injection
of 2E8 GC/eye. Quantification of GFP expression levels in wholemounted retina samples was performed in Volocity. b Percentage of
GFP + RBPMS+ cells, and (c) mean GFP immunofluorescence/RBPMS + ROI/FOV was calculated. *p < 0.05, **p < 0.01, ***p < 0.001, parametric
ANOVAs and Dunnett’s posthoc tests, n = 6–8. d Representative 40x epifluorescent microscope images of retinal sections transduced with
AAV2, or phosphodegron mutant capsid AAV2. RGC retinal ganglion cell layer, INL inner nuclear layer, ONL outer nuclear layer. Quantification
was performed in ImageJ. Here, (e) mean GFP fluorescence levels/FOV was calculated. *p < 0.05, **p < 0.01, ****p < 0.0001, Kruskal-Wallis and
Dunn’s posthoc tests, n = 6–8. f Representative tilescan images showing wholemounted retinas from each group. Fig. Transduction profiles of selected phosphodegron mutations
in vitro and in vivo wild-type AAV2 groups could be seen
(Fig. 3k). Finally, no changes in MHC c. II immunofluorescence was Transduction profiles of selected phosphodegron mutations
in vitro and in vivo 1
A combination of three phosphodegron mutations leads to a synergistic increase in transduction of the murine retina. Vectors
were injected intravitreally and tissue was taken for analysis after three weeks. All data is presented as a column graphs showing the mean
value for each group ±SEM. All statistical analyses are vs. the AAV2 group. a Representative images of retinal wholemounts depicting
increased levels of GFP in the phosphodegron mutant groups compared to AAV2 WT control three weeks after bilateral intravitreal injection
of 2E8 GC/eye. Quantification of GFP expression levels in wholemounted retina samples was performed in Volocity. b Percentage of
GFP + RBPMS+ cells, and (c) mean GFP immunofluorescence/RBPMS + ROI/FOV was calculated. *p < 0.05, **p < 0.01, ***p < 0.001, parametric
ANOVAs and Dunnett’s posthoc tests, n = 6–8. d Representative 40x epifluorescent microscope images of retinal sections transduced with
AAV2, or phosphodegron mutant capsid AAV2. RGC retinal ganglion cell layer, INL inner nuclear layer, ONL outer nuclear layer. Quantification
was performed in ImageJ. Here, (e) mean GFP fluorescence levels/FOV was calculated. *p < 0.05, **p < 0.01, ****p < 0.0001, Kruskal-Wallis and
Dunn’s posthoc tests, n = 6–8. f Representative tilescan images showing wholemounted retinas from each group. Gene Therapy M. Whitehead et al. 6 cDC1 revealed elevated expression of this activation marker when
comparing AAV2 (TM) and wild-type AAV2 mice (Fig. 3j). This trend
was recapitulated in the cDC2 subset in which elevation of MHC c. II in the AAV2 (TM) vs. wild-type AAV2 groups could be seen
(Fig. 3k). Finally, no changes in MHC c. II immunofluorescence was
evident between any of the three groups analysed in the pD
subset (Fig. 3l). To summarise, analysis of splenic lymphocyt
populations revealed changes in cells associated with th
generation of systemic immunity to AAV2 capsids in the AAV
(TM) groups compared with wild-type AAV2 injected mice, whic evident between any of the three groups analysed in the pDC
subset (Fig. 3l). To summarise, analysis of splenic lymphocyte
populations revealed changes in cells associated with the
generation of systemic immunity to AAV2 capsids in the AAV2
(TM) groups compared with wild-type AAV2 injected mice, which cDC1 revealed elevated expression of this activation marker when
comparing AAV2 (TM) and wild-type AAV2 mice (Fig. 3j). This trend
was recapitulated in the cDC2 subset in which elevation of MHC c. II in the AAV2 (TM) vs. IVT of wild-type and phosphodegron mutant AAV2 vectors are
not associated with detectable electrophysiological
perturbations or loss of RGCs in the retina To further understand how the mutation of AAV vectors affects
the induction of the immune response, future investigations may
seek to better understand how the attenuation of binding affinity
to HSPG impacts vector shedding to the spleen and lymph nodes. Considering recent reports that HSPG binding affinity may affect
extravasation of systemically administered vector into the retina
[19], it is possible that AAV2 (TM) was better able to enter the
circulation than wild-type AAV2. This model would be consistent
with the elevation of cDC1 & 2 activation and increase in germinal
centre reactions (B-cell levels, MHC c. II expression and class-
switching) observed in this study, which naturally would lead to
higher NAb and TAb titres. If increased vector shedding to the
spleen and cDC1 activation with AAV2 (TM) did occur, then this
may also explain the CD4+ and CD8 + T-cell infiltration dataset, as
cDC1s are thought to participate in priming these immune cells
[20]. The results outlined above demonstrate that AAV2 (TM) may elicit
higher systemic and local immune responses than wild-type AAV2
vectors when injected into the vitreous cavity. To assess whether
these immune responses could be associated with electrophysio-
logical changes in the murine retina, ERG was performed and
flatmounted retina tissue was stained with Tuj1 antibodies to
identify possible loss of RGCs 3wk after vector administration. Assessment of ERG datasets showed no detectable changes
between any of the vector IVTs across positive scotopic threshold
(pSTR; RGC function), B-wave (rod bipolar cell function) and
A-wave (rod photoreceptor cell function) recordings (Fig. 5a, b). Furthermore, there were no detectable changes in the number of
Tuj1+ RGCs in the flatmounted retina tissue (Fig. 5c). b IC50 values for each group were calculated using non-linear regression (variable slope, four parameters) in GraphPad **p < 0.01,
Brown-Forsythe ANOVA and Dunnett’s post hoc tests, n = 6. c Immunoglobulin ELISA assays were performed to assess the antibody subtypes
responsible for the neutralising effect. **p < 0.01, ****p < 0.0001, two-way AVOVA and Dunnett’s posthoc tests, n = 6. d Representative 40x
magnification epifluorescent microscope images showing that intravitreal injection of triple phosphodegron mutant AAV2 is associated with
the presence of CD4+ T-cells in the retina. e Quantification of dataset was undertaken via manual counting of the number of CD4+ ROIs/FOV. *p < 0.05, **p < 0.01, Kruskal-Wallis and Dunn’s posthoc tests, n = 6–10. f Representative 40x magnification epifluorescence microscope images
showing that intravitreal injection of triple phosphodegron mutant AAV2 is associated with the presence of CD8+ T-cells in the retina. g Quantification of dataset was undertaken via manual counting of CD8+ ROIs/FOV. *p < 0.05, **p < 0.01, Kruskal-Wallis and Dunn’s posthoc,
n = 4–8. may support the NAb/TAb and T-cell infiltration data outlined
above in which immune activation was higher in the AAV2 (TM)
group. affinity to the vector’s primary receptor, HSPG [1]. We hypothe-
sised that phosphodegron mutant AAV2 vectors may also be more
resistant to anti-AAV2 NAbs, possibly due to changes in NAb
epitopes induced by conformational changes. Positioning of the
three mutations was visualised in PyMol at the level of capsid
monomers (Fig. 6a) and 60mer capsid oligomers (Fig. 6b). A RIVEM
plot was used to determine whether the mutated residues lay
proximal or distal to canonical HSPG binding residues, with AAV
receptor binding amino acids included for reference (Fig. 6c). Rotameric conformation of the mutated residues was predicted in
PyMol and this may have identified some slight variances with
wild-type counterpart structures (Fig. 6d). First, we corroborated
previous reports and demonstrated that mutants Y444F, S662V
and TM exhibited attenuated neutralisation by soluble HS, which
could suggest reduced binding affinity to HSPG (Fig. 6e). Next, we
showed that remaining infectivity was increased in all single
mutant capsid and AAV2 (TM) groups compared to wild-type
AAV2, suggesting that the mutant vectors were more resistant to
neutralisation by anti-AAV2 NAbs (Fig. 6f). DISCUSSION
I
hi
d In this study, we examined the immune response arising from IVT
of wild-type AAV2 and a triple phosphodegron mutant capsid,
AAV2 (TM). Increased humoral immune activation and retinal
T-cell infiltration were observed with the mutant capsid, in
addition to changes in splenic germinal centre reactions and
cDC1 & 2 activation. Elevated retinal gliosis was also increased in
the AAV2 (TM) group, however, the immune responses identified
were not associated with detectable electroretinography changes
in the murine retina. Interestingly, AAV2 (TM) appeared to be less
susceptible to neutralisation by soluble HS and anti-AAV2 NAbs. Gene Therapy M. Whitehead et al. 7 Fig. 2
Intravitreal injection of a triple phosphodegron mutant AAV2 induces humoral and cellular adaptive immune responses. Vectors
were injected and blood and tissue samples were taken three weeks later for analysis. All data is presented as a bar graph showing the mean
value for each group ±SEM. All statistical analyses are vs. the AAV2 group. a Injection of phosphodegron mutant AAV2 increases murine sera
neutralising antibody (NAb) levels. NAb titres were assessed using a HEK-293T/1E9 VP/mL AAV2.CMV.Luciferase system. Luminescence was
measured across a range of dilutions of sera, and remaining infectivity was defined as the luminescent signal in each well divided by ‘Control’
values. b IC50 values for each group were calculated using non-linear regression (variable slope, four parameters) in GraphPad **p < 0.01,
Brown-Forsythe ANOVA and Dunnett’s post hoc tests, n = 6. c Immunoglobulin ELISA assays were performed to assess the antibody subtypes
responsible for the neutralising effect. **p < 0.01, ****p < 0.0001, two-way AVOVA and Dunnett’s posthoc tests, n = 6. d Representative 40x
magnification epifluorescent microscope images showing that intravitreal injection of triple phosphodegron mutant AAV2 is associated with
the presence of CD4+ T-cells in the retina. e Quantification of dataset was undertaken via manual counting of the number of CD4+ ROIs/FOV. *p < 0.05, **p < 0.01, Kruskal-Wallis and Dunn’s posthoc tests, n = 6–10. f Representative 40x magnification epifluorescence microscope images
showing that intravitreal injection of triple phosphodegron mutant AAV2 is associated with the presence of CD8+ T-cells in the retina. g Quantification of dataset was undertaken via manual counting of CD8+ ROIs/FOV. *p < 0.05, **p < 0.01, Kruskal-Wallis and Dunn’s posthoc,
n = 4–8. Fig. 2
Intravitreal injection of a triple phosphodegron mutant AAV2 induces humoral and cellular adaptive immune responses. Vectors
were injected and blood and tissue samples were taken three weeks later for analysis. All data is presented as a bar graph showing the mean
value for each group ±SEM. All statistical analyses are vs. the AAV2 group. a Injection of phosphodegron mutant AAV2 increases murine sera
neutralising antibody (NAb) levels. NAb titres were assessed using a HEK-293T/1E9 VP/mL AAV2.CMV.Luciferase system. Luminescence was
measured across a range of dilutions of sera, and remaining infectivity was defined as the luminescent signal in each well divided by ‘Control’
values. IVT of AAV2 (TM) is associated with higher levels of retinal
gliosis than wild-type AAV2 injections Having identified a possible increase in systemic immune
activation after IVT of AAV2 (TM) compared to wild-type AAV2
injections, we then tested whether retina glia cell populations may
also be influenced by injection of the vectors. First, cryosectioned
retina tissue was stained with Iba1 antibodies to analyse
expression of a microglia activation marker [16]. In mice who
were injected with AAV2 (TM), an increase in Iba1 immunor-
eactivity was observed vs. wild-type AAV2 injected mice (Fig. 4a,
b). Next, GFAP antibodies were used to delineate Müller glia fibrils
in cryosectioned retinae, which display increased length and
intensity of immunoreactivity when exposed to proinflammatory
stimuli [17]. AAV2 (TM) treated mice Müller glia fibrils displayed
increased GFAP+ fibril length and immunoreactivity compared
with mice in the wild-type AAV2 group (Fig. 4–e). Finally, GFAP
antibodies were used to identify astrocyte dendritic arbours in
flatmounted retina tissue, which may exhibit increased complexity
in an inflammatory milieu [18]. An increase in the number of
junctions and number of quadruple points in the dendritic arbours
were observed in the AAV2 (TM) group compared to wild-type
AAV2 control IVTs (Fig. 4f–h). In summary, this set of experiments
showed that increased retinal gliosis may be associated with AAV2
(TM) vs. wild-type AAV2 IVTs, involving microglia, Müller glia and
astrocyte cells. Mutation of phosphodegron residues in AAV2 capsids is
associated with reduced neutralisation by soluble HS and anti-
AAV2 NAbs Changes were observed in the levels of follicular helper T-cells and germinal centre B-cells, and
in classical and myeloid dendritic cell MHC c. II expression. All data is displayed as column graphs, and show the mean for each group ±SEM. All statistical analyses are vs. the AAV2 group. a CD4 and CD8 T-cell gating strategy used in subsequent analyses. b Effector memory CD4 + T-
cell (CD3 + CD4 + CD8- CD62Llo CD44hi) levels expressed as a percentage of total CD4 + T-cell levels, and representative flow plots. c Effector
memory CD8 + T-cell (CD3 + CD4- CD8+ CD62Llo CD44hi) levels expressed as a percentage of total CD8 + T-cell levels, and representative
flow plots. d Follicular helper CD4 + T-cell (CD3 + CD4+ CXCR5hi PD-1hi) levels expressed as a percentage of all CD4+ cells. **p < 0.01, Brown-
Forsythe ANOVA and Dunnett’s T3 posthoc tests (n = 4), and representative flow plots. e B-cell gating strategy used for subsequent analysis. f Germinal centre B-cell (CD19+ IgM + /lo IgDlo CD95hi GL7+ ) levels as a percentage of all splenic lymphocytes. ***p < 0.001, Kruskal-Wallis test
and Dunn’s posthoc tests (n = 4), and representative flow plots. g Levels of MHC c. II expressed on germinal centre B-cells. **p < 0.01, one-way
ANOVA and Dunnett’s posthoc tests (n = 4). h Percentage of class-switched B-cells (IgMlo IgDlo) in the germinal centres, as a percentage of all
germinal centre B-cells. **p < 0.01, one-way ANOVA and Dunnett’s posthoc tests (n = 4), and representative flow plots. i Gating strategy used
to delineate DC subsets for subsequent analysis j MHC c. II expression on conventional DCs subset 1 (cDC1) (CD11chi CD8a + XCR1 + )
dendritic cells. *p < 0.05, one-way ANOVA and Dunnett’s posthoc tests (n = 4). k MHC c. II expression on conventional DCs subset 2 (cDC1)
(CD11chi CD11b+) dendritic cells. *p < 0.05, Student’s t test (n = 4). l MHC c. II expression on plasmacytoid (CD11c+ SiglecH+) dendritic cells. AAV2
(TM)
and
wild-type
AAV2
were
compared
via
Iba1
immunoreactivity in this study. Microglia have a demonstrated
role in initiating immune responses in the CNS [21], which may
include activation of retinal endothelium, a concomitant increase
in vascular permeability, and increased extravasation of various
immune cell types into the retina [22]. Mutation of phosphodegron residues in AAV2 capsids is
associated with reduced neutralisation by soluble HS and anti-
AAV2 NAbs An alternative explanation is that attenuated HSPG binding of
AAV2 (TM) in the ILM may have affected interaction with microglia
cells, perhaps due to increased permeation of vector particles into
the retina, and increased microglia activation was observed when Recent work has suggested that the incorporation of phosphode-
gron mutations into AAV2 capsids may elicit changes in binding Gene Therapy Fig. 3
Intravitreal injection of AAV2 (TM) induces changes in splenic lymphocyte populations. Vectors were injected via IVT and spleens
were harvested for analysis after three weeks. Changes were observed in the levels of follicular helper T-cells and germinal centre B-cells, and
in classical and myeloid dendritic cell MHC c. II expression. All data is displayed as column graphs, and show the mean for each group ±SEM
All statistical analyses are vs. the AAV2 group. a CD4 and CD8 T-cell gating strategy used in subsequent analyses. b Effector memory CD4 + T-
cell (CD3 + CD4 + CD8- CD62Llo CD44hi) levels expressed as a percentage of total CD4 + T-cell levels, and representative flow plots. c Effector
memory CD8 + T-cell (CD3 + CD4- CD8+ CD62Llo CD44hi) levels expressed as a percentage of total CD8 + T-cell levels, and representative
flow plots. d Follicular helper CD4 + T-cell (CD3 + CD4+ CXCR5hi PD-1hi) levels expressed as a percentage of all CD4+ cells. **p < 0.01, Brown-
Forsythe ANOVA and Dunnett’s T3 posthoc tests (n = 4), and representative flow plots. e B-cell gating strategy used for subsequent analysis
f Germinal centre B-cell (CD19+ IgM + /lo IgDlo CD95hi GL7+ ) levels as a percentage of all splenic lymphocytes. ***p < 0.001, Kruskal-Wallis test
and Dunn’s posthoc tests (n = 4), and representative flow plots. g Levels of MHC c. II expressed on germinal centre B-cells. **p < 0.01, one-way
ANOVA and Dunnett’s posthoc tests (n = 4). h Percentage of class-switched B-cells (IgMlo IgDlo) in the germinal centres, as a percentage of al
germinal centre B-cells. **p < 0.01, one-way ANOVA and Dunnett’s posthoc tests (n = 4), and representative flow plots. i Gating strategy used
f
hi
M. Whitehead et al. M. Whitehead et al. 8 Fig. 3
Intravitreal injection of AAV2 (TM) induces changes in splenic lymphocyte populations. Vectors were injected via IVT and spleens
were harvested for analysis after three weeks. Mutation of phosphodegron residues in AAV2 capsids is
associated with reduced neutralisation by soluble HS and anti-
AAV2 NAbs As such, our data may be
explained by a model in which AAV2 (TM) IVT increased microglia
activation and retinal vascular permeability, which increased
shedding of vector protein and draining of capsid antigen to the spleen. Again, this model may be consistent with the cDC1 & 2
and germinal centre reactions observed, which increased NAb and
TAb titres [23]. This explanation may also explain the patterns of
T-cell infiltration into the retina, whereby AAV2 (TM) IVTs increased
CD4+ and CD8+ counts by activating microglia cells which in turn
elevated vessel permeability and leucocyte extravasation. More research will be required to determine whether either of
these mechanisms was responsible for the differences in immune
activation observed between mutant and wild-type AAV2, or Gene Therapy M. Whitehead et al. 9 whether both pathways played a role. For instance, further work to
characterise the interaction between microglia cells and blood
vessel endothelium [22] after vector administration could prove a
useful addition to the field. This could be complemented by
investigations into whether microglia are capable of activating
infiltrating CD4 + T-cells, w
neuroprotective or neurodeg
comparable CNS immunopat
prove useful in expanding
presented, in which CD4+
Gene Therapy whether both pathways played a role. For instance, further work to
characterise the interaction between microglia cells and blood
vessel endothelium [22] after vector administration could prove a
useful addition to the field. This could be complemented by
investigations into whether microglia are capable of activating
infiltrating CD4 + T-cells, which may drive development of
neuroprotective or neurodegenerative phenotype as reviewed i
comparable CNS immunopathologies [24]. This information coul
prove useful in expanding upon the findings of the dat
presented, in which CD4+ and CD8 + T-cell infiltration wa whether both pathways played a role. For instance, further work to
characterise the interaction between microglia cells and blood
vessel endothelium [22] after vector administration could prove a
useful addition to the field. This could be complemented by
investigations into whether microglia are capable of activating infiltrating CD4 + T-cells, which may drive development of a
neuroprotective or neurodegenerative phenotype as reviewed in
comparable CNS immunopathologies [24]. This information could
prove useful in expanding upon the findings of the data
presented, in which CD4+ and CD8 + T-cell infiltration was infiltrating CD4 + T-cells, which may drive development of a
neuroprotective or neurodegenerative phenotype as reviewed in
comparable CNS immunopathologies [24]. Mutation of phosphodegron residues in AAV2 capsids is
associated with reduced neutralisation by soluble HS and anti-
AAV2 NAbs This information could
prove useful in expanding upon the findings of the data
presented, in which CD4+ and CD8 + T-cell infiltration was Gene Therapy M. Whitehead et al. 10 Fig. 4
Intravitreal injection of a phosphodegron mutant AAV2 and high titre AAV2 leads to gliosis in the murine retina. Vectors were
injected via IVT and retinas were extracted for analysis after three weeks. All data is presented as column graphs, with the mean value for each
group shown ±SEM. All statistical analyses are vs. the AAV2 group. RGC, retinal ganglion cell layer; INL inner nuclear layer, ONL outer nuclear
layer. a Representative 40x objective epifluorescent microscopy images of retinal cryosections showing IBA1 immunoreactivity in groups
receiving phosphodegron mutant AAV2 injections. b Corresponding quantification performed in ImageJ shows the level of IBA1
immunoreactivity per field of view (FOV). *p < 0.05, **p < 0.01, Kruskal-Wallis ANOVA and Dunn’s posthoc test, n = 4–5. c Representative 40x
objective epifluorescent microscopy images of retinal cryosections showing GFAP immunoreactivity in groups receiving phosphodegron
mutant AAV2 injections. Corresponding quantification was performed using Simple Neurite Tracer, an ImageJ plugin (https://imagej.net/SNT). Each GFAP+ fibril was identified in each FOV and the length of each fibril (d) and its fluorescence intensity (e) and was measured. *p < 0.05,
**p < 0.01, one-way ANOVA and Dunnett’s posthoc tests, n = 4. f Representative 63x images acquired on an Leiss Airyscan Confocal
microscope showing increased complexity of astrocytic dendritic arbours in AAV2 (TM). Data was analysed in ImageJ using by assessing the
number of junctions (g) and quadruple points (h) of skeletonized images. *p < 0.05, **p < 0.01, one-way ANOVA and posthoc Dunnett’s tests,
n = 5–8. number of junctions (g) and quadruple points (h) of skeletonized images. *p < 0.05, **p < 0.01, one-way ANOVA and posthoc Dunnett’s tests,
n = 5–8. Fig. 5
Injection of phosphodegron mutant vectors is not associated with changes in electrophysiological function in the murine retina. Vectors were injected via IVT and ERG was performed after three weeks. 250 ng of lipopolysaccharide (LPS) 24 h prior to ERG. a Average pSTRs,
B-waves and A-waves from each treatment group (–4.37, –1.90 & 1.29 log cd.s/m2 light intensities, respectively). b Column charts showing
peak voltages across a range of light intensities for each treatment group. Data is presented as the mean value ±SEM. Mutation of phosphodegron residues in AAV2 capsids is
associated with reduced neutralisation by soluble HS and anti-
AAV2 NAbs c Representative 40x
confocal images of Tuj1+ cells (an RGC marker) in flatmounted retina tissue. Fi
5
I j
ti
f
h
h d
t
t
t
i
t
i t d
ith h
i
l
t
h
i l
i
l f
ti
i
th
i
ti Fig. 5
Injection of phosphodegron mutant vectors is not associated with changes in electrophysiological function in the murine retina. Vectors were injected via IVT and ERG was performed after three weeks. 250 ng of lipopolysaccharide (LPS) 24 h prior to ERG. a Average pSTRs,
B-waves and A-waves from each treatment group (–4.37, –1.90 & 1.29 log cd.s/m2 light intensities, respectively). b Column charts showing
peak voltages across a range of light intensities for each treatment group. Data is presented as the mean value ±SEM. c Representative 40x
confocal images of Tuj1+ cells (an RGC marker) in flatmounted retina tissue. Gene Therapy M. Whitehead et al. 11 Fig. 6
Mutation of AAV2 capsids at selected phosphodegron regions attenuates neutralisation by heparan sulphate (HS), and anti-AAV2
neutralising antibody-containing sera. All data is presented as bar graphs, with the mean value for each group shown ±SEM. All statistical
analyses are vs. the AAV2 group. a VP3 capsid monomer showing the positioning of the three phosphodegron mutants, the five residues
thought to mediate the binding affinity of AAV2 capsids to HSPG (blue) and the 14 residues thought to mediate binding of AAV2 to the AAV
receptor (orange) (AAVR; KIAA0319). This model was generated in PyMol using 6ih9, a 2.8 Å resolution cryoelectron microscopy-derived
structure of the AAV2 VP3 monomer. b AAV2 full 60mer capsid structure with highlighted phosphodegron mutations and heparin binding
domains. Red = Y444F, Green = K556E, Yellow = S662V, Blue = R484, R487, K532, R585, and R588 heparin binding domains (HBDs), Orange =
R471, D528, Q589, T592, S262, Q263, G265, A266, S267, N268, H271, N382 and Q385 AAVR binding domains (AAVR BDs). c RIVEM plot showing
the positioning of the three phosphodegron mutants and their proximity to HBDs and AAVR BDs (using 6IH9 AAV2 coordinates, see (b) for
colouring). d Schematic representation of mutations represented in PyMol. Mutations were introduced using PyMol’s Mutagenesis Wizard, and
the optimal rotamer confirmation was selected in accordance with the software’s prediction. e Mutation of phosphodegron residues
attenuates neutralisation by HS. AAV2 and mutant capsids were incubated with HS for 1 h, prior to addition to HEK293T cell media. Number of
GFP+ cells was normalised to –HS controls for each vector group, allowing calculation of remaining infectivity (I/I0). *p < 0.05, ****p < 0.0001,
one-way ANOVA and a Dunnett’s posthoc tests, n = 4. f Mutation of phosphodegron residues partially rescues neutralisation by AAV2 NAbs. AAV2 and mutant capsids were incubated with sera extracted from animals that had previously been injected intravitreally with AAV2, and the
samples were tested to confirm the presence of NAbs. Calculation of remaining infectivity (I/I0) was performed as in (d). *p < 0.05, **p < 0.01,
***p < 0.001, **** p < 0.0001, one-way ANOVA and a Dunnett’s posthoc tests, n = 4. Fig. 6
Mutation of AAV2 capsids at selected phosphodegron regions attenuates neutralisation by heparan sulphate (HS), and anti-AAV2
neutralising antibody-containing sera. All data is presented as bar graphs, with the mean value for each group shown ±SEM. In Eye pp. 1885-9. 11. Timmers AM, Newmark JA, Turunen HT, Farivar T, Liu J, Song C, et al. Ocular
inflammatory response to intravitreal injection of adeno-associated virus vector:
relative contribution of genome and capsid. Human Gene Therapy. 2020;31:80–89. 12. Tummala G, Crain A, Rowlan J, Pepple KL. Characterization of gene therapy
associated uveitis following intravitreal adeno-associated virus injection in mice. Investig Ophthalmol Visual Sci. 2021;62:41. 13. Seitz IP, Michalakis S, Wilhelm B, Reichel FF, Ochakovski GA, Zrenner E, et al. Superior retinal gene transfer and biodistribution profile of subretinal versus
intravitreal delivery of AAV8 in nonhuman primates. Investig Ophthalmol Visual
Sci. 2017;58:5792–801. One interesting observation of the properties of AAV2 (TM)
compared to wild-type AAV2 was that the vector may have been
less susceptible to neutralisation by anti-AAV2 NAbs. As men-
tioned, pre-existing humoral immunity to capsid protein repre-
sents a key barrier to successful vector administration in ~50% of
patients [30], which has led to the development of a number of
strategies to circumvent the problem [31, 32]. Whilst we only
utilised an in vitro neutralisation assay to demonstrate this effect,
the data suggests that mutation of phosphodegron residues in
AAV2 capsids may prove a useful, albeit partial, means of
overcoming pre-existing NAbs in patients, highlighting a potential
clinical utility for the technology in addition to improving retinal
transduction [7] and increasing vector permeation to photo-
receptor cells after IVT [1]. 14. Mesin L, Ersching J, Victora GD. Germinal center B cell dynamics. Immunity. 2016;45:471–82. 15. ten Broeke T, Wubbolts R, Stoorvogel W. MHC class II antigen presentation by
dendritic cells regulated through endosomal sorting. Cold Spring Harbor Per-
spect Biol. 2013;5:168–73. 16. Hopperton KE, Mohammad D, Trépanier MO, Giuliano V, Bazinet RP. Markers of
microglia in post-mortem brain samples from patients with Alzheimer’s disease: a
systematic review. Mol Psychiatry. 2018;23:177–98. 17. Shamsuddin N, Kumar A. TLR2 mediates the innate response of retinal muller glia
to Staphylococcus aureus. J Immunol. 2011;186:7089–97. to Staphylococcus aureus. J Immunol. 2011;186:7089–97. 18. Giovannoni F, Quintana FJ. The role of astrocytes in CNS inflammation. Trends
Immunol. 2020;41:805–19. 19. Pavlou M, Schön C, Occelli LM, Rossi A, Meumann N, Boyd RF, et al. Novel AAV
capsids for intravitreal gene therapy of photoreceptor disorders. EMBO Mol Med. 2021;13:e13392. 20. Durai V, Murphy KM. Functions of murine dendritic cells. Immunity. 2016;45:719–36. All statistical
analyses are vs. the AAV2 group. a VP3 capsid monomer showing the positioning of the three phosphodegron mutants, the five residues
thought to mediate the binding affinity of AAV2 capsids to HSPG (blue) and the 14 residues thought to mediate binding of AAV2 to the AAV
receptor (orange) (AAVR; KIAA0319). This model was generated in PyMol using 6ih9, a 2.8 Å resolution cryoelectron microscopy-derived
structure of the AAV2 VP3 monomer. b AAV2 full 60mer capsid structure with highlighted phosphodegron mutations and heparin binding
domains. Red = Y444F, Green = K556E, Yellow = S662V, Blue = R484, R487, K532, R585, and R588 heparin binding domains (HBDs), Orange =
R471, D528, Q589, T592, S262, Q263, G265, A266, S267, N268, H271, N382 and Q385 AAVR binding domains (AAVR BDs). c RIVEM plot showing
the positioning of the three phosphodegron mutants and their proximity to HBDs and AAVR BDs (using 6IH9 AAV2 coordinates, see (b) for
colouring). d Schematic representation of mutations represented in PyMol. Mutations were introduced using PyMol’s Mutagenesis Wizard, and
the optimal rotamer confirmation was selected in accordance with the software’s prediction. e Mutation of phosphodegron residues
attenuates neutralisation by HS. AAV2 and mutant capsids were incubated with HS for 1 h, prior to addition to HEK293T cell media. Number of
GFP+ cells was normalised to –HS controls for each vector group, allowing calculation of remaining infectivity (I/I0). *p < 0.05, ****p < 0.0001,
one-way ANOVA and a Dunnett’s posthoc tests, n = 4. f Mutation of phosphodegron residues partially rescues neutralisation by AAV2 NAbs. AAV2 and mutant capsids were incubated with sera extracted from animals that had previously been injected intravitreally with AAV2, and the
samples were tested to confirm the presence of NAbs. Calculation of remaining infectivity (I/I0) was performed as in (d). *p < 0.05, **p < 0.01,
***p < 0.001, **** p < 0.0001, one-way ANOVA and a Dunnett’s posthoc tests, n = 4. Gene Therapy Gene Therapy M. Whitehead et al. 12 observed, yet the precise role the cells played at the site of
infection
was
not
studied. In
particular,
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immune activation, T-cell infiltration, splenic germinal centre
reactions and DC activation, and retinal gliosis was observed
compared to wild-type AAV2 injections. However, it is important
to note that the observed immune response was not correlative
with changes in electrophysiology or loss of inner retinal cells. AAV2 (TM) transduced a greater proportion of retinal cells and was
more resistant to anti-AAV2 NAbs, suggesting the capsid may be
useful in overcoming pre-existing humoral immunity in patients. The present study therefore highlights novel aspects of phospho-
degron mutant AAV2 immunobiology relevant to preclinical and
clinical applications. 21. Ousman SS, Kubes P. Immune surveillance in the central nervous system. Nat
Neurosci. 2012;15:1096–101. 22. Okunuki Y, Mukai R, Nakao T, Tabor SJ, Butovsky O, Dana R, et al. Retinal microglia
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tion: microglia and T cells get ready to Tango. Front Immunol. 2018;8:1905. ,
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and/or the Supplementary Materials. The published article includes all datasets and
code generated or analysed during this study. 28. Gu R, Ding X, Tang W, Lei B, Jiang C, Xu G. A synthesized glucocorticoid- induced
leucine zipper peptide inhibits retinal müller cell gliosis. Front Pharmacol. 2018;9:331. Obtaining this information may prove helpful in
understanding why T-cell infiltration is commonly observed in
ocular AAV gene therapy studies [12], but did not correlate with
detectable changes in electroretinography in the present study. 4. Yu-Wai-Man P, Newman NJ, Carelli V, Moster ML, Biousse V, Sadun AA, et al. Bilateral visual improvement with unilateral gene therapy injection for Leber
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Efficacy of AAV Vectors. Mol Therapy—Methods Clin Dev. 2019;12:248–65. cacy of AAV Vectors. Mol Therapy—Methods Clin Dev. 2019;12:248– 7. Petrs-Silva H, Dinculescu A, Li Q, Min SH, Chiodo V, Pang JJ, et al. High-efficiency 7. Petrs-Silva H, Dinculescu A, Li Q, Min SH, Chiodo V, Pang JJ, et al. High-efficiency
transduction of the mouse retina by tyrosine-mutant AAV serotype vectors. Mol
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GFAP+
Müller
glia
and
astrocytes
indicative
of
increased
activation of these cell types in AAV2 (TM) vs. wild-type AAV2
injected retinae. Given the capacity of Müller cells to secrete
proinflammatory cytokines across a range of retinopathies [26, 27]
and in response to inflammatory stimuli [28], it is likely that the
activated Müller glia identified in this study in some way
participated in the anti-AAV2 innate immune response, possibly
by facilitating development of an inflammatory microenvironment
that assisted in leucocyte recruitment to the retina. The precise
role that astrocyte activation played in the study is also unclear,
however, future investigations into whether activation of infiltrat-
ing CD4 + T-cells was mediated by MHC c. II-restricted AAV2
antigen expressed by these cells, which has been described in
other CNS neuropathologies [29], may be beneficial. 8. Ryals RC, Boye SL, Dinculescu A, Hauswirth WW, Boye SE. Quantifying transduc-
tion efficiencies of unmodified and tyrosine capsid mutant AAV vectors in vitro
using two ocular cell lines. Mol Vision. 2011;17:1090–102. using two ocular cell lines. Mol Vision. 2011;17:1090–102. 9. Martino AT, Basner-Tschakarjan E, Markusic DM, Finn JD, Hinderer C, Zhou S, et al. Engineered AAV vector minimizes in vivo targeting of transduced hepatocytes by
capsid-specific CD8+ T cells. Blood. 2013;121:2224–33. p
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et al. Impact of heparan sulfate binding on transduction of retina by recombinant
adeno-associated virus vectors. J Virol. 2016;90:4215–31. 1. Boye SL, Bennett A, Scalabrino ML, McCullough KT, Van Vliet K, Choudhury S,
et al. Impact of heparan sulfate binding on transduction of retina by recombinant
adeno-associated virus vectors. J Virol. 2016;90:4215–31. 30. Whitehead M, Osborne A, Yu-Wai-Man P, Martin K. Humoral immune responses
to AAV gene therapy in the ocular compartment. Biol Rev. 2021;96:1616–44. 2. Kwon I, Schaffer DV. Designer gene delivery vectors: molecular engineering and
evolution of adeno-associated viral vectors for enhanced gene transfer. Phar-
maceut Res. 2008;25:489–99. 31. Leborgne C, Barbon E, Alexander JM, Hanby H, Delignat S, Cohen DM, et al. IgG-
cleaving endopeptidase enables in vivo gene therapy in the presence of anti-AAV
neutralizing antibodies. Nat Med. 2020;26:1096–101. 3. Russell S, Bennett J, Wellman JA, Chung DC, Yu Z-F, Tillman A, et al. Efficacy and
safety of voretigene neparvovec (AAV2-hRPE65v2) in patients with RPE65
-mediated inherited retinal dystrophy: a randomised, controlled, open-label,
phase 3 trial. Lancet. 2017;390:849–60. 32. Mingozzi F, Anguela XM, Pavani G, Chen Y, Davidson RJ, Hui DJ, et al. Overcoming
preexisting humoral immunity to AAV using capsid decoys. Sci Transl Med. 2013;5:192–4. Gene Therapy M. Whitehead et al. 13 COMPETING INTERESTS Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
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holder. To
view
a
copy
of
this
license,
visit
http://
creativecommons.org/licenses/by/4.0/. AO is an employee of Ikarovec Ltd, a company developing gene therapy
technologies. PY is a consultant for Gensight Biologics. KGM is a founder of Quethera
Ltd, a gene therapy company acquired by Astellas Pharma. MW and AS declare no
competing interests. FUNDING Reprints and permission information is available at http://www.nature.com/
reprints Reprints and permission information is available at http://www.nature.com/
reprints This
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Addenbrookes Charitable Trust, National Eye Research Council, and a core support
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in published maps and institutional affiliations. AUTHOR CONTRIBUTIONS MW, AS and AO conceived and designed the experiments. MW, AS and AO analysed
the data. MW wrote the manuscript. MW, AO, PY and KGM obtained the funding. AO,
PY and KGM provided feedback on the manuscript. Supplementary information The online version contains supplementary material
available at https://doi.org/10.1038/s41434-023-00409-x. Correspondence and requests for materials should be addressed to Michael
Whitehead. Reprints and permission information is available at http://www.nature.com/
reprints ETHICAL APPROVAL All procedures performed on animals were approved by the UK Home Office in
accordance with the UK Animals (Scientific Procedures) Act, and undertaken in
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used in each experiment is stipulated in the figure legends. © The Author(s) 2023 Gene Therapy
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Sequential thrombosis and bleeding in a woman with a prolonged activated partial thromboplastin time
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Thrombosis journal
| 2,011
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cc-by
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Background oral contraception for the previous three weeks, had a
body mass index of 24.5 (normal 18.5-24.9) had no vari-
cose veins, and had not been on any long haul trips by
either plane or car since delivery. Her personal history
was uneventful, this being her first pregnancy during
which she had no complications. There was no family
history of thrombosis or recurrent miscarriages. Her
aPTTr was 3.01 (normal range 0.88 -1.16) and pro-
thrombin time ratio (PTr) was normal. Her Hb was 9.1
g/dl with a slight microcytosis. Low molecular weight
heparin (LMWH) at treatment dose was started embri-
cated with warfarin then stopped after four days when
her international normalised ratio (INR) was 2.3. A
week later she re-attended casualty for spontaneous
bruising on upper limbs and worsening of the pain and
swelling in the right leg that was markedly ecchymotic. Blood tests on admission revealed Hb 8.1 g/dl, platelets
557 × 109/L and C-reactive protein at 247 mg/L (normal
< 5 mg/L). Urine and blood cultures were negative. Since 1988 in Airedale the possibility of a bleeding dis-
order was tested by comparing the clotting times of two
aPTT reagents, currently Synthesil (IL) as the reagent
sensitive to factor inhibitors and deficiencies and Actin
FS (Dade) as the reagent insensitive to factor inhibitors
and deficiencies but sensitive to factor XII deficiency
[2]. Unbeknown to the laboratory personnel the same g
The differential diagnosis of a prolonged aPTT (acti-
vated partial thromboplastin time) is manifold and
necessitates an algorithm to indicate factor deficiencies
or the presence of inhibitors that could be lupus like,
heparin like or specific to a clotting factor [1]. A quick
and correct laboratory diagnosis is of the utmost impor-
tance in the emergency setting when a clinician is faced
with a critical haemorrhage in a previously healthy indi-
vidual. We describe the sequential occurrence of throm-
bosis and haemorrhage developing over a nine day
period in a young woman with a prolonged aPTT ratio. © 2011 Spencer 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. Sequential thrombosis and bleeding in a woman
with a prolonged activated partial thromboplastin
time Akpan Spencer1, Michael I Pearce1 and Paul RJ Ames2* Abstract Simultaneous or sequential haemorrhage and thrombosis in the presence of a prolonged activated partial
thromboplastin time (aPTT) is a rare occurrence: we describe the case a 37 year old lady who developed post-
delivery deep vein thrombosis treated with low molecular heparin and warfarin followed a week later by extensive
bruising over legs and forearms, a significant drop in haemoglobin and a very prolonged aPTT. Further tests
revealed an acquired factor VIII inhibitor at 35 Bethesda Units. We discuss the clinical and laboratory implications
and provide a literature review of simultaneous thrombophilia and haemophilia in the presence of a prolonged
aPTT. Keywords: thrombosis, acquired haemophilia, pregnancy, lupus anticoagulant Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Spencer et al. Thrombosis Journal 2011, 9:16 * Correspondence: paxmes@aol.com
2Department of Haematology, Airedale Foundation Trust, Steeton, BD20 6TD,
UK
Full list of author information is available at the end of the article Case presentation
Description A 37 year old woman presented to casualty for pain and
swelling in the right calf; her Well’s score was 5, D-
dimer elevated at 422 ng/ml (cut-off limit 230 ng/ml)
and a Doppler ultrasound revealed a clot in the upper
portion of the right femoral vein and in the deep veins
of the right calf. With regards to thrombosis risk factors,
she was 5 weeks post caesarean delivery, had been on ull list of author information is available at the end of the article Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Page 2 of 4 was markedly abnormal at her attendance for DVT. A
factor VIII level at 2% and a factor VIII inhibitor at 35
Bethesda units were unequivocal with respect to preg-
nancy related acquired haemophilia: the latter is a life-
threatening antibody-mediated haemorrhagic disorder
that occurs prevalently in people over 50 years of age
presenting with bleeding and/or with a prolonged aPTT. The FVIII inhibitor may develop during and/or after
pregnancy with a prevalence of 7% to 21% according to
series. It appeared in the first pregnancy in 80% (16 of
20) of women and did not seem to recur with further
pregnancies [4-10] though in one survey it recurred in
the three women who had successive pregnancies [11]. In
general the inhibitor is identified on occasions of overt
bleeding: in one series 50% of bleeding occurred in the
peri-partum period and in 50% within 30 days of delivery;
in another series bleeding occurred pre-partum in two
women, within three days of delivery in three and within
3-12 months in nine [11,12]. Another review showed that
3% of 27 women bled during pregnancy, 3% after an
abortion, 15% immediately after delivery, 30% within 4
months and another 30% between 4 to 12 months of
delivery; this review also shows that post-partum factor
VIII inhibitor often disappears spontaneously [12]. comparison can be used to detect a lupus anticoagulant
[3]. Both assays are run on an automated coagulometer
(TOP-CTS, Instrumentation Laboratories). The patient’s
INR was 2.3 (due to warfarin), the Synthesil aPTTr was
disproportionately prolonged at 5.03 whereas the Actin
FS aPTTr was 3.21 and a thrombin time was 12.8” (nor-
mal 12-16.5”) ruling out a possible residual effect of
LMWH that had been stopped three days earlier. Case presentation
Description A
repeat Doppler US of the right lower limb did not show
thrombus in the femoral vein but extensive haematoma
in the calf obscuring the possibility of persistent throm-
bus. The following day her Hb had dropped to 6.9 g/dl:
warfarin was stopped and the patient was given a total
dose of 8 mg of recombinant VIIa intravenously,
repeated two hourly 12 times after transfer to the Hae-
mophilia Centre at Bradford Royal Infirmary. The
patient was started on oral cyclophosphamide 100 mg
daily continued for six months and prednisolone 1 mg/
kg for 6 weeks, gradually tapered down over the ensuing
five months: three weeks into immune suppression her
factor VIII levels was 36 IU/dl and in June 2010 her fac-
tor VIII was 62 IU/dl with normal aPTTs. A thrombo-
philia screen done at the same time (plasma levels of
protein C, protein S, antithrombin and gene testing for
factor V Leiden and prothrombin mutation, anticardioli-
pin antibodies and lupus anticoagulant) was negative. At
16 months follow up she is inhibitor negative with nor-
mal plasma factor VIII level. However, prior to haemorrhage, our patient had suf-
fered a DVT, quite a rare occurrence in the presence of
a bleeding diathesis. In the absence of genetic or
acquired thrombophilia, four haemophilia A patients
developed spontaneous limb vein occlusions [13-16],
one with a duplicated superficial femoral vein [16]
whereas a haemophilia A youngster who was also factor
V Leiden heterozygous suffered a spontaneous cerebral
infarction [17]. Conversely two haemophilia A patients with inherited
thombophilia developed a fatal pulmonary embolism
and a DVT after a surgical challenge [18,19] whereas a
severe haemophilia A patient also factor V Leiden het-
erozygous suffered portal vein thrombosis after continu-
ous infusion of F VIII [20]. DVT has been described
also in a haemophilic A patient with factor VIII inhibi-
tor 18 days after recombinant activated factor VII infu-
sion [21]. Case presentation
Description Given
the prolongation of both aPTTs, the laboratory person-
nel informed the consultant haematologist of a possible
factor inhibitor and pursued factor assays that revealed
a factor VIII at 2 IU/dl (normal range 60-180 IU/dl),
factor XII at 65 IU/dl (normal range 50-180 IU/dl), fac-
tor XI at 61 IU/dl (normal range 60-140 IU/dl) and fac-
tor IX at 46 IU/dl (normal range 50-150 IU/dl). A factor
VIII inhibitor was detected at 35 Bethesda Units. A
repeat Doppler US of the right lower limb did not show
thrombus in the femoral vein but extensive haematoma
in the calf obscuring the possibility of persistent throm-
bus. The following day her Hb had dropped to 6.9 g/dl:
warfarin was stopped and the patient was given a total
dose of 8 mg of recombinant VIIa intravenously,
repeated two hourly 12 times after transfer to the Hae-
mophilia Centre at Bradford Royal Infirmary. The
patient was started on oral cyclophosphamide 100 mg
daily continued for six months and prednisolone 1 mg/
kg for 6 weeks, gradually tapered down over the ensuing
five months: three weeks into immune suppression her
factor VIII levels was 36 IU/dl and in June 2010 her fac-
tor VIII was 62 IU/dl with normal aPTTs. A thrombo-
philia screen done at the same time (plasma levels of
protein C, protein S, antithrombin and gene testing for
factor V Leiden and prothrombin mutation, anticardioli-
pin antibodies and lupus anticoagulant) was negative. At
16 months follow up she is inhibitor negative with nor-
mal plasma factor VIII level. comparison can be used to detect a lupus anticoagulant
[3]. Both assays are run on an automated coagulometer
(TOP-CTS, Instrumentation Laboratories). The patient’s
INR was 2.3 (due to warfarin), the Synthesil aPTTr was
disproportionately prolonged at 5.03 whereas the Actin
FS aPTTr was 3.21 and a thrombin time was 12.8” (nor-
mal 12-16.5”) ruling out a possible residual effect of
LMWH that had been stopped three days earlier. Given
the prolongation of both aPTTs, the laboratory person-
nel informed the consultant haematologist of a possible
factor inhibitor and pursued factor assays that revealed
a factor VIII at 2 IU/dl (normal range 60-180 IU/dl),
factor XII at 65 IU/dl (normal range 50-180 IU/dl), fac-
tor XI at 61 IU/dl (normal range 60-140 IU/dl) and fac-
tor IX at 46 IU/dl (normal range 50-150 IU/dl). A factor
VIII inhibitor was detected at 35 Bethesda Units. e ratio (PTr), activated partial thromboplastin time ratio (aPTTr) and fibrinogen (FNG) from the end of the second trimester of pregna
to end of puerperium (Mar 12) Author details
1 1Department of Medicine, Airedale Foundation Trust, Steeton, BD20 6TD, UK. 2Department of Haematology, Airedale Foundation Trust, Steeton, BD20 6TD,
UK. Authors’ contributions
PRJA
d h Within the thrombosis setting a prolonged aPTTr may
indicate the presence of a lupus anticoagulant (LA). In
the flurry of the Friday afternoon when the acquired fac-
tor VIII inhibitor was detected, whilst the patient was
administrated the first dose of recombinant factor VII
and then transferred to Bradford Royal Infirmary, we
overlooked that the Actin FS aPTTr was shorter than
the Synthesil aPTTr (3.21 vs 5.03): a study comparing
sensitive and insensitive reagents to the LA showed that
the shortening of the aPTTr with Actin FS (the insensi-
tive reagent) can be suggestive of LA even in patients
on oral anticoagulants and/or with acquired haemophilia
[3]. Hence we could not rule out that our patient also
had a LA that was not detected on subsequent testing
because of the immunosuppressive treatment she
received. Of the four reported cases where acquired fac-
tor VIII inhibitor coexisted with LA the clinical pheno-
type was always bleeding [24-27]. With regards to
haemophiliacs with anti-factor VIII inhibitors, one study
showed a simultaneous LA detected by the dilute Rus-
sell viper venom time (DRVVT) (and Staclot LA) in 12
such patients [28] whereas a positive LA was more com-
mon in haemophiliacs with anti-factor VIIII inhibitors
than in haemophiliacs without inhibitors either by
DRVVT (IL-LAC screen and confirm) (22% vs 10%) or
by Staclot LA (Stago, France) (30% vs 5%). PRJA conceived the report and coordinated the manuscript that was drafted
by AS and completed by MIP. All authors read and approved the final
manuscript. Discussion Our patient shifted from deep vein thrombosis (DVT) to
bleeding within the span of nine days: those involved in
her care had not noticed that her aPTTr had been getting
higher throughout her pregnancy (Table 1) and that it Table 1 Evolution of coagulation tests since late pregnancy
2009
2010
Range
Sept 30
Dec 31
Jan 2
Mar 3
Mar 10
Mar 12
Gestational age (weeks)
26
39
39
Puerperium
(weeks)
5
6
6
PTr
1.00
0.90
1.03
1.26
2.05
2.32
0.9-1.12
aPTTr
1.01
1.23
1.32
3.01
9.31
5.03
0.88-1.16
FNG (mg/dl)
638
> 700
816
538
701
691
150-400
Prothrombin time ratio (PTr), activated partial thromboplastin time ratio (aPTTr) and fibrinogen (FNG) from the end of the second trimester of pregnancy
(September 30) to end of puerperium (Mar 12) Table 1 Evolution of coagulation tests since late pregnancy Prothrombin time ratio (PTr), activated partial thromboplastin time ratio (aPTTr) and fibrinogen (FNG) from the end of the second trimester of pregnancy
(September 30) to end of puerperium (Mar 12) Page 3 of 4 Page 3 of 4 Page 3 of 4 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 With regards to acquired haemophilia, a small series
described a spontaneous DVT in a 60 year old woman
and in an 80 year old man with splenic marginal zone
lymphoma and a proximal leg vein occlusion after a
femoral to popliteal by-pass in a 76 year old man [22];
pulmonary embolism developed in a 29 year old man
who was on tranexamic acid to minimise bleeding epi-
sodes that were managed with recombinant factor VII
when occurring acutely [23]: none of these patients had
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bleeding diathesis in a postpartum patient: diagnosis and management. J Obstet Gynaecol Can 2002, 24:430-432. Consent The patient gave written informed consent for publica-
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d
l
h The authors declare that they have no competing interests. Received: 11 July 2011 Accepted: 27 October 2011
Published: 27 October 2011 Received: 11 July 2011 Accepted: 27 October 2011
Published: 27 October 2011 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 16. Stewart AJ, Manson LM, Dennis R, Allan PL, Ludlam CA: Thrombosis in a
duplicated superficial femoral vein in a patient with haemophilia A. Haemophilia 2000, 6:47-49. 17. Oclay L, Gurgey A, Topaloglu H, Atay S, Parlak H, Firat M: Cerebral
infarction associated with factor V Leiden mutation in a boy with
haemophilia A. Am J Hematol 1997, 58:189-190. 18. Butcher JH, Pasi KJ: Fatal postoperative pulmonary embolism in mild
haemophilia. Haemophilia 2006, 12:179-182. 18. Butcher JH, Pasi KJ: Fatal postoperative pulmonary embolism in mild
haemophilia. Haemophilia 2006, 12:179-182. 19. Pruthi RK, Heit JA, Green MM, Emiliusen LM, Nichols WL, Wilke JL,
Gastineau DA: Venous thromboembolism after hip fracture surgery in a
patient with haemophilia B and factor V Arg 506 Gln (factor V Leiden)
Haemophilia 2006, 6:631-634. 19. Pruthi RK, Heit JA, Green MM, Emiliusen LM, Nichols WL, Wilke JL,
Gastineau DA: Venous thromboembolism after hip fracture surgery in a
patient with haemophilia B and factor V Arg 506 Gln (factor V Leiden). Haemophilia 2006, 6:631-634. 20. Ettingshausen CE, Saguer IM, Kreuz W: Portal vein thrombosis in a patient
with severe haemophilia A and F V G1691A mutation during continuous
infusion of F VIII after intramural jejunal bleeding-successful
thrombolysis under heparin therapy. Eur J Pediatr 1999, 158:180-182. 20. Ettingshausen CE, Saguer IM, Kreuz W: Portal vein thrombosis in a patient
with severe haemophilia A and F V G1691A mutation during continuous
infusion of F VIII after intramural jejunal bleeding-successful
thrombolysis under heparin therapy. Eur J Pediatr 1999, 158:180-182. 21. Van der Planken MG, Schrovens W, Vertessen F, Michiels JJ, Berneman ZN:
Distal deep venous thrombosis in a haemophilia A patient with inhibitor
and severe infectious disease, 18 days after recombinant activated
factor VII transfusion. Blood Coagul Fibrinolysis 2002, 13:367-370. 22. Deitcher SR, Carman TL, Kottke-Marchant K: Simultaneous deep venous
thrombosis and acquired factor VIII inhibitor. Clin Appl Thromb Hemost
2002, 8:375-379. 23. Taparia M, Cordingley FT, Leahy MF: Pulmonary embolism associated with
tranexamic acid in severe acquired haemophilia. Eur J Haematol 2002,
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rheumatoid arthritis and a lupus anticoagulant coexisting with acquired
autoantibodies against factor VIII. Br J Rheumatol 1993, 32:515-517. 25. doi:10.1186/1477-9560-9-16
Cite this article as: Spencer et al.: Sequential thrombosis and bleeding
in a woman with a prolonged activated partial thromboplastin time.
Thrombosis Journal 2011 9:16. Conclusion Thrombosis and bleeding are the yin-yang of haemosta-
sis and their simultaneous occurrence must alert us to
the rarity and complexity of such occurrences and
induce us to have a sharp insight in these cases:
acquired haemophilia A developing post-partum is not
uncommon, a vascular occlusion on the background of
acquired haemophilia A followed by bleeding aggravated
by warfarin is unusual indeed. Given the differences in
the Synthesil and Actin FS aPTT ratios, we cannot rule
out that DVT was also promoted by a LA that might
have disappeared after immune suppressive treatment:
strict adherence to existing guidelines for LA testing
[29] should have lead us to perform also a DRVVT
(screen and confirm) to shed further light on the throm-
botic event. 9. Santoro RC, Prejanò S: Postpartum-acquired haemophilia A: a description
of three cases and literature review. Blood Coagul Fibrinolysis 2009,
20:461-465. 10. Baudo F, de Cataldo F: Italian Association of Haemophilia Centres (AICE):
Register of acquired factor VIII inhibitors (RIIA). Acquired factor VIII
inhibitors in pregnancy: data from the Italian Haemophilia Register
relevant to clinical practice. BJOG 2003, 110:311-314. 11. Solymoss S: Postpartum acquired factor VIII inhibitors: results of a survey. Am J Hematol 1998, 59:1-4. 12. Michiels JJ, Hamulyak K, Nieuwenhuis HK, Novakova I, van Vliet HH:
Acquired haemophilia A in women postpartum: management of
bleeding episodes and natural history of the factor VIII inhibitor. Eur J
Haematol 1997, 59:105-109. 13. Bicer M, Yanar M, Tuydes O: Spontaneous deep vein thrombosis in
hemophilia A: a case report. Cases J 2009, 2:6390. 14. Dargaud Y, Meunier S, Negrier C: Haemophilia and thrombophilia: an
unexpected association! Haemophilia 2004, 10:319-326. 15. Kashyap R, Sharma Lm, Gupta S, Saxena R, Srivastava DN: Deep vein
thrombosis in a patient with severe haemophilia A. Haemophilia 2006,
12:87-89. Page 4 of 4 Spencer et al. Thrombosis Journal 2011, 9:16
http://www.thrombosisjournal.com/content/9/1/16 Grossmann R, Wankmüller H, Schwender S, Kirschner J, Mansouri-
Taleghani B, Keller P, et al: The diagnosis and therapy of acquired factor-
VIII inhibitors in combination with lupus anticoagulants. Dtsch Med
Wochenschr 1996, 121:906-910. 25. Grossmann R, Wankmüller H, Schwender S, Kirschner J, Mansouri-
Taleghani B, Keller P, et al: The diagnosis and therapy of acquired factor-
VIII inhibitors in combination with lupus anticoagulants. Dtsch Med
Wochenschr 1996, 121:906-910. 26. Biron C, Durand L, Lemkecher T, Dauverchain J, Meunier L, Meynadier J,
et al: Simultaneous occurrence of lupus anticoagulant, factor VIII
inhibitor and localized pemphigoid. Am J Hematol 1996, 51:250-251. 26. Biron C, Durand L, Lemkecher T, Dauverchain J, Meunier L, Meynadier J,
et al: Simultaneous occurrence of lupus anticoagulant, factor VIII
inhibitor and localized pemphigoid. Am J Hematol 1996, 51:250-251. 27. Taher A, Abiad R, Uthman I: Coexistence of lupus anticoagulant and
acquired haemophilia in a patient with monoclonal gammopathy of
unknown significance. Lupus 2003, 12:854-856. 27. Taher A, Abiad R, Uthman I: Coexistence of lupus anticoagulant and
acquired haemophilia in a patient with monoclonal gammopathy of
unknown significance. Lupus 2003, 12:854-856. 28. Blanco AN, Cardozo MA, Candela M, Santarelli MT, Pérez Bianco R,
Lazzari MA: Anti-factor VIII inhibitors and lupus anticoagulants in
haemophilia A patients. Thromb Haemost 1997, 77:656-659. 29. Pengo V, Tripodi A, Reber G, Rand JH, Ortel TL, Galli M, et al: Update of the
guidelines for lupus anticoagulant detection. Subcommittee on Lupus
Anticoagulant/Antiphospholipid Antibody of the Scientific and
Standardisation Committee of the International Society on Thrombosis
and Haemostasis. J Thromb Haemost 2009, 7:1737-1740. doi:10.1186/1477-9560-9-16
Cite this article as: Spencer et al.: Sequential thrombosis and bleeding
in a woman with a prolonged activated partial thromboplastin time. Thrombosis Journal 2011 9:16. doi:10.1186/1477-9560-9-16
Cite this article as: Spencer et al.: Sequential thrombosis and bleeding
in a woman with a prolonged activated partial thromboplastin time. Thrombosis Journal 2011 9:16. Submit your next manuscript to BioMed Central
and take full advantage of:
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https://openalex.org/W4379112862
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https://e-journal.umaha.ac.id/index.php/deskovi/article/download/1935/1150
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Indonesian
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Bentuk Penyajian Musik Kesenian Nandong pada Upacara Khitanan di Desa Lataling Kecamatan Teupah Selatan Kabupaten Simeulue
|
Deskovi
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DESKOVI : Art and Design Journal
Volume 5, Nomor 2, Desember 2022, 128-133 DESKOVI : Art and Design Journal
Volume 5, Nomor 2, Desember 2022, 128-133 ISSN 2655 - 464X online
ISSN 2654 - 5391 print ABSTRAK Kesenian Nandong adalah seni vokal yang diwariskan secara turun-tumurun pada masyarakat Simeulue. Kesenian
Nandong merupakan sejenis seni tutur yang syair-syairnya berisikan karangan yang mengandung nasehat, sindiran,
rintihan yang dilantunkan dengan iringan alat musik yaitu kedang/gendang dan biola. Nandong dilantunkan
menggunakan bahasa Devayan khas bahasa Simeulue, namun dalam kesenian Nandong juga menggunakan bahasa
Aneuk Jamee. Keunikan Nandong selain terdapat dalam bahasa Aneuk Jamee yaitu dilantunkan dengan nada yang
tinggi dan melengking serta saling bersahut-sahutan oleh pria dengan suara tinggi dan melengking. Penelitian ini
dilakukan dengan pendekatan kualitatif, yang berusaha mengaplikasikan teori untuk menjelaskan fenomena-
fenomena yang terjadi pada objek penelitian. Metode dalam penelitian ini dilakukan secara deskriptif yang
diwujudkan dalam bentuk keterangan atau gambar tentang kejadian atau kegiatan yang dilakukan menyeluruh
dengan mendatangi langsung di Desa Lataling, Kecamatan Teupah Selatan, Kabupaten Simeulue. Adapun langkah
tersebut dilakukan dengan tahapan yaitu: penentuan subjek penelitian; pemilihan setting dan instrumen penelitian,
teknik, dan analisis data. Hasil penelitian akan menunjukkan bahwa terdapat analisis terhadap fenomena musik
pada kesenian ini. Fenomena tersebut seperti pemakaian timbre low, disusul timbre high dengan berbagai intensitas
kemunculan, serta diperoleh deskripsi tangga nada (scale), dan pengurutan nada-nada yang terdapat dalam
Nandong tersebut dimulai dari nada terendah sampai nada yang tertinggi. K
k
i
A
li i M
ik P
ji
M
ik K
i
N
d Kata kunci: Analisis Musik, Penyajian Musik, Kesenian Nandong. Abdul Rozak1, Haria Nanda Pratama2, Nadra Akbar Manalu3 1Seni Karawitan, Jurusan Seni Pertunjukan
Institut Seni Budaya Indonesia Aceh, Kota Jantho, Aceh Besar, Aceh, Indonesia
Email : abdulrozak.isbiaceh@gmail.com 1Seni Karawitan, Jurusan Seni Pertunjukan
Institut Seni Budaya Indonesia Aceh, Kota Jantho, Aceh Besar, Aceh, Indonesia
Email : abdulrozak.isbiaceh@gmail.com 2Seni Teater, Jurusan Seni Pertunjukan
Institut Seni Budaya Indonesia Aceh, Kota Jantho, Aceh Besar, Aceh, Indonesia
Email : harianandapratama@gmail.com 2Seni Teater, Jurusan Seni Pertunjukan
Institut Seni Budaya Indonesia Aceh, Kota Jantho, Aceh Besar, Aceh, Indonesia
Email : harianandapratama@gmail.com 3Seni Tari, Jurusan Seni Pertunjukan
Institut Seni Budaya Indonesia Aceh, Kota Jantho, Aceh Besar, Aceh, Indonesia
Email : nadramanalu@gmail.com Diterima : 8 Juni 2022. Disetujui : 10 Desember 2022. Dipublikasikan : 15 Desember 2022
©2022 – DESKOVI Universitas Maarif Hasyim Latif. Ini adalah artikel dengan akses
terbuka di bawah lisensi CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/) Diterima : 8 Juni 2022. Disetujui : 10 Desember 2022. Dipublikasikan : 15 Desember 2022
©2022 – DESKOVI Universitas Maarif Hasyim Latif. Ini adalah artikel dengan akses
terbuka di bawah lisensi CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/) Keyword: Music Analysis, Music Presentation, Art of Nandong. PENDAHULUAN kedang/gendang (dalam khas budaya Simeulue), biola
(pada dulunya biola dimainkan sesama dengan
kedang). Pada
setiap
lirik
yang
disampaikan
mengandung nilai-nilai estetika antara perpaduan irama
dengan makna syairnya yang mendayu-dayu. Selain itu
terdapat juga makna sosial yang terkandung dalam
syair-syairnya yang berupa nasehat, petuah, yang
menceritakan kehidupan seseorang atau pesan dari
leluhur kepada anak cucunya yang digunakan pada saat
pesta
perkawinan,
khitanan,
ataupun
disaat
berlangsungnya acara pesta rakyat. Perbedaan yang
nyata terlihat dari kesenian ini adalah dalam hal
keunikan dialeknya. Selain hal tersebut, Nandong juga
memiliki fungsi dalam mengetahui gejala alam seperti
gempa bumi (Lubis, 2019: 6). Kesenian merupakan salah satu isi dari
kebudayaan manusia secara umum, karena kesenian
adalah cerminan dari suatu bentuk peradaban yang
tumbuh dan berkembang sesuai dengan cita-cita,
keinginan dengan berpedoman pada nilai-nilai yang
berlaku dan dilakukan dalam bentuk aktivitas
berkesenian, sehingga masyarakat mengetahui bentuk
keseniannya. Perkembangan
kesenian
Indonesia
sesungguhnya banyak variasinya, namun, di antara
banyaknya variasi kesenian tradisional tersebut masih
banyak yang belum diketahui oleh masyarakat
Indonesia secara umum. Fadinul (2016) dalam
skripsinya mengakatan hal ini terjadi disebabkan oleh
berbagai alasan, kesenian Nandong adalah salah satu
kesenian tradisional yang masih belum diketahui oleh
masyarakat luas ini disebabkan karna kurangnya minat
masyarakat terhadap kesenian Nandong. Kurangnya
minat masyarakat terhadap kesenian Nandong ini
disebabkan
pengaruh
musik
Barat
yang
terus
berdatangan
yang
menarik
sehingga
perhatian
masyarakat terhadap kesenian kesenian Nandong pun
diabaikan dan di tinggalkan. Artinya. kurangnya
kesadaran kita untuk menginventarisasi, merevitalisasi,
melestarikan serta mengembangkan kesenian tersebut
pada masa sekarang ini. g
p
(
)
Lubis dalam tesisnya (2019: 6), mengatakan
bahwa kesenian Nandong termasuk ke dalam salah satu
folklor lisan yakni puisi rakyat seperti pantun,
gurindam dan syair. Bentuk-bentuk folklor lisan yang
termasuk di dalamnya adalah: (1) bahasa rakyat seperti
logat, julukan, dan titel kebangsawaan; (2) ungkapan
tradisional, seperti peribahasa, pepatah dan pameo; (3)
pertanyaan tradisional seperti teka-teki; (4) puisi
rakyat, seperti pantun, gurindam, dan syair; (5) cerita
prosa rakyat, seperti mite, legenda, dongeng, dan (6)
nyayian rakyat.. James Danandjaja (1984: 2) yang
menyatakan
bahwa
folklor
adalah
sebagian
kebudayaan yang kolektif yang tersebar dan diwariskan
turun-temurun, di antara kolektif macam apa saja,
secara tradisional dalam versi yang berbeda, baik dalam
bentuk lisan maupun contoh yang disertai dalam gerak
isyarat atau alat pembantu pengingat. Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 ABSTRACT Nandong art is a vocal art that has been passed down from generation to generation among the Simeulue people. Nandong art is a kind of speech art in which the poems contain compositions that contain advice, satire, groans
sung accompanied by musical instruments, kedang/gendang and violins. Nandong is sung using the Devayan
language typical of the Simeulue language, but in art, Nandong also uses the Aneuk Jamee language. The
uniqueness of Nandong besides being in the Aneuk Jamee language is that it is sung in a high and shrill tone and
shouted at each other by men in high and shrill voices. This research is a qualitative research, this study seeks to
apply the theory to explain the phenomena that occur in the object of research. The method in this study was carried
out descriptively which was manifested in the form of information or pictures about events or activities carried out
thoroughly by visiting Lataling Village, Teupah Selatan District, Simeulue Regency. The steps are carried out in
stages, namely: determining the research subject; selection of research settings and instruments, techniques, and
data analysis. The results of the research will show that there is an analysis of the phenomenon of music in this art. Such phenomena include the use of a low timbre, followed by a high timbre with various intensities of appearance,
and a description of the scale is obtained, and the order of the tones contained in Nandong starts from the lowest
to the highest tone. Keyword: Music Analysis, Music Presentation, Art of Nandong. 128 PENDAHULUAN Dari pendapat
James Danandjaja di atas maka peneliti menyimpulkan
kesenian Nandong adalah salah satu kesenian yang
termasuk dalam foklor, dilihat dari segi pertunjukan
penyampaiyan
dalam
bentuk
syairnya
yang
menyampaikan cerita kehidupan yang mengandung
makna-makna yang tersirat dalam kesenian Nandong
tersebut. Asal usul kesenian Nandong tidak diketahui dengan
jelas, akan tetapi kesenian Nandong diperkirakan
sudah ada pada abad ke-12 sebelum agama islam
masuk di Kabupaten Simeulue. (wawancara dengan
Harumsyah seniman Nandong). Nandong adalah salah satu kesenian tradisional
masyarakat Kabupaten Simeulue, Provinsi Aceh. Kesenian ini diketahui memiliki nilai-nilai estetika
yang tinggi serta makna yang luas bermanfaat bagi
masyarakat setempat, yang disebut memiliki estetika
yaitu penyampaian yang dilakukan seniman Nandong
melalui syair yang dilantunkan memiliki ciri khas,
seniman Nandong melantunkan syairnya menggunakan
bahasa aneuk jamee dan devayan dengan bait-bait yang
disajikan menggunakan nada tinggi yang mendayu-
dayu diiringi tabuhan kedang di antara bait-bait syair
tersebut. Kabupaten Simeulue merupakan sebuah
kepulauan yang terletak di pantai bagian barat Provinsi
Aceh yang berjarak 105 mil laut dari kota Meulaboh,
Kabupaten Aceh Barat atau sekitar 85 mil laut dari kota
Labuhan Haji Kabupaten Aceh Selatan. Kabupaten
Simeulue ini terbilang jauh dari Ibu kota Provinsi
sehingga membuat kesenian ini kurang dikenal oleh
masyarakat
luas
di
luar
Kabupaten
Simeulue
(Mahyunilawati, 2016: 3). Folklor termasuk salah satu bentuk kesenian
tradisional masyarakat yang sudah turun-temurun
diketahui
masyarakat
dan
merupakan
wujud
kebudayaan. Kaitan antara kesenian tradisional seperti
Nandong ini terhadap kebudayaan adalah di dalamnya
terdapat nilai-nilai budaya berupa makna tersirat yang
diketahui
oleh
masyarakat
Simeulue. Kesenian
Nandong yang menceritakan tentang peruntungan atau
nasib yang dialami dikenal dengan Nandong Untung
dapat membuat pendengarnya menjadi sedih karena
terhanyut dengan cerita yang disampaikan. Nandong
yang dilantunkan menggunakan bahasa Devayan khas
bahasa Simeulue, namun dalam kesenian Nandong juga
menggunakan bahasa Aneuk Jamee yang juga
merupakan salah satu bahasa yang digunakan di
Kabupaten Simeulue, khususnya di Kota Sinabang. Keunikan Nandong selain adalah dilantunkan dengan
nada yang tinggi seperti melengking dan saling
bersahut-sahutan oleh pria. Keunikan Nandong yang
dilantunkan oleh pria dengan suara tinggi dan
melengking serta awalnya menggunakan bahasa Kesenian Nandong adalah seni vokal yang
diwariskan secara turun-tumurun pada masyarakat
Simeulue. Kesenian Nandong merupakan sejenis seni
tutur yang dalam syair-syairnya berisikan karangan
yang mengandung nasehat, sindiran, rintihan yang
dilantunkan
dengan
diiringi
alat
musik
yaitu 129 Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 menurut Creswell dalam Pratama (2021: 5)
mengatakan minang merupakan fenomena yang menarik. A. KESENIAN NANDONG Pada penelitian ini, peneliti memfokuskan objek
pada penyajian musik dari pertunjukan kesenian
Nandong di Desa Lataling, Kecamatan Teupah Selatan,
Kabupaten
Simeulue. Maka
peneliti
sebelum
melakukan obvervasi, wawancara serta dokumentasi
terhadap kesenian Nandong, maka peneliti lebih utama
menetapkan judul sebagai acuan untuk melakukan
obvervasi di lapangan, maka peneliti menetapkan judul
besar dalam penelitian ini yaitu “Bentuk Penyajian
Musik Kesenian Nandong Pada Upacara Khitanan di
Desa Lataling Kecamatan Teupah Selatan Kabupaten
Simeulue”. Nandong merupakan kesenian tradisional
yang tumbuh dan berkembang dalam kebudayaan
masyarakat Simeulue. Kesenian Nandong memiliki
arti sebagai senandung yakni nyanyian yang
didendangkan pada waktu melakukan sesuatu
pekerjaan yang disenangi atau untuk menghibur hati
yang sedang gundah (Agur dalam Mahyunilawati
2016: 38). Nandong sebagai sebuah seni tutur yang telah
menjadi kesenian daerah masyarakat Simeulue
terdiri atas pantun/puisi dan mengandung nasehat,
cerita dan sindiran. Kesenian Nandong bisa
dimainkan dua orang atau lebih dengan diiringi
pukulan gendang yang ditabuh di antara sela bait-
baitnya dilantunkan. Bait-bait yang dilantunkan
merupakan
nasehat-nasehat,
cerita,
sindiran,
ungkapan perasaan seseorang. Dan jenis-jenis pantun
tersebut berisikan cerita, kisah kasih/ percintaan,
nasib/ peruntungan dan dinamika kehidupan lainnya. Kesenian Nandong juga merupakan media dalam
menyampaikan
pesan-pesan
moril
kepada
masyarakat. PENDAHULUAN Suara
tinggi atau dilantunkan oleh pria dengan jenis tenor
bahkan
counter
tenor
yang
memiliki
makna
pertunjukan yang dapat digali (Lubis, 2019: 12). bahwa dalam penelitian kualitatif peneliti adalah
instrumen kunci (researcher as key instrument) yang
mengumpulkan sendiri data melalui dokumentasi dan
studi pustaka. Sebagai bentuk penelitian kualitatif,
maka penelitian ini berusaha mengaplikasikan teori
untuk menjelaskan fenomena-fenomena yang terjadi
pada objek penelitian yaitu kesenian Nandong di Desa
Lataling, Kecamatan Teupah Selatan, Kabupaten
Simeulue. Langkah-langkah penelitian ini adalah: (a)
penentuan subjek penelitian, (b) pemilihan setting, (c)
Instrumen penelitian, (d) teknik pengumpulan data, (e)
analisis data. Kesenian Nandong dimainkan oleh dua orang
pemain atau lebih dengan menggunakan instrumen
kedang (dalam khas bahasa Simeulue) atau gendang. Dimulai dengan tabuhan seuramo kedang (pembukaan)
hingga syair-syair Nandong dilantunkan dan saling
bersautan, dan beberapa syair rantau, kasih dan lain-
lainnya dari beberapa syair pantun yang disajikan
kembali
berseuramo
kedang
yang
bertanda
pertunjukan kesenian Nandong segera berahir, syair
tonjon yang akan menjadi penutup pertunjukan
kesenian Nandong. Pertunjukan Nandong dimulai
dengan melantunkan syair-syairnya yang saling
bersahut-sahutan dan diakhiri dengan seuramo kedang
tanda kesenian Nandong berakhir. METODE PENELITIAN Penelitian ini adalah penelitian kualitatif yaitu
data yang dikumpulkan berupa kata-kata, gambar, dan
bukan angka-angka. Penelitian kualitatif adalah
penelitian yang bermaksud untuk memahami fenomena
tentang persepsi, motivasi, tindakan dan lain-lain
secara holistik, dan dengan cara deskripsi dalam bentuk
kata-kata dan bahasa, pada suatu konteks khusus yang
alamiah dan dengan memanfaatkan metode alamiah
(Moleong, 2011: 6). Peneliti memperoleh data dari
keberadaan
kesenian
tradisional Pengertian bentuk yang dimaksud dalam
bentuk penyajian musik pada kesenian Nandong
salah satunya adalah seperti diungkapkan Djelantik
(1990: 14) bahwa bentuk merupakan dasar dari
unsur-unsur susunan pertunjukan. Unsur-unsur
penunjang yang membantu bentuk itu dalam dalam
mencapai
perwujudannya
yang
khas
adalah:
seniman, alat musik, kostum dan rias, lagu yang
disajikan, tempat pertunjukan, waktu serta penonton. Selanjutnya, menurut Djelantik (1990: 73) penyajian
yaitu bagaimana kesenian itu disuguhkan kepada
penyaksinya, penonton, para pengamat, pembaca,
pendengar,
khalayak
ramai
pada
umumnya. Sedangkan unsur yang berperan dalam penampilan
atau penyajian adalah bakat, keterampilan, serta
sarana atau media. Menurut pernyataan tersebut
dapat disimpulkan bahwa penyajian merupakan
penampilan yang meliputi salah satunya seperti alat
musik, pemain musik, dan unsur dalam musik. Nandong di Desa Lataling, Kecamatan Teupah Selatan,
Kabupaten Simeulue. Data yang dikumpulkan berupa
informasi dalam bentuk deskriptif. Metode tersebut
diwujudkan dalam bentuk keterangan atau gambar
tentang kejadian atau kegiatan yang dilakukan
menyeluruh dengan mendatangi langsung di Desa
Lataling, Kecamatan Teupah Selatan, Kabupaten
Simeulue. Selanjutnya, penelitian akan berisi kutipan-
kutipan data untuk memberi gambaran penyajian
penelitian. Data berasal dari naskah wawancara, catatan
lapangan, foto, video, dokumen pribadi, catatan atau
memo, dan dokumen resmi lainnya. Penelitian
kualitatif lebih banyak mementingkan segi proses dari
pada hasil. Hal ini disebabkan oleh hubungan bagian-
bagian yang sedang diteliti akan jauh lebih jelas apabila
diamati dalam proses (Moleong, 2011: 11). Selain itu 130 Abdul Rozak, dkk / DESKOVI, Vol. METODE PENELITIAN 5, No.2, Desember 2022, 128-133 Ala pui mancari untung
Untung nan tidak dapek
lai
Sudah jerah mencari
untung
Untung sudah tidak
dapat lagi
Cubadak duo namonyo
Dibali di tapi jalan
Paruntungan sabui
namonyo
Ai mato di buang
jangan
Nangka dua namanya
Di beli ditepi jalan
Peruntungan sebut
namanya
Air mata di buang
jangan
Silaguri tumbuh dibatu
Jatuh bungonyo
dimuaro
Sakik sanang tanggung
daulu
Isuk dimano kan painyo
Silaguri tumbuh dibatu
Jatuh bunganya di limba
Sakit senang jalani dulu
Besok di mana kan
perginya
Tinggi batang sidurian
Condong rabanyo
kasubarang
Sakek manimbang
paruntungan
Kain basa karing
dipinggang
Tinggi batang si durian
Lebih jatuhnya
kesebelah
Sakit menimbang
peruntungan
Kain basa kering di
pinggang
Dibaapo mambala
papan
Buek banang mangko
basagi
Di baapo manyeso
badan
Untung suratan pado
diri
Bagaimana membela
kayu
Buat benang baru
bersegi
Untuk apa menyiksa
badan
Untung suratan pada
diri
Dijamu padi ate tambak
Silaguri tumbu dilamba
Lawik rimbo habi ku
jajak
Nasib badan ku balun
baruba
Dijemur padi atas jalan
Silaguri hidup dilimba
Laut luas habis ku pergi
Nasib badan ku belum
berubah Makah al tersebut merupakan unsur dari bentuk
penyajian musik dari kesenian Nandong. Maka peneliti menguraikan, bentuk penyajian
musik pada kesenian Nandong mengandung nilai-
nilai keindahan yang disampaikan melalui syair-
syair yang dilantunkannya. Kesenian Nandong
termasuk salah satu musik ansambel yang dimainkan
secara berkelompok menggunakan alat musik
kedang. Dahulunya
kesenian
Nandong
menggunakan dua alat instrumen yaitu biola dan
kedang. Dalam segi penggunaan instrumen yang
berkurang tersebut disebabkan karena tidak ada lagi
penerus kesenian Nandong yang bisa memainkan
alat musik biola tersebut (wawancara dengan Bapak
Harumsyah 2021, di Desa Lataling, pada tanggal 2
Mei 2021). )
Pertunjukan kesenian Nandong berlangsung
pada malam hari, yang dilakukan setelah Shalat Isya
hingga menjelang terbitnya fajar, pemain Nandong
lebih mengutaman fisik karena berlangsungnya
pertunjukan yang berdurasi lama. Diketahui bahwa
kesenian Nandong akan berlangsung terutama para
seniman Nandong menabuh Kedang tanda akan
mulainya pertunjukan kesenian Nandong. Namun,
kesenian Nandong yang ada di Desa Lataling tidak
seperti umumnya melakukan pembukaan kesenian
Nandong,
dahulu
pada
umumnya
keseniaan
Nandong pada bagian awal pembukaan para seniman
Nandong melakukan salam pembuka dengan
Seuramo Kedang kemudian langsung disahut oleh
karangan pantun Samba. Selanjutnya, seniman
Nandong di Desa Lataling menabuh Kedang dengan
pengulangan beberapa kali pengulangan tanda
bahwa kesenian Nandong segerah akan disajikan
untuk penikmat yang menonton. Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 Pantun Nandong
Arti dalam Bahasa
Indonesia
Dari mano punai
malayang
Dari pucuk kape panji
Dari mano mulonyo
sayang
Dari jantung turun
kahati
Dari mana burung
melayang
Dari pucuk kapas panji
Dari mana awalnya
sayang
Dari jantung turun ke hati
Kayu di ulu
tabalintang
Tampek baranti
burung balam
Kok sunggu bakasi
sayang
Apo alamat kami
ganggam
Kayu di gunung
terbelintang
Tempat berhenti burung
balam
Kalau benar berkasih
sayang
Apa alamat kami pegang
Padi sipului di
samaikan
Padi banamo pului-
pului
Dimului sajo
mangatokan
Bagai pasang
mengelak surut
Padi ketan di semaikan
Padi bernama ketan-ketan
Di mulut saja mengatakan
Seperti pasang menarik
surut Notasi 2. Pola Melodi Vokal pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) si 2. Pola Melodi Vokal pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) Notasi 2. Pola Melodi Vokal pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) Jumlah ritme adalah banyaknya ritme-ritme
yang dipakai secara keseluruhan dalam suatu musik
baik musik instrumental atau vokal. Pada syair
Nandong, penulis memperoleh 100 ritme dengan
timbre low, 63 ritme dengan timbre high, dalam 1
sampiran Nandong. Ritme yang paling sering muncul
pada nandong adalah timbre low, disusul timbre high. Dengan demikian, intensitas kemunculan yang paling
banyak yaitu timbre low. Berdasarkan jumlah timbre
yang diperoleh dalam 1 syair Nandong, maka jumlah
timbre secara keseluruhan dalam 1 bait Nandong yaitu
48 nada. Pola ritme merupakan bunyi yang muncul
dalam satu atau beberapa birama yang tersusun sesuai
dengan pola tertentu dalam sebuah syair. Pola ritme
perkusi yang terdapat dalam Nandong memiliki dua
pola ritme yaitu sebagai berikut. Kayu di gunung
terbelintang
Tempat berhenti burung
balam
Kalau benar berkasih
sayang
Apa alamat kami pegang Padi ketan di semaikan
Padi bernama ketan-ketan
Di mulut saja mengatakan
Seperti pasang menarik
surut Notasi 3. Pola 1 Ritme Kedang
Notasi 4. Pola 2 Ritme Kedang METODE PENELITIAN Salam pembuka
kesenian
Nandong
di
Desa
Lataling
tidak
menggunkan Seuramo Kedang bukan berarti
menghilangkan keasliannya melainkan disebabkan
sudah terlalu lama fakum jadi banyak seniman-
seniman yang lupa pola Seuramo Kedang. Itulah
alasan mengapa kelompok kesenian Nandong di
Desa Lataling tidak ada Seuramo Kedang di saat
salam
pembuka
yang
menandakan
kesenian
Nandong akan segera dimulai (wawancara dengan
Bapak Harumsyah 2021, di Desa Lataling, pada
tanggal 2 Mei 2021). Pada syair di atas menceritakan tentang
peruntungan kehidupan yang dialami sehari-hari, para
seniman
mengungkapkan
perasaannya
dengan
melantunkan syair diiringi oleh tabuhan Kedang di
setiap bait-bait syairnya. Di setiap bait-bait yang
dilantunkan memiliki makna tersendiri bagi seniman
Nandong, Asnawi (Wawancara di Desa Lataling, pada
tanggal 2 Mei 2021) juga mengungkapkan dalam syair-
syair
Nandong
bukan
menceritakan
tentang
peruntungan saja, melainkan juga menceritakan tentang
kisah mengadu nasib di rantau orang, dalam syair
Nandong itu menceritakan tentang kasih sayang dalam
keluarga bahkan juga ada syair Carai atau bercerai
(Wawancara dengan Sarman, di Desa Lataling, pada
tanggal 2 Mei 2021). Dari penjelasan di atas maka bentuk
penyajian kesenian Nandong, awal pertama dimulai
menabuh Kedang beberapa kali pengulangan lalu bar
kedepalan terakhir dilanjutkan dengan karangan
pantun atau syair yang dilantunkan. Adapun syair
yang sering dilantunkan oleh para seniman adalah
sebagai berikut. Tabel 1. Syair Untung
Pantun Nandong
Arti dalam Bahasa
Indonesia
Ala pue mananam
jagung
Jagung nan tidak idui
lai
Sudah jerah menanam
jagung
Jagung sudah tidak
hidup lagi Dialek yang digunakan dalam syair Nandong
terkadang berubah, mulai dari dialek bahasa Aneuk
jamee hingga menggunakan bahasa Devayan, misalnya
seperti syair di bawah ini. Tabel 2. Syair dengan Dialek yang Berubah-ubah Tabel 2. Syair dengan Dialek yang Berubah-ubah 131 PENUTUP Fadinul, Andi. 2016. Sikap Masyarakat Terhadap
Pelestarian Budaya Nandong di Gampong
sambay Kecamatan Teluk Dalam Kabupaten
Simeulue, dalam Skripsi Fakultas Ilmu Sosial
dan Ilmu Politik Program Studi Ilmu Sosiologi
Universitas Teuku Umar. Nandong merupakan salah satu kesenian
tradisional masyarakat Kabupaten Simeulue, Provinsi
Aceh. Kesenian ini diketahui memiliki nilai-nilai
estetika yang tinggi (menurut ukuran seni masyarakat
pendukungnya), serta makna yang luas bermanfaat
bagi masyarakat Desa Lataling. Kesenian Nandong
merupakan seni tutur dalam bentuk syair, yang
mengandung
nasehat-nasehat,
petuah,
nasib,
paruntungan dan kasih yang diiringi oleh alat musik
Kedang (gendang khas bahasa Simeulue). Harumsyah. (2021). “Penyajian Musik Pada Kesenian
Nandong”. Hasil wawancara Pribadi: 2 Mei
2021, di Desa Lataling. Khatimah,
Husnul. (2020). Bentuk
Penyajian
Meurukon dalam Maulid Nabi di Gampong
Lambada Kecamatan Seulimum Kabupaten
Aceh Besar. dalam Skripsi Program Studi Seni
Karawitan, Jurusan Seni Pertunjukan. Institut
Seni Budaya Indonesia Aceh. Lubis, Tasnim. (2019). Tradisi Lisan Nandong
Simeulue:
Pendekatan
Antropolingustik,
dalam Tesis Program Doktor S3, Fakultas
Ilmu budaya Universitas Sumatera Utara. Repositori Institusi Universitas Sumatera
Utara. Khatimah,
Husnul. (2020). Bentuk
Penyajian
Meurukon dalam Maulid Nabi di Gampong
Lambada Kecamatan Seulimum Kabupaten
Aceh Besar. dalam Skripsi Program Studi Seni
Karawitan, Jurusan Seni Pertunjukan. Institut
Seni Budaya Indonesia Aceh. Ritme yang paling sering muncul pada nandong
adalah timbre low, disusul timbre high. Dengan
demikian, intensitas kemunculan yang paling banyak
yaitu timbre low. Berdasarkan jumlah timbre yang
diperoleh dalam 1 syair Nandong, maka jumlah
timbre secara keseluruhan dalam 1 bait. Lubis, Tasnim. (2019). Tradisi Lisan Nandong
Simeulue:
Pendekatan
Antropolingustik,
dalam Tesis Program Doktor S3, Fakultas
Ilmu budaya Universitas Sumatera Utara. Repositori Institusi Universitas Sumatera
Utara. Hasil yang didapatkan dari transkripsi Nandong
penulis memperoleh dalam mendeskripsikan tangga
nada (scale), penulis mengurutkan nada-nada yang
terdapat dalam Nandong tersebut dimulai dari nada
terendah sampai nada yang tertinggi. Penulis
memperoleh bahwa terdapat 1 nada dengan nada
terendah adalah C dan nada tertinggi adalah G’. Mahyunilawati. (2016). Kajian Musikal dan Makna
Nandong dipertunjukan Pada malam Malaulu
dalam Adat Perkawinan Etnik Simeulue di
Sinabang, Kecamatan Simeulue Timur, Aceh. dalam Skripsi Universitas Sumatera Utara. Repositori Institusi Universitas Sumatera
Utara. Penulis menyadari banyak kekurangan dalam
penulisan bentuk penyajian kesenian Nandong. Salah
satunya
kurangnya
sumber-sumber
referensi
mengenai bentuk penyajian kesenian Nandong ini
yang dapat mendukung dalam tulisan ini. Penulis
berharap
peneliti-peneliti
selanjutnya
bisa
menyempurnakan tulisan ini. Bagi para peneliti
berikutnya, penulis menyarankan beberapa hal untuk
dipersiapkan dalam penyusunan tulisan ini. Pertama,
kita harus mempunyai pengetahuan umum tentang
kebudayaan kesenian Nandong. B. ANALISIS MUSIK NANDONG Dalam
ilmu
etnomusikologi,
transkripsi
merupakan proses penulisan bunyi-bunyian sebagai
hasil dari pengamatan dan pendengaran suatu musik
kedalam bentuk simbol-simbol yang disebut dengan
notasi (Djamaris, 2002: 19). Untuk melakukan
transkripsi pola kedang nandong, penulis memilih
notasi deskriptif yang dikemukakan oleh Charles
Seeger. Notasi deskriptif adalah notasi yang ditujukan
untuk menyampaikan kepada pembaca tentang ciri-
ciri atau detail-detail komposisi musik yang belum
diketahui oleh pembaca. Dalam mendeskripsikan tangga nada (scale),
penulis mengurutkan nada-nada yang terdapat dalam
Nandong tersebut dimulai dari nada terendah sampai
nada yang tertinggi. Penulis memperoleh bahwa
terdapat 1 nada dengan nada terendah adalah C dan
nada tertinggi adalah G’ pada oktaf yang berikutnya. Perantara untuk menginterprestasikan bunyi
perkusi adalah dengan notasi, dalam hal ini penulis
menggunakan
notasi
balok
dengan
beberapa
penyesuaian yaitu menggunakan tibre low dan high. Timbre low ditetapkan dibawa dan timbre high atas,
low dengan hasil bunyi bum sedangkan high dengan
bunyi peng/tak perhatikan penjelasan di bawah ini. Berdasarkan struktur notasi yang digunakan,
maka tangga nada Nandong dapat dikategorikan ke
dalam jenis tangga nada kromatik, yaitu tangga nada
dengan dua jenis interval yaitu 1/2 laras. Dalam hal ini
interval tersebut adalah setengah laras. Interval adalah
jarak suatu nada ke nada lain yang terdiri interval naik
maupun turun. Di bawa ini tabel jumlah interval dalam
satu bait syair Nandong. Tabel 3. Jumlah Interval
Interval
Jumlah
Prime
11
Second
29
Kwart
2 Berikut adalah transkripsi pola perkusi kedang
pertunjukan nandong. Notasi 1. Pola Ritme Kedang pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) Notasi 1. Pola Ritme Kedang pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) Notasi 1. Pola Ritme Kedang pada Kesenian Nandong
(Transkriptor: Zulkarnain, tahun 2021) Melalui tabel di atas dapat diketahui bahwa
interval yang paling banyak digunakan dalam
penyajian Nandong adalah interval second dengan
jumlah 29 kali dan interval prime dengan jumlah 11 132 Abdul Rozak, dkk / DESKOVI, Vol. 5, No.2, Desember 2022, 128-133 dapat terus mengembangkan dan melestarikan
kesenian Nandong ini dapat terus mengembangkan dan melestarikan
kesenian Nandong ini kali di ikuti oleh interval kuart berjumlah 2 kali. Dengan demikian dapat disimpulkan bahwa interval
second dan prime memiliki peranan yang sangat
penting dalam membentuk Nandong. DAFTAR PUSTAKA Berpedoman pada apa yang dikemukakan
mengenai bentuk nyanyian, maka penulis menarik
kesimpulan bahwa bentuk yang terdapat dalam
Nandong adalah bentuk nyanyian dengan kategori
strophic. Nandong terdiri dari 2 bentuk, yaitu bentuk
A dan B. Namun dalam penyajiannya, bentuk A akan
diulangi pada bagian akhir. Dengan demikian,
Nandong memiliki bentuk A-B-A. Bentuk A
merupakan bagian Nandong yang dinyanyikan pada
bagian response. Sedangkan bentuk B merupakan
bagian Nandong yang dinyanyikan pada bagian call. Asnawi Sarma. (2021). “Konsep Penyajian Musik Pada
Kesenian
Nandong”. Hasil
wawancara
Pribadi: 2 Mei 2021, di Desa Lataling. Danandjaja, James. (1984). Folklor Indonesia: Ilmu
Gosip, Dongeng, dan lain-lain. Jakarta:
Pustaka Utama Grafitri. Djamaris. 2002. Strategi Belajar. Jakarta: PT. Rineka
Cipta Djelantik, A.A.M. (1990). Estetika sebuah pengantar. Bandung:
Masyarakat
Seni
Pertunjukan
Indonesia. PENUTUP Sehingga pada saat
menerapkan teknik-teknik penelitian lapangan kita
dapat mengetahui dan menyusun konsep pengerjaan
selanjutnya secara bertahap dan sistematis, antara lain
wawancara, observasi, dan dokumentasi. Penulis
berharap untuk generasi-generasi selanjutnya semoga Moleong, Lexy J. (2011). Metode penelitian kualitatif
(Cetakan Kedua Puluh Empat). Bandung: PT
Remaja Rosdakarya Pratama, Haria Nanda, Rozak, Abdul. (2021)
Karakteristik
Musikal
Pada
Film
Tenggelemnya Kapal Van Der Wijck. dalam
Jurnal Gorga: Jurnal Seni Rupa, Vol. 10, No. 2, Juli-Desember 2021. Universitas Medan. DOI: https://doi.org/10.24114/gr.v10i2.29202 Sarman. (2021). “Syair Musik Pada Kesenian
Nandong”. Hasil wawancara Pribadi: 2 Mei
2021, di Desa Lataling. 133
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Oscillatory, Computational, and Behavioral Evidence for Impaired GABAergic Inhibition in Schizophrenia
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Schizophrenia Bulletin
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cc-by
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Oscillatory, Computational, and Behavioral Evidence for Impaired GABAergic
Inhibition in Schizophrenia Alexander D. Shaw1,5, Laura Knight1,2,5, Tom C. A. Freeman1, Gemma M. Williams1, Rosalyn J. Moran3,
Karl J. Friston4, , James T. R. Walters2, and Krish D. Singh*,1 1CUBRIC, School of Psychology, College of Biomedical and Life Sciences, Cardiff University, Cardiff, UK; 2MRC Centre for
Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine,
Haydn Ellis Building, Cardiff University, Cardiff, UK; 1CUBRIC, School of Psychology, College of Biomedical and Life Sciences, Cardiff University, Cardiff, UK; 2MRC Centre for
Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine,
Haydn Ellis Building, Cardiff University, Cardiff, UK; 3Centre for Neuroimaging Science, Denmark Hill, Kings College London, London, UK; 4Wellcome Trust Centre for Neuroimaging,
University College London, London, UK 5Joint first authors. *To whom correspondence should be addressed; CUBRIC, School of Psychology, College of Biomedical and Life Sciences, Cardiff
University, Maindy Road, Cardiff CF24 4HQ, UK; tel: +44-(0)-2920-874690, fax: +44 (0)29 2087 4679, e-mail: singhkd@cardiff.ac.uk predict behavioral performance or oscillatory measures. These findings endorse the importance, and behavioral rel-
evance, of GABAergic synaptic disconnection in schizo-
phrenia that underwrites excitation–inhibition balance. AbstractThe dysconnection hypothesis of schizophrenia
(SZ) proposes that psychosis is best understood in terms
of aberrant connectivity. Specifically, it suggests that
dysconnectivity arises through aberrant synaptic modu-
lation associated with deficits in GABAergic inhibition,
excitation–inhibition balance and disturbances of high-
frequency oscillations. Using a computational model
combined with a graded-difficulty visual orientation dis-
crimination paradigm, we demonstrate that, in SZ, per-
ceptual performance is determined by the balance of
excitation–inhibition in superficial cortical layers. Twenty-
eight individuals with a DSM-IV diagnosis of SZ, and 30
age- and gender-matched healthy controls participated in
a psychophysics orientation discrimination task, a visual
grating
magnetoencephalography
(MEG)
recording,
and a magnetic resonance spectroscopy (MRS) scan for
GABA. Using a neurophysiologically informed model, we
quantified group differences in GABA, gamma measures,
and the predictive validity of model parameters for orien-
tation discrimination in the SZ group. MEG visual gamma
frequency was reduced in SZ, with lower peak frequency as-
sociated with more severe negative symptoms. Orientation
discrimination performance was impaired in SZ. Dynamic
causal modeling of the MEG data showed that local syn-
aptic connections were reduced in SZ and local inhibi-
tion correlated negatively with the severity of negative
symptoms. Oscillatory, Computational, and Behavioral Evidence for Impaired GABAergic
Inhibition in Schizophrenia The effective connectivity between inhibitory
interneurons and superficial pyramidal cells predicted ori-
entation discrimination performance within the SZ group;
consistent with graded, behaviorally relevant, disease-
related changes in local GABAergic connections. Occipital
GABA levels were significantly reduced in SZ but did not Key words: schizophrenia/GABA/inhibition/dysconnect
ion/oscillatory/behavioral Schizophrenia Bulletin vol. 46 no. 2 pp. 345–353, 2020
doi:10.1093/schbul/sbz066
Advance Access publication 20 June 2019 Schizophrenia Bulletin vol. 46 no. 2 pp. 345–353, 2020
doi:10.1093/schbul/sbz066
Advance Access publication 20 June 2019 © The Author(s) 2019. Published by Oxford University Press on behalf of the Maryland Psychiatric Research Center.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/),
which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. Introduction The neurobiological underpinnings of schizophrenia
(SZ) are currently poorly understood, with sev-
eral competing synaptic hypotheses; including dys-
function of GABAergic neuromodulation,1 NMDA
receptor hypofunction (review2) and aberrant dopa-
mine regulation.3 Reconciling these various models, the
dysconnection hypothesis4 proposes that SZ results from
synaptic dysconnectivity—both between brain regions
and between the layers of cortical columns—caused by
aberrant synaptic modulation. Physiologically, synaptic
modulation refers to the balance of excitation and inhi-
bition, whereby GABAergic neurons exert control (and
synchrony) over the firing of principal cells in cortex. In
rodent, NMDA receptor hypofunction reduces excita-
tion of GABAergic cells, which results in a disinhibited,
hyperdopaminergic state.5 As such, cortical deficits in
NMDA, GABA, or both, may underlie the pathophysi-
ology of schizophrenia. GABAergic theories of SZ have recently gained sup-
port from genetic studies, including evidence for a pri-
mary GABAergic hypothesis, rather than secondary,
by implication in large scale studies of both rare6 and © The Author(s) 2019. Published by Oxford University Press on behalf of the Maryland Psychiatric Research Center. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/),
which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. 345 A. D. Shaw et al A. D. Shaw et al Psychiatric Genomics Consortium17), with full details
of the case sample recruitment and procedures are pro-
vided in Lynham et al.18 Controls were recruited prima-
rily through an advert placed on the Cardiff University
Noticeboard
system
and
opportunistically
from
CUBRIC, Cardiff University. This study was approved
by the NHS ethics Board and also the Cardiff University
School of Psychology Ethics Board. Full details of the
inclusion and exclusion criteria can be found in the sup-
plementary materials. common7 genetic variation. In vivo studies of altered
bulk GABA concentrations in schizophrenia are, how-
ever, equivocal, with a recent meta-analysis suggesting no
detectable differences in GABA levels across prefrontal,
parietal/occipital cortex, and striatum using proton mag-
netic resonance spectroscopy (1H-MRS).8 p
py (
)
Performance on visual orientation discrimination
paradigms is known to correlate with occipital GABA
concentrations, making these paradigms useful probes
of the GABAergic system9 without putative confounding
effects from dopaminergic influences. Behavioral Visual Orientation Discrimination Task Orientation discrimination thresholds were measured
using a 2-alternative forced choice procedure as shown
in figure 1A. Stimuli were programmed using DELPHI
and consisted of 2 sequentially presented circular grating
patches (width 4°, contrast 80%, 3 cycles per degree, refresh
rate 80 Hz, mean luminance 44.5 cd/m2). The task used 2
stimulus types, an easier vertical condition in which the ori-
entation difference between the 2 patches varied around a
constant mean of 0° and a more difficult oblique condition
where the orientation between the 2 patches varied around
a constant mean of 45°. Further details on this paradigm
can be found in the supplementary materials. Introduction Performance
tends to correlate with peak oscillation frequency in the
gamma range (30+ Hz) in the visual cortex.9 Because
gamma oscillations are also dependent on excitation–
inhibition balance—under the pyramidal-interneuron
gamma (PING) model of oscillatory activity10,11—
gamma oscillations have been proposed as a consequence
of the synaptic modulatory mechanisms thought to be
disrupted in SZ.12 Successful Data Collection One male control participant was unable to undertake ei-
ther the MEG experiment reported here or a GABA MR
Spectroscopy assessment, but did complete the behav-
ioral orientation discrimination experiment. Similarly,
2 SZ participants (1 male, 1 female) did not complete
the MEG data collection, but MRS data and behav-
ioral data were successfully acquired. This means for the
multimodal comparisons reported here, the total cohort
sizes were 29 controls and 27 SZ participants. The dem-
ographics of these participants are outlined in table 1. Details of the acquisition parameters of the GABA MRS
scan are found in supplementary materials. Neurophysiologically, the PING model proposes that
gamma frequency oscillations are generated in superficial
layers (2/3) of cortex and mediated by fast GABA-A and
AMPA receptors as well as slower NMDA receptors.13
Deficits in GABA may therefore explain reports of
reduced gamma oscillatory power in SZ.11,14–16 Here, we address the relationship between gamma
oscillations and orientation discrimination perfor-
mance in SZ, using an integrated framework. Using
neurophysiologically informed modeling based on dy-
namic causal modeling (DCM), we demonstrate how
GABA-mediated local dysconnectivity leads to altered
gamma oscillatory activity that predicts behavioral per-
formance in a graded, disease-specific manner. Participant Sample and Recruitment Participants consisted of 28 schizophrenia participants
(8 female, mean age males = 44.2 [SD = 8.6] years,
females = 45.9 [SD = 8] years) and 30 control participants
(11 female, mean age males = 42.4 [SD = 10] years,
females = 40.6 [SD = 10.2] years). The age range was
22–58 for the SZ group and 24–58 for the control group. There was no difference in age between the groups (P >
.1). Participants were recruited from the Cognition in
Psychosis study (Schizophrenia Working Group of the Neurophysiologically Informed Modeling Using a convolution-based canonical microcircuit model
(CMC),22 optimized to reflect the known properties of pri-
mary visual cortex (V1) and implemented within the dynamic
causal modeling (DCM) framework of SPM8 (https://www. fil.ion.ucl.ac.uk/spm/software/spm8/), we modeled the spec-
tral density recorded by the MEG virtual sensors, to better
characterize the neuronal population-level interactions under-
lying the oscillatory responses. A brief overview of the mod-
eling framework is included in the supplementary materials. MEG data were collected using a 275-channel CTF
MEG system sampled at 1200 Hz. Datasets were epoched
into trials of 4 s centered on stimulus onset. Trials were
visually inspected for gross recording artifact on a trial-
by-trial basis. Synthetic aperture magnetometry (SAM)
beamformer20 analysis was used to compare activity
for 2 s of baseline (−2 to 0 s) and 2 s of visual stimula-
tion (0 to 2 s). Pseudo t-statistics were used to compute
differences between baseline and stimulation activity. Volumetric SAM images were computed in a 30–80
Hz frequency band. The peak location of gamma ac-
tivity in each participant’s visual cortex, defined by the
peak occipital t-statistic, was located and virtual sensors
constructed for these locations using covariance matrices
low-pass filtered at 100 Hz. Time-frequency analysis of
these virtual sensors used Hilbert envelopes of bandpass
filtered data21 between 1 and 100 Hz in 0.5 Hz steps to
produce spectra in which the responses at each time/fre-
quency point were expressed as mean percentage change
from baseline. The peak frequency and amplitude spec-
tral features used for statistical analysis were derived by
identifying the peak after averaging the Hilbert envelope
at the time window of interest (0–300 ms for transient
responses, 300–800 ms for sustained/induced responses). g
pp
y
Within the CMC, responses were driven by endogenous
afferent input to spiny stellate cells, formed of a mixture
of scale free fluctuations. The CMC featured 4 inter-
connected cell populations (layer 2/3 and 5/6 pyramidal
cells, layer 4 spiny-stellate cells and multi-layer inhibitory
interneurons; figure 5A), each modeled by parameterized
first-order differential equations describing the evolu-
tion of states (membrane potentials and postsynaptic
currents). Model parameters control the strength of
connections between the cell populations, the synaptic
time constants of these interactions and parameters
encoding the form of endogenous input. Gamma Acquisition and Analysis Gamma Acquisition and Analysis Gamma Acquisition and Analysis The MEG paradigm was based on the paradigm of
Hoogenboom,19 where stimuli consisted of a centrally
presented, circular sine wave grating (diameter 5°, spatial fre-
quency 2 cpd and maximum contrast). The circular grating Table 1. Sample Ages by Group and Gender
Group
Number
Mean Age (y)
SD Age (y)
Independent T-Test SZ Vs Controls (P value)
All controls
29
41.1
10.1
All SZ
27
44.7
8.5
0.16
Female controls
11
40.2
12.1
Female SZ
8
45.9
8.0
0.3
Male controls
18
41.6
9.4
Male SZ
19
44.2
8.8
0.4 Table 1. Sample Ages by Group and Gender 346 Modeling GABAergic Inhibition in Schizophrenia Fig. 1. Group averaged, percentage-change time–frequency spectrograms, with visual grating pattern onset at 0 s. Both the transient and
sustained gamma responses are evident, with marginal reductions in the SZ group, compared with the control group. Fig. 1. Group averaged, percentage-change time–frequency spectrograms, with visual grating pattern onset at 0 s. Both the transient and
sustained gamma responses are evident, with marginal reductions in the SZ group, compared with the control group. Accordingly, peak frequency measures are in units of
hertz (Hz), while amplitude measures are in units of
percentage-change from baseline (%). drifted inwards toward the fixation point and the speed of
this contraction increased (velocity step at 2.2 deg/s) at a
randomized time of between 50 and 3000 ms after stimulus
onset. The participant was instructed to press a button with
their right index finger as soon as they noticed a speed change. Stimulus offset was followed by a resting period of 1000 ms,
in which subjects were given visual feedback of either “OK,”
“early,” or “late” depending on their response. For further
details on this paradigm, see supplementary materials. Orientation Discrimination Performance Is Impaired in
Schizophrenia Orientation Discrimination Performance Is Impaired in
Schizophrenia Group SAM beamformer reconstructions—with weights
optimized for the gamma range—demonstrated bilateral
gamma increases in or close to the calcarine sulcus, con-
sistent with a primary visual cortex generator (figure 2B). A 2-by-2 ANOVA was used to examine between group
differences in orientation discrimination performance. This revealed a group-by-condition interaction effect
[F(1, 28) = 8, P = .007]. A significant effect of condition
(vertical vs oblique) demonstrated “the oblique-effect,” in Two-way repeated measures ANOVAs were used to deter-
mine between-group differences in peak oscillatory features, Fig. 2. (A) Schematic of the stimuli and trial timings. (B) Group SAM beamformer reconstructions of the stimulus-induced gamma
changes (30–80 Hz) during the sustained stimulus presentation time (50–3000 ms). For both participant cohorts, these group SAM maps
are shown on an MNI template brain, for each of the three experimental runs. Bilateral gamma increases were seen in or close to the
calcarine sulcus. (C) Quantification of SZ-related differences in gamma amplitude and frequency. These were assessed separately for the
transient broadband gamma “spike” (0–300 ms) and the initial sustained gamma period (300–800 ms). Fi
2 (A) S h
ti
f th
ti
li
d t i l ti
i
(B) G
SAM b
f
t
ti
f th
ti
l
i d
d Fig. 2. (A) Schematic of the stimuli and trial timings. (B) Group SAM beamformer reconstructions of the stimulus-induced gamma
changes (30–80 Hz) during the sustained stimulus presentation time (50–3000 ms). For both participant cohorts, these group SAM maps
are shown on an MNI template brain, for each of the three experimental runs. Bilateral gamma increases were seen in or close to the
calcarine sulcus. (C) Quantification of SZ-related differences in gamma amplitude and frequency. These were assessed separately for the
transient broadband gamma “spike” (0–300 ms) and the initial sustained gamma period (300–800 ms). Fig. 2. (A) Schematic of the stimuli and trial timings. (B) Group SAM beamformer reconstructions of the stimulus-induced gamma
changes (30–80 Hz) during the sustained stimulus presentation time (50–3000 ms). For both participant cohorts, these group SAM maps
are shown on an MNI template brain, for each of the three experimental runs. Bilateral gamma increases were seen in or close to the
calcarine sulcus. (C) Quantification of SZ-related differences in gamma amplitude and frequency. Neurophysiologically Informed Modeling This model has
previously been used to recover perturbations of neu-
ronal population-level dynamics induced by GABAergic
manipulation following administration of tiagabine,22
making it a sensitive and specific model for assaying cor-
tical GABAergic dynamics. Coupled with a weighted-
contribution observation model,22 the model was inverted 347 A. D. Shaw et al A. D. Shaw et al to fit the spectral density of the virtual sensor over the
4–90 Hz range using DCM for cross spectral responses.23 to fit the spectral density of the virtual sensor over the
4–90 Hz range using DCM for cross spectral responses.23 calculated as percentage-change. A main effect of group was
observed for sustained (induced) frequency [F(1, 29) = 4.15,
P = .047] with the SZ group showing an estimated mean reduc-
tion of 3 Hz (Controls mean = 58, SE = 0.92, SZ mean = 55,
SE = 0.95). Trends in the same direction were observed for
both transient amplitude [F(1, 29) = 3.6, P = .065] and sus-
tained amplitude [F(1, 29) = 3.5, P = .068]. This is most ev-
ident in the group-mean time-frequency representations of
figure 3. No differences in prestimulus gamma features were
observed between groups (supplementary materials). Statistical Analyses Details of the statistical analyses performed are described
in supplementary materials. All results are Bonferroni
corrected for multiple comparisons. Impairments of Superficial Pyramidal-Interneuron
Connectivity Predict Negative Symptom Severity The strength of the G4 parameter showed a signifi-
cant negative correlation with negative symptom score,
as measured with the SANS (r = −.7, P = 5.7e-04,
Bonferroni corrected 0.0046) (figure 4C). Group differences in synaptic connectivity parameters
were assessed using repeated-measures ANOVA (left
columns of table 2). There was no effect of session (radial
1–3) [group-by-session-by-parameter F(4.429) = 0.54,
P = .73, parameter-by-session F(4.429) = 2.18, P = .06)
but a parameter-by-group effect (F = 4.893, P < .001). Orientation Discrimination Performance Is Impaired in
Schizophrenia These were assessed separately for the
transient broadband gamma “spike” (0–300 ms) and the initial sustained gamma period (300–800 ms). 348 Modeling GABAergic Inhibition in Schizophrenia which performance is much poorer for oblique targets [F(1,
28) = 16.34, P < .001]. A significant effect of group revealed
that the SZ group were significantly impaired (higher
thresholds) across conditions [F(1, 28) = 20.9, P < .001]. We used JASP to compute Bayes factors (BF) for each
parameter (right side of table 2, unpaired t-test, averaging
over sessions as no session effect). This revealed that the G4
parameter had the highest BF (8.3, “moderate”), followed
by G7 (BF = 2.7, “weak”). The relative evidence for G4
having a stronger effect than G7 (and hence any other pa-
rameter) had a Bayes Factor of 3.0, ie, “moderate.” Impairments of Superficial Pyramidal-Interneuron
Connectivity Predict Negative Symptom Severity *P = survives Bonferroni correction. *P = survives Bonferroni correction. Behaviorally Relevant, Disease-Related Dysconnectivity
of Local GABA Function Main effects of group on parameter were observed
for G4 (P = .005), G6 (P = .029), G7 (P = .021) and
G12 (P = .05), table 2, indicating reductions of connec-
tivity strength in the SZ group. Only G4 was significant
after Bonferroni correction for the number of coupling
parameters (8 parameters, G4 P = .04). The inhibitory connection between the inhibitory
interneurons and the superficial pyramidal cell popu-
lation (G11, shown in figure 5B) consistently predicted
behavioral performance, in the SZ group, across the
3 MEG sessions. Bayes factors for each parameter Fig. 3. (A) Participants viewed a sequential presentation of 2 circular grating patches, each presented for 250 ms at a frame rate of
80 Hz, with a grating contrast of 80%, a spatial frequency of 3 cycles/degree, a mean luminance of 44.5 cd/m2 and subtending 4° of
visual angle. Participants were instructed to respond which of the 2 sequentially presented gratings was oriented more to the right in a
2-alternative forced choice design. (B) Results of the task for SZ and controls in both vertical and oblique conditions. Fig. 3. (A) Participants viewed a sequential presentation of 2 circular grating patches, each presented for 250 ms at a frame rate of
80 Hz, with a grating contrast of 80%, a spatial frequency of 3 cycles/degree, a mean luminance of 44.5 cd/m2 and subtending 4° of
visual angle. Participants were instructed to respond which of the 2 sequentially presented gratings was oriented more to the right in a
2-alternative forced choice design. (B) Results of the task for SZ and controls in both vertical and oblique conditions. Table 2. Group Effects on Parameters Table 2. Group Effects on Parameters Table 2. Group Effects on Parameters
Parameter
F (ANOVA)
P (ANOVA)
BF (T-Test)
BF (Best)/BF
G4
8.583
0.005*
8.3
1.0
G7
5.683
0.021
2.7
3.0
G6
5.0773
0.029
2.1
3.9
G12
4.039
0.05
1.4
5.8
G8
0.686
0.411
0.4
22.7
G9
0.561
0.457
0.3
23.9
G11
0.449
0.506
0.3
25.0
G5
0.048
0.828
0.3
29.5 349 A. D. Shaw et al Fig. 4. (A) DCM of the MEG data was performed using a CMC comprising 4 neural populations, with plausible neurophysiological
connections and intrinsic time-constants. (B) Demonstrating the difference in synaptic connection strengths between SZ and controls. Gamma and Task Performance Deficits Peak gamma frequency was reduced in SZ for sustained-
induced (nonstimulus locked) responses, and a trend was
observed in the same direction for amplitude, however this
did not survive Bonferroni correction (corrected P = .065). Both the frequency and amplitude of gamma oscillations
in visual cortex are thought to reflect the encoding of
stimulus properties27 and feature integration,28 while peak
frequency is known to depend on both the size of primary
visual cortex (V1)29 and the density of GABA receptors in
V1.30 As such, gamma frequency is interesting in the con-
text of perceptual diseases such as SZ (reviewed in ref.31),
because it represents an intermediate phenotype linking
cortical physiology and cognition. Under
the
disconnection
hypothesis
of
SZ,
hypofunction of NMDA receptors leads to reduced acti-
vation of GABAergic interneurons, which in turn results
in disinhibition of pyramidal cells.5,24 This aberrant state
means impaired synchrony, which in turn suggests im-
paired oscillatory activity. We demonstrate significant
reductions in the peak frequency of induced gamma
oscillations in SZ (corrected P = .047), along with trends
toward reduced amplitude (corrected P = .065), in ac-
cordance with previous reports.25 Moreover, as discussed
in the supplementary materials, we demonstrated a re-
duction in the total concentration of GABA in the same
region; however, this did not correlate with reductions of
gamma frequency (r = −.1) or amplitude (r = −.13). Reduced peak gamma frequency in SZ has been re-
ported during perception of Gestalt visual stimuli, using
EEG,32 leading to the proposition that reduced oscillatory
frequency is a specific index of impaired feature-binding
processes.32 Our results extend these neural correlates of
perception; demonstrating reductions in primary visual
cortex gamma frequency in SZ are also induced by
inward-drifting annular grating stimuli. Employing a neurobiologically grounded neuronal
model to examine population interactions underlying
visual cortical responses, we find reductions in key syn-
aptic parameters in SZ (in silico), which include inhibi-
tory modulation of inhibitory interneuron and superficial
pyramidal populations as well as excitatory projections
from deep pyramidal to interneuron populations, al-
though only the former survive correction for multiple
comparisons. Notably, the synaptic parameters related to
granular and deep cells (layers 4, 5/6) did not show this
association with gamma. The amplitude of the initial evoked gamma “spike”
demonstrated a trend to toward reduction in the SZ
group, however this did not survive correction for multiple
comparisons (corrected P = .065). Behaviorally Relevant, Disease-Related Dysconnectivity
of Local GABA Function (C) The strength of inhibitory self-modulation of inhibitory interneuron populations predicts negative symptom score (SANS) in SZ
(r = −.7, P = 5.7e-4, Bonferroni corrected P = .0046). MEG data was performed using a CMC comprising 4 neural populations, with plausible neurophysiological
time-constants. (B) Demonstrating the difference in synaptic connection strengths between SZ and controls. tory self-modulation of inhibitory interneuron populations predicts negative symptom score (SANS) in SZ
erroni corrected P = .0046). Downloaded from https://academic.oup.com/schizophreniabulletin/article-abstract/46/2/345/5521107 by Acquisitions user on 02 Marc Fig. 4. (A) DCM of the MEG data was performed using a CMC comprising 4 neural populations, with plausible neurophysiological
connections and intrinsic time-constants. (B) Demonstrating the difference in synaptic connection strengths between SZ and controls. (C) The strength of inhibitory self-modulation of inhibitory interneuron populations predicts negative symptom score (SANS) in SZ
(r = −.7, P = 5.7e-4, Bonferroni corrected P = .0046). Fig. 5. Demonstrating the negative correlation between synaptic coupling strength of inhibitory interneurons and superficial pyramidal
cells (G11) and performance on each of the trials, for both vertical and oblique conditions, for the SZ group. etin/article-abstract/46/2/345/5521107 by Acquisitions user on 02 March 2020 Fig. 5. Demonstrating the negative correlation between synaptic coupling strength of inhibitory interneurons and superficial pyramidal
cells (G11) and performance on each of the trials, for both vertical and oblique conditions, for the SZ group. Fig. 5. Demonstrating the negative correlation between synaptic coupling strength of inhibitory interneurons and superficial pyramidal
cells (G11) and performance on each of the trials, for both vertical and oblique conditions, for the SZ group. G11 over all other parameters is strong in all oblique
sessions (BFG11/BF >12). fi
h
l i
b demonstrated strong (oblique session 1 and 2), mod-
erate (oblique session 3) and anecdotal evidence (ver-
tical sessions 1–3) for G11, but no evidence for any
other parameters (table 3), with anecdotal evidence in
some for the null. Note that the relative evidence for In figures 5C–E, the correlation between G11 parameter
and behavioral performance is shown for the oblique ver-
sion of the task. Cases with stronger inhibitory connections 350 Modeling GABAergic Inhibition in Schizophrenia Table 3. Discussion Using MEG imaging and DCM to “computationally
assay” cortical GABAergic inhibition in the visual cortex
in SZ, we have demonstrated that synaptic disinhibi-
tion of superficial layer pyramidal populations (in silico)
predicts performance during an orientation discrimina-
tion task, in a graded and disease-specific manner. Behaviorally Relevant, Disease-Related Dysconnectivity
of Local GABA Function Bayes Factors for Predicting Performance in the SZ Group
Parameter
G4
G5
G6
G7
G8
G9
G11
G12
Oblique
Session 1
0.264
0.329
0.259
0.288
0.31
0.392
11.354a
0.297
Session 2
0.366
0.267
0.319
0.281
0.302
0.696
12.029a
0.262
Session 3
0.521
0.28
0.32
0.415
0.495
0.702
8.482b
0.275
Vertical
Session 1
0.259
0.364
0.314
0.28
0.289
0.321
1.239
0.285
Session 2
0.288
0.3
0.259
0.329
0.275
0.421
1.499
0.372
Session 3
0.343
0.259
0.89
0.498
0.349
0.967
2.961
0.77
aBF > 10 = “strong” evidence. bBF3-10 = “moderate.” Table 3. Bayes Factors for Predicting Performance in the SZ Group g
bBF3-10 = “moderate.” find that the synaptic strength of inhibitory connections
from inhibitory interneurons to superficial layer pyram-
idal cells (II → SP, G11, figure 5) predicts performance
across 3 runs of the task. Strikingly, this parameter
corresponds to the aforementioned mechanism of disin-
hibition and has been reported as a key determinant of
gamma frequency.22,26 As such, our findings formalize
a framework whereby disturbances of gamma, and
impairments in orientation discrimination performance
may be understood as consequences of GABAergically
mediated dysconnectivity in SZ. (II → SP) were better at the task, with this model param-
eter explaining 44%, 40%, and 32% of the variance in the
behavioral performance when derived from MEG runs 1,
2, and 3, respectively. By using the 3 runs separately, we
demonstrate repeatability of this result within the sample. These model results demonstrate the key importance
of local, GABA-mediated, connectivity in determining
low-level visual performance in this SZ cohort. Supplementary Material Supplementary data are available at Schizophrenia
Bulletin online. Gamma and Task Performance Deficits Given reduced ampli-
tude reflects reduced synchrony, this trend aligns with
the aforementioned NMDAR mediated disinhibition hy-
pothesis, whereby NMDAR hypofunction leads to disin-
hibition of pyramidal cells5 by GABAergic interneurons,
which leads to aberrant activity, and therefore reduced Assessing the relationship between synaptic parameters
and performance during orientation discrimination, we 351 A. D. Shaw et al A. D. Shaw et al synchrony. This finding is also in accordance with pre-
vious reports of reduced gamma amplitude in SZ during
face processing,33 suggesting this result is generalizable to
all visual processing and not stimulus-specific. The age range (22–58) could be seen as introducing un-
necessary variance to the neuroimaging signals (eg, ref.37). However, a broad age range means our sample is heter-
ogenous and inclusive of the individual differences found
within the normal population. In this respect, our results
should have increased generalizability to the population. It is plausible that the SZ group differed from the
controls in their attentiveness to the MEG visual par-
adigm, despite the button press required on each trial. However, attention has been shown not to modulate sus-
tained low-frequency gamma oscillatory responses in pri-
mary (V1) visual cortex.34 The relative simplicity of the CMC model used in this
study was guided by existing literature.22,38,39 While com-
plex enough to enable identification of the key synaptic
determinants of oscillatory features, it lacks the complexity
of multicompartment and detailed spatial models such as the
Human Neocortical Neurosolver (https://hnn.brown.edu/). Acknowledgments We thank Professor Peter Uhlhaas and Dr Heng-Ru May
Tan for providing the moving visual stimulus. Drs Knight,
Shaw, Freeman, Williams, Friston, Moran, Walters, and
Singh all reported no biomedical financial interests or po-
tential conflicts of interest. Funding This work was supported by CUBRIC and the Schools
of Psychology and Medicine at Cardiff University, the
MRC/EPSRC funded UK MEG Partnership Grant
(MR/K005464/1). A.D.S. and G.M.W. are supported
by a Wellcome Trust Strategic Award (104943/Z/14/Z). K.J.F. is funded by a Wellcome Trust Principal Research
Fellowship (088130/Z/09/Z). (
)
In the SZ group, the GABAergic synaptic connection
from interneurons to superficial pyramidal cells (G11) was
found to predict orientation discrimination performance
across 3 repeated runs, although parameter Bayes factors
indicated strong and moderate evidence only for the oblique
(hard) condition. This is important, because this synaptic
parameter is instrumental in the generation of gamma
oscillations,10,26 mediated by GABAergic inhibition and
forms a key component of the disinhibition/dysconnectivity
hypothesis. Thus, its ability to predict perceptual perfor-
mance links noninvasive evidence of the dysconnectivity hy-
pothesis to behavior in vivo, for the first time. Conclusion Neurophysiologically informed modeling suggested local
dysconnectivity in SZ, mediated by reduced inhibitory gain
control of inhibitory interneuron populations (G4, corrected
P = .04, BF = 8.3), and trends toward reduced inhibitory gain
control of superficial pyramidal cells (G7, P = .021, corrected
P = ns) and the excitatory projection from deep layer pyram-
idal cells to inhibitory interneurons (G6, P = .029, corrected
P = ns). Both G4 and G7 are inhibitory connections located
in superficial cortical layers and are major determinants of
gamma amplitude and frequency, respectively.22 In conclusion, these results establish—for the first time—a
4-way construct validity between (1) a visual psychophysical
test dependent on local gain control, (2) a noninvasive syn-
aptic assay (DCM), (3) a neurotransmitter deficit (GABA
MRS), and (4) the functional anatomy of SZ (in terms of
dysconnectivity that speaks to cortical gain control and fast
synchronous activity). Crucially, all of these measures offer
noninvasive endophenotypes or biomarkers—that may
find a powerful application in schizophrenia research. Interactions of these populations underlie the “disinhi-
bition hypothesis,”5,35 whereby hypofunction of NMDA
receptors on interneurons results in pyramidal cells
reaching a disinhibited, aberrant state. Thus, within the
context of our model, we find evidence linking the disin-
hibition hypothesis of SZ with altered gamma oscillations. An analysis of parameter Bayes factors, to assess each
parameter in explaining group, revealed that the G4-only
model had the most evidence (BF = 8.3), with moderate
evidence that this was better than the next best parameter,
G7 (BFG4/BFG7 = 3.1). Modeling GABAergic Inhibition in Schizophrenia 22. Shaw AD, Moran RJ, Muthukumaraswamy SD, et al. Neurophysiologically-informed markers of individual vari-
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THE INFLUENCE OF PYROLYSIS CONDITIONS ON HYDROCARBONS COMPOSITION OF THE SHALE OIL (ALEKSINAC OIL SHALE, SERBIA)
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Perspektivnye materialy s ierarkhicheskoy strukturoy dlya novykh tekhnologiy i nadezhnykh konstruktsiy» i «Khimiya nefti i gaza» v ramkakh Mezhdunarodnogo simpoziuma «Ierarkhicheskie materialy: razrabotka i prilozheniya dlya novykh tekhnologiy i nadezhnykh konstruktsiy
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DOI: 10.17223/9785946217408/556
THE INFLUENCE OF PYROLYSIS CONDITIONS ON HYDROCARBONS
COMPOSITION OF THE SHALE OIL (ALEKSINAC OIL SHALE, SERBIA)
1Gajica G., 1Šajnović A., 2Stojanović K., 2Jovančićević B.
1University of Belgrade, Institute of Chemistry, Technology and Metallurgy,
Center of Chemistry, Belgrade, Serbia
2University of Belgrade, Faculty of Chemistry, Belgrade, Serbia
ggajica@chem.bg.ac.rs, sajnovica@chem.bg.ac.rs, ksenija@chem.bg.ac.rs,
bjovanci@chem.bg.ac.rs 1Gajica G., 1Šajnović A., 2Stojanović K., 2Jovančićević B. 1University of Belgrade, Institute of Chemistry, Technology and Metallurgy,
Center of Chemistry, Belgrade, Serbia
2University of Belgrade, Faculty of Chemistry, Belgrade, Serbia
ggajica@chem.bg.ac.rs, sajnovica@chem.bg.ac.rs, ksenija@chem.bg.ac.rs,
bjovanci@chem.bg.ac.rs The amount and the composition of liquid hydrocarbons (HCs) obtained by pyrolysis of oil
shale depend on kerogen type, as well as pyrolytic system and conditions [1]. The aim of this study
was to compare HCs composition of bitumen isolated from raw oil shale samples (osh) and shale oils
obtained by pyrolysis of oil shales in an open system (os) and close system (cs) (Table 1). Investigation has been made on immature outcrop oil shale samples (vitrinite reflectance of 0.41 %
Rr) from the Aleksinac deposit (Serbia). Pyrolysis experiments were performed on the two selected
samples, which have shown the highest quantity of total organic carbon (TOC > 13 %) and high HCs
generation potential (Hydrogen Index, HI > 615 mg HCs/g TOC) in the studied sample set [2]. The HCs composition of the shale oils obtained by open system pyrolysis indicates low
maturity. They are similar to distributions of HCs in bitumens isolated from raw (initial) oil shales
(Table 1). Therefore open system pyrolysis can be useful for assessment of source and depositional
environment of organic matter. On the other head, shale oils obtained by pyrolysis in the close system
have distributions of HCs which correspond to higher maturity and they are similar to composition
of HCs in crude oil, generated in early stage of “oil window” (Table 1). Therefore, for artificial
generation of shale oil (from immature oil shale), having composition comparable to crude oil, the
close system pyrolysis is required. DOI: 10.17223/9785946217408/556
THE INFLUENCE OF PYROLYSIS CONDITIONS ON HYDROCARBONS
COMPOSITION OF THE SHALE OIL (ALEKSINAC OIL SHALE, SERBIA)
1Gajica G., 1Šajnović A., 2Stojanović K., 2Jovančićević B.
1University of Belgrade, Institute of Chemistry, Technology and Metallurgy,
Center of Chemistry, Belgrade, Serbia
2University of Belgrade, Faculty of Chemistry, Belgrade, Serbia
ggajica@chem.bg.ac.rs, sajnovica@chem.bg.ac.rs, ksenija@chem.bg.ac.rs,
bjovanci@chem.bg.ac.rs Table 1 – Source and maturity parameters of bitumen isolated from raw oil shale (osh) and shale o
obtained by open (os) and close system (cs) pyrolysis
Source parameters
Maturity parameters
Sample
CPI (C15-C35)
%C27 ααα(R)-
sterane
%C28 ααα(R)-
sterane
%C29 ααα(R)-
sterane
Steranes/
Hopanes
C29 ααα 20S/
(20S+20R)-
steranes
C29αββ/(αββ+
ααα)- steranes
Rc (%)
C31 αβ
22S/(22S+22R)
-hopanes
C30 βα/C30αβ-
hopanes
D13 osh
1.87 20.07 42.29 37.65 5.29
0.14
/
0.41
0.11
1.93
D16 osh
1.37 32.74 20.80 46.47 0.50
0.07
/
0.36
0.12
0.43
D13 os
1.13 25.96 45.60 28.44 0.33
0.18
/
0.44
0.30
4.25
D16 os
1.08 37.26 25.10 37.65 0.07
0.12
/
0.39
0.23
2.27
D13 cs
1.03 30.20 33.62 36.18 0.31
0.47
0.50
0.76
0.55
0.74
D16 cs
1.06 34.60 30.22 35.18 0.26
0.55
0.57
0.92
0.54
0.27 urce and maturity parameters of bitumen isolated from raw oil shale (osh) and shale oil
obtained by open (os) and close system (cs) pyrolysis CPI – Carbon Preference Index, calculated from distributions of n-alkanes; Rc – calculated vitrinite
reflectance = 0.49 x C29ααα20S/20R + 0.33; / – Not determined due to the absence of C29 αββ 20R-
sterane in these samples. R f CPI – Carbon Preference Index, calculated from distributions of n-alkanes; Rc – calculated vitrinite
reflectance = 0.49 x C29ααα20S/20R + 0.33; / – Not determined due to the absence of C29 αββ 20R-
sterane in these samples. ТЕЗИСЫ ДОКЛАДОВ Секция С. Рациональное использование углеводородного сырья DOI: 10.17223/9785946217408/556
THE INFLUENCE OF PYROLYSIS CONDITIONS ON HYDROCARBONS
COMPOSITION OF THE SHALE OIL (ALEKSINAC OIL SHALE, SERBIA)
1Gajica G., 1Šajnović A., 2Stojanović K., 2Jovančićević B. 1University of Belgrade, Institute of Chemistry, Technology and Metallurgy,
Center of Chemistry, Belgrade, Serbia
2University of Belgrade, Faculty of Chemistry, Belgrade, Serbia
ggajica@chem.bg.ac.rs, sajnovica@chem.bg.ac.rs, ksenija@chem.bg.ac.rs,
bjovanci@chem.bg.ac.rs 2.
Gajica G., Šajnović A., Stojanović K., Kostić A., Slipper I., Antonijević M., Nytoft H.P.,
Jovančićević, B. Organic geochemical study of the upper layer of Aleksinac oil shale in the Dubrava
block, Serbia // Oil Shale. – 2017. – No 3. Pp. 197–218. 1.
Sari A., Aliyev S.A. Organic geochemical characteristics of the Paleocene–Eocene oil shales
in the Nallıhan Region, Ankara, Turkey // Journal of Petroleum Science and Engineering. – 2006. –
No. 1-2. Pp. 123–134. CPI – Carbon Preference Index, calculated from distributions of n-alkanes; Rc – calculated vitrinite
reflectance = 0.49 x C29ααα20S/20R + 0.33; / – Not determined due to the absence of C29 αββ 20R-
sterane in these samples. References 1. Sari A., Aliyev S.A. Organic geochemical characteristics of the Paleocene–Eocene oil shales
in the Nallıhan Region, Ankara, Turkey // Journal of Petroleum Science and Engineering. – 2006. –
No. 1-2. Pp. 123–134. Š 2. Gajica G., Šajnović A., Stojanović K., Kostić A., Slipper I., Antonijević M., Nytoft H.P.,
Jovančićević, B. Organic geochemical study of the upper layer of Aleksinac oil shale in the Dubrava
block, Serbia // Oil Shale. – 2017. – No 3. Pp. 197–218. 809
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Transposable elements are associated with genome-specific gene expression in bread wheat
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Frontiers in plant science
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OPEN ACCESS OPEN ACCESS
EDITED BY
Gennady I. Karlov,
All-Russia Research Institute of
Agricultural Biotechnology, Russia
REVIEWED BY
Zujun Yang,
University of Electronic Science and
Technology of China, China
Nikolai Borisjuk,
Huaiyin Normal University, China
*CORRESPONDENCE
Khalil Kashkush
kashkush@bgu.ac.il
SPECIALTY SECTION
This article was submitted to
Plant Systems and Synthetic Biology,
a section of the journal
Frontiers in Plant Science
RECEIVED 17 October 2022
ACCEPTED 20 December 2022
PUBLISHED 12 January 2023 EDITED BY
Gennady I. Karlov,
All-Russia Research Institute of
Agricultural Biotechnology, Russia Inbar Bariah, Liel Gribun and Khalil Kashkush* Inbar Bariah, Liel Gribun and Khalil Kashkush* Department of Life Sciences, Ben-Gurion University, Beer-Sheva, Israel Introduction: Recent studies in wheat emphasized the importance of TEs,
which occupy ~85% of the wheat genome, as a major source of intraspecific
genetic variation due to their recent activity and involvement in genomic
rearrangements. The contribution of TEs to structural and functional
variations in bread wheat genes is not fully understood. Methods: Here, publicly available RNA-Seq databases of bread wheat were
integrated to identify TE insertions within gene bodies (exons\ introns) and assess
the impact of TE insertions on gene expression variations of homoeologs gene
groups. Overall, 70,818 homoeologs genes were analyzed: 55,170 genes
appeared in each one of the three subgenomes (termed ABD), named triads;
12,640 genes appeared in two of the three subgenomes (in A and B only, termed
AB; or in A and D only, termed AD; or in B and D only, termed BD);, named dyads;
and 3,008 genes underwent duplication in one of the three subgenomes (two
copies in: subgenome A, termed AABD; subgenome B, termed ABBD; or
subgenome D, termed ABDD), named tetrads. Bariah I, Gribun L and Kashkush K
(2023) Transposable elements are
associated with genome-specific gene
expression in bread wheat. Front. Plant Sci. 13:1072232. doi: 10.3389/fpls.2022.1072232 © 2023 Bariah, Gribun and Kashkush. This is an open-access article
distributed under the terms of the
Creative Commons Attribution License
(CC BY). The use, distribution or
reproduction in other forums is
permitted, provided the original
author(s) and the copyright owner(s)
are credited and that the original
publication in this journal is cited, in
accordance with accepted academic
practice. No use, distribution or
reproduction is permitted which does
not comply with these terms. Results: To this end, we found that ~36% of the 70,818 genes contained at least
one TE insertion within the gene body, mostly in triads. TYPE Original Research
PUBLISHED 12 January 2023
DOI 10.3389/fpls.2022.1072232 TYPE Original Research
PUBLISHED 12 January 2023
DOI 10.3389/fpls.2022.1072232 TYPE Original Research
PUBLISHED 12 January 2023
DOI 10.3389/fpls.2022.1072232 transposable elements, wheat, genome evolution, allopolyploidy, genome-specific,
Triticum aestivum, gene expression, copy number variation 1 Introduction allopolyploidization in wheat (amplification bursts vs. slow
accumulation), there is no doubt that rapid TE turnover
occurred during the wheat group evolution (Wicker et al.,
2018; Bariah et al., 2020). The great contribution of TEs to
genome plasticity might affect the ability of the new polyploid
species to survive and rapidly adapt to various biological,
environmental, and even cultivation environment stress (Van
De Peer et al., 2017; Levy and Feldman, 2022). Transposable elements (TEs) are a major component of
plant genomes (Mhiri et al., 2022), e.g., they account for ~85%
of the bread wheat genome (Appels et al., 2018; Wicker et al.,
2018). Once thought of as “junk DNA” and “parasites”, today, a
growing body of evidence reveals that TEs have a prominent role
in genome evolution (Avni et al., 2017; Bourque et al., 2018;
Dubin et al., 2018). TEs are capable of moving and increasing
their copy number within the host genome mainly through copy
and paste (Class I, retrotransposons) or cut and paste (Class II)
mechanisms (Wicker et al., 2007). The highly repetitive nature,
high abundance, and activity of TEs might trigger massive
structural genomic rearrangements (Gray, 2000; Bourque et al.,
2018; Krasileva, 2019). They are considered a great source for
genetic variation, mainly creating new alleles by transposing
within gene bodies (Bourque et al., 2018; Dubin et al., 2018). y
The huge number of TE insertions adjacent to wheat genes
led researchers to investigate the possible role of TEs in gene
regulation (Wicker et al., 2018; Keidar-Friedman et al., 2020). Wicker et al. (2018) found no strong associations between
specific TE families found near promoters and various
expression modules. Additionally, a study by Ramı́rez-
González et al., 2018 focused on the effect of TE insertions
within triads (homeologs with a 1:1:1 correspondence across the
three bread wheat sub-genomes- ABD) genes promoters and
found no correlation between the presence of TEs in gene
promoters and altered expression patterns between the three
homeolog genes. However, Ramı́rez-González et al., 2018 did
observe that higher TE abundance in the vicinity of the
translation start site correlated with triads that showed more
dynamic expression patterns across different tissues. This
observation led Ramı́rez-González et al., 2018 to suggest a
possible role for TEs in gene regulation as cis-regulatory
elements or through other epigenetic mechanisms in a tissue-
specific manner. 1 Introduction Moreover, recent studies showed that TEs,
specifically MITEs (Miniature Inverted repeat TEs), which are
prevalent in the vicinity of wheat genes, might act as miRNAs
precursors in wheat and thus can potentially shape regulatory
gene networks (Poretti et al., 2019; Crescente et al., 2022). While
the effect of TE insertions into promoter regions in wheat has
been well-investigated, very little is known about the possible
effect of TE insertions within gene bodies (Li et al., 2014; Xi et al.,
2016; Keidar et al., 2018; Keidar-Friedman et al., 2018; Domb
et al., 2019; Jiang et al., 2019). Here, the analysis of a large
amount of publicly available databases in bread wheat facilitated
the assessment of the functional impact of TE insertions within
gene bodies in a genome-specific manner. The high abundance of TEs near and within plant genes
might impact the function of those genes by influencing both
transcriptional and post-transcriptional levels and lead to the
creation of novel transcripts (Schrader and Schmitz, 2019;
Bariah et al., 2020; Zhang et al., 2021). The mere presence of
TE, adjacent or within the transcribed region, might result in
gene downregulation or silencing due to epigenetic
modifications or interfering with enhancers or regulatory
promoter elements (Dubin et al., 2018). Furthermore, TEs
contain regulatory sequences such as promoters, transcription
factors binding sits, and target sites for post-transcriptional
degradation, which might affect adjacent gene expression or
even modulate gene expression through complex transcriptional
regulatory networks (Bourque et al., 2018; Dubin et al., 2018; Qiu
and Köhler, 2020; Zhang et al., 2021). Additionally, the insertion
of TE into a gene body might result in the creation of new
isoforms through exonization, truncation, alternative splicing, or
even by the domestication of TE-derived coding sequences into
host genes, potentially altering the gene function (Keidar et al.,
2018; Poretti et al., 2019; Crescente et al., 2022). Wheat (Triticum- Aegilops group) is among the world’s most
widely grown crops, providing a significant portion of daily
human caloric intake (Shewry and Hey, 2015; Levy and
Feldman, 2022). The most widely grown bread wheat,
Triticum aestivum, is a relatively new polyploid species that
has been generated by two subsequent allopolyploidization
events between members of two closely related genera,
Triticum and Aegilops (Avni et al., 2017; Appels et al., 2018;
Levy and Feldman, 2022). Allopolyploidization is the only
mechanism that enables the formation of a new species in one
step (Feldman and Levy, 2005). OPEN ACCESS Analysis of 14,258 triads
revealed that the presence of TE insertion in at least one of the triad genes (7,439
triads) was associated with balanced expression (similar expression levels)
between the homoeolog genes. TE insertions within the exon or in the
untranslated regions (UTRs) of one or more of the homoeologs in a triad were
significantly associated with homoeolog expression bias. Furthermore, we found a
statistically significant correlation between the presence\absence of TEs insertions
belonging to six TE superfamilies and 17 TE subfamilies and the suppression of a
single homoeolog gene. A significant association was observed between the
presence of TE insertions from specific superfamilies and the expression of genes
that are associated with biotic and abiotic stress responses. Conclusion: Our data strongly indicate that TEs might play a prominent role in
controlling gene expression in a genome-specific manner in bread wheat. Frontiers in Plant Science 01 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 1 Introduction The rapid genomic structural
and functional alterations accompanied with an
allopolyploidization process have been intensively studied in
recent years (Ramı́rez-González et al., 2018; Salina and Adonina,
2018; Fox et al., 2020; Juery et al., 2020). While currently there is
still a debate regarding the extent of TE activity following 2.3 Correlation between polymorphic
TE insertions within gene bodies and
homoeolog expression bias Following the identification of TE insertions within gene
bodies and the characterization of TE insertions distribution, we
wanted to assess the polymorphism(s) generated by TE
insertions between the homoeologous copies in dyads, triads,
and tetrads. For this, we used the pandas Python package (RRID
: SCR_018214) (Reback et al., 2021) to organize the genes (see
Supplementary Table S1) as homoeologous groups
(Supplementary Table S2) according to the homoeologous
group IDs and to sum the number of genes which contained
one or more TE insertion within the gene body in each expressed
homoeologous group (a group that includes one or more
expressed gene, not expressed groups were removed from the
analysis). For each of the homoeologous groups, we determined
whether it was a polymorphic or monomorphic group. If all the
homoeologs in a specific homoeologous group contained TE
insertion (not depending on TE type or insertion location within
the gene), the homoeologous group was considered as
monomorphic. However, if one or more, but not all, of the
homoeologs in the group contained TE insertion, the
homoeologous group was considered polymorphic. To assess the possible impact of TE insertional
polymorphism within gene bodies on the relative gene
expression in the homoeologous groups, we used summarized
data “relative contribution category in brief” retrieved from
Juery et al. (2020), on the assignment of each of the
homoeologous groups to relative contribution categories. Based on this analysis, if all the homoeologs in a specific
homoeologous group had similar relative abundance, the
group was assigned to the balanced category, while groups in
which different relative abundance was observed between the
homoeologs were assigned to one of the non-balanced categories
(Juery et al., 2020). Specifically, triads were assigned to the
balanced category, homoeolog-suppressed category, or
homoeolog-dominant category, dyads were assigned to a
balanced category or homoeolog-suppressed category, and
tetrads were assigned to either one of the following categories:
balanced category, tetrads with one suppressed copy, tetrads
with two suppressed copies, and tetrads with one dominant copy
(Juery et al., 2020). Additionally, some of the homoeologous
groups were referred to as not expressed and thus were excluded
from further analysis. The assignment of the homoeologous
groups to relative contribution categories was performed
according to the calculation method described by Ramı́rez-
González et al. (2018) and based on the same RNA-seq data
used by Ramı́rez-González et al. 2.1 Identification of TE insertions
within gene bodies To identify TE insertions within gene bodies (exons\
introns) in the Chinese Spring bread wheat cultivar (CS42), we
integrated data from two publicly available databases (Appels
et al., 2018; Juery et al., 2020). The name, homoeologous group
IDs, assignment to one of the five chromosomal regions (R1,
R2a, C, R2b, and R3), and the start and stop positions of 70,818
wheat genes belonging to 6,320 dyads (12,640 genes belongs to Frontiers in Plant Science 02 frontiersin.org frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. homoeologous groups fit the expected numbers calculated based
on the proportions of gene bodies that contain TE insertions. The expected number of monomorphic and polymorphic
homoeologous groups was calculated assuming a binomial
distribution of the presence \ absence of TE insertions within a
gene body. First, the probability of a single gene including TE
insertion was calculated based on the number of genes
containing TE insertions and belonging to TE containing
homoeologous group and the total number of genes belonging
to TE containing homoeologous group. Then, the expected
number of monomorphic and polymorphic homoeologous
groups was calculated according to binomial distribution using
the probability of a single gene including TE insertion and then
divided by the probability of a homoeologous group to have at
least one TE insertion (conditional probability) and multiplied
by the number of groups containing one or more TE insertion. The observed numbers of polymorphic and monomorphic
homoeologous groups were compared with the calculated
expected numbers using the chisquare function from Python
SciPy (RRID : SCR_008058). Stats module (Virtanen
et al., 2020). homoeologous groups that underwent elimination of a single
gene), 18,390 triads (55,170 genes), and 752 tetrads (3,008 genes,
belongs to homoeologous groups that underwent duplication of
a single gene) were retrieved from Juery et al. (2020) and
integrated with the IWGSC RefSeq v1.0 assembly coordinates
for TEs (Appels et al., 2018) using python 3.7 (Guttag, 2021)
scripts. Prior to the data integration, the IWGSC RefSeq v1.0
assembly annotations for TEs were organized using pandas, a
Python package used for data analysis (Reback et al., 2021), and
filtered to include only repeats defined as “repeat region” (nested
repeats and repeat fragments were removed). Next, overlaps
between repeat regions and each of the 70,818 genes were
detected based on the genes and TEs coordinates and
summarized in Supplementary Table S1. 2.1 Identification of TE insertions
within gene bodies To compare the
proportions of TE-containing genes between dyads, triads, and
tetrads, the Chi-square test of independence of variables was
performed using the chi2_contingency function from Python
SciPy (RRID : SCR_008058). Stats module (Virtanen
et al., 2020). Frontiers in Plant Science 2.4 Correlation between TE insertion
within gene bodies and homoeolog
expression bias in triads Here we used data on the relative expression abundance of
the homoeologs in each of the triads (Ramı́rez-González et al.,
2018) and the IWGSC RefSeq v1.0 assembly annotations for
genes and TEs (Appels et al., 2018) to assess the possible impact
of TE insertions on gene expression variations of homoeologous
groups. We used 55,422 genes that had a 1:1:1 correspondence
across the three homoeologous subgenomes (A, B, and D) of
bread wheat (18,474 homoeolog triads) from Ramı́rez-González
et al. (2018) and identified TE insertion within each of the genes
bodies as described in Supplementary Table S1 (see
Supplementary Table S3). For each of the triads, the TE
classification (superfamily and subfamily) was determined for
elements that were found to be inserted within the gene bodies of
the genes in the triad (Supplementary Tables S4, S5). TE
subfamily names were according to the ClariTeRep naming
system (Wicker et al., 2018), in which the three first letters of
the subfamily name represent the TE superfamily, and the
number at the end of the name represents the family and in
some cases is followed by a dot and a number, which represents
specific subfamily within the TE family. For the following analysis, the three homoeolog genes in
each one of the 14,258 triads were combined, meaning that a
triad was referred to as a triad that included TE insertions if one
or more TE insertions were found within the sequence of at least
one of the triad genes. The dependency between the presence\
absence of TE insertions within the gene bodies, exons, or UTRs
and different contribution categories was analyzed using the
Chi-square test of independence of variables with the
chi2_contingency function from Python SciPy. Stats module
(Virtanen et al., 2020). The dependency between the TE
superfamilies\ subfamilies from which insertions were present\
absent in at least one of the triad genes and the different
contribution categories was analyzed using the Chi-square test
of independence of variables with the chi2_contingency function
from Python SciPy. Stats module and corrected for multiple
testing using the multipletests function from the Python
statsmodels module (RRID : SCR_016074) with the Benjamini/
Hochberg Procedure (non-negative) (Virtanen et al., 2020). 2.3 Correlation between polymorphic
TE insertions within gene bodies and
homoeolog expression bias (2018) for 123 samples of bread
wheat (Chinese Spring) taken from 15 different tissues under To test whether TE insertions were randomly distributed
between the genes or rather tend to be more\ less polymorphic
than expected, we focused only on homoeologous groups that
included TE insertions in one or more of the homoeologs gene
bodies (referred to as homoeologous groups that include TE
insertions) and were determined to be expressed (include one or
more expressed gene). Then, we performed the Chi-square
Goodness of Fit Test separately for dyads, triads, and tetrads,
to test whether the numbers of monomorphic and polymorphic Frontiers in Plant Science 03 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 10.3389/fpls.2022.1072232 above categories based on ternary diagrams representing the
relative expression of each homoeolog and by comparison to the
ideal normalized expression bias for the seven categories as
described by Ramı́rez-González et al., (Ramı́rez-González et al.,
2018). The analysis was performed for RNA-seq data from
several different studies (Ramı́rez-González et al., 2018) (a
total of 850 wheat RNA-sequencing samples), which were
organized into partly overlapping datasets. Here we focused on
data generated from 123 RNA-Seq samples of bread wheat
(Chinese Spring) (Ramı́rez-González et al., 2018). The 123
samples were derived from 15 different tissues under non-
stress conditions. For our analysis, we focused on 14,258 triads
which were found to be syntenic and expressed in at least 6 out
of 15 tissues tested for this dataset (see Supplementary Table S3)
(Ramı́rez-González et al., 2018). non-stress conditions (Juery et al., 2020). The dependency
between polymorphism and balanced\ non-balanced
expression of the homoeologs was tested using the Chi-square
test of independence of variables with the chi2_contingency
function from Python SciPy. Stats module (Virtanen et al., 2020). 2.4 Correlation between TE insertion
within gene bodies and homoeolog
expression bias in triads In addition to the identification of TE insertions within gene
bodies, we identified TE insertions found specifically within
exons and within the UTRs using a similar approach,
combining the exons, 5’ UTRs, and 3’ UTRs coordinates for
each gene according to IWGSC RefSeq v1.0 HC genes
annotations with TEs coordinates (Appels et al., 2018). Then,
we integrated data from files dividing the homoeolog triads into
seven relative contribution categories (Ramı́rez-González et al.,
2018), to create Supplementary Table S3. 2.5 Gene ontology enrichment analysis Gene ontology (GO) provides structured, computable
knowledge regarding the functions of genes and gene products
in three non‐overlapping domains of molecular biology (Carbon
et al., 2019). The three domains are Biological Process (BP),
which refers to a biological objective to which the gene or gene
product contributes, Molecular Function (MF), defined as the
biochemical activity of a gene product and Cellular Component
(CC), which refers to the location in the cell where a gene
product is active (Ashburner et al., 2000). GO enrichment
analysis is used to find over-represented GO terms in a gene
set compared to a reference set. The seven files divided the triads into contribution categories
as follows: triads for which a similar abundance of transcripts
was observed from each of the three homoeologs were assigned
to a balanced category, while triads that showed a higher or
lower abundance of transcripts from a single homoeolog relative
to the other two, were assigned to one of six non-balanced
categories. The non-balanced categories include three
homoeolog-dominant categories (A dominant, B dominant,
and D dominant) and three homoeolog-suppressed categories
(A suppressed, B suppressed, and D suppressed) (Ramı́rez-
González et al., 2018). Each triad was attributed to one of the Here, we performed GO enrichment analysis for triads,
including TE insertions from each of the 14 TE superfamilies
(see Table 1). Additionally, we selected triads that belonged to Frontiers in Plant Science 04 frontiersin.org frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 TABLE 1 Analysis of the 7,439 expressed and syntenic triads which contained TE insertions belonging to 14 different TE superfamilies. 3 Results specific relative contribution categories and included TE
insertions from superfamilies that showed a correlation to the
mentioned category (see Table 2). The reference set for all the
GO enrichment analyses performed in this study was the whole
set of 14,258 expressed and syntenic triads. GO Singular
Enrichment Analysis (SEA) was performed using the AgriGO
toolkit (RRID : SCR_006989) (Tian et al., 2017) with Fisher’s
exact test to identify enriched GO terms. 2.5 Gene ontology enrichment analysis BLE 1 Analysis of the 7,439 expressed and syntenic triads which contained TE insertions belonging to 14 different TE superfamil GO classes3
Code1
Class
Order
Superfamily
Triads2
BP
CC
MF
RLG
Class I (retrotransposons)
LTR
Gypsy
1,134
438
70
148
RLC
Copia
1,359
371
67
157
RLX
Unclassified LTR-retrotransposons
474
132
15
84
RIX
non-LTR (LINE)
Long interspersed nuclear elements
1,458
416
97
209
SIX
non-LTR (SINE)
Short interspersed nuclear elements
20
19
11
23
DTC
Class II (DNA transposons)
TIR
CACTA
2,960
734
140
327
DTM
Mutator
428
185
11
80
DTX
unknown
2,099
606
89
248
DTH
Harbinger
456
142
21
94
DTT
Mariner
4,576
956
156
400
DTA
hAT
9
7
1
4
DXX
unknown
unknown
105
68
15
22
DHH
Helitron
Helitron
2
–
–
–
XXX
unknown
unknown
unknown
1,347
266
16
225
1 The three letters code represents the class (first letter), order (second letter) and superfamily (third letter) of the TE (Wicker et al., 2007). 2 Number of triads in which at least one of the genes includes TE insertion from the specific superfamily. Note that the sum of the triad column is larger than 7,439. This is since some
triads include insertions from more than one subfamily. 3 Number of significantly enriched GO terms found in GO SEA preformed for triads which include TE insertions from mentioned superfamily in each of the three biological objective to
which the gene or gene product contributes: BP, Biological Process, CC, Cellular Component and MF, Molecular Function.”-” notes missing values due to short query list which did not
met the criteria for enrichment analysis. 1 The three letters code represents the class (first letter), order (second letter) and superfamily (third letter) of the TE (Wicker et al., 2007). 2 Number of triads in which at least one of the genes includes TE insertion from the specific superfamily. Note that the sum of the triad column is larger than 7,439. This is since some
triads include insertions from more than one subfamily. 3 Number of significantly enriched GO terms found in GO SEA preformed for triads which include TE insertions from mentioned superfamily in each of the three biological objective to
which the gene or gene product contributes: BP, Biological Process, CC, Cellular Component and MF, Molecular Function.”-” notes missing values due to short query list which did not
met the criteria for enrichment analysis. frontiersin.org 3.1 Different TE insertion patterns within
gene bodies in dyads, triads, and tetrads TABLE 2 TE superfamilies for which the presence\absence of TE insertion in at least one of the triad genes correlated with specific triad
expression patterns TABLE 2 TE superfamilies for which the presence\absence of TE insertion in at least one of the triad genes correlated with spe
expression patterns. TE insertion
TE superfamily1
corrected p-values2
Yes
No
Yes
No
Balanced triads3
Non-balanced triads4
RLC
0.008837323
1132
5252
227
828
DTT
6.26E-06
4001
2383
575
480
DTM
0.000236883
338
6046
90
965
DTX
0.01607886
1837
4547
262
793
SIX
0.008282664
12
6372
8
1047
RLX
0.00382206
382
6002
92
963
XXX
0.01015199
1123
5261
224
831
Suppressed triads5
Not suppressed triads6
RLC
0.014455
192
690
1167
5390
DTT
0.000675
488
394
4088
2469
DTM
0.023678
68
814
360
6197
DTX
0.047574
220
662
1879
4678
RLX
0.000675
83
799
391
6166
XXX
0.006588
194
688
1153
5404
Dominant triads7
Not dominant triads8
DTT
0.013897
87
86
4489
2777
DTM
0.001364
22
151
406
6860
1 The three letters code represents the class (first letter), order (secuned letter) and superfamily (third letter) of the TE (Wicker et al., 2007). 2 c2 corrected p-values for multiple tests using Benjamini/Hochberg Procedure (non-negative). 3,5,7 Number of triads belonging to the mentioned category (balanced, suppressed, or dominant), in which at least one homoeolog contains TE insertion from the mention superfamily
(Yes) or none of the homoeologs contain TE insertion from the mention superfamily (No). 4,6,8 Number of triads that does not belong to the mentioned category, in which at least one homoeolog contains TE insertion from the mention superfamily (Yes) or none of the
homoeologs contain TE insertion from the mention superfamily (No). For the balanced category it will refer to the number of triads from the homoeolog-dominant or homoeolog-
suppressed categories, for the suppressed categories it will refer to the number of triads from balanced or to one of the homoeolog-dominant categories and for the dominant categories
it will include triads belong to either the balanced or to one of the homoeolog- suppressed categories. the whole genome. Out of the 41,503 genes (4,781 belonging to
dyads, 35,447 to triads, and 1,275 to tetrads) found in the
proximal region, 40.29% included TE insertion within the gene
body, with significant differences in proportion (c2 = 135.78, p <
0.001) between dyads (1,665 genes, 34.83%), triads (14,675
genes, 41.40%), and tetrads (380 genes, 29.80%) genes. 3.1 Different TE insertion patterns within
gene bodies in dyads, triads, and tetrads 3.1 Different TE insertion patterns within
gene bodies in dyads, triads, and tetrads In order to perform a genome-wide analysis of TE insertions
within wheat gene bodies, 70,818 bread wheat genes belonging to
6,320 dyads, 18,390 triads, and 752 tetrads were analyzed. TE
insertions within gene bodies were identified based on the
IWGSC RefSeq v1.0 assembly coordinates for HC genes and
TEs (Appels et al., 2018). We found that ~36% of the 70,818
genes (25,811 genes) contain at least one TE insertion within the
gene body, with higher proportions of TE containing genes
observed for triads (20,975 genes, 38.02%) relative to dyads
(3,972 genes, 31.42%) and tetrads (864 genes, 28.72%)
(Figure 1A; Supplementary Figure S1). The difference in the
proportions of TE containing genes between the dyads, triads,
and tetrads genes was statistically significant (c2 = 273.99, p <
0.001). TE insertions were found either in all the homoeologous
copies in the group (i.e., for triads: monomorphic insertion in
the three sub-genomes) or only in some of the homoeolog genes
(i.e., for triads: polymorphic insertion in the three sub-genomes). Following the GO SEA, enriched GO terms for each GO
category (Biological function, Cellular component, and Molecular
function) were visualized as a scatter plot generated by REVIGO
(RRID : SCR_005825) (Supek et al., 2011). REVIGO summarizes
the GO terms lists generated from the GO SEA by reducing
functional redundancies based on the value provided and
visualizes the remaining GO terms as a scatterplot, where more
semantically similar GO terms are found closer to each other in
the plot. For each GO SEA, we provided REVIGO, a list of GO
terms that were found to be significantly enriched with false
discovery rate (FDR) less or equal to 0.05 and their FDR value
which is an adjusted p-value that enables us to have less false
positive results then if the p-value was used. The scatterplots
generated by REVIGO were imported into R, where wanted labels
were added, and others were moved manually to slightly different
coordinates to better visualize all the labels. The differences in TE abundance between the dyads, triads,
and tetrads categories might be the result of the different Frontiers in Plant Science 05 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. 3.1 Different TE insertion patterns within
gene bodies in dyads, triads, and tetrads The boxplots depict the first quartile (Q1) and
the third quartile (Q3) of the data with the median between them. The whiskers extend from the box to 1.5x the interquartile range (IQR). Rhombuses represent values found past the end of the whiskers. boxplots were drawn using the boxplot function from the seaborn python
package (Waskom, 2021). A
B
D
E
C
FIGURE 1
The distribution of genes belonging to the dyads, triads, or tetrads categories in the five chromosomal regions (R1, R2a, C, R2b, and R3). Gene
distribution was calculated individually for genes that belong to the same category and found in the same and chromosomal region in each one
of 18 bread wheat chromosomes. Genes found in chromosomes 1A, 1B, and 1D were eliminated from the analysis due to the lack of tetrads
i
h
f
h
1A
d 1B (A) P
f TE
i i
f
l
(B) P
f A B C D
E D FIGURE 1
The distribution of genes belonging to the dyads, triads, or tetrads categories in the five chromosomal regions (R1, R2a, C, R2b, and R3). Gene
distribution was calculated individually for genes that belong to the same category and found in the same and chromosomal region in each one
of 18 bread wheat chromosomes. Genes found in chromosomes 1A, 1B, and 1D were eliminated from the analysis due to the lack of tetrads
genes in the centromeres of chromosomes 1A and 1B. (A) Percentage of TE containing genes out of total genes. (B) Percentage of genes
belonging to polymorphic group out of genes that found in TE containing group. (C) Percentage of genes belonging to balanced group out of
total genes. (D) Percentage of genes belonging to balanced group out of genes that found in TE containing group. (E) Percentage of genes
belonging to balanced and polymorphic group out of genes that found in TE containing group. The boxplots depict the first quartile (Q1) and
the third quartile (Q3) of the data with the median between them. The whiskers extend from the box to 1.5x the interquartile range (IQR). Rhombuses represent values found past the end of the whiskers. boxplots were drawn using the boxplot function from the seaborn python
package (Waskom, 2021). 3.1 Different TE insertion patterns within
gene bodies in dyads, triads, and tetrads A lower
proportion of TE containing genes was observed in the distal
regions, where only 31.01% of the 29,315 genes (7,859 belonging
to dyads, 19,723 to triads, and 1,733 to tetrads) included TE
insertion. However, the significant differences in proportion (c2
= 25.77, p < 0.001) of TE containing genes were still observed in
the distal region, with a higher proportion of TE insertion in
triad genes (6,300 genes, 31.94%) relative to dyads (2,307 genes,
29.35%) and tetrads (484 genes, 27.93%). chromosomal distribution patterns of the genes between the
categories. While triads are more abundant in the proximal
region (R2a, C and R2b), which contains a higher proportion of
TEs, dyads, and tetrads are most abundant in the distal region
(R1 and R3), which was found to have lower TE density (Wicker
et al., 2018; Juery et al., 2020). The proportions of TEs containing
genes belonging to each of the three categories in each of the five
chromosomal regions are shown in Figure 1A. To test whether
the difference in TEs abundant between the dyads, triads, and
tetrads is mainly due to the chromosomal distribution of the
genes, we performed the analysis separately for the proximal and
distal regions. Significant differences in TEs abundant within
gene bodies from dyads, triads, and tetrads were observed for
each region separately, displaying the same pattern observed for Frontiers in Plant Science 06 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 A
B
D
E
C
FIGURE 1
The distribution of genes belonging to the dyads, triads, or tetrads categories in the five chromosomal regions (R1, R2a, C, R2b, and R3). Gene
distribution was calculated individually for genes that belong to the same category and found in the same and chromosomal region in each one
of 18 bread wheat chromosomes. Genes found in chromosomes 1A, 1B, and 1D were eliminated from the analysis due to the lack of tetrads
genes in the centromeres of chromosomes 1A and 1B. (A) Percentage of TE containing genes out of total genes. (B) Percentage of genes
belonging to polymorphic group out of genes that found in TE containing group. (C) Percentage of genes belonging to balanced group out of
total genes. (D) Percentage of genes belonging to balanced group out of genes that found in TE containing group. (E) Percentage of genes
belonging to balanced and polymorphic group out of genes that found in TE containing group. Frontiers in Plant Science 3.2 Polymorphic TE insertions within
gene bodies and homoeologous group
expression patterns Focusing only on the 2,386 dyads that include TE insertions, we
found that 54.99% (1,312 dyads) were polymorphic and included
TE insertions in only one of the homoeologs gene bodies, a result
that did not fit our module (c2 = 136.78, p < 0.001) which
predicted that only 43.13% (~1,029 dyads) would be
polymorphic. While the percentage of polymorphic dyads was
higher than our module anticipated, the opposite trend was
observed for triads and tetrads. Out of 17,676 expressed triads,
59.24% (10,471 triads) included TE insertions, with 64.08% of
the triads identified as polymorphic (6,710 triads), a distribution
that did not match our module (c2 = 212.36, p < 0.001), which
predict that 70.57% of the triads (~7390 triads) will be
polymorphic. For tetrads, we found that out of the 667
expressed tetrads, 58.17% (388 tetrads) included TE insertions,
and 82.73% (321 tetrads) of the TE insertions containing tetrads
were found to be polymorphic. This result also did not fit our
module (c2 = 43.47, p < 0.001), which predicts that 91.88% of the
tetrads (~356 tetrads) will be polymorphic. Next, we aimed to assess whether polymorphic TE insertions
affect the relative expression within the homoeologous group. The data on the relative expression within each homoeologous
group was retrieved from Juery et al. (2020), which performed
the analysis for 123 RNA-Seq samples of bread wheat (Chinese
Spring) taken from 15 different tissues under non-stress
conditions, and was integrated into Supplementary Table S2. Expressed homoeologous groups were assigned as balanced if all
the homoeologs showed similar transcript abundance or as
homoeolog-dominant or homoeolog-suppressed (non-
balanced), based on the relative higher\ lower transcript
abundance of each homoeolog (Figure 1C) (Juery et al., 2020). To learn about the possible effect of TE insertions within gene
bodies on the relative expression, we focused only on TE
containing homoeologous groups and tested the correlation
between polymorphism and expression patterns separately for
dyads, triads, and tetrads (Figures 1B, D, E). Our analysis
revealed that a higher percentage of the polymorphic
homoeologous groups belonged to one of the non-balanced
expression categories relative to monomorphic groups, with a
significant difference in proportions for dyads and triads (dyads:
c2 = 11.34, p < 0.001, triads: c2 = 73.45, p < 0.001), while for
tetrads the differences in proportions were not statistically
significant (c2 = 0.32, p = 0.57). 3.2 Polymorphic TE insertions within
gene bodies and homoeologous group
expression patterns homoeologs copies from each homoeologous group and
determined for each expressed group (a group that includes
one or more expressed gene) whether it is monomorphic or
polymorphic. Homoeologous group was considered as
monomorphic if all the homoeologs copies in the group
included at least one TE insertion or polymorphic if at least To assess the associations between TE insertion patterns and
gene expression in dyads, triads, and tetrads, we first grouped the Frontiers in Plant Science 07 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. number of polymorphic triads was lower than the number
predicted by our module (proximal region: c2 = 154.72, p <
0.001, distal region: c2 = 28.96, p < 0.001), with 59.78%
polymorphic triads (3,978 triads) at the proximal region and
72.84% polymorphic triads (2,113 triads) in the distal region,
versus 66.96% in the proximal region (~4455 triads) and 77.04%
in the distal region (~2,235 triads) predicted by our module. The
distribution of polymorphic tetrads also did not fit the numbers
predicted by our module (proximal region: c2 = 25.53, p < 0.001,
distal region: c2 = 16.65, p < 0.001). Out of the 388 expressed
tetrads which include TE insertions, 132 tetrads included only
genes located in the proximal region, and 79.55% (105 tetrads) of
them were found to be polymorphic, while our module predicted
that 91.69% of the tetrads (~121 tetrads) in the proximal region
would be polymorphic. Moreover, out of the 181 TE containing
expressed tetrads that included only genes located in the distal
region, only 83.43% were found to be polymorphic, while our
module predicted that 91.76% of the tetrads in the distal region
(~166 tetrads) would be polymorphic. one but not all the homoeologs copies in the group included TE
insertion within the gene body (Figure 1B, Supplementary Table
S2). Then, the number of monomorphic and polymorphic
homoeologous groups was compared with the numbers
predicted by our module, which was based on the assumption
that the presence\ absence of TE insertions within a gene is
random. Out of 5,059 expressed dyads, 47.16% (2,386 dyads)
included TE insertions, meaning at least one TE insertion was
present within one or more of the homoeologs gene bodies. 3.2 Polymorphic TE insertions within
gene bodies and homoeologous group
expression patterns However, different results
were obtained when the analysis was performed separately for
the proximal and the distal chromosomal regions. For dyads,
37.88% (497 dyads) of the 1,312 polymorphic groups showed
non-balanced expression, while only 31.19% (335 dyads) of the
1,074 monomorphic groups showed non-balanced expression. A
statistically significant correlation (c2 = 9.96, p = 0.002 < 0.05)
was also identified between polymorphism and relative
expression pattern for dyads that contained only genes found
in the proximal region (872 dyads), with 32.55% of the To reduce the effect of the different chromosomal
distribution patterns of dyads, triads, and tetrads on our
analysis, we reperformed the analysis focusing on
homoeologous groups in which all the homoeologs copies
were found in the same chromosomal region (proximal\
distal). Thus, the numbers of monomorphic and polymorphic
homoeologous groups and the predicted distribution were
counted and calculated separately for dyads, triads, and tetrads
in each chromosomal region. Similar patterns to those observed
for the whole chromosome were observed separately for the
proximal and distal regions. Out of the 2,386 expressed dyads
that include TE insertions, 872 included only genes found in the
proximal region, and 1,288 included only genes found in the
distal region. The numbers of polymorphic dyads in both the
proximal and distal regions were higher than expected by our
module. They did not match our predictions (proximal region:
c2 = 33.11, p < 0.001, distal region: c2 = 95.11, p < 0.001), with
48.62% polymorphic dyads (424 dyads) at the proximal region
and 59.24% polymorphic dyads (763) at the distal region. In
contrast, our module predicted that 39.19% of the dyads found
in the proximal region (~341 dyads) and 45.70% of the dyads in
the distal region would be polymorphic. For triads, we found
that out of the 10,471 expressed TE containing groups, 6,654
triads included only genes located in the proximal region and
2,901 triads included only genes located in the distal region. The Frontiers in Plant Science 08 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. polymorphic dyads (138 dyads) and 22.77% of the
monomorphic dyads (102 dyads) found in one of the non-
balanced categories. 3.2 Polymorphic TE insertions within
gene bodies and homoeologous group
expression patterns However, no significant correlation was
found between polymorphism and relative expression patterns
for dyads which include only genes located in the distal region
(c2 = 0.05, p = 0.82 > 0.05), although higher proportions of
polymorphic dyads were found in non-balanced categories
(37.75%, 288 dyads) relative to monomorphic dyads (36.95%,
194 dyads). Similar to dyads, for triads, 18.21% (1,222 triads) of
the 6,710 polymorphic groups were classified as non-balanced,
compared to 11.81% (444 triads) of the 3,761 monomorphic
triads that were classified as non-balanced. The correlation
between non-balanced expression and polymorphism in triads
was also observed separately for triads that include only genes
located in the proximal region (c2 = 52.98, p < 0.001) and for
triads that include only genes located at the distal region (c2 =
5.54, p = 0.02 < 0.05). At the proximal region, 16.37% of the
polymorphic triads (651 triads) and 10.05% of the
monomorphic triads (269 triads) were classified as non-
balanced, and at the distal region, 21.15% of the polymorphic
triads (447 triads) and 17.13% of the monomorphic triads (135
triads) were classified as non-balanced. Finally, for tetrads,
77.26% (248 tetrads) of the 321 polymorphic groups and
73.13% (49 tetrads) of the 67 monomorphic groups were
assigned to one of the non-balanced categories. No statistically
significant dependency between polymorphism and
homoeologous group expression pattern was identified upon
performing the analysis separately for tetrads which include
genes located only at the proximal (c2 = 0.43, p = 0.51 > 0.05) or
only at the distal (c 2 = 0.02, p = 0.89 > 0.05)
chromosome regions. bodies of triads genes were identified based on the IWGSC
RefSeq v1.0 assembly coordinates for high confidence (HC)
genes and TEs (Appels et al., 2018). The analysis of the 14,258 expressed and syntenic triads
revealed that the presence of TE insertions in at least one of the
triad genes (7,439 triads) correlated to balanced expression
between the homoeolog genes. Out of the 14,258 expressed
and syntenic homoeolog triads, 52.17% (7,439 triads) contain
one or more TE insertions (based on repeat regions coordinates)
within the gene body sequence of at least one of the genes in the
triad (triads that include TE insertions). 3.2 Polymorphic TE insertions within
gene bodies and homoeologous group
expression patterns A higher proportion of
triads that include TE insertions are found in the balanced
expression category (6,384, 85.82%) relative to triads that don’t
include TE insertions (5,450, 79.92%) with a statistically
significant difference in proportions (c2 = 87.18, p < 0.001). significant difference in proportions (c
87.18, p < 0.001). The TEs that were found to be within gene bodies
represented all the 14 TE superfamilies identified in the wheat
genome (see Table 1) and belonged to 455 subfamilies out of the
570 subfamilies annotated by the IWGSC as “repeat region”, as
was counted from the annotation file (Appels et al., 2018). To
learn about the possible association between TE type and the
relative expression contribution of each of the homoeologs in the
triad, we tested separately for each TE superfamily and subfamily
whether the presence\ absence of TE insertions from said type
within gene bodies correlated with balanced, suppressed, or
dominant relative expression of the homoeologs. Here, we
focused only on TE groups (superfamily or subfamily) that
had sufficient sample size, mining 5 or more cases were
observed for all the combinations of the tested conditions for
the group with the examined relative expression category. For
instance, the number of triads in which TE insertions from
specific TE superfamily were presence\ absent must be five or
higher both in balanced and non-balanced categories for the
superfamily to be included in the analysis against the balanced
relative expression category. Out of the 14 TEs superfamilies, 12
were found adequate for analysis against the balanced expression
category (DTA and DHH were removed from the analysis), and
7 TEs superfamilies showed a statistically significant correlation
(Chi-square corrected p-value ≤0.05, Table 2) with balanced\
non-balanced expression categories. The correlation between
superfamily and balanced expression was negative for 5 (SIX,
DTM, RLX, RLC, and XXX, Table 2) of the 7 superfamilies and
positive for the remaining 2 superfamilies (DTT and DTX). The
same 12 superfamilies that were found adequate for analysis
against the balanced expression category were also found
adequate for comparison against homoeolog-suppressed\ non-
suppressed expression categories, with the remaining 2
superfamilies (DTA and DHH, Table 2) excluded from the
analysis due to a low number of cases. Specific superfamilies
also showed a statistically significant correlation with
homoeolog-suppressed\ non-suppressed expression categories. In total, 6 superfamilies showed statistically significant
correlation with homoeolog-suppressed\ non-suppressed 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms To assess the association between the presence of TE
insertions from specific types within gene bodies and gene
function, we tested whether triads that include TE insertions
from each of the 14 TEs superfamilies were associated with
specific cellular functions. GO SEA conducted by AgriGO toolkit
(Tian et al., 2017) against the database of the 14,258 expressed
and syntenic triads revealed that triads which include TEs from
each of 13 specific superfamilies were enriched for numerous
GO terms from the BP, MF, and CC domains (Table 5; Figure 2
and Supplementary Figures S2-S13, Supplementary Tables S6-
S25). The DTA superfamily was excluded from the analysis due
to the small sample size. In the BP domain, a significantly correlation was found
between the presence of TEs from specific superfamilies within
the triad and basic cell processes like gene silencing by RNA, cell
cycle, organelle organization, recombinational repair, DNA
recombination, telomere organization, DNA-templated DNA
replication, and DNA methylation. Additionality, a significant
correlation was found between the presence of TE insertions
from specific superfamilies and response to biotic and abiotic
stress, such as response to virus, response to nematode,
vernalization response, and response to symbiotic fungus. Interestingly, triads that include TEs from specific
superfamilies were also found to be associated with GO terms
from the BP domine associated with the transposition
mechanisms of the two TE classes, including transposition,
RNA-mediated, and DNA-mediated (Table 5; Figure 2 and
Supplementary Figures S2-S13, Supplementary Tables S6-S25). For the MF domain association was observed between the
presence of TE insertions from specific superfamilies within
the triad and enzymes activities and that carry out basic cell
processes, including ligase activity, helicase activity, and DNA-
directed DNA polymerase activity and with DNA repair,
including DNA insertion or deletion binding (tale 5). Similarly,
for the CC domain, an association was observed with the RNA
polymerase I complex, responsible for basic cell activity, and with
the DNA repair complex (Table 5; Supplementary Figures S2-
S13, Supplementary Tables S6-S25). In addition, our analysis
revealed enrichment in terms associated with the regulation of
gene expression, such as the RISC complex (CC) and RNAi
effector complex (CC), and transposase activity (MF) (Table 5;
Supplementary Figures S2-S13, Supplementary Tables S6-S25). Next, we performed a similar analysis for TE subfamilies. 3.3 TE content within gene bodies and
triad expression patterns Here, we aimed to study the possible effect of TE insertions
on gene expression in wheat. We analyzed 14,258 expressed and
syntenic triads that were assigned to 7 relative contribution
categories according to the calculation method described by
Ramı́rez-González et al. (2018). Most of the 14,258 triads
(11,834 triads, 83%) showed balanced expression, meaning a
similar relative abundance of transcripts was observed for the
three homoeologs. The remaining 2,424 triads were divided
between 6 non-balanced categories, with 13.99% of the triads
(1,995 triads) assigned to one of the homoeolog-suppressed
relative contribution categories (5.16% of the triads belonged
to the A suppressed category, 5.31% to the B suppressed category
and 3.52% to the D suppressed category) and 3.01% of the triads
(429 triads) assigned to one of the homoeolog-dominant relative
contribution categories (0.90% of the triads belonged to the A
dominant category, 1.05% to the B dominant category and 1.07%
to the D dominant category). TE insertions within the gene Frontiers in Plant Science 09 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 10.3389/fpls.2022.1072232 expression categories (Chi-square corrected p-value ≤0.05,
Table 2), all of them also showed correlation with balanced\
non-balanced expression categories. TEs superfamilies that
showed a positive correlation with balanced expression showed
a negative correlation with suppressed expression (DTT and
DTX, Table 2), while TEs superfamilies that showed a negative
correlation with balanced expression showed a positive
correlation with suppressed expression (DTM, RLX, RLC and
XXX, Table 2). Finally, only 10 of the 14 superfamilies were
found fitted for analysis against the homoeolog-dominant\ non-
dominant expression categories (SIX, DTA, DXX, and DHH
were removed from the analysis), with only 2 TE superfamilies
(DTM and DTT) showing statistically significant correlation
with homoeolog-dominant\ non-dominant expression
categories (Chi-square corrected p-value ≤0.05, Table 2), both
also found to correlate with balanced expression significantly. The DTM superfamily showed a positive correlation with
dominant expression and a negative correlation with balanced
expression, while the DTT superfamily showed a negative
correlation with dominant expression and a positive
correlation with balanced expression. correlation with balanced expression, and only two
subfamilies, RIX_famc8 and DTT_famn14, showed a positive
correlation with homoeolog-balanced expression. Frontiers in Plant Science 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms The majority of the 455 TE subfamilies found within gene bodies
were excluded from the analysis due to the small sample size: out
of the 455 TE subfamilies, 303 subfamilies were eliminated from
the analysis for the balanced expression category, 323
subfamilies were excluded from the analysis for the suppressed
expression categories, and 433 subfamilies were excluded from
the analysis for the dominant expression categories. Out of the
TEs subfamilies which were found adequate for analysis, 19
subfamilies showed a statistically significant correlation (Chi-
square corrected p-value ≤0.05, Table 3) with balanced\ non-
balanced expression categories, 17 subfamilies showed a
statistically significant correlation (Chi-square corrected p-
value ≤0.05, Table 4) with homoeolog-suppressed\ non-
suppressed expression categories and none of the TE
subfamilies showed statistically significant correlation with
homoeolog-dominant\ non-dominant expression categories. Fourteen of the subfamilies that showed a significant
correlation between presence\absence of TE insertions and
suppression of a single homoeolog gene also showed a
correlation with balanced relative expression of the
homoeologs, while the other subfamilies were found in
correlation only to suppressed (3 subfamilies) or balanced (5
subfamilies) relative expression. Of the 17 subfamilies that
showed statistically significant correlation with homoeolog-
suppressed expression categories, only the DTT_famn14
subfamily showed a negative correlation with homoeolog-
suppressed expression, while insertions of the remaining 16
subfamilies appeared in higher proportions than expected in
the homoeolog-suppressed categories. Similarly, 17 of the 19
subfamilies that showed a statistically significant correlation
with homoeolog-balanced expression showed a negative While some of the TE superfamilies were found to be
significantly enriched for most of the mentioned GO terms, Frontiers in Plant Science 10 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 bfamilies for which the presence/absence of TE insertion in at least one of the triad genes correlated with balanced relative
e three homoeologs. TABLE 3 TE subfamilies for which the presence/absence of TE insertion in at least one of the triad genes correlated with balanced relative
expression of the three homoeologs. 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms CLARITE name1
corrected p-values2
TE insertion
Yes
No
Yes
No
Balanced triads3
Non-balanced triads4
DTC_famc11.1
0.046018
23
6361
11
1044
RLC_famc6
0.000736
18
6366
13
1042
RLC_famc1.6
0.00292
6
6378
7
1048
RLC_famc20
9.35E-11
22
6362
24
1031
RLC_famc7.1
0.034407
7
6377
6
1049
DTC_famc4.3
0.00766
5
6379
6
1049
DTM_famc9
0.04758
20
6364
10
1045
RLG_famc1.1
0.002862
13
6371
10
1045
RIX_famc1
0.004706
212
6172
59
996
RLC_famc8
0.001236
14
6370
11
1044
RIX_famc8
0.029024
693
5691
82
973
DTM_famc8
0.04758
20
6364
10
1045
DTT_famn14
0.000511
721
5663
72
983
XXX_famc13
0.000302
99
6285
38
1017
SIX_famc1
0.026102
9
6375
7
1048
XXX_famc16
3.10E-05
119
6265
46
1009
RLX_famc22
0.001572
29
6355
16
1039
XXX_famc112
0.001236
14
6370
11
1044
RIX_famc15
3.23E-10
24
6360
24
1031
1 According to Wicker et al. (Wicker et al., 2018). TE names were selected based on the ClariTeRep naming system, which assigns simple numbers to individual families and subfamilies. 2 c2 corrected p-values for multiple tests using Benjamini/Hochberg Procedure (non-negative). 3 Number of triads belonging to the homoeolog-balanced category, in which at least one homoeolog contains TE insertion from the mention subfamily (Yes) or none of the homoeologs
contain TE insertion from the mention subfamily (No). 4 Number of triads belonging to one of the non-balanced categories, meaning to one of the homoeolog-dominant or homoeolog-suppressed categories, in which at least one homoeolog
contains TE insertion from the mention subfamily (Yes) or none of the homoeologs contain TE insertion from the mention subfamily (No). relative to all the triads which include TE insertions from the
same superfamily. For this purpose, we focused on triads that
include TE insertions from superfamilies that we found that
their presence within a triad correlated with specific relative
expression patterns and are found in the relevant expression
category (shown in Table 2). For example, triads that include
DTT insertions were significantly more likely to be found in the
balanced relative expression category compering to triads that
included TE insertions but did not include insertions of DTT
TEs, and thus, the analysis was performed for triads that
included insertions belonging to the DTT superfamily and
showed balanced expression of the homoeologs (Figure 2A;
Supplementary Figures S2-S4, S11-S13, Supplementary Tables
S12 and S20). Frontiers in Plant Science 1 According to Wicker et al. (Wicker et al., 2018). TE names were selected based on the ClariTeRep naming system, which assigns simple numbers to individual families and subfamilies.
2 c2 corrected p-values for multiple tests using Benjamini/Hochberg Procedure (non-negative).
3 Number of triads belonging to the homoeolog-balanced category, in which at least one homoeolog contains TE insertion from the mention subfamily (Yes) or none of the homoeologs
contain TE insertion from the mention subfamily (No).
4 Number of triads belonging to one of the non-balanced categories, meaning to one of the homoeolog-dominant or homoeolog-suppressed categories, in which at least one homoeolog
contains TE insertion from the mention subfamily (Yes) or none of the homoeologs contain TE insertion from the mention subfamily (No). 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms However, for triads that include insertions
belonging to the DTM superfamily, the analysis was others showed enrichment for only a few of the GO terms we
decided to focus on or even only for one of the mentioned terms
(Table 5). For instance, triads that included TE insertions
belonging to the DTT superfamily (Figure 2A) were found to
be enriched for all the GO terms mentioned in Table 5 except for
transposition, RNA-mediated (BP), and chromosome (CC),
while triads that included TE insertions belonging to the DTH
superfamily showed association with only 2 of the GO terms
from Table 5, gene silencing by RNA (BP) and DNA
methylation (BP). Following the GO SEA performed for triads that included
TE insertions from specific superfamilies within the gene bodies,
we further examined whether triads that showed a specific
relative expression pattern and included TE insertions from
specific superfamilies would associate with different GO terms Frontiers in Plant Science 11 frontiersin.org Bariah et al. 10.3389/fpls.2022.1072232 TABLE 4 TE subfamilies for which the presence/absence of TE insertion in at least one of the triad genes correlated with the suppression of a
single homoeolog gene TABLE 4 TE subfamilies for which the presence/absence of TE insertion in at least one of the triad genes correlated with the s
single homoeolog gene. CLARITE name1
corrected p-values2
TE insertion
Yes
No
Yes
No
Suppressed triads3
Not suppressed triads4
DTC_famc11.1
0.028255
10
872
24
6533
RLC_famc6
0.013022
10
872
21
6536
RLC_famc1.6
0.000371
7
875
6
6551
RLC_famc20
3.85E-10
21
861
25
6532
XXX_famc33
0.013022
5
877
5
6552
RLC_famc7.1
0.008919
6
876
7
6550
RLG_famc1.1
0.018009
8
874
15
6542
RIX_famc1
0.017541
49
833
222
6335
RLC_famc8
0.008831
9
873
16
6541
DTT_famn14
0.000371
57
825
736
5821
RLG_famc15
0.026756
8
874
16
6541
XXX_famc13
3.68E-05
35
847
102
6455
XXX_famc16
1.02E-06
43
839
122
6435
XXX_famc140
0.018009
8
874
15
6542
RLX_famc22
0.000371
15
867
30
6527
XXX_famc112
7.95E-05
11
871
14
6543
RIX_famc15
1.88E-10
22
860
26
6531
1 According to Wicker et al. (Wicker et al., 2018). TE names were selected based on the ClariTeRep naming system, which assigns simple numbers to individual families and subfamilies. 2 c2 corrected p-values for multiple tests using Benjamini/Hochberg Procedure (non-negative). 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms 3 Number of triads belonging to one of the homoeolog-suppressed categories, in which at least one homoeolog contains TE insertion from the mention subfamily (Yes) or none of the
homoeologs contain TE insertion from the mention subfamily (No). 4 Number of triads belonging to the balanced category or to one of the homoeolog-dominant categories, in which at least one homoeolog contains TE insertion from the mention
subfamily (Yes) or none of the homoeologs contain TE insertion from the mention subfamily (No). GO terms production of siRNA involved in RNA interference
(GO:0030422), regulation of DNA methylation (GO:0044030),
and posttranscriptional gene silencing by RNA (GO:0035194)
were found to be significantly enriched when the analysis was
performed for all the DTM insertions containing triads they
were missing from the results of the analysis for only triads from
the dominant relative expression categories, and from the results
of the analysis for only triads from the suppressed relative
expression categories (Figure 2B; Supplementary Figures S2-
S10, Supplementary Tables S6, S21, S22). However, significant
association with GO terms that were not found to be enriched
for all the DTM continuing triads was identified for the triads
that include DTM insertions and belonging to one of the
homoeolog-dominant expression categories, mainly associated
with response to biotic and abiotic factors and aging (aging
(GO:0007568), leaf senescence (GO:0010150), organ senescence
(GO: 0010260), response to metal ion (GO:0010038), response
to oxidative stress (GO:0006979), response to biotic stimulus performed separately for triads that belonged to the suppressed
and the dominant relative expression categories since triads that
include DTM insertions were significantly more likely to be
found in suppressed or dominant relative expression category in
comparison to triads that included TE insertions but did not
include insertions of DTM TEs (Figure 2B; Supplementary
Figures S2-S10, Supplementary Tables S6, S21, S22). Generally, similar GO terms were found to be significantly
enriched for the same TE superfamily when all the TE
containing triads were tested and upon focusing on triads
from a specific relative expression contribution category
(Supplementary Figures S2-S13; Supplementary Tables S6-
S25). However, we noticed that in some cases, specific terms
were found to be enriched by the analysis performed for all the
triads with TE insertions from specific TE superfamily and were
missing from the results when the analysis was performed only
for triads from specific relative expression category, or the other
way around. Frontiers in Plant Science 1 According to Wicker et al. (Wicker et al., 2018). TE names were selected based on the ClariTeRep naming system, which assigns simple numbers to individual families and subfamilies.
2 c2 corrected p-values for multiple tests using Benjamini/Hochberg Procedure (non-negative).
3 Number of triads belonging to one of the homoeolog-suppressed categories, in which at least one homoeolog contains TE insertion from the mention subfamily (Yes) or none of the
homoeologs contain TE insertion from the mention subfamily (No).
4 Number of triads belonging to the balanced category or to one of the homoeolog-dominant categories, in which at least one homoeolog contains TE insertion from the mention
subfamily (Yes) or none of the homoeologs contain TE insertion from the mention subfamily (No). +
+
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r (second let
be enriched 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms 10.3389/fpls.2022.1072232 A
B A
B
C
FIGURE 2
Significantly enriched GO BP (Biological prosses) terms found in GO SEA preformed for triads which include TE insertions from the DTT (A),
DTM (B) and RLC (C) superfamilies (TE codes are based on Wicker et al., 2007). GO SEAs were preformed using AgriGO toolkit with Fisher’s
exact test (FDR ≤0.05). Following the GO SEA, the enriched GO terms for BP for each superfamily were visualized as a scatter plot generated by
REVIGO. Closer GO terms in the plot are showing higher semantically similarity to each other. The bubble color indicates the FDR value and the
size indicates the frequency of the GO term in the GOA database, bubbles of more general terms are larger. A B C C C FIGURE 2
Significantly enriched GO BP (Biological prosses) terms found in GO SEA preformed for triads which include TE insertions from the DTT (A),
DTM (B) and RLC (C) superfamilies (TE codes are based on Wicker et al., 2007). GO SEAs were preformed using AgriGO toolkit with Fisher’s
exact test (FDR ≤0.05). Following the GO SEA, the enriched GO terms for BP for each superfamily were visualized as a scatter plot generated by
REVIGO. Closer GO terms in the plot are showing higher semantically similarity to each other. The bubble color indicates the FDR value and the
size indicates the frequency of the GO term in the GOA database, bubbles of more general terms are larger. FIGURE 2
Significantly enriched GO BP (Biological prosses) terms found in GO SEA preformed for triads which include TE insertions from the DTT (A),
DTM (B) and RLC (C) superfamilies (TE codes are based on Wicker et al., 2007). GO SEAs were preformed using AgriGO toolkit with Fisher’s
exact test (FDR ≤0.05). Following the GO SEA, the enriched GO terms for BP for each superfamily were visualized as a scatter plot generated by
REVIGO. Closer GO terms in the plot are showing higher semantically similarity to each other. The bubble color indicates the FDR value and the
size indicates the frequency of the GO term in the GOA database, bubbles of more general terms are larger. (GO:0009607), innate immune response (GO:0045087))
(Figure 2B; Supplementary Figures S2-S10, Supplementary
Tables S6, S21). 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms For example, for the DTM superfamily, while the Frontiers in Plant Science 12 frontiersin.org RLC1*
RLX1*
RIX1*
SIX1*
DTC1*
DTM1*
DTX1*
DTH1*
DTT1*
DTA1*
DXX1*
XXX1*
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ond letter) and superfamily (third letter) (Wicker et al., 2007). “+” notes that the respective GO term was found to be enriched in triads that include TE insertion
nriched in triads which include TE from the specific superfamily. GO SEA was preformed using AgriGO toolkit (Tian et al., 2017) with Fisher’s exact test (FDR ≤ G1*
R
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(second let
be enriched Bariah et al. Frontiers in Plant Science 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms Go terms directly
related to the regulating gene expression, DNA modifications,
and response to biotic and abiotic stress (cellular response to
glucose stimulus (GO:0071333)gene silencing by RNA
(GO:0031047), chromatin silencing (GO:0006342), DNA
methylation (GO:0006306), gene silencing(GO:0016458), RNA
interference (GO:0016246), response to dsRNA(GO:0043331),
response to virus (GO:0009615), response to nematode
(GO:0009624)) were found to be significantly enriched in the
analysis performed for all the XXX insertions containing triads
and missing from the results obtained from the GO SEA for
triads belonging to an homoeolog-suppressed expression
category that include XXX insertions (Supplementary Figures
S2-S4, S8-S10, Supplementary Tables S18, S25). Meanwhile, GO
terms related to aging and some abiotic stress (aging
(GO:0007568), negative regulation of growth (GO:0045926),
leaf senescence (GO:0010150) response to salt stress
(GO:0009651), cellular response to alcohol (GO:0097306))
were found to be enriched in the list of triads belonging to one
of the homoeolog-suppressed expression categories and
containing XXX insertions, and missing from the GO SEA
results obtained for all the XXX insertions containing triads
(Supplementary Figures S2-S4, S8-S10, Supplementary Tables
S18, S25). for homoeolog-suppressed vs. non-suppressed (balanced and
dominant relative contribution) categories (c2 = 30.65, p <
0.001) and for homoeolog-dominant vs. non-dominant
(balanced and suppressed relative contribution) categories (c2
= 18.64, p < 0.001). Out of the triads that contained TE
insertions but did not contain insertions within exons, only
11.14% (741) were found in one of the homoeolog-suppressed
categories, and 2.06% (137) were found in one of the
homoeolog-dominant categories, while triads that include TE
insertion within an exon were more likely to be found in both the
homoeolog-suppressed (17.96%, 141 triads) and the homoeolog-
dominant (4.59%, 36 triads) categories. More specifically, of the 608 triads that include TE insertions
within an exon of at least one of the genes in the triad, 10.53%
(64) include TE insertions within the 5’ UTR and 61.02% (371)
include TE insertions within the 3’ UTR (Table S3). A lower
proportion of the triads that include TE insertions within the 5’
UTR (46, 71.88%) and 3’ UTR (299, 80.59%) was found in the
balanced expression category compared to triads that contain TE
insertions but did not contain insertions within the 5’ UTRs
(6,338, 85.94%) or within the 3’ UTR (6085, 86.09%),
respectively. 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms Similarly, significant association with GO
terms that were not found to be enriched for all the DTM
continuing triads was identified for the triads that include DTM insertions and belonging to one of the homoeolog-suppressed
expression categories, including GO terms related to pollen
formation and circadian rhythm regulation (negative
regulation of circadian rhythm (GO:0042754), pollen exine
formation (GO:0010584), pollen wall assembly (GO:0010208), Frontiers in Plant Science 14 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. pollen development (GO:0009555)) (Figure 2B, Supplementary
Figures S2-S10; Supplementary Tables S6, S22). Another
example is the differences observed in the GO SEA results
performed for all triads that include TE insertions from
unknown class (XXX- unclassified repeats) versus the results
obtained only for triads which include TE insertions from
unknown class (XXX) and assigned to one of the homoeolog-
suppressed expression categories (Supplementary Figures S2-S4 ,
S8-S10, Supplementary Tables S18, S25). Go terms directly
related to the regulating gene expression, DNA modifications,
and response to biotic and abiotic stress (cellular response to
glucose stimulus (GO:0071333)gene silencing by RNA
(GO:0031047), chromatin silencing (GO:0006342), DNA
methylation (GO:0006306), gene silencing(GO:0016458), RNA
interference (GO:0016246), response to dsRNA(GO:0043331),
response to virus (GO:0009615), response to nematode
(GO:0009624)) were found to be significantly enriched in the
analysis performed for all the XXX insertions containing triads
and missing from the results obtained from the GO SEA for
triads belonging to an homoeolog-suppressed expression
category that include XXX insertions (Supplementary Figures
S2-S4, S8-S10, Supplementary Tables S18, S25). Meanwhile, GO
terms related to aging and some abiotic stress (aging
(GO:0007568), negative regulation of growth (GO:0045926),
leaf senescence (GO:0010150) response to salt stress
(GO:0009651), cellular response to alcohol (GO:0097306))
were found to be enriched in the list of triads belonging to one
of the homoeolog-suppressed expression categories and
containing XXX insertions, and missing from the GO SEA
results obtained for all the XXX insertions containing triads
(Supplementary Figures S2-S4, S8-S10, Supplementary Tables
S18, S25). pollen development (GO:0009555)) (Figure 2B, Supplementary
Figures S2-S10; Supplementary Tables S6, S22). Another
example is the differences observed in the GO SEA results
performed for all triads that include TE insertions from
unknown class (XXX- unclassified repeats) versus the results
obtained only for triads which include TE insertions from
unknown class (XXX) and assigned to one of the homoeolog-
suppressed expression categories (Supplementary Figures S2-S4 ,
S8-S10, Supplementary Tables S18, S25). 3.4 Triads which include TE insertions
belonging to specific TE superfamilies
were associated with various GO terms The difference in proportions of the triads that
include TE insertions within the 5’ UTR (c2 = 9.19, p = 0.0024 <
0.05) and within the 3’ UTR (c2 = 8.31, p = 0.0039 < 0.05) in the
balanced expression category relative to the proportions of triads
with no TE insertions in mentioned regions, were statistically
significant. We observed that triads that include TE insertions
within the 5’ UTR were more likely to be found both in the
homoeolog-suppressed (15.63%, 10 triads) and the homoeolog-
dominant (12.50%, 8 triads) categories, relative to triads that
contain TE insertions but did not contain insertions the 5’ UTRs,
with only 11.82% of the triads (872) assigned to one of the
homoeolog-suppressed categories and 2.24% of the triads (165)
assigned to one of the homoeolog-dominant categories. Similar
results were observed for triads which include TE insertions
within the 3’ UTR, which were also found in higher proportions
in the homoeolog-suppressed (15.09%, 56 triads) and the
homoeolog-dominant (4.31%, 16 triads) categories, in
comparison to triads that contain TE insertions but did not
contain insertions the 3’ UTRs, for which only 11.69% of the
triads (826) were assigned to one of the homoeolog-suppressed
categories and only 2.22% of the triads (157) were assigned to
one of the homoeolog-dominant categories. While a significant
difference was observed for the proportions of triads which
include TE insertions within the UTRs and triads that contain
TE insertions but did not contain insertions in the UTRs within
homoeolog-dominant categories (for 5’ UTR: c2 = 25.08, p <
0.001 and for 3’ UTR: c2 = 5.90, p = 0.0152 < 0.05), the
difference in proportion in the homoeolog-suppressed
categories were not statistically significant (for 5’ UTR: c2 =
0.55, p = 0.46 > 0.05 and for 3’ UTR: c2 = 3.60, p = 0.058 > 0.05). 4.2 Polymorphic TE insertions within
gene bodies associated with non-
balanced expression within the
homoeologous group Since the three diploid genome donors of bread wheat
originated from a common ancestor, it is not surprising that a
high percentage of wheat HC genes are conserved and syntenic
between the three subgenomes (Appels et al., 2018). Similarly,
the abundances of 76% of TEs families were found to be similar
between the A, B, and D sub-genomes of bread wheat and TE
families distribution in promoter regions was found to be highly
conserved between subgenomes (Wicker et al., 2018). However,
almost no conserved TE insertions were observed between the
three subgenomes, and more specifically, no conservation of TE
insertions was observed between homeologous promoters
(Wicker et al., 2018). To address the possible effect of TE insertions within gene
bodies on gene expression, we first identified TE insertions
within dyads, triads, and tetrads genes. We found that a high
percentage of the examined genes contained TE insertions
within exons and introns, with the highest proportions of TE
insertions found in triads genes. Additionally, genes found in the
proximal region were more likely to include TE insertions within
the gene body, suggesting that TE distribution within the gene
body is in accordance with TE distribution across the
chromosome, with lower density in the distal regions. However, the higher percentage of TE insertions in triads
genes relative to dyads and tetrads genes persist throughout
the different chromosomal regions. Therefore, the difference in
the abundance of TE insertions within gene bodies between
triads and dyads and tetrads genes is not only due to the higher
abundance of triads genes in the TE rich proximal regions. Here, we assigned homoeologous groups as monomorphic
or polymorphic based only on the presence of TE insertions
within all or only some of the gene bodies of the homoeologs in
the group. While the TE insertions found within the homoeologs
in a monomorphic group were not necessarily inherited from the
common ancestor, did not necessarily belong to the same TE
family, and might have been inserted in different locations in the
sequence, in this part of our analysis we focused on the effect of
the mere presence of TE insertion on the relative expression
within the homoeologous group. 4.1 TE insertions are highly abundant
within gene bodies Together, dyads (11.7%), triads (51.1%), and tetrads (2.8%)
are accounted for 65.6% of all bread wheat HC genes, while the
rest of the genes deviate from these rations (Juery et al., 2020). While triads genes were kept in a 1:1:1 ratio between the three
bread wheat subgenomes, dyads and tetrads homoeologous
groups underwent copy number variations during the wheat
group evolution (Juery et al., 2020). A study by Juery et al. (2020)
showed that triads are diverse from dyads and tetrads in various
characteristics, including conservation, chromosomal
distribution, epigenetic modification, gene ontology, and
expression patterns. Their findings led Juery et al. (2020) to
suggest that the highly conserved triads belong to the bread
wheat core genome, while dyads and tetrads are parts of the
dispensable genome. 4 Discussion instance, triads genes were found to be enriched in the
H3K9ac active euchromatin mark and expressed at a higher
level and higher breadth relative to dyads and tetrads genes,
which were more associated with repressive H3K27me3
modification (Juery et al., 2020). There is evidence that some
TEs are preferentially inserted into transcriptionally active
regions near active histone marks (Bennetzen, 2000; Hirsch
and Springer, 2017; Sultana et al., 2017), conditions that fit
better to triads genes. Specifically, TEs belonging to the Mariner
superfamily (DTT), the most abundant superfamily in triad
genes, are known to be enriched in genes with high expression
(Sultana et al., 2017). Moreover, the higher conservation of triads
genes might contribute to the persistence of the TE insertion,
provided that the insertion did not result in loss of fitness. Alternatively, the presence of TE insertion within the gene body
might impact various characteristics of the gene and maybe
ultimately on gene conservation. Further study is necessary for a
better understanding of the processes leading to the unique TE
distribution pattern observed in this study. As an allohexaploid species, the bread wheat contains three
subgenomes, A, B, and D, which originated from three diploid
genome donors that diverged from a common progenitor ~7
MYA (Million Years Ago) (Levy and Feldman, 2022). While
high conservation in gene content and order was observed
between the three subgenomes, almost no sequence
conservation was found in the intergenic regions, containing
mostly TEs (Appels et al., 2018; Wicker et al., 2018). The
contribution of TEs to the differentiation between the three
subgenomes of the young allohexaploid bread wheat might
facilitate genetic and cytological diploidization, which is
essential for the survival of the new species. 3.5 TE insertions site within the gene
body and triad expression patterns Next, we tested for a possible association between TE
insertion context within the gene body (exon, 5’ UTR, or 3’
UTR) of one or more of the homoeologs in a triad and
homoeolog expression bias. Of the 7,439 triads that include TE
insertions, 10.55% (785) include TE insertion within an exon of
at least one of the genes (Supplementary Table S3). A lower
proportion of the triads that include TE insertion within an exon
was found in the balanced expression category (608, 77.45%)
compared to triads that contain TE insertions but did not
contain TE insertions within exons (5,776, 86.80%) with a
significant difference in proportions (c2 = 49.70, p < 0.001). The significant difference in proportions of the triads that
include TE within an exon in balanced vs. non-balanced
relative contribution categories was also observed separately Frontiers in Plant Science 15 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. Frontiers in Plant Science 4.2 Polymorphic TE insertions within
gene bodies associated with non-
balanced expression within the
homoeologous group Triads that contained TE insertions
from each one of the 13 different TE superfamilies showed
enrichment for a unique set of GO terms. Triads which include
insertions of DTT and DTX, superfamilies for which a positive
correlation was identified between TE presence within gene
bodies and balanced expression of the triad, are found in
association with numerous GO terms related to basic cell
processes (Figure 2A). Additionally, triads which include
insertions belonging to TE superfamilies that showed a
positive correlation between TE presence within gene bodies
and suppressed or dominant relative expression of the
homoeologs (DTM, RLX, RLC, and XXX) were enriched for
multiple GO terms. Specifically, triads that contained TE
insertions from each of those 4 superfamilies (DTM, RLX,
RLC, and XXX) were enriched for GO terms related to
response to biotic and \ or abiotic stimulus (Figures 2B, C). characteristics of the homoeologs affected the probability of TEs
to insert into each one of the genes in the homoeologous group. The percentage of polymorphic groups was lower than expected
for triads and tetrads and higher than expected for dyads, which
were found to be the least conserved relative to triads and tetrads
(Juery et al., 2020). Additionally, our analysis revealed a strong
significant correlation between polymorphic TE insertions and
non-balanced expression patterns of triads. We suggest that the
mentioned correlation might be a result of either the effect of TE
insertions on gene expression and \ or TE target site preference
influenced by gene expression patterns and expression breadth. 4.3 Strong association between TE
insertions within gene bodies and
homoeolog expression bias Since TE insertions were found to be abundant in triads,
and a clear correlation was observed between TE insertion
pattern and relative expression of the homoeolog within the
triad, we focused on triads to further learn about the possible
impact of TE insertions on gene expression, using existing data
regarding the relative contribution of each homoeolog to the
overall triad expression. Our analysis revealed that a great
variety of TEs inserted within wheat gene bodies, both into
introns and exons. Here, we observed a strong correlation
between the presence of TE insertions in gene bodies and the
balanced expression of the three homoeologs in the triad. Similar to the differences in TE abundant in triads vs. dyads
and tetrads genes, the unique characteristics of each relative
expression category might explain the difference in TE content. Syntenic triads that were classified as balanced showed higher
expression levels and had higher levels of active histone markers
than syntenic triads in the homoeolog-dominant and
homoeolog-suppressed categories (Ramı́rez-González et al.,
2018). As we suggested for triads vs. dyads and tetrads, those
characteristics, together with the balanced triads over
representation in low recombination regions (Ramı́rez-
González et al., 2018), might lid to higher insertion rate and
higher persistent of TE insertions in the balanced triads genes
relative to triads from the non-balanced categories. This claim is
supported by the very high abundant of insertions from the
Mariner superfamily (DTT), which was found to be enriched in
genes with high expression (Sultana et al., 2017), in balanced
triads and by the strong correlation observed specifically
between the presence of TE insertions from the DTT
superfamily and balanced homoeologs expression. Additionally, we suggest that the presence of TE insertions
within gene bodies might result in a change in gene expression,
resulting in balanced expression of the homoeologs. 5 Conclusions In this study, the integration and analysis of data from
several publicly available databases revealed significant
correlations between the presence of TE insertions within gene
bodies, gene expression and gene function in a genome-specific
manner in wheat. We found that TE insertion site within the
gene (exon\ intron) and TE type (superfamily\ subfamily)
correlate strongly with homoeolog expression bias. Additionally, presence of TE insertion from all tested TE
superfamilies were found to associate with numerous gene
functions. Future studies are needed to decipher the causes for
such correlations. In addition, comparative analysis between
bread wheat accessions might shed light on the evolutionary
time frame for TE insertions into gene bodies and on the
involved mechanisms connecting TE presence within the gene
body, gene expression, and gene function. 4.2 Polymorphic TE insertions within
gene bodies associated with non-
balanced expression within the
homoeologous group However, the fact that the
proportion of polymorphic groups did not match a module
describing the random distribution of presence\ absence of TE
insertions leads us to suggest that some of the TE insertions are
indeed having a common origin, or alternatively, that common The higher abundance of TE insertions within triads genes
relative to dyads and tetrads genes might be attributed to some of
the distinguish characteristics of each of the categories. For Frontiers in Plant Science 16 frontiersin.org 10.3389/fpls.2022.1072232 Bariah et al. expression. However, while considering the insertion site and TE
type, a more complex relationship between the presence of TE
insertion and homoeolog expression bias is revealed. We found
that specific TE superfamilies and families were enriched in
triads which showed specific relative expression patterns. Furthermore, the presence of TE insertions from 13 out of the
14 TE superfamilies within a triad associated with multiple GO
terms enriched both in basic cellular functions and in response
to environmental factors. Triads that contained TE insertions
from each one of the 13 different TE superfamilies showed
enrichment for a unique set of GO terms. Triads which include
insertions of DTT and DTX, superfamilies for which a positive
correlation was identified between TE presence within gene
bodies and balanced expression of the triad, are found in
association with numerous GO terms related to basic cell
processes (Figure 2A). Additionally, triads which include
insertions belonging to TE superfamilies that showed a
positive correlation between TE presence within gene bodies
and suppressed or dominant relative expression of the
homoeologs (DTM, RLX, RLC, and XXX) were enriched for
multiple GO terms. Specifically, triads that contained TE
insertions from each of those 4 superfamilies (DTM, RLX,
RLC, and XXX) were enriched for GO terms related to
response to biotic and \ or abiotic stimulus (Figures 2B, C). expression. However, while considering the insertion site and TE
type, a more complex relationship between the presence of TE
insertion and homoeolog expression bias is revealed. We found
that specific TE superfamilies and families were enriched in
triads which showed specific relative expression patterns. Furthermore, the presence of TE insertions from 13 out of the
14 TE superfamilies within a triad associated with multiple GO
terms enriched both in basic cellular functions and in response
to environmental factors. Frontiers in Plant Science Resource identification initiative SciPy (RRID : SCR_008058)
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statsmodel (RRID : SCR_016074)
agriGO (RRID : SCR_006989)
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included in the article/Supplementary Material. Further
inquiries can be directed to the corresponding author. 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. Funding This work was supported by a grant from the Israel Science
Foundation (grant # 1311/21) to KK. Publisher’s note IB: generated data, data analysis, wrote manuscript. LG: data
analysis, wrote manuscript. KK: data analysis, wrote and edit the
manuscript, corresponding author, submitted manuscript. All authors
contributed to the article and approved the submitted version. All claims expressed in this article are solely those of the
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repair mechanisms in gene duplications and gene fusions in plant genomes. Curr. Opin. Plant Biol. 48, 18–25. doi: 10.1016/J.PBI.2019.01.004 Supek, F., Bošnjak, M., Škunca, N., and Šmuc, T. (2011). References The characteristics
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the 5′ UTR of TaCHS7BL from triticum aestivum. Mol. Genet. Genomics 291,
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chromosomal rearrangement during wheat evolution and breeding. Cytogenet. -
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rewiring of the wheat transcriptional regulatory network by lineage-specific
transposable elements. Genome Res. 31, 2276–2289. doi: 10.1101/GR.275658.121 Schrader, L., and Schmitz, J. (2019). The impact of transposable elements in
adaptive evolution. Mol. Ecol. 28, 1537–1549. doi: 10.1111/mec.14794 19 Frontiers in Plant Science 19 Frontiers in Plant Science frontiersin.org
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An Effective Self-Configurable Ransomware Prevention Technique for IoMT
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Article
An Effective Self-Configurable Ransomware Prevention
Technique for IoMT Usman Tariq 1
, Imdad Ullah 2
, Mohammed Yousuf Uddin 2 and Se Jin Kwon 3,* 1
Department of Management Information Systems, CoBA, Prince Sattam bin Abdulaziz University,
Al-Khraj 16278, Saudi Arabia
2
College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University,
Al-Khraj 16278, Saudi Arabia
3
Department of AI Software, Kangwon National University, Samcheok 25913, Korea
*
Correspondence: sjkwon@kangwon.ac.kr 1
Department of Management Information Systems, CoBA, Prince Sattam bin Abdulaziz Universi
Al-Khraj 16278, Saudi Arabia 3
Department of AI Software, Kangwon National University, Samcheok 25913, Korea
*
Correspondence: sjkwon@kangwon.ac.kr *
Correspondence: sjkwon@kangwon.ac.kr Abstract: Remote healthcare systems and applications are being enabled via the Internet of Medical
Things (IoMT), which is an automated system that facilitates the critical and emergency healthcare
services in urban areas, in addition to, bridges the isolated rural communities for various healthcare
services. Researchers and developers are, to date, considering the majority of the technological
aspects and critical issues around the IoMT, e.g., security vulnerabilities and other cybercrimes. One
of such major challenges IoMT has to face is widespread ransomware attacks; a malicious malware
that encrypts the patients’ critical data, restricts access to IoMT devices or entirely disable IoMT
devices, or uses several combinations to compromise the overall system functionality, mainly for
ransom. These ransomware attacks would have several devastating consequences, such as loss of
life-threatening data and system functionality, ceasing emergency and life-saving services, wastage of
several vital resources etc. This paper presents a ransomware analysis and identification architecture
with the objective to detect and validate the ransomware attacks and to evaluate its accuracy using a
comprehensive verification process. We first develop a comprehensive experimental environment,
to simulate a real-time IoMT network, for experimenting various types of ransomware attacks. Following, we construct a comprehensive set of ransomware attacks and analyze their effects over an
IoMT network devices. Furthermore, we develop an effective detection filter for detecting various
ransomware attacks (e.g., static and dynamic attacks) and evaluate the degree of damages caused to
the IoMT network devices. In addition, we develop a defense system to block the ransomware attacks
and notify the backend control system. To evaluate the effectiveness of the proposed framework,
we experimented our architecture with 194 various samples of malware and 46 variants, with a
duration of sixty minutes for each sample, and thoroughly examined the network traffic data for
malicious behaviors. Citation: Tariq, U.; Ullah, I.; Yousuf
Uddin, M.; Kwon, S.J. An Effective
Self-Configurable Ransomware
Prevention Technique for IoMT. Sensors 2022, 22, 8516. https://
doi.org/10.3390/s22218516 Keywords: Internet of Medical Things (IoMT); ransomware; Cyber-Security; Tizen OS; Cuckoo
Sandbox Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. sensors sensors sensors sensors Article
An Effective Self-Configurable Ransomware Prevention
Technique for IoMT The evaluation results show more than 95% of accuracy of detecting various
ransomware attacks. Citation: Tariq, U.; Ullah, I.; Yousuf
Uddin, M.; Kwon, S.J. An Effective
Self-Configurable Ransomware
Prevention Technique for IoMT.
Sensors 2022, 22, 8516. https://
doi.org/10.3390/s22218516 1. Introduction Unlike conventional malware attacks, which
often target a single layer of an IoT network, ransomware may spread across the network,
wreaking havoc on several levels before ultimately compromising the network’s security
in the process e.g., integrity, confidentiality etc. This has a disastrous effect on essential
real-time systems such as IoMT since it leads to money losses and vital information leaks. A ransomware attack not only takes control of the network infrastructure of IoT network, it
can also take control of the user data, resulting in limited or no access to the service data
and operations. If the victim refuses to pay, the ransomware attack may result in extended
period of attack, increased demand, or the data may be deleted by the attacker [11]. p
y
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The ransomware attacks can be divided into three categories: Crypto ransomware [12]
where the attackers use the encryption and decryption algorithm (i.e., public-private key)
to encrypt the data and files, hold the decryption key, and demand for ransomware. The decryption key is handed over once the victims pay the ransom amount. In case of the
IoT networks (e.g., IoMT), the crypto ransomware is launched over the backend application
servers instead of IoT devices since the sensor devices do not contain large amounts of
data. Locker ransomware blocks user access to IoT devices, disables IoT sensor devices,
and controls system performance. In addition, this attack can be combined with the DDoS
attacks to disable user interface with the IoT devices or inactivate the sensor nodes, thus
denying legitimate user access. The Hybrid ransomware encrypts the important devices’
data (i.e., IoMT devices) and uses locking mechanism, which is severely devastating since
both the data and overall system functionality is compromised. y
y
p
In this paper, we develop a ransomware analysis and identification architecture that
detects ransomware attacks and ensures their validity and accuracy using a comprehensive
verification process, by experimenting with various types of malwares. We took ten
different malwares, e.g., GPcode, Filecoder, etc., and experimented on their various samples
(respectively with an Avg. and St. Dev. of 21 and 18 samples) and variants (respectively
with an Avg. and St. Dev. of five and two malware variants). Hence, we evaluated our
ransomware analysis and identification architecture with a total of 194 various samples
of malware and a total of 46 variants. 1. Introduction The Internet of Things (IoT) has successfully managed the growing needs of societies
by improving quality of life and has efficiently deployed a range of services, such as
smart cities, agriculture, healthcare and emergency health services etc. Among the various
applications of IoT, the implementation of the e-health Internet of Medical Things (IoMT)
is playing a vital role in the healthcare industry with the aim to gain efficient health
access, improve the hospital healthcare quality, and improve the productivity of medical
equipment [1,2]. To enable IoMT, a diverse range of sensor devices are connected together
with IoT-enabled technologies in order to deliver reliable healthcare services e.g., distantly
monitoring patients [3,4] and effectively communicating and advising [5]. Researchers 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/sensors Sensors 2022, 22, 8516. https://doi.org/10.3390/s22218516 Sensors 2022, 22, 8516 2 of 18 been working to create healthcare frameworks that link medical equipment to a variety
of healthcare services in a way that is accurate, reliable, and most importantly secure, all
in an effort to enhance the healthcare industry as a whole via IoMT [6]. Various types of
security attacks over IoT [7], especially controlling the medical devices in an IoMT e.g., for
ransomware, have been affecting the communication of IoMT devices that could threaten
the patients’ lives and disable the entire healthcare system. been working to create healthcare frameworks that link medical equipment to a variety
of healthcare services in a way that is accurate, reliable, and most importantly secure, all
in an effort to enhance the healthcare industry as a whole via IoMT [6]. Various types of
security attacks over IoT [7], especially controlling the medical devices in an IoMT e.g., for
ransomware, have been affecting the communication of IoMT devices that could threaten
the patients’ lives and disable the entire healthcare system. The ransomware attacks are rapidly growing and are threats to individuals, businesses,
and government and private sectors, where the attackers infect their deployed infrastructure
and demand large amounts of ransom [8–10]. Due to an excess of such attacks, newer
versions of the ransomware attacks appear frequently and have been responsible for
millions of dollars of losses annually [11]. 1. Introduction For each of the selected malwares, we considered
various types of ransomware attacks e.g., ‘Encrypting Files’, ‘Deleting Files’, ‘Stealing Files’. We conducted our experiments using a Cuckoo Sandbox [13] that helps analyze the network
traffic data, specifically encrypted with Secure Sockets Layer (SSL) and Transport Layer
Security (TLS) protocols, for malicious behavior of network peers. In addition, for each
of the 194 samples, we ran our experiment for a total for sixty minutes and thoroughly
examined the network traffic data for malicious behaviors. The primary goal of this malware analysis is multifold: How a malware attack interacts
with file system associated with IoMT devices, the nature of attack e.g., changing metadata
of a file system, to evaluate the robustness of a secure software system e.g., OpenSSL,
against eavesdropping, to differentiate between static and dynamic ransomware attacks,
and to verify the integrity via registry of a file system. In addition, we followed various
guidelines [14,15] in order to ensure the validity and accuracy of ransomware detection
analysis i.e., ensuring that the testing dataset comprises of diverse range of malwares,
the malware attack is robust against different system configurations to experiment various
settings and security measures, the target is within the vicinity of connected IoMT devices, Sensors 2022, 22, 8516 3 of 18 3 of 18 in addition to guaranteeing that the detection filter has access to optimize various signatures
of source files. During each trial session, the system log was copied to a parallel storage location,
where the responses were subsequently aggregated, evaluated, and audited. This was
done in order to improve anomaly detection and make our detection process as effective as
possible. Throughout this process of detection and optimization process, we took several
measures and steps: to see if the files were setup in diverse locations, separate file setup
was implemented to launch a different attack, search for corrupted files, and the files
are concurrently generated. After every iteration of our experimental session, we record
a detection rate which has a precision that is more than 85% of the detection accuracy. Similarly, for each of the iterations, we note an average latency of malware detection was
recorded nearly 0.03 and 0.025 ms, respectively for continuous and triggered scanning of
malware. Furthermore, for various timestamps of the experiments, we found an increase
of malware detection of our proposed detection model. 1. Introduction We argue that this performance
is satisfactory: it demonstrates the system’s consistency once an anomaly is initiated by
the ransomware. Our main contributions are: Our main contributions are: •
Developed a ransomware analysis and identification architecture that detects ran-
somware attacks within an IoMT network •
Developed a comprehensive experimental environment to simulate a real-time IoMT
network •
Constructed a comprehensive set of ransomware attacks and analyze their effects over
an IoMT network devices •
Developed an effective Detection Filter for successfully detecting various ransomware
attacks and evaluating the degree of damages caused to the IoMT network devices •
Developed a defense system to block the ransomware attacks and notify. We organize the paper in the following sections: Section 2 presents the related work. The proposed methodology along with the experimental setup is presented in Section 3. Section 4 presents the performance analysis of our proposed ransomware analysis and
identification architecture. Section 5 presents experimental results; we conclude in Section 6. 2. Related Work Results
for new ransomware detection rate are 99% of CryptoWall, 75% of TorrentLocker and 92%
of Sage. This study focused on fog layer nodes, which holds sensitive data [19]. Azmoodeh et al. proposed a method in which energy consumption patterns are
monitored to detect the ransomware. Energy consumption rate of different process is used
to classify ransomware from non-malicious applications on Android devices. PowerTutor is
used monitor power consumption of all running processes in 500 ms intervals. Ransomware
samples from VirusTotal, Intelligence API are applied with active Command and Control
(C2). This study demonstrated proposed approach outperforms K-Nearest Neighbors,
Neural Networks, Support Vector Machine and Random Forest, in detection rate, recall
rate, precision rate and F-measure [20]. Hatzivasilis et al. studied the security and privacy requirements and best practices,
which can be adopted to safeguard the users and stakeholders along with IoMT system. Authors consider this study could be used as practical guide for developing IoMT appli-
cation. Security areas considered by most of the popular vendors are devices, security
at connectivity and cloud levels and security aspects studied here are confidentiality, in-
tegrity, and availability. Different protection mechanisms discussed in this study. Privacy
of personal data stored in IoMT devices is equally a high priority requirement. There
are established standards for privacy protection of Personal Identifiable Information (PII),
similar to the ISO/IEC standards 27018 and 29100 and regulation efforts such as the General
Data Protection Regulation of European Union Regulation (EC) 2016/679 was established. Data is categorized into personal sensitive, sensitive and statistical. Highest privacy pro-
tection is given to personal sensitive data followed by the two others. Three aspects of
privacy studied in this paper are data-collection, data-access, and data-usage. Protection
mechanisms for these aspects are discussed and described [21]. Tervoort et al. reviewed options for mitigating cybersecurity risks from legacy medical
device software. This study found eighteen solutions for intrusion detection and prevention,
communication tunneling insecure wireless communications. This scoping review focus on
vulnerabilities in medical devices due to lack of security features, legacy operating systems,
unsupported software and inability to apply patches. To deal with the security issues of
medical devices that run legacy software a scoping review using a bidirectional citation
searching method. Search started with three relevant studies and discovered 121 articles
cited by these three studies and 725 articles cite these studies. 2. Related Work Urooj et al. studied the dynamic analysis for ransomware detection across multiple
platforms, dataset collection and application of machine learning, deep learning and
hybrid approaches in dynamic analysis of ransomware detection. This study also proposes
future research directions. This study listed twenty-three windows platform datasets, two
Android, four cloud and IoT datasets and two network based datasets used in dynamic
analysis. Dynamic analysis executes the malicious code in a controlled environment
to capture the ransomware behavior. Pre-encryption detection studies are very limited
according to this study. This study addressed the open issues in ransomware detection for
future research: real-time detection, time-complexity, implementation on low specification
hardware, evasion and obfuscation-tolerant systems. This article provides comprehensive
study on dynamic analysis for ransomware detection [16]. Humayun et al. provided a wide-ranging analysis on evolution, prevention and
mitigation of ransomware in IoT. This study reported the current research directions for
ransomware during the period of 2014 to 2018, the penetration in different countries and
statistical report on ransomware attacks. Further ransomware propagation through various
sources and most affected sectors. Healthcare sector is top most priority for the attackers
including government and education sectors. This survey revels more priority should
be given in studying prevention and mitigation of ransomware attacks on IoT enabled
environments [17]. Alrawashdeh et al. offered a rapid method of ransomware detection using Memory-
Assisted-Stochastic-Dynamic-Fixed-Point arithmetic using a four-layer Deep Belief Net-
work (DBN) structure. In this approach, efficient cross-correlation for the stochastic com- Sensors 2022, 22, 8516 4 of 18 putation in FPGA is produced by storing random bit-streams in memory. The memory
technique for the Deep Belief Network (DBN) is trained with stochastic computation with
dynamic fixed-point arithmetic. Precision rate 91% and detection speed of 0.006 ms. is
reported. This approach improves ransomware detection of ransomware in Internet of
Things (IoTs) [18]. Homayoun et al. presented ’Deep Ransomware Threat Hunting and Intelligence
System (DRTHIS)’ to detect ransomware and its family using Long Short-Term Memory
(LSTM) and Convolutional Neural Network (CNN) deep learning techniques, for classifica-
tion using the softmax algorithm. Training dataset includes 220 Locky, 220 Cerber and 220
TeslaCrypt ransomware samples, and 219 benign samples. Test results achieve F-measure
of 99.6% with a true positive rate of 97.2%. This model is even tested with previously
untrained variants of ransomware families CryptoWall, TorrentLocker and Sage. 2. Related Work Results classified based on
four criteria: (a) Application area (b) Risk type (c) Solution type and (d) Method of analysis. The authors found 18 studies that address the risk caused by legacy software in medical
devices [22]. Fernandez et al. [23] proposed an intelligent and automatic solution to detection,
classification and mitigation of ransomware attacks in integrated clinical environments
(ICE++). ICE++ combines the mobile edge computing (MEC), software defined networking
(SDN), and Network Function Virtualization (NFV) provides adjustable, cost-effective,
and self-regulating administration of security system to mitigating the ransomware attacks
in ICE. The proposed system consists of four modules: the monitoring module collects the
network traffic from medical devices and generates feature vectors, the offline model gener- Sensors 2022, 22, 8516 5 of 18 5 of 18 ation module receives feature vectors generated training dataset and selects a classification
algorithm to train a model and the analyzer module accepts the qualified ML models from
and, in real time, the current feature vectors thereafter detects the anomalies and labels
the traffic as ransomware or benign. Finally, the decision and reaction module assesses
the risk of having a functioning ransomware attack. This system uses One Class SVM for
anomaly detection and Naive Bayes for probability valuation of the association of the new
models to the class with the best analogous traffic pattern. Performance of the proposed
model is significant: it achieved 92.32% of accuracy and 99.97% of precision in abnormality
recognition; however Naive Bayes achieved a 99.99% of classification precision. g
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Baek et al. [24] suggested a two-step hybrid malware detection system (2-MaD) to
guard IoT nodes against obscured malware in a smart city environment. The 2-MaD
program was split into two steps. First, in which the detection of malicious software is
carried out using static analysis, and second, where the detection of malware is carried
out using a dynamic scan. The correctness of the false negative rate (FNR) was used
as a performance indicator. The performance assessment for 2-MaD exhibited that the
malware discovery precision was 94.46%, which exceeded detection based on static analysis. The shortcoming of the projected scheme is that it failed to emphasized on involved
application interface calls, instruction trace logs and track the registry changes. pp
g
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Damien et al. 2. Related Work [25] offered a feature section architecture (FeSA) that aims to discover
a set of ransomware features that helped to develop the sustainability of the applied
machine learning classifier. The functional technique was equated to other systems such as
evolutionary search, harmony search, etc. in order to measure the ransomware exposure
degree, recall, false negative and accuracy. The projected mechanism failed to highlight the
exploitation impact of victim node’s boot record. Moreover, the ransomware identification
and prevention paradigm was not thoroughly investigated at gateway that is prime spot
for effective anomaly detection and response. Farnoush et al. [26] identified ransomware only consuming the headers of the exe-
cutable file by creating and mapping feature vector graph using ‘Power Iteration’ technique. For evaluation purpose, three datasets were compiled. The first data set contained 12,000
portable executables whereas the second dataset was based on 2000 executables. The third
data set was assembled with malwares such as Wannacry, Cryptowall, etc. with file sizes
ranging from 1kb to 26mb. The core benefits of the offered technique are satisfactory
computational convolution and satisfactory ransomware discovery rates. Zahoora et al. [27] proposed a novel Deep Contractive Autoencoder based Attribute
Learning (DCAE-ZSL) system. The projected method was able to efficiently discover
code insertion that can study the semantic depiction of zero-day attacks in an unsubstan-
tiated style. To examine the method effectiveness the applied dataset comprises of 582
ransomware and 942 normal software samples based on office productivity apps, mobile
gaming APK and Microsoft Windows OS compatible widgets. Scheme accomplished a sub-
stantial conciliation between false positive and false negative as associated to the shallow
baseline prototypes. DCAE-ZSL is only effective on executable files, and does not show
promising outcome for diverse family of ransomware anomalies. Manabu et al. [28] presented an open data set about hypervisor-based ransomware
storage intake behaviors. The dataset contains entree configurations of ransomware options
that considers variable OS versions and encryption applied methodologies as a benchmark-
ing criterion for sample segmentation. Dataset validity was examined by applying feature
engineering, and confusion matrices, which allowed to gain five-dimensional data vectors. The main limitation of focused research is that the dataset was compiled and assembled in
consideration with an obsolete operating system (i.e., Windows 7) and will not be helpful
to train system against emerging ransomware tools. 2. Related Work y
g
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The Industrial Control System (ICS) links the virtual and natural worlds with various
physical components, such as sensors and controllers. The present installation of the
ICS is mostly housed in what is known as the “plant”, which is a technical name for the
facility’s physical infrastructure. Inputs, outputs, and logic are the three components that Sensors 2022, 22, 8516 6 of 18 make up control systems in IoT enabled facilities. Control inputs transmit plant status. Zhang et al. [29] claims control logic is PLC software that can repeatedly receive, calculate,
and deliver control signals. This article introduces ICS-ARC, an innovative ransomware
attack mechanism that can automatically construct network packets unique to specific
control logic. The approach is presented in this article. A cyberattack using ransomware
is carried out by ICS-ARC in a four-step process. Both an Arduino with pre-installed
OpenPLC and a separate tap water treatment system were constructed by the authors so
that they could test the systems’ ability to exploit ICS-ARC vulnerabilities. The findings of
the demonstrated operational anomaly reveals that ICS-ARC substantially increases the
fault tolerance of the attempt while simultaneously decreasing the cost of the attack. The extensive implementation of various information technology platforms across a
wide range of enterprise sectors is what is meant to be referred to as “digitization”. The
process of transformation often makes use of several sorts of systems, such as software
platforms, computer networks, and other types of network infrastructure. To identify phish-
ing simulation research methods, technologies and research gaps in practically evaluated
literature, a comprehensive review was carried out by Yeng et al. [30]. Phishing serves as
the most prevalent ransomware assault because it exploits the weakest link. An SMS-based
spoofing scenario research was conducted on Ghanaian medical practitioners using state-
of-the-art and quantitative techniques. For evaluation, the following roadmap was adopted:
(a) create content that is intentionally misleading, distribute a leaked document to the
authorities, and get approval in advance; (b) examine the safety of the individuals involved
as well as the security of their private details; and (c) claim about doing a debriefing, getting
post-consent feedback, and protecting your data. Research concludes that 61 percent of
recruited healthcare professionals were vulnerable. Alqahtani et al. 2. Related Work [12], offered a survey that is dedicated to studying and assessing
the state-of-the-art in ransomware detection and prevention in the interest of aiding the
scientists that attempts to disrupt this extremely significant and rising malware issue. The emphasis is on cryptographic ransomware since it is the kind that is the most common,
damaging, and difficult to deal with. This article reviews the methods used for ransomware
identification modeling to provide suggestions for the focus and orientation of research
directions. Furthermore, concerns about ransomware early detection were addressed
in this article. Approaches pertinent to the various detection method stages have been
investigated. Authors have extensively commented on the current efforts that aim to
enhance feature extraction, selection, and behavioral modeling. Article suggested that
innovative techniques and solutions are still required, particularly those that examine
combined data from various sources and systems to strengthen and enhance malevolent
software’s behavioral traces. Table 1 summarizes the purpose of various research works, characterized over various
features of ransomware, e.g., objective, contagion, malevolent events and extortion, along
with various tested environments and platforms i.e., PCs, mobile device, and IoT. Sensors 2022, 22, 8516 7 of 18 Table 1. Assessment of similarities and differences of Related Work. Research
Narrative
Progression
Covered Features of Ransomware
Covered Platforms
Objectives
Contagion
Malevolent Events
Extortion
PCs
Mobile Devices
IoT
Alrawashdeh et al. [18]
To effectively detect malicious
activity, used deep learning to
extract the latent representation of
high-dimensional data. N
I
I
I
N
I
I
F
Homayoun et al. [19]
Reveals IoT Ransomware
development. I
I
I
F
I
N
I
F
Azmoodeh et al. [20]
Demonstrated an Android power
consumption-based machine
learning method to identify
ransomware assaults. I
F
I
I
N
N
F
F
Fernandez et al. [24]
Examined how genetic and
nature-inspired attribute selection
methods work in systems with
unpredictable forecasting
modifications. I
I
I
I
N
N
N
I
Damien et al. [27]
Examined how evolutionary and
nature-inspired attribute selection
techniques work in settings where
the forecasting model evolves
unexpectedly. I
I
I
I
N
I
I
I
Umme et al. [27]
Used Zero-shot Learning (ZSL) to
identify ransomware. I
I
I
I
I
I
I
I
Manabu et al. [28]
Presented a novel dataset of
ransomware configurations on
several operating systems and
storage system with complete
ciphering. 3. Proposed Method Today, more than twelve billion devices are interlinked with each other to sense,
aggregate, process, analyze and exchange valuable streams of data [31]. Each device has
a unique identifier which enables the functional user to seamlessly operate and perform
rightful action. Considering the actionable gains, researchers are experimenting different
use cases that will enhance the productivity, efficiency, and effectiveness of healthcare
infrastructure. Mobility-aware digital healthcare appliances (i.e., Internet of Medical Things
(IoMT)) are helpful in ‘remote patient monitoring (RPM)’ by leveraging the connected
devices equipped with IoT sensors to monitor the fitness of a person and feed the sensed
data directly to ‘electronic health record (EHR)’ system. EHR is a vital decision-making
tool for physicians. p y
IoMT sensors help caregivers to capture reliable and contextual data feeds, such
as a patient’s status of his/her physiological, heart rate, glucose level in blood, oxygen
saturation, etc. Automation in hospitals reduces the cost and enhances the quality of care. For hospital staff, their prime focus is to keep the patients happy and healthy. Unfortunately,
security and privacy are an exploitable consideration. Connected devices, such as fitness
monitors, sensors, affiliate data sources can be maliciously abused and disrupt the flow
of information to/from the needed platform. One of the emerging risks is associated
with ‘ransomware’ that locks the victim machine to support adversary’s illicit intentions. Malwares (such as constructor, behavior analyzers, backdoors, SQL slammers, and Crypto-
Lockers) are able to deploy evasion methods, infection broadcasting, and distributed Denial
of Service (DDoS) attacks. Unlike traditional malwares, ransomware target ‘Command and
Control (C&C)’ servers and health monitoring interconnected devices to exhaust and lock
the daily operations of an organization. Proposed research focuses on devices mounted with Tizen [32] operating system. Tizen was programmed in consideration with rapidly changing mobility aware sensing
devices and for affiliate data-driven systems. Tizen module supports Linux-based essential
libraries that are helpful for EHR databases, data parsing, connectivity-related functionali-
ties, personal information management (PIM), etc. It sustains an applied method and its
properties using cgroup (i.e., control group). The significance of the process is stimulated
to lessen the likelihood that the OS event progression is killed in a low memory condition. Moreover, sensor frameworks furnish instrument proceedings to applications and platform
modules. A sensor operation can be evaluated by engaging hardware or simulated sensors. Table 2 describes the application & system states as illustrated in Figure 1. Table 2. 2. Related Work F
I
I
F
I
I
I
I
N = No details are furnished, I = Incomplete data furnished, F = Full details are furnished. Table 1. Assessment of similarities and differences of Related Work. Sensors 2022, 22, 8516 8 of 18 3. Proposed Method System Service States. State
Description
Auto-Restart
On-Boot
On-Reboot
Post Package
Installation
Pre Package
Updates
Ready
Application has
begun
(i.e., setting up the
dbus connection)
No
No
Not auto
launched when
reboot
Not auto-launched
callback
(i.e., service_app)
when reboot
Not launched
inevitably
Created
Application initiates
the core loop. No
Yes
Launched
automatically
Initiated callback
(i.e., service_app)
Launched
inevitably
Running
Application is
functional. Yes
No
Not Launched
Not launched the
callback
(i.e., service_app)
Launched
inevitably
Terminated
Application’s
functional operation
has ended
Yes
Yes
Not Launched
Launched callback
(i.e., service_app)
Launched
inevitably Table 2. System Service States. 9 of 18 Sensors 2022, 22, 8516 Figure 1. Module based application statuses. Figure 1. Module based application statuses. By extracting application statues, information such as Resource ID, Resource Type,
URI (i.e., provides data related to Authority, application Path, system Query), Multipur-
pose Internet Mail Extensions (MIME) type, application & message keys (for example:
app_control_data, etc.), and launch mode settings (i.e., privileges) can be revealed. In pro-
jected technique, for messaging ‘remote & local’ ports were accessible. Tizen platform
secures accessible data and mounted applications by storing them in a secure repository
and crypto modules. h
l
O
SS
d l
l
d k Figure 1. Module based application statuses. By extracting application statues, information such as Resource ID, Resource Type,
URI (i.e., provides data related to Authority, application Path, system Query), Multipur-
pose Internet Mail Extensions (MIME) type, application & message keys (for example:
app_control_data, etc.), and launch mode settings (i.e., privileges) can be revealed. In pro-
jected technique, for messaging ‘remote & local’ ports were accessible. Tizen platform
secures accessible data and mounted applications by storing them in a secure repository
and crypto modules. yp
Using the popular OpenSSL command line program, we implemented key manage-
ment, data integrity, ciphering, and decoding. The following cryptographic techniques
were utilized: (a) Data Encryption Standard (DES), (b) RSA (Rivest–Shamir–Adleman),
and (c) a digital signature algorithm (DSA). Tizen has a built-in Content Screening and
Reputation (CSR) framework that grants privilege to installed application to filter, audit
and block malicious event calls. Each application is eligible to code its malware scanning
criteria by (a) forming content screening context, (b) applying content scanning (i.e., mem-
ory, file, & directory), (c) detect a malware by signature verification (i.e., size, exploit path,
event list & size, and device privilege policy). Detection Filter We assume that if malware is present in the system, it influences more than one
application-driven data set. Whether the adversary attempt was successful or failed,
the corresponding data were logged. If a violation (i.e., malicious event or behavior) is
observed, the defense system will block the event and notify the base station. ∑
Executions
kO ×
1
mK ×
1
pos
= Mo with ∑
Executions
kO ×
1
mK ×
1
pos
= Mo with
(1) (1) kO = 1
if the execution comprehending ’H’ failed,
(1) kO = 1
if the execution comprehending ’H’ failed,
(1) kO = 1
if the execution comprehending ’H’ failed,
(1) therwise Here, ‘kO’ is the entropy (i.e., state of disorder), where ‘O’ is the unique group of samples, ‘H’
is the associated malicious event linked with ransomware, and ‘mK’ is the analyzed log
file. As per Equation (1), the number of unsuccessful executions in which ‘H’ is available
(Mo) over several executions that exist in (M). ‘pos’ is represented as a Boolean function
that signifies the ‘open or false’ state of policy logic. k = K(H, i.e., is the malicious activity linked to ransomware ) = Mo + ∑execution kO × (1/mK)α × (1/pos)β
2M
(2) (2) According to the Equation (2), there is a strong chance that the fault/Trojan horse is
embedded in the system routine if there are abuses signaling a similar procedure. Thus,
the use of probabilistic score estimation is beneficial in the process of assigning relative
ratings to all interconnected devices. For a given IoMT ad-hoc network ‘N = (H, P)’ with
|L| devices, let ‘T = (tyx)’ be the parsimony model; if vertex ‘y’ is linked to ‘x’, so ‘tyx = 1’,
and ‘tyx = 0’ otherwise. Here ‘N’ is the entropy rate of the ad-hoc network, and ‘P’ is the
state of malware transmission matrix. dy = 1
∃∑
xϵU(y)
dx = 1
∃∑
xϵN
tyxdx
(3) (3) where ∃refers to existential quantification that was used to identify predicate variable and
U(y) is a regular dataset of related event log associated to constants ‘y and ∃’. Application
call-related event data require a ranking matrix to identify the importance of generated
data logs. 3. Proposed Method To verify the integrity of registry keys, registry process, Dynamic-link library (DLL),
UNICODE strings, information about TCP connections, TCP dumps, data related to
‘file_change_monitor’, TCP port listener, and unpacked applications. 5. To verify the integrity of registry keys, registry process, Dynamic-link library (DLL),
UNICODE strings, information about TCP connections, TCP dumps, data related to
‘file_change_monitor’, TCP port listener, and unpacked applications. 3. Proposed Method Contrasting most of current malware attacks, ransomware threats are not typically
considered to be furtive after the septicity level, as the entire idea of the attack is to report
targets that their computing infrastructure is maliciously compromised with the aim to
encrypt or destroy the data. To understand the ransomware triggering behavior of malicious
software we have analyzed the following (Table 3) original and upgraded malware: Table 3. Analyzed malware that was used in experiments. Table 3. Analyzed malware that was used in experiments. Attack Types
Malware
Samples
Variant
Encrypting Files
Deleting Files
Stealing Files
GPcode
55
9
Yes
No
No
Filecoder
46
5
Yes
Yes
No
Cryptolocker
30
5
Yes
No
Yes
Tobfy (screen locker)
15
4
Yes
No
Yes
Cryptowall
11
3
Yes
No
No
AutoKMS
9
6
No
Yes
Yes
Wacatac.B!ml
11
4
Yes
Yes
Yes
Obfuscator
7
5
Yes
No
No
Daemon_Tools_Lite_BundleInstaller
10
5
Yes
Yes
Yes Table 3. Analyzed malware that was used in experiments. Experiments were conducted using modular Cuckoo Sandbox [33] that permits anal-
ysis of memory, behavior of malicious files and network traffic especially when the data
stream is cyphered with Secure Sockets Layer (SSL)/Transport Layer Security (TLS). Each
sample was rigorously examined for sixty minutes. After each session, the system was Sensors 2022, 22, 8516 10 of 18 10 of 18 refreshed and rolled back to normal state to diminish or avoid any intrusion by secondary
evaluations. The prime goal of malware analysis was: refreshed and rolled back to normal state to diminish or avoid any intrusion by secondary
evaluations. The prime goal of malware analysis was: 1. To define by what means a malevolent procedure interacts with the file system after a
victim IoMT device is experiencing a ransomware attack. 1. To define by what means a malevolent procedure interacts with the file system after a
victim IoMT device is experiencing a ransomware attack. p
g
2. To evaluate I/O callback routines that handles the ‘feature change call’ to the file
system. p
g
2. To evaluate I/O callback routines that handles the ‘feature change call’ to the file
system. y
3. To analyze the reliability of customized cryptosystems (i.e., OpenSSL and YACA). 4. To understand the static (code) and dynamic (behavior) of ransomware. 5. Detection Filter KBy = 1 −A
M
+ a ∑
xϵH(y)
KB(x)
outQ(x)
(4) (4) where ‘a’ is the datasets, ‘H(y)’ is a set of relationship among data connections to ‘y’,
‘OutQ(x)’ is the outer links to external data sources available of node ‘x’, and ‘M’ is the
total number of associated interlinked devices. Sensors 2022, 22, 8516 11 of 18 11 of 18 During experiments, we observe that during malware transaction, the short-time
power consumption and frequency-domain function outcome data are drastically variable
in comparison from the routine behavior. The Laplace transform function was applied to
projected method to analyze continuously generated variable case data to resolve the initial
value problem. D(w) =
M−1
∑
w=0
d(w)p−x2πxw/m,
(0 ≤w ≤M −1)
(5) (5) Equation (5) indicates the possibility to observe and evaluation of linear continuum
‘D(w)’ which indicates exposure of observed system to the malevolent entity. To match the
signature, a requirement-focused characteristic database is required and was maintained. For this reason, Ay( f y) = probabilitydistribution( f y|dy; ∃)
(6) (6) where ‘y’ represents the chosen preparation data section, and ‘f’ is the classification in
which this dataset can fit in to, and Ay refers to a definite likelihood distribution of ‘f’. where ‘y’ represents the chosen preparation data section, and ‘f’ is the classification in
which this dataset can fit in to, and Ay refers to a definite likelihood distribution of ‘f’. measured variable (θ) = maxθ ∑
y ∑
f y
Ay( f y) log probability(dy, f y; ∃)
Ay( f y)
(7) (7) For analysis, we collected, processed, and analyzed data captured in context of CPU
energy consumption when specific health monitoring applications were active. In health-
care facility, EHR was enriched by real-time sensor feeds (e.g., biosensor data flow, images,
accelerometer, temperature, and pressure). Sampling frequency for data aggregation of
required data to identify ransomware was 200 ms per sample. Nominated flags to identify
the ransomware existence in the host device are identified in Table 4. Table 4. Observed attributes for malicious software and/or process call. Table 4. Observed attributes for malicious software and/or process call. Detection Filter Operation
Purpose
DLL removable execution
Hijack Execution Flow
Unwanted Executable Image
Exploit targets
Outdated Application Version
Inject executable malicious code
Size of Executable Code
Identify and/or payload exploitation
Size of Reserved Stack
Off-by-one overflow indicator
Size of Heap Stack
Off-by-one overflow indicator
Size of Reserved Commit
Log4Shell exploitation
Size of Heap Commit
Heap-based buffer overflow
Address of Entry Point
Understanding Privilege Escalation
Data Source
Understanding Privilege Escalation, Command Injection Attacks
Application Loader Flags
Identification of Code Flaws, and Insecure Code
Data Relocation Calls
Identify attack vectors
Pointer to Raw
Identify attack vectors
Data Applied Primary & Sub Languages by Application
Identify ‘System call parameters and application ‘Configuration settings’
Timestamp of Executable Code Generation
Exploit DB to launch Denial-of-Service The ransomware executable packages itself with numerous executables that are prereq-
uisites for it to achieve its operational requirements. During the experiment, the projected
ransomware used SHA-256 to partially encrypt each file separately, change and rename the
file type extension identifier, change the wallpaper on the device, programmatically avoid
the caching suspension, and skew the examination of the encrypted binary file. Sensors 2022, 22, 8516 12 of 18 12 of 18 Here, we assumed that skewness is a degree of regularity in a dissemination. Momen-
tal skewness (E) can be evaluated as: αu = 1/2E1=µ3/3σ3
(8) (8) where σ is the regular eccentricity, µ is the mean and ‘E’ is referred as skewness. Since the
suggested experimental system could provide a mean and a standard deviation, the skew-
ness of the data set at the time of evaluation could be calculated. In consideration of
Equation (8), where σ is the regular eccentricity, µ is the mean and ‘E’ is referred as skewness. Since the
suggested experimental system could provide a mean and a standard deviation, the skew-
ness of the data set at the time of evaluation could be calculated. In consideration of
Equation (8), E3 = ∑M
y (Dy −D)3
(M −1) × σ3
(9) (9) where ‘D’ is random variable, and ‘D’ is the mean of distribution. where ‘D’ is random variable, and ‘D’ is the mean of distribution. In general, proposed technique considers an unfamiliar executable (i.e., mentioned in
Tables 3 and 4) as apprehensive, for the reason that these kinds of process complication
practices are commonly applied by malwares. 2.
Malware is effective in different system configurations, 1.
Verification of testing dataset by ensuring if it contains dissimilar malwares, 4. Performance Analysis In consideration with Tizen ransomware attack phases, the malware identification,
tolerance, and countermeasure mechanisms were coded for characterization and evolution
purpose. Various configuration settings for the experimental evaluations are given in
Table 5. Dataset (i.e., Table 3) analysis was conducted for the following system configura-
tions: Table 5. Configuration for experimental evaluation. Table 5. Configuration for experimental evaluation. Operating System
Tizen 6.0 M2
OS Kernel
Linux LTS with multiuser support
File format
Tizen Package Kit (TPK)
De-compilation Tool
dnSPY
CPU
AMD A10-4600M, AMD A6-3400M
Data Width
64 bits
L1 Data
4 * 64 Kbytes (2-way)
CPU Cores & Threads
4
Frequency
1400 to 2300 MHz
Bus Speed
99.82 MHz
Thermal Power
35 Watt
Power state levels
Screen (OFF, DIM, NORMAL, AWAKE)
RAM
8 GB
Devices
X86 supportive architecture (wearables, mobile, etc.)
Transistor Count
1303 million
Total Data/Code Samples
194
Analyzed Ciphered File Extensions
.FOX, .KOKO8, FASTB, .ANN
Targeted Extensions
.txt, .doc, .docx, .xls, .xlsx, .jpg, jpeg, .mdb, .zip, .rar
Data Mining Tool (Testing and Validation)
KNIME (Konstanz Information Miner) Before performing feature assortment, we have prepared our data set by eradicating
duplicate features. For applied architecture mentioned in Figure 2, dataset weight was
approximately 149 GB, which contains source files, data files, database backups, xml
supported multimedia files, TPK, etc. To ensure validity and accuracy of ransomware
detection analysis, we followed pre-declared guidelines, such as: 13 of 18 Sensors 2022, 22, 8516 13 of 18 3. Intended target is linked with Prince Sattam University’s internal or external network
devices, and 3. Intended target is linked with Prince Sattam University’s internal or external network
devices, and ,
4. Detection filter is capable of editing system ‘access control policy’ source files in order
to tune and optimize certain signature or behavior. 4. Detection filter is capable of editing system ‘access control policy’ source files in order
to tune and optimize certain signature or behavior. Figure 2. Ransomware analysis and identification architecture (i.e., before Denial-o-Service). Figure 2. Ransomware analysis and identification architecture (i.e., before Denial-o-Service). The following factors are maintained constant during the entire experiment. The following factors are maintained constant during the entire experiment. 1. The experimental configuration on which the test is performed. 2. The ransomware agent used to attack the target system. 3. The mechanism that detects ransomware. 4. The timing mechanism for system shutdowns. 4. The timing mechanism for system shutdowns. 4. Performance Analysis To apply weights to each evaluated feature, we used Logistic Regression (LR) model. LR provides an effective understanding of relationship among dissimilar dataset variables
that helped project system to decide whether certain system call (e.g., ‘feature change call’)
is malicious or legitimate. ρ(d) =
1
1 + p−d , d = β0 + β1d1 + . . . + βmdn
(10) (10) where βm the erudite ratio for feature dn. This ratio is erudite through repetitions in order
to diminish the inaccuracy between the anticipated values and the definite values. 5. Experimental Results Malware implies the use of common techniques, as illustrated in Table 3. To determine
how the malware binary is generated and responded, three experimental trials were carried
out. For each session, 60% of the sample set was used for training and 40% for testing the
intended method. The results of each experimental session are set out in Figure 3. The
primary aims to conduct detection trails were (a) to scan folders using signature-based
detection to identify files and patterns related with ransomware, and (b) by using rule-
based analytic, find ransomware strains that have not been seen before. After each session,
the system response log was aggregated, analyzed, and audited to enhance the anomaly
detection system. Analyzed ransomware accesses a variety of directories to establish an
appropriate environment for ciphering. Sensors 2022, 22, 8516 14 of 18 14 of 18 (a)
(b)
(c)
Figure 3. Ransomware detection rate (a) Trial 1, (b) Trial 2, (c) Trial 3. (b) (a) (a) (b) ( )
(
(c) (c) Figure 3. Ransomware detection rate (a) Trial 1, (b) Trial 2, (c) Trial 3. Figure 4 (i.e., extension of Figure 2) focuses on the feature extraction that is required to
identify and optimize vulnerability detection process. The following characteristics were
exclusively (but not limited to) evaluated for each iteration: 1. If directories/files are set up in various locations? 2. If the created folders begin with a distinctive character? 3. If a separate filing setup is implemented? 4. Do files that are created have understandable names? 5. Are various file formats taken into consideration? 6. Whether the files are unusable (corrupted) files? 7. If more than 50 files are generated concurrently? 8. If an alert is triggered when detection log files are viewed? Figure 4. Ransomware’s Feature detection and Optimization Process. Figure 4. Ransomware’s Feature detection and Optimization Process. Figure 5 indicates the mean latency, which is logged and compared after the detection
technique has been carried out to determine whether the performance of other transactions
is stimulated by the applied detection approach. In terms of performance measurement after
registering the aforementioned activities, devices were periodically exposed to predefined
vulnerabilities. Once the infection scenario begins, the start and end times of the events are
recorded to calculate the average overhead. 15 of 18 Sensors 2022, 22, 8516 Figure 5. Average Latency impact on Tizen mounted devices. 5. Experimental Results Figure 6 shows how the model performs on different timestamps. The output is not
constant every second, but it is usually high because it is equal to or over 90 percent. For quick malware recognition, this performance is satisfactory because it demonstrates
consistency once anomaly is initiated by the ransomware. Figure 5. Average Latency impact on Tizen mounted devices. Figure 5. Average Latency impact on Tizen mounted devices. Figure 5. Average Latency impact on Tizen mounted devices. Figure 6 shows how the model performs on different timestamps. The output is not
constant every second, but it is usually high because it is equal to or over 90 percent. For quick malware recognition, this performance is satisfactory because it demonstrates
consistency once anomaly is initiated by the ransomware. Figure 6. Early Detection Accuracy. Figure 6. Early Detection Accuracy. Figure 6. Early Detection Accuracy. Figure 6. Early Detection Accuracy. Figure 7 exhibits a comparison of the suggested technique with that of previously
published studies. It is apparent that there are currently no solutions that can suit all the
requirements that have been described. Nevertheless, the proposed technique has the
potential to dramatically increase the IoMT system’s security and dependability while
simultaneously minimizing threat likelihood. Figure 6. Early Detection Accuracy. Figure 6. Early Detection Accuracy. Figure 7 exhibits a comparison of the suggested technique with that of previously
published studies. It is apparent that there are currently no solutions that can suit all the
requirements that have been described. Nevertheless, the proposed technique has the
potential to dramatically increase the IoMT system’s security and dependability while
simultaneously minimizing threat likelihood. Figure 7 exhibits a comparison of the suggested technique with that of previously
published studies. It is apparent that there are currently no solutions that can suit all the
requirements that have been described. Nevertheless, the proposed technique has the
potential to dramatically increase the IoMT system’s security and dependability while
simultaneously minimizing threat likelihood. Figure 7. Comparative Analysis [18–20,24,25,27,28]. Figure 7. Comparative Analysis [18–20,24,25,27,28]. Sensors 2022, 22, 8516 16 of 18 16 of 18 To further support our evaluations, we carry out a t-test (note that other hypothesis
testing can be carried out) to test the null hypothesis whether the proposed framework and
literature works would provide the same level of protection to the IoMT systems. 5. Experimental Results Various
statistics are given in Table 6, such as t Stat, t Critical two-tail, and the Mean Differences. It can
be observed that t Stat values compared to t Critical two-tail, for the proposed framework,
are consistently higher than the previously published works. As an example, examin-
ing the first column i.e., comparing proposed framework with Alrawashdeh, et al. [18],
the tStat > t Critical two −tail are evaluated to 3.55 > 2.57, hence we reject the null hy-
pothesis, whereas carrying a huge mean difference of 0.15. Similarly, for some other proposals
e.g., [19,20,24], there is a huge difference among various statistics, which is convincing
enough to claim that the security provision with the proposed approach is significantly
different from these proposals. Similar trends can also be observed with other proposals
i.e., [25,27,28]. Table 6. Statistical hypothesis testing for proposed framework and previously published works. Statistical Symbols
Proposed Research
t Stat
3.55
11.49
12.82
15.64
8.06
9.74
6.67
t Critical two-tail
2.57
2.31
2.31
2.31
2.36
2.36
2.45
Mean Differences
0.15
0.26
0.25
0.36
0.19
0.19
0.20
[18]
[19]
[20]
[24]
[25]
[27]
[28] Table 6. Statistical hypothesis testing for proposed framework and previously published works. Institutional Review Board Statement: The study was conducted according to the guidelines of the
Declaration of Deanship of Scientific Research, Prince Sattam Bin Abdulaziz University, Saudi Arabia. 6. Conclusions Large or small, regardless of size, each institute is vulnerable to devastating effects of
ransomware attack. Cyber criminals have been developing vulnerabilities at a more rapid
pace than system developers have programmed protections in several recent incidents. The risk associated with ransomware begins with a preliminary infection and compromise,
but it does not end there. In order to avoid vulnerability, a defense system should be
autonomic and autonomous. The proposed technique leveraged multiple capabilities,
such as monitoring, identification and alerting of abnormal sourcing patterns for incident
response. Vulnerability analysis enabled the ransomware prevention system to respond in
an active manner. During the experimental assessment, the proposed methodology was
reviewed and trained to achieve resiliency with integrated recovery skills. The malware
prevention shield limits the ability of the adversary to create highly targeted attacks. To
eliminate blind spots, in future we aim to focus on: 1. Explore opportunities to bridge security monitoring gaps. 2. Examine the impact of packet traffic monitoring to purpose secure hybrid environment
(i.e., on-premises and in the cloud) that can operate without friction, 2. Examine the impact of packet traffic monitoring to purpose secure hybrid environment
(i.e., on-premises and in the cloud) that can operate without friction, 3. Indicate appropriate methodology to gain scalable system audit log in order to gain
valuable insights. g
4. Detect next-generation and emerging ransomware threats in real-time with higher
efficiency and diminished false positives. Author Contributions: Conceptualization, U.T.; Data curation, M.Y.U.; Formal analysis, U.T., I.U. and S.J.K.; Funding acquisition, U.T., M.Y.U. and S.J.K.; Investigation, M.Y.U.; Methodology, U.T., I.U. and S.J.K.; Project administration, S.J.K.; Resources, S.J.K.; Software, I.U. and M.Y.U.; Supervision,
S.J.K.; Validation, M.Y.U.; Visualization, M.Y.U.; Writing—original draft, U.T. and S.J.K.; Writing—
review & editing, I.U. and S.J.K. All authors have read and agreed to the published version of
the manuscript. Author Contributions: Conceptualization, U.T.; Data curation, M.Y.U.; Formal analysis, U.T., I.U. and S.J.K.; Funding acquisition, U.T., M.Y.U. and S.J.K.; Investigation, M.Y.U.; Methodology, U.T., I.U. and S.J.K.; Project administration, S.J.K.; Resources, S.J.K.; Software, I.U. and M.Y.U.; Supervision,
S.J.K.; Validation, M.Y.U.; Visualization, M.Y.U.; Writing—original draft, U.T. and S.J.K.; Writing—
review & editing, I.U. and S.J.K. All authors have read and agreed to the published version of
the manuscript. Funding: The funding for this research is from the Deanship of Scientific Research at Prince Sattam
Bin Abdulaziz University under the research project ‘2021/01/17623’. Funding: The funding for this research is from the Deanship of Scientific Research at Prince Sattam
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N
d
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Multilingual Comparative Analysis of Deep-Learning Dependency Parsing Results Using Parallel Corpora
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Zenodo (CERN European Organization for Nuclear Research)
| 2,022
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cc-by
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1.
Introduction Therefore, our aim in this paper is to propose a multi-
lingual analysis of dependency parsing results consid-
ering the syntactic structure of languages (using head
directionality parameter). By using parallel annotated
corpora, our idea is to scrutinize parsing results ob-
tained with a deep learning model to check how dif-
ferent language structures influence the performance of
the chosen tool. Also, our aim is to correlate it with
the syntactical characterization of languages concern-
ing the specific syntactic feature of head and dependent
position. As presented by Jurafsky and Martin (Juraf-
sky and Martin, 2021) this is one of the features that
plays a role in the performance of graph-based parsers. The idea is to check the degree of influence in depen-
dency parsing of this specific language characteristic. The paper is composed as follows: Section 2 presents
an overview of the related work to this topic. Section 3
describes the campaign design: language and data-sets
selection, dependency parsing annotation, and syntac-
tic typological characterization; Section 4 present the
obtained results which are discussed in Section 5. In
Section 6 we provide conclusions and possible future
directions for research. Therefore, our aim in this paper is to propose a multi-
lingual analysis of dependency parsing results consid-
ering the syntactic structure of languages (using head
directionality parameter). By using parallel annotated
corpora, our idea is to scrutinize parsing results ob-
tained with a deep learning model to check how dif-
ferent language structures influence the performance of
the chosen tool. Also, our aim is to correlate it with
the syntactical characterization of languages concern-
ing the specific syntactic feature of head and dependent
position. As presented by Jurafsky and Martin (Juraf-
sky and Martin, 2021) this is one of the features that
plays a role in the performance of graph-based parsers. The idea is to check the degree of influence in depen-
dency parsing of this specific language characteristic. The paper is composed as follows: Section 2 presents
an overview of the related work to this topic. Section 3
describes the campaign design: language and data-sets
selection, dependency parsing annotation, and syntac-
tic typological characterization; Section 4 present the
obtained results which are discussed in Section 5. In
Section 6 we provide conclusions and possible future
directions for research. Proceedings of the 15th Workshop on Building and Using Comparable Corpora (BUCC 2022) @LREC2022 , pages 33–42
Marseille, June 25, 2022
© European Language Resources Association (ELRA), licensed under CC-BY-NC Proceedings of the 15th Workshop on Building and Using Comparable Corpora (BUCC 2022) @LREC2022 , pages 33–42
Marseille, June 25, 2022
© European Language Resources Association (ELRA), licensed under CC-BY-NC 1.
Introduction Dependency parsing is an important part of Natural
Language Processing (NLP) chains which consist of
annotating raw texts from tokenization to dependency
relations. This specific task concerns the process to an-
alyze the grammatical structure in a sentence and iden-
tify syntactic heads as well as the type of the relation-
ship between them (syntactical analysis) (Jurafsky and
Martin, 2009). Since the 1980s, the NLP field has increasingly relied
on statistics, probability, and machine learning meth-
ods which require a large amount of linguistic data. Unlike other annotation tasks such as POS tagging, de-
pendency parsing annotation is much more complex
and expensive. Furthermore, from 2015 onward, the
usage of deep learning techniques has been dominant
in this field which has provided a great improvement
in overall results even for under-resourced languages
(Otter et al., 2018). The paper is composed as follows: Section 2 presents
an overview of the related work to this topic. Section 3
describes the campaign design: language and data-sets
selection, dependency parsing annotation, and syntac-
tic typological characterization; Section 4 present the
obtained results which are discussed in Section 5. In
Section 6 we provide conclusions and possible future
directions for research. The focus of the majority of studies regarding depen-
dency parsing is on new methods to improve overall
results using existing data. Methods and algorithms are
compared in terms of results, however, usually, there is
no comparison or analysis of the obtained results con-
sidering the syntactic complexity of languages. This
is due to the fact that, in general, systems are trained
using different data-sets (in terms of size and content)
for different languages. The lack of data for under-
resourced languages is the usual explanation for worse
results with respect to dependency parsing metrics. It is
undeniable that the amount of training data plays a cru-
cial role in the performance of deep learning models,
however, it is not clear how models deal with different
structures of languages when the same type and amount
of linguistic data is provided for different languages. Abstract This article presents a comparative analysis of dependency parsing results for a set of 16 languages, coming from a large
variety of linguistic families and genera, whose parallel corpora were used to train a deep-learning tool. Results are analyzed
in comparison to an innovative way of classifying languages concerning the head directionality parameter used to perform a
quantitative syntactic typological classification of languages. It has been shown that, despite using parallel corpora, there is a
large discrepancy in terms of LAS results. The obtained results show that this heterogeneity is mainly due to differences in the
syntactic structure of the selected languages, where Indo-European ones, especially Romance languages, have the best scores. It has been observed that the differences in the size of the representation of each language in the language model used by the
deep-learning tool also play a major role in the dependency parsing efficacy. Other factors, such as the number of dependency
parsing labels may also have an influence on results with more complex labeling systems such as the Polish language. Keywords: dependency parsing, typology, multilingualism Keywords: dependency parsing, typology, multilingualism 2.
Related Work One example is the method proposed by Agi´c (Agi´c,
2017) where he combines three language comparison
techniques to determine the best single source for an
unannotated language: part-of-speech trigrams, a lan-
guage identification software (lang.py tool, developed
by (Litschko et al., 2020)), and WALS features. It con-
siders the whole corpus of the unannotated language
to determine the best (most similar in terms of the de-
scribed comparison features) training corpus. Later, it
has been showed by (Litschko et al., 2020) that bet-
ter results are obtained when typologically analysing
each sentence of the unannotated language in compar-
ison with the available annotated corpora, defining, for
each instance the best model (and not the same one for
the whole text). In both studies, only qualitative typo-
logical features and surface level word order (part-of-
speech trigrams) are considered. In the article ”Evaluating Language Tools for Fifteen
EU-official Under-resourced Languages” (Alves et al.,
2020), the authors have compared tools to check the
reproducibility of presented results in the official re-
spective articles. The authors, however, used the same
heterogeneous corpora as the developers of the tools
to train the models, the focus was on the analysis of the
discrepancy between obtained results and claimed ones
by the tool creators. While the studies mentioned in the previous paragraph
focus on part-of-speech trigrams to compare languages,
(Wang and Eisner, 2018) proposed a method to com-
pare word order (in terms of part-of-speech possi-
ble combinations) by using a deep-learning algorithm
(multilayer perceptron architecture) that classify lan-
guages in an unsupervised way with the information
extracted from delexicalized corpora. This model is,
then, used to the identification of the best language to
serve as the source of the best training corpus for the
target one. Their major aim was to prove that part-of-
speech (POS) sequences carry useful information about
the syntax of a language. Parallel corpora are most often used in machine trans-
lation (MT) tasks. Therefore, many studies considering
the quality, availability, and performance of tools using
this type of data-set do not consider dependency pars-
ing. It is the case of the studies presented by Heiki-Jaan
Kaalep and Kaarel Veskis (Kaalep and Veskis, 2007)
and Wolfgang Teubert (Teubert, 1996). When paral-
lel corpora are considered for parsing, the analysis is,
most generally, focused on the improvement of over-
all results, not on language comparison, as in (Kuhn,
2005). 2.
Related Work The Universal Dependencies (UD) framework (Nivre
et al., 2016) proposes a robust set of rules for annotat-
ing parts of speech, morphological features, and syn-
tactic dependencies across different human languages
allowing multi-lingual data to be annotated with the
same set of tags. If the framework can be used to anno-
tate, in a homogeneous way, different languages, there
is a lack of annotated parallel corpora that can be used
for more precise multilingual comparison studies. As mentioned in the previous section, many studies 33 automatic annotation, especially regarding unannotated
languages (which do not have any corpora annotated in
terms of syntactic relations) and low-resource ones. One example is the method proposed by Agi´c (Agi´c,
2017) where he combines three language comparison
techniques to determine the best single source for an
unannotated language: part-of-speech trigrams, a lan-
guage identification software (lang.py tool, developed
by (Litschko et al., 2020)), and WALS features. It con-
siders the whole corpus of the unannotated language
to determine the best (most similar in terms of the de-
scribed comparison features) training corpus. Later, it
has been showed by (Litschko et al., 2020) that bet-
ter results are obtained when typologically analysing
each sentence of the unannotated language in compar-
ison with the available annotated corpora, defining, for
each instance the best model (and not the same one for
the whole text). In both studies, only qualitative typo-
logical features and surface level word order (part-of-
speech trigrams) are considered. concerning dependency parsing metrics present multi-
lingual perspectives but results cannot be compared in
terms of language structure as training sets come from
different sources and present different sizes and gen-
res. An example of it is the article presenting UDify
tool (Kondratyuk and Straka, 2019) which is a soft-
ware conceived for PoS-MSD and dependency parsing
tagging integrating Multilingual BERT (mBERT) lan-
guage model (104 languages) (Pires et al., 2019). It is
also the case for mainstream NLP tools such as Stan-
ford Core NLP (Manning et al., 2014), UDPipe (Straka
and Strakov´a, 2017), sPacy (Honnibal and Montani,
2017) and NLPCube (Boros, et al., 2018). automatic annotation, especially regarding unannotated
languages (which do not have any corpora annotated in
terms of syntactic relations) and low-resource ones. 2.
Related Work A different approach, using only typological informa-
tion from URIEL database (lang2vec tool, (Littell et
al., 2017)), was presented by (Glavaˇs and Vuli´c, 2021). Their method consists of comparing the vector com-
posed by the values of the linguistic features of the
target language with vectors from other well-resourced
languages. The idea is not to select the best corpus but
to combine the most similar ones from different lan-
guages as long as the similarity respects a determined
threshold. Liu and Xu proposed a quantitative syntactic typolog-
ical analysis of Romance languages using information
from corpora annotated for dependency syntactic rela-
tions (Liu and Xu, 2012). They have analyzed the over-
all distribution of dependency directions which enabled
them to correlate with the degree of inflectional varia-
tion of a language and to classify them diachronically
(compared to Latin) and synchronically. Moreover, in
a different article (Alzetta et al., 2020), the authors pre-
sented a study whose main objective was to identify
cross-linguistic quantitative trends in the distribution
of syntactic relations in annotated corpora from dis-
tinct languages (4 Indo-European ones) by using an al-
gorithm (LISCA - LInguiStically– driven Selection of
Correct Arcs) (Dell’Orletta et al., 2013) capable of de-
tecting patterns of syntactic constructions in large data-
sets. However, results were not correlated to scores of
dependency parsing tools and corpora used were not
parallel, thus the content part of texts was not a con-
trolled variable. These studies have in common the objective of choos-
ing the best combination of languages to improve de-
pendency parsing results, there is no specific analysis
concerning the influence of the chosen features used to
compare languages on the final results. In a different perspective, (de Lhoneux et al., 2018)
compared how typological features are related to the
dependency parsing results when twenty-seven di-
verse deep-learning parameters are used for cross-
lingual parameters sharing. They were divided in three
sets: character based one-layer (bidirectional LSTM),
word based two-layer (bidirectional LSTM), and multi-
layered perceptron (MLP) with a single layer. The
authors have shown that the linguistic intuition that
character- and word-level LSTMs are highly sensitive Typological information has been used in different
ways in many studies intending to improve depen-
dency parsing results. 1https://github.com/UniversalDependencies/UD English-
PUD
2https://wals.info/ 3.
Experimental Design In this section, we describe the corpora that have been
used in this study, the dependency parsing task evalua-
tion using UDify software, and the typological classifi-
cation method that has been employed. 2.
Related Work It has been proved that typolog-
ical comparison of languages is a powerful way of in-
crease overall metrics concerning dependency parsing 34 Language
Code
Family
Genus
Arabic
arb
Afro-
Asiatic
Semitic
Chinese
cmn
Sino-
Tibetan
Chinese
Czech
ces
Indo-
European
Slavic
English
eng
Indo-
European
Germanic
Finnish
fin
Uralic
Finnic
French
fra
Indo-
European
Romance
German
deu
Indo-
European
Germanic
Hindi
hin
Indo-
European
Indic
Icelandic
isl
Indo-
European
Germanic
Indonesian
ind
Austro-
nesian
Malayo-
Sumbawn
Italian
ita
Indo-
European
Romance
Japanese
jpn
Japanese
Japanese
Korean
kor
Korean
Korean
Polish
pol
Indo-
European
Slavic
Portuguese
por
Indo-
European
Romance
Russian
rus
Indo-
European
Slavic
Spanish
spa
Indo-
European
Romance
Swedish
swe
Indo-
European
Germanic
Thai
tha
Tai-Kadai
Kam-Tai
Turkish
tur
Altaic
Turkic
Table 1: List of languages, the respective ISO-639-3
code and the genealogical information to phonological and morphosyntactic differences (such
as word order), whereas the MLP learns to predict less
idiosyncratic, hierarchical relations from relatively ab-
stract representations of parser configurations. Lan-
guages were compared in terms of their genealogical
family and subject, verb and object order (qualitative
classification). 3.1.
Languages and Data-set Selection The data-sets used for all experiments are part of the
Parallel Universal Dependencies (PUD) tree-banks cre-
ated for the CoNLL 2017 shared task on Multilin-
gual Parsing from Raw Text to Universal Dependen-
cies. They are composed of 1000 sentences for each
language, always in the same order, coming from the
news domain and Wikipedia (Zeman et al., 2017). The first 750 sentences are originally in English and
the rest are in German, French, Italian or Spanish. Sen-
tences were mostly translated by professional transla-
tors via the English text. The data has been annotated
morphologically and syntactically by Google accord-
ing to Google universal annotation guidelines, after-
wards, labels were converted to Universal Dependen-
cies v2 guidelines1. The corpora were composed to serve as test sets to the
mentioned shared task. Due to their relatively small
size, the creators have suggested that a ten-fold cross-
validation should be employed should these sets be
used as training ones (as it is the case in this article). As
our aim was to focus on one specific syntactic feature,
the idea was to use only parallel corpora so that there
would be no bias concerning the size or the domain of
corpora. No data augmentation technique was used as
there is no other parallel annotated corpora covering all
PUD languages. Table 1: List of languages, the respective ISO-639-3
code and the genealogical information The list of PUD languages, their ISO-639-3 code and
their genealogical information according to WALS2
(Dryer and Haspelmath, 2013) is presented in the table
1. Although WALS database provides valuable infor-
mation of word order patterns, there is no information
regarding the relative position of the head and depen-
dent in a broader way. Their focus is on word order
position of subject, object and verb (and other type of
syntactic functions), not exactly specifying the behav-
ior of the ensemble of heads and dependents. on the language, their distribution is presented in the
tables 2 and 3. Languages
Number
of
UPOS labels
kor
13
cmn, tur
15
arb, ces, fin, hin, jpn, spa, swe
16
eng, fra, deu, ita, pol, por, rus, tha
17
isl, ind
18
Table 2: Distribution of the number of UPOS labels
(core part-of-speech) for each language in PUD data-
set
The CoNLL-U format also presents a column for on the language, their distribution is presented in the
tables 2 and 3. 3.1.
Languages and Data-set Selection Language
Size Range (GB)
eng
[11.314, 22.627]
deu, fra, spa, rus
[2.828, 5.657]
cmn, ita, jpn, pol, por
[1.414, 2.828]
arb, ces, swe
[0.707, 1.414]
fin, ind, kor, tur
[0.354, 0.707]
tha
[0.177, 0.354]
hin
[0.088, 0.177]
isl
[0.022, 0.044]
Table 4: List of languages we consider in mBERT and
its pre-training corpus size (Wu and Dredze, 2020) Language
Size Range (GB)
eng
[11.314, 22.627]
deu, fra, spa, rus
[2.828, 5.657]
cmn, ita, jpn, pol, por
[1.414, 2.828]
arb, ces, swe
[0.707, 1.414]
fin, ind, kor, tur
[0.354, 0.707]
tha
[0.177, 0.354]
hin
[0.088, 0.177]
isl
[0.022, 0.044]
Table 4: List of languages we consider in mBERT and
its pre-training corpus size (Wu and Dredze, 2020) Table 4: List of languages we consider in mBERT and
its pre-training corpus size (Wu and Dredze, 2020) Table 4: List of languages we consider in mBERT and
its pre-training corpus size (Wu and Dredze, 2020) Table 3: Distribution of the number of deprel labels for
each language in PUD data-set It is possible to notice that there is a huge discrepancy
regarding the amount of data from different languages
used to generate multilingual BERT language model. language-specific part-of-speech tag (XPOS). For this
feature, not all languages follow the same labeling sys-
tem. Arabic, Chinese, English, French, German, Hindi,
Italian, Korean, Portuguese, Spanish, Turkish and Thai
use the same tags to characterize language specific
POS, the other languages in PUD either present dif-
ferent sets of tags, or, as it is the case of Finnish and
Indonesian, no information at all is provided concern-
ing this feature. As expected, English is the language which has the
largest pre-training corpus size, followed by German,
French, Spanish and Russian. It is possible to observe
that the largest mBERT pre-training corpora come from
Indo-European languages, only Chinese and Japanese
languages are also quite well represented. Icelandic is
the one with the smaller pre-training corpus, therefore,
not as well represented in this language model as the
other languages from PUD corpora. 3.2.
Dependency Parsing Annotations Thus, even though we use parallel data to understand
the influence of the position of head and dependent fea-
ture, by using a system based on mBERT introduce a
bias regarding the discrepancy of the training data used
in this language model. The importance of this bias will
be analysed further in this article. We could have cho-
sen a tool which does not depend on language models
to conduct our experiments, however, as these models
are part of the state-of-the-art concerning dependency
parsing, we decided to keep our initial choice to verify
how the chosen syntactic feature influences the results
of parsing, if it plays an important role or if it is com-
pletely minimized. UDify tool (Kondratyuk and Straka, 2019) proposes an
architecture aimed for PoS-MSD and dependency pars-
ing tagging integrating Multilingual BERT language
model (104 languages). It can be fine-tuned using spe-
cific corpora (mono or multilingual) to enhance overall
results. We have selected this tool as it presents the state-of-
the-art algorithms concerning the specific task of de-
pendency parsing Annotation. Training parameters were defined as: • Number of epochs: 80 • Warmup: 500 • Warmup: 500 3.1.
Languages and Data-set Selection on the language, their distribution is presented in the
tables 2 and 3. Languages
Number
of
UPOS labels
kor
13
cmn, tur
15
arb, ces, fin, hin, jpn, spa, swe
16
eng, fra, deu, ita, pol, por, rus, tha
17
isl, ind
18 All corpora have been tagged in terms of core part-
of-speech categories (UPOS) and dependency relation
(deprel) using Universal Dependencies labels. The
number of UPOS and deprel labels varies depending Table 2: Distribution of the number of UPOS labels
(core part-of-speech) for each language in PUD data-
set The CoNLL-U format also presents a column for The CoNLL-U format also presents a column for 35 Languages
Nb. of deprel
types
Nb. of deprel
sub-types
arb
34
8
cmn
32
12
ces
31
12
eng
36
12
fin
30
14
fra
31
14
deu
33
12
hin
28
10
isl
31
5
ind
33
14
ita
33
7
jpn
25
0
kor
26
8
pol
28
31
por
33
9
rus
31
8
spa
32
9
swe
33
9
tha
33
10
tur
34
7
Table 3: Distribution of the number of deprel labels for
each language in PUD data-set Languages
Nb. of deprel
types
Nb. of deprel
sub-types
arb
34
8
cmn
32
12
ces
31
12
eng
36
12
fin
30
14
fra
31
14
deu
33
12
hin
28
10
isl
31
5
ind
33
14
ita
33
7
jpn
25
0
kor
26
8
pol
28
31
por
33
9
rus
31
8
spa
32
9
swe
33
9
tha
33
10
tur
34
7
Table 3: Distribution of the number of deprel labels for
each language in PUD data-set iment, 600 sentences were used for training, 200 for
validation and 200 for testing. We have considered the LAS (labelled attachment
score) value, which is the percentage of words that are
assigned both the correct syntactic head and the cor-
rect dependency label, as the main dependency parsing
metric metric. Since UDify uses Multilingual BERT, and knowing
that languages are not equally represented in this
model, it is important to present the data distribution
of the selected languages inside it (table 4), as it may
have an impact on the final dependency parsing results. 3.3.
Syntactic Typological Characterisation • ADV aux precedes ADJ - head-final or left-
branching - It means that the dependent, which is
an adverb (ADV) precedes the head which is an
adjective (ADJ) and has the syntactic function of
an auxiliary (aux). The dependent can be in any
position of the sentence previous to the head, not
necessarily right before. Table 5: LAS and standard deviation results obtained
for each language of PUD data-set using UDify and 10-
fold cross-validation. Results are presented from low-
est to highest LAS score. Table 5: LAS and standard deviation results obtained
for each language of PUD data-set using UDify and 10-
fold cross-validation. Results are presented from low-
est to highest LAS score. • CCONJ cc follows NOUN - head-initial or right-
branching - In this case, the dependent, a coor-
dinating conjunction (CCONJ), comes after the
head, which is a noun (NOUN), and has the func-
tion of coordination (cc). The dependent can be in
any position after the head, not necessarily being
right next to it. Even though parallel corpora were used to train UD-
ify tool, LAS results vary considerably among PUD
languages. The lowest LAS score was obtained for
Chinese language (72.98) and the highest for French
language (90.82), difference of 15.38 points which is
much higher than the calculated standard deviation val-
ues. Even though parallel corpora were used to train UD-
ify tool, LAS results vary considerably among PUD
languages. The lowest LAS score was obtained for
Chinese language (72.98) and the highest for French
language (90.82), difference of 15.38 points which is
much higher than the calculated standard deviation val-
ues. LAS results are higher than 85 for 11 out of the 16 PUD
languages considered in this part of the study, which
can be considered as relatively satisfying scores con-
sidering the small size of the training corpora. Therefore, for each language, we have obtained a vec-
tor containing all the existing patterns and their fre-
quency. The distances between languages were calcu-
lated using R dist() function (Euclidean) and from the
obtained distance matrix, we generated a plot with lan-
guage clusters using R hclust() function, which uses the
complete linkage method for hierarchical clustering by
default. This particular clustering method defines the
cluster distance between two clusters to be the maxi-
mum distance between their individual components. 3.3.
Syntactic Typological Characterisation Analysing Indo-European languages, Romance lan-
guages tend to have better LAS scores (higher than 90
for French and Spanish), followed by Germanic and
Slavic languages, the exception being Icelandic which
has the second lowest LAS value (78.12) among the
considered languages. Indonesian and Korean have scores comparable to
other Indo-European languages such as Swedish, Pol-
ish and Czech (around 85). Finnish and Arabic have
lower scores than Indo-European languages but higher
than 80 and, therefore, better than Icelandic and Turk-
ish languages. 4.
Results In this section, first, we present the LAS results ob-
tained using UDify trained with the different parallel
corpora from PUD data-set. Then, we display the re-
sults of the typological analysis (clusters in the format
of a dendogram). When we analyse these LAS results together with the
training size of mBERT (mean value of the size range),
it is possible to calculate the following correlation co-
efficients: 3.3.
Syntactic Typological Characterisation 3.3. Syntactic Typological Characterisation
To analyse the dependency parsing results obtained
from different languages using parallel corpora, we
propose a quantitative typological approach concerning
syntax, more specifically the head directionality param-
eter, whether the head precedes the dependent (right- Other parameters remained the same as proposed by
the authors in their configuration file. As previously mentioned, the size of the PUD corpora
is relatively small (1.000 sentences), therefore, a 10-
fold-cross-validation was employed. For each exper- 36 Language
LAS
Std. Dev. cmn
72.98
2.08
tur
75.34
2.11
hin
76,12
1.12
isl
77.80
2.56
fin
81.15
1.88
arb
82.37
0.70
kor
84.55
1.33
swe
85.13
1.53
ind
85.51
1.26
pol
86.08
1.59
ces
86.34
1.00
eng
87.39
1.28
deu
88.22
0.85
rus
88.22
0.97
por
88.88
0.85
ita
89.74
0.86
spa
90.23
1.20
jpn
90.75
2.11
fra
90.84
1.36 branching) or is after it (left-branching) in the sentence
(F´abregas et al., 2015). The extraction of parameters
reflect the directionality observed at the surface level
(position of head and dependent observed at the sen-
tence level). The corpora being parallel, therefore containing the
same semantic information, allows us to focus on the
syntax differences among the selected languages. Using a python script, we have extracted for each lan-
guage the existing patterns concerning the relative po-
sition in the sentence of the heads and the dependents, Using a python script, we have extracted for each lan-
guage the existing patterns concerning the relative po-
sition in the sentence of the heads and the dependents,
as well as the frequency of occurrence of each pattern. All observed patterns concerning the relative position
of head and in PUD corpora have been considered. All observed patterns concerning the relative position
of head and in PUD corpora have been considered. All observed patterns extracted from the PUD corpora
(2,890 in total) have been included in the language vec-
tors. Our aim is to verify the relevance of this quantita-
tive method to predict LAS results. p
An example of extracted pattern is the following: • ADV aux precedes ADJ - head-final or left-
branching - It means that the dependent, which is
an adverb (ADV) precedes the head which is an
adjective (ADJ) and has the syntactic function of
an auxiliary (aux). The dependent can be in any
position of the sentence previous to the head, not
necessarily right before. • Spearman’s correlation: 0.73 5.
Discussion Comparing the results obtained in our campaign to the
scores presented by the developers of UDify (Kon-
dratyuk and Straka, 2019), it is possible to notice that,
in general, our LAS values for PUD corpora are higher. It may be due to the fact of using different strategies
for using PUD as training set. Also, as expected, LAS
scores using PUD are not as high as compared to results
from other models trained with larger corpora. Beside the classification presented in the figure 1, with
the syntactic information extracted for each language,
it is also possible to analyse the overall tendency of left-
branching or right-branching. The table 6 presents the
percentage of cases inside each language corpus where
the dependent comes before the head in the sentence
(left-branching). We observed that, as expected, the size of the corpus
used to train mBERT has a strong positive correlation
with the LAS scores, however, it does not explain the
ensemble of the results as English has the biggest train-
ing corpus but do not provide the best score concerning
UDify. With the results presented in the table 6 and in the Fig-
ure 2, it is possible to check whether PUD languages
are head-initial or head-final. Arabic, Thai and Indone-
sian are head-initial languages, Japanese also tends to-
wards being head-initial. Oppositely, Turkish and Ko-
rean are distinctly head-final languages. Chinese, Ro-
mance and Germanic languages, except Icelandic, have
a tendency of being head-final (percentage superior to
55 in the table 6). Slavic languages present different
patterns, Polish does not present any tendency, Russian
and Czech tend to be head-final because of more re-
laxed word order in Slavic languages. Analysing Indo-European languages results, it is pos-
sible to see that, overall, Romance languages are the
ones with the highest LAS values. In terms of multilin-
gual BERT, all of them have large pre-training mBERT
corpora. French and Spanish have larger pre-training
corpora when compared to Portuguese and Italian and
UDify performs better for these two languages. Ro-
mance languages are grouped in the figure 1, showing
similar distribution of patterns concerning head and de-
pendents position when compared to other PUD lan-
guages. The correlation coefficients (Spearman’s and Pear-
son’s) were calculated using the percentage of heads
preceeding dependents and the delta concerning a bal-
anced distribution of directionality (50/50). 4.1.
Dependency Parsing Results using UDify Using UDify with 10-fold cross-validation, we were
able to obtain LAS results for all PUD languages. LAS
scores and the respective standard deviation values are
presented in the table 5. • Pearson’s correlation = 0.37 • Spearman’s correlation: 0.73 37 Language
%
arb
36.33
tha
39.05
ind
41.91
jpn
45.85
pol
49.21
isl
51.08
rus
54.50
fin
55.85
hin
56.10
ita
57.09
ces
57.13
spa
57.79
por
57.94
fra
58.28
swe
58.75
cmn
60.06
eng
63.77
deu
66.81
tur
69.96
kor
79.86 Thus, it seems that these two variables are strongly cor-
related following a non-linear monotonic function (as it
is attested by the value obtained for Spearman’s coeffi-
cient). 4.2.
Quantitative Syntactic Language
Classification As explained previously in this article, languages were
compared and classified considering quantitative infor-
mation of the patterns of the position of heads and de-
pendents. The figure 1 presents the clusters of lan-
guages generated using R’ hclust function. It is possible to observe in this dendogram the main
central cluster corresponding to most of Indo-European
languages (except for Hindi). Romance languages are
grouped in a sub-cluster of the Indo-European one. We
can also notice the proximity of English and Swedish
(both Germanic) and Russian and Czech (both Slavic). Icelandic, although being a Germanic language, is
closer to Polish language when this specific syntactic
feature is analysed. Icelandic is presented in the den-
dogram grouped with the other Slavic languages. Ger-
man, also a Germanic language, is grouped closer to
the Romance group (specially with Italian and French)
and not with the other Germanic languages from PUD
corpora. Table 6: Total percentage of occurrences where the de-
pendent precedes the head (left-branching / head-final)
in each selected language corpus Table 6: Total percentage of occurrences where the de-
pendent precedes the head (left-branching / head-final)
in each selected language corpus Close to the Germanic/Slavic cluster, it is possible to
notice the group containing Thai, Arabic and Indone-
sian which have no genealogical relation. The two ex-
tremes groups are composed, on the left, by Hindi and
Japanese, and, on the left by two sub-clusters: Finnish
and Turkish (which is expected as similarities between
these languages have been previously observed) and
Chinese and Korean. 5.
Discussion The ob-
tained results are lower than 0.1, thus, no correlation English language, which is the one with the largest pre-
training mBERT corpus, does not have the highest LAS 38 Figure 1: PUD language clusters generated using quantitative analysis of head and dependent position features Figure 1: PUD language clusters generated using quantitative analysis of head and dependent position features Figure 1: PUD language clusters generated using quantitative analysis of head and dependent position features Figure 1: PUD language clusters generated using quantitative analysis of head and dependent position features corpus which has probably strongly contributed to the
low LAS value obtained using UDify. score. Its result can be compared to other languages
with much smaller mBERT corpus such as Russian,
German, Czech and Polish. Thus, it seems that size of
the representation of a language in mBERT may play
a role only to a certain point when it is used for fine-
tuning in parsing tools. On the left of the main cluster of Indo-European lan-
guages in the Figure 1, we have the sub-cluster formed
by Arabic and Indonesian. Both languages have lower
LAS scores when compared to Indo-European ones, In-
donesian having a better performance even though its
mBERT representation is smaller and its number of de-
prel is higher (47 for Indonesian and 42 for Arabic). When we observe, more precisely, Germanic and
Slavic languages, it is possible to notice that although
English and Swedish languages form a sub-cluster,
their LAS scores are slightly different. In this case,
it may be caused by the discrepancy of the representa-
tion of the languages in mBERT. It is the same when
we consider Russian and Czech languages. Considering the cluster on the right side of the figure 1,
formed by Finnish, Turkish, Chinese and Korean, these
languages tend to present lower LAS scores. Finnish,
Turkish and Korean have similar size of mBERT repre-
sentations, but smaller than Indo-European languages. However, their size is comparable to Indonesian which
presents better LAS value and, in the figure 1, this lan-
guage is clustered closer to the Indo-European group. As seen in the table 4, Turkish is a head-final language,
it may influence the results. However, Korean language
is even more head-final when compared to Turkish and
has a better LAS score, however, Korean presents only
34 deprel, while Turkish has 41. 5.
Discussion It is also interesting to observe the sub-cluster formed
by Polish and Icelandic inside the group of Indo-
European languages. Polish language has a mBERT
representation size comparable to Portuguese and Ital-
ian, however, its LAS value is much lower. It may
be due to its specific syntactic structures as well as to
elevated number of deprel labels (59) which is much
higher than all the other PUD languages. Icelandic has
the second lowest LAS score among PUD languages. Although being a Germanic language, it is not similar
in its syntactic structure of heads and dependents when
compared to English, Swedish nor German. In addi-
tion, Icelandic has the smallest mBERT pre-training In light of these results, it is possible to notice that dif-
ferences in the syntactic structures concerning head and
dependents may play a role in dependency parsing tools
overall results. The size of the language representation 39 Figure 2: Distribution of the directionality of head and dependent in PUD language corpora Figure 2: Distribution of the directionality of head and dependent in PUD language corpora in the language model, however, plays a major role as it
helps improving final scores (as it is the case for French
and Spanish). Nevertheless, it may not be sufficient to
guarantee satisfying LAS result (as it is the case for
Turkish). We have observed that, even though parallel corpora
were used, different languages present considerably
different LAS results. Indo-European languages tend to
present better LAS scores, inside this group, Romance
languages are the ones that performed the best. UDify tool uses multilingual mBERT and as the sizes
of each language inside this language model are not
homogeneous, it was possible to notice that this dis-
crepancy plays a major role in the LAS scores. As ex-
pected, languages with larger mBERT representation
tend to perform better. Also, the parameter of head and dependent position
is not the only syntactic feature playing an important
role in the observed LAS results, the complexity of the
language, represented by the number of deprel labels
should be considered as it may have caused the lower
LAS value for Polish language (which has a high num-
ber of deprel subtypes). However, the size of the language in mBERT is not the
only parameter playing a role in the overall results. 5.
Discussion En-
glish has, by far, the largest size in mBERT and still has
a lower LAS score when compared to Romance lan-
guages which were all classified the same cluster in our
typological study. It is also the case for Russian, which
has a mBERT size comparable to French and Spanish
for which LAS values are comparable to Portuguese
and Italian with smaller mBERT size. Furthermore, it is important to mention that morpho-
logical aspects (whether the language has synthetic or
analytical morphology), can also influence the efficacy
of the parser. As it can be observed for Finnish and
Turkish (both synthetic languages), LAS results are
low. However, it is also the case for Chinese, which
is an analytical language. In addition to that, Arabic language has a mBERT rep-
resentation comparable to Czech and Swedish but its
LAS results are not as good as these two languages. Arabic language forms a sub-cluster with Indonesian,
not as close to other languages with better performance
as it is the case for Czech and Swedish. Also, it is possi-
ble to conclude that the size of the language in mBERT
and the head and dependent position are not the only
aspects influencing the results. Polish language is an
example of that, and the reason for the lower LAS value
obtained for this language may be the higher number of
dependency parsing labels specific of this language. 8.
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Conclusions and Perspectives In this article we have presented a detailed analysis of
dependency parsing results obtained for 16 languages
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Case Report of Recurrent Metastatic Pancreatic Neuroendocrine Tumor with Gastric Invasion: Consequences of Potential Needle-Tract Seeding from Fine-Needle Aspiration
|
Case reports in pancreatic cancer
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cc-by
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Case Reports in
Pancreatic Cancer Case Reports in
Pancreatic Cancer Case Reports in Pancreatic Cancer
Volume 2.1, 2016
DOI: 10.1089/crpc.2016.0012 CASE REPORT Open Access ª Richard Zheng et al. 2016; Published by Mary Ann Liebert, Inc. This Open Access article is distributed under the terms of the Creative Commons
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. Abstract Background: Pancreatic neuroendocrine tumors (PNETs) are relatively rare, and data guiding management of
metastatic lesions are scarce. Hepatic metastases are most common; here we describe a case of metastatic
PNET implanted into the posterior gastric cardia. Case Presentation: This case study describes the progression of a 44-year-old man with a history of pancreatic
neuroendocrine tumor (PNET) resected through distal pancreatectomy and splenectomy who developed recurrent
disease in his stomach with extension into the left adrenal fossa 17 months after initial resection. He subsequently
underwent a total gastrectomy and left adrenalectomy with en bloc resection of this recurrence without compli-
cation. Final pathology revealed a morphologically similar PNET with positivity for CAM5.2, chromogranin A, and
synaptophysin. Conclusion: The unusual location of his recurrence could suggest that his preoperative endoscopic ultrasound
and fine-needle aspiration may have had a role in seeding the posterior gastric wall, highlighting the risk of per-
forming this diagnostic procedure in the setting of suspected pancreatic malignancy. Keywords: metastatic pancreatic neuroendocrine tumor; PNET and fine-needle aspiration (FNA) may be implicated
in the local implantation of this unusual lesion. Introduction Pancreatic neuroendocrine tumors (PNETs) are fairly
rare, accounting for less than 1–2% of all pancreatic
masses. Although they tend to have a more favorable
prognosis than pancreatic ductal adenocarcinoma, he-
patic metastases are observed in more than 50% of pa-
tients with PNETs and are associated with a 5-year
survivalofonly30–40%whenuntreated.1 Data surround-
ing treatment of other sites of metastatic spread are lim-
ited. Here, we report a case of metastatic PNET in the
gastric cardia with extension into the left adrenal fossa,
17 months after distal pancreatectomy and splenec-
tomy. Pre-operative endoscopic ultrasound (EUS) 1Department of Surgery, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania.
2Pancreas, Biliary and Related Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania. *Address correspondence to: Richard Zheng, MD, Department of Surgery, Thomas Jefferson University Hospital, 111 S. 11th Street, Philadelphia, PA 19147, E-mail:
richard.zheng@jefferson.edu Richard Zheng, MD, Department of Surgery, Thomas Jefferson University Hospital, 111 S. 11th Street, Philadelphia, PA 19147, E-mail Case Report A 48-year-old man initially presented with lightheaded-
ness, palpitations, and tarry stools. He was found to be
anemic with a hemoglobin of 5.5 g/dL. Upper endoscopy
revealed nonbleeding gastric varices. Further workup
through abdominal CT and MRI demonstrated a large
arterial-enhancing pancreatic mass, thought to be a
PNET. No metastases were seen. The mass appeared to
abut the splenic vein and portosplenic confluence with
evidence of thrombus within the lumen of the portal 58 59 Zheng et al.; Case Reports in Pancreatic Cancer 2016, 2.1
http://online.liebertpub.com/doi/10.1089/crpc.2016.0012 FIG. 1. Hypervascular pancreatic body mass
with intraluminal enhancement within portal vein
consistent with tumor thrombus (arrow). FIG. 2. CgA and PP levels before, during, and
after treatment course. CgA, chromogranin A; PP,
pancreatic polypeptide. FIG. 2. CgA and PP levels before, during, and
after treatment course. CgA, chromogranin A; PP,
pancreatic polypeptide. FIG. 2. CgA and PP levels before, during, and
after treatment course. CgA, chromogranin A; PP,
pancreatic polypeptide. FIG. 2. CgA and PP levels before, during, and
after treatment course. CgA, chromogranin A; PP,
pancreatic polypeptide. tic endoscopy to localize the source of bleeding revealed
a 6 cm malignant-appearing friable mass with central
ulceration in the gastric cardia. CT scan findings con-
firmed the presence of this gastric soft tissue mass and
also revealed a posterior nodular extension toward the
upper pole of the left kidney (Fig. 3). This lesion demon-
strated uptake on octreotide scan, suggesting a PNET
origin; a focus of uptake was also noted in the periportal
region, suggesting the possibility of a metastatic lymph
node. Upon histopathological review of the material re-
trieved at the endoscopy, the gastric lesion was identified
to be morphologically similar to his previous PNET,
with positivity for CAM5.2, chromogranin A, and
synaptophysin. FIG. 1. Hypervascular pancreatic body mass
with intraluminal enhancement within portal vein
consistent with tumor thrombus (arrow). vein (Fig. 1). Endoscopic ultrasound was performed
with FNA of the pancreatic mass. Histopathological
review of the FNA sample revealed neoplastic cells,
positive for Anti-Pan Cytokeratin Antibody, synapto-
physin, and CD56, suggesting PNET. An octreotide
scan showed focally increased signal at the site of
the pancreatic mass, without dissemination. After extensive discussion with the patient regarding
his treatment options, he opted for reresection through
an open total gastrectomy. After exploratory laparotomy
and extensive lysis of adhesions, the tumor was noted to
invade into the capsule of the left adrenal gland. Case Report Both the
stomach and the left adrenal gland were removed en bloc. No hepatic lesions were noted. Alimentary tract recon-
struction was performed through a Roux-En-Y esopha-
gojejunostomy. The periportal region was skeletonized
withremovalofallnodaltissue.Thepatient’spostoperative
course was uncomplicated. He was ultimately discharged
to home on postoperative day 6 on a low-volume clear
liquid diet and total parenteral nutrition supplementation. Surgical pathology revealed a pancreatic neuroendo-
crine carcinoma in the gastric wall and adrenal gland
with negative resection margins. The sampled peripor-
tal lymph nodes were free of disease. The lesion was
again confirmed to be morphologically similar to the
patient’s previous PNET (Fig. 4). Shortly thereafter,
pancreatic polypeptide and chromogranin A normal-
ized to 96 pg/mL and 5 ng/mL, respectively. The patient underwent resection of the tumor through
distal pancreatectomy and splenectomy withen bloc por-
tal vein resection and reconstruction as the tumor was di-
rectly invading the splenic vein with thrombus extending
into the portal vein. The patient tolerated this procedure
well and his postoperative course was uncomplicated. Pathology from this initial procedure revealed a grade
II PNET with 2/15 adjacent lymph nodes positive for
metastatic carcinoma and negative margins with a Ki-
67 proliferative index of 15% (grade II). Seventeen months after resection, the patient began to
have complaints of fatigue, exercise intolerance, and pal-
pitation. He was again found to be anemic with a hemo-
globin of 6.6 g/dL. Before the aforementioned initial
resection, serum pancreatic polypeptide and chromogra-
nin A levels had been elevated to 547 pg/mL and 15.8ng/
mL, respectively; with the onset of these new symptoms,
the pancreatic polypeptide level was found to be only
226 pg/mL, but the chromogranin A level was elevated
to 33ng/mL (Fig. 2). CA 19–9 levels remained normal
throughout the patient’s full treatment course. Diagnos- Zheng et al.; Case Reports in Pancreatic Cancer 2016, 2.1 Zheng et al.; Case Reports in Pancreatic Cancer 2016, 2.1
http://online.liebertpub.com/doi/10.1089/crpc.2016.0012 60 FIG. 3. (A) Initial abdominal CT scan demonstrating pancreatic body lesion (yellow circle). (B) Abdominal CT
scan 1 year after distal pancreatectomy and splenectomy with gastric mass visible (yellow circle). (C) Octreotide
scan with enhancement of the posterior gastric wall (yellow circle). (D) Sagittal cut of abdominal CT scan
showing gastric mass extending posteriorly (yellow arrows) toward the left adrenal gland. (E) Postoperative
gastrographin swallow showing anatomical reconstruction through esophagojejunostomy. FIG. 3. (A) Initial abdominal CT scan demonstrating pancreatic body lesion (yellow circle). Case Report (B) Abdominal CT
scan 1 year after distal pancreatectomy and splenectomy with gastric mass visible (yellow circle). (C) Octreotide
scan with enhancement of the posterior gastric wall (yellow circle). (D) Sagittal cut of abdominal CT scan
showing gastric mass extending posteriorly (yellow arrows) toward the left adrenal gland. (E) Postoperative
gastrographin swallow showing anatomical reconstruction through esophagojejunostomy. cal management of hepatic metastases through partial
hepatectomy has been shown to control symptoms of
hormonal hypersecretion in patients with functional
tumors and improve overall survival. Hepatic-directed
therapy such as transarterial chemoembolization has
also been utilized for control of liver metastases. Discussion PNETs are rare, and metastatic spread linked to FNA is
not well documented in the literature. Surgical resec-
tion remains the gold standard of treatment for func-
tioning and nonfunctioning tumors. Management of
these metastases has not yet been standardized. Surgi- FIG. 4. (A) Original pancreatic mass with synaptophysin staining, 20· magnification. (B) Original pancreatic
mass with HE staining, 40· magnification. (C) Recurrent gastric mass with HE staining, 40· magnification. HE,
hematoxylin and eosin. FIG. 4. (A) Original pancreatic mass with synaptophysin staining, 20· magnification. (B) Original pancreatic
mass with HE staining, 40· magnification. (C) Recurrent gastric mass with HE staining, 40· magnification. HE,
hematoxylin and eosin. FIG. 4. (A) Original pancreatic mass with synaptophysin staining, 20· magnification. (B) Original pancreatic
mass with HE staining, 40· magnification. (C) Recurrent gastric mass with HE staining, 40· magnification. HE,
hematoxylin and eosin. Zheng et al.; Case Reports in Pancreatic Cancer 2016, 2.1
http://online.liebertpub.com/doi/10.1089/crpc.2016.0012 61 A case similar to ours was described in 2014. In that re-
port,2 a 78-year-old man was found to have a T3N0M0
moderate-to-well differentiated pancreatic adenocarci-
noma sampled through EUS/FNA biopsy through the
stomach wall. Nine months after resection of the lesion,
the patient was found to have a submucosal gastric re-
currence upon follow-up endoscopy. This was man-
aged through a subtotal gastrectomy, whereupon final
pathology demonstrated a morphologically identical le-
sion to his initial cancer. In comparison, our lesion had
expanded aggressively into the retroperitoneum and
appeared to involve the adrenal gland, so a total gas-
trectomy and en bloc adrenalectomy were required
for full resection. Furthermore, as in the previously
mentioned case report, FNA played an important role
in the preliminary diagnosis of PNET. Given the atyp-
ical foci of recurrence in the gastric cardia, this scenario
brings to mind the rare phenomenon of needle-tract
seeding that has been documented in sarcoma, prostate
cancer, hepatocellular carcinoma, and other lesions.3 ing may be, it is up to clinicians to be selective in
obtaining biopsies of lesions where a tissue diagnosis
may change management and not subject a patient
to undue risk. In this particular case, one could ques-
tion the utility of two interventions before the initial
operation—the distal pancreatectomy and splenecto-
my: the FNA done as part of the EUS, and the octreo-
scan. Discussion The patient had a classic appearance of a PNET
on CT and MRI, and he was symptomatic from anemia
related to splenic vein occlusion. Did the FNA results
alter management? Did the octreoscan provide essen-
tial information? In this era of cost consciousness in
surgical care, we need to be asking these questions. References 1. Ikezawa K, Uehara H, Sakai A, et al. Risk of peritoneal carcinomatosis by
endoscopic ultrasound-guided fine needle aspiration for pancreatic can-
cer. J Gastroenterol. 2013;48:966–972. 1. Ikezawa K, Uehara H, Sakai A, et al. Risk of peritoneal carcinomatosis by
endoscopic ultrasound-guided fine needle aspiration for pancreatic can-
cer. J Gastroenterol. 2013;48:966–972. p
Despite the theoretical fears of needle-tract seeding,
however, data validating this phenomenon with regard
to some forms of pancreatic cancer are generally limited
tocase reports.4,5 Furthermore, this is the first report of a
pancreatic neuroendocrine neoplasm recurrence poten-
tially from needle-tract seeding. A retrospective study
of 256 patients who underwent surgical resection of ma-
lignant pancreatic neoplasms concluded that undergoing
EUS/FNA of these lesions was not associated with a sta-
tistically significant increase in the rate of either perito-
neal or gastric metastases.6 Similarly, use of EUS/FNA
for diagnosis of pancreatic cancer was not associated
with any difference in survival.6 Multiple studies have
also corroborated that the use of EUS/FNA for both pan-
creatic cancer and intraductal papillary mucinous neo-
plasm sampling was not associated with a statistically
significant increase in peritoneal seeding when com-
pared with patients who were not sampled.7,8 Alternative
approaches for tissue sampling of pancreatic masses
have not proven to be of benefit; one study demon-
strated an increase in the rate of peritoneal carcinomato-
sis in patients who had undergone a percutaneous FNA
when compared with those who had endoscopic tissue
sampling.9 Although large-scale data on pancreatic nee-
dle biopsy seeding is yet unavailable, it is likely a rare
occurrence as needle biopsy of pancreatic lesions is com-
monplace and gastric metastases are seldom seen. In
most cases, the benefits of direct tissue diagnosis out-
weigh the theoretical risk of needle-tract seeding. However, no matter how remote the chance for seed- 2. Yoon WJ, Daglilar ES, Fernandez-del Castillo C, et al. Peritoneal seeding in
intraductal papillary mucinous neoplasm of the pancreas patients who
underwent endoscopic ultrasound-guided fine-needle aspiration: The PIPE
study. Endoscopy. 2014;46:382–387. 2. Yoon WJ, Daglilar ES, Fernandez-del Castillo C, et al. Peritoneal seeding in
intraductal papillary mucinous neoplasm of the pancreas patients who
underwent endoscopic ultrasound-guided fine-needle aspiration: The PIPE
study. Endoscopy. 2014;46:382–387. 3. Chong A, Venugopal K, Segarajasingam D, et al. Tumor seeding after EUS-
guided FNA of pancreatic tail neoplasia. Gastrointest Endosc. 2011;74:933–
935. 3. Chong A, Venugopal K, Segarajasingam D, et al. Author Disclosure Statement No competing financial interests exist. References Tumor seeding after EUS-
guided FNA of pancreatic tail neoplasia. Gastrointest Endosc. 2011;74:933–
935. 4. Dickson PV, Behrman SW. Management of pancreatic neuroendocrine
tumors. Surg Clin North Am. 2013;93:675–691. 4. Dickson PV, Behrman SW. Management of pancreatic neuroendocrine
tumors. Surg Clin North Am. 2013;93:675–691. 5. Volanis D, Neal DE, Warren AY, et al. Incidence of needle-tract seeding
following prostate biopsy for suspected cancer: a review of the literature. BJU Int. 2015;115:698–704. 6. Tomonari A, Katanuma A, Matsumori T, et al. Resected tumor seeding in
stomach wall due to endoscopic ultrasonography-guided fine needle as-
piration of pancreatic adenocarcinoma. World J Gastroenterol. 2015;21:8458–8461. 6. Tomonari A, Katanuma A, Matsumori T, et al. Resected tumor seeding in
stomach wall due to endoscopic ultrasonography-guided fine needle as-
piration of pancreatic adenocarcinoma. World J Gastroenterol. 2015;21:8458–8461. 7. Kudo T, Kawakami H, Kuwatani M, et al. Influence of the safety and
diagnostic accuracy of preoperative endoscopic ultrasound-guided
fine-needle aspiration for resectable pancreatic cancer on clinical
performance. World J Gastroenterol. 2014;20:3620–3627. 8. Paquin SC, Gariepy G, Lepanto L, et al. A first report of tumor seeding
because of EUS-guided FNA of a pancreatic adenocarcinoma. Gastrointest
Endosc. 2005;61:610–611. 9. Ngamruengphong S, Xu C, Woodward TA, et al. Risk of gastric or peritoneal
recurrence, and long-term outcomes, following pancreatic cancer resec-
tion with preoperative endosonographically guided fine needle aspiration. Endoscopy. 2013;45:619–626. 9. Ngamruengphong S, Xu C, Woodward TA, et al. Risk of gastric or peritoneal
recurrence, and long-term outcomes, following pancreatic cancer resec-
tion with preoperative endosonographically guided fine needle aspiration. Endoscopy. 2013;45:619–626. Cite this article as: Zheng R, Tannouri S, Lavu H (2016) Case report of
recurrent metastatic pancreatic neuroendocrine tumor with gastric
invasion: consequences of potential needle-tract seeding from fine-
needle aspiration, Case Reports in Pancreatic Cancer 2:1, 58–61, DOI:
10.1089/crpc.2016.0012.
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ИҚЛИМ ЎЗГАРИШЛАРИ ШАРОИТИДА ЭКОЛОГИК ХАВФСИЗЛИКНИ ҲУҚУҚИЙ ТАЪМИНЛАШ МАСАЛАЛАРИ
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MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
ИҚЛИМ ЎЗГАРИШЛАРИ ШАРОИТИДА ЭКОЛОГИК
ХАВФСИЗЛИКНИ ҲУҚУҚИЙ ТАЪМИНЛАШ МАСАЛАЛАРИ
Қаюмов Шуҳрат Бахром ўғли1, Жуманазар Холмўминов2
1Термиз давлат университети
Юридик факультетининг
1-босқич талабаси
2Илмий раҳбар: ю.ф.д.,проф.
https://doi.org/10.5281/zenodo.6390603
Бугунги
кунда
биз
яшаш
турмуш
шароитимизда
“иқлим
ўзгаришлари”, “глобал исиш”, “экологик танглик”, “экологик таҳдид”,
“экологик офат”, “экологик инқироз” сингари тушунчаларни кўп эшитамиз
ва амалиётда уни гувоҳи бўлиб турибмиз.
Хў
д й
ў
? MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Бугунги
кунда
биз
яшаш
турмуш
шароитимизда
“иқлим
ўзгаришлари”, “глобал исиш”, “экологик танглик”, “экологик таҳдид”,
“экологик офат”, “экологик инқироз” сингари тушунчаларни кўп эшитамиз
ва амалиётда уни гувоҳи бўлиб турибмиз. Хўш шундай экан иқлим ўзгариши нима? 60
1Ўзбекистон Президенти Шавкат Мирзиѐев БМТ Бош Ассамблеясининг 72-сессиясида сўзлаган нутқи.
https://uza.uz/uz/posts/zbekiston-prezidenti-shavkat-mirziyeev-bmt-bosh-assambleyasi-20-09-2017
2“2019-2030 йиллар даврида Ўзбекистон Республикасининг “яшил” иқтисодиѐтга ўтиш стратегиясини
тасдиқлаш тўғрисида”ги Ўзбекистон Республикаси Президентининг қарори.// Қонун ҳужжатлари
маълумотлари миллий базаси, 05.10.2019 й., 07/19/4477/3867-сон
3Ўзбекистон Республикаси Президентининг “2022-2026 йилларга мўлжалланган Янги Ўзбекистоннинг
тараққиѐт Стратегияси тўғрисида”ги фармони.// Қонунчилик маълумотлари миллий базаси, 29.01.2022 й.,
06/22/60/0082-сон Хўш шундай экан иқлим ўзгариши нима? Иқлим муайян жойдаги кўплаб йиллар давом этган об ҳавонинг
ўртача кўрсаткичидир. Иқлим ўзгариши эса ана шу ўртачалардаги
ўзгаришдир. Бугун иқлим ўзгариши инсоният олдида турган энг жиддий муаммо
экани жаҳон ҳамжамияти томонидан тан олинган. Иқлим ўзгариши инсон
ҳаётининг барча соҳаларига таъсир кўрсатмоқда ва иқлим ўзгаришининг
салбий оқибатларини олдини олиш ҳамда янги ҳаёт шароитларига
мослашиш бўйича кечиктирилмайдиган чоралар кўришни талаб этмоқда. 59 59 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Дунё эколог олимлари ва замонавий илм-фан инсоннинг авваламбор
қазиб олинадиган ёқилғини ёндириш натижасида иссиқхона газларининг
чиқарилиши билан боғлиқ хўжалик фаолияти иқлимга сезиларли таъсир
кўрсатаётганини тасдиқловчи жиддий асослар тақдим қилмоқда. Ўзбекистон Республикаси Президенти Шавкат Мирзиёев томонидан
БМТ Бош Ассамблеясининг 72-сессиясида сўзлаган нутқи1да жаҳон
ҳамжамиятини,
шу
жумладан
минтақа
мамлакатларини
экологик
масалаларда,
жумладан
Орол
денгизнинг
қуриши
билан
боғлиқ
оқибатларни бартараф этишда халқаро миқёсдаги саъй-ҳаракатларни
фаол бирлаштириш зарурлигини таъкидлаб ўтилган эди. Бугунги кунда
мазкур масалаларда амалий ишларни барчамиз гувоҳи бўлиб турибмиз. Биргина мисол сифатида БМТ шафелиги остида Инсон хавфсизлиги
бўйича
кўпшерикли
Траст
фондининг
ташкил
этилиши
ёки
мустақилликнинг 27 йили давомида Оролнинг қуриган тубида 400 минг
гектарда ўрмонзор ташкил этилган бўлса, сўнгги икки йилда қарийб 1200
минг гектарга саксовул ва бош чўл ўсимликлари уруғлари сепилганлиги ва
кўчатлари экилганлигини келтириш мумкин. Шунингдек, бу соҳада Юртбошимизнинг “2019-2030 йиллар даврида
Ўзбекистон Республикасининг “яшил” иқтисодиётга ўтиш стратегиясини
тасдиқлаш тўғрисида”ги қарори2 ва Янги Ўзбекистоннинг тараққиёт
Стратегияси3нинг бир қатор бандларида атроф-муҳитни муҳофаза қилиш
ва экологик ҳолатни яхшилашга эътиборни кучайтириш масалалари
белгиланганлиги
иқлим
ўзгаришларининг
олдини
олиш
ва
унга
мослашиш учун бевосита ҳуқуқий асос бўлиб хизмат қилади. Мутахассисларнинг таҳлили ва фикрига кўра 2030-2050 йилларда
минтақада ҳаво ҳарорати яна 1,5-3°С га кўтарилиши мумкин. Ҳаво
ҳароратининг айниқса Оролбўйида кўтарилиши кутилмоқда, бу эса
маҳаллий иқлим ўзгаришлари билан боғлиқ муаммоларни келтириб
чиқаради. Ҳукуматлараро
экспертлар
гуруҳи
Ер
илгари
ҳисоб-китоб
қилинганидан кўра тезроқ исиб бораётганини маълум қилишмоқда. Дунё
бўйича ўртача ҳарорат 1,1 даражага кўтарилган. Бу эса 2040 йилга бориб MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference ўртача ҳарорат 1,5 даражага ошишини билдиради. Иссиқ тўлқинлар, кучли
шамоллар, қурғоқчилик, сув тошқинлари ва ёнғинлар янада кўпроқ содир
бўла бошлади, музликлар эриши янада кучайди. Айниқса, жорий йилда бу
жараён жудаям тезлашганини кузатишимиз мумкин. Экспертларнинг баҳоларига кўра атмосферада иссиқхона газлари
концентрациясининг бундан кейин ҳам ортиши, қурғоқчилик натижасида
сув ва озиқ-овқат танқислиги хавфини кўпайишига, иссиқ мавсум
давомийлиги ва қизғинлигининг ошиши туфайли аҳоли сонининг
ортишига, шунингдек селлар, тошқинлар ва бошқа хавфли ҳодисаларнинг
такрорланишига олиб келади. Хўш шундай экан иқлим ўзгариши нима? Ундан ташқари, бундай илиш экотизимлар
ҳолатига салбий таъсир кўрсатади, ва Оролбўйи, Қорақалпоғистон,
Сурхондарё, Бухоро ва Хоразм вилоятлари каби минтақаларда экологик
вазиятнинг кескинлашувига олиб келиши мумкин. Ўзгидромет маълумотларига кўра, глобал иқлим ўзгариши ва
мамлакат
табиий-ресурс
комплексининг
ана
шу
ўзгаришларга
таъсирчанлиги изчил иқлимий сиёсатни шакллантириш заруриятини
белгилайди. Иқлим ўзгаришининг асосий сабаби нимада деб ўйласиз? Иқлим ўзгаришининг асосий сабаби нимада деб ўйласиз? Мутахассислар иқлим ўзгаришининг асосий омили иссиқхона
эффекти эканлигини таъкидлашади. Қуёшдан келган иссиқликнинг Ер Мутахассислар иқлим ўзгаришининг асосий омили иссиқхона
эффекти эканлигини таъкидлашади. Қуёшдан келган иссиқликнинг Ер 61 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference сатҳида жамланиб, димланиб қолиши иссиқхона эффекти дейилади. Яъни
қуёшдан келган нурни Ер ҳам ўз навбатида атмосфера орқали коинотга
қайтаради. Ушбу нурларнинг бир қисми коинотга чиқиб кетиш ўрнига
одамлардан чиқарилган турли газларга ютилади. Унинг коинотга қайтиб
чиқиб кетмаслиги оқибатида Ер юзи меъёридан ортиқ қизийди ва
иқлимга таъсир кўрсатадиган иссиқхона қатлами ҳосил бўлади. Натижада сутка мобайнида энг юқори ва энг паст ҳарорат орасида
кам фарқ бўлади. Яъни одамлар ва табиат тунда ҳам кундузги каби иссиқ
ва дим ҳаво таъсирида қолади. Бундай суткалик иссиқлик эса кескин исиш
ҳодисасини келтириб чиқаради. Иссиқхона эффектини ҳосил қилувчи
асосий газ бу-карбонат ангидрид. У атмосферага ҳам табиий, ҳам сунъий
йўл билан қўшилади. Метан, азот оксиди каби бошқа ифлос газлар ҳавога
инсон омили туфайли чиқарилиб, булар бир бутун иссиқхона эффекти
даражасини белгилайди. Иссиқхона эффектини ҳосил қилувчи газ
концентрацияларининг ортиши, сайёрада табиий иссиқлик балансини
бузади ва антропоген иссиқхона эффектини келтириб чиқаради. Ҳисоб-китобларга кўра, 2100 йилга бориб иссиқхона эффекти
оқибатида глобал ялпи ички маҳсулот 20 фоиздан ортиққа пасайиши
мумкин. Шунингдек,
ҳозирги
кунда
асосий
муаммолар
сифатида
антропоген омиллар таъсири ва қурғоқчилик натижасида углерод газини
ютувчи ўрмон майдонлари кескин қисқариб кетиши, озон қатламининг
емирилиши, ёввойи табиат майдонларининг қисқариб бораётганини ҳам
келтириб ўтиш мумкин. Дунёда
олиб
борилаётган
тадбирлар
ва
ўтказилаётган
Саммитлар
ва
қабул
қилинаётган
халқаро
ҳужжатлар
иш
бераяптими? Ўтган асрнинг охирларида глобал исишнинг олдини олиш дунё
ҳамжамиятини эътиборини тортди. 1992 йил Бразилиянинг Рио-де-
Жанейро шаҳрида БМТнинг иқлим ўзгаришлари бўйича доиравий
конвенцияси қабул қилинди. 1997 йили Японияда иқлим ўзгаришларига
олиб келувчи “парник газ” ларини атмосферага чиқаришни қисқартириш
юзасидан Киото протоколи имзоланди. 2005 йил 16 февралдан расмий
кучга кирган протоколни дунёнинг 156 давлати ратификация қилган. Киото протоколига мувофиқ саноат ривожланган давлатлар 2008-2012
йилларгача ўрта ҳисобда атмосферага “парник газ”лари чиқаришни 1990 62
р
ўр
ф р
р
р
р MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference йилдаги кўрсаткичдан 5 фоизга қисқартириши лозим эди. Бунинг учун ҳар
бир давлатга аниқ квоталар белгиланди. Аммо, бу келишув амалда
кутилган натижаларни бермади. йилдаги кўрсаткичдан 5 фоизга қисқартириши лозим эди. Бунинг учун ҳар
бир давлатга аниқ квоталар белгиланди. Аммо, бу келишув амалда
кутилган натижаларни бермади. 2015 йилнинг 30 ноябрь-12 декабрь кунлари ушбу протоколнинг
давоми ўлароқ, Парижда ўтказилган саммитда 80 мамлакат вакиллари
қатнашди. Битимдан кўзланган мақсад ҳароратнинг глобал ўсишини
Цельсий шкаласи бўйича ўртача 2 даражадан паст ҳолатда ушлаб туриш ва
ҳарорат ўсиши 1,5 даражада чекланиши учун саъй-ҳаракатларни ишга
солишдан иборат. Таъкидлаш
лозимки,Табиатда
“парник
газ”лари
камайишини
тезлаштириш
учун
конференцияда
иштирок
этган
давлатлар
ўз
зиммаларига янги мажбуриятларни олган. Масалан, Россия 2030 йилга
бориб атмосферага СО2 (карбонат ангидрид) гази чиқаришни 1990
йилдаги кўрсаткичдан 30 фоиз камайтириши жоиз. Атмосферага углерод
газлари чиқариш бўйича дунёда Хитойдан кейин иккинчи ўринда турувчи
АҚШ эса 2025 йилга бориб, 2005 йилдаги кўрсаткични 26-28 фоиз
қисқартириши шарт. Албатта, тараққиётни тўхтатиб бўлмайди. Аҳоли
сонининг
ўсиб
бориши
ишлаб
чиқариш
ва
саноатни
ҳам
ривожлантиришини талаб этмоқда. Бироқ, техноген жараёнлар шу тахлит
ривожланаверса сайёрамизни муқаррар таҳликали экологик хавф-
хатарлар кутиш эҳтимоли мавжуд4. Шу боис,ҳам углеводород унинг
ўрнини босувчи, нисбатан арзон, атроф-муҳит учун хавфсиз ресурслар,
жумладан, қуёш, шамол, сув, атом ва бошқа энергия манбаридан
фойдаланиш ҳақидаги таклифлар илгари сурилмоқда. Мутахассисларнинг фикрига кўра, иқлим ўзгариши туфайли
қандай салбий оқибатлар мавжуд бўлиши мумкин? Дунёда
олиб
борилаётган
тадбирлар
ва
ўтказилаётган
Саммитлар
ва
қабул
қилинаётган
халқаро
ҳужжатлар
иш
бераяптими? 63
4 Холмўминов Ж.Т.Экологик таҳдидларни олдини олиш ва уларни бартараф этиш ҳуқуқий муаммоларининг
илмий-назарий таҳлили.Монография.Тошкент, ТДЮУ,2016.-344-б MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
-ҳозирги юз йилликнинг ўзида океанлар сатҳи 1 м кўтарилиши;
-СО2 концентрацияси атмосфера ҳавосида ортиши (1870 йилдан
ери уни миқдори 30 фоиз ортди);
-Ернинг устки қобиғи ҳарорати +0,7°С га ўзгарган(сўнгги юз йил
) MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference -ҳозирги юз йилликнинг ўзида океанлар сатҳи 1 м кўтарилиши;
-СО2 концентрацияси атмосфера ҳавосида ортиши (1870 йилдан
бери уни миқдори 30 фоиз ортди); -ҳозирги юз йилликнинг ўзида океанлар сатҳи 1 м кўтарилиши;
-СО2 концентрацияси атмосфера ҳавосида ортиши (1870 йилдан
бери уни миқдори 30 фоиз ортди); -Ернинг устки қобиғи ҳарорати +0,7°С га ўзгарган(сўнгги юз йил
ичида). -сув ресурслари тақчиллигининг кучайиши, шунингдек ҳудудларда
ичимлик
сувининг
етишмаслиги
ҳамда
музлик
ва
қор
қоплами
кунларининг
7-10
кунга
камайиб
бориши,
қурғоқчилик
такрорланишининг кўпайиши (ҳозирги даврда ҳар 10 йилнинг 3 йилида). -табиий
офатларнинг
ортиши-селлар,
тошқинларнинг
тез-тез
такрорланиши (сўнгги 40 йил ичида табиий офатдан бўлган зарар
миқдори 10 маротабага ошган); -ўртача ҳароратнинг ошиши, йиллик иссиқ даврларнинг 10-15 кунга
ўсиб бориши; -ўртача ҳароратнинг ошиши, йиллик иссиқ даврларнинг 10-15 кунга
ўсиб бориши; -ёғингарчиликнинг йиллик ўртача даражасини мамлакатни бутун
ҳудуди бўйлаб пасайиши ва уларнинг ҳудудлар, вақт ҳамда миқдори
бўйича нотекис тарқалиши, ҳаддан ташқари кучли ёғингарчиликли ва
умуман ёғингарчиликсиз кунлар сонининг ортиши; -қишлоқ хўжалигида етиштириш учун мақбул экинлар таркиби
бутунлай ўзгариши; -қишлоқ хўжалигида етиштириш учун мақбул экинлар таркиби
бутунлай ўзгариши; -юқори
даражадаги
жазирамалар
такрорланишининг
ошиши,
ҳарорат режими кучайиши натижасида аҳоли саломатлиги билан боғлиқ
муаммолар кўпайиши; 64
у
р ў
; 64
у
р ў MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference -ўсимликлар ва ҳайвонларнинг аксарият турлари яшайдиган
ареалларнинг
қайта
тақсимланиши,
демак,
экологик
жараёнлар,
бериладиган маҳсулотлар ва бажариладиган функцияларнинг тубдан
ўзгариши; -саҳроланиш жараёнларининг кучайиши, яъни, яшаш ва хўжалик
юритиш мумкин бўлган ерларнинг камайиши; -саҳроланиш жараёнларининг кучайиши, яъни, яшаш ва хўжалик
юритиш мумкин бўлган ерларнинг камайиши; -иқтисодиёт секторлари таъсирининг тўлиқ қайта тақсимланиши ва
олдиндан аниқ айтиш қийин бўлган бошқа кўпгина оқибатлар ва ҳоказо. Иқлим ўзгаришларининг олдини олиш ва унга мослашиш учун
қандай чора-тадбирларни амалга ошириш талаб этилиши мумкин? Биринчидан, иссиқхона газларини камайтириш. Бунинг учун
биринчи
навбатда
ишлаб
чиқариш
корхоналари,
ИЭС
ва
бошқа
атмосферага ифлослантирувчи моддалар чиқарувчи ташкилотларда
экологик тоза технологияларни жорий этиш орқали атмосферага
ташланаётган иссиқхона газлари миқдорини камайтириш зарур. Иккинчидан, ёқилғилар сифатини янада яхшилаш ҳамда экологик
тоза
транспорт
воситаларини
кўпайтириш,
шу
жумладан
кенг
жамоатчилик учун қулай бўлган велойўлакчалар ташкил этиш ўз
навбатида иссиқхона газлари миқдорини камайтиради. Учинчидан, кўкаламзорлаштириш ишларини амалга ошириш. Табиий дренаж ҳисобланган кўп йиллик дарахтларнинг экилиши 65
Учинчидан, кўкаламзорлаштириш ишларини амалга ошириш. Табиий дренаж ҳисобланган кўп йиллик дарахтларнинг экилиши MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Табиийки иқлим ўзгаришлари кейинги ярим аср ичида бизнинг
минтақага ҳам сезиларли таъсир ўтказди. Бир пайтлар мавжланиб ётган
Орол денгизи майдони ўнлаб бараварга қисқариб, унинг ўзани қақроқ
саҳрога айланганлигини гувоҳи бўлиб турибмиз. Сўнгги йилларда ҳаво
ҳароратининг кўтарилиши натижасида Сирдарё ва Амударёни сув билан
таъминлайдиган Помир ва Тяньшань музликлари шиддат билан эриб
бормоқда. Тожикистон ҳамда Қирғизистон вакиллари баъзи музликлар
20-30% эриганини айтишмоқда. Бир неча ўн йилликлар ичида эса бу
музликларнинг ярмидан кўпи эриб битиши мумкин. Минтақамизда ичимлик сувининг 80 фоизи ана шу музликлардан
келишини
ҳисобга
олсак,
уларнинг
эриши
яқин
келажакда
сув
танқислигини келтириб чиқариши мумкин. “Ўзгидромет” маълумотлари
Ўзбекистонда ҳам иқлим ўзгаришлари ўз таъсирини кўрсатаётганини
исботламоқда,
Мамлакатимизда
об-ҳавони
кузатиш
1872
йилдан
бошланган. Биргина Тошкент шаҳрида ўртача йиллик ёғин миқдори 423,4
миллиметрни ташкил этган бўлса, ўтган бир аср давомида бу кўрсаткич 60
мм.га ошган. Сўнгги юз йиллик кузатишлар шуни кўрсатмоқдаки, биргина
Тошкент шаҳрида ўртача йиллик ҳарорат 1.7 даражага ошган. Айни пайтда
сайёрамиз миқёсида бу кўрсаткич 0.7-0.8 даражани ташкил қилади. Ўтган
ёзда ҳам ҳаво ҳароратининиг кескин кўтарилганига гувоҳ бўлдик. Жойларда 45 даражадан юқори ҳарорат кузатилмоқда. Кўпчиликни узоқ келажак эмас, яқин кунларда кутилаётган
ўзгаришлар қизиқтириши табиий. Кейинги йилларда октябрь ойи ҳам
анча илиқ келган. 2002-2003 йилларда ушбу ойда ҳарорат +34-35 даражага
кўтарилган. Ойи охирида ҳарорат +31-32 даражани ташкил этган. Октябрь
ойи учун энг паст ҳарорат сўнгги даврларда 2016 йилда кузатилган бўлиб,
ҳаво ҳарорати -2-4 даража совуққача тушиб кетган. Ноябрь ойи 2010 йил
жуда қуруқ келган бўлса, 2011 йилда серёғин келганлиги ҳам ижобий ҳол
эмас. 67
Иқлим ўзгаришлари оқибатида вужудга келган салбий аҳволни
бартараф этиш учун нима қилмоқ керак? MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference ҳудуддаги
микроиқлимни
юмшатишга
сабаб
бўлади. Шунингдек,
кўкаламзорлаштирилган ҳудудларни, айниқса шаҳар ва автомобил
йўллари четида яшил ҳудудларни кенгайтириш зарарли моддалар
миқдорини камайишига хизмат қилади. Тўртинчидан, сувдан оқилона фойдаланиш. Томчилаб суғоришни
ташкил этиш, сув ресурсларидан оқилона фойдаланиш ҳам ўз навбатида
иқлим ўзгаришларига мослашиш учун хизмат қилади. Бешинчидан,
яшил
иқтисодиётни
ривожлантириш,
яъни
чиқиндисиз
технологиялар. энергиятежамкор,
ресурстежамкор,
чиқиндисиз, кам чиқиндили технологиялардан фойдаланишни жорий
этиш ёки бошқачароқ қилиб айтганда мамлакатда яшил иқтисодиётни
жорий этиш зарур. Олтинчидан, қайта тикланувчи энергия манбаларидан фойдаланиш. Қуёш, шамол энергияларидан фойдаланиш билан биргаликда атом
энергетикасини ривожлантириш орқали атмосферага иссиқхона газлари
чиқарилишини олдини олиш орқали иқлим ўзгаришлари оқибатларини
маълум бир даражада камайтириш мумкин ва бошқалар5. 66
Иқлим ўзгаришлари оқибатида бизнинг минтақада аҳвол
қандай? 5Холмўминов Ж.Т.Энергетика соҳасидаги муносабатларни ҳуқуқий тартибга солиш. Монография. Тошкент,
ТДЮУ,2019.-215-б Иқлим ўзгаришлари оқибатида бизнинг минтақада аҳвол
қандай? 66
5Холмўминов Ж.Т.Энергетика соҳасидаги муносабатларни ҳуқуқий тартибга солиш. Монография. Тошкент,
ТДЮУ,2019.-215-б 66
5Холмўминов Ж.Т.Энергетика соҳасидаги муносабатларни ҳуқуқий тартибга солиш. Монография. Тошкент,
ТДЮУ,2019.-215-б MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Ҳудудларда, айниқса шаҳар жойларида дарахтзорларни янада
кўпайтириш, дарахтларнинг асоссиз кесилишига йўл қўймаслик керак. Зотан, табиий бойликларимизга эҳтиёткорона муносабатда бўлсак, сув,
газ, электр энергиясининг ортиқча сарфига йўл қўймасак, ўзимиз
яшаётган ҳудуд, ҳовли ёки кўчанинг тоза ва озодалигига эътибор
қаратсак, нур устига нур бўлур эди. Иқлим ўзгариши муаммоси Ўзбекистонга ҳам ўз таъсирини
кўрсатиши мумкинми? Содир бўлиши мумкин бўлган оқибатлар қаторида қуйидагиларни
кўрсатиш мумкин: cув ресурслари тақчиллигининг кучайиши; ўртача
ҳароратнинг ошиши; ёғингарчиликларнинг нотекис тақсимланиши-
ёғингарчиликларсиз қурғоқчилик узоқ давом этиши ва бир мартада кўп
миқдорда ёғингарчиликлар бўлиши; қишлоқ хўжалигида етиштириш учун
мақбул экинлар таркиби бутунлай ўзгариши; ҳарорат режими кучайиши
натижасида аҳоли саломатлиги билан боғлиқ муаммолар кўпайиши;
ўсимликлар ва ҳайвонларнинг аксарият турлари яшайдиган ареаллар
қайта
тақсимланиши,
демак,
экологик
жараёнлар,
бериладиган
маҳсулотлар
ва
бажариладиган
функциялар
тубдан
ўзгариши;
саҳролашиш жараёнларининг кучайиши, демак, яшаш ва хўжалик юритиш
мумкин бўлган ерлар камайиши; иқтисодиёт секторлари таъсирининг
тўлиқ қайта тақсимланиши ва бошқалар. Иқлим ўзгаришлари оқибатида вужудга келган салбий аҳволни
бартараф этиш учун нима қилмоқ керак? 67 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference International scientific-online conference International scientific online conference Иқлим ўзгаришларининг нохуш оқибатларига қарши курашиш
мақсадида Ўзбекистон ҳукумати томонидан халқаро ҳамжамият билан
ҳамкорлик фаол йўлга қўйилган. Ўзбекистон юқорида тилга олинган
халқаро шартнома ва битимларга қўшилган. Жумладан, 2016 йил 19
апрель куни Ўзбекистон Париж битимига қўшилди. Жойларда кейинги
йилларда минтақа мамлакатлари ўртасида ўзаро ҳамкорлик муҳитининиг
ривожланиши, муносабатларнинг илиқлашиши иқлим ўзгаришларини
мувофиқлаштиришга ҳам ижобий таъсир қилиши мумкин. Хусусан август
ойида Туркманистонда Орол муаммосига бағишлаб ўтказилган саммитда
ҳам минтақадаги давлат раҳбарлари ана шу масалаларни кенг муҳокама
қилиб, зарур чора-тадбирларни белгилаб олишди. Бироқ, бу масала фақат давлат идоралари, соҳа мутахассислари
зиммасидаги вазифа эмас. Ҳар бир инсон глобал исиш, иқлим
ўзгаришларининг олдини олишга қўлидан келганча ҳисса қўшиши шарт. Ишлаб чиқариш корхоналарида асосан қайта тикланувчи энергия
манбаларидан фойдаланиш, имкон қадар экологик тоза транспорт
воситалари (велосипед, электромобил) хизматидан фойдаланиш, йирик
шаҳаларимизда автомобилсиз кунларни жорий этиш, кўп миқдорда
ёқилғи сарфлайдиган автомашиналар учун тўловларни ошириш сингари
чоралар ҳам маълум маънода иқлим ўзгаришларини чеклашга ёрдам
бериши мумкин. 68
р
у Иқлим ўзгаришининг олдини олиш учун қандай тавсиялар
бериш мумкин? Қазиб олинадиган ёқилғидан фойдаланишни камайтириш ва қайта
тикланадиган энергия манбаларига ўтиш; энергия самарадорлигини
ошириш
ва
соҳаларни
энергия
тежовчи
технологиялар
билан
модернизация
қилиш;
табиатда
яшилликни
кўпайтириш,
ўрмон
ёнғинларининг олдини олиш, дарахтзорларни кўпайтириш; экологик тоза
қишлоқ хўжалигига ўтиш; тупроқ таркибидаги органик моддаларни
сақлаб қолиш (чунки уларнинг йўқолиши тўғридан тўғри иссиқхона
эффектига таъсир қилади); экологик тежамкор транспорт турларига ўтиш. 69
Иқлим ўзгаришининг олдини олиш учун инсонлар нима қилиши
мумкин? 69
Иқлим ўзгаришининг олдини олиш учун инсонлар нима қилиши
мумкин? Иқлим ўзгаришининг олдини олиш учун инсонлар
мумкин? MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Олимларнинг иқлим ўзгариши борасидаги билими ўсиб бормоқда. Масалан, ҳозир улар иқлим ўзгариши ва кучли ёқингарчилик ёки аномал
иссиқ каби алоҳида ҳолатлар ўртасидаги алоқани аниқлай олади. Келажакда улар бундай кескин ўзгаришларни олдиндан яхшироқ башорат
қила олишига умид қилинмоқда. Олимларнинг тахминига қараганда
одамлар: Жамоат транспорти ёки велосипеддан кўпроқ фойдаланиб, шахсий
автомашинага қарамликни камайтириш; Уйларининг иссиқлик сақлашини
яхшилаш; Камроқ парвоз қилиш; Гўшт ва сут маҳсулотлари истеъмолини
камайтириши мумкин. Иқлим ўзгариши: Жаҳонда +50 градусли кунлар
сони икки баравар кўпайган. р
р ў Хулоса Хулоса
Иқлим
кўрсаткичларининг
йил
сайин
тобора
ёмонлашиб
бораётганини инсоният Ердан шафқатсизларча фойдаланишни давом
эттираётгани билан боғлаш мумкин. Кўпчилик давлатлар томонидан бу
жараён хавфсизликка қарши энг катта таҳдид сифатида кўрилмоқда. Дунё
бўйлаб
содир
бўлган
аянчли
ҳодисалар
экологик
хавфсизликни
таъминлашнинг қўшимча механизмларини ишлаб чиқишга етарли
даражада кучли туртки бериши керак. Йўқса кейинчалик жуда кеч бўлиши
мумкин. Иқлим ўзгаришлари шароитида экологик хавфсизликни ҳуқуқий
таъминлашга оид қабул қилинган экологик қонунлар талабларига қатиий
риоя қилиш ва бажариш лозим бўлади. 70
риоя қилиш ва бажариш лозим бўлади. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Хулоса қилиб айтганда, глобал тусдаги экологик муаммони бир ёки
икки давлатнинг саъй-ҳаракати билан бартараф этиб бўлмайди. Бунга
барча давлатлар ҳамжиҳатликда экологик муаммони бартараф этиш учун
курашиш талаб этилади. Келгуси авлодлар учун мусаффо осмон, гўзал
табиат ва унинг бебаҳо неъматларини бекаму кўст ҳолда етказиш
барчамизнинг
умуминсоний
бурчимиз
эканлигини
ҳеч
қачон
унутмаслигимиз лозим6. References: References:
1.Ўзбекистон Президенти Шавкат Мирзиёев БМТ Бош Ассамблеясининг
72-сессиясида сўзлаган нутқи. https://uza.uz/uz/posts/zbekiston-prezidenti-
shavkat-mirziyeev-bmt-bosh-assambleyasi-20-09-2017 2.“2019-2030 йиллар даврида Ўзбекистон Республикасининг “яшил”
иқтисодиётга ўтиш стратегиясини тасдиқлаш тўғрисида”ги Ўзбекистон
Республикаси
Президентининг
қарори.//
Қонун
ҳужжатлари
маълумотлари миллий базаси, 05.10.2019 й., 07/19/4477/3867-сон
3.Ўзбекистон
Республикаси
Президентининг
“2022-2026
йилларга
мўлжалланган Янги Ўзбекистоннинг тараққиёт Стратегияси тўғрисида”ги
фармони.// Қонунчилик маълумотлари миллий базаси, 29.01.2022 й.,
06/22/60/0082-сон 5.Холмўминов
Ж.Т.Энергетика
соҳасидаги
муносабатларни
ҳуқуқий
тартибга солиш. Монография. Тошкент, ТДЮУ,2019.-215-б 6.Холмўминов Ж.Т.Қишлоқ хўжалигини барқарорлаштириш ва иқлим
ўзгаришлари оқибатларини юмшатиш. Рисола. Тошкент, ТДЮУ,2018.-98-б 71
6 Холмўминов Ж.Т.Қишлоқ хўжалигини барқарорлаштириш ва иқлим ўзгаришлари оқибатларини юмшатиш. Рисола. Тошкент, ТДЮУ,2018.-98-б
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https://openalex.org/W4362461665
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https://figshare.com/articles/journal_contribution/Supplementary_Table_2_from_Notch3_Pathway_Alterations_in_Ovarian_Cancer/22399149/1/files/39844878.pdf
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English
| null |
Supplementary Table 1 from Notch3 Pathway Alterations in Ovarian Cancer
| null | 2,023
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cc-by
| 414
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Supplementary Table 2. The siRNA and Primer Sequences
siRNA
Vendor
Sequence (5”-3”)
Control sense
TTCTCCGAACGTGTCACGT [dT][dT]
Control antisense
ACGTGACACGTTCGGAGAA [dT][dT]
Notch3 #1sense
GGUAGUAAUGCUGGAGAUU[dT][dT]
Notch3 #1antisense
AAUCUCCAGAUUACUACC [dT][dT]
Notch3 #2 sense
CUGUCUUGCUGCUGGUCAU[dT][dT]
Notch3 #2 antisense
AUGACCAGCAGCAAGACAG [dT][dT]
Notch3 #3 sense
CCGUUAUGCCCGUGCUGAU[dT][dT]
Notch3 #3 antisense
AUCAGCACGGGCAUAACGG[dT][dT]
Jagged-1 #1sense
GAAUGUGAGGCCAAACCUU[dT][dT]
Jagged-1 #1antisense
AAGGUUUGGCCUCACAUUC[dT] [dT]
Jagged-1 #2 sense
CCUGUAACAUAGCCCGAAA[dT] [dT]
Jagged-1 #2 antisense
UUUCGGGCUAUGUUACAGG[dT][dT]
Jagged-1 #3 sense
CAUCGAUUAUUGUGAGCCU[dT] [dT]
Jagged-1 #3 antisense
AGGCUCACAAUAAUCGAUG[dT] [dT]
RPS6KB1 #1sense
GGAAUAUUUAUGGAAGACA[dT] [dT]
RPS6KB1 #1antisense
UGUCUUCCAUAAAUAUUCC[dT] [dT]
RPS6KB1 #2 sense
GAUAGUAAGAAAUGCUAAA [dT] [dT]
RPS6KB1 #2 antisense
UUUAGCAUUUCUUACUAUC[dT] [dT]
Dynamin1 #1sense
CAGCUAUGCUAUCAAGAAU[dT] [dT]
Dynamin1 #1antisense
AUUCUUGAUAGCAUAGCUG[dT] [dT]
Dynamin1 #2 sense
GAGAUUCUGGUCAUCCGCA[dT][dT]
Dynamin1 #2 antisense
UGCGGAUGACCAGAAUCUC[dT] [dT]
Dynamin1 #3 sense
CUUUCGAGCUGGUCAAGAU[dT][dT]
Dynamin1 #3 antisense
AUCUUGACCAGCUCGAAAG[dT] [dT]
Dynamin2 #1sense
CCCUUGACACCAUCCUGAA[dT][dT]
Dynamin2 #1antisense
UUCAGGAUGGUGUCAAGGG[dT][dT]
Dynamin2 #2 sense
CCCUCAAGGAGGCGCUCAA[dT] [dT]
Dynamin2 #2 antisense
UUGAGCGCCUCCUUGAGGG[dT][dT]
Dynamin2 #3 sense
CCAACAUGGACCUGGCCAA[dT] [dT]
Dynamin2 #3 antisense
UUGGCCAGGUCCAUGUUGG[dT][dT]
Dynamin3 #1sense
CCCAUUAAUUUACGAGUCU[dT] [dT]
Dynamin3 #1antisense
AGACUCGUAAAUUAAUGGG[dT] [dT]
Dynamin3 #2 sense
CCUUAUGAUCAAUAACGUU[dT] [dT]
Dynamin3 #2 antisense
AACGUUAUUGAUCAUAAGG[dT] [dT]
Dynamin3 #3 sense
GAUCUACCUGGAAUAACUA[dT] [dT]
Dynamin3 #3 antisense
UAGUUAUUCCAGGUAGAUC[dT] [dT] Supplementary Table 2. The siRNA and Primer Sequences
siRNA
Vendor
Sequence (5”-3”)
Control sense
TTCTCCGAACGTGTCACGT [dT][dT]
Control antisense
ACGTGACACGTTCGGAGAA [dT][dT]
Notch3 #1sense
GGUAGUAAUGCUGGAGAUU[dT][dT]
Notch3 #1antisense
AAUCUCCAGAUUACUACC [dT][dT]
Notch3 #2 sense
CUGUCUUGCUGCUGGUCAU[dT][dT]
Notch3 #2 antisense
AUGACCAGCAGCAAGACAG [dT][dT]
Notch3 #3 sense
CCGUUAUGCCCGUGCUGAU[dT][dT]
Notch3 #3 antisense
AUCAGCACGGGCAUAACGG[dT][dT]
Jagged-1 #1sense
GAAUGUGAGGCCAAACCUU[dT][dT]
Jagged-1 #1antisense
AAGGUUUGGCCUCACAUUC[dT] [dT]
Jagged-1 #2 sense
CCUGUAACAUAGCCCGAAA[dT] [dT]
Jagged-1 #2 antisense
UUUCGGGCUAUGUUACAGG[dT][dT]
Jagged-1 #3 sense
CAUCGAUUAUUGUGAGCCU[dT] [dT]
Jagged-1 #3 antisense
AGGCUCACAAUAAUCGAUG[dT] [dT]
RPS6KB1 #1sense
GGAAUAUUUAUGGAAGACA[dT] [dT]
RPS6KB1 #1antisense
UGUCUUCCAUAAAUAUUCC[dT] [dT]
RPS6KB1 #2 sense
GAUAGUAAGAAAUGCUAAA [dT] [dT]
RPS6KB1 #2 antisense
UUUAGCAUUUCUUACUAUC[dT] [dT]
Dynamin1 #1sense
CAGCUAUGCUAUCAAGAAU[dT] [dT]
Dynamin1 #1antisense
AUUCUUGAUAGCAUAGCUG[dT] [dT]
Dynamin1 #2 sense
GAGAUUCUGGUCAUCCGCA[dT][dT]
Dynamin1 #2 antisense
UGCGGAUGACCAGAAUCUC[dT] [dT]
Dynamin1 #3 sense
CUUUCGAGCUGGUCAAGAU[dT][dT]
Dynamin1 #3 antisense
AUCUUGACCAGCUCGAAAG[dT] [dT]
Dynamin2 #1sense
CCCUUGACACCAUCCUGAA[dT][dT]
Dynamin2 #1antisense
UUCAGGAUGGUGUCAAGGG[dT][dT]
Dynamin2 #2 sense
CCCUCAAGGAGGCGCUCAA[dT] [dT]
Dynamin2 #2 antisense
UUGAGCGCCUCCUUGAGGG[dT][dT]
Dynamin2 #3 sense
CCAACAUGGACCUGGCCAA[dT] [dT]
Dynamin2 #3 antisense
UUGGCCAGGUCCAUGUUGG[dT][dT]
Dynamin3 #1sense
CCCAUUAAUUUACGAGUCU[dT] [dT]
Dynamin3 #1antisense
AGACUCGUAAAUUAAUGGG[dT] [dT]
Dynamin3 #2 sense
CCUUAUGAUCAAUAACGUU[dT] [dT]
Dynamin3 #2 antisense
AACGUUAUUGAUCAUAAGG[dT] [dT]
Dynamin3 #3 sense
GAUCUACCUGGAAUAACUA[dT] [dT]
Dynamin3 #3 antisense
UAGUUAUUCCAGGUAGAUC[dT] [dT] Supplementary Table 2. The siRNA and Primer Sequences Primers Primer
Sequence 5”-3”
PSEN1 for
TGCTCCTGCCGTTCTCTATT
PSEN1 rev
AGTTACCTGCACCGTTGTCC
NCSTN for
ACGTGGATAACCCCTGTGTC
NCSTN rev
ACGTGGATAACCCCTGTGTC
APH1A for
GGACCAAGATGAACCAGACC
APH1A rev
CTTGATCACTGTGGCTGGG
APH1B for
ATGCCCCAGAATACATGCAG
APH1B rev
AGTGGGCATTCATGGAGATT
PSENEN for
TGACCAACCAGAGAAAAGGC
PSENEN rev
ATGAACCTGGAGCGAGTGTC
Dynamin1 for
CTCGGCATATTCTGTGGTTG
Dynamin1 rev
GCTCGAGAATTTCGTAGGCA
Dynamin2 for
TCGGCATGTTCTGTTTTTGA
Dynamin2 rev
GGTGCTGGAGAACTTCGTG
Dynamin3 for
TTCAGGTTGTCCAAGGGAAG
Dynamin3 rev
CTCGAAGGGATACTGGTTCG
Jagged 1 for
ACTGTCAGGTTGAACGGTGTC
Jagged 1 rev
ATCGTGCTGCCTTTCAGTTT
RPS6KB1 for
TTCTCACAATGTTCCATGCC
RPS6KB1 rev
CTCTGAGGATGAGCTGGAGG
18S for
CGCCGCTAGAGGTGAAATTC
18S rev
TTGGCAAATGCTTTCGCTC
|
https://openalex.org/W2971736753
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https://repository.ubn.ru.nl/bitstream/handle/2066/212259/1/212259.pdf
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English
| null |
Attentional bias for food cues in advertising among overweight and hungry children: An explorative experimental study
|
Food quality and preference
| 2,020
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cc-by
| 8,375
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Attentional bias for food cues in advertising among overweight and hungry children: An
explorative experimental study
Folkvord, F.; Anschutz, D.J.; Buijzen, M.A.
2020, Article / Letter to editor (Food Quality and Preference, 79, (2020), article 103792)
Doi link to publisher: https://doi.org/10.1016/j.foodqual.2019.103792 Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/212259
Download date: 2024-10-24 Frans Folkvorda,b,⁎, Doeschka J. Anschützc, Moniek Buijzenc Frans Folkvorda,b,⁎, Doeschka J. Anschützc, Moniek Buijzenc a Tilburg School of Humanities and Digital Sciences, Department Communication and Cognition, Tilburg University, Warrandelaan 2, 5037 AB Tilburg, the Netherlands
b Open Evidence Research, Ramble Poblenou 22a, 08018 Barcelona, Spain
c The Behavioural Science Institute, Radboud University, Montessorilaan 3, 6525 HR Nijmegen, the Netherlands Humanities and Digital Sciences, Department Communication and Cognition, Tilburg University, Warrandelaan 2, 5037 AB Tilburg, the Netherlands
earch, Ramble Poblenou 22a, 08018 Barcelona, Spain a Tilburg School of Humanities and Digital Sciences, Department Communication and Cognition, Tilburg University, Warrandelaan 2, 5037 AB
b Open Evidence Research, Ramble Poblenou 22a, 08018 Barcelona, Spain c The Behavioural Science Institute, Radboud University, Montessorilaan 3, 6525 HR Nijmegen, the Netherlands A R T I C L E I N F O Keywords:
Food cues
Energy-dense snacks
Childhood obesity
Attentional bias
Advertising Keywords:
Food cues
Energy-dense snacks
Childhood obesity
Attentional bias
Advertising People with an increased motivation for rewarding substances show increased automatic selective attention
towards cues that are related to that specific substance. The aim of this study was to explore if overweight and
hungry children have an attentional bias for food cues in food advertising. A randomized between-subject design
was used with 95 children who played an advergame that promoted either energy-dense snacks or non-food
products. Overweight children had a higher gaze duration for the food cues compared to normal weight children. No effects were found of overweight on the attentional bias measurements for the non-food cues. Furthermore,
hungrier children had a higher gaze duration, a higher number of fixations, and a faster latency of initial fixation
on the food cues than less hungry children, while we found the opposite results for the non-food cues. The
findings largely confirm our expectations, adding important knowledge about individual susceptibility to food
advertisements. Overweight and hungrier children seem to be stronger affected by food advertising than normal
weight and less hungry children. This study is the first that examined attentional bias in a food advertisement
that is highly comparable to advertisements that are used by food companies, thereby increasing the external
validity of the findings. The second strength is that the development of an attentional bias for food cues is
developing at a young age and it was examined in a real-life situation. https://doi.org/10.1016/j.foodqual.2019.103792
Received 23 June 2019; Received in revised form 6 September 2019; Accepted 6 September 2019
⁎ Corresponding author at: Tilburg School of Humanities and Digital Sciences, Department Communication and Cognition, Tilburg University, Warrandelaan 2,
5037 AB Tilburg, the Netherlands
E-mail address: fransfolkvord@gmail.com (F. Folkvord).
Available online 07 Septem
ber 2019
©
h
h
bl hdb
l
d h
l
d
h
l Note: To cite this publication please use the final published version (if applicable). Food Quality and Preference 79 (2020) 103792 Contents lists available at ScienceDirect ⁎ Corresponding author at: Tilburg School of Humanities and Digital Sciences, Department Communication and Cognition, Tilburg University, Warrandelaan 2,
5037 AB Tilburg, the Netherlands
E-mail address: fransfolkvord@gmail.com (F. Folkvord). https://doi.org/10.1016/j.foodqual.2019.103792
Received 23 June 2019; Received in revised form 6 September 2019; Accepted 6 September 2019
Available online 07 Septem
ber 2019
0950-3293/ ©
2020 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecom
m
ons.org/licenses/BY/4.0/). https://doi.org/10.1016/j.foodqual.2019.103792
Received 23 June 2019; Received in revised form 6 September 2019; Accepted 6 September 2019
Available online 07 Septem
ber 2019
0950-3293/ ©
2020 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecom
m
ons.org/licenses/BY/4.0/). 2. Theory Attentional bias theory suggests that when people have an increased
motivation to receive or avoid a rewarding substance, like palatable
food, they show increased attention towards cues that are related to
that substance (Field & Cox, 2008; Werthmann et al., 2011). Further-
more, attention biases and craving for the rewarding substance are
assumed to be reciprocally related. Attention biases for food may elicit
craving, and craving can in turn trigger attentional biases for food. This
self-stimulating circle may cause a preoccupation with palatable food
(Nijs, Franken, & Muris, 2010). Subsequently, the child had a small break for 5 min. After the break,
the experimenter and the child filled out the second part of the online
questionnaire. The second part of the questionnaire consisted of ques-
tions that assessed brand recognition and attitude to the brand shown in
the advergame. The experimenter read the questions and answers
aloud, and the children gave their answers to the experimenter who
filled the answers in the computer. When the questionnaire was fin-
ished, the experimenter measured height and weight of the children. The children were then accompanied back to their (class)rooms, and
the experimenter invited the next child to participate. The experimenter
requested that all children refrained from discussing the experiment
with their classmates. The incentive-sensitization model of obesity suggests that repeated
pairings of reward from food intake and cues that predict future caloric
intake result in increased attention to these food cues (Berridge, 2009). In line with this model, numerous studies have found that overweight
individuals have more attention for food cues than normal weight in-
dividuals (Castellanos et al., 2009; Nijs, Muris, et al., 2010; Nijs, Muris,
Euser & Franken, 2010; Werthmann et al., 2011). For example, over-
weight individuals directed their first gaze more often toward food
pictures than healthy-weight individuals (Castellanos et al., 2009). Furthermore, obese individuals retained incentive salience for food cues
despite feeding and decreased self-reported hunger levels, while normal
weight individuals showed no attentional bias for food cues after eating
and decreased hunger (Castellanos et al., 2009). In addition to over-
weight people, hungrier people also seem to have an automatic selec-
tive preference for food cues compared to less hungry people (Nijs,
Franken, et al., 2010). This can be explained from an evolutionary
perspective, because a selective detection of food seems to be one of the
most adaptive characteristic of humans and animals2. 1. Introduction behaviour of children and found that food advertising techniques are
effective (Boyland et al., 2016; Folkvord, Anschütz, Boyland, Kelly, &
Buijzen, 2016, Folkvord & van‘t Riet, 2018). Considering that most food
advertising promotes unhealthy, palatable, and rewarding food pro-
ducts, it is considered to be an important factor in the current obesity
epidemic (Boyland et al., 2016; Folkvord, 2019; Folkvord et al., 2016;
Harris, Bargh, & Brownell, 2009). Food commercials influence chil-
dren’s preferences (Borzekowski & Robinson, 2001), requests for
(Buijzen & Valkenburg, 2002), and consumption of advertised products
(Folkvord, Anschütz, Buijzen, & Valkenburg, 2013, Folkvord, Anschütz,
Nederkoorn, Westerik, & Buijzen, 2014, 2015, 2016, 2017). Several
studies have shown that children with overweight or obesity may be
particularly vulnerable to these effects (Folkvord et al., 2015, 2016;
Halford et al., 2004, 2007). Childhood obesity remains a major public health priority worldwide
(Silventoinen et al., 2004). A central factor in understanding the impact
of the environment on the obesity epidemic will be to explore the in-
fluence of industry-developed food cues on the brain and behaviour
(Brownell & Gold, 2014; Folkvord, 2019). In an “obesogenic” society
that is characterized by an abundance of highly palatable food items
and the presence of food-related cues, people are frequently exposed to
attractive food and food-related cues (Wardle, Carnell, Haworth, &
Plomin, 2008). Food advertisements are omnipresent and contrived to
be attention-grabbing, activating people’s consumer behaviours. These
food advertisements are mostly promoting energy-dense snacks, high in
salt, sugar and fat, and have low nutritional value (WHO, 2009). Remarkably, there is very little research about attentional bias for
food cues among children, in particular in real-life contexts, such as
food advertising. A recent systematic review assessing the effect of food
marketing on children’s attitudes, preferences and consumption showed Motivational stimuli, like food advertisements, capture attention
and trigger neurological reward systems, promoting craving and moti-
vating behaviour toward the foods (Castellanos et al., 2009). Multiple
studies have examined the effects of food marketing on eating Food Quality and Preference 79 (2020) 103792 F. Folkvord, et al. hungry children (H3), while no differences are expected in attentional
bias for the non-food cues (H4). hungry children (H3), while no differences are expected in attentional
bias for the non-food cues (H4). that there is a lack of use of physiological methodologies in researching
food marketing effects (Smith, Kelly, Yeatman, & Boyland, 2019). 1. Introduction The
development of attentional biases is a process of classical conditioning
(Field & Cox, 2008), which starts at a very young age. For example,
children who show elevated reward circuitry responsitivity during food
cue exposure also show increased attention for food cues and have a
greater risk for future weight gain (Yokum, Ng, & Stice, 2012a; Yokum,
Ng, & Stice, 2012b). Next, there are no studies reported that examined
attentional bias for food cues in food advertisements, although food
advertisements are specifically designed to capture attention and
overweight and hungry children are more susceptible to food adver-
tisements (Bruce et al., 2013; Forman, Halford, Summe, Macdougall, &
Keller, 2009; Folkvord et al., 2015, 2016, 2019; Halford, Gillespie,
Brown, Pontin, & Dovey, 2004). 3.1. Procedure The committee for ethical concerns in the Behavioral Science
Institute at the Radboud University approved the current study. After
obtaining consent from the schools to participate, parents were sent a
letter with detailed information regarding the study. Around 90% of the
children participated. It was emphasized to the parents and the children
on beforehand that the data would remain confidential and that chil-
dren could cease participation at any moment. In this study eye movements during exposure to an advergame
promoting energy-dense snacks or non-food products were measured,
to assess duration of fixation, number of fixations, and the latency of
initial fixations on food or non-food cues (for more information see
Field & Cox, 2008; Mogg, Bradley, Field, & de Houwer, 2003). Adver-
games are online electronic games that are used to advertise a product
or a brand, frequently used by food companies. Experimental studies
have found that advergames that promote food increase subsequent
food intake among children (Folkvord et al., 2013; Folkvord et al.,
2014; Folkvord, Anschütz, Wiers, & Buijzen, 2015). Until now, no study
has examined an attentional bias for food cues during exposure to food
advertisements among children. Children were individually tested at their schools during regular
school hours. The teacher assigned the children (in alphabetical order)
to the experimenter and the experimenter brought each child to a se-
parate (class)room containing a computer. The children started with an
online questionnaire to assess sex, age, group and pre-experimental
hunger. Subsequently, the child was placed behind a separate computer
to play one version of the advergames and the child’s eyes were cali-
brated and validated. After calibration, the experimenter instructed the child to play the
advergame. The experimenter read the instructions from the screen. The child would be playing a memory game for 5 min and should at-
tempt to finish as many games as possible, which were unlimited. The
experimenter left the room until the child finished playtime. When the
playtime was finished, the child signaled the experimenter. Children
had a 5 min break after playing the advergame, before we continued the
rest of the experiment, where they could snack ad libitum from two
bowls containing energy-dense snacks for 5 min. The children were not
told about the break before the advergame. The effect of the adver-
games on the snack intake is described elsewhere (Folkvord et al.,
2015). 2. Theory Different studies
have found that the motivational state of hunger is associated with an
attentional bias toward food-related cues (Castellanos et al., 2009;
Mogg, Bradley, Hyare, & Lee, 1998; Nijs, Muris, et al., 2010; Veenstra &
de Jong, 2010). 3.3. Measures Attentional bias. To measure the participants’ attention to food-re-
lated or non-food cues, three dependent variables were used: (1) the
duration of fixations (i.e. gaze duration), (2) the number of fixations on
the cues, and (3) the latency of initial fixations on the cues. A partici-
pant’s gaze duration was defined as the overall amount of time that the
participant’s gaze was directed to the food or non-food cues. Number of
fixations was determined by counting the total number of times the
participant fixated on the food or non-food cues. Initial fixation was
defined as the time of the first fixation of the cue after its appearance. The food or non-food cues remained visible at the screen at the same
place throughout the game. To compute groups of high versus low at-
tention to the food or non-food cues M split was conducted. BMI. BMI was measured as weight (kg)/height2 (cm). Weight was
measured to the nearest 0.1 kg while the children were wearing
clothing but no shoes. Height was also measured according to standard
procedures to the nearest 0.5 cm. Additionally, BMI was divided in two
different groups by calculating whether the children were underweight
or normal weight (n = 79), and overweight or obese (n = 16), using
international cut-offscores (Cole, Bellizzi, Flegal, & Dietz, 2000). In this
study 6 children were underweight, 73 children were normal weight, 15
children were overweight, and 1 child was obese. Hunger. Hunger was measured by presenting the children with a
visual analogue scale (VAS; 14 cm) to measure the extent to which they
felt hungry before the experiment began. VAS are widely used and are
reliable and valid rating scales for measuring subjective experiences
related to food intake (King & Hill, 2004; Van Laerhoven, Van der Zaag-
Loonen, & Derkx, 2004). The anchors were “not hungry at all” and “very
hungry”. M split-method was used to divide the children in high
(n = 61) vs. low (n = 34) hunger levels. The cut-offscore was a hunger
level of 3.2 cm ( ± 3.7 cm). The advergame was developed by a professional game designer. The
two versions of the game were identical, except for the advertised
brands and products that were shown on the side of the screen. The
game involved a memory game with 16 cards with unbranded toys on
the backside of the cards. 3.3. Measures The front sides of the cards were plain white. The brands (popular candy brand, Fig. 1; or popular toys brand, Fig. 2)
appeared on the left and on the right side of the screen, at random on
the upper or lower part of the screen, and the individual products
(candy or toys) appeared on the opposite side (respectively lower or
upper part) of the screen. The cues of the food and non-food brands and
products were displayed continuously, for the total remaining of the
advergame. Similar to advergames from food companies, two specific
features to immerse the children into the game were integrated. First, a
digital timer appeared on the top left of the screen, and a time bar
appeared in the top center of the screen to exert time pressure on the
children. Second, the game played an unpleasant sound when a child
selected a false pair and a pleasant sound when a child selected a
correct pair. 3.2. Experimental design and stimulus materials This study was part of a larger study (Folkvord et al., 2015), which
focused on the role of attentional bias in the effect of food advergames
on snack intake among children. In the present study two factorial
between-subject designs were used to test our hypotheses: a 2(type of
advergame: energy-dense snacks vs. non-food products) × 2(weight
status: overweight vs. normal weight) design and a 2(type of adver-
game: energy-dense snacks vs. non-food products) × 2(hunger status:
hungry vs. satiated) design. Children were randomly assigned to one of
two conditions, which involved playing (1) the energy-dense snacks
advergame (i.e., promoting a popular candy brand and different
gummy and jelly sweets from this popular candy brand); (2) the non-
food advergame (i.e., promoting a popular toy brand and individual
toys from this brand). Counterbalancing was conducted to start with a
different condition every day. Furthermore, the order of conditions was
also counterbalanced to avoid any order effects. The dependent vari-
ables were the measurements of attentional bias. While playing one of
the advergames, children’s eye movements were recorded with a Based on the attentional bias theory and the incentive-sensitization
model, it is hypothesized that overweight children have a greater at-
tentional bias for the food cues compared to normal weight children
(H1), while no differences are expected in attentional bias for the non-
food cues (H2). Furthermore, it is hypothesized that hungry children
have a greater attentional bias for the food cues compared to less 2 F. Folkvord, et al. Food Quality and Preference 79 (2020) 103792 Food Quality and Preference 79 (2020) 103792 corneal reflection eyetracker (Tobii T120 Eyetracker, Tobii Technology,
Danderyd, Sweden). The Tobii eye-tracking system with a 17″ TFT flat
screen monitor on which the stimuli were presented was used. The eye-
tracking system recorded gaze data of both eyes at 60 Hz with an
average accuracy of 0.5° visual angle. We have used 60 Hz because this
increases the track box, allowing minor movements by the children. We
preferred not to use chin support (which is needed with 120 Hz) to
make the experiment more realistic. Tobii studio was used as software. Before beginning the experiment, children’s gazes were calibrated with
a nine-point calibration procedure, in which an expanding–contracting
circle appeared in every position of a screen-wide 3 × 3 grid of cali-
bration points on a white background. Children were asked to accu-
rately fixate the circle. 3.2. Experimental design and stimulus materials When seven or fewer points were calibrated
successfully, the calibration was repeated for the missing calibration
points; otherwise the experiment commenced. Areas that were specified
as food cues or non-food cues during playtime were measured if both of
the participant’s eyes overlapped with the display of the food or non-
food cues. The memory game that the children played required their
attention continuously, so every time the children directed their eyes
towards one of the nongame related cues, it affected their game results
in a negative way. Children were motivated to finish as many games as
possible, thereby trying to influence their concentration to play the
game. During playtime, every 16.667 ms the eyetracker measured
where the eyes of the children were located. 3.4. Analyses strategy Randomization checks using a one-way analysis of variance was
conducted for sex, age, hunger, brand recognition, candy brand atti-
tude, gaze duration, number of fixations, latency, and BMI. In Table 1,
means and standard deviations are presented for all variables separately
for each condition. Data was tested for normality and homogeneity of variance
(Levene’s test). Distribution of the data was normal and the Levene’s
test showed no significant differences in homogeneity of variance. To
test our hypotheses, three separate multivariate analyses of covariance
were conducted, with age and sex as covariates. The first multivariate
analysis was conducted with BMI, hunger, and type of advergame as
independent variables, and the attentional bias measurements (gaze
duration, number of fixations, and latency of initial fixation) as de-
pendent variables, see Table 2. The second multivariate analysis was
conducted with an interaction between BMI and type of advergame,
and the attentional bias measurements as dependent variable, see
Table 3. The third multivariate analysis was conducted with an inter-
action between hunger levels and type of advergame, and the atten-
tional bias measurements as dependent variables, see Table 4. Bonfer-
roni corrections were used to correct for multiple comparisons. The
hypotheses were tested with one-tailed analyses, the adjusted p-value
that was considered significant was 0.05. We calculated effect sizes for
Cohen’s d and Cohen’s f2. Fig. 1. A visualization of the advergame promoting energy-dense snacks. 4.2. Main analyses Table 2
Results from the first multivariate analysis of covariance, with attentional bias
measures as dependent variables.1
Gaze duration
(ms)
Number of
fixations
Latency (ms)
Sex (boy = 1,
girl = 0)
F (1, 89) = 0.002
F (1, 89) = 0.083
F (1, 89) = 0.499
Age (y)
F (1, 89) = 0.156
F (1, 89) = 1.879
F (1, 89) = 0.073
Hunger on VAS3
(cm)
F (1, 89) = 0.026
F (1, 89) = 1.717
F (1, 89) = 0.004
BMI
F (1, 89) = 8.3522
F (1, 89) = 2.795
F (1, 89) = 0.083
Advergames
F (1, 89) = 0.402
F (1, 89) = 0.316
F (1, 89) = 0.042
Explained variance
(%)
8.9
7.6
9
1 n = 95. 2 p < 0.01. 3 VAS, visual analog scale. Table 2
Results from the first multivariate analysis of covariance, with attentional bias
measures as dependent variables.1 Results from the first multivariate analysis of covariance, with attentional bias
measures as dependent variables.1 The results (see Table 2) from the first multivariate analysis of
covariance yielded a significant effect for BMI on gaze duration
(P < 0.001, Cohen’s d = 0.70). Overweight children had a higher gaze
duration for the commercial cues (food as well as non-food) in the
advergames (M = 8807.3 ms, SD = 5087.5 ms) than normal weight
children (M = 5689.0 ms, SD = 3642.6 ms). In agreement with H1, the
post hoc analysis showed that overweight children who played the en-
ergy-dense advergame (M = 9652.1 ms, SD = 6602.2 ms) had a higher
gaze duration for food cues (P < 0.05, Cohen’s d = 0.72) than normal
weight
children
who
played
the
energy-dense
advergame
(M = 5802.3 ms, SD = 3642.1 ms), see also Fig. 3. Overweight children
who played the non-food advergame did not have a higher gaze dura-
tion to the non-food cues (P > 0.05) than normal weight children,
thereby supporting H2. Furthermore, no main effect of BMI was found
on number of fixations and latency of initial fixation (P > 0.05), which
contradicts H1 and supports H2. No effect for hunger was found. Fi-
nally, no effect of sex and age on the attentional bias measurements
(P > 0.05) was found. 4.1. Descriptives The total sample consisted of 116 children (grades 2, 3, and 4) from
3 primary schools in the Netherlands, 44% of the participants were
boys. 15 children were excluded from the analyses because calibration Fig. 1. A visualization of the advergame promoting energy-dense snacks. 3 F. Folkvord, et al. Food Quality and Preference 79 (2020) 103792 Fig. 2. A visualization of the advergame promoting non-food. Fig. 2. A visualization of the advergame promoting non-food. The percentage of overweight children in the current study was higher
than the percentage of overweight children in the Netherlands (13.3%). It is assumed that schools with a higher percentage of overweight
children were more likely to participate in our study because the board
was more interested in possible factors that could explain obesity
among children. No differences were found between the experimental
conditions for sex, age, hunger, candy brand attitude, gaze duration,
number of fixations, latency, and BMI. More children (P < 0.05) re-
cognized the advertised candy brand in the advergame compared to the
toys brand. Correlations were calculated between BMI and hunger and
no significant association between BMI and hunger (r = −0.093) was
found. Sex and age were included in the models as covariates because
other studies have shown that these variables are associated with at-
tentional bias for food cues5,7. Table 1
Variables measured, by condition.1 Table 1
Variables measured, by condition.1
Energy-dense snack (n = 52)
Nonfood (n = 43)
Sex (boy = 1, girl = 0)
44%
47%
Age (y)
8.5 ± 1.1
8.4 ± 1.1
Hunger on VAS2 (cm)
2.9 ± 3.5
3.4 ± 4.5
Brand recognition
77%
46%
Candy brand attitude
11.0 ± 1.9
10.5 ± 1.7
Gaze duration (ms)
6394.6 ± 4374.3
5996.1 ± 3693.5
Number fixations
57 ± 37.6
64.3 ± 36.1
Latency (ms)
11734.3 ± 24183.9
11016.7 ± 18111.0
BMI
17.1 ± 2.5
16.9 ± 2.1
1 n = 95. 2 VAS, visual analog scale. Variables measured, by condition.1 4.2. Main analyses was not successfully conducted, 4 children because they had not fin-
ished the session completely and 2 children because they had outlying
scores on gaze duration (Ms + 2 × SD). The final sample consisted of
95 children. The mean ( ± SD) age of the children in grade 2 (n = 45)
was 7.6 ± 0.54 years, in grade 3 (n = 23) was 8.6 ± 0.73 years, and
in grade 4 (n = 27) was 9.6 ± 0.56 years. In the current sample, 81.4%
of the children were normal weight, 18.6% were overweight or obese. In the second multivariate analysis of covariance (see Table 3) no
significant interaction between BMI and type of advergame on gaze
duration
(P > 0.05),
between
BMI
and
number
of
fixations
(P > 0.05), and between BMI and latency of initial fixation (P > 0.05)
was found. The difference in attentional bias between overweight 4 Food Quality and Preference 79 (2020) 103792 F. Folkvord, et al. Table 3
Results from the second multivariate analysis of covariance, with attentional bias measures as dependent variables.1
Gaze duration (ms)
Number of fixations
Latency (ms)
Sex (boy = 1, girl = 0)
F (1, 88) = 0.011
F (1, 88) = 0.138
F (1, 88) = 0.511
Age (y)
F (1, 88) = 0.132
F (1, 88) = 1.749
F (1, 88) = 0.068
Hunger on VAS4 (cm)
F (1, 88) = 0.005
F (1, 88) = 1.338
F (1, 88) = 0.008
BMI
F (1, 88) = 8.1852
F (1, 88) = 2.8903
F (1, 88) = 0.079
Advergames
F (1, 88) = 0.801
F (1, 88) = 1.174
F (1, 88) = 0.031
BMI*Advergames
F (1, 88) = 0.405
F (1, 88) = 1.004
F (1, 88) = 0.031
Explained variance (%)
8.7
9.3
1.0
1 n = 95. 2 p < 0.01. 3 p < 0.05. 4 VAS, visual analog scale. Table 3
Results from the second multivariate analysis of covariance, with attentional bias measures as dependent variables.1 Fig. 3. Gaze duration between conditions for weight status. children and normal weight children in the advergame promoting en-
ergy-dense snacks was not significantly different than the difference in
attentional bias between overweight children and normal weight chil-
dren in the advergame promoting non-food products. 4.2. Main analyses Results show that hungry
children who played the energy-dense advergame (M = 7826.5 ms,
SD = 5314.3 ms) had a higher gaze duration to the food cues than less
hungry children (M = 5699.1 ms, SD = 3726.7 ms), while hungry
children
who
played
the
non-food
advergame
(M = 4743.2 ms,
SD = 2843.4 ms) had a lower gaze duration to the non-food cues than
less hungry children (M = 6815.4 ms, SD = 3997.3 ms), see also Fig. 4. Furthermore, hungry children who played the energy-dense adver-
game had a higher number of fixations (M = 60.3, SD = 28.9) to the
food cues then less hungry children (M = 55.4, SD = 41.5), while
hungry children who played the non-food game had a lower number of
fixations (M = 46.2, SD = 24.5) to the non-food cues than less hungry
children (M = 69.8, SD = 33.2), see Fig. 5. Finally, hungry children
who
played
the
energy-dense
advergame
(M = 6326.5 ms,
SD = 21773.9 ms) had a faster initial fixation to the food cues than less
hungry children (M = 14360.9 ms, SD = 25148.7 ms), while hungry
children (M = 15317.8 ms, SD = 24185.2 ms) who played the non-food
advergame had a slower initial fixation to the non-food cues than less
hungry children (M = 8204.5 ms, SD = 12485.9 ms). No effects were
found for sex and age (P > 0.05) Fig. 6.. Fig. 3. Gaze duration between conditions for weight status. incentive-sensitization model (Berridge, 2009), it was expected to find
that overweight and hungry children had a greater attentional bias for
the food cues compared to normal weight and less hungry children,
while it was expected no differences in attentional bias for the non-food
cues. The results showed that overweight children had a higher gaze
duration for the food cues than normal weight children. No effect was
found of overweight for number of fixations or latency of initial fixa-
tions for the food cues. These results partly support H1, because no
effect was found of BMI on all attentional bias measures. No effect was
found of overweight for gaze duration, number of fixations or latency of
initial fixation for the non-food cues, thereby supporting H2. The in-
teraction between BMI and type of advergame was not significant. Furthermore, no main effect of hunger was found on the attentional
bias measurements. 4.2. Main analyses However, significant interactions between hunger 4.2. Main analyses In the third multivariate analysis of covariance (see Table 4) a sig-
nificant interaction between hunger and type of advergame on gaze
duration
(P < 0.05,
Cohen’s
f2 = 0.18),
number
of
fixations
(P < 0.05, Cohen’s f2 = 0.19) and latency of initial fixation (P < 0.05,
Cohen’s f2 = 0.15) was found. Although the post hoc analyses showed no significant differences
between the individual cells (P < 0.05), it is important to show the
results of these analyses, see also Fig. 4. Results show that hungry
children who played the energy-dense advergame (M = 7826.5 ms,
SD = 5314.3 ms) had a higher gaze duration to the food cues than less
hungry children (M = 5699.1 ms, SD = 3726.7 ms), while hungry
children
who
played
the
non-food
advergame
(M = 4743.2 ms,
SD = 2843.4 ms) had a lower gaze duration to the non-food cues than
less hungry children (M = 6815.4 ms, SD = 3997.3 ms), see also Fig. 4. Furthermore, hungry children who played the energy-dense adver-
game had a higher number of fixations (M = 60.3, SD = 28.9) to the
food cues then less hungry children (M = 55.4, SD = 41.5), while
hungry children who played the non-food game had a lower number of
fixations (M = 46.2, SD = 24.5) to the non-food cues than less hungry
children (M = 69.8, SD = 33.2), see Fig. 5. Finally, hungry children
who
played
the
energy-dense
advergame
(M = 6326.5 ms,
SD = 21773.9 ms) had a faster initial fixation to the food cues than less
hungry children (M = 14360.9 ms, SD = 25148.7 ms), while hungry
children (M = 15317.8 ms, SD = 24185.2 ms) who played the non-food
advergame had a slower initial fixation to the non-food cues than less
hungry children (M = 8204.5 ms, SD = 12485.9 ms). No effects were
found for sex and age (P > 0.05) Fig. 6.. Although the post hoc analyses showed no significant differences
between the individual cells (P < 0.05), it is important to show the
results of these analyses, see also Fig. 4. 5. Discussion The incentive-sensitization model proposes that obesity is asso-
ciated with anomalous responsitivity of reward circuitry to food. In line
with this theory, hypersensitivity to motivational stimuli with high
incentive salience (i.e. food cues in the advergame) produce a bias in
attentional processing toward food-related cues, triggering the release
of dopamine and driving attention towards food-related cues and con-
sumption (Yokum et al., 2012a). Overweight is a trait that is strongly
linked to attentional biases for food cues (Field & Cox, 2008). This
makes it more difficult for overweight children to lose weight, or
maintain a healthy eating pattern, than for normal weight children. Fig. 4. Gaze duration between conditions for hunger levels. Fig. 5. Number of fixations between conditions for hunger levels. Furthermore, attentional bias theory states that if people have an
increased motivation to receive or avoid a rewarding substance, they
will show automatically increased attention towards cues that are
linked to that substance. The current results show that hungrier chil-
dren have this increased motivation. Hunger is a state which is strongly
related to attention for food cues. From an evolutionary perspective this
is very adaptive, because a selective detection of energy-dense foods
seems a very effective survival characteristic of humans and animals
(Brownell & Gold, 2014). But in an “obesogenic” society, where energy-
dense food is omnipresent and designed to attract attention, this can
have deteriorating effects, because hungrier children are more suscep-
tible to the overwhelming amount of food-related cues and may
therefore choose more often to eat energy-dense snack (Folkvord et al.,
2014). This leads to unhealthy eating patterns and, subsequently, to
overweight. The results from this study add important knowledge to the existing
literature about the effects of food marketing. The results can be used as
an explanation for the findings that overweight and hungrier children
are more susceptible to the impact of food advertisements (Forman
et al., 2009; Halford et al., 2004). Assessing the influence of industry-
developed food cues is considered a central factor of understanding the
environment and its relationship with the obesity rates nowadays
(Brownell & Gold, 2014). While people are evolutionary equipped for
times of scarcity, we are constantly surrounded by plenty images and
videos of high caloric and tasty snacks, especially in food advertise-
ments on television and internet. 5. Discussion Based on attentional bias theory (Field & Cox, 2008) and the Based on attentional bias theory (Field & Cox, 2008) and the Table 4
Results from the third multivariate analysis of covariance, with attentional bias measures as dependent variables.1
Gaze duration (ms)
Number of fixations
Latency (ms)
Sex (boy = 1, girl = 0)
F (1, 88) = 0.001
F (1, 88) = 0.098
F (1, 88) = 0.540
Age (y)
F (1, 88) = 0.049
F (1, 88) = 2.387
F (1, 88) = 0.179
Hunger on VAS4 (cm)
F (1, 88) = 0.002
F (1, 88) = 2.057
F (1, 88) = 0.001
BMI
F (1, 88) = 6.6422
F (1, 88) = 1.907
F (1, 88) = 0.319
Advergames
F (1, 88) = 1.370
F (1, 88) = 0.003
F (1, 88) = 0.071
Hunger*Advergames
F (1, 88) = 4.2043
F (1, 88) = 3.3373
F (1, 88) = 3.0193
Explained variance (%)
13.1
11.0
4.2
1 n = 95. 2 p < 0.01. 3 p < 0.05. 4 VAS, visual analog scale. Table 4
Results from the third multivariate analysis of covariance, with attentional Table 4
Results from the third multivariate analysis of covariance, with attentional bias measures as dependen 5 Fig. 4. Gaze duration between conditions for hunger levels. F. Folkvord, et al. Food Quality and Preference 79 (2020) 103792 F. Folkvord, et al. levels and type of advergame for gaze duration, number of fixation and
latency of initial fixation were found. Hungrier children who played the
energy-dense advergame had a higher gaze duration, a higher number
of fixations and a faster initial fixation to the food cues than less hungry
children, while opposite results were found for the hungry children in
the non-food advergame. The findings from the interaction analyses
support H3 and refute H4. Previous studies have shown that adver-
games promoting unhealthy foods have an effect on pester power
(Dixon, Scully, & Parkinson, 2006), food choice (Dias & Agante, 2011),
food
liking,
nutritional
knowledge
Esmaeilpour,
Heidarzadeh,
Mansourian, & Khounsiavash, 2018), and actual eating behavior (see
for an overview on the effects of advergames Folkvord & van‘t Riet,
2018). Considering that A great number of studies have shown that
advertising knowledge does not results in increased counterarguments
against advertising effects (An, Jin, & Park, 2014; Brucks, Armstrong, &
Goldberg, 1988; Folkvord et al., 2016, 2017; Rozendaal, Lapierre, Van
Reijmersdal, & Buijzen, 2011). References An, S., Jin, H. S., & Park, E. H. (2014). Children's advertising literacy for advergames:
Perception of the game as advertising. Journal of Advertising, 43(1), 63–72. Bannon, K., & Schwartz, M. B. (2006). Impact of nutrition messages on children's food
choice: Pilot study. Appetite, 46, 124e129. Berridge, K. C. (2009). “Liking” and “wanting” food rewards: Brain substrates and roles in
eating disorders. Physiology & Behavior, 97, 537–550. Borzekowski, D. L., & Robinson, T. N. (2001). The 30-second effect: An experiment re-
vealing the impact of television commercials on food preferences of preschoolers. Journal of the American Dietetic Association, 101(1), 42–46. The first strength of this study is that it examines attentional bias in
a food advertisement that is highly comparable to advertisements that
are used by food companies, thereby increasing the external validity of
the findings. The second strength is that the development of an atten-
tional bias for food cues is developing at a young age and it was ex-
amined in a real-life situation. One limitation of this study is the rela-
tively small group of overweight children, thereby possibly creating
false-positive results (Simmons, Nelson, & Simonsohn, 2011). However,
this study is the first to test whether overweight children have more
attention for food cues in a food advertisement. In addition, previous
explorative studies have also used small numbers (Bannon & Schwartz,
2006). Therefore, it is interesting to use these results for further re-
search with larger groups of overweight children. Another limitation is
that we did not assess medium and long-term effects of advertising. Future research should examine how repeated exposure to food cues in
advertising affects attentional bias to food cues among different groups
of children (Folkvord, 2019; Folkvord et al., 2016). Next, the interac-
tion effect between hunger and type of advergame is partly driven by
the increased attention for non-food-related cues by less hungry chil-
dren. Boyland, E. J., Nolan, S., Kelly, B., Tudur-Smith, C., Jones, A., Halford, J. C., et al. (2016). Advertising as a cue to consume: A systematic review and meta-analysis of the effects
of acute exposure to unhealthy food and nonalcoholic beverage advertising on intake
in children and adults, 2. The American Journal of Clinical Nutrition, 103(2), 519–533. Brownell, K. D., & Gold, M. S. (2014). Food and addiction: A comprehensive handbook (1st
ed.). UK: Oxford University Press. Bruce, A. S., Lepping, R. J., Bruce, J. M., Cherry, B. Disclosure statement Folkvord, F., Lupiáñez-Villanueva, F., Codagnone, C., Bogliacino, F., Veltri, G., & Gaskell,
G. (2017). Does a ‘protective’message reduce the impact of an advergame promoting
unhealthy foods to children? An experimental study in Spain and The Netherlands. Appetite, 112, 117–123. No potential conflict of interest was reported by the authors. Acknowledgements Folkvord, F., & van‘t Riet, J. (2018). The persuasive effect of advergames promoting
unhealthy foods among children: A meta-analysis. Appetite, 129, 245–251. lf
d
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&
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(2009)
d Forman, J., Halford, J. C. G., Summe, H., Macdougall, M., & Keller, K. L. (2009). Food
branding influences ad libitum intake differently in children depending on weight
status. Results of a pilot study. Appetite, 53, 76–83. The Behavioural Science Institute, Radboud University Nijmegen,
the Netherlands, funded the research. p
y
pp
,
,
Halford, J. C., Boyland, E. J., Hughes, G., Oliveira, L. P., & Dovey, T. M. (2007). Beyond-
brand effect of television (TV) food advertisements/commercials on caloric intake p
y
pp
,
,
Halford, J. C., Boyland, E. J., Hughes, G., Oliveira, L. P., & Dovey, T. M. (2007). Beyond- Halford, J. C., Boyland, E. J., Hughes, G., Oliveira, L. P., & Dovey, T. M. (2007). Beyond-
brand effect of television (TV) food advertisements/commercials on caloric intake
and food choice of 5–7-year-old children. Appetite, 49(1), 263–267. Appendix A. Supplementary data methodological approaches to measure attentional bias, and the impact
of different factors such as hunger levels, energy–density of visual food
cues and level of restrained eating (Doolan, Breslin, Hanna, Murphy, &
Gallagher, 2014). Based on these findings, it might be too early to
consider attention to food cues as an important factor related to over-
weight and obesity (Doolan et al., 2014; Field et al., 2016). However,
both theoretical understandings and a great amount of empirical evi-
dence highlight the importance of using the most appropriate metho-
dology to use when assessing attentional bias and eating behavior or
weight status. New computing methods have been developed that
showed that the variability of attentional bias for food stimuli sig-
nificantly predict the variance in BMI, showing that large variability of
attentional bias for food cues exists in obese children (Liu et al., 2019). Supplementary data to this article can be found online at https://
doi.org/10.1016/j.foodqual.2019.103792. 5. Discussion A possible explanation why an effect
of BMI was found on gaze duration to the food cues, and not for number
of fixations and latency of the initial fixation to the food cues, might be
that overweight children have a higher attention maintenance bias than
normal weight children (Weierich, Treat, & Hollingworth, 2008). After
the food cues have triggered the attention of children, overweight
children cannot take their eyes offthe food related cues, compared to
normal weight children. It might be that overweight children have not
(yet) developed strategies to direct their attention towards something
else, instead of the attractive food cues. Furthermore, empirical evi-
dence for attentional bias for food in overweight children, adolescents
and adults is contradictory (Dürrschmid, Joechl, & Danner, 2013; Field
et al., 2016; Folkvord et al., 2015; Liu, Roefs, Werthmann, &
Nederkoorn, 2019). This may partly be explained by the use of different Fig. 5. Number of fixations between conditions for hunger levels. Fig. 6. Latency of initial fixation between conditions for hunger levels. Fig. 6. Latency of initial fixation between conditions for hunger levels. Fig. 6. Latency of initial fixation between conditions for hunger levels. 6 Food Quality and Preference 79 (2020) 103792 F. Folkvord, et al. 6. Conclusion The psychology of food marketing and overeating. Routledge. F lk
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17(2), 124–127. 6. Conclusion Doolan, K. J., Breslin, G., Hanna, D., Murphy, K., & Gallagher, A. M. (2014). Visual at-
tention to food cues in obesity: An eye-tracking study. Obesity, 22(12), 2501–2507. Doolan, K. J., Breslin, G., Hanna, D., Murphy, K., & Gallagher, A. M. (2014). Visual at-
tention to food cues in obesity: An eye-tracking study. Obesity, 22(12), 2501–2507. Dürrschmid, K., Joechl, M., & Danner, L. (2013). Eye-Tracking the Obese – BMI has little
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regard to palatable food (Field et al., 2016; Folkvord et al., 2016). It is
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New Insights into the Study of Paleolithic Rock Art: Dismantling the “Basque Country Void”
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Journal of anthropological research
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cc-by
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New Insights into the Study
of Paleolithic Rock Art
Dismantling the “Basque Country Void”
D I E G O G A R A T E M A I D A G A N , The Cantabria International Institute for
Prehistoric Research (IIIPC), Edif. Interfacultativo, University of Cantabria. Avda. Los
Castros s/n., 39005 Santander (Spain). Email: garatemaidagandiego@gmail.com
The Vasco-Cantabrian region of northern Spain, together with southwestern France, is one of
the richest areas in terms of Paleolithic cave art, but, until recently, by far the highest concentration of sites had been in the central-western sector: the provinces of Cantabria and Asturias.
In contrast, the eastern sector, the Basque Country—between the Asón River and the Pyrenees—was thought to have a significantly lower density of cave art loci, and few of them were
major “sanctuaries.” The density of cave art sites seemed to increase again in the central French
Pyrenees. This unequal distribution was difficult to explain given the homogeneity in the distribution of undecorated (i.e., habitation) Upper Paleolithic sites, as well as the lack of major lithological or orographic differences between the eastern and central-western sectors of the region. In
addition, the important geostrategic position of the Basque Country between southwestern
France and northwestern Iberia seemed to contradict the marginal role traditionally suggested
by the parietal art record. During the past decade, however, research projects aiming to address
the issue of the so-called Basque rock art void have led to the tripling of the number of known
decorated caves in the eastern sector. Some of the very recent discoveries, notably in Atxurra,
Armintxe, and Aitzbitarte IV, fall into the category of major cave art sites. The evidence presented
here contributes to a fuller understanding of artistic production, human connections, and settlement dynamics during the entire Upper Paleolithic among the Cantabrian, Pyrenean, and Aquitaine regions, underlining the importance of the Basque Country record.
Keywords: cave art, recent discoveries, Upper Paleolithic, Basque Country, northern Spain,
southwest France
THE BASQUE COUNTRY AS A UNIT OF ANALYSIS
FOR THE UPPER PALEOLITHIC
The study of prehistory in the Basque Country throughout most of the twentieth century has been carried out in the tradition of the work of the late Father Jose Miguel de
Barandiarán. The spatial unit of analysis established by Barandiarán continues to be a
Submitted January 19, 2017; accepted March 22, 2017; published online January 8, 2018.
Journal of Anthropological Research (Summer 2018). © 2018 by The University of New Mexico.
All rights reserved. 0091-7710/2018/7402-0003$10.00
168
NEW INSIGHTS INTO THE STUDY OF PALEOLITHIC ROCK ART
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169
valid analytical framework and is still in use. The current study area is bounded to the
northeast by the Adour River at the southern edge of the sand-covered French region of
Les Landes; to the east by the valley of the Nervión River, at whose mouth is the city of
Bilbao (Vizcaya); to the south by the Atlantic-Mediterranean watershed divide along
the crest of the eastern Cantabrian (Basque) Cordillera; to the east by the Central Pyrenees; and to the north by the Bay of Biscay (Cantabrian Sea). It is the space historically
linked to the core area of modern Basque speakers, except to the west of the Nervión
where the landscape is more akin to that of the historically Castilian province of Cantabria. The territory allows for relatively good communication with its neighboring
regions (Figure 1) and therefore constitutes a corridor between France and the Iberian
Peninsula, between the Ebro Valley and the Cantabrian coast, as well as between the
Pyrenees and the Cantabrian mountains (among them the Picos de Europa), which
were traversed with varying intensity by people carrying objects and ideas during all
historical periods (Arrizabalaga 2007). This transit area is made up of mostly similar
landscapes: abrupt and steep in the Atlantic and pre-Pyrenean valleys, with rolling
plains in certain coastal sectors, especially south of the Adour (Chalosse) and in the
Mediterranean watershed in Alava and Navarra. The access points between these areas
are characterized by low-elevation mountain passes that allowed fluid transit even during times of harsh climatic conditions.
The earliest archaeological evidence for the presence of anatomically modern humans in this Basque region is from the Proto-Aurignacian technocomplex at sites such
as Gatzarria, Isturitz, and Labeko Koba, and this presence extends throughout the Upper Paleolithic. The Aurignacian occupations at Gatzarria and Isturitz were particularly
intensive and have yielded very diverse assemblages. The Gravettian, which appears
quite early on, is mostly of the Noailles type and is well represented at sites such as
Isturitz and Aitzbitarte III; several open-air settlements of this period have also recently
been found. The Solutrean record is much more limited, centering mostly on its final phases, and is found at such sites as Antoliña, Arlanpe, Amalda. Aitzbitarte IV,
Azkonzilo, Ermittia, and Isturitz. Lastly, the Basque Country is very rich in Magdalenian assemblages, with a more intensive presence in such sites as Ekain, Urtiaga, Santimamiñe, and most especially, Isturitz. In its earlier phases, the period is best represented
in the Peninsular (Spanish) area (Erralla, Bolinkoba, Urtiaga, Ermittia, Santimamiñe,
etc.), whereas Middle Magdalenian occupations are more abundant on the northern
Pyrenean (French) side (Isturitz, Brassempouy, Espalungue, Saint-Michel, etc.). Toward the end of the Magdalenian, the number of sites increases considerably throughout the territory. In sum, the area under study is characterized by continuous settlement
during all Upper Paleolithic periods with the possible exception of the initial phases of
the Solutrean, and an especially dense occupation during the Tardiglacial (Garate et al.
2014).
Until a decade ago, in terms of Paleolithic artistic production, research in the area
focused on two matters. On the one hand, specialists wondered about the small number of rock art sites relative to the considerable density of Upper Paleolithic habitation
Figure 1. The Basque Region “crossroads” between the Iberian Peninsula and continental Europe (yellow: Les Landes sand-covered
region; black arrows: passes through the Basque Mountains).
NEW INSIGHTS INTO THE STUDY OF PALEOLITHIC ROCK ART
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171
sites. This fact was even more striking given the nature of this area as a corridor, located
as it is between the two European regions with the richest and most numerous rock
art records: the French Central Pyrenees and the Périgord (including Quércy), and
Cantabria and Asturias. On the other hand, the distribution of caves containing art
appeared not to be homogeneous in temporal distribution either, given the almost
complete lack of artistic activity up until the very beginning of the Magdalenian, at
which time great decorated sanctuaries appear. Therefore, traditionally the idea had
been that the number of decorated caves in the Basque territory was smaller than in
the central/western Cantabrian region and the central/eastern Pyrenees, and especially
in relation to the relatively dense peopling of the area during the various phases of the
Upper Paleolithic.
RESEARCH HISTORY: JOSE MIGUEL DE BARANDIARÁN
AND THE GREAT BASQUE SANCTUARIES
The discovery and study of the decorated Paleolithic caves of the western Pyrenees—
between the basins of the Nervión and Adour rivers—was different from that of the
neighboring regions in that it entailed little involvement from international researchers
in favor of local specialists, and especially Jose Miguel de Barandiarán. He was a storied
ethnologist, folklorist, and archaeologist who worked in the Basque region from the
time when rock art was first discovered at the cave site of Santimamiñe near Guernica
(Vizcaya) in 1916 all the way to the discovery and study of Ekain cave near San Sebastián (Guipúzcoa), a half a century later in 1968.
Following recognition by the international community of the existence of Paleolithic rock art—whose authenticity at the Cantabrian site of Altamira and in a few
French sites was finally accepted at the Congress of the Association Française pour
l’Avancement des Sciences in 1902—a vertiginous increase in the number of discoveries took place during the first decade and a half of the twentieth century, primarily
along the Cantabrian coast. This process was headed by international researchers,
mainly H. Breuil and H. Obermaier in very significant collaboration with local scholars L. Sierra and H. Alcalde del Río, whose seminal study of sites in Cantabria (then
called Santander Province) and Asturias, Les Cavernes de la Région Cantabrique (Alcalde de Rio et al. 1911), presented descriptions of the decorated caves known at that
time (followed by La Caverne de la Pasiega—also in Cantabria; Breuil et al. 1913).
The lack of sites from the Basque region in these publications is striking.
Not until the first archaeological excavation at the cave site of Isturitz in 1913 by
E. Passemard was evidence of artistic representations found, in this case in the form
of a series of animal bas-reliefs engraved onto a pillar of calcite at the center of the Grande
Salle. This same pillar would be restudied by I. Barandiarán and G. Laplace (and reported in Laplace 1984), whose reevaluation was significantly different from the original study. A century after its discovery, Isturitz’s rock art was once again studied following the fortuitous discovery of red stains on and objects stuck into its walls
(Normand and Turq 2003; Labarge 2011) and later, as part of a comprehensive re-
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study of the rock art at the site (Garate, Labarge et al. 2013; Garate, Rivero et al.
2016b).
In 1916, a group of children found the paintings at Santimamiñe cave, a discovery
that had a great impact on the local populace (Arribas 2006). The excavation of the site
and the study of its art was carried out by a team headed by T. Aranzadi, J. M. de Barandiarán, and E. Eguren (1925), true pioneers of scientific Basque prehistoric research. Almost in parallel, Cuadra Salcedo and Alcalá Galiano (1918) carried out another study of the cave art. The monograph compiled by Aranzadi, Eguren, and de
Barandiarán was updated by de Barandiarán in various publications until 1976. A
few additional, more modest discoveries and overviews were made by others in the
mid-twentieth century (Apellániz 1971; Fernández García de Diego 1971; Goicoechea
1966; Nolte 1968). Santimamiñe cave was most recently studied by Gorrotxategi
(2000), González Sainz (2009), and González Sainz and Ruiz Idarraga (2010).
In 1930, the famous French speleologist N. Casteret (1933) discovered a small assemblage of engraved rock art at the cave of Alkerdi 1 in the pre-Pyrenean Mountains
of northern Navarra, although it was not studied in depth until a few decades later, by
I. Barandiarán Maestu (1974b). Recently, in a lateral gallery, a large number of engravings, mostly depicting bison and horses, have been found, and these offer a very different perspective on the art of this cave (Garate and Rivero 2015).
The first overall study of Basque Paleolithic art dates to 1934, as part of J. M. de
Barandiarán’s El Hombre Primitivo en el País Vasco (Primitive Man in the Basque Country), reported in more detail a year later (1935), as well as through two publications
concerning mobile art (Aranzadi and Barandiarán 1927, 1934). On the one hand, this
work assigns a geostrategic role to the territory, which is a very modern idea as outlined above. On the other hand, following H. Obermaier, it insisted on the theory
of hunting magic as a way of interpreting the cave art phenomenon, linking it to Basque
mythology (the goddess Mari) to defend the idea of supposed Basque population continuity from the Paleolithic to the present day.
J. M. de Barandiarán (1946) found a horse image engraved on the wall of the cave
site of Uriogaina in 1940, a drawing of which was published by the Abbé Glory (1964),
with whom he had excavated the site; they determined that the oldest habitation levels
were Mesolithic. A restudy carried out by D. Garate in 2010 concluded that the engraved grooves and the style itself do not correspond to the Paleolithic.
In sum, during the first half century of research on Paleolithic rock art in Europe,
the information uncovered in the Basque territory was scant, as attested by Quatre
Cents Siècles d’Art Pariétal, published by H. Breuil in 1952, in which only Santimamiñe
acts as the link between two artistic regions—Cantabria and the Pyrenees—separated
by 400 km of otherwise near-absolute emptiness.
Shortly before this seminal work on the entirety of known Paleolithic rock art was
published, in 1950, the French speleologist P. Boucher discovered paintings in the
caves of Etxeberri and Sasiziloaga in the Arbaila Pyrenean massif of the French Basque
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Country. These were immediately studied by G. Laplace (1952) and most recently revisited by Garate and colleagues (Garate 2012a, 2012b; Garate and Bourrillon 2009,
2011; Garate et al. 2012). In 1955, in the middle level of the karstic system of the
Gaztelu (Isturitz) hill, the presence of paintings and engravings at the far end of the
cave of Oxocelhaya was revealed, although they were not studied until many years later
(Labarge 2003, 2011; Laplace 1960; Larribau 1982, 2011); the site’s art is currently
being restudied along with that of Isturitz. At both caves, the expert opinion of
J. M. de Barandiarán had been relied upon to validate the authenticity of the discoveries.
In 1958, this same notable prehistorian shared his thoughts on the state of knowledge of Basque region rock art with the Regional Assembly of Speleologists (Barandiarán 1959), closing out the first half-century of the limited cave art discoveries in
the Spanish and the French Basque Country (known in Basque as Euskalherria).
Early in the second half of the twentieth century, interest in Paleolithic rock art was
reactivated by momentous discoveries, notably those of the decorated caves of Altxerri
and Ekain in Guipúzcoa, and the first map of known rock art was put together by J. M.
de Barandiarán.
At the cave of Atxuri, during the 1960 excavation season, led by J. M. de Barandiarán, several faded red traces were found (Fernández García de Diego 1971), but they
were destroyed by quarrying before they could be verified or studied. The poorly preserved stratigraphic sequence was not helpful when attempts were made to establish
the cultural context of the (lost) rock paintings. Two years later, during the excavation
of Goikolau cave, J. M. de Barandiarán (1964a) found a series of engravings attributed
partly to the Paleolithic and partly to the Iron Age. Subsequent studies (Apellániz
1982; Basas 2000–2002) have ruled out the Paleolithic origin of some of the paintings, which is why we do not include the site in Figure 1. However, a study of the assemblage is currently being carried out by J. C. López Quintana (personal communication, 2017), and it appears to confirm the Paleolithic origin of at least some of the art.
The engravings and paintings at Altxerri were found by three speleologists from the
Aranzadi Science Society in 1962 and immediately studied by J. M. de Barandiarán
(1964b). Given the number of images and the wide range of themes depicted, this represented the most significant find since Santimamiñe. Different interpretations have
been published since then (Beltrán 1966; González Sierra 1993), along with previously
unpublished figures (Altuna 1996). The assemblage as a whole has been studied on two
more occasions (Altuna and Apellániz 1976; Ruiz Redondo 2014). The discovery of
the upper gallery of Altxerri B took place shortly after that of the intermediate gallery
and was first noted by F. Fernández García de Diego (1966); the main panel would
later be restudied (Altuna and Mariezkurrena 2010). A new, comprehensive study
(González Sainz et al. 2013; Ruiz Redondo et al. 2017) has located the original entrance, separate from the lower gallery, and has also identified new painted motifs
and refined the chronology of the art. Also in the mid-1960s, the first assessment of
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Paleolithic rock art in the Basque Country was published (Barandiarán Maestu 1966a,
1966b).
Shortly afterwards, in 1969, paintings and engravings were found in Ekain cave by
two members of the Antxieta archaeology group of Azpeitia, and, once again, it was
J. M. de Barandiarán who directed their study (Barandiarán and Altuna 1969). The
spectacular bichrome horses would later be studied more specifically by Barandiarán
Maestu (1974a) and the whole of the cave restudied by J. Altuna and J. M. Apellániz
(1978). More recently, some previously unseen figures have been published (Altuna
and Mariezkurrena 2008; Gónzalez Sainz et al. 1999; Fano et al. 2012; Garate, Rivero
et al. 2014) as well as an analysis of the pigments (Chalmin et al. 2002).
The small painting assemblage at Sinhikole was found in 1971 by three speleologists from the Société Spéléologique et Préhistorique de Bordeaux and three years later
was featured in a short publication by Séronie-Vivien (1974). Like the rest of the caves
in the Arbaila massif, Sinhikole would later be reexamined (Garate and Bourrillon
2009).
Lastly, in the still-active, lower karstic level of the Gaztelu (Isturitz) hill, engravings
and paintings were found in 1975 in Erberua cave by speleologist J. D. Larribau. These
would not be studied until a few years later (Larribau and Prudhomme 1983, 1989)
given the difficulty of access to the site. It has recently been the subject of a monograph
based on the fieldwork carried out in the 1970s and 1980s (Larribau 2013).
In short, between 1950 and 1975 a considerable number of discoveries were made,
some of which were particularly important, namely those of Altxerri, Ekain, and Erberua (Figure 2). During the remaining quarter of the twentieth century, no such discoveries took place (Table 1). The main contribution to the subject of rock art in the
late twentieth century was the publication of general summaries of Basque Paleolithic
cave art (Altuna 1994; Apellániz 1989, 1990; Barandiarán Maestu 1988) and the “authorship” studies by J. M. Apellániz (1980, 1982). The Zubialde affair—the scandal
of a forged cave art site in the interior Basque province of Alava—cannot be ignored,
nor its consequences for the study of rock art in the Basque Country (Altuna et al.
1992; Apellániz 1995, 2003; Barandiarán Maestu 1995).
NEW RESEARCH ADVANCES: DISMANTLING THE
“BASQUE COUNTRY VOID”
The scant research activity that took place in the eastern Cantabrian region during the
last decades of the twentieth century coincided with an increase in the number of discoveries in neighboring regions to the west. Because of this, the difference in density of
decorated caves between those sectors substantially increased. Researchers even coined
the term “Basque void” to refer to the scarcity of decorated caves in this area (Garate
2009).
Explanations for these different densities were sought, for example, in the smaller
amount of limestone bedrock in the Basque territory—and therefore the presence of
fewer caves; in an aggressive anthropogenic impact on the environment and thus
Figure 2. Decorated caves between the Nervión and Adour rivers discovered between 1900 and 1999 (black: Magdalenian; red: PreMagdalenian).
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Table 1. History of the discovery of decorated
caves in the study area
Decade
N
1900–1909
–
1910–1919
2
1920–1929
–
1930–1939
1
1940–1949
–
1950–1959
3
1960–1969
4
1970–1979
2
1980–1989
–
1990–1999
–
2000–2009
3
2010–2017
17
destruction of sites from mining, quarrying, and industrialization in the Basque Country; in marine regression—a more distant and now-flooded Last Glacial coastline in the
eastern sector than off Cantabria and Asturias; in a supposedly later settlement of the
territory, with a smaller percentage of sites antedating the Magdalenian (Solutrean,
Gravettian, or Aurignacian) than in the western sector; or in an unbalanced prehistoric
research tradition, centered mostly around the study of Neolithic megaliths in the
Basque provinces.
It would not be until 2001, a decade after the death of J. M. de Barandiarán, that the
search for decorated caves was resumed in the Basque Country. At first these discoveries took place purely by chance during new excavation projects at cave sites, and only
later, from 2011 onward, as a result of survey projects specifically aimed at finding decorated caves. Projects developed since then by the team led by D. Garate (primarily
along with O. Rivero and J. Rios-Garaizar) and by the Antxieta archaeology group reactivated research in the territory.
During the 2001 excavation at Antoliña (Vizcaya) by M. Aguirre, a red, possible
fingerprint dot was found on the ceiling at the end of the north gallery (2002). Shortly
afterward, during the excavation at Praile Aitz (Guipúzcoa), directed by X. Peñalver
(Peñalver 2007; García Díez et al. 2012), a series of red stains was identified in
2006, and three years later at the cave of Astigarraga (Guipúzcoa), during an excavation project directed by J. A. Mujika, traces of red paired with bones embedded into
the wall were found (Alberdi et al. 2010; García Díez et al. 2011).
Over the past decade there has been an increase in the number of finds as a result of
projects specifically aimed at surveying rock art, first by archaeologists and later by speleologists. As a result of this work, between 2011 and 2017 seventeen new decorated
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assemblages have been found both in already-excavated caves as well as at sites not previously studied archaeologically.
In 2011 a series of horses painted in red and a bone inserted into the wall were found
at Askondo in Vizcaya (Garate and Rios-Garaizar 2011, 2012a, 2013). The cave,
which has been studied archaeologically since the beginning of the twentieth century,
had been listed as a “destroyed site” (Marcos 1982).
A year later, a series of red paintings—including two bison and a horse—was found
on a large block detached from the ceiling at Lumentxa in coastal Vizcaya (Garate and
Rios-Garaizar 2012b; Garate, Rios-Garaizar, and Ruiz-Redondo 2013). This site is
one of the best-known in the territory and was the focus of many excavations during
the beginning, middle, and latter part of the twentieth century, but no archaeologist
had ever taken notice of the art even though it is adjacent to areas that were excavated
near the cave mouth.
That same year and within the framework of systematic survey conducted by the
discoverers of the art at the aforementioned caves, red stains were found inside the very
long-studied and excavated Aitzbitarte IV cave near San Sebastián; one of them may
pertain to a now-lost zoomorphic representation (Garate, Rios-Garaizar et al. 2013).
The role of speleologists in surveys and in the discovery of Paleolithic rock art is not
new—it is worth recalling their role in the findings in Ekain and Altxerri, as well as all
the “recently” identified cave art sites in the French Basque Country—but their participation has increased over the past few years.
In 2014, speleologists from the Asociación Deportiva Espeleológica Saguzarrak
(ADES) identified a series of red paintings at Morgota (Vizcaya). The cave, although
known, was yet to be fully assessed archaeologically. As a result of this collaboration, it
has been possible to excavate a site containing an ochre-processing deposit (López
Quintana et al. 2015) associated with a panel with three animal figures and a dozen
paint stains and dots (Garate et al. 2015a, 2015b).
That same year, and close by, ADES noted some red stains at the cave of Ondaro,
on a rock platform, accompanied by archaeological stratigraphy at the foot of the panel
(Garate, González Sainz et al. 2016). Prospection had already been carried out at the
site by J. M. de Barandiarán in 1921, but little information was gathered from this
work (Aranzadi et al. 1925).
Also in 2014, the Antxieta Jakintza Taldea archaeological group found a series of
very faded paintings at Danbolinzulo (Guipúzcoa), where the archaeological site had
been known since 1980. The paintings, currently under study, are close to the entrance
and represent red deer hinds and ibex, painted in red using lines and dots (Abaunza
et al. 2016).
At the start of 2015, this same group revealed the engravings they found in the cave
of Erlaitz (Guipúzcoa): close to a dozen figures of horses, hinds, and aurochs. Currently under study, the archaeological status of the cave had been known since 1978.
The year 2015 proved to be especially prolific in terms of the discovery of decorated
caves. Under the aegis of systematic surveys carried out in the basin of the Lea River, a
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series of red stains were found in the hall of Abittaga (Vizcaya) (Garate, Libano, and
Vega 2016). The cavity had previously been excavated by J. M. de Barandiarán in
1965 and 1966 and by J. M. Apellániz in 1970.
The joint work carried out by archaeologists and speleologists enabled D. Garate
accompanied by J. Rios-Garaizar and four members of the Felix Ugarte Elkartea
(FUE) speleological group to discover a new rock art assemblage at the site of Aitzbitarte V. The assemblage consists of various bison engraved in the “Pyrenean style,”
characteristic of the Middle Magdalenian. A few days later, the speleologists shared
the discoveries they had made in the caves of Aitzbitarte III and IX of animal engravings in the Gravettian style, perfectly comparable to the mobile art of Isturitz and
Gargas in the French Pyrenees, and to the French rock art assemblages of Cussac,
Cosquer, Roucadour, and Gargas, but until then unknown in the Cantabrian region
(Garate, Rios-Garaizar et al. 2016).
Simultaneously, during the second excavation season at the long-known cave of
Atxurra (Vizcaya), directed by D. Garate together with speleologist I. Intxaurbe from
ADES, an exceptional assemblage was discovered. It contains approximately 100 Magdalenian engravings and paintings on a dozen parietal sets in the final sector of the
cavity, which also has intact floors with hearths and archaeological material at the foot
of the art panels (Garate, Rivero et al. 2016a).
A century after the discovery of Santimamiñe, the search for Paleolithic rock art assemblages continues. This systematic work led to the staggering discovery by ADES
speleologists of a large, boldly engraved panel with images of lions, bison, horses, and
ibex in Armintxe cave, under an apartment building in the town of Lekeitio (coastal
Vizcaya) in late 2016. This unique find for the Cantabrian region reflects themes (felines), conventions (use of scraping to show fur), and signs (P-shaped claviforms) that
are all more typical of French Pyrenean art than that of northern Spain. This is another good indication of significant contact between the Basque region and southwestern France during the late Magdalenian, the period to which the highly realistic
art of Armintxe clearly pertains.
The Antxieta group recently made the modest but valuable discovery of Astuigaña,
and a team from the Aranzadi Science Society composed of J. Tapia and D. Garate
along with speleologists from Satorrak reported on the finding of Alkerdi 2 (Garate
et al. 2017).
In 2017, the discoveries continue. In the long-known Balzola cave (Vizcaya), I verified some red stains found by I. Intxaurbe from ADES the year before. The Antxieta
group continues the surveys in the Deba/Urola valleys, where some engravings have
been detected at Arbil V. Finally and most spectacularly, the FUE speleological group
has just discovered a notable assemblage of modeled clay images (including a visually
striking bison) in an upper gallery of Aitzbitarte IV.
As a result of these major discoveries of rock art (Figure 3), new summaries have
been published (Altuna and Mariezkurrena 2014; Garate 2009) and the wider geographical framework is beginning to be known (Garate, Ruiz-Redondo et al. 2014;
Figure 3. Decorated caves between the Nervión and Adour rivers discovered between 2000 and 2017 (black: Magdalenian; red: PreMagdalenian).
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Garate, Rivero et al. 2014; Garate, Rivero et al. 2015; Ochoa and García-Díez
2014).
At present, the Basque archaeological record, in terms of its Paleolithic rock art, is
very different from that which J. M. de Barandiarán knew in the last quarter of the
twentieth century (Figure 2). The advances made have been very significant: 20 new rock
art assemblages were discovered between 2001 and 2017, whereas only 13 had been
found during the whole of the twentieth century (Table 1). In addition, some of these
later discoveries, such as Atxurra, Armintxe, and Aitzbitarte IV, can be placed in the
category of “great Basque sanctuaries,” alongside Santimamiñe, Ekain, Altxerri, and
Erberua.
The projects specifically aimed at locating and studying this kind of archaeological
evidence has led to a threefold increase in the number of decorated caves known in the
Basque territory and, as a result, has caused us to revise and reevaluate our knowledge
of the origin and development of cave art in this region and in southern France/northern Spain more generally. The survey work carried out by both archaeologists (teams
led mainly by D. Garate and the Antxieta group) and speleologists (mainly ADES,
FUE, and Satorrak) has played a particularly important role in this process.
TOWARD A NEW VIEW OF BASQUE REGION CAVE ART
The data obtained over the past few years represent an important shift in our knowledge of the archaeological record. As a matter of fact, we have gone from a nearly empty
space, especially for art probably done prior to the Magdalenian, to an area with evidence of dense artistic activity that also indicates a long process of development during
the whole of the Upper Paleolithic, with its own characteristics and evolutionary trajectory. These themes and techniques sometimes placed it at the margins of the Cantabrian or Pyrenean art orbits but at other times fully integrated it within the stylistic
circulation axes of much more extended artistic forms.
All these novelties have modified the image of the artistic activity developed in this
area during the Upper Paleolithic significantly. Of the 20 new assemblages, 16 provide
considerable information; they include figurative representations—especially Atxurra
and Armintxe, with more than 100 and 50 each, respectively. The remaining four
(Praile Aitz, Abittaga, Ondaro, and Antoliña) are not as informative, given the small
number, overall lack of diagnostics, and poor state of preservation of their rock art.
The supposed scarcity of assemblages in the Basque Country in terms of the rest
of the Cantabrian region has been disproved with the considerable increase—nearly
triple—in the number of known rock art sites (Figure 4). On the other hand, what
was thought to be a total absence of small assemblages with no figurative representations, which are so common in the rest of the Cantabrian area, is no longer true after
the discovery of simple rock art motifs in Antoliña, Astigarraga, Praile Aitz, Ondaro,
and Abittaga, just to name a few. Lastly, the near-absence of assemblages from before
the Magdalenian period has been reevaluated now that more than a dozen sites can
probably be assigned to this period, some discovered recently (Aitzbitarte III and IX,
Figure 4. All the now-known decorated caves between the Nervión and Adour rivers (black: Magdalenian; red: Pre-Magdalenian; black symbols: pre-2000; white symbols: post-2000).
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Askondo, Astigarraga, Alkerdi 2, Danbolinzulo, and Erlaitz) and others restudied (Altxerri B and Erberua, first phase).
These data enable us to outline the development of artistic activity during the Upper Paleolithic in the Basque Country in relation to its neighboring regions.
Initial Upper Paleolithic
Information about the earliest rock art in the Iberian Peninsula is scarce and to a large
extent inconclusive. The Basque Country is home to one of the most reliable pieces of
evidence of Aurignacian-age rock and figurative art based on archaeological context.
Aurignacian art is found in the form of pictorial motifs at Altxerri B. The assemblage
is in a closed gallery, with a collapsed access and reactivated speleothems, and is independent from the intermediate gallery, where the Magdalenian assemblage is located. A
main panel containing representations of an exceptionally large bison (4 m), a feline,
and a bear stands out, as well as paired traces and the remains of less legible figures, all
in red and maroon. Charcoal, ochre, and bones (some burnt) were found at the foot of
the panel. Three radiocarbon dates obtained from bones (34,195±1,235, 29,940±745,
and 34,370±180 bp) suggest an age for the archaeological assemblage of around
39,000 cal. bp (Altuna 1994; González Sainz et al. 2013). The paintings are, from a
formal point of view, more closely linked with French sites such as Chauvet (Ardèche)
than with those of Cantabria or Asturias, where there are no known parallels, making
the art at Altxerri B an isolated find in the northern Spanish context.
Later, during the Gravettian, Basque Country rock art exhibits greater parallels with
the Cantabrian art traditions, and with other motifs more widely distributed throughout southwestern Europe. The assemblage from Askondo (Figure 5) is an example,
with hand imprints and horse heads in the “duckbill” style, as defined by the Abbé
Henri Breuil and widely recognized throughout southwestern Europe. However, a
connection with the artistic activity of Cantabria can also be noted: the horses are
closely linked with ones in Altamira and La Pasiega B, also large in format and composed in pairs, located close to the entrance, and using dotting only occasionally. A
bone embedded in a crack in the wall next to the Askondo panels was radiocarbon
dated to 23,760±110 bp. Starting from the probable contemporaneity of the art
and embedding the bone, and given the level—based on the hand imprints—from
which a standing human could produce the paintings, together with their style, a
Gravettian origin is most probable (Garate and Rios-Garaizar 2012a). The cave of
Danbolinzulo, mainly decorated with small ibex in red made with the dot technique,
has direct parallels in central/western Cantabria (Garate 2010)—the so-called Ramales School of J. M. Apellániz—and widens the perceived area of influence for this
artistic tradition all the way to eastern Cantabria, where it had been unknown until
now. In the case of Balzola, the red claviform signs had only been known before in
Cantabria per se (Fortea 2005), but not to the east.
At Erberua, the five negative hands in red and black (Larribau 2013) and a number
of engraved figures with parallels in the mobile art of adjacent Isturitz and the rock art
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Figure 5. Red hand stencil in Askondo cave (© D. Garate).
of Gargas and Cussac all point toward a first Gravettian phase of decoration of the
cave (Rivero and Garate 2014), albeit still to be confirmed. The engravings at Aitzbitarte III and IX (Figure 6) correspond to the scheme of the Gravettian caves of the
Pyrenees and Périgord, and they represent the only such examples known from the
Iberian Peninsula at this time (Garate, Rios-Garaizar et al. 2016) (Figure 7). Recently,
the discovery of rock art very similar in style to that of Alkerdi 2 (Figure 8) and its direct
dating via AMS-C14 have placed it alongside the previous discoveries at Aitzbitarte
(Álvarez et al. 2016).
The newly discovered caves fill the previous void for the beginnings of Upper Paleolithic art in the Basque region. The westernmost ones (Askondo, Danbolinzulo, and
Balzola) connect directly with the art known in the greater Cantabrian region, while
those from the eastern sector (Aitzbitarte III-IX and Alkerdi 2) are markedly similar
to assemblages in France. This is to say, the study area was a boundary between two
different artistic territories at this time.
Middle Upper Paleolithic
The panel with paired traces at the cave of Astigarraga also exhibits clear links to
Cantabria and Asturias, with similar art in caves such as La Garma, El Castillo, Cudón,
Fuente del Salín, Chufín, Tito Bustillo, and La Lloseta. These kinds of motifs (hands,
dots, discs, etc.) are known from the earliest phases of the Upper Paleolithic, although
their precise chronology is unknown (González Sainz 1999).
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Figure 6. Engraved Gravettian bison in Aitzbitarte IX cave (© D. Garate).
Another modest assemblage is that of Erlaitz, comprising half a dozen engraved animals of which the closest parallels can be found during the Cantabrian Gravettian and
Solutrean periods. At present, before a complete study, it is difficult to provide a more
specific attribution.
Figure 7. “Gargas style” Gravettian bison engravings, including those of Aitzbitarte III and
IX, the only ones in the Iberian Peninsula (1, D. Garate; 2, 4 after Aujoulat et al. 2001; 3
after Barrière 1976; 5 after Rivero and Garate 2014).
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Figure 8. Tracing of the engraved Gravettian bison in Alkerdi 2 cave (© D. Garate).
Final Upper Paleolithic
This period saw the spectacular development of artistic activity in Cantabria, the Pyrenees, and the Périgord. Around 14,500 bp, this increase took place alongside a thematic and stylistic homogeneity previously unseen. The new finds from the Basque
Country, including especially relevant assemblages such as those of Atxurra, Armintxe,
and Aitzbitarte IV, and the numerous revisions of other, previously known sites, clearly
show this confluence of influences.
The recent restudy of the “Pilier Gravé” of Isturitz has highlighted how little was
really known about this art assemblage (Garate, Labarge et al. 2013). At the time of
excavation, the pillar was covered by levels F1 and E, the top of the former attributed
to the Upper Magdalenian and the bottom to the Solutrean, and the middle and upper
parts of the latter level to the Early and Middle Magdalenian (Passemard 1944), although postdepositional processes may have given rise to this overlap (Garate, Rivero
et al. 2016b). The study of the engravings on the pillar has enabled them to be placed in
relation to the engraved slabs with reindeer images found during the early excavations
of the site (differential relief, double chest line, cloven hooves, muscle insertions, etc.)
that belong to the levels assigned to the Middle Magdalenian.
The recent review of the assemblage from Etxeberri provides new information on its
chronology. In the Salle des Peintures, at the foot of the panel containing horses traced
using clay, and next to a bichrome (black and red) horse, and various red stains, lumps
of processed ochre can be seen on the surface. A small prospection led to the recovery of
various flint artifacts and burnt bones associated with the ochre. Two dates were ob-
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tained from bones: ca. 13,800–13,400 uncal bp. Considering the extremely difficult
access to the decorated area and the complementarity of the documented activities,
it is reasonable to link these dates to the rock art (Garate et al. 2012).
Other full (Altxerri A, Santimamiñe, Oxocelhaya, Sinhikole, Sasiziloaga) or partial
(Ekain) restudies have also enabled us to reinterpret their rock art and these cave art loci
in the regional context. In the case of Alkerdi 1 (Figure 9), the discovery of a previously
unpublished decorated gallery, with representations of bison and horses in the Pyrenean style, provides further knowledge (Garate and Rivero 2015).
In terms of the newly discovered decorated caves, some offer modest but very representative examples of the Middle/Upper Magdalenian, as at Aitzbitarte V (Garate,
Rios-Garaizar et al. 2016) (Figure 10) or even Lumentxa (Garate et al. 2012) (Figure 11), with clear links to Pyrenean caves (Figure 12). The caves of Astuigaña and
Arbil V could probably also be attributed to this period. What are most surprising,
however, are the very recent discoveries in the upper gallery from Aitzbitarte IV of
figures modeled in clay and the two large Paleolithic art assemblages in the lower basin
of the River Lea, Atxurra and Armintxe. Although yet to be studied in detail, they are
similar to what are known as the “great Basque sanctuaries”: Santimamiñe, Ekain,
Altxerri A, and Erberua.
The first, Aitzbitarte IV, is a very well-known Paleolithic site at which excavations
began 125 years ago. The Felix Ugarte speleological group leads the current explorations in collaboration with the archaeological group directed by D. Garate. They found
Figure 9. Engraved Magdalenian bison in Alkerdi 1 cave (after Garate and Rivero 2015).
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Figure 10. Engraved Magdalenian bison in Aitzbitarte V cave covered with graffiti (© D.
Garate).
a unique ensemble of rock art in an upper chamber including at least 15 engraved figures (bison, horses, and vulvas), some of them modeled in the clay (Figure 13). This
technique had not been detected before in the Cantabrian region and is closely related
to Middle Magdalenian decorated caves in Ariège (the Central Pyrenees of France),
such as le Tuc d’Audoubert, Montespan, and Bédeilhac.
In the Lea Valley, archaeological work at the well-known cave of Atxurra resumed
in 2014 (Garate, Rivero et al. 2016a). In the deep part of the cavity, and mainly on
projections and high, difficult-to-access areas, more than a dozen decorated sectors
were found, composed mainly of engraved animal figures along a 200-m-long stretch.
Three sectors stand out given their large numbers of representations—dozens in each
case—and because of the presence of archaeological material on the surface (charcoals,
flint tools, etc.) at the foot of the engraved panels (Figure 14). More than 100 animals
are painted in black and/or engraved, mainly bison, horses, goats, reindeer, and red
deer hinds. The double-line mane of the horses and the frontal perspective of the ibex
would suggest an Upper Magdalenian chronology, which can be corroborated by radiocarbon dating of the archaeological remains.
Also in the same watershed, the partly destroyed cave of Armintxe in the town of
Lekeitio was found thanks to the clearing of an infilled gallery by a team of speleologists
from the ADES group. The main panel consists of around 20 engravings, among
which two felines surrounded by various ibex, horses, and bison stand out (Figure 15).
Alongside these animal figures is a series of P-type claviform signs with clear parallels
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Figure 11. Large red bison found in Lumentxa cave covered with graffiti (after Garate, RiosGaraizar, and Ruiz-Redondo 2013).
in the caves of Trois Frères and especially Tuc d’Audoubert (Ariège, France). The felines also exhibit parallels to Trois Frères. These similarities suggest a Middle Magdalenian chronology for this assemblage.
Lastly, although its state of preservation is extremely poor, some stylistic indicators
in the assemblage of red paintings from the cave of Morgota point to a pre-Magdalenian
Figure 12. “Pyrenean style” Magdalenian engraved bisons, including those found in Alkerdi 1 and Aitzbitarte V (1 after
Garate and Rivero 2015; 2 after Bégouën et al. 1958; 3, D. Garate; 4 after Fritz and Tosello 2004; 5 after Vialou 1986;
6 after Clottes 1995).
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Figure 13. Magdalenian-style bison modeled in clay in Aitzbitarte IV (© D. Garate).
chronology (Garate et al. 2015b). The excavation of the immediate archaeological context, including the processing of ochre that took place at the foot of the panel, however, suggests a link with activities that may date to the Upper Magdalenian (López
Quintana et al. 2015).
Figure 14. Engraved Magdalenian horses in Atxurra covered with graffiti (© D. Garate).
Figure 15. Engraved Magdalenian animals in Armintxe (© Diputación Foral de Bizkaia, used with permission)
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Figure 16. Timeline of the decorated caves in the Basque Country based on various dating
methods (© D. Garate).
The new finds discussed here enable us to review regional influences during the
Magdalenian. “Pyrenean” characteristics are very much present in such caves as Aitzbitarte V and Atxurra. In in the case of Armintxe they include specific signs such as the
“P” claviforms, and in Aitzbitarte IV the bison modeled in clay, both previously unattested in the Cantabrian region. These markings are also present at Erberua, in the
same territory where the absence of “complex” signs had been traditionally asserted—
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an idea disproven by the new discoveries. Contrary to the Cantabrian or even the Pyrenean situation, the assemblages dominated by horses (Ekain, Armintxe, Erberua,
Oxocelhaya, Etxeberri) are still in the majority compared with the bison-dominated
panels (Altxerri and Santimamiñe). In addition, the exaggerated hindquarters of the
horses remains a strong convention in this area, especially at Ekain cave. Further studies will give us a deeper understanding of Magdalenian style and symbolism.
CONCLUSIONS: NOW WHAT?
During the past fifteen years, our knowledge of the earliest art of the Basque Country
has changed substantially. The inception of specific projects aimed at pinpointing and
studying this kind of archaeological evidence has led to a tripling of the number of
known decorated caves in the Basque Country and, as a result, has led to the refinement and reevaluation of the approaches used to study the origin and development
of Paleolithic artistic activity. The systematic survey work carried out by both archaeologists and speleologists has been a key part of this process.
Conclusions drawn from the record known by J. M. de Barandiarán and up to the
end of the twentieth century have become totally obsolete. The “Basque void” in cave
art in this geographically strategic area between the central-western Cantabrian, Pyrenean, and Aquitaine regions is no longer true. In sum, the data newly obtained from
decorated caves in the Basque Country show an area rich in artistic production, with
a very prolonged trajectory of development throughout the Upper Paleolithic (Figure 16). It can now be seen as having its own characteristics and evolution, which at
times place it on the margins of the Cantabrian or Pyrenean art styles and, at others,
fully integrated in the orbits of much more extensive artistic traditions.
The fast rate of discovery in the past few years—six decorated caves found in 2015
alone, and several more, including major sanctuaries in 2015, 2016, and 2017—and
the training of speleologists now fully involved in this new research dynamic lead me
to believe that more discoveries will follow in the years to come, adding to those currently underway that are briefly reviewed here. The “gap” is closed and the two “wings”
of the Franco-Cantabrian Upper Paleolithic culture area are now firmly bound together by the record of both habitation and cave art sites in the Basque Country,
although the nature and intensity of the human contacts across the western end of
the Pyrenees certainly changed throughout the ca. 30,000 years of the Last Glacial.
NOTE
This article was written while the author was at the Arkeologi Museum in Bilbao,
Spain. The author thanks all the archaeologists, especially Olivia Rivero, Joseba Ríos,
and Iñaki Intxaurbe; the speleology groups for their crucial work, especially Felix Ugarte
Elkartea (FUE), Satorrak, Asociación Deportiva Espeleológica Saguzarrak (ADES), Burnia
Espeleologia Taldea, Grupo Espeleológico Matiena (GEMA), and Aloña Mendi Taldea
(AMET); and the Antxieta archaeology group for fluid exchange of information. Thanks
also go to the Diputación Foral of Vizcaya, which funded the research at Askondo,
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Lumentxa, Morgota, Ondaro, Atxurra and Balzola; to the Diputación Foral of Guipuzkoa, which funded the research at Aitzbitarte III, IV, V, and IX; to the Comunidad
Foral of Navarra, which funded the research at Alkerdi; to the Aranzadi Science Society, which is in charge of the work at Alkerdi 2; to the Archaeological Museum of
Biscay for their support; and to the Nouvelle-Aquitaine region, which funded the
research at Isturitz/Oxocelhaya and Etxeberri, Sinhikole, and Sasiziloaga. Finally,
I want to thank the editor of JAR and the reviewers for their encouragement and recommendations, and the editor for extensive correction of my English.
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Garate, D., J. Rios-Garaizar, and A. Ruiz-Redondo. 2013. El arte parietal paleolítico de la cueva
de Lumentxa (Lekeitio, Vizcaya). Kobie (serie paleoantropología) 32:5–28.
Garate, D., J. Rios-Garaizar, A. Ruiz-Redondo, and J. Tapia Sagarna. 2013. Evidencias de arte
parietal paleolítico en la cueva de Aitzbitarte IV (Errenteria, Guipuzkoa). Munibe (Antropologia–
Arkeologia) 64:33–42.
Garate, D., O. Rivero, J. Rios-Garaizar, and I. Intxaurbe. 2016a. La grotte d’Atxurra: Un nouveau sanctuaire majeur du Magdalénien au pays Basque. International Newsletter on Rock
Art 76:1–4.
Garate, D., O. Rivero, A. Labarge, and C. Normand. 2016b. Le pilier gravé de la grotte
d’Isturitz: Cent ans après E. Passemard. Bulletin de la Société Préhistorique Française 113
(3):501–22.
Garate, D., O. Rivero Vila, A. Ruiz-Redondo, and J. Rios Garaizar. 2014. At the crossroad: A
new approach to the Upper Paleolithic art in the western Pyrenees. Quaternary International
364:286–96.
———. 2015. Discussion: “Chronology of western Pyrenean Paleolithic cave art: A critical examination” by Blanca Ochoa and Marcos García-Díez. Quaternary International 368:88–91.
Garate, D., A. Ruiz-Redondo, O. Rivero, and J. Rios-Garaizar. 2014. “El arte parietal en el
Golfo de Vizcaya: Nuevos descubrimientos, nuevas interpretaciones,” in Sobre rocas y huesos:
Las sociedades prehistóricas y sus manifestaciones plásticas. Edited by M. A. Medina-Alcaide, J.
A. Romero-Alonso, R. M. Ruiz-Marquez, and J. L. Sanchidrián-Torti, pp. 26–39. Córdoba:
Universidad de Córdoba and Fundación Cueva de Nerja.
Garate, D., J. Tapia, O. Rivero, I. Álvarez, V. Abendaño, et al. 2017. Alkerdi 2: Une grotte
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12.
García Díez, M., J. Mujika, M. Sasieta, J. Arruabarrena, and J. Alberdi. 2011. La grotte
d’Astigarraga (Deba, Guipuzcoa, Spain). International Newsletter on Rock Art 60:13–16.
García Díez, M., B. Ochoa, J. A. Mujika, X. Peñalver, and S. San Jose. 2012. L’art dans la
grotte paléolithique de Praileaitz I (Guipuzkoa, Espagne). International Newsletter on Rock
Art 64:2–5.
Goicoechea y Gandiaga, N. de 1966. Guía de la caverna de Santimamiñe. Cortézubi (Vizcaya).
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Glory, A. 1964. Dessins rupestres à la grotte Urioko-Harria (Pyrénées-Atlantiques). Bulletin de
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(2):123–44.
———. 2009. Des peintures et des gravures pariétales sur une formation stalagmitique de la
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L’Anthropologie 113(5):795–819.
González Sainz, C., and R. Ruiz Idarraga. 2010. Una nueva visita a Santimamiñe: Precisiones en el
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only Chauvet: Dating Aurignacian rock art in Altxerri B cave (northern Spain). Journal of
Human Evolution 65(4):457–64.
González Sierra, I. 1993. Nueva interpretación de una figura parietal de la cueva de Altxerri
(Guipuzkoa). Zephyrus 46:295–99.
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———. 2011. “Synthèse des nouvelles découvertes d’art pariétal et mobilier des grottes
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———. 1984. “Grotte d’Isturitz,” in L’art des cavernes: Atlas des grottes ornées paléolithiques
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———. 2011. La grotte d’Oxocelhaya: Synthèse des découvertes. Art pariétal préhistorique
du pays Basque (Isturitz-Oxocelhaya-Erberua). Orthez.
———. 2013. La grotte Erberua. Art pariétal préhistorique du pays Basque (Isturitz-OxocelhayaErberua). Orthez.
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———. 1989. Étude préliminaire de la grotte d’Erbérua (Pyrénées-Atlantiques). L’Anthropologie 93(2):475–93.
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Passemard, E. 1913. Découvertes de bas-reliefs et de peintures dans la grotte d’Isturitz. Bulletin de la Société Préhistorique Française 10:532.
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66–76.
Séronie-Vivien, M. R. 1974. Découverte d’une nouvelle grotte ornée en pays Basque: La
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Préhistorique Française 71:40–44.
Vialou, D. 1986. L’art des grottes en Ariège magdalénienne. XXII Supplément à Gallia Préhistoire.
Paris.
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KEDUDUKAN BARANG TITIPAN SEBAGAI AGUNAN PADA PERBANKAN SYARIAH
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Al-Syakhshiyyah
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Abstract This study discusses the implementation of deposited goods that are used as
collateral in Islamic banking, in this case trying to find the right ways to solve
problems if the goods deposited are used as collateral in Islamic banking. The
methodology in this study is a literature study that is narrative in nature, with a
historical approach as well as looking for juridical aspects in the settlement if
there is a problem with goods deposited as collateral in the transaction process
carried out in Islamic banking. In this study, it is shown that the resolution of a
problem can be done through deliberation and through the courts. Those who do
not trust will be given a fine in the form of compensation. AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 KEDUDUKAN BARANG TITIPAN SEBAGAI AGUNAN PADA
PERBANKAN SYARIAH Oleh. Muspita Sari1, A.Nurramadhani2, Muh.Fadli Mangenre3
123Institut Agama Islam Negeri Bone, Indonesia
Email. muspita.sari@iain-bone.ac.id1, andi01nurramadhani1125@gmail.com2,
Fadlimuhammad680@gmail.com3 2Hariman Surya Siregar, M. Ag., Koko Khaeruddin, M.Pd.I. Fikih Muamalah Teori dan
Implementasinya, (Bandung : Remaja Rosdakarya, 2019), h. 2. 3Abu Azam Al-Hadi. Fikih Muamalah Kontemporer. (Depok : Raja Grafindo Persada, 2017),
h. 180. Abstrak Kajian ini membahas mengenai implementasi barang titipan yang dijadikan
sebagai agunan pada perbankan syariah, sebagai upaya dalam menemukan cara-
cara yang tepat dalam menyelesaikan permasalahan, apabila barang titipan
dijadikan sebagai agunan pada perbankan syariah. Metodologi dalam kajian ini
adalah studi pustaka yang bersifat naratif, dengan pendekatan historis serta
mencari aspek yuridis dalam penyelesaian apabila terjadi permasalahan barang
titipan yang dijadikan sebagai agunan dalam proses transaksi yang dilakukan pada
perbankan syariah. Dalam kajian ini, menujukkan bahwa penyelesaian suatu
permasalahan dilakukan bisa dengan musyawarah dan melalui pengadilan. Pihak
yang tidak amanah akan diberikan denda berupa ganti rugi. Kata Kunci : Titipan; Jaminan; Rahn; Perbankan Syariah; Wadi’ah. 188 Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. 1Nyimas Lidya Putri. Jurnal Hukum dan Ekonomi Syariah. (Lampung : IAIN Metro, 2019),
h. 280. Nyimas Lidya Putri. Jurnal Hukum dan Ekonomi Syariah. (Lampung : IAIN Metro, 2019), A. PENDAHULUAN Dalam kehidupan masyarakat tentunya akan saling berhubungan antara
masyarakat yang satu dengan yang lain, disadari atau tidak ini dilakukan untuk
memenuhi kebutuhan-kebutuhan hidup mereka.1 Hubungan-hubungan yang
dilakukan dinamakan dengan muamalah. Yang dimaksud dengan muamalah yaitu
hukum-hukum yang mengatur hubungan antara manusia yang satu dengan
manusia yang lain serta hubungannya dengan alam sekitar untuk memenuhi
kebutuhan hidupnya.2 Sebagaimana prinsip muamalah setiap orang pasti membutuhkan orang
lain dalam melakukan suatu hal. Ini dilakukan agar kehidupan seseorang bisa
lebih mudah, selain itu interaksi yang dilakukan juga akan lebih mendekatkan
seseorang. Saling membantu ini juga diwujudkan dengan melakukan banyak hal,
salah satunya yaitu wadi’ah (titipan). Wadi’ah secara garis besar berarti titipan
dari seseorang kepada pihak lain yang dianggap mampu dan memenuhi syarat-
syarat sebagaimana yang telah ditetapkan.3 Wadi’ah secara tersirat mengajarkan kepada orang-orang yang dititipkan
sesuatu agar senantiasa bertanggung jawab dan bersikap hati-hati karena
memelihara dan menjaga sesuatu yang bukan miliknya. Wadi’ah juga merupakan
salah satu sarana yang digunakan untuk membantu orang lain. Misalnya dengan
meminjamkan kendaraan kita kepada orang lain, kita akan membantu transportasi
mereka. Begitu pula dengan rumah atau alat elektronik lainnya. Hal ini sangat
sesuai dengan pengertian fiqih muamalah yaitu aturan-aturan Allah yang
mengatur hubungan manusia dengan manusia lainnya dalam memperoleh dan
mengembangkan harta benda. Barang titipan mencakup semua barang yang berwujud dan bernilai. Barang ini bisa berupa kendaraan, rumah, barang-barang elektronik, emas, dan 189 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 uang. Setiap barang yang dititipkan bisa digunakan oleh orang yang dititipi atau
hanya disimpan. Barang yang bisa digunakan oleh orang yang dititipi misalnya
motor. Apabila pihak penitip menitipkan motornya kepada seseorang, kemudian
diberikan izin untuk menggunakan motor tersebut saat diperlukan, maka barang
yang dititipkan bisa digunakan oleh orang tersebut, sampai orang yang
mempunyai motor dapat meminta kembali motornya. Sedangkan barang yang
hanya disimpan, misalnya emas. Apabila pihak yang menitipkan emasnya untuk
disimpan dengan alasan ditakutkan akan hilang, maka pihak yang dititipi sama
sekali tidak boleh menjual emas tersebut. Dia hanya harus menyimpannyaa
ditempat yang aman sehingga tidak akan terjadi kerusakan dan kehilangan emas
tersebut. Selain wadi’ah juga ada transaksi rahn. 7R. Bogdan dan Steven Taylor, Introduction to Qualitative Research Methods (John Wiley &
Sons, 1984), 42. A. PENDAHULUAN Rahn berarti menyanderakan
sejumlah harta yang diserahkan kepada pihak tertentu dimana barang ini
kemudian dijadikan jaminan, secara hak dapat dimiliki dan kembali dimiliki
setelah melakukan tebusan.4 Dengan semakin berkembangnya masyarakat pada
masa kini istilah rahn juga dikenal dengan sebutan gadai yang secara bahasa
berarti jaminan, agunan, dan rungguhan.5 6Soekanto dan Mamudji, Penelitian Hukum Normatif Suatu Tinjauan Singkat, (Jakarta:
Rajawali, 2003), 23-24. 5Abu Azam Al-Hadi. Fikih Muamalah Kontemporer. (Depok : RajaGrafindo Persada, 2017),
. 160. 4Zainuddin Ali. Hukum Gadai Syariah. (Jakarta : Sinar Grafika, 2008), h. 1. 8Andri Soemitra, Hukum Ekonomi Syariah Dan Fiqh Muamalah (Jakarta : Prenamedia Group,
2019), h. 156. 9 Abu Azam Al-Hadi. Fikih Muamalah Kontemporer, h. 180. 9 Abu Azam Al-Hadi. Fikih Muamalah Kontemporer, h. 180. B. METODE PENELITIAN Jenis penelitian ini adalah penelitian normatif (pustaka) yang bersifat
naratif, dengan pendekatan historis serta pendekatan yuridis. Oleh karena itu data
dalam penelitian ini adalah data sekunder, yang terdiri dari bahan hukum primer
dan bahan hukum sekunder, yang bersumber dari berbagai literatur.6 Penelitian ini
disebut juga sebagai penelitian kualitatif.7 Karena analisis data memakai teknik
deskriptif kualitatif dalam menjelaskan kedudukan barang titipan sebagai agunan
pada bank syariah. 190 Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. Muspitasari;
A. Nurramadhani;
Muh. Fadli M. 11Andri Soemitra, Hukum Ekonomi Syariah Dan Fiqh Muamalah…, h. 157. a. Pengertian Wadi’ah a. Pengertian Wadi’ah Kata wadi’ah berasal dari bahasa Arab yaitu dari kata Wada’a – Yada’u-
Wad’an yang diartikan membiarkan atau meninggalkan sesuatu pada orang yang
menerima titipan. Jadi, wadi’ah berarti menitipkan sesuatu.8 Sedangkan menurut istilah terdapat perbedaan pendapat dari ulama besar. Pertama, menurut ulama Hanafiyah, wadi’ah (titipan) adalah mengikutsertakan
orang lain dalam memelihara harta, baik dengan ungkapan jelas, melalui tindakan,
maupun melalui syarat. Kedua, menurut ulama Malikiyah, Syafi’iyah, dan
Hanabilah, wadi’ah adalah mewakilkan orang lain untuk memelihara harta
tertentu dengan cara tertentu juga. Wadi’ah secara garis besar berarti titipan dari seseorang kepada pihak lain
yang dianggap mampu dan memenuhi persyaratan sebagaimana yang telah
ditentukan.9 Pemberian titipan, dilakukan tanpa ada paksaan dari masing-masing
pihak yang bersangkutan. Apabila selama proses penitipan terdapat kerusakan,
maka pihak yang diberikan titipan haruslah menggantinya. Penggantian ini
dilakukan saat pihak yang dititipi melakukan kelalaian atau ketidaksengajaan
sehingga merusak atau mengurangi nilai suatu barang. Adapun yang menjadi
dasar hukum Wa’diah, sebagaimana Allah berfirman dalam QS. al-
Baqarah:2/283: َ نِوَ بَعۡضُ كُم
َ
ِدُواْ َكَ تِبٗا فَرِهَ ٰوٞ نَّقۡبُوضَ ةٞۖٞ فَإِنۡ أ
۞ِإَون كُنتُمۡ لَعَ َ ٰ سَفَرٖ وَلَمۡ َتَ
ِّبَعۡضٗ ا فَلۡيُؤَد
َّلَّ ِي ٱ ٱ َؤۡتُهِو
ُمَ ٰنَتَه
َ
أ
ۥ
ِوَۡلۡ َتَّق
ٱ َ َّللّ
ُرَبَّه ۥ
Terjemahnya : Terjemahnya : “Jika kamu dalam perjalanan (dan bermu’amalah tidak secara tunai
dengan kamu tidak memperoleh seorang penulis, maka hendaklah ada
barang tanggungan yang dipegang (oleh yang berpiutang). Akan tetapi
jika sebagian kamu mempercayai sebagian yang lain, maka hendaklah 191 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 yang dipercayai itu menunaikan amanatnya (hutangnya) dan hendaklah
ia bertakwa kepada Allah Tuhannya… yang dipercayai itu menunaikan amanatnya (hutangnya) dan hendaklah
ia bertakwa kepada Allah Tuhannya… 10 Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 181. b. Rukun Wadi’ah Dalam mengimplementasikan wadi’ah haruslah dilakukan dengan
menyesuaikan rukun dari wadi’ah itu sendiri. Menurut ulama Hanafiyah rukun
wadi’ah hanya pelafalan ijab dan qabul, selain itu hanya dianggap sebagai syarat
dan tidak termasuk rukun. Menurut ulama Hanafiyah, ijab dan qabul hanya bisa
dianggap sah apabila dilakukan dengan perkataan yang jelas atau dengan
perkataan sindiran/samaran (kinayah).10 Secara umum, rukun wadi’ah ada empat,
yaitu : Orang yang menitipkan (al-mudi’ atau muwaddi); Orang yang dititipi (al-
muda’ atau mustauda); Barang titipan (wadi’ah); dan, Sighat (ijab qabul)11 c. Syarat dari Rukun Wadi’ah 1) Orang yang menitipkan dan orang yang dititipkan 1) Orang yang menitipkan dan orang yang dititipkan Menurut ulama Hanafiyah bahwa yang menjadi syarat bagi orang yang
melakukan wadi’ah adalah orang yang berakal sehat. Penetapan umur juga
ditentukan dengan balighnya seseorang, hal ini digunakan untuk menentukan
mampu tidaknya seseorang dalam melaksanakan wadi’ah. Tapi, apabila seorang
anak belum cukup umur akan tetapi telah mendapat izin dari walinya untuk
melaksanakan wadi’ah maka itu dianggap sah. Persyaratanya juga haruslah orang
yang cerdas, karena di dalam transaksi wadi’ah kadang terjadi penipuan, maka
dari itu, baik orang yang akan bertindak sebagai penitip atau orang yang dititipi
haruslah memiliki kecerdasan yang baik. 3) Shigat (Ijab qabul) 13Oleh Mustafa, “AL-HÂJAT AL-AŞLIYYAH DAN HARTA TERBEBAS HUTANG
SEBAGAI SYARAT WAJIB ZAKAT MÂL,” AL-KHARAJ 1, no. 2 (5 November 2021): 142–50,
https://doi.org/10.30863/ALKHARAJ.V1I2.1961. 1) Wadi’ah Yad al-Amanah Karakteristiknya, yaitu : Orang yang menjadi penerima titipan tidak
diperkenankan menggunakan harta ataupun benda yang dititipkan kepadanya;
Penerima titipan memegang amanah agar mampu menjaga dan memelihara harta
atau benda yang dititipkan, maka dari itu orang yang diamanahkan untuk
menerima titipan tidak diperkenankan menggunakan ataupun mengambil manfaat
atas harta atau benda tersebut; Orang yang menitipkan harta atau benda harus
memberikan biaya sebagai kompensasi penerima titipan; Mengingat harta atau
benda yang dijadikan titipan tidak diperbolehkan utnuk dipergunakan atau
dimanfaatkan, maka aplikasi perbankan yang sesuai dengan hal ini adalah jasa
penitipan atau save deposit box. 2) Barang yang dititipkan 2) Barang yang dititipkan Barang yang menjadi objek titipan harus berupa harta yang bisa disimpan,
diserahterimakan serta memiliki nilai. Dalam bentuk penitipan, identitas barang
haruslah jelas diketahui. Jenis dan jumlah dari barang itu haruslah pasti, untuk
menghindari terjadinya kesalahpahaman di kemudian hari. 3) Shigat (Ijab qabul) 3) Shigat (Ijab qabul) 192 Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. Ijab harus dinyatakan dengan ucapan dan perbuatan. Ucapan bisa sarih
(jelas) ataupun kinayah (sindiran). Menurut ulama Mashab Maliki, lafal kinayah
harus disertai dengan niat.12 d. Pembagian Wadi’ah 1) Wadi’ah Yad al-Amanah 12Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 181-182. 12Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 181-182. 2) Wadi’ah Yad al-Dhamanah Karakteristik Wadi’ah Yad al-Dhamanah, yaitu : Penerima titipan boleh
menggunakan harta atau benda yang dititipkan kepadanya; Penerima titipan boleh
menggunakan atau memanfaatkan harta atau benda yang dititipkan.13 Apabila
berkehendak maka penerima titipan boleh memberikan sebagian hasilnya kepada
pemilik titipan sebagai bonus; Produk perbankan yang sesuai dengan wadi’ah ini
yakni giro dan tabungan yang dikelola dengan sistem syariah Islam; Pihak
perbankan syariah tidak menyatakan akan memberikan bonus kepada pemilik
titipan di dalam kontrak ataupun perjanjian, tetapi apabila harta atau benda titipan
digunakan, pihak bank bisa memberikan bonus sebagai tanda terima kasih; Jumlah
bonus yang diberikan sesuai dengan kewenangan yang diberikan oleh pihak bank
syariah, pihak pemberi titipan tidak boleh ikut campur dalam urusan tersebut;
Tabungan bisa dikatakan sebagai salah satu produk yang menggunakan akad 193 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 wadi’ah karena sesuai prinsipnya hampir mirip dengan giro. Perbedaannya hanya
terletak pada tabungan tidak bisa ditarik dengan cek atau alat lain yang semacam
itu.14 16Abdul Ghofur Anshori. Hukum Perjanjian Islam di Indonesia (Yogyakarta : Gadjah Mada
University Press, 2010), h. 123. 19Nasrun Haroen, Fiqh Muamalah. (Jakarta : Gaya Media Pratama, 2000), h. 254. 14Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 191-193. 17Abu Azam Al-Hadi, Fikih Muamalah Kontemporer…, h. 160. 18Zainuddin Ali, Hukum Gadai Syariah…, h. 1. a. Pengertian Rahn Dalam bahasa arab rahn dapat pula diartikan sama maknanya dengan al-
hubsu. Secara etimologi rahn diartikan kekal, lama dan tetap.15 Sedangkan al-
habsu diartikan penahanan suatu barang dengan hak yang dimilikinya sehingga
dapat dijadikan sebagai pengganti pembayaran dari suatu barang.16 Dengan
semakin berkembangnya masyarakat pada masa kini istilah rahn juga dikenal
dengan sebutan gadai yang secara bahasa berarti jaminan, agunan, dan
rungguhan.17 Secara terminologi berarti menyanderakan sejumlah harta yang diserahkan
kepada pihak tertentu dimana barang ini kemudian dijadikan jaminan, secara hak
dapat dimiliki dan dan kembali dimiliki setelah melakukan tebusan.18 b. Rukun Rahn 15Zainuddin Ali. Hukum Gadai Syariah…, h. 1. 15Zainuddin Ali. Hukum Gadai Syariah…, h. 1. b. Rukun Rahn Menurut jumhur ulama rukun rahn ada empat, yaitu : Shigat (lafal ijab dan
qabul); Orang yang berakad (yang menggadaikan [al-rahin] dan yang menerima
gadai (al-murtahin); Harta yang dijadikan agunan (al-marhun); Utang (marhun
bih).19 c. Syarat-Syarat Rahn 1) Shigat 14Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 191-193. 15Zainuddin Ali. Hukum Gadai Syariah…, h. 1.
16Abdul Ghofur Anshori. Hukum Perjanjian Islam di Indonesia (Yogyakarta : Gadjah Mada
University Press, 2010), h. 123.
17Abu Azam Al-Hadi, Fikih Muamalah Kontemporer…, h. 160.
18Z i
ddi Ali H k
G d i S
i h
h 1 14Abu Azam Al-Hadi. Fikih Muamalah Kontemporer…, h. 191-193.
15Zainuddin Ali. Hukum Gadai Syariah…, h. 1.
16Abdul Ghofur Anshori. Hukum Perjanjian Islam di Indonesia (Yogyakarta : Gadjah Mada
University Press, 2010), h. 123.
17Abu Azam Al-Hadi, Fikih Muamalah Kontemporer…, h. 160.
18Zainuddin Ali, Hukum Gadai Syariah…, h. 1.
19Nasrun Haroen, Fiqh Muamalah. (Jakarta : Gaya Media Pratama, 2000), h. 254. 21 Mardani, Hukum Sistem Ekonomi Islam (Depok : Raja Grafindo Persada, 2017), h. 248. 22 Andri Soemitra, Hukum Ekonomi Syariah Dan Fiqh Muamalah…, h. 158. 20 Abu Azam Al-Hadi, Fikih Muamalah Kontemporer…, h. 161-162. 2) Orang yang Berakad (Rahin dan Murtahin) Syarat untuk orang yang melakukan akad adalah orang yang cakap. Menurut jumhur ulama berupa orang-orang yang mampu bertindak secara hukum,
yaitu orang yang telah baligh dan berakal sehat. Menurut ulama Hanafiyah, kedua
belah pihak boleh belum baligh, asalkan berakal sehat dan telah mendapatkan izin
dari walinya. 20 Abu Azam Al-Hadi, Fikih Muamalah Kontemporer…, h. 161-162. 1) Shigat Shigat bisa dilakukan baik secara lisan maupun tulisan asalkan di dalam
perbuatan tersebut sudah terkandung adanya kalimat yang menyatakan adanya
rahn. Apabila di dalam perjanjian disertakan syarat atau dikaitkan dengan masa 194 yang akan datang, maka syaratnya dianggap tidak sah, tetapi rahn tetap bisa
dilakukan. Menurut ulama Malikiyah, Syafi’iyah, dan Hanabilah apabila syarat
yang diajukan demi untuk kelancaran perjanjiaan itu diperbolehkan, tetapi apabila
tidak sesuai maka syaratnya harus dibatalkan. 3) Marhun (harta yang dijadikan agunan) 3) Marhun (harta yang dijadikan agunan) Barang yang dijadikan jaminan boleh dijual sesuai dengan nilai utang dan
juga persetujuan dari pemilik awal, tetapi harus dilakukan setelah waktu jatuh
tempo pengembalian barang. Barang yaang dijadikan jaminan haruslah barang-
barang yang bermanfaat, sehingga bisa digunakan oleh orang yang memberi
gadai; Barang yang digadaikan harus jelas identitasnya; Barang yang digadaikan
sudah milik sah orang yang menggadaikannya; Barang yang digadaikaan
bukanlah milik orang lain; Barang yang digadaikan boleh diserahkan berupa
benda atau bukti surat kepemilikannya saja; Marhun bih (utang); Orang yang
menggadaikan barang harus dengan utang yang pasti.20 Utang tersebut sudah
tetap; Utang itu sudah diketahui dengan jelas jumlah dan sifat-sifatnya.21 3. Barang Titipan yang dijadikan sebagai Agunan pada Perbankan
Syariah 3. Barang Titipan yang dijadikan sebagai Agunan pada Perbankan
Syariah 3. Barang Titipan yang dijadikan sebagai Agunan pada Perbankan
Syariah Dalam melakukan transaksi haruslah sesuai dengan rukun dan syarat-
syarat yang telah ditetapkan. Apabila salah satu rukun tidak ada ataupun syarat
yang diajukan tidak terlaksana, tidak sesuai serta melanggar perjanjian maka
transaksi yang dilakukan akan dianggap tidak sah atau batal.22 195 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 Dalam melaksanakan transaksi wadi’ah tentunya juga harus dilakukan
oleh dua pihak, baik itu antara seseorang dengan orang lain atau antara seseorang
dengan pihak bank. Transaksi yang dilakukan terhadap seseorang biasanya
akadnya hanya dilakukan dengan ucapan serah terima, apalagi yang biasanya
melakukan transaksi ini hanyalah orang yang dianggap dekat saja. Sedangkan
dengan pihak bank, transaksi yang dilakukan lebih memperhatikan detail tertentu. Dengan begitu, diharapkan tidak akan terjadi kesalahpahaman ataupun ingkar
janji dikemudian hari. Akan tetapi, tidak menutup kemungkinan ada salah seorang pihak yang
tidak amanah. Konsep wadi’ah menegaskan bahwa transaksi yang dilakukan
hanya berupa menitipkan harta benda yang dimiliki kepada orang lain, yang
sewaktu-waktu apabila diperlukan maka harta benda itu dikembalikan kepada
pemiliknya. Rahn atau jaminan atau lebih dikenal dengan sebutan gadai, juga banyak
dilakukan masyarakat saat ini. Rahn menjaminkan sebuah benda kepada seorang
pihak untuk dianggapkan sebagai utang, dengan imbalan pemberi gadai akan
memberikan sejumlah uang. Barang yang digadaikan akan dijadikan sebagai
jaminan. Apabila pihak yang menggadaikan tidak mampu untuk melunasinya,
maka barang tersebut akan berubah kepemilikan menjadi milik pemberi gadai. Dalam permasalahan barang titipan yang dijadikan sebagai agunan dalam
perbankan syariah ini bisa saja dianggap melanggar prinsip amanah dalam
wadi’ah, yaitu: Apabila terjadi kerusakan terhadap barang yang dititipkan oleh
orang lain, sedangkan orang yang diamanahkan untuk menjaga barang tersebut
bisa mengcegahnya tapi tidak melakukannya, maka dia berkewajiban mengganti
barang tersebut. Atas kesalahan ini orang tersebut wajib melakukan ganti rugi (al-
daman). Apabila barang titipan berada di tangan orang ketiga dan terjadi kerusakan,
maka orang kedua bertanggung jawab untuk melakukan ganti rugi; Apabila
barang yang dititipkan kemudian digunakan oleh orang yang dititipkan dan
mengalami kerusakan, maka dia harus melakukan ganti rugi. 196 Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. 24I Putu Gede Parwata, Made Nurmawati. Akibat Hukum Perjanjian Gadai yang dilakukan
dengan Jaminan Barang Bergerak Bukan Milik Debitur. h. 9. 23 Nasrun Haroen. Fiqh Muamalah, h. 248. 23 Nasrun Haroen. Fiqh Muamalah, h. 248. 3. Barang Titipan yang dijadikan sebagai Agunan pada Perbankan
Syariah Apabila orang yang dititipkan barang berkhianat, dengan tidak mengakui
bahwa mendapat titipan atas suatu barang tersebut dan menyembunyikannya
disuatu tempat, serta dia mampu untuk mengganti barang tersebut maka dia harus
melakukan ganti rugi. Apabila barang yang dititipkan tercampur dengan barang pribadi orang
yang dititipkan. Dalam hal ini terjadi perbedaan pendapat ulama, apabila barang
tersebut sulit untuk dipisahkan, maka orang tersebut harus melakukan ganti rugi. Akan tetapi apabila bisa dipisahkan, maka penitip boleh mengambil barangnya. Apabila orang yang dititipkan barang melanggar syarat-syarat yang telah
disepakati pada saat melakukan akad, maka orang tersebut harus melakukan ganti
rugi; Apabila barang titipan dibawa bepergian dalam waktu yang lama, maka
pihak pemberi titipan bisa meminta ganti rugi.23 Dari uraian diatas, diketahui hal-hal apa saja yaang bisa membatalkan
wadi’ah. Sebelumnya telah dibahas mengenai pembagian wadi’ah, yaitu Wadi’ah
Yad al-Amanah dan Wadi’ah Yad al-Dhamanah. Secara singkat, Wadi’ah Yad al-
Amanah membahas mengenai barang titipan yang hanya bisa dilakukan diantara
dua pihak. Maksudnya, pihak pemberi titipan hanya menitipkan barang
titipannnya kepada penerima titipan. Penerima titipan haruslah menjaga serta
memelihara barang titipan tersebut. Barang titipan juga hanya boleh disimpan
tanpa digunakan. Permasalahan tentang barang titipan yang dijadikan agunan pada
perbankan syariah merupakan suatu perbuatan yang melanggar undang-undang
sehingga wadi’ah yang dilakukan bisa dikatakan batal demi hukum. Ini
dikarenakan tidak terpenuhinya salah satu unsur rahn yaitu barang yang
digadaikan bukanlah milik orang lain.24 Adapun jenis aset yang bisa dijadikan
agunan di perbankan syariah, yaitu : a. Agunan berwujud terbagi atas agunan bergerak dan agunan yang tidak
bergerak. Contoh agunan bergerak berupa kendaraan seperti pesawat, 197 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 kapal, kereta, mobil, dan motor. Sedangkan agunan yang tidak bergerak
berupa tanah dan mesin pabrik. kapal, kereta, mobil, dan motor. Sedangkan agunan yang tidak bergerak
berupa tanah dan mesin pabrik. b. Agunan tidak berwujud dapat berupa hak paten, surat berharga, dan
deposito.25 b. Agunan tidak berwujud dapat berupa hak paten, surat berharga, dan
deposito.25 b. Agunan tidak berwujud dapat berupa hak paten, surat berharga, dan
deposito.25 Pada saat hendak melakukan penjaminan di bank syariah setiap orang
haruslah membuktikan dirinya memiliki bukti milik dari barang tersebut. Pihak
bank sendiri harus melakukan analisis terlebih dahulu sebelum melakukan
transaksi rahn. Ini dilakukan sesuai dengan asas-asas perkreditan yang sehat,
salah satunya yaitu saat memberikan jaminan pihak bank syariah harus melakukan
suatu perjanjian tertulis. 25Pratama Akhdi Mardin. 2021. “Ini Jenis Aset yang Bisa dijadikan Aset di Bank” dari
https://money.kompas.com/read/2021/06/11/210000226/ini-jenis-aset-yang-bisa-dijadikan-agunan-
ke-bank. Diakses pada tanggal 05 April 2022 pukul 08.25. p
gg
p
p
26I Putu Gede Parwata, Made Nurmawati. Akibat Hukum Perjanjian Gadai yang dilakukan
dengan Jaminan Barang Bergerak Bukan Milik Debitur, h. 10. 3. Barang Titipan yang dijadikan sebagai Agunan pada Perbankan
Syariah Karena didasarkan pada prinsip bagi hasil, pihak bank
syariah tentunya juga akan melakukan pemeriksaan latar belakang dari pihak yang
melakukaan transaksi. Ini semua dilakukan agar tidak terjadi kesalahpahaman di
kemudian hari. Surat-surat yang dijadikan jaminan pada pihak bank syariah juga harus
ditanda tangani oleh nama yang tertera pada sertifikat. Misalnya, apabila hendak
menjaminkan BPKB motor atau mobil maka yang bertanda tangan pada surat
jaminan adalah orang yang tertera namanya pada surat tersebut, begitu pula
dengan sertifikat tanah, rumah, atau gedung. Dengan banyaknya persyaratan yang
terjadi pada saat hendak melakukan akad rahn pada perbankan syariah tentunya
semakin sulit untuk seseorang bisa melakukan penipuan dengan menjadikan
sebuah harta atau benda milik orang lain sebagai agunan dalam melakukan
transaksi pada perbankan syariah. Akan tetapi, apabila terjadi hal demikian maka pihak yang menerima
titipan sekaligus sebagai pihak yang melakukan transaksi rahn diperbankan
syariah sebagaimana yang dinyatakan dalam Pasal 1365 KUHPerdata menyatakan
bahwa semua perbuatan yang melanggar hukum serta merugikan orang lain, harus
memberikan ganti rugi kepada pihak-pihak yang dirugikan.26 198 Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. Kedudukan Barang Titipan Sebagai Aunan… Muspitasari;
A. Nurramadhani;
Muh. Fadli M. Pengembalian barang titipan dari pihak perbankan syariah juga dilakukan
dengan dua cara, yaitu dengan musyawarah atau melakukan penyelesaian di
pengadilan. Tapi, pihak yang barang miliknya dijadikan titipan diperbankan
syariah juga harus bisa membuktikan bahwa harta benda tersebut benar-benar
adalah miliknya. Sedangkan dalam Wadi’ah Yad al-Dhamanah yaitu membahas mengenai
barang titipan yang selain untuk dijaga dan dipelihara dengan baik, juga bisa
dimanfaatkaan oleh penerima titipan apabila dibutuhkan. Pihak pemberi titipan
dan penerima titipan pada awal permulaan akad sudah melakukan perjanjian
terlebih dahulu, sehingga pihak penerima titipan bisa menggunakan harta atau
benda tersebut. Dalam permasalahan benda tersebut dijadikan agunan dalam perbanksan
syariah tentunya tidak akan terjadi hal-hal sebagaimana dalam Wadi’ah Yad al-
Amanah. Ini dikarenakan apabila barang titipan hendak dijadikan agunan dalam
perbankan syariah tentunya telah mendapat izin dari pemilik barang titipan. Selain
itu, dalam melakukan transaksi di perbankan syariah pihak pemberi titipan ikut
serta dalam proses transaksi, karena tanda tangan dari pemilik barang diperlukan. D
PENUTUP D. PENUTUP Dalam permasalahan barang titipan yang dijadikan sebagai agunan pada
perbankan syariah bisa dinyatakan sebuah tindak tidak amanah dari pihak
penerima titipan. Apabila hal ini terjadi maka akad wadi’ah ataupun rahn bisa
dikatakan batal demi hukum. penyelesaian sengketa harta atau benda tersebut bisa
dilakukan dengan melakukan musyawarah atau melalui jalur pengadilan. Dan
pihak yang dinyatakan bersalah harus membayar ganti rugi kepada pihak-pihak
yang dirugikannya. 199 AL-SYAKHSHIYYAH: Jurnal Hukum Keluarga Islam dan Kemanusiaan
p-ISSN 2685-3248; e-ISSN 2685-5887
Vol. 4; No. 2;
Desember 2022 Buku-Buku Siregar,
Hariman
Surya,
Koko
Khoeruddin. Fikih
Muamalah
dan
Implementasinya. Bandung : Remaja Rosdakarya, 2019 Al Hadi, Abu Azam. Fikih Muamalah Kontemporer. Depok : Raja Grafindo
Persada. 2017. Andri Soemitra. Hukum Ekonomi Syariah Dan Fiqh Muamalah. (Jakarta:
Prenamedia Group, 2019. Mardani. Hukum Sistem Ekonomi Islam. Depok : Raja Grafindo Persada, 2017. Ali, Zainuddin. Hukum Gadai Syariah. Jakarta : Sinar Grafika, 2008. Anshori, Abdul Ghofur. Hukum Perjanjian Islam di Indonesia. Yogyakarta:
Gadjah Mada University Press, 2010 Haroen Nasrun, Fiqh Muamalah. Jakarta : Gaya Media Pratama, 2000. Marzuki, Peter Mahmud. Penelitian Hukum. Jakarta : Kencana Pernada Media
Group, 2010. R. Bogdan dan Steven Taylor, Introduction to Qualitative Research Methods. John Wiley & Sons, 1984. Soekanto dan Mamudji. Penelitian Hukum Normatif Suatu Tinjauan Singkat. Jakarta: Rajawali, 2003. Artikel Jurnal: Mustafa, Oleh. “AL-HÂJAT AL-AŞLIYYAH DAN HARTA TERBEBAS
HUTANG SEBAGAI SYARAT WAJIB ZAKAT MÂL.” AL-KHARAJ
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November
2021):
142–50. https://doi.org/10.30863/ALKHARAJ.V1I2.1961. Putri, Nyimas Lidya. Jurnal Hukum dan Ekonomi Syariah Aplikasi Gadai Syariah
dalam Perbankan Syariah. Vol. VII. No. 2. September 2019 Parwata, I Putu Gede, Made Nurmawati. Jurnal Akibat Hukum Perjanjian Gadai
yang dilakukan dengan Jaminan Barang Bergerak Bukan Milik Debitur. Bali : Fakultas Hukum Universsitas Udayana Pratama Akhdi Mardin. 2021. “Ini Jenis Aset yang Bisa dijadikan Aset di Bank”
dari
https://money.kompas.com/read/2021/06/11/210000226/ini-jenis-
aset-yang-bisa-dijadikan-agunan-ke-bank. Diakses pada tanggal 05 April
2022 pukul 08.25. 200
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Supercritical CO2 Extraction of Bioactive Compounds from Mango (Mangifera indica L.) Peel and Pulp
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Foods
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cc-by
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foods
Article
Supercritical CO2 Extraction of Bioactive Compounds from
Mango (Mangifera indica L.) Peel and Pulp
José Villacís-Chiriboga 1,2,3 , Stefan Voorspoels 1 , Maarten Uyttebroek 1 , Jenny Ruales 3 , John Van Camp 2 ,
Edwin Vera 3 and Kathy Elst 1, *
1
2
3
*
Citation: Villacís-Chiriboga, J.;
Voorspoels, S.; Uyttebroek, M.;
Ruales, J.; Van Camp, J.; Vera, E.; Elst,
K. Supercritical CO2 Extraction of
Bioactive Compounds from Mango
(Mangifera indica L.) Peel and Pulp.
Foods 2021, 10, 2201. https://
Flemish Institute for Technological Research (VITO), Business Unit Separation and Conversion Technology,
Boeretang 200, 2400 Mol, Belgium; jose.villacis-chiriboga@vito.be (J.V.-C.); stefan.voorspoels@vito.be (S.V.);
Maarten.Uyttebroek@flandersfood.com (M.U.)
Department of Food Technology, Safety and Health, Ghent University, Coupure Links 653,
9000 Ghent, Belgium; John.VanCamp@UGent.be
Department of Food Science and Biotechnology, Escuela Politécnica Nacional, Ecuador, Campus Rubén
Orellana, Ladrón de Guevara E11-253, Quito P.O. Box 17 012759, Ecuador; jenny.ruales@epn.edu.ec (J.R.);
edwin.vera@epn.edu.ec (E.V.)
Correspondence: kathy.elst@vito.be; Tel.: +32-14335617
Abstract: The potential of supercritical CO2 (SC-CO2 ) for the extraction of bioactive compounds
from mango by-products was assessed. Carotenoid extraction was optimized using a design of
experiments based on temperature (35, 55 and 70 ◦ C), pressure (10 and 35 MPa) and co-solvent
addition (0%, 10% and 20% of ethanol or acetone). Moreover, the co-extraction of phenolic acids,
flavonoids and xanthonoids was evaluated in a subset of parameters. Finally, a comparison was made
between SC-CO2 and a two-step organic solvent extraction of the bioactive compounds from the
pulp and peel fractions of two Ecuadorian varieties. The optimal extraction temperature was found
to be dependent on the bioactive type, with phenolics requiring higher temperature than carotenoids.
The optimal overall conditions, focused on maximal carotenoids recovery, were found to be 55 ◦ C,
35 MPa and 20% of ethanol. The main carotenoid was β-carotene, while phenolics differed among
the varieties. The bioactive content of the peel was up to 4.1-fold higher than in the pulp fraction.
Higher antioxidant activity was found in the extracts obtained with organic solvents. SC-CO2 is a
promising technology for the isolation of valuable compounds from mango by-products.
doi.org/10.3390/foods10092201
Keywords: carotenoids; phenolics; antioxidant; mango; supercritical CO2 ; response surface optimization
Academic Editor: Danijela
Bursać Kovačević
Received: 9 August 2021
Accepted: 15 September 2021
Published: 17 September 2021
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1. Introduction
Mango (Mangifera indica L.) is among the most traded tropical fruits in the world with
around 48 thousand tons produced in 2017. Nevertheless, large amounts of peels (7–24%)
and stones (45–85%) are discarded after industrial processing of the fruit. Such by-products
represent a significant material source of compounds with potentially high commercial
value and applicability for various purposes. In this line, the concept of biorefinery aims to
produce valuable chemicals, food, feed and energy by using biomass as feedstock through
various transformation steps. More specifically for mango, several studies have stated that
its by-products could potentially be used for the extraction of macro molecules such as
pectins, oils and starch, but also bioactive compounds such as carotenoids and phenolics [1].
Carotenoids and phenolic compounds are among the major bioactive compounds
of mango. Studies have indicated the positive effects of carotenoids on human health,
i.e., radical scavenging, cancer prevention, cardiovascular diseases, cataracts and neural
tube defects [2]. Similarly, phenolic compounds exert various biological activities, including antimicrobial, anti-cardiovascular, anti-obesity, antioxidant, anti-hyperglycemic and
anticancer activities [3]. Moreover, polyphenols of mango have been shown to exert chemopreventive and anti-inflammatory activities [4]. Such activities make of mango by-products
a potential source of compounds with application in various industrial sectors.
Foods 2021, 10, 2201. https://doi.org/10.3390/foods10092201
https://www.mdpi.com/journal/foods
Foods 2021, 10, 2201
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Bioactive compounds are traditionally extracted from vegetable matrices using organic solvents, which can leave potentially toxic residues and be harmful when released
into the environment. In contrast, supercritical CO2 (SC-CO2 ) provides a sustainable,
environmentally friendly and cost-effective alternative solvent that offers the possibility to
tailor the extraction process by changing its pressure or altering its polarity by the addition
of low concentrations of organic solvents. It is especially appropriate for the isolation of
lipophilic compounds. Moreover, it allows one to avoid thermal damage of labile bioactive compounds, given the low working temperature for reaching the supercritical state
(T = 31.1 ◦ C and P = 7.38 MPa) [5].
Given the crescent interest of SC-CO2 as an extraction solvent of carotenoids, in
the last few years, several matrices have been extracted with this methodology, such as
microalgae [6] and carrot peels [7]. Nevertheless, as far as mango is concerned, the few
scientific reports available focus on the tree leaves as main sources of bioactive compounds.
To the best of our knowledge, the research on the application of SC-CO2 is still limited.
Garcia-Mendoza et al. (2015) [8], determined the total extraction yield of carotenoids,
phenols and flavonoids from one variety under a single SC-CO2 extraction condition,
followed by a pressurized EtOH extraction. In a similar study, Sánchez-Camargo et al.
(2019) [9] optimized the conditions of SC-CO2 extraction of carotenoids from mango peels
of the variety “Sugar”. The authors evaluated the total carotenoid content as a function of
the drying techniques (freeze drying and air drying). Furthermore, the carotenoid extract
obtained under the best working parameters was evaluated in terms of its carotenoids
profile and as protector of the oxidation of sunflower oil. Since both carotenoids and
polyphenols are composed of different molecules with different polarity and weight, it is
expected that the extraction yield of individual compounds will depend on the conditions
applied. Given the fact that the individual molecules may vary among the different mango
fractions and varieties as well as the storage/processing conditions, it is important to
understand their individual behavior as a function of the conditions used for extraction.
For this purpose, response surface methodology (RSM) provides a powerful statistical tool
to model and predict the outcome of an extraction in function of the conditions applied
based on a limited amount of experiments [10].
The present work aims to investigate the use of SC-CO2 for the extraction of bioactive
compounds from the peel and pulp of mango. To obtain a better knowledge on the effect
of temperature, pressure and co-solvent on the extraction of carotenoids, the extraction of
the individual carotenoids is analyzed and modelled by the RSM methodology. Moreover,
the extracts of a subset of the most promising extraction conditions are characterized in
detail for their composition in the individual phenolics. Based on the modelling results,
optimized conditions are proposed and used for the supercritical extraction of bioactive
compounds from the pulp and peel of different mango varieties. The results are compared
to a two-step organic solvent extraction.
2. Materials and Methods
2.1. Sample Preparation
In this study, two batches of mango were selected. For the first batch, the dejuiced
whole fruit, with no discrimination between the pulp and peel, was used in order to have a
maximal amount of a representative mixed material required for the optimization process.
The variety “Kasturi”, grown in Israel, was purchased on a local market in Belgium. The
selected mangoes, which were commercially ripe, similar in size and free of mechanical
or biological damages, were immediately taken to the laboratory and kept at 8 ◦ C. The
mangoes were manually washed, and the seeds were manually removed from the fruits.
The remaining pulp (entire pulp after seed removal) and peel fraction was juiced with an
Angel Juicer 8500s (Angelia, Sasang-gu, Busan, Korea) and the juice and pulp were frozen
with liquid nitrogen, freeze dried, milled and sieved to reject the material with a diameter
greater than 500 µm. The average particle size was 496 ± 71 µm (weight basis), measured
Foods 2021, 10, 2201
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by laser diffraction. The samples were then stored in vacuum bags away from light and
kept at −20 ◦ C until further analysis.
The second type of samples was extracted at the optimal conditions and the samples
were used to study local Ecuadorian varieties and the effect of the separation of pulp and
peel. The varieties “Kent” and “Haden” were obtained from local growers in the province
of Imbabura—Ecuador (0◦ 270 06.400 N; 77◦ 590 22.600 W). The mangoes were selected based
on an appropriate maturity degree, uniform shape and size and no damages of biological
or mechanical origin. In the laboratory, the mangoes were manually washed and the three
fractions—peel, pulp and stones—were manually separated. The pulp was juiced with an
industrial juicer machine and the pulp resulting from this step, along with the peel, was
freeze dried, milled and the process continued as for the first batch of mango.
2.2. Extraction with Supercritical CO2
The tests were performed with a laboratory scale Jasco SFE system from JASCO Isogen
Life Science [11].
For each extraction, 2.0 g of freeze-dried powder pulp was loaded in a 10 mL capacity
extractor vessel, and the empty space was filled with glass wool. CO2 constantly flowed
at 1 mL·min−1 at a pressure of 10 or 35 MPa, at a temperature of 35, 55 or 70 ◦ C and with
pure CO2 or a co-solvent percentage of 10% or 20% ethanol (EtOH); alternatively, 10% or
20% acetone was used. All the experiments were performed randomly and in duplicate. A
total extraction time of 3 h was applied, but the extract was collected in different collection
vials as a function of time (10 min per vial). Amber-colored glass collection vials were
used to avoid light degradation of the extracted molecules. As explained above, a modifier
solvent was added at the depressurization point to avoid precipitation. The same solvent
was used as the co-solvent of the experiment, except that additionally butylhydroxytoluene
BHT (0.1%) was added to preserve the extract until the analysis. The modifier flow was
set to obtain a total solvent flow (co-solvent + modifier) of 0.5 mL·min−1 in order to
always have the same volume of collected extract in the vials. To correct for the differences
in BHT content in the final extract (as this was uniquely dosed through the modifier
solvent), additional BHT was directly added to the collection vials, always to keep its
final concentration at 0.1%. After the extraction, the solvents were evaporated with a N2
flux and the dry extracts were stored under −18 ◦ C. For the samples that were used for
measuring the antioxidant activity, no BHT was added to the vial nor to the modifier.
In between successive extractions, the tubing of the equipment was extensively rinsed
with isopropanol to avoid any contamination for remnants.
2.3. Solvent Extraction
The solvents system used were previously optimized after performing tests with
several organic solvents and their mixtures. Hence, two successive extractions were applied.
A combination of acetone:methanol (70:30; v/v) was first applied, then an extraction with
dichloromethane:methanol (50:50; v/v) was carried out in an ultrasound bath Branson
5510 (Branson ultrasonics corporation, Danbury, CT, USA) at 4 ◦ C. Both solvent systems
contained 0.1% BHT. The ratio of material to solvent was 1:10 (w/v), and the time was set
at 45 min for each extraction. At the end, both extracts were mixed together and separated
in aliquots. The solvents were evaporated and the dried extracts were stored at −18 ◦ C.
As explained above, the samples used for the antioxidant activity measurement were not
stabilized with BHT.
2.4. Determination of Dry Matter Content
The amount of dry matter was assessed by weight difference. For this, 5.0 g of dry
sample were dried in an oven for 24 h at 105 ◦ C, the difference in mass was calculated and
used for correcting the values obtained in the experiments.
Foods 2021, 10, 2201
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2.5. Determination of the Total Carotenoid Content
One aliquot of 2 mL of the extract was dried and before the analysis it was dispersed
in EtOH (95%). Then, the absorbance of an appropriately diluted sample was analyzed
in a spectrophotometer (Tecan, Infinite, M200 Pro) using ethanol (95%) as a blank at 470,
649 and 664 nm. The total carotenoid concentrations were calculated in duplicate from the
different absorbances using the equations of Lichtenthaler and Buschmann (2001) [12].
2.6. Determination of the Individual Carotenoids
The protocol was based on the work of Bijttebier et al. (2013) [13]. One µL of extract
was injected on a 2.1 mm × 100 mm, 1.8 µm HSS C18 SB column (Waters, Milford, MA, USA)
at 35 ◦ C in a Waters Acquity UPLC® . Mobile phase A consisted of water +5 mM ammonium
acetate:methanol:acetonitrile:ethylacetate (50/22.5/22.5/5 v/v/v/v) and mobile phase
B consisted of acetonitrile:ethylacetate (50/50 v/v) with a flow rate of 500 µL·min−1 .
The following gradient (%/min B) was applied: 10/0; 10/0.1; 30/0.8; 91/20.0; 100/20.1;
100/20.4; 10/20.5; 10/23. For detection, an orbitrap mass spectrometer (Thermo Fisher
Scientific, Waltham, MA, USA) operating with an APCI was used. A full scan of the
ions was acquired at m/z range of 200 to 1400 at a resolution of 70,000 full width at
half-maximum.
As the internal standard, 36.25 ng·mL−1 of trans-β-Apo-80 -carotenal was used. The
concentration of the standards (α-carotene, antheraxanthin, β-cryptoxanthin, β-carotene,
fucoxanthin, trans-lutein, trans-violaxanthin, zeaxanthin) ranged between 0.034 and
26.55 µg·mL−1 (average). In addition, 3 quality controls (corresponding to the standard
5) were placed in between the injections of the samples. The lowest calibration point was
set as the limit of quantification. The relative standard deviation of these controls was on
average 6.35 ± 4.21%.
2.7. Determination of Individual Phenolic Compounds
The analytical method was based on the work of De Paepe et al. (2013) [14]. Five µL
of extract were injected on a 3.0 mm × 150 mm, 1.7 µm BEH SHIELD RP18 column (Waters,
Milford, MA, USA) at 40 ◦ C in a Waters Acquity UPLC® . Mobile phase A consisted of water
+0.1% formic acid and mobile phase B constituted acetonitrile + 0.1% formic acid flowing at
500 µL·min−1 at the following gradient (%/min B): 0–26/9.91; 65/18.51; 100/18.76–25.76.
An orbitrap mass spectrometer (Thermo Fisher Scientific) coupled with an ESI source was
used for identification. All ions were identified in a m/z range of 70–10,500 at a mass
resolving power of 70,000 full width at half-maximum.
Daidzein was included as internal standard in a concentration of 50 ng·mL−1 in all
the extracts. The concentration of the standards (aromadendrin, astragalin, avicularin,
caffeic acid, catechin, chlorogenic acid, cyanoroside, epicatechin, ferulic acid, gallic acid,
hyperin, isoquercitrin, kaempferol, mangiferin, naringenin, p-coumaric acid, phlorizin, protocatechuic acid, quercetin, quercitrin, taxifolin) ranged between 3.19 and 9848.47 µg·L−1
(average). Additionally, 7 quality controls (corresponding to the standard 3) were placed
in between the injections of the samples. The lowest calibration point was set as the
limit of quantification. The relative standard deviation of these controls was on average
6.13 ± 1.48%.
2.8. Determination of Antioxidant Activity
To assess the antioxidant properties of the samples, the 2,2-diphenyl-1-picrylhydrazyl
(DPPH·) test, which monitors the neutralization of the stable DPPH· radical, was carried
out. Additionally, the FRAP method was applied. This method consists of measuring
the increase in absorbance at 593 nm of the blue reaction when the TPTZ-Fe+3 complex is
reduced to TPTZ-Fe+2 .
The DPPH· method was performed in duplicate per extraction, following the procedure of Brand-Williams et al. (1995) [15] with modifications. To prepare the stock solution,
3.0 mg of DPPH· was dissolved to a final concentration of 20 mM. In a next step, the
Foods 2021, 10, 2201
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stock solution was diluted with MeOH to a concentration of 200 µM. The samples were
prepared as follows. First, 2 mL of extract was taken, evaporated and re-dissolved with
2 mL dimethyl sulfoxide (DMSO). A series of at least 6 different aliquots was taken from
this DMSO solution, with a volume ranging between 0.5 and 300 µL, which was adjusted
in volume to 500 µL with MeOH. For each test, 100 µL of the DPPH· working solution and
100 µL of each aliquot were mixed in a 96-well plate. The DPPH· working solution mixed
with MeOH and pure MeOH was used as the blank. The mixtures were allowed to react
for 30 min away from light. The absorbance was taken at 517 nm. Results were expressed
as IC50 . The final value was related to the biomass intake during the extraction (in DM)
and expressed as µg biomass on dry matter base per mL (µg·mL−1 ).
The FRAP method was done according to the modified method of Benzie and Strain
(1996) [16]. To prepare the FRAP solution, buffer acetate of 300 mM, 2,4,6-Tris-(2-pyridyl)-striazine (0.156 g in 50 mL of EtOH) and Fe2 Cl3 (0.5404 g in 2 mL of HCl 37% and 98 mL
of water) were mixed in a concentration of 40:4:4 mL. A stock solution of 25 mM Trolox
was prepared and successively diluted in a concentration between 200 and 10 µM. The
solutions of the sample were prepared as explained for the DPPH· method. Next, 2700 µL
of the FRAP solution and 300 µL of each concentration were mixed and allowed to react
for 4 min. Then the absorbance was monitored at 593 nm. The results were related to the
biomass intake during the extraction (in DM) and expressed as µmol Trolox per g biomass
on dry matter base (µmol Trolox·g−1 ).
2.9. Calculations
The mass yield of the extraction processes was expressed as the ratio between the
amount of extracted material and the biomass loaded in the extraction vessel on the dry matter base. In addition, the yield of carotenoids and phenolic compounds was determined.
The carotenoids were treated individually. To ease the interpretation on the phenolic
compounds, the different compounds were grouped in four classes: hydroxycinnamic
acids (p-coumaric acids, caffeic, ferulic, chlorogenic), flavonoids (epicatechin, kaempferol,
quercetin, quercitrin, aromadendrin, astragalin, avicularin, catechin, cynaroside, hyperin,
isoquercitrin, naringenin, phlorizin, taxifolin), xanthonoids (mangiferin) and hydroxybenzoic acids (gallic and protocatechuic acids). All results were expressed as mass yield per g
of biomass treated on the dry matter base.
2.10. Statistical Analysis
Most of the statistical analysis was performed by a design of experiments, using
response surface methodology (RSM). At the start, a quadratic response model was considered for co-solvent concentration and temperature, whereas a linear response model
was selected for the pressure, also including all interaction parameters. All values were
subjected to analysis of variance (ANOVA) with a 95% confidence level. The final model
(Equation (1)) was derived by removing all insignificant terms and used to determine the
optimal conditions. For the final model, the values of the determination coefficient (R2 )
were also determined as an indication of the goodness of fit.
3
3
i =1
i =1
3
Y = β o + ∑ β i Xi + ∑ β ii Xi2 + ∑
3
∑
β ij Xi X j
(1)
i =1 j = i +1
where Y is the dependent variable to be modelled (total carotenoids or individual carotenoids);
Xi and X j are the independent variables (temperature, pressure and co-solvent) and β 0 is the
intercept; β i is the coefficient of linear effect; β ii and β ij are the coefficients of quadratic and
interaction effects, respectively; and 3 is the number of variables. As explained, in this study,
several models were developed for optimizing the extraction of total carotenoids as well as
individual carotenoids. Additionally, surface plots from the fitted equations were generated
in order to evaluate the effects of independent parameters and their mutual interaction.
Foods 2021, 10, 2201
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To determine the significance of the differences between extraction conditions, the
least significant difference (LSD) was calculated for each of the classes. The ANOVA was
performed with at a 95% of confidence level. For the optimization study and the study on
the different varieties, each extraction type was performed in duplicate, and the extracts
were analyzed using the methodology as described above. In the figures, the average
of both extractions is shown, whereby the difference calculated based on the percentage
difference between the two replicate extractions is detailed in the legend. All statistical
tests were conducted using STATISTICA XII, 2015 (Dell Inc., Tulsa, OK, USA).
3. Results and Discussion
In this research, the impact of pressure, temperature, type (acetone/ethanol) and
concentration of the co-solvent was assessed on the extraction yield of bioactive compounds
from mango by-products using SC-CO2 as the main solvent. In the first instance, the
extraction procedure was optimized by maximizing the extraction of carotenoids through
an RSM approach. Not only the total, but also the main individual carotenoids were
assessed. The model was validated and, thereafter, the concentration of phenolics was
evaluated for the selected conditions. In a second stage, the bioactive compounds of two
mango varieties and two types of by-products, i.e., pulp and peel, were extracted at the
optimized conditions and compared against a two-step reference extraction method using
organic solvents.
3.1. Extraction as Function of Time
First, the extraction of the total carotenoids was analyzed as a function of time. The
cumulative extraction yield was determined as a function of time for a temperature of
55 ◦ C, a pressure of 35 MPa and using pure SC-CO2 as well as SC-CO2 modified with
ethanol or acetone at different concentrations. In all cases, the extraction rate was found to
decrease steadily with time (Supplementary Material SS.1). The declining concentration
of extract in the outflowing solvent may be due to depletion in the extractable material
or diffusional limitations due to mass transfer processes. After three hours, the steady
state was reached, and the extraction was terminated in order to avoid degradation and
isomerization due to temperature effects. This time was taken as a reference time for all
further extractions.
3.2. Optimization of the Total Carotenoids Extraction via RSM Modelling
The influence of the co-solvent percentage, temperature and pressure on the overall
carotenoid extraction yield was evaluated and optimized through a design of experiments,
where temperature and co-solvent addition was studied at three levels and pressure
at two levels. In order to have a representative concentration of carotenoids for the
further experiments, a mixture of peel and pulp of the Kasturi variety was used. In total,
30 experiments were done, of which the conditions and their corresponding extracted total
carotenoids content are given in Supplementary Material SS.2.
As explained above, the effects of three main variables on SC-CO2 extraction of
carotenoids from mango were simultaneously evaluated using the RSM methodology
to construct a model that allows for the selection of the best combination of conditions:
temperature (X1 ), pressure (X2 ) and co-solvent percentage (X3 ). For each of the co-solvents,
ethanol and acetone, a separate model was made. The carotenoid extraction (response) was
mathematically modelled to predict the relationships between the working parameters and
the extraction yield; however, all insignificant variables (95% level of significance) were
removed. The regression models are shown below. As can be seen, the lack of fit for each
Foods 2021, 10, 2201
7 of 22
case was found to be not significant. Moreover, the statistical analysis of the models is
displayed in Supplementary Material SS.3:
1, 10, x FOR PEER REVIEW
7 of 24
Total carotenoids using EtOH as co-solvent [µg/gDW] = −25.115 +
X1 +0.467
0.881 ×
2
2
2
× X2 −0.243 × X3 −0.008 × X1 +0.006 × X2 × X3 +0.015 × X3 R = 0.97
As explainedTotal
above,
the effectsusing
of three
mainasvariables
on[µg/gDW
SC-CO2 extraction
carotenoids
acetone
co-solvent
] = −6.242of+ca0.031 × X1 +0.670
rotenoids from mango
were
simultaneously
evaluated
using
the
RSM
methodology
2
× X2 +0.079 × X3 −0.003 × X1 × X2 −0.008 × X2 × X3 R = 0.91 to
construct a model that allows for the selection of the best combination of conditions: temperature (X1), pressure
(Xthree-dimensional
2) and co-solvent percentage (X3). For each of the co-solvents,
The
surface plots provide a more comprehensive representation of
ethanol and acetone,
a
separate
model
was
made. The
carotenoid
(response)
the interaction between the working
variables
and extraction
the experimental
response. Likewise,
was mathematically
modelled
to
predict
the
relationships
between
the
working
paramethese figures facilitate the selection of the area within the graph where
the optimal conditers and the extraction
yield;
however,
all insignificant
(95%that
level
of significance)
tions are
located.
Hence,
in Figure 1 itvariables
can be seen
when
EtOH is used as co-solvent,
◦ C, similarly
were removed. The
are shown
As can as
bewhen
seen, the
of fit for were performed
lowregression
extractionsmodels
are obtained
at 35below.
the lack
experiments
◦
each case was found
to be not significant.
statistical
thean
models
at a temperature
of 70 C.Moreover,
Similarly,the
high
pressureanalysis
allowedoffor
extraction of a higher
is displayed in Supplementary
Material
SS.3:
yield, as compared
to the
yield obtained at 10 MPa. It should be mentioned that different
Total carotenoids
using EtOH
co-solvent
[µg/g
DW]and
= −25.115
+ 0.881
𝑋 + 0.467used as co-solvents.
behaviors
wereasobtained
when
EtOH
acetone
were ×separately
× 𝑋 − 0.243 × 𝑋 Overall,
− 0.008 more
× 𝑋 +carotenoids
0.006 × 𝑋 ×were
𝑋 +comparatively
0.015 × 𝑋 (R2extracted
= 0.97) with the use of EtOH as co-solvent
than
with
the useasofco-solvent
acetone. [µg/g DW] = −6.242 + 0.031 × 𝑋 + 0.670
Total carotenoids
using
acetone
Figure×2𝑋depicts
the× Pareto
of the remaining linear, interaction and quadratic
× 𝑋 + 0.079 × 𝑋 − 0.003×𝑋
− 0.008
𝑋 × 𝑋 charts
(R2 = 0.91)
effects of the
variables
the total
yield.
Overall, it can
be observed that pressure
The three-dimensional
surface
plotson
provide
a more
comprehensive
representation
and
co-solvent
addition
are
decisive
in
the
concentration
of
total
carotenoids recovered
of the interaction between the working variables and the experimental response. Likewise,
from
mango.
these figures facilitate the selection of the area within the graph where the optimal condiIn the
with
ethanol
a co-solvent
(Figure
2a), the linear effects of
tions are located. Hence,
in extraction
Figure 1 itperformed
can be seen
that
when as
EtOH
is used as
co-solvent,
pressure
(standardized
effect of 28.1)
and co-solvent
addition
(standardized
low extractions are
obtained
at 35 °C, similarly
as when
the experiments
were
performedeffect of 6.9) were
a majorhigh
and beneficial
of carotenoids.
at a temperaturefound
of 70 to
°C.have
Similarly,
pressure influence
allowed on
forthe
an recovery
extraction
of a higher The temperature
dependence
was
mostly dominated
the quadratic
effect (−that
5.09),different
resulting in an optimum
yield, as compared
to the yield
obtained
at 10 MPa. by
It should
be mentioned
◦ C. As shown in Figure 2a, other terms, such as the quadratic effect
temperature
around
50–55
behaviors were obtained when EtOH and acetone were separately used as co-solvents.
of concentration
ethanol and the
interaction
between
of ethanol,
Overall, more carotenoids
were of
comparatively
extracted
with
the usepressure
of EtOHand
as concentration
co-solexerted
a
significant,
though
minor
effect
on
the
carotenoids’
extraction.
vent than with the use of acetone.
Fitted Surface for total carotenoids extraction with SC-CO2 [ug/g DW]
MS Residual=1.983
36
34
32
30
Pressure [MPa]
28
26
24
22
20
18
16
14
12
10
8
30
35
40
45
50
55
Temperature[C]
(a)
Figure 1. Cont.
60
65
70
75
>
<
<
<
<
<
14
13
9
5
1
-3
Foods 2021, 10, 2201
2021, 10, x FOR PEER REVIEW
8 of 24
8 of 22
Fitted Surface for total carotenoids extraction with SC-CO2, modified with ethanol [ug/g DW]
MS Residual=1.983
36
34
32
30
28
Pressure [MPa]
26
24
22
20
18
16
14
>
<
<
<
<
<
<
12
10
8
30
35
40
45
50
55
60
65
70
75
Temperature[C]
20
19
15
11
7
3
-1
(b)
Fitted Surface for total carotenoids extraction w ith SC-CO2 modified w ith acetone [ug/g DW]
MS Residual=3.505
36
34
32
30
Pressure [MPa]
28
26
24
22
20
18
16
14
12
10
8
30
35
40
45
50
55
Temperature[C]
60
65
70
75
> 14
< 13
< 11
<9
<7
<5
<3
<1
< -1
(c)
Figure
RSM for total
carotenoids
with 0%
(a),(b)
20%
EtOH
and 20% acetone (c).
Figure 1. RSM for
total1.carotenoids
extracted
withextracted
0% co-solvent
(a),co-solvent
20% EtOH
and
20% (b)
acetone
(c).
However, when the SC-CO2 was modified with acetone (Figure 2b), it was seen
that
only
thePareto
linearcharts
effect of
of the
pressure
(standardized
effect of and
17.0)quadratic
positively influenced
Figure 2 depicts the
remaining
linear, interaction
the
recovery
of
carotenoids.
Conversely,
co-solvent
concentration
(standardized
effect of
effects of the variables on the total yield. Overall, it can be observed that pressure and co−
2.6),
temperature
(standardized
effect
−
1.95)
and
the
separate
conjunctions
of
pressure
solvent addition are decisive in the concentration of total carotenoids recovered from
and co-solvent and temperature and pressure (−2.59 and −1.88, respectively) exerted a
mango.
significant
but negative
these
results2a),
show
pressure
In the extraction
performed
with influence.
ethanol as Overall,
a co-solvent
(Figure
the that
linear
effects stands as an
important
factor
for
the
extraction
of
compounds
with
SC-CO
modified
2
of pressure (standardized effect of 28.1) and co-solvent addition (standardized effect ofwith acetone,
where
increasing
temperature
negatively
influences
on the overall
yield.
6.9) were found
to have
a major
and beneficial
influence
on the recovery
of carotenoids.
The
positive
effect
with
pressure
is
well-known
and
associated
with
The temperature dependence was mostly dominated by the quadratic effect (−5.09),the
re-higher density
of the SC-CO2 [6]. The optimum temperature at intermediate values (55 ◦ C), on the other
sulting in an optimum temperature around 50–55 °C. As shown in Figure 2a, other terms,
hand, can be explained by the presence of two opposing mechanisms. It is well-known that
such as the quadratic effect of concentration of ethanol and the interaction between presmass transfer is improved with temperature because of the increase in the vapor pressure
sure and concentration of ethanol, exerted a significant, though minor effect on the carotof the analytes present, facilitating their solvation [17]. The solubility, on the other hand, is
enoids’ extraction.
diminished with temperature because of the decreasing density of the CO affecting the
However, when the SC-CO2 was modified with acetone (Figure 2b), it◦was seen that2
solvating power. The reduction observed in the yield above 55 C is therefore likely caused
only the linear effect of pressure (standardized effect of 17.0) positively influenced the
by the fact that a decrease in solubility of the solvent has a greater effect compared to the
recovery of carotenoids. Conversely, co-solvent concentration (standardized effect of
increase in vapor pressure of the component.
−2.6), temperature (standardized effect −1.95) and the separate conjunctions of pressure
and co-solvent and temperature and pressure (−2.59 and −1.88, respectively) exerted a sig-
Foods 2021, 10, x FOR PEER REVIEW
Foods 2021, 10, 2201
9 of 24
nificant but negative influence. Overall, these results show that pressure stands as an important factor for the extraction of compounds with SC-CO2 modified with acetone, where
increasing temperature negatively influences on the overall yield.
9 of 22
Pareto Chart of Standardized Effects for total carotenoids extraction with SC-CO2 modified with ethanol [ug
/g DW]
MS Residual=1.983
28.110
(2)Pressure [MPa](L)
6.867
(3)Ethanol [%](L)
- 5.099
Temperature[C](Q)
3.036
Ethanol [%](Q)
2.665
2Lby3L
(1)Temperature[C](L)
- 0.655
p=,05
Standardized Effect Estimate (Absolute Value)
(a)
Pareto Chart of Standardized Effects for total carotenoids extraction with SC-CO2 modified with acetone [ug
/g DW]
MS Residual=3.439
(2)Pressure [MPa](L)
17.026
2Lby3L
- 2.592
(3)Acetone [%](L)
- 2.588
(1)Temperature[C](L)
- 1.956
1Lby2L
- 1.881
p=,05
Standardized Effect Estimate (Absolute Value)
(b)
Figure 2. Pareto
for total
carotenoids
extracted with
ethanol (a)
and
acetone(a)
(b).
Figurechart
2. Pareto
chart
for total carotenoids
extracted
with
ethanol
and acetone (b).
The positive
with pressure
is well-known
and associated
with the higher
den-maxima of the
Theeffect
conditions
to maximize
the response
were determined
by the
◦ C,°C),
sity of the
SC-CO2 [6].
The
optimum
temperature
at intermediate
values
on theof 35 MPa and
generated
plots
(Figure
1a–c).
By applying
a temperature
of 55(55
pressure
other hand,
can (v/v)
be explained
by the
of two opposing
mechanisms.
It is
wellat 20%
of ethanol
thepresence
highest extraction
yield was
obtained.
With
the application
known that
massconditions,
transfer is improved
with temperature
because
of the were
increase
in the
of such
the predicted
yield and the
real yield
19.52
µg·g−1 DW and
−1analytes
vapor pressure
of·g
the
present, facilitating
their
solvation
Theobtained
solubility,by
onthe model and
20.56 µg
DW, respectively.
The ratio
between
the[17].
values
the otherexperimental
hand, is diminished
with
temperature
because
of
the
decreasing
density
of
the
value prediction was 94.9%.
CO2 affecting the solvating power. The reduction observed in the yield above 55 °C is
3.3. Optimization of the Extraction Yield of the Individual Carotenoids via RSM Modelling
To obtain a comprehensive knowledge for each of the carotenoids the influence of the
extraction conditions was also assessed on each of the individual carotenoids in a similar
way as described above for the total carotenoids (Table 1). In the extracts α and β-carotene,
β-cryptoxanthin and phytoene were found to be the most abundant. Additionally, lower
concentrations of cantaxanthin, capsanthin, lutein, violaxanthin and zeaxanthin were observed. For the most abundant carotenoids, an RSM model was constructed, whereby the
insignificant parameters (confidence level 95%) were removed. The trends of the resulting
Foods 2021, 10, 2201
10 of 22
models are shown in Figure 3. For all the compounds, pressure was found to be the most
important factor, independent of the temperature, concentration or type of co-solvent,
whose linear and/or quadratic effects had a lower but still significant influence on the
extraction. The correlation (R2 ) was 0.81, 0.92 and 0.64 for β-cryptoxanthin, β-carotene
and phytoene, respectively. As can be seen in Table 1, β-carotene is the most abundant
carotenoid, and as expected, follows a similar behavior as reported above for the total
carotenoids. Pressure and co-solvent are the major impacting parameters, whereby ethanol
is more efficient than acetone (Figure 3(a1,b1,c1)). The presence of ethanol positively influences the amount of extracted β-carotene, leading to values up to 18.74 µg·g−1 DW under
the optimal conditions. This increase can be explained based on molecular interactions
between the solvent and the carotenoids via the Hansen solubility parameters (HSP). Tirado
and Calvo (2019) [18], calculated that the HSP of β-carotene and SC-CO2 modified with
ethanol are very similar, explaining the suitability of the latter as an extracting medium.
Specifically, the distance (Ra) between the HSP of the mixture CO2 + EtOH and those of
β-carotene when extracted at 40 and 50 ◦ C were smaller when compared with acetone and
other organic solvents, specifically 12.14 and 13.57 for each temperature, respectively. It
must be noted that this model only considers the affinity between the solute and solvent
and does not consider the competitive interactions that exist in the matrix.
As for the other carotenoids, β-cryptoxanthin had a very similar behavior as βcarotene, as can be seen in Figure 3(a2,b2). Phytoene, on the other hand, had a different
behavior, since their highest extraction yield was obtained at 35 ◦ C. This different behavior is likely due to a higher sensitivity to isomerization or oxidative degradation with
increasing temperature [19]. At a temperature of 55 ◦ C and with EtOH as co-solvent, both
β-carotene and β-cryptoxanthin have their highest yield of 18.74 and 2.23 µg·g−1 DW,
respectively. These values are very close to the predicted 17.45 µg·g−1 DW and 1.55 µg·g−1
DW, respectively. Nevertheless, if extracts rich in phytoene are targeted, a lower operating
temperature of 35 ◦ C is better suited, resulting in a yield of 0.26 µg·g−1 DW, which is
comparable to the predicted value of 0.23 µg·g−1 DW in the model.
3.4. Validation of the Model for Carotenoids Extraction and Behavior of the Phenolic Compounds
As the phenolic compounds are also valuable constituents that may be co-extracted,
their presence was also evaluated in the extracts obtained at this subset of conditions.
To validate the model obtained, the extractions at the optimum as well as at a subset of
conditions with higher carotenoid yield were repeated. As a pressure of 35 MPa resulted
in good carotenoid extraction, the subset was focused on variation of temperature and
co-solvent, while keeping the pressure mostly constant.
The results obtained for phenolics are described in Figure 4. The modification of
SC-CO2 with 20% ethanol enhanced the extraction yield of phenolics when compared
with pure CO2 and acetone. On the other hand, the temperature and the extraction
yield of phenolics were directly proportional. The higher yield was obtained at 70 ◦ C
(608.13 µg·g−1 DW). The values presented in this study are higher than those provided
by Garcia-Mendoza et al. (2015) [8]. Moreover, Meneses et al. (2015) [20], indicated that
environmental factors like UV radiation, factors inherent to the process like storage and the
cultivar itself affect the phenolic content of mango. The higher yield obtained with SC-CO2
modified with organic solvents can likely be attributed to the predominance of the vapor
pressure effect over the density effect. The solvent’s viscosity and the surface tension decrease at higher temperatures; thus, its penetration into the matrix is enhanced. Moreover,
the molecular interactions (e.g., solute-matrix, in the form of sorption isotherm/isobar models) are broken; therefore, the desorption energy of the target compounds is reduced [21].
Moreover, it is possible that the particle cell walls are damaged, which can result in an increment in the mass transfer [22]. It should also be indicated that certain phenolic compounds
like gallic and vanillic acids are relatively stable, while catechin is the most unstable when
exposed to temperatures from 80 to 100 ◦ C, so that degradation effects are expected to be
less important as in the case of carotenoids [23].
Foods 2021, 10, 2201
11 of 22
Table 1. Quantification of the amount of carotenoids extracted with SC-CO2 in the optimization set of experiments per amount of biomass extracted from the mango variety Kasturi.
10 MPa
35 ◦ C; 100% CO2
35 ◦ C; 10% EtOH
35 ◦ C; 20% EtOH
35 ◦ C; 10% Ac
35 ◦ C; 20% Ac
55 ◦ C; 100% CO2
55 ◦ C; 10% EtOH
55 ◦ C; 20% EtOH
55 ◦ C; 10% Ac
55 ◦ C; 20% Ac
70 ◦ C; 100% CO2
70 ◦ C; 10% EtOH
70 ◦ C; 20% EtOH
70 ◦ C; 10% Ac
70 ◦ C; 20% Ac
35 MPa
α-Carotene
[µg·g−1 DW]
β-Cryptoxantin
[µg·g−1 DW]
β-Carotene
[µg·g−1 DW]
Phytoene
[µg·g−1 DW]
α-Carotene
[µg·g−1 DW]
β-Cryptoxantin
[µg·g−1 DW]
β-Carotene
[µg·g−1 DW]
Phytoene
[µg·g−1 DW]
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
<LOQ
0.24 ± 0.01 d
0.14 ± 0.07 cd
0.91 ± 0.08 e
0.03 ± 0.00 a
0.02 ± 0.00 a
0.04 ± 0.01 a
0.07 ± 0.00 ab
0.19 ± 0.01 de
0.10 ± 0.02 bc
0.13 ± 0.00 c
0.07 ± 0.04 ab
0.07 ± 0.01 ab
0.11 ± 0.00 bc
0.11 ± 0.01 bc
0.07 ± 0.01 ab
0.31 ± 0.02 ab
0.17 ± 0.02 a
1.52 ± 0.08 c
0.25 ± 0.08 ab
0.13 ± 0.00 a
0.11 ± 0.02 a
1.44 ± 0.17 c
3.70 ± 0.87 d
0.11 ± 0.02 a
0.22 ± 0.00 ab
<LOD
0.01 ± 0.00 a
0.61 ± 0.05 b
0.02 ± 0.01 a
0.03 ± 0.00 a
0.16 ± 0.04 ef
<LOD
0.11 ± 0.02 d
0.08 ± 0.02 cd
0.04 ± 0.02 bc
0.05 ± 0.01 bc
0.06 ± 0.02 bc
0.15 ± 0.02 e
0.09 ± 0.02 d
0.03 ± 0.00 ab
0.05 ± 0.04 bc
0.05 ± 0.00 bc
0.02 ± 0.00 ab
0.04 ± 0.00 b
0.19 ± 0.02 g
1.03 ± 0.07 ef
1.24 ± 0.11 g
1.51± 0.09 h
0.26 ± 0.03 b
0.39 ± 0.01 c
1.32 ± 0.02 g
1.01 ± 0.12 e
1.13 ± 0.14 f
0.39 ± 0.08 c
0.27 ± 0.02 b
0.41 ± 0.04 cd
0.52 ± 0.00 d
0.38 ± 0.05 c
0.05 ± 0.00 a
0.04 ± 0.00 a
0.65 ± 0.01 abc
1.52 ± 0.27 ef
1.49 ± 0.17 ef
0.33 ± 0.07 a
0.39 ± 0.01 ab
1.68 ± 0.03 f
2.23 ± 0.14 g
1.13 ± 0.04 de
1.52 ± 0.04 ef
0.24 ± 0.18 a
0.81 ± 0.09 cd
1.29 ± 0.10 ef
1.13 ± 0.00 de
0.83 ± 0.49 cd
0.74 ± 0.07 bcd
8.96 ± 0.23 d
6.81 ± 0.19 c
15.28 ± 0.92 h
11.36 ± 0.37 e
12.16 ± 0.38 f
11.63 ± 1.14 ef
13.41 ± 0.42 g
18.74 ± 0.21 i
5.81 ± 0.23 b
3.35 ± 0.34 a
6.23 ± 0.52 bc
5.80 ± 0.57 b
11.08 ± 0.20 e
8.65 ± 0.03 d
6.46 ± 0.25 bc
0.13 ± 0.00 abc
0.19 ± 0.03 cde
0.19 ± 0.01 de
0.26 ± 0.03 e
0.23 ± 0.01 de
0.14 ± 0.04 bcd
0.07 ± 0.00 ab
0.10 ± 0.07 ab
0.09 ± 0.02 ab
0.07 ± 0.06 ab
0.06 ± 0.02 a
0.08 ± 0.01 ab
0.19 ± 0.04 cde
0.07 ± 0.00 ab
0.13 ± 0.08 bcd
Values are mean ± relative difference (n = 2). LOD = limit of quantification. Means with different letters indicate statistically significant differences between extraction conditions and the specific compound in the
mango matrix (p < 0.05).
Foods 2021, 10, 2201
Foods 2021, 10, x FOR PEER REVIEW
12 of 22
12 of 24
β-carotene
β-cryptoxanthin
Phytoene
(a2)
(a3)
(a1)
Fitted Surf ace; Variable: β-cry ptoxanthin
Fitted Surf ace; Variable: β-carotene
34
30
28
26
Pressure [MPa]
Pressure [MPa]
100% CO2
32
24
22
20
18
16
14
12
10
35
40
45
50
55
60
65
70
75
Temperature [C]
>
<
<
<
<
<
<
<
10
10
8
6
4
2
0
-2
36
34
34
32
32
30
30
28
28
26
26
24
22
20
18
22
20
18
16
14
14
12
>
<
<
<
<
<
10
8
30
35
40
45
50
55
60
65
70
75
Temperature [C]
1.2
1.1
0.7
0.3
-0.1
-0.5
12
10
8
30
Fitted Surf ace; Variable: β-carotene
Fitted Surf ace; Variable: β-cry ptoxanthin
MS Residual=1.079
MS Residual=0.002
34
32
32
30
30
30
28
28
28
26
26
26
22
20
18
16
Pressure [MPa]
34
32
24
24
22
20
18
16
14
12
10
8
50
55
Temperature [C]
60
65
70
75
>
<
<
<
<
<
<
18
17
13
9
5
1
-3
14
12
10
8
30
35
40
45
50
55
Temperature [C]
Figure 3. Cont.
55
60
65
70
75
MS Residual=0.003
34
45
50
0.16
0.16
0.14
0.12
0.1
0.08
0.06
0.04
0.02
Fitted Surf ace; Variable: Phy toene
36
40
45
>
<
<
<
<
<
<
<
<
(b3)
36
35
40
Temperature [C]
36
30
35
(b2)
Pressure [MPa]
Pressure [MPa]
24
16
(b1)
20% EtOH
MS Residual=0.001
36
Pressure [MPa]
36
8
30
Fitted Surf ace; Variable: Phy toene
MS Residual=0.102
MS Residual=1.820
60
65
70
75
>
<
<
<
<
<
<
<
<
1.6
1.5
1.3
1.1
0.9
0.7
0.5
0.3
0.1
24
22
20
18
16
14
12
10
8
30
35
40
45
50
55
Temperature [C]
60
65
70
75
>
<
<
<
<
<
<
<
0.18
0.17
0.15
0.13
0.11
0.09
0.07
0.05
Foods 2021, 10, 2201
Foods 2021, 10, x FOR PEER REVIEW
13 of 22
13 of 24
(c1)
(c2)
(c3)
Fitted Surf ace; Variable: β-cry ptoxanthin
Fitted Surf ace; Variable: β-carotene
36
34
32
30
26
24
22
20
18
16
14
12
10
35
40
45
50
55
Temperature [C]
60
65
70
75
>
<
<
<
<
<
<
<
<
<
14
14
12
10
8
6
4
2
0
-2
Pressure [MPa]
28
32
30
30
28
28
26
26
Pressure [MPa]
32
Pressure [MPa]
20% Acetone
MS Residual=0.001
36
34
34
8
30
Fitted Surf ace; Variable: Phy toene
MS Residual=0.019
36
MS Residual=3.098
24
22
20
18
24
22
20
18
16
16
14
14
12
12
10
8
30
35
40
45
50
55
Temperature [C]
60
65
70
75
>
<
<
<
<
<
0.8
0.75
0.55
0.35
0.15
-0.05
10
8
30
35
40
45
50
55
Temperature [C]
60
65
70
75
>
<
<
<
<
<
<
<
0.31
0.3
0.25
0.2
0.15
0.1
0.05
0
Figure
RSM
β-caroteneextracted
extractedwith
with100%
100%CO
CO2(a1),
(a1),20%
20% EtOH
EtOH (b
(b1)) and
20% Acetone (c1); β-cryptoxanthin extracted with 100% CO2 (a2), 20% EtOH (b2) and 20% Acetone (c2)
Figure
3. 3.
RSM
forfor
β-carotene
1 and 20% Acetone (c1); β-cryptoxanthin extracted with 100% CO2 (a2), 20% EtOH (b2) and 20% Acetone (c2)
2
and phytoene extracted with 100% CO2 (a3), 20% EtOH (b3) and 20% Acetone (c3).
and phytoene extracted with 100% CO2 (a3), 20% EtOH (b3) and 20% Acetone (c3).
at higher temperatures; thus, its penetration into the matrix is enhanced. Moreover, the
molecular interactions (e.g., solute-matrix, in the form of sorption isotherm/isobar models) are broken; therefore, the desorption energy of the target compounds is reduced [21].
Moreover, it is possible that the particle cell walls are damaged, which can result in an
increment in the mass transfer [22]. It should also be indicated that certain phenolic com14 of 22
pounds like gallic and vanillic acids are relatively stable, while catechin is the most unstable when exposed to temperatures from 80 to 100 °C, so that degradation effects are expected to be less important as in the case of carotenoids [23].
Foods 2021, 10, 2201
400
Flavonoid
Xanthonoids
Dihydroxybenzoic acids
k
Hydroxycinnamic acids
j
300
i
200
j
ij
250
h
h
150
g
100
h
e
b
ab
b
d
g
c
fg
h
f
g
e
cd
e
f
bc
c
ef
b
b
ab
c
f
c
ab
b
de
a
a
a
a
ab
b
fg
d
d
50
e
f
g
Phenolic compounnds [ug/g DW]
350
20% EtOH – 35 MPa – 70 C
100% CO2 – 35 MPa – 70 C
20% Acet – 35 MPa – 55 C
20% EtOH – 35 MPa – 55 C
100%CO2 - 35 Mpa - 55 C
20% Acet – 35 MPa – 35 C
20% EtOH – 35 MPa – 35 C
100% CO2 – 35 MPa – 35 C
20% Acet – 10 MPa – 55 C
20% EtOH – 10 MPa – 55C
100%CO2 - 10 Mpa - 55 C
100% CO2 – 10 MPa – 35 C
0
Figure 4.
4. Total
Total phenolic
(evaluated as
as sum
sum of
of individual
individual compounds)
compounds) obtained
obtained in
in the
the confirmation
confirmation data
data set.
set.
Figure
phenolic compounds
compounds (evaluated
Values
are
mean
±
relative
difference
(n
=
2).
Means
with
different
letters
indicate
statistically
significant
differences
Values are mean ± relative difference (n = 2). Means with different letters indicate statistically significant differences bebetween
extraction
conditions
and
concentration
phenolics
same
class
< 0.05).
tween
extraction
conditions
and
thethe
concentration
of of
phenolics
of of
thethe
same
class
(p (p
< 0.05).
As stated, the addition of co-solvents significantly improved the extraction yield
of phenolics in comparison to the extraction performed with pure CO2 . In this line,
higher yields were obtained with EtOH than with acetone. This enhancement could be
likely explained by the higher hydrogen donor strength of ethanol than acetone (0.83 vs.
0.08, respectively) [24], which is related to the extraction yield. Besides the processing
parameters, Molino et al. (2020) [6] explained there are inherent factors that affect the
solubility of the compounds in SC-CO2 , like the molecular mass and structure of the
compounds, since the complexity of the molecule produces a reduction in the solubility.
For a better understanding of the behavior of different phenolic classes, the individual compounds were separated in four groups: dihydroxybenzoic acids, flavonoids,
hydroxycinnamic acids and xanthonoids (see Figure 4). Dihydroxybenzoic acids were
quantified between 2.90 and 353.81 µg·g−1 DW. Flavonoids had a total yield ranging from
1.07 to 188.39 µg·g−1 DW. Within this group, quercetin was the most concentrated one,
representing between 13 and 55 wt. % of the total class. With respect to hydroxycinnamic
acids, ferulic acid represented between 28 and 86 wt. % of the total class. The overall yield
of hydroxycinnamic acids was found to be between 0.15 µg·g−1 DW and 37.78 µg·g−1 DW.
Finally, mangiferin was the only representative of the xanthones group, whose yield was
between 1.1 and 28.15 µg·g−1 DW. The profile and the principal compounds found in this
study were similar to those reported for mango by Schieber et al. (2000) and AgatonovicKustrin et al. (2018) [25,26] (chromatograms of the analysis of phenolics and carotenoids
are displayed in Supplementary Material SS.4).
Foods 2021, 10, 2201
15 of 22
3.5. Extraction of Carotenoids and Phenolic Compounds at Optimized Conditions on By-Products
Obtained from Different Ecuadorian Mango Varieties and Assessment of the Antioxidant Activities
After optimizing the extraction conditions, the concentration of carotenoids and
phenolics was compared in extracts performed with SC-CO2 and organic solvents in the
peel and pulp of two different mango varieties: “Kent” and “Haden”. Moreover, the DPPH·
and FRAP methods were applied to assess the antioxidant activity of the extracts.
3.5.1. Carotenoids
Given that carotenoids are secondary metabolites, their presence and concentration
can be different depending on the variety and the environmental conditions of the vegetal
matrix. Therefore, the effect of extraction conditions (SC-CO2 or organic solvent extraction)
was evaluated in the variability of the carotenoids profile in the by-products of two different
mango varieties. In this study, it was observed that the concentration of the carotenoids
was influenced by the varieties of mango and the type of by-products analyzed. Overall,
the concentration of total carotenoids on peels of the different varieties were between 44.71
and 65.66 µg·g−1 DW on the samples extracted with organic solvents, while for the extracts
performed with SC-CO2 , the concentration was between 43.12 and 53.87 µg·g−1 DW. Lower
concentrations were registered in the pulp, with 17.35 to 32.23 µg·g−1 DW and 13.09 to
21.99 µg·g−1 DW in the samples extracted with organic solvents and SC-CO2 , respectively.
The varietal differences in the concentration of carotenoids in mango have been
previously reported. Mercadante and Rodriguez-Amaya (1998) [27], found a concentration
of β-carotene of 5.8 µg·g−1 DW in the “Tommy” pulp variety, and of 15 µg·g−1 DW in
the “Keitt” pulp variety, which is significantly lower than the concentration reported
in the present study for the by-products of all varieties analyzed. Similarly, Pott et al.
(2003) [28] reported variations of the carotenoids present in the flesh from three cultivars of
mangoes. The concentration of β-carotene in the “Kent” and “Tommy” variety was 46 and
37 µg·g−1 DW, respectively, similar to those obtained in the varieties utilized in this study.
These variations could be due to both genotypic [29] and environmental factors [30].
It was also found that the carotenoid concentration in the peels was between 1.3- and
4.1-fold higher than in the pulp. This could be due to the active role of carotenoids in
photosystem assembly where they act as a photoprotector. The higher exposure to sunlight
induces an increase in carotenogenesis, leading to higher concentrations of carotenoids in
the peels [30], making the peels a valuable resource for bioactive compound recovery.
As can be seen in Table 2, the use of organic solvents allowed for a higher extraction
yield of total carotenoids (between 6% and 46%). The concentration of total carotenoids
determined for the extracts performed with SC-CO2 in all the varieties in this study was
similar to the range reported by Haque et al. (2015) [31] in different mango varieties
from Bangladesh extracted with n-hexane, but lower than the results reported by GarciaMendoza et al. (2015) [8] in mango peels with non-modified SC-CO2 . The concentration
of β-carotene, β-cryptoxanthin and lutein (Table 2) was lower than the concentration
reported in mango “Ataulfo” [32]. In addition, the solid remnants after extraction with
SC-CO2 could be used for several applications. In another study, de Andrade Lima et al.
(2018) [33] found that carbohydrates, proteins and lipids are retained within the biomass
after SFE. Consequently, the extracted biomass could potentially be used as source of such
macronutrients for different uses (e.g., stabilizers or emulsifiers), and in a subsequent
process for transformation into platform or biofuels.
Foods 2021, 10, 2201
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Table 2. Amount of the various carotenoids extracted with CE and SFE from the pulp and peel of different mango varieties.
Total
Carotenoids
[µg·g−1 DW]
α-Carotene
[µg·g−1 DW]
β-Kryptoxanthin
[µg·g−1 DW]
β-Carotene
[µg·g−1 DW]
Lutein
[µg·g−1 DW]
Violaxanthin
[µg·g−1 DW]
Phytoene
[µg·g−1 DW]
Phytofluene
[µg·g−1 DW]
Zeaxanthin
[µg·g−1 DW]
Kent peel
CE *
SFE **
44.71 ± 0.02 a
43.12 ± 6.53 b
0.99 ± 0.01 a
1.45 ± 0.59 b
0.28 ± 0.06 a
0.26 ± 0.01 a
34.38 ± 1.89 a
35.52 ± 4.09 a
1.26 ± 0.03 a
1.69 ± 0.12 b
0.08 ± 0.01 b
0.17 ± 0.02 c
0.43 ± 0.02 a
0.57 ± 0.04 b
0.76 ± 0.01 b
0.92 ± 0.02 c
0.26 ± 0.06 a
0.33 ± 0.02 b
Kent pulp
CE
SFE
32.23 ± 0.99 a
22.00 ± 0.12 b
1.36 ± 0.34 a
0.38 ± 0.19 b
0.76 ± 0.06 a
0.33 ± 0.01 b
24.02 ± 0.49 a
17.87 ± 1.88 b
0.94 ± 0.14 a
<LOQ
<LOQ
<LOQ
0.01 ± 0.02 a
0.14 ± 0.02 b
<LOQ
<LOQ
0.24 ± 0.03 a
<LOQ
Haden peel
CE
SFE
65.66 ± 4.45 a
53.87 ± 0.87 b
7.09 ± 0.59 a
2.52 ± 0.04 b
1.50 ± 0.21 a
1.12 ± 0.09 b
46.47 ± 1.13 a
33.30 ± 4.16 b
1.29 ± 0.00 a
1.05 ± 0.07 b
0.45 ± 0.13 b
0.14 ± 0.03 b
0.69 ± 0.14 b
0.20 ± 0.06 a
0.78 ± 0.01 b
0.19 ± 0.00 c
0.14 ± 0.01 a
0.12 ± 0.02 b
Haden pulp
CE
SFE
17.35 ± 0.33 a
13.09 ± 0.91 b
0.16 ± 0.05 a
0.17 ± 0.06 a
0.24 ± 0.03 a
0.26 ± 0.08 a
11.33 ± 8.45 a
8.72 ± 0.22 a
0.07 ± 0.00 a
0.04 ± 0.00 a
0.03 ± 0.00 b
0.01 ± 0.00 c
0.28 ± 0.01 a
0.19 ± 0.02 a
0.23 ± 0.01 b
0.24 ± 0.00 b
0.03 ± 0.01 a
0.01 ± 0.01 b
* CE = conventional extraction. ** SFE = supercritical fluid extraction (20% EtOH, 55 ◦ C, 35 MPa). Values are mean ± relative difference (n = 2). LOQ = limit of quantification. Means with different letters in the
same row indicate statistically significant differences between the concentration of the compounds as function of the extraction method (p < 0.05).
Foods 2021, 10, x FOR PEER REVIEW
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3.5.2. Phenolic Compounds
3.5.2. Phenolic Compounds
The health-promoting activities of phenolic compounds are of interest for researchers
The health-promoting
activities of phenolics
phenolic compounds
are of interest
for researchers
and industry.
Similar to carotenoids,
are secondary
metabolites
whose profile
and industry. Similar to carotenoids, phenolics are secondary metabolites whose profile
can vary depending on the extraction technique. Hence, SC-CO2 and solvent extraction
can vary depending on the extraction technique. Hence, SC-CO2 and solvent extraction
were compared in terms of concentration of individual phenolics in extracts obtained from
were compared in terms of concentration of individual phenolics in extracts obtained from
mango
by-products,
firstpriority
priorityfocused
focused
carotenoids.
mango
by-products,with
with the
the first
onon
carotenoids.
InIn
total,
21
different
phenolic
compounds
were
found
in mango
the mango
matrix,
whereby
total, 21 different phenolic compounds were found in the
matrix,
whereby
thethe
flavonoids
and
phenolic
acids
were
the
most
important
ones
(see
Figure
5).
flavonoids and phenolic acids were the most important ones (see Figure 5). Neverthe-Nevertheless,
theprofile
profile
of the
individual
compounds
significantly,
only
less, the
of the
individual
compounds
variedvaried
significantly,
not only not
among
theamong
dif- the
ferent extraction
techniques,
butbut
alsoalso
among
the fraction
assessed
(Table 3).
different
extraction
techniques,
among
the fraction
assessed
(Table 3).
120
Hydroxycinnamic acids
Xanthonoids
Dihydroxybenzoic acids
g
100
Phenolic compounds [ug/g DW]
Flavonoids
f
e
80
60
d
40
c
d
c
f
20
ab
a
c
a
a
a
e
c
b
b
c
d
c
b
a
a
bc
a
a a a
a
b
c
Haden pulp_ SFE
Haden pulp_ CE
Haden peel_ SFE
Haden peel_ CE
Kent pulp_ SFE
Kent pulp_ CE
Kent peel_ SFE
Kent peel_ CE
0
.
Figure 5. Total phenolic compounds (evaluated as sum of individual compounds) obtained in the different mango varieties.
Figure 5. Total phenolic compounds (evaluated as sum of individual compounds) obtained in the different mango varieValuesties.
areValues
meanare
± mean
relative
difference (n = 2). Means with different letters indicate statistically significant differences
± relative difference (n = 2). Means with different letters indicate statistically significant differences
between
extraction
method
and
phenolics
in same
the same
fraction
and of
variety
(p =< 0.05).
between extraction method
andthe
theconcentration
concentration ofofphenolics
in the
fraction
and variety
mangoof
(p mango
< 0.05). CE
conventional extraction.
SFE
= supercritical
fluidfluid
extraction.
CE = conventional
extraction.
SFE
= supercritical
extraction.
Table 3. Main phenolics identified in the peel and pulp of the mango varieties Kent and Haden.
Flavonoids
Hydroxycinnamic
acids
Kent Peel
Caffeic acid
Kent Pulp
Haden Peel
Haden Pulp
CE *
SFE **
CE
SFE
CE
SFE
CE
SFE
0.19 ± 1.03 b
0.27 ± 4.82 c
0.16 ± 6.90 a
0.22 ± 13.26 b
0.39 ± 0.22 e
0.24 ± 0.05 b
0.30 ± 1.46 d
0.41 ± 3.53 e
<LOQ
0.05 ± 0.33 a
0.43 ± 6.79 c
<LOQ
0.08 ± 9.50 b
0.57 ± 9.39 d
0.17 ± 1.36 b
0.25 ± 0.95 f
0.66 ± 1.59 e
0.02 ± 8.97 a
0.21 ± 1.73 e
0.76 ± 2.65 g
<LOQ
0.15 ± 5.99 c
0.22 ± 5.08 a
<LOQ
0.27 ± 8.88 g
0.35 ± 1.87 b
<LOQ
<LOQ
0.01 ± 10.95 c
0.27 ± 18.11 a
0.11 ± 18.29 a
1.40 ± 17.65 b
0.01 ± 12.79 a
0.10 ± 3.04 c
0.01 ± 0.67 a
10.97 ± 4.16 d
0.56 ± 4.29 b
27.98 ± 4.31 e
<LOQ
<LOQ
<LOQ
0.01 ± 1.51 a
<LOQ
0.07 ± 3.22 a
<LOQ
0.02 ± 3.66 a
<LOQ
0.01 ± 6.28 a
0.26 ± 40.31 a
0.11 ± 24.90 a
1.58 ± 2.31 b
Chlorogenic acid
Ferulic acid
p-Coumaric acid
<LOQ
0.14 ± 16.09 c
0.46 ± 8.79 c
Cymaroside
Aromadendrin
Avicularin
Astragalin
Hyperin
Phlorizin
Taxifolin
Naringenin
Epicathecin
Kaempferol
Isoquercitrin
Quercetin
Quercitrin
Catechin
0.06 ± 4.63 b
0.02 ± 4.04 e
10.53 ± 3.18 c
0.86 ± 2.50 d
26.57 ± 4.89 e
0.18 ± 3.88 d
0.37 ± 1.64 e
0.15 ± 12.59 e
0.14 ± 1.49 d
0.04 ± 78.95 a
27.66 ± 1.50 g
0.99 ± 13.54 c
5.03 ± 5.75 e
21.28 ± 0.99 e
<LOQ
0.18 ± 3.77 d
0.71 ± 3.63 f
0.02 ± 4.00 a
0.03 ± 4.08 f
10.41 ± 1.26 c
1.94 ± 4.04 e
23.97 ± 4.19 d
0.16 ± 2.82 c
0.77 ± 2.68 f
0.15 ± 4.21 e
0.06 ± 4.69 c
0.07 ± 18.32 b
26.81 ± 1.95 f
1.67 ± 5.37 d
4.34 ± 3.12 d
10.13 ± 1.43 d
0.01 ± 13.20 d
0.02 ± 65.27 a
<LOQ
<LOQ
<LOQ
0.03 ± 7.59 a
0.02 ± 7.15 a
0.03 ± 4.99 b
<LOQ
0.11 ± 31.36 b
<LOQ
0.01 ± 26.32 a
3.67 ± 3.75 c
0.06 ± 16.93 b
0.03 ± 14.16 c
0.03 ± 11.95 b
<LOQ
1.11 ± 17.34 c
0.29 ± 38.82 a
0.08 ± 21.53 b
3.31 ± 8.64 c
0.18 ± 0.05 d
0.15 ± 1.33 c
0.16 ± 2.79 d
0.14 ± 3.86 d
0.07 ± 1.24 b
27.47 ± 2.01 f
2.78 ± 0.71 f
5.01 ± 1.27 e
21.06 ± 3.95 e
0.02 ± 1.82 b
4.49 ± 4.05 b
0.64 ± 3.96 c
10.73 ± 2.05 c
0.06 ± 3.75 b
0.27 ± 0.75 d
0.14 ± 3.79 b
0.01 ± 1.16 a
0.09 ± 1.56 c
11.11 ± 0.60 e
1.92 ± 5.28 e
1.70 ± 0.68 c
1.45 ± 4.50 b
<LOQ
0.01 ± 15.69 a
<LOQ
0.08 ± 6.35 a
<LOQ
<LOQ
<LOQ
<LOQ
0.03 ± 5.55 a
0.01 ± 7.85 a
<LOQ
0.07 ± 28.42 b
1.26 ± 2.51 d
0.53 ± 9.01 b
0.08 ± 25.13 b
0.35 ± 1.20 a
Foods 2021, 10, 2201
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Table 3. Cont.
Dihydroxybenzoic
acids
Xanthonoids
Kent Peel
Kent Pulp
Haden Peel
Haden Pulp
CE *
SFE **
CE
SFE
CE
SFE
CE
SFE
Mangiferin
22.19 ± 1.44 h
9.47 ± 4.54 g
0.78 ± 16.39 c
1.30 ± 15.86 d
5.90 ± 3.45 f
0.48 ± 10.95 b
0.34 ± 0.87 a
1.96 ± 23.30 e
Gallic acid
29.70 ± 8.11 e
30.45 ± 0.99 e
11.55 ± 7.74 a
18.98 ± 13.52 c
48.21 ± 1.15 f
13.13 ± 7.87 b
13.21 ± 8.33 b
21.15 ± 11.89 d
Protocatechuic
acid
0.72 ± 70.58 d
1.18 ± 2.53 f
0.22 ± 14.14 a
0.94 ± 16.33 e
0.29 ± 5.50 b
0.55 ± 60.96 c
0.56 ± 18.65 c
1.01 ± 27.49 f
* CE = conventional extraction. ** SFE = supercritical fluid extraction (20% EtOH, 55 ◦ C, 35 MPa). Values are mean ± relative difference
(n = 2). LOQ = limit of quantification. Means with different letters in the same row indicate statistically significant differences in the
concentration of the compounds as function of the extraction method (p < 0.05).
Overall, the two-step organic solvent extraction resulted in a higher yield of phenolics.
The total yield of phenolics, determined as the sum of the individual compounds, ranged
between approximately 147.28 and 152.52 µg·g−1 DW in the peel extracts, and between
15.42 µg·g−1 DW and 17.06 µg·g−1 DW in the pulp extracts. In general, gallic acid was
the most abundant compound, in line with other studies [34]. The extraction of the peels
resulted in a yield of 29.70 µg·g−1 DW for the variety “Kent” and 48.21 µg·g−1 DW
(for the variety “Haden”), while the yields of the corresponding pulps were 11.55 and
13.21 µg·g−1 DW for the “Kent” and “Haden” varieties, respectively. The results obtained
in the peels are similar to those reported by Yao et al. (2020) [35], who found between 84.86
and 147.99 µg·g−1 DW of mango pulp (variety “Sensation”). The hydroxybenzoic acids
were quantified up to 48.5 µg·g−1 DW in the peels of the variety “Haden”, and the pulp
was characterized by a yield of 13.68 µg·g−1 DW. The flavonoids were the second group of
phenolic compounds present in the mango by-products. The extraction of the peels of the
“Haden” variety resulted in a yield of 96.65 µg·g−1 DW, as compared to 93.89 µg·g−1 DW
for the “Kent” variety. In the pulp, up to 3.89 µg·g−1 DW was quantified, which is lower
than reported by Rumainum et al. (2018) [36] in the pulp of different mango cultivars from
Thailand (up to 670 µg·g−1 DW). Finally, the yield of mangiferin (5.90 to 22.19 µg·g−1 DW
and 0.33 to 0.78 µg·g−1 DW in the peels and pulps, respectively), a xanthone glycoside
with possible applications in auto-immune diseases (e.g., psoriasis, rheumatoid arthritis
and dermatitis) [37], was lower than the results presented by Vithana et al. (2019) [34] in
the pulp (13 µg·g−1 DW) and in the peel (194 µg·g−1 ) of the mango “Kensington Pride”
in the extracts obtained with 80% methanol. Overall, it could be observed that the variety
“Kent” exceled in the concentration of mangiferin as compared with the other varieties.
As expected, the extraction technique affected the phenolic profile of the mango
fractions, in which higher contents of phenolic compounds were determined in extracts performed with organic solvents than the content in extracts performed with SC-CO2 . Hence,
SC-CO2 extraction led to a significantly lower yield of phenolics. The total compounds
were between 48.01 and 122.76 µg·g−1 DW in the peel extracts, while for the pulp this yield
was between 28.80 µg·g−1 DW and 29.45 µg·g−1 DW. In general, the quantification of phenolics in peels was between 16% and 68% lower when SC-CO2 was used as solvent, while
in pulp the extraction with SC-CO2 it was significantly higher (40% to 47%). The trends
in the different extracts remained similar to the ones obtained in the extracts obtained
with organic solvents. Moreover, no specificity for the compounds was found towards the
extraction method used.
According to de O. Silva et al. (2019) [38], the differences evidenced in the yield
between the two extraction methods were mainly due to the polarity of the extraction
media, meaning that higher amounts of phenolics were dragged out to the solvent. Moreover, the high phenolic contents obtained with organic solvents may be due to the better
interaction, in the form of hydrogen bonds, on the polar sites of the phenolics with the
solvent. Additionally, it has been shown that interferences could be avoided by additional
sample purification procedures for the exclusion of non-target substances (e.g., terpenes,
Foods 2021, 10, 2201
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vitamins, pigments and fats) [39]. In general, data on the phenolic composition of mango
extracts obtained by SC-CO2 are limited.
3.5.3. Antioxidant Activity
As can be seen in Table 4, the antioxidant activity of the extracts, as determined by
the DPPH· and FRAP essays, is influenced by both the type of extraction as well as the
by-product considered. The two assays show an opposite response, which relates to their
methodology. With increasing antioxidant activity, in DPPH·, more radicals are neutralized,
resulting in a lower absorbance. Conversely, in FRAP, more Fe3+ is reduced to the colored
Fe2+ complex, giving a higher absorbance.
Table 4. Antioxidant activity determined by the DPPH· and FRAP methods.
DPPH
[µg·mL−1 ]
FRAP
[µmol Trolox g−1 ]
Kent peel
CE *
SFE **
0.63 ± 0.00 a
5.68 ± 0.08 b
10.89 ± 0.27 a
2.46 ± 0.15 b
Kent pulp
CE
SFE
7.97 ± 0.24 a
3.68 ± 0.08 b
2.60 ± 0.15 a
2.06 ± 0.02 b
Haden peel
CE
SFE
0.64 ± 0.02 a
1.34 ± 0.03 b
17.45 ± 0.13 a
4.25 ± 0.16 b
Haden pulp
CE
SFE
6.11 ± 0.27 a
17.36 ± 0.63 b
2.09 ± 0.03 a
0.91 ± 0.02 b
* CE = conventional extraction. ** SFE = supercritical fluid extraction (20% EtOH, 55 ◦ C, 35 MPa). Values are mean
± relative difference (n = 2). Means with different letters in the same column indicate statistically significant
differences in the antioxidant activity as function of the extraction method measured by the same technique
(p < 0.05).
Both methods indicate a higher antioxidant activity in peel extracts, with a value
between 0.63 and 5.68 µg·mL−1 for DPPH, and 2.46 and 17.45 µmol Trolox·g−1 for FRAP,
depending on the extraction methodology. The pulp extracts possessed systematically
lower antioxidant activities with values ranging between 3.68 and 17.36 µg·mL−1 for
DPPH, and 0.91 µmol and 2.60 µmol Trolox·g−1 for FRAP. The antioxidant activity was
systematically higher for “Haden” as compared to the “Kent” extracts, which can be
attributed to their higher concentration in phenolics and carotenoids (Table 2, Figure 5).
Studies have demonstrated that the antioxidant activity of vegetal materials is due to
the interaction of carotenoids and polyphenols [40]. As discussed above, catechin, gallic
acid and isoquercitrin were found to be the main polyphenols in the two mango varieties.
Regression analysis between their concentration and the observed antioxidant activity
showed a correlation of 0.88, 0.82 and 0.71, respectively, suggesting their importance
to the observed antioxidant activity. This is in agreement with other studies where the
antioxidant activity of mango was primarily attributed to the presence of gallic acid and
flavonoids [41,42]. Through their chelating properties, these compounds likely reduce the
availability of metal ions by the formation of metal complexes that otherwise would be
involved in the formation of radicals [43]. As for carotenoids, mostly β-carotene in the
mango extracts, their scavenging activity is attributed to the double bonds on the molecular
structure that are expected to act as effective quenchers [44].
SFE extracts have in general lower antioxidant activity as compared to the extracts
obtained via the more complex solvent extraction system. The latter is based on two
successive steps involving solvents with a range of different polarities, possibly reducing
biomass interactions, (e.g., the weak non-covalent interaction between plant proteins
and phenolic compounds) [45], leading to a more complete extraction. Moreover, other
compounds with antioxidant activity could have been co-extracted. However, the large
solvent use and associated complex solvent recovery makes the conventional extraction,
as it was performed in this research, not suitable for upscaling. Conversely, the more
Foods 2021, 10, 2201
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environmentally friendly SFE based on a single step with integrated SC-CO2 recovery has
been shown to be scalable for the extraction of plant-origin bioactive compounds and is
considered to be a promising alternative.
4. Conclusions
Through the results delivered in the present study, it was possible to evaluate the
effect of process parameters on the extraction of carotenoids and phenolics from mango byproducts via supercritical CO2 extraction. The modeling of the extraction behavior for the
main carotenoids was presented as part of the overall assessment for a complete biorefinery
process of the by-products. As expected, β-carotene was the main carotenoid in the mango
matrix, while the phenolic composition was diverse depending on the conditions applied
for the extraction. The modification of CO2 with 20% ethanol and with mild and high
temperatures resulted in a higher extraction yield of carotenoids and phenolics, respectively.
Nevertheless, the extraction yield and antioxidant activity were lower when compared
with conventional extraction techniques with organic solvents. Overall, the outcomes of
this study show the potential of SC-CO2 modified with ethanol for the recovery of bioactive
compounds from mango by-products as a first step of a complete green biorefinery process.
Supplementary Materials: The following are available online at https://www.mdpi.com/article/10
.3390/foods10092201/s1, material SS.1: Cumulative SC-CO2 extraction kinetics of carotenoids from
mango at 55 ◦ C and 35 MPa with ethanol and acetone as co-solvents, material SS.2: Extraction yield
obtained under the different experimental combinations performed for the optimization process,
material SS.3: Statistical analysis of the models applied for the optimized extraction of carotenoids
from mango with SC-CO2 modified with EtOH or acetone, material SS.4: Carotenoid analysis
via UPLC.
Author Contributions: M.U., J.V.C. and E.V.; Data curation, S.V. and K.E.; Formal analysis, S.V.;
Funding acquisition, J.V.C.; Investigation, J.V.-C.; Methodology, M.U.; Project administration, J.R.,
J.V.C. and K.E.; Supervision, K.E.; Validation, J.V.-C.; Writing—original draft, J.V.-C.; Writing—review
and editing, J.R., J.V.C. and K.E. All authors have read and agreed to the published version of
the manuscript.
Funding: This work was performed within the frame of the TEAM EC2017TEA442A103 VLIR-UOS
project “Improving Ecuadorian child nutrition by using mango by-products as potential sources of
bioactive compounds” and the PIMI 15-05 from EPN “Evaluación de la biorefinería de subproductos
del procesamiento de alimentos para la obtención de compuestos de interés industrial”.
Institutional Review Board Statement: Not applicable.
Informed Consent Statement: Not applicable.
Data Availability Statement: The data presented in this article are available upon reasonable request,
from the corresponding author.
Acknowledgments: J.V.-C. wants to acknowledge the quality technical support of Samara Fernández
de Souza and Miranda Maesen from VITO.
Conflicts of Interest: The authors declare no conflict of interest.
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IOT Rancang Bangun Alat Pengusir Hama Burung pada Padi Sawah Petani Berbasis Internet of Things (IoT)
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Rancang Bangun Alat Pengusir Hama Burung pada Padi Sawah
Petani Berbasis Internet of Things (IoT) Imam Sufaat*, Juliandri
Sains dan Teknologi, Sistem Komputer, Universitas Pembangunan Panca Budi, Medan, Indonesia
Email: 1,*imamsufaat01@gmail.com, 2andri@dosen.pancabudi.ac.id
Correspondence Author Email: imamsufaat01@gmail.com
Submitted: 07/02/2024; Accepted: 19/02/2024; Published: 20/02/2024 Abstrak−Penelitian ini bertujuan untuk mengembangkan alat pengusir hama burung yang efektif dan efisien pada sawah
petani dengan memanfaatkan teknologi Internet of Things (IoT). Hama burung seringkali menjadi ancaman serius bagi hasil
pertanian, terutama pada lahan sawah. Melalui penerapan IoT, alat ini dapat memantau secara real-time aktivitas burung di
sekitar area pertanian dan mengambil tindakan pencegahan yang tepat.Alat ini dirancang dengan memanfaatkan sensor gerak
atau sesnsor pir, kamera pengintai, dan sistem pengiriman sinyal suara atau visual untuk mengusir burung yang mendekati
area pertanian. Sensor PIR banyak digunakan dalam berbagai aplikasi, termasuk sistem keamanan rumah,lampu sensor
gerak,danotomatisasi bangunan, Keuntungan utama dari sensor Pir adalah konsumsi daya yang rendah dan kemampuan untuk
memberikan respon yang cepat terhadap gerakan, menjadikannya pilihan yang efesien dan efektif untuk banyak aplikasi
deteksi gerak, Data yang terkumpul dari sensor dan kamera akan dikirim ke platform IoT dengan aplikasi Telegram dan yang
terhubung melalui koneksi internet, memungkinkan petani untuk memantau dan mengendalikan alat secara jarak jauh melalui
perangkat pintar seperti smartphone atau komputer. Keunggulan utama dari alat ini adalah kemampuannya untuk
memberikan respons cepat terhadap kehadiran hama burung, mengurangi kerugian hasil pertanian dan meningkatkan
produktivitas tanaman. Selain itu, integrasi dengan IoT memberikan fleksibilitas dan keterhubungan yang tinggi,
memungkinkan pengoptimalan sistem secara terus-menerus. perancangan alat ini melibatkan tahap desain perangkat keras
dan perangkat lunak. Perangkat keras terdiri dari sensor pir, mikrokontroler esp 32 cam, dan pengeras suara dan servo. Sementara perangkat lunak terdiri dari arduino ide, blynk dan telegram. Setelah desain, alat ini diuji di lapangan untuk
kinerjanya. Hasil pengujian menunjukkan bahwa alat ini mampu mendeteksi kehadiran burung dengan akurasi baik,
memberikan respon yang cepat dalam mengusir mereka, telegram mampu berkomunikasi dengan dapat memeberi perintah
dan menerima gambar, blynk dapat memberikan informasi keadaan alat saat online dan memeberi perintah untuk
mengaktifkan servo, suara mauapun keduanya. Dengan tingkat keberhasilan pengusiran yang signifikan, alat ini berhasil
mengurangi kerugian yang disebabkan oleh serangan burung dalam pertanian. Selain itu, alat ini memiliki konsumsi daya
yang rendah dan dapat terintegrasi dengan platform IoT yang sudah ada untuk pemantauan jarak jauh dan analisis data. Penelitian ini diharapkan dapat memberikan kontribusi positif dalam upaya pengembangan teknologi pertanian yang
berkelanjutan dan meningkatkan kesejahteraan petani melalui perlindungan hasil pertanian dari serangan hama burung. Kata Kunci: Hama Burung; IoT (Internet of Things); Blynk; Telegram; Sensor Pir Kata Kunci: Hama Burung; IoT (Internet of Things); Blynk; Telegram; Sensor Pir Abstract−This research aims to develop an effective and efficient bird pest repellent tool in farmers' rice fields by utilizing
Internet of Things (IoT) technology. Bird pests often pose a serious threat to agricultural products, especially in rice fields. Through the application of IoT, this tool can monitor real-time bird activity around agricultural areas and take appropriate
preventive measures. This tool is designed to utilize motion sensors or pir sensors, surveillance cameras, and a sound or
visual signal delivery system to chase away birds. approaching agricultural areas. PIR sensors are widely used in a variety of
applications, including home security systems, motion sensor lighting, and building automation. The main advantages of PIR
sensors are their low power consumption and ability to provide fast response to movement, making them an efficient and
effective choice for many detection applications. motion, data collected from sensors and cameras will be sent to the IoT
platform with the Telegram application and which is connected via an internet connection, allowing farmers to monitor and
control tools remotely via smart devices such as smartphones or computers. The main advantage of this tool is its ability to
provide a quick response to the presence of bird pests, reduce agricultural yield losses and increase crop productivity. Additionally, integration with IoT provides high flexibility and connectivity, enabling continuous system optimization. designing this tool involves the hardware and software design stages. The hardware consists of a pir sensor, an esp 32 cam
microcontroller, and a speaker and servo. While the software consists of Arduino Ide, Blynk and Telegram. After design, the
tool is field tested for performance. Test results show that this tool is able to detect the presence of birds with good accuracy,
provides a fast response in chasing them away, Telegram is able to communicate by giving commands and receiving images,
Blynk can provide information on the condition of the tool when it is online and give commands to activate the servo, sound
or both of them. With a significant removal success rate, this tool is successful in reducing losses caused by bird strikes in
agriculture. Additionally, it has low power consumption and can be integrated with existing IoT platforms for remote
monitoring and data analysis. Kata Kunci: Hama Burung; IoT (Internet of Things); Blynk; Telegram; Sensor Pir It is hoped that this research can make a positive contribution to efforts to develop sustainable
agricultural technology and improve farmers' welfare by protecting agricultural products from bird pest attacks. Thus, it is
hoped that the implementation of this tool in the field can provide an innovative and efficient solution in controlling bird
pests in farmers' rice fields. Keywords: Bird Pests; IoT (Internet of Things); Blynk; Telegram; Pir Sensor Keywords: Bird Pests; IoT (Internet of Things); Blynk; Telegram; Pir Sensor Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
https://ejurnal.seminar-id.com/index.php/josyc
DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
https://ejurnal.seminar-id.com/index.php/josyc
DOI 10.47065/josyc.v5i2.4921 Keywords: Bird Pests; IoT (Internet of Things); Blynk; Telegram; Pir Sensor Rancang Bangun Alat Pengusir Hama Burung pada Padi Sawah
Petani Berbasis Internet of Things (IoT) Dengan demikian, implementasi alat ini di lapangan diharapkan dapat memberikan solusi inovatif dan efisien dalam
pengendalian hama burung pada sawah petani. Kata Kunci: Hama Burung; IoT (Internet of Things); Blynk; Telegram; Sensor Pir 1. PENDAHULUAN Dalam konteks ini, penting untuk memahami bahwa alat pengusir hama burung berbasis IoT tidak hanya
bersifat proaktif dalam mendeteksi dan mengusir burung[15], tetapi juga dapat memberikan informasi secara
real-time kepada petani. Melalui pemanfaatan sensor gerak dan kamera pengintai atau sensor pir, alat ini dapat
memonitor aktivitas burung di sekitar lahan pertanian secara akurat[16]. Data yang terkumpul dapat diakses oleh
petani melalui perangkat pintar mereka, memungkinkan pengawasan yang efisien dan pengambilan keputusan
yang cepat[17]. Sensor PIR (Passive Infrared) adalah perangkat deteksi yang mendeteksi perubahan radiasi inframerah di
sekitarnya. Radiasi inframerah ini dipancarkan oleh objek atau tubuh yang memiliki suhu di atas suhu mutlak nol
(0 Kelvin), yang berarti semua objek dengan suhu di atas nol mutlak dapat memancarkan energi inframerah. Sensor PIR bekerja berdasarkan prinsip ini untuk mendeteksi perubahan suhu yang disebabkan oleh gerakan. Sensor pir memiliki lensa khusus yang memfokuskan radiasi inframerah dari objek di area pemantauan ke
elemen dektor di dalam sensor, Ketika adanya perubahan suhu dan gerak. Dan sensor PIR biasanya memiliki dua elemen dektor atau yang terbuat dari bahan piroelektrik, Elemen
ini menghasilkan tegangan saat terjadi perubahan suhu[18], setelah elemen detektor mendeteksi perubahan suhu ,
sinyalnya diolah oleh rangkaian elektronik di dalam sensor, Pemprosesan membantu mengindentifikasikan pola
gerak dan memastikan bahwa hanya gerak yang relevan yang di anggap sebagai input yang valid, Sensor PIR banyak digunakan dalam berbagai aplikasi, termasuk sistem keamanan rumah,lampu sensor
gerak,danotomatisasi bangunan[19], Keuntungan utama dari sensor Pir adalah konsumsi daya yang rendah dan
kemampuan untuk memberikan respon yang cepat terhadap gerakan, menjadikannya pilihan yang efesien dan
efektif untuk banyak aplikasi deteksi gerak. Beberapa penelitian sebelumnya telah menggunakan sensor gerak dan suara untuk medeteksi kehadiran
burung dan mengusirnya[20]. Namun, penelitian ini merupakan pengembangan teknologi dengan penggunaan
teknologi sensor di kombinasikan dengan perangkat lunak yang mengoptimalkan fungsi alat, baik secara
otomatis dan dapat di control secara realtime dengan penggunaan jaringan internet. Penggunaan teknologi IoT
dalam konteks pertanian tidak hanya menghadirkan manfaat dalam peningkatan produktivitas, tetapi juga
memberikan dampak positif terhadap keberlanjutan lingkungan. Dengan kemampuan alat pengusir hama burung
berbasis IoT untuk mengoptimalkan penggunaan sumber daya, seperti air dan pupuk, dapat membantu
mengurangi jejak lingkungan dan meningkatkan efisiensi pengelolaan lahan pertanian[21]. Pentingnya pengembangan merupakan solusi yang dapat diandalkan dan mudah diimplementasikan oleh
petani menjadi fokus utama dalam penelitian ini. Alat yang dirancang harus dapat diintegrasikan dengan mudah
ke dalam praktik pertanian sehari-hari tanpa menimbulkan kompleksitas atau biaya yang tinggi. 1. PENDAHULUAN Pertanian sebagai tulang punggung perekonomian banyak negara seringkali dihadapkan pada berbagai Copyright © 2024 the auhor, Page 306
This Journal is licensed under a Creative Commons Attribution 4.0 International License Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
https://ejurnal.seminar-id.com/index.php/josyc
DOI 10.47065/josyc.v5i2.4921 tantangan[1], salah satunya adalah permasalahan serangan hama burung yang dapat merugikan hasil panen
petani[2]. Sawah sebagai lahan pertanian utama, sering menjadi target empuk bagi ribuan burung yang mencari
makanan di antara tanaman yang subur[3]. Serangan ini dapat mengakibatkan kerugian besar bagi para petani,
menyebabkan penurunan hasil panen dan dampak ekonomi yang signifikan[4]. Laporan kegagalan panen di
Mojokerto tahun 2019 hampir mencapai ratusan kilogram (Surya Co.id,2019). Di Kota Banjar, puluhan hektar
padi gagal panen akibat serangan burung pipit (Supendi 2019)[5]. Puluhan hektare tanaman padi di kawasan
tersebut rusak akibat serangan hama burung pipit, bahkan ada yang sampai gagal panen dan harus diganti dengan
tanaman lain. (ANTARA FOTO/Siswowidodo 2022) Dalam upaya untuk mengatasi permasalahan ini, muncul
sebuah inovasi yang menjanjikan: "Rancangan Bangun Alat Pengusir Hama Burung pada Sawah Petani
Berbasis Internet of Things (IoT)[6]." Internet of Things (IoT) adalah istilah yang baru-baru ini banyak ditemukan tetapi hanya sedikit yang
mengerti arti istilah ini[7]. Internet of Things secara umum dapat diartikan sebagai benda di sekitar kita yang
dapat berkomunikasi satu sama lain melalui internet[8]. Internet of Things memiliki konsep memperluas manfaat
yang terhubung dalam koneksi internet terus menerus[9] .IoT merupakan konsep di mana objek atau perangkat
di sekitar kita dapat saling terhubung dan bertukar informasi melalui jaringan internet[10]. Saat ini, dunia tengah menyaksikan lonjakan penggunaan teknologi tingkat tinggi dalam berbagai sektor
kehidupan, dan pertanian bukanlah pengecualian. Perkembangan teknologi Internet of Things (IoT) menjadi
kunci untuk meningkatkan efisiensi dan produktivitas dalam berbagai aspek pertanian[11], termasuk
pengendalian hama burung. Penerapan teknologi IoT dalam rancangan alat pengusir hama burung bertujuan
untuk memberikan solusi yang lebih cerdas dan responsif terhadap tantangan yang dihadapi oleh petani. Hama burung bukan hanya merupakan ancaman terhadap hasil panen, tetapi juga menjadi faktor yang
dapat menghancurkan mata pencaharian petani[12]. Dengan demikian, pengembangan alat pengusir hama
burung yang cerdas dan berbasis teknologi menjadi suatu kebutuhan mendesak untuk meningkatkan ketahanan
pertanian[13]. Penelitian ini menggali potensi solusi inovatif yang dapat memberikan solusi yang lebih efektif
dan efisien dalam mengatasi permasalahan serangan hama burung di sawah petani[14]. Copyright © 2024 the auhor, Page 307
This Journal is licensed under a Creative Commons Attribution 4.0 International License 2.1 Tahapan Penelitian Penelitian ini akan dilaksanakan dengan mengikuti serangkaian metode penelitian yang cermat dan sistematis
untuk dengan konsep Internet of Things (IoT) menjadi inti dari seluruh proses. IoT merujuk pada jaringan
perangkat fisik yang terhubung ke internet dan dapat saling berkomunikasi dan berinteraksi. Tahap Penelitian ini
mencakup beberapa tahapan yang akan dilakukan secara berurutan seperti terlihat pada gambar 1 berikut. Gambar 1. Kerangka Tahapan Penelitian Gambar 1. Kerangka Tahapan Penelitian Dari gambar 1 tersebut dapat di jelaskan sebagai berikut: a. Studi Literatur Penelitian: Akan dimulain dengan studi literatur untuk mendapatkan pemahaman yang
mendalam tentang perkembangan terkini dalam teknologi Internet Of Things (IOT) yang dapt di terapkan
dalam Pertanian, khususnya dalam pengendalian hama Burung. Informasi yang diperoleh dari literatur akan
menjadi dasar bagi perancangan alat yang inofatif dan sesuai dengan kebutuhan petani. j
g p
g
y
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g
p
b. Analisis kebutuhan dan Kendala: Indentifikasi kebutuhan dan kendala dari perfektif petani akanmenjadi
langkah selanjutnya. Survei dan wawancara dengan petani lokal akan dilakukan untuk memahami masalah
seputar serangan hama burung dan kendala yang mereka hadapi dalam penggunaan teknologi. b. Analisis kebutuhan dan Kendala: Indentifikasi kebutuhan dan kendala dari perfektif petani akanmenjadi
langkah selanjutnya. Survei dan wawancara dengan petani lokal akan dilakukan untuk memahami masalah
seputar serangan hama burung dan kendala yang mereka hadapi dalam penggunaan teknologi. c. Perancangan Konsep: berdasarkan literatur dan analisis kebutuhan, konsep alat pengusir hama burung yang
akan dirancang. Ini mencakup sensor-sensor yang sesuai,sistem pemantauan, dan mekanisme pengusiran
yang efektif. Konsep akan disusun dan mempertimbangkan aspek ketersediaan sumber daya dan kemudahan
implamentasi di lapangan. c. Perancangan Konsep: berdasarkan literatur dan analisis kebutuhan, konsep alat pengusir hama burung yang
akan dirancang. Ini mencakup sensor-sensor yang sesuai,sistem pemantauan, dan mekanisme pengusiran
yang efektif. Konsep akan disusun dan mempertimbangkan aspek ketersediaan sumber daya dan kemudahan
implamentasi di lapangan. d. Pengembangan Prototipe: Prototipe dari alat pengusir hama burung akan dikembangkan berdasarkan konsep
yang telah dirancang. Pengembangan ini melibatkanprogram perangkat lunak, Pengintegrasian sensor-sensor
IoT, dan perakitan peragkat keras, Prototipe ini akan diuji secara berkala untuk memastikan kinerjanya
sesuai dengan harapan. d. Pengembangan Prototipe: Prototipe dari alat pengusir hama burung akan dikembangkan berdasarkan konsep
yang telah dirancang. Pengembangan ini melibatkanprogram perangkat lunak, Pengintegrasian sensor-sensor
IoT, dan perakitan peragkat keras, Prototipe ini akan diuji secara berkala untuk memastikan kinerjanya
sesuai dengan harapan. e. Uji Coba Lapangan: Setelah prototipe berhasil, alat akan di ujicobakan secara langsung dilapangan sawah
petani. 2.1 Tahapan Penelitian Uji coba ini akan memberikan pemahaman tentang efektivitas alat dalam mengusir hama burung,
daya tahan terhadap kondisi lingkungan pertanian, dan kemudahan penggunaan oleh petani. f. Analisis Data: Data yang diperoleh dari uji coba lapangan akan dianalisis untuk mengevaluasi kin
Hal yang akan mencakup efektivitas pengusiran burung, respon waktu, dan keandalan sistem keselur g. Pengembangan Lanjutan: berdasarkan hasil analisis, prototipe akan perbaiki dan ditingkatkan untuk
memenuhi standart yang diinginkan. Langkah ini dapat melibatkan perubahan disain, penambahan fitur, atau
umpan balik dari petani. p
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h. Penyusunan Laporan Penelitian: seluruh proses penelitian dan hasilnya akan disusun dalam bentuk laporan
penelitian. Laporan ini akan mencakup deksripsi rinci tentang Metodologi , Temuan, dan Implementasi dari
rancangan dari alat pengusir hama burung berbasis IoT. h. Penyusunan Laporan Penelitian: seluruh proses penelitian dan hasilnya akan disusun dalam bentuk laporan
penelitian. Laporan ini akan mencakup deksripsi rinci tentang Metodologi , Temuan, dan Implementasi dari
rancangan dari alat pengusir hama burung berbasis IoT. Dengan mengikuti serangkaian metode penelitian ini, diharapkan penelitian ini akan memberikan kontribusi
nyata terhadap pengembangan teknologi pertanian yang berkelanjutan dan membantu petani mengatasi
masalah hama burung yang ada di sawah mereka. p
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rancangan dari alat pengusir hama burung berbasis IoT. Dengan mengikuti serangkaian metode penelitian ini, diharapkan penelitian ini akan memberikan kontribusi
nyata terhadap pengembangan teknologi pertanian yang berkelanjutan dan membantu petani mengatasi
masalah hama burung yang ada di sawah mereka. g
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Dengan mengikuti serangkaian metode penelitian ini, diharapkan penelitian ini akan memberikan kontribusi
nyata terhadap pengembangan teknologi pertanian yang berkelanjutan dan membantu petani mengatasi
masalah hama burung yang ada di sawah mereka. Dalam setiap tahap pengembangan solusi IoT, peran dan konsep IoT sangat penting karena sistem ini
memungkinkan koneksi dan komunikasi antara perangkat fisik dan sistem terpusat. Hal ini memungkinkan untuk
mendapatkan wawasan yang berharga dari data yang dikumpulkan oleh perangkat IoT dan mengambil tindakan
yang diperlukan berdasarkan informasi tersebut. 1. PENDAHULUAN Oleh karena itu,
penelitian ini berupaya memberikan kontribusi nyata dalam menciptakan solusi praktis yang dapat meningkatkan
kesejahteraan petani dan keberlanjutan pertanian dengan menggunakan sensor gerak atau sensor pir. Dengan latar belakang tersebut, penelitian ini bertujuan untuk menjembatani kesenjangan antara
perkembangan teknologi tinggi dan kebutuhan petani di lapangan. Melalui penerapan alat pengusir hama burung
berbasis IoT, diharapkan dapat diciptakan lingkungan pertanian yang lebih aman, produktif, dan berkelanjutan. Dengan begitu, penelitian ini tidak hanya menjadi sumbangan ilmiah, tetapi juga menjadi jawaban atas tantangan Copyright © 2024 the auhor, Page 307
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DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921 nyata yang dihadapi oleh para petani dalam menjaga ketahanan pangan dan keberlanjutan pertanian di masa
depan. py g
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This Journal is licensed under a Creative Commons Attribution 4.0 International License 2.2 Diagram Blok Dalam penelitian ini, alat pengusir hama burung pada padi sawah petani menggunakan berbasis internet of things
secara keseluruhan diperlihatkan pada gambar 2. Copyright © 2024 the auhor, Page 308 py g
g
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DOI 10.47065/josyc.v5i2.4921
Gambar 2. Diagram Blok Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC) l of Computer System and Informatics (JoSY p
y
ISSN 2714-8912 (media online), ISSN 2714-7150 (m
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DOI 10.47065/josyc.v5i2.4921 Gambar 2. Diagram Blok Dengan gambar 2 diagram blok, dapat melihat setiap komponen saling berhubungan dalam sistem,
bagaimana informasi dan instruksi aplikasi blynk atau telegram mengalir dari internet ke mikrokontroler,
kemudian ke sensor pir, dan akhirnya menuju ke perangkat fisik seperti servo dan speaker untuk menghasilkan
respons yang diinginkan. Metode penelitian dan pengembangan dipahami sebagai metode penelitian yang
digunakan untuk membuat alat tertentu dan melakukan percobaan untuk melihat efektivitas alat yang dipelajari. Untuk dapat menciptakan alat yang diinginkan digunakan penelitian yaitu analisis kebutuhan dan evaluasi
efektivitas alat agar efektif dan bermanfaat bagi masyarakat. 3. HASIL DAN PEMBAHASAN Copyright © 2024 the auhor, Page 309
This Journal is licensed under a Creative Commons Attribution 4.0 International License
3. HASIL DAN PEMBAHASAN
gkat Keras
kaian alat ditunjukkan pada Gambar 3. Gambar 3. Rangkaian 2.3 Index serangan hama burung pada padi Waktu serangan hama burung pada tanaman padi dapat bervariasi tergantung pada beberapa faktor seperti jenis
burung, Hama burung menyerang mulai pagi hingga jam 10.00 WIB, selanjutnya pukul 15.00 WIB sampai
matahari tenggelam. Pada siang hari cenderung cuacanya panas, sehinga burung relatif tidak ada yang
menyerang tanaman padi. fase pertumbuhan tanaman padi, musim, dan wilayah geografis. Beberapa burung
dapat menjadi hama pada berbagai tahap pertumbuhan tanaman padi. Berikut adalah beberapa contoh waktu
umum ketika serangan burung dapat terjadi: 1. Fase Pertumbuhan Vegetatif:
Beberapa burung, seperti burung padi (Estrildidae), dapat menyerang tanaman padi pada fase pertumbuhan
vegetatif. Pada saat ini, burung dapat mencari biji-bijian atau bagian tanaman yang lezat. g
Beberapa burung, seperti burung padi (Estrildidae), dapat menyerang tanaman padi pada fase pertu
vegetatif. Pada saat ini, burung dapat mencari biji-bijian atau bagian tanaman yang lezat. g
rapa burung, seperti burung padi (Estrildidae), dapat menyerang tanaman padi pada fase pertumbuhan
atif. Pada saat ini, burung dapat mencari biji-bijian atau bagian tanaman yang lezat. 2. Fase Pembentukan Malai dan Bulir:
Serangan burung pada fase ini dapat menjadi lebih signifikan karena burung dapat tertarik pada biji-bijian
yang mulai terbentuk. 2. Fase Pembentukan Malai dan Bulir:
Serangan burung pada fase ini dapat menjadi lebih signifikan karena burung dapat tertarik pada biji-bijian
yang mulai terbentuk. 3
Pematangan Bulir dan Panen: 3. Pematangan Bulir dan Panen: 3. Pematangan Bulir dan Panen:
Pada tahap ini, burung dapat merusak tanaman padi untuk mencapai biji-bijian yang sudah matang. 4
Musim Tanam dan Musim Panen: g
Pada tahap ini, burung dapat merusak tanaman padi untuk mencapai biji-bijian yang sudah matang. 4. Musim Tanam dan Musim Panen: 4. Musim Tanam dan Musim Panen:
Aktivitas burung pada tanaman padi dapat meningkat selama musim tanam dan musim panen ketika tanaman
dan biji-bijian menjadi lebih mudah diakses. Aktivitas burung pada tanaman padi dapat meningkat selama musim tanam dan musim panen ketika tanaman
dan biji-bijian menjadi lebih mudah diakses. 3.2 Perakitan Alat Hubungkan mikrokontroler Esp 32 Cam pada Sensor Pir, Motor Servo, Speaker, masukkan komponen kedalam
box penempatan alat, box di pasang dengan baut pada tiang setinggi 1,2 meter atau lebih tinggi dari padi sawah,
hubungkan motor servo pada tali yang di ikatkan pada kaleng bekas .Yang terahir hubungkan ke Baterai. Gambar 4. Alat Setelah di rakit Gambar 4. Alat Setelah di rakit Pada gambar 4 dapat di lihat bahwa seluruh komponen di pasang pada tiang tripod 3 kaki yang
menyesuaikan pada tinggi padi sawah dan keadaan sawah agar dapat berdiri tegak dan seluruh dapat alat bekerja
dengan baik 3.1 Perancangan Perangkat Keras Dalam penelitian ini rangkaian alat ditunjukkan pada Gambar 3. Gambar 3. Rangkaian py g
g
This Journal is licensed under a Creative Commons Attribution 4.0 International License Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
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DOI 10.47065/josyc.v5i2.4921 Pada gambar 3 rangkaian di atas dapat di lihat bawha Sensor pir sebagai pendeteksi keberadaan burung,
motor servo sebagai pergerakan tali yang diikatkan ke kaleng bekas, ESP 32 CAM Sabagai Mikrokontroler
dan untuk mengambi gambar, baterai Sebagai sumber daya listrik pada komponen, DF player untuk memutar
audio dari SD Card ke Loudspeaker / Toa sebagai pengeras suara. Ada beberapa hardware atau perangkat keras yang dimafaatkan dalam penelitian ini, yaitu: Sensor PIR,
Esp 32 Cam, Servo motor, DF Player, Speaker, dan Baterai. Sensor PIR yang akan ditaruh pada alat dan
menghadap kepada padi. Gunanya peletakan ini adalah mendeteksi hama dan akan dihubungkan pada pin-pin
Esp 32 Cam. Pada esp 32 cam sebagai mikrokontroller yang memperoleh informasi dari sensor PIR, kemudian
diteruskan ke servo motor dan Speaker yang akan menjadi arus jalannya sistem. Dan terakhir perancangan pada
servo motor dan speaker yang juga akan diletakkan pada kaki penyangga. Motor servo akan bergerak menarik
tali yang di ikat pada benang yang membuat gerakan menghalau hama, dan speaker mengeluarkan suara sebagai
penakut hama burung. 3.3 Perancangan Perangkat Lunak Ada beberapa software atau perangkat lunak yang digunakan dalam dalam peneliatian ini, yaitu Arduino Ide,
Telegram dan Blynk. Arduino IDE di gunakan untuk memberikan program sesuai keinginan pada
mikrokontroler esp 32 cam, telegram di gunakan untuk memberikan perintah foto, menerima gambar dan
memberikan informasi waktu kepada klien saat hama burung tiba, Blynk di gunakan untuk memberikan infomasi
tentang keadaan alat online atau tidak, dan dapat memberikan perintah seperti menghidupkan motor servo,
speaker dan keduanya seara bersamaan. 3.4 Implementasi Alat Implementasi alat pengusir hama burung dapat melibatkan penggunaan teknologi IoT (Internet of Things) untuk
mendeteksi dan mengusir burung. Berikut adalah implementasi alat tersebut: a. Pemrograman ESP 32 CAM, pastikan user telah mengunduh dan instal Arduino IDE dari situs resmi
Arduino. Dibutuhkan juga software tambahan seperti Blynk dan Telegram yang dapat di hubungkan ke
arduino sebagai media komunikasi Internet Of Things. a. Pemrograman ESP 32 CAM, pastikan user telah mengunduh dan instal Arduino IDE dari situs resmi
Arduino. Dibutuhkan juga software tambahan seperti Blynk dan Telegram yang dapat di hubungkan ke
arduino sebagai media komunikasi Internet Of Things. b. Network Configuration g
1. Wifi, pastikan bahwa modul WiFi sudah terhubung dengan Arduino. Setelah berhasil terhubung,
alat dapat mengakses internet atau melakukan tindakan lain yang memerlukan koneksi internet. g
Wifi, pastikan bahwa modul WiFi sudah terhubung dengan Arduino. Setelah berhasil terhubung, maka
at dapat mengakses internet atau melakukan tindakan lain yang memerlukan koneksi internet. 2. Blynk, buat proyek baru. Tambahkan widget yang sesuai dengan kebutuhan proyek (seperti tombol,
slider, grafik, dll.). Salin token autentikasi proyek yang dibuat. 2. Blynk, buat proyek baru. Tambahkan widget yang sesuai dengan kebutuhan proyek (seperti tombol,
slider, grafik, dll.). Salin token autentikasi proyek yang dibuat. Copyright © 2024 the auhor, Page 310 Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921
Gambar 5. Tampilan BLYNK Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC)
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DOI 10.47065/josyc.v5i2.4921 l of Computer System and Informatics (JoSY Gambar 5. Tampilan BLYNK Gambar 5. Tampilan BLYNK Pada gambar 5 merupakan tampilan pada aplikasi blynk saat terhubung terhadap system sehingga
menampilan status online warna hijau, lalu klien dapat memberikan perintah untuk menghidupkan motor
servo atau suara maupun bersamaan. p
TELEGRAM. Menggunakan Arduino IDE memberikan program kepada mikrokontoler Esp 32 Ca
Token telegram klien melalui bootfahter dan chat id. Gambar 6. Tampilan Telegram Mengirim Foto
Pada gambar 6 tersebut telegram terhubung dan mengirimkan kata kepada klien, menyediakan menu
perintah sehingga klien bisa meminta kepada sistem untuk mengirimkan foto. Gambar 6. 3.4 Implementasi Alat Tampilan Telegram Mengirim Foto Pada gambar 6 tersebut telegram terhubung dan mengirimkan kata kepada klien, menyediakan men
perintah sehingga klien bisa meminta kepada sistem untuk mengirimkan foto. Pada gambar 6 tersebut telegram terhubung dan mengirimkan kata kepada klien, menyediakan menu
perintah sehingga klien bisa meminta kepada sistem untuk mengirimkan foto. Pada gambar 6 tersebut telegram terhubung dan mengirimkan kata kepada klien, menyediakan menu
perintah sehingga klien bisa meminta kepada sistem untuk mengirimkan foto. p
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4. Pengujian Sensor PIR
Uji fungsional pada sensor PIR dilakukan serupa cara menempatkan objek rupa burung ditempatkan
depan sensor PIR. Sensor tersebut akan mendetek objek muncul pada zona tersebut pada radius sensor. Pada pengujian jarak yang dipakai berbeda, bermula mendekati pada sensor hingga jauh sensor. 4. Pengujian Sensor PIR
Uji fungsional pada sensor PIR dilakukan serupa cara menempatkan objek rupa burung ditempatkan
depan sensor PIR. Sensor tersebut akan mendetek objek muncul pada zona tersebut pada radius sensor. Pada pengujian jarak yang dipakai berbeda, bermula mendekati pada sensor hingga jauh sensor. 4. Pengujian Sensor PIR
Uji fungsional pada sensor PIR dilakukan serupa cara menempatkan objek rupa burung ditempatkan
depan sensor PIR. Sensor tersebut akan mendetek objek muncul pada zona tersebut pada radius sensor. Pada pengujian jarak yang dipakai berbeda, bermula mendekati pada sensor hingga jauh sensor. Gambar 7. Pengujian Sensor PIR menggunakan meteran Gambar 7. Pengujian Sensor PIR menggunakan meteran Copyright © 2024 the auhor, Page 311 Copyright © 2024 the auhor, Page 311
This Journal is licensed under a Creative Commons Attribution 4.0 International License Copyright © 2024 the auhor, Page 311
This Journal is licensed under a Creative Commons Attribution 4.0 International License Journal of Computer System and Informatics (JoSYC)
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Volume 5, No. 2, February 2024, Page 306-314
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DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
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DOI 10.47065/josyc.v5i2.4921 Gambar 7 terlihat sensor PIR bisa mendeteksi objek dari 1 sampai 5 meter. Ketika objek ditempatkan
didepan sensor dari jarak sekitar 6 sampai 10 meter, sensor tidak dapat mendetek objek burung. Ketika
sensor mendetek objek, maka motor servo hidup. Ketika sensor tidak mendetek maka motor servo mati. Berikut tabel 1 merupakan hasil pengujian sensor PIR. Tabel 1. Hasil Pengujian Sensor Pir Tabel 1. 3.4 Implementasi Alat Hasil Pengujian Sensor Pir
No Jarak (cm)
Keterangan
1
100
Terdeteksi
2
200
Terdeteksi
3
300
Terdeteksi
4
500
Terdeteksi
5
600
Tidak Terdeteksi
6
700
Tidak Terdeteksi
7
750
Tidak Terdeteksi
8
800
Tidak Terdeteksi c. Lokasi/Lahan Untuk Pengujian Alat
Kriteria percobaan alat ini ialah tanaman padi yang beumur 60-90 hari. Saat tanaman padi mulai berbuah dan
menguning, kemungkinan besar akan diserang oleh hama burung pipit. Dan setelah dilakukan survey di
beberapa lokasi di precut sei tuan, maka didapatkan lahan sawah dengan tanaman padi yang berumur 60-90
hari yang dimiliki oleh Ibu Sutiyem. Setelah melakukan observasi, di lahan tersebut terdapat hama burung
pipit. Dalam kasus ini, banyak biji-bijian padi yang hilang karena dimakan oleh hama burung pipit. Luas
lahan 4800m2 menggunakan cara tradisional pembasmian hama burung yaitu penggunaan suara
menggunakan kaleng bekas yang disusun dengan tali yang diikat ke tiang, kemudian petani menariknya
dengan tali panjang. Yang mana cara ini sangat menguras tenaga dan membuang banyak waktu. Ibu Sutiyem
beserta anaknnya bergantian untuk menjaga lahan mereka dari serangan hama burung pipit dari pagi hari
sampai sore hari terkadang jika merka kelelahan mereka membayar orang untuk menjaga lahan sebesar
Rp.40.000 per harinya. Ada juga yang menggunakan jaring yang tentunya banyak mengeluarkan biaya juga. Gambar 8 berikut merupakan foto hasil dari observasi lahan. c. Lokasi/Lahan Untuk Pengujian Alat
Kriteria percobaan alat ini ialah tanaman padi yang beumur 60-90 hari. Saat tanaman padi mulai berbuah dan
menguning, kemungkinan besar akan diserang oleh hama burung pipit. Dan setelah dilakukan survey di
beberapa lokasi di precut sei tuan, maka didapatkan lahan sawah dengan tanaman padi yang berumur 60-90
hari yang dimiliki oleh Ibu Sutiyem. Setelah melakukan observasi, di lahan tersebut terdapat hama burung
pipit. Dalam kasus ini, banyak biji-bijian padi yang hilang karena dimakan oleh hama burung pipit. Luas
lahan 4800m2 menggunakan cara tradisional pembasmian hama burung yaitu penggunaan suara
menggunakan kaleng bekas yang disusun dengan tali yang diikat ke tiang, kemudian petani menariknya
dengan tali panjang. Yang mana cara ini sangat menguras tenaga dan membuang banyak waktu. Ibu Sutiyem
beserta anaknnya bergantian untuk menjaga lahan mereka dari serangan hama burung pipit dari pagi hari
sampai sore hari terkadang jika merka kelelahan mereka membayar orang untuk menjaga lahan sebesar
Rp.40.000 per harinya. Ada juga yang menggunakan jaring yang tentunya banyak mengeluarkan biaya juga. Gambar 8 berikut merupakan foto hasil dari observasi lahan. Gambar 8. Observasi Lahan Gambar 8. Observasi Lahan 4. KESIMPULAN Dengan demikian, alat pengusir hama burung berbasis IoT ini tidak hanya
efektif dalam mengurangi kerugian pertanian, tetapi juga membantu dalam menjaga keseimbangan ekosistem
dan mempromosikan pertanian yang berkelanjutan. Meskipun demikian, penelitian dan pengembangan lebih
lanjut masih diperlukan untuk meningkatkan kinerja dan fungsionalitas alat ini. Integrasi dengan teknologi baru
seperti kecerdasan buatan atau analisis data yang lebih canggih dapat meningkatkan efisiensi dan efektivitas
pengusiran burung. Selain itu, adaptasi terhadap kondisi lingkungan yang berbeda dan pemahaman yang lebih
baik tentang perilaku burung juga perlu dipertimbangkan untuk mengoptimalkan kinerja alat ini dalam berbagai
konteks aplikasi. 3.5 Data Hasil Pengujian Pengujian alat pengusir hama burung pipit pada tanaman padi dikerjakan pada siang hari hingga sore hari
dilahan tempat pengujian. Pengujian alat mulai dari jam 12.00-17.00 hingga selesai. Pengujian alat ini terfokus
kepada fungsi alat dan pengaruh gelombang suara terhadap burung pipit. Selanjutnya ialah menguji fungi semua
alat apakah alat yang selesai dirakit berguna dengan baik atau ada kendala dan bagaimana perilaku burung pipit
ketika diberikan gelombang suara. Tingkah lakunya terbagi menjadi tiga, yaitu, tidak diganggu, sedikit diganggu,
dan burung meninggalkan lahan sawah. Berikut tabel 2 merupakan rangkuman dari hasil uji lapangan. Copyright © 2024 the auhor, Page 312
This Journal is licensed under a Creative Commons Attribution 4.0 International License
Tabel 2. Hasil Uji Lapangan
NO
Komponen
Harapan
Hasil
Kesimpulan
1. SENSOR
PIR
Dapat menampilkan kondisi
sesuai dengan
input
dari sensor
Sensor PIR dapat mendeteksi adanya
pergerakan
Selesai
2. ESP 32
CAM
Dapat memfoto dan
mengirimkan ke telegram. Alat dapat bekerja dengan fungsinya
Selesai. Copyright © 2024 the auhor, Page 312 Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
https://ejurnal.seminar-id.com/index.php/josyc
DOI 10.47065/josyc.v5i2.4921
NO
Komponen
Harapan
Hasil
Kesimpulan
3. Motor
Servo
Dapat menggerakkan tali
yang dihubungkan ke
kaleng bekas
Alat dapat bekerja dengan fungsinya
Selesai
4. Telegram
Dapat
Terhubung
ke
jaringan. Telegram terhubung dapat memberikan
perintah,
menerima
foto,
dan
memberikan informasi waktu. Selesai
5. BLYNK
Dapat
Terhubung
ke
jaringan. BLYNK Terhubung dapat memberikan
perintah hidupkan motor dan speaker. Selesai
6. Speaker
Dapat
memberikan
gelombang suara. Speaker mengeluarkan suara rekaman
dan mengusir hama. Selesai Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
https://ejurnal.seminar-id.com/index.php/josyc
DOI 10.47065/josyc.v5i2.4921 Journal of Computer System and Informatics (JoSYC) Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak) Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. 2, February 2024, Page 306-314
htt
// j
l
i
id
/i d
h /j 4. KESIMPULAN Dalam kesimpulan, alat pengusir hama burung berbasis IoT telah terbukti menjadi solusi yang efektif dalam
mengatasi masalah serangan burung pada pertanian dan lingkungan lainnya. Dengan memanfaatkan teknologi
sensor gerak, mikrokontroler, dan konektivitas internet, alat ini mampu mendeteksi kehadiran burung secara
akurat dan memberikan respons yang cepat dalam mengusir mereka. Hasil pengujian menunjukkan bahwa alat
ini dapat mengurangi kerugian yang disebabkan oleh serangan burung secara signifikan, sehingga membantu
petani dan pemilik tanaman untuk menjaga hasil panen mereka. Selain itu, integrasi dengan platform IoT dan
aplikasi pengendalian jarak jauh seperti Blynk atau Telegram memberikan kemudahan dalam pengoperasian dan
pemantauan alat dari jarak jauh. Hal ini memungkinkan pengguna untuk mengontrol alat dan menerima
notifikasi secara real-time, sehingga mempermudah manajemen dan pengawasan terhadap keadaan di lapangan. Keunggulan lain dari alat ini adalah konsumsi daya yang rendah, yang membuatnya ramah lingkungan dan
ekonomis dalam jangka panjang. Dengan demikian, alat pengusir hama burung berbasis IoT ini tidak hanya
efektif dalam mengurangi kerugian pertanian, tetapi juga membantu dalam menjaga keseimbangan ekosistem
dan mempromosikan pertanian yang berkelanjutan. Meskipun demikian, penelitian dan pengembangan lebih
lanjut masih diperlukan untuk meningkatkan kinerja dan fungsionalitas alat ini. Integrasi dengan teknologi baru
seperti kecerdasan buatan atau analisis data yang lebih canggih dapat meningkatkan efisiensi dan efektivitas
pengusiran burung. Selain itu, adaptasi terhadap kondisi lingkungan yang berbeda dan pemahaman yang lebih
baik tentang perilaku burung juga perlu dipertimbangkan untuk mengoptimalkan kinerja alat ini dalam berbagai
konteks aplikasi. Dalam kesimpulan, alat pengusir hama burung berbasis IoT telah terbukti menjadi solusi yang efektif dalam
mengatasi masalah serangan burung pada pertanian dan lingkungan lainnya. Dengan memanfaatkan teknologi
sensor gerak, mikrokontroler, dan konektivitas internet, alat ini mampu mendeteksi kehadiran burung secara
akurat dan memberikan respons yang cepat dalam mengusir mereka. Hasil pengujian menunjukkan bahwa alat
ini dapat mengurangi kerugian yang disebabkan oleh serangan burung secara signifikan, sehingga membantu
petani dan pemilik tanaman untuk menjaga hasil panen mereka. Selain itu, integrasi dengan platform IoT dan
aplikasi pengendalian jarak jauh seperti Blynk atau Telegram memberikan kemudahan dalam pengoperasian dan
pemantauan alat dari jarak jauh. Hal ini memungkinkan pengguna untuk mengontrol alat dan menerima
notifikasi secara real-time, sehingga mempermudah manajemen dan pengawasan terhadap keadaan di lapangan. gg
p
j
p
g
p
p
g
Keunggulan lain dari alat ini adalah konsumsi daya yang rendah, yang membuatnya ramah lingkungan dan
ekonomis dalam jangka panjang. REFERENCES 2, February 2024, Page 306-314
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[17] A. Ikhwan, “Sistem kepemimpinan islami: instrumen inti pengambil keputusan pada lembaga pendidikan
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[18] S. Agustina, “PROTOTIPE SISTEM KEAMANAN DAN AUTOMASI RUMAH PINTAR BERBASIS
INTERNET OF THINGS (IOT),” J. Teknol. Terkini, vol. 3, no. 1, 2023. [18] S. Agustina, “PROTOTIPE SISTEM KEAMANAN DAN AUTOMASI RUMAH PINTAR BERBASIS
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J. Transborders, vol. 3, no. 1, p. 15, 2019. [1] I. R. Zaelani, “Peningkatan daya saing UMKM Indonesia: Tantangan dan peluang pengembangan IPTEK,”
J. Transborders, vol. 3, no. 1, p. 15, 2019. [2] A. P. Pradana and S. A. Arijaya, “Penerapan WAPOGE (Water Power Generator) sebagai Alat Irigasi dan
Pengendalian Hama Burung Pipit di Rowosari,” J. Abdidas, vol. 5, no. 1, pp. 53–57, 2024. [3] M. A. Hakim, Bahaya Narkoba Alkohol: cara islam mencegah, mengatasi, dan melawan. Nuansa
Cendekia, 2023. [4] D. Avianto and I. E. Handayani, “Klasifikasi Penyakit Antraknosa Pada Cabai Merah Teropong” Inko Hot”
Dengan Metode Convolutional Neural Network,” SINTECH (Science Inf. Technol. J., vol. 6, no. 2, pp. 76–
88, 2023. [5] I. M. Noor, H. Fitriyah, and R. Maulana, “Sistem Pengusir Hama Burung pada Sawah dengan
Menggunakan Sensor PIR dan Metode Naïve Bayes,” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 3,
no. 9, pp. 9328–9333, 2019. pp
[6] E. Asmawati et al., “Gartenhutte, Kaffe Und Aussicht, Tumbuh dan Berkembang Bersama Masyarakat,”
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[8] S. Supiyandi, C. Rizal, M. Iqbal, M. N. H. Siregar, and M. Eka, “Smart Home Berbasis Internet of Things
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no. 1, 2023. [10] F. Nahdi and H. Dhika, “Analisis Dampak Internet of Things (IoT) Pada Perkembangan Teknologi di Masa
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This Journal is licensed under a Creative Commons Attribution 4.0 International License This Journal is licensed under a Creative Commons Attribution 4.0 International License Journal of Computer System and Informatics (JoSYC)
ISSN 2714-8912 (media online), ISSN 2714-7150 (media cetak)
Volume 5, No. Copyright © 2024 the auhor, Page 314
This Journal is licensed under a Creative Commons Attribution 4.0 International License REFERENCES Prananta, A. T. Hanuranto, and S. N. Hertiana, “Sistem Pemantauan Dan Pengontrolan Perangkat
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vol. 3, no. 5, pp. 8591–8605, 2023.
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https://openalex.org/W2946289400
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https://strathprints.strath.ac.uk/69054/1/Trotter_etal_BioMetals_2019_The_interaction_of_silver_II_complexes_with_biological_macromolecules.pdf
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English
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The interaction of silver(II) complexes with biological macromolecules and antioxidants
|
BioMetals
| 2,019
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cc-by
| 8,502
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Biometals (2019) 32:627–640
https://doi.org/10.1007/s10534-019-00198-0 (0123456789().,-volV)(
01234567
89().,-volV) The interaction of silver(II) complexes with biological
macromolecules and antioxidants Katherine D. Trotter . Olawale Owojaiye . Stuart P. Meredith . Pat E. Keating . Mark D. Spicer . John Reglinski . Corinne M. Spickett Introduction The antiseptic and oligodynamic behaviour of silver
has been appreciated for more than 200 years (Marx
and Barillo 2014; Mijnendonckx et al. 2013). How-
ever, even in recent years its application as a biocide
has been limited to the use of a few relatively simple
preparations (Azo´car et al. 2014). Many medical items
such as catheters and prostheses are coated with the
elemental form of silver, which prevents colonization
of their surface by pathogens (Hetrick and Schoenfisch
2006). The release of silver cations through slow
dissolution of silver halide is an effective method of
disinfecting water for domestic consumption (Sil-
vestry-Rodriguez et al. 2007). Since the late 1960s,
silver sulfadiazine (SSD, or Flamazine) has been
common in anti-bacterial preparations for the treat-
ment of burns (Atiyeh et al. 2007). Even this
compound is a simple preparation comprising an
antimicrobial cation and anion formulated together as
a weakly bonded complex (Cook and Turner 1975). Although there has been robust interest in developing
new silver-based anti-infective agents such as silver
nanoparticles (Ag/Ag2O), novel silver complexes and
silver impregnated fabrics (Ag0/Ag?) (Fromm 2013;
Konop et al. 2016; Le Ouay and Stellacci 2015;
Simoncic and Klemencic 2016; Singh et al. 2015),
these are mainly reformulations of silver in its
commonest Ag0/Ag? forms. In addition to Ag0 and Ag?, silver also has two
higher oxidation states that are potentially extremely
powerful
oxidants:
Ag2? (Ag2? ? e- ? Ag?;
E0 = 2.0 V) and Ag3? (Ag3? ? e- ? Ag2?; Eo
unknown) (Weast 1979). Biocidal silver compounds
such as SSD are all based on compounds of silver in its
less reactive, lower oxidation states (Ag0/Ag?). This
choice, in part, was due to an inability to stabilize and
control silver in its higher oxidation states in early
synthetic studies. However, many of these issues have
been resolved and routes are available for the produc-
tion of a wide range of silver(II) compounds and a
more limited range of silver(III) species (Levason and
Spicer 1987). This opens the door for development of
novel, high oxidation state silver compounds for
antimicrobial disinfection. Increasing the redox potential of the silver agent is
an effective method of enhancing biocidal activity, as
it limits the effectiveness of antioxidant defence. Katherine D. Trotter . Olawale Owojaiye . Stuart P. Meredith .
Pat E. Keating . Mark D. Spicer . John Reglinski . Corinne M. Spickett 2015; Vindigni and Surawicz 2015),
development of more powerful formulations of silver
with higher oxidizing potential would be desirable,
especially
for
external
use
in
disinfection
and
cleansing. Katherine D. Trotter . Olawale Owojaiye . Stuart P. Meredith .
Pat E. Keating . Mark D. Spicer . John Reglinski . Corinne M. Spickett Received: 15 February 2019 / Accepted: 30 April 2019 / Published online: 16 May 2019
The Author(s) 2019 them, as well as determining the reaction products. Spectrophotometric analysis showed that Ag2,6P was
rapidly reduced by the antioxidants glutathione,
ascorbic acid and vitamin E; the unsaturated lipids
arachidonic and linoleic acids, model carbohydrate b-
cyclodextrin, and protein cytochrome c also reacted
readily. Analysis of the reaction with glutathione by
NMR and electrospray mass spectrometry confirmed
that the glutathione was oxidized to the disulfide form. Mass spectrometry also clearly showed the addition of
multiple oxygen atoms to the unsaturated fatty acids,
suggesting a radical mechanism, and cross-linking of
linoleic acid was observed. The seven hydroxyl groups
of b-cyclodextrin were found to be completely
oxidized to the corresponding carboxylates. Treatment
of cytochrome c with Ag2,6P led to protein aggrega-
tion and fragmentation, and dose-dependent oxidative
damage was demonstrated by oxyblotting. Thus
Ag2,6P was found to be highly oxidizing to a wide
variety of polar and nonpolar biological molecules. Abstract
Silver is widely used for its antimicrobial
properties, but microbial resistance to heavy metals is
increasing. Silver(II) compounds are more oxidizing
and therefore have the potential to overcome resis-
tance via extensive attack on cellular components, but
have traditionally been hard to stabilize for biological
applications. Here, the high oxidation state cation was
stabilised using pyridinecarboxylate ligands, of which
the 2,6-dicarboxypyridine Ag(II) complex (Ag2,6P)
was found to have the best tractability. This complex
was found to be more stable in phosphate buffer than
DMSO, allowing studies of its interaction with water
soluble antioxidants and biological macromolecules,
with the aim of demonstrating its potential to oxidize Electronic supplementary material
The online version of
this article (https://doi.org/10.1007/s10534-019-00198-0) con-
tains supplementary material, which is available to authorized
users. K. D. Trotter O. Owojaiye P. E. Keating
M. D. Spicer J. Reglinski
Department of Pure & Applied Chemistry, Strathclyde
University, 295 Cathedral Street, Glasgow G1 1XL, UK Keywords
Ag(II) 2,6-dicarboxypyridine
Antimicrobial metal Glutathione Lipid
peroxidation Oxidative stress S. P. Meredith C. M. Spickett
School of Life and Health Sciences, Aston University,
Aston Triangle, Birmingham B4 7ET, UK C. M. Spickett (&)
Strathclyde Institute of Pharmacy and Biomedical
Sciences, Strathclyde University, 161 Cathedral Street,
Glasgow G4 0NR, UK
e-mail: c.m.spickett@aston.ac.uk 123 628 Biometals (2019) 32:627–640 Heiman et al. Introduction Powerful oxidants such as silver(II) can be expected to
irreversibly chemically oxidize a wide range of
functional (sulfhydryl, vicinal diols) and structural
components (unsaturated lipid, proteins, carbohy-
drates) on the surface and inside the microbial cell. However, a change in oxidation state not only
increases the redox potential, it also changes the
preferred shape of the metal complex. Silver(I) has a
marked preference for tetrahedral geometry, whereas
d9 silver(II) predominantly adopts square planar
geometry. It is known that the geometry a metal
complex adopts can affect its biological activity; for
example, the ability of platinum compounds to interact
with DNA (Rosenberg et al. 1969) and the antimicro-
bial and anticancer activities of various metal com-
plexes (Malik et al. 2018). Metal complexes can be
transported across membranes by passive and active
mechanisms (Martinho et al. 2018), and it has been
reported that specific coordination structures may
occur during active transport; for example, in N-MBD
Cu?-ATPases Cu? adopts a trigonal planar form
(Arguello et al. 2012). Thus, biocides based on
silver(II) could allow an enhanced oxidative attack
and, depending on their geometry, might exert diverse
effects on biological systems. There is a wide range of The mechanisms of antimicrobial action of these
silver formulations are still not completely under-
stood, but the consensus is that they can act on a
variety of targets, including interactions with bacterial
cell membranes, binding to and inhibition of thiol-
containing proteins, and release of reactive oxygen
species through processes still to be fully elucidated
(Konop et al. 2016). As Ag? is a moderate oxidizing
agent (Ag? ? e- ? Ag; E0 = 0.80 V), only the most
sensitive redox sites are affected by it. Although it has
sometimes been suggested that the multimodal mech-
anism of Ag0/Ag? formulations make resistance less
likely to develop, resistance to heavy metals in general
is well known (Pal et al. 2014), and reports of
resistance to silver compounds are on the increase
(Hanczvikkel et al. 2018; Panacek et al. 2018; Percival
et al. 2005). In view of the fact that antimicrobial
resistance is a major problem worldwide and aggres-
sive microbial species such as E. coli 0157, MRSA,
and C. difficile are on the increase (Brandt et al. Introduction 2014; 12 123 Biometals (2019) 32:627–640 629 simple ligands which can be used to stabilize
silver(II), but the pyridinecarboxylates are an excel-
lent initial choice, as they have been synthesized
previously and mostly form planar complexes (Drew
et al. 1970; Drew et al. 1971; Fowles et al. 1968),
although
the
silver(II)
complex
with
2,6-dicar-
boxypyridine has been reported to be octahedral
(Drew et al. 1969). However, their ability to react
with biological molecules and cause oxidative damage
has not been studied previously. Consequently, sil-
ver(II) complexes were prepared using pyridinecar-
boxylates as ligands, and the stability of these
complexes was investigated. The aim of the study
was to determine the effectiveness of the silver(II)
complexes for oxidizing biological antioxidants, lipids
and proteins. solvent. The resulting solution was subjected imme-
diately to spectrophotometric analysis and the con-
centration
of
Ag2,6P
in
solution
calculated
retrospectively using molar extinction coefficient
obtained from the reference sample. Thus although all the experiments were carried out
in duplicate or triplicate, the difficulty of producing
completely dry complex meant that it was impossible
to generate solutions containing exactly the same
concentration of reagents. Consequently, the data
shown are derived from representative experiments. The stability of bis-(2,6-
dicarboxypyridyl)silver(II) in solution The stability of bis-(2,6- A solution of bis-(2,6-dicarboxypyridyl)silver(II) was
prepared either in phosphate buffer (0.1 M KH2PO4,
pH 7.0) at 4.47 mM or in DMSO at 18.4 mM. Aliquots
of solutions were transferred immediately to a cuvette
and the absorbance (400–1000 nm) was monitored
over a 2 h period. Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with glutathione An 8.5 mM solution of Ag2,6P in phosphate buffer
was prepared and 2.25 mL was transferred to a cuvette
and the visible spectrum (400–900 nm) recorded. Aliquots (20 lL) of reduced glutathione (GSH) solu-
tion (84.3 mM) in phosphate buffer were added to the
cuvette and the spectrum re-recorded after each
addition until the band (kmax 570 nm) attributed to
silver(II) disappeared (* 120 lL). Experimental All reagents were obtained commercially. UV–Vis
spectra were recorded on an Agilent Technologies
Cary 60 UV–Vis spectrophotometer. NMR analysis
was carried out on a Bruker AMX 400 operating at
400 MHz
for
1H. Solid
reflectance
spectra
(400–900 nm) were recorded on a Photonics CCD
array UV–Vis spectrophotometer. Silver(II) com-
plexes of 2-carboxypyridine, 2,3-dicarboxypyridine,
2,4-dicarboxypyridine,
2,5-dicarboxypyridine
and
2,6-dicarboxypyridine (Ag2,6P) as were prepared
using literature methods (Drew et al. 1970; Drew
et al. 1971; Fowles et al. 1968). Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with vitamin E (a-tocopherol) Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with vitamin E (a-tocopherol) The visible spectrum (400–900 nm) of 2.25 mL of
9.1 mM
bis-(2,6-dicarboxypyridyl)silver(II)
in
DMSO was recorded before and after addition of
10 lL aliquots of 54.3 mM a-tocopherol in DMSO,
with loss of absorbance at 620 nm after addition of
70 lL. Due to the competition between the concurrent
reactions of Ag2,6P with a-tocopherol and Ag2,6P
with DMSO, a definite end point cannot be given for
the reaction of Ag2,6P with a-tocopherol (vide infra). Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with linoleic and arachidonic acid Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with linoleic and arachidonic acid A
2.25 mL
aliquot
of
19.5 mM
bis-(2,6-dicar-
boxypyridyl)silver(II) in DMSO in a cuvette was
reacted sequentially with 10 lL aliquots of 91.1 mM
sodium linoleate or 98.7 mM sodium arachidonate,
both prepared in DMSO. The reaction was monitored
by recording the visible spectrum until the band (kmax
620 nm) had disappeared. No definite end point could
be given due to the competing reaction with DMSO
occurring. Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with b-cyclodextrin before Fourier transformation to reduce the effect of
the baseline noise. before Fourier transformation to reduce the effect of
the baseline noise. The reaction with b-cyclodextrin (25 mmol/L) with
Ag2,6P was tested essentially as for ascorbic acid
described above, except that the reaction was carried
out in a sample bottle and 200 lL aliquots of b-
cyclodextrin were added sequentially until the band at
570 nm had been extinguished (after addition of
2.0 mL). The protocol for handling Ag2,6P in solution The protocol for handling Ag2,6P in solution To investigate the products of the reaction using
NMR, three solutions of reduced glutathione (6.1 mg
in 1 mL of D2O, 20 mmol) were treated with 8.2 mg
(18.5 mmol),
16.6 mg
(36 mmol)
or
24.4 mg
(53 mmol) of Ag2,6P respectively. The solutions
were allowed to react overnight and then filtered into
a 5 mm NMR tube. 1H NMR spectra were obtained
using a Bruker AVANCE 3 spectrometer operating at
400.12 MHz. Samples were maintained at 300 K
during spectral acquisition. The NMR spectra were
collected using a standard pulse sequence. The free
induction decay was generated by a 3.13 ls pulse
width corresponding to a 30o pulse. Each data set (4 k
scans; no water suppression) was collected in 32 k of
memory. A 1 Hz line broadening function was applied A reference sample of Ag2,6P was prepared using
published methods (Fowles et al. 1968). The sample
was subjected to elemental analysis (found: C 32.77, H
2.68, N 5.85%: expected for Ag2,6P4H2O: C 32.97, H
2.77, N 5.49%), which confirmed the hydration state. This reference sample was used to calculate the molar
extinction coefficient of Ag2,6P in water (e570, 252/M/
cm; e890, 207/M/cm) and DMSO (e600, 88.6/M/cm). Ag2,6P was found to decompose slowly with the
natural green/black colour giving way to a white
product. Hence small batches of Ag2,6P were pre-
pared immediately prior to use to avoid problems
associated with degradation, and given amounts of
Ag2,6P were quickly dissolved in a given amount of 12 23 Biometals (2019) 32:627–640 630 Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with b-cyclodextrin Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with ascorbic acid The reaction of bis-(2,6-dicarboxypyridyl)silver(II)
(7.6 mM) with ascorbic acid (144 mM) was investi-
gated essentially as described for glutathione. Aliquots
(20 lL) of the ascorbate solution were added to a
cuvette containing 2.25 mL of Ag2,6P and the spec-
trum re-recorded until the band (kmax 570 nm) disap-
peared, which corresponded to the addition of 80 lL. For analysis by mass spectrometry, aqueous solu-
tions (2 mL) of b-cyclodextrin containing 100 mg
(88 lmoles) were treated with Ag2,6P (200 mg,
0.44 mmol). The solutions were allowed to react
overnight
and
then
filtered
before
analysis
as
described below. Reaction of bis-(2,6-dicarboxypyridyl)silver(II)
with cytochrome-c Aqueous solutions (2 mL) of cytochrome c (16.5 mg,
54 lmoles) were incubated with 20 mg (44 lmoles),
40 mg (88 lmoles) or 60 mg (131 lmoles) of Ag2,6P. The solutions were allowed to react overnight and then
filtered before analysis as described below. For analysis by mass spectrometry, 2 mL of
aqueous suspensions of the sodium salts of the fatty
acids (sodium linoleate; 16.5 mg, 54 lmoles or
arachidonic acid; 16.5 mg, 50 lmoles) were reacted
with 20 mg (45 lmoles), 40 mg (91 lmoles) or 60 mg
(136 lmoles) of Ag2,6P. The solutions were allowed
to react overnight and then filtered before analysis as
described below. Analysis of protein oxidation by oxyblotting
for DNP-carbonyl adducts Electrospray mass spectrometric analysis of small
molecules Electrospray mass spectra were recorded using an
Agilent 6130 (dual source). Samples of glutathione,
vitamin E, linoleic acid, and arachidonic acid prepared
as described above were diluted in methanol, while b-
cyclodextrin was diluted in 50:50 acetonitrile con-
taining 0.1% formic acid:water and introduced into the
instrument with an infusion rate of 0.2 mL/min using
methanol. Spectra were acquired with the following
parameters: ionization mode, MM-ES ? APCI, -ve
ionization; source temperature, 300 C; Voltage,
4000 V; Curtain gas flow rate, 12 L/min; m/z range
50–2000. Spectra were typically acquired for 30 s and
averaged. The MS data were analysed using Agilent
Chemstation. Analysis of protein oxidation by oxyblotting
for DNP-carbonyl adducts Aliquots of the samples (10 lL; * 75 lg protein)
were resolved by SDS-PAGE with a 12% resolving gel 12 3 631 Biometals (2019) 32:627–640 (Sambrook and Russell 2006) and then either stained
with InstantBlue stain (Sigma-Aldrich, UK) or trans-
ferred onto PVDF membrane for oxyblotting as
described previously (Shacter 2000). After washing,
the membrane was acidified with 2 N HCl and labelled
with 10 mM dinitrophenylhydrazine (DNPH) (Sigma-
Aldrich, UK) for 5 min. After further washing and
blocking the membrane was incubated in blocking
buffer containing monoclonal primary antibodies
rabbit
anti-dinitrophenylhydrazone
(anti-DNP)
(D9656, Sigma-Aldrich, UK) at a working dilution
of 1:1000 overnight at 4 C. The secondary antibody
was HRP-linked goat anti-mouse (6154, Sigma-
Aldrich, UK) antibody (working dilution 1:1000) for
2 h at room temperature. The membrane was washed
again as described above and HRP-linked anti-mouse
was detected using enhanced chemiluminescence
(ECL kit 34078, Thermo Fisher Scientific, Hemel
Hempstead, UK) according to the manufacturer’s
instructions. The membrane was scanned using a
G:BOX system (Syngene, Cambridge, UK) running
the GeneSys software (Syngene, Cambridge, UK). cell membrane transport, in the case of Ag(II) their
potential may be limited by their lack of solubility. p
y
y
y
In view of the high redox potential of silver(II)
(equation 2; E0 = 2.0 V NHE (Weast 1979)), the
silver (II) compounds were expected to be quite
reactive even to the extent of potentially oxidizing
water. Therefore, the first step was to investigate the
lifetime of Ag2,6P in aqueous buffer and DMSO, by
monitoring the visible absorbance spectrum (Suppl. Fig. 1a). In aqueous solution a small but manageable
degradation (* 10%) of Ag2,6P was observed over a
2 h period. The profile of the degradation process was
linear within the lifetime of the experiment, suggest-
ing that decomposition does not occur via an SN2
displacement of the axial carboxylates by water or
phosphate. In contrast, the stability of Ag2,6P in
DMSO was poor, having a half life of only 25 min
(Suppl. Fig. 1b). DMSO can be oxidized to dimethyl-
sulphone (Me2SO2; E0 = 1.54 V vs. NHE) and the
silver(II) complex studied here is therefore theoreti-
cally capable of driving this reaction (Krtil et al. 1996). Solid reflectance spectrophotometry indicated
that the solid and DMSO solution phase structures of
Ag2,6P are similar (kmax 600 nm), suggesting that
decomposition occurs via electron transfer rather than
ligand exchange. Analysis of protein oxidation by oxyblotting
for DNP-carbonyl adducts The reaction of the silver complex
with DMSO limits the interpretation of reactions with
other compounds carried out in this solvent, but in
some cases there was no feasible alternative. To
obviate problems with the slow decomposition of
Ag2,6P in solution, fresh solutions were prepared
immediately before the start of each experiment. Solubility and stability of silver(II) complexes Silver(II) complexes of 2-carboxypyridine (Ag2P),
2,3-dicarboxypyridine
(Ag2,3P),
2,4-dicar-
boxypyridine
(Ag2,4P),
2,5-dicarboxypyridine
(Ag2,5P) and 2,6-dicarboxypyridine (Ag2,6P) were
prepared using literature methods (Drew et al. 1970;
Drew et al. 1971; Fowles et al. 1968). Ag2P, Ag2,3P,
Ag2,4P and Ag2,5P had limited solubility in both
water and DMSO, and were not studied further owing
to the limited relevance to biological environments. In
contrast, Ag2,6P was observed to be reasonably
soluble in both water (* 10 mM) and DMSO
(* 20 mM). The solubility profile of the compounds
most likely arises from their solid state structures:
Ag2P and Ag2,3P are planar species and prone to p-
stacking in the solid state (Fowles et al. 1968), which is
known to affect solubility detrimentally. In contrast,
Ag2,6P adopts an octahedral geometry in the solid
state and is unable to p-stack, which lowers the lattice
energy and promotes its solubility in polar solvents
(Drew et al. 1970). The structures are shown in Fig. 1. Thus, despite the desirability of planar compounds for Results and discussion Solubility and stability of silver(II) complexes Reaction with antioxidants Biological systems utilize a number of species as co-
factors and reducing agents (e.g. glutathione, ascorbic
acid, a-tocopherol), and depletion or oxidation of
antioxidants and structural biological molecules is an
early stage in the stress leading to the toxic effects of
oxidizing
compounds
(Halliwell
and
Gutteridge
1998). Consequently, the reactions of Ag2,6P with
these three antioxidants was investigated. The reaction
with an antioxidant can readily be inferred by
spectrophotometric titrations in which the stepwise
reduction of the coloured Ag2,6P to its colourless
silver(I) product is observed. The reactions of glu-
tathione and ascorbate were carried out in aqueous
solution, whereas the reaction of a-tocopherol was 12 3 3 632 Biometals (2019) 32:627–640 Fig. 1 Structures of the silver (II) complexes synthesized. 2,3-dicarboxypyridine (Ag2,3P), 2,4-dicarboxypyridine (Ag2,4P), 2,5-
dicarboxypyridine (Ag2,5P) and 2,6-dicarboxypyridine (Ag2,6P) Fig. 1 Structures of the silver (II) complexes synthesized. 2,3-dicarboxypyridine (Ag2,3P), 2,4-dicarboxypyridine (Ag2,4P), 2,5-
dicarboxypyridine (Ag2,5P) and 2,6-dicarboxypyridine (Ag2,6P) Fig. 1 Structures of the silver (II) complexes synthesized. 2,3-dicarboxypyridine (Ag2,3P), 2,4-dicarboxy
dicarboxypyridine (Ag2,5P) and 2,6-dicarboxypyridine (Ag2,6P) carried out in DMSO. Using the diminution of the
band at 570 nm it was possible to titrate Ag2,6P with
glutathione (Fig. 2), and the molar ratio at the end
point was calculated to be slightly greater than 2:1
Ag2,6P:GSH. This would be generally consistent with
the 2-electron oxidation of GSH to GSSG, assuming
that the Ag2,6P undergoes a 1-electron reduction to
Ag?, as the appearance of metallic silver was not
observed. Fig. 2), which clearly showed that treatment of GSH
(m/z 306.1) with Ag2,6P resulted in conversion to
GSSG (m/z 611.1). carried out in DMSO. Using the diminution of the
band at 570 nm it was possible to titrate Ag2,6P with
glutathione (Fig. 2), and the molar ratio at the end
point was calculated to be slightly greater than 2:1
Ag2,6P:GSH. This would be generally consistent with
the 2-electron oxidation of GSH to GSSG, assuming
that the Ag2,6P undergoes a 1-electron reduction to
Ag?, as the appearance of metallic silver was not
observed. The reaction of Ag2,6P with ascorbic acid was
monitored spectrophotometrically in the same way as
that of glutathione, and it could clearly be seen that
addition of ascorbic acid resulted in loss of absorbance
at 570 nm (Suppl. Fig. 3). The molar ratio at the end
point was calculated to be approx. 2:1 Ag2,6P:ascor-
bate, consistent with the 2-electron oxidation of
ascorbate to dehydroascorbate. Reaction with antioxidants There
was also evidence of addition of a single oxygen atom
at m/z 295, and another signal at m/z 293, which was
most probably due to loss of water from the species at
m/z 311, suggesting that it may be a bis-hydroxide
rather than a hydroperoxide (Spickett and Pitt 2015). Interestingly, a peak was observed at m/z 557, which
was consistent with the formation of a cross-linked
dimer of linoleic acid (loss of 3H but singly charged)
and there were also dimers containing 2, 3 and 4
additional oxygens. Crosslinking of oxidized fatty
acyl chains under highly oxidizing conditions has been The reaction of a-tocopherol with Ag2,6P in
DMSO was also discernable using spectrophotometry
(Suppl. Fig. 4). However, due to the competing
interaction of Ag2,6P with DMSO discussed above,
it was not possible to obtain an accurate end point for
the titration. ESI-mass spectrometry was used to monitor the
reaction of Ag2,6P with the unsaturated fatty acid
linoleic acid (Fig. 4). A small amount of adventitious
oxidation of the control sample is apparent in Fig. 4a,
but the major signal is the native fatty acid at m/z 279
([M–H]-). There was also a strong signal at m/z 325,
which was identified as the formate adduct of linoleic
acid ([M ? CHO2]-). At the lower treatment concen-
tration (Fig. 4b) the signal of the native lipid was
greatly reduced and the major signal was at m/z 311,
corresponding to the addition of O2 (? 32 Da). There
was also evidence of addition of a single oxygen atom
at m/z 295, and another signal at m/z 293, which was
most probably due to loss of water from the species at
m/z 311, suggesting that it may be a bis-hydroxide
rather than a hydroperoxide (Spickett and Pitt 2015). Interestingly, a peak was observed at m/z 557, which
was consistent with the formation of a cross-linked
dimer of linoleic acid (loss of 3H but singly charged)
and there were also dimers containing 2, 3 and 4
additional oxygens. Crosslinking of oxidized fatty
acyl chains under highly oxidizing conditions has been Reaction with antioxidants ESI-mass spectrometry was used to monitor the
reaction of Ag2,6P with the unsaturated fatty acid
linoleic acid (Fig. 4). A small amount of adventitious
oxidation of the control sample is apparent in Fig. 4a,
but the major signal is the native fatty acid at m/z 279
([M–H]-). There was also a strong signal at m/z 325,
which was identified as the formate adduct of linoleic
acid ([M ? CHO2]-). At the lower treatment concen-
tration (Fig. 4b) the signal of the native lipid was
greatly reduced and the major signal was at m/z 311,
corresponding to the addition of O2 (? 32 Da). There
was also evidence of addition of a single oxygen atom
at m/z 295, and another signal at m/z 293, which was
most probably due to loss of water from the species at
m/z 311, suggesting that it may be a bis-hydroxide
rather than a hydroperoxide (Spickett and Pitt 2015). Interestingly, a peak was observed at m/z 557, which
was consistent with the formation of a cross-linked
dimer of linoleic acid (loss of 3H but singly charged)
and there were also dimers containing 2, 3 and 4
additional oxygens. Crosslinking of oxidized fatty
Fig. 3
1H-NMR analysis of
the reaction between Ag2,6P
and glutathione. 27 lmols
of glutathione (GSH) was
reacted with increasing
amounts of Ag2,6P as
indicated on the spectra. The
spectrum of commercial
glutathione disulfide is
shown at the bottom for
comparison
Biometals (2019) 32:627–640
633 Biometals (2019) 32:627–640 633 f
P
e Fig. 3
1H-NMR analysis of
the reaction between Ag2,6P
and glutathione. 27 lmols
of glutathione (GSH) was
reacted with increasing
amounts of Ag2,6P as
indicated on the spectra. The
spectrum of commercial
glutathione disulfide is
shown at the bottom for
comparison ESI-mass spectrometry was used to monitor the
reaction of Ag2,6P with the unsaturated fatty acid
linoleic acid (Fig. 4). A small amount of adventitious
oxidation of the control sample is apparent in Fig. 4a,
but the major signal is the native fatty acid at m/z 279
([M–H]-). There was also a strong signal at m/z 325,
which was identified as the formate adduct of linoleic
acid ([M ? CHO2]-). At the lower treatment concen-
tration (Fig. 4b) the signal of the native lipid was
greatly reduced and the major signal was at m/z 311,
corresponding to the addition of O2 (? 32 Da). Reaction with antioxidants However, this reaction
was not investigated further due to the lack of stability
of dehydroascorbate in the presence of redox metals;
metal-mediated ascorbic acid oxidation and redox
cycling is a facile process involving low as well as
high valent metals (Halliwell and Gutteridge 1998;
Skov and Vonderschmitt 1975). To investigate the nature of the oxidation in more
depth, the reaction of GSH was monitored using 1H-
NMR. Figure 3 clearly demonstrates that Ag2,6P
oxidized GSH to the disulfide form (GSSG), with
increasing Ag2,6P amounts correlating with increased
loss of the GSH triplet signals at * 2.95 ppm and
appearance of the GSSG pairs of doublets at * 3.05
and 3.3 ppm. This finding was supported by negative
ion electrospray mass spectrometry analysis (Suppl Fig. 2 Spectrophotometric
analysis of the reaction
between Ag2,6P and
glutathione. The titration of
8.5 mM Ag2,6P
(18.7 lmoles in 2.2 mL) in
0.1 M KH2PO4, pH 7.0 with
glutathione (GSH). The
glutathione (84.3 mM) was
added in 20 uL aliquots (a
total of 6) and the
corresponding lmoles of
GSH are indicated on the
right-hand side of the traces
123 Fig. 2 Spectrophotometric
analysis of the reaction
between Ag2,6P and
glutathione. The titration of
8.5 mM Ag2,6P
(18.7 lmoles in 2.2 mL) in
0.1 M KH2PO4, pH 7.0 with
glutathione (GSH). The
glutathione (84.3 mM) was
added in 20 uL aliquots (a
total of 6) and the
corresponding lmoles of
GSH are indicated on the
right-hand side of the traces 12 3 The reaction of a-tocopherol with Ag2,6P in
DMSO was also discernable using spectrophotometry
(Suppl. Fig. 4). However, due to the competing
interaction of Ag2,6P with DMSO discussed above,
it was not possible to obtain an accurate end point for
the titration. ESI–MS analysis of the reaction with fatty acids
The unsaturated fatty acids linoleic acid and arachi-
donic acid were used as models to investigate the
ability of Ag2,6P to oxidize lipid. Preliminary studies
by spectrophotometric analysis indicated that reac-
tions occurred, but the reactions were so fast that
kinetic analysis was not possible; moreover the
experiments were carried out in DMSO as the fatty
acid salts were sparingly soluble in aqueous solution,
and therefore were limited by the issues with this
solvent mentioned above. The focus of these studies
was therefore the analysis of oxidation products of the
biomolecules. ESI–MS analysis of the reaction with fatty acids The unsaturated fatty acids linoleic acid and arachi-
donic acid were used as models to investigate the
ability of Ag2,6P to oxidize lipid. Preliminary studies
by spectrophotometric analysis indicated that reac-
tions occurred, but the reactions were so fast that
kinetic analysis was not possible; moreover the
experiments were carried out in DMSO as the fatty
acid salts were sparingly soluble in aqueous solution,
and therefore were limited by the issues with this
solvent mentioned above. The focus of these studies
was therefore the analysis of oxidation products of the
biomolecules. 12 3 3 Biometals (2019) 32:627–640 634 Fig. 4 The reaction of
linoleic acid with Ag2,6P
studied by ESI-mass
spectrometry in negative ion
mode. a Untreated linoleic
acid. b 29 mM Linoleic acid
treated with 37 mM Ag2,6P
and c 29 mM linoleic acid
treated with 110 mM
Ag2,6P reported previously (Muizebelt and Nielen 1996;
Schroter et al. 2016; Tolvanen et al. 2008). At the
higher treatment concentration the native lipid was
further depleted, probably resulting from degradation
of the lipid to small, non-ionized breakdown products,
but otherwise the oxidation pattern was comparable. Treatment of arachidonic acid with Ag2,6P also
clearly showed the occurrence of oxidation (Fig. 5). As with linoleic acid, there was some adventitious
Fig. 4 The reaction of
linoleic acid with Ag2,6P
studied by ESI-mass
spectrometry in negative ion
mode. a Untreated linoleic
acid. b 29 mM Linoleic acid
treated with 37 mM Ag2,6P
and c 29 mM linoleic acid
treated with 110 mM
Ag2,6P reported previously (Muizebelt and Nielen 1996;
Schroter et al. 2016; Tolvanen et al. 2008). At the
higher treatment concentration the native lipid was
further depleted, probably resulting from degradation
of the lipid to small, non-ionized breakdown products,
but otherwise the oxidation pattern was comparable. Treatment of arachidonic acid with Ag2,6P also
clearly showed the occurrence of oxidation (Fig. 5). As with linoleic acid, there was some adventitious reported previously (Muizebelt and Nielen 1996;
Schroter et al. 2016; Tolvanen et al. 2008). At the
higher treatment concentration the native lipid was
further depleted, probably resulting from degradation of the lipid to small, non-ionized breakdown products,
but otherwise the oxidation pattern was comparable. Treatment of arachidonic acid with Ag2,6P also
clearly showed the occurrence of oxidation (Fig. 5). As with linoleic acid, there was some adventitious Treatment of arachidonic acid with Ag2,6P also
clearly showed the occurrence of oxidation (Fig. 5). ESI–MS analysis of the reaction with fatty acids 7.6 mM Ag2,6P (17.2 lmol
in 2.2 mL) in 0.1 M
KH2PO4, pH 7.0 was
titrated against b-
cyclodextrin (b-CD). The b-
cyclodextrin (25.6 mM) was
added in 200 lL aliquots
(9 10). The mole ratio at the
end point was calculated to
be 1:3 Ag2,6P: b-CD
mol:mol
636 previously (Fraschini and Vignon 2000). Spectropho-
tometric titrations in aqueous solution (400–900 nm)
clearly showed evidence of a reaction of Ag2,6P with
b-cyclodextrin (Fig. 6). An end point was obtained at
approximately 3:1 Ag2,6P: b-CD, which suggests that
multiple oxidations might be occurring. Analysis by
mass spectrometry also suggested that oxidation had
occurred (Fig. 7). Figure 7a shows untreated b-cy-
clodextrin, which was the major species in the sample
at m/z 1133.1 and therefore 100% relative intensity. As
the samples were prepared in solvent containing
formate, there was also a significant formate adduct
at 1179.0. Treatment of the b-cyclodextrin with a
5-fold excess of Ag2,6-P led to free 2,6-picolinate
presenting the strongest signal (100%) at m/z 166.1
(data not shown), while the b-cyclodextrin signal was
substantially depleted and a signal at m/z 1231.1
appeared, corresponding to the oxidation of all of the
hydroxyl groups into carboxylic acid to form a hepta-
carboxylate b-cyclodextrin (plus 7 9 14 Da). A 2,6-
dicarboxypyridine adduct of cyclodextrin at m/z
1300.3 was also observed, probably reflecting the high
level of the free ligand present in the sample after
reduction of Ag2,6-P by the carbohydrate. In contrast
to the treatment of b-cyclodextrin with HOCl reported
previously [20], there was no clear evidence of
intermediate oxidation products, such as tris and
hexakis carboxylate species, presumably owing to the
highly oxidizing nature of the Ag2? complex. oxidation in the untreated sample, reflecting the
susceptibility of this polyunsaturated fatty acid to
autoxidation (Fig. 5a), but even at the low treatment
concentration (Fig. 5b) the incorporation of oxygen
was increased, with signals at m/z 319 (1 O), m/z 335
(2 O), m/z 351 (3 O) and m/z 367 (4 O). A strong signal
at
349.2
was
also
observed,
corresponding
to
? 46 Da; in view of its appearance only in treated
samples, this is likely to be a dehydration product
following the addition of 4 oxygens such as an
epoxyisoprostane, which are known as relatively
stable products of arachidonic acid (Spickett and Pitt
2015). At the higher treatment concentration the
native signal at m/z/303 was almost abolished
(Fig. Reaction with the carbohydrate beta-cyclodextrin Reaction with the carbohydrate beta-cyclodextrin ESI–MS analysis of the reaction with fatty acids As with linoleic acid, there was some adventitious 12 123 635 Biometals (2019) 32:627–640 Fig. 5 The reaction of
arachidonic acid with
Ag2,6P studied by negative
ion ESI-mass spectrometry. a ESI-mass spectra of
untreated arachidonic acid. b arachidonic acid (27 mM)
treated with Ag26P
(22.5 mM) and
c arachidonic acid (27 mM)
treated with Ag26P
(68 mM). All samples were
diluted equivalently in
methanol prior to infusion
into the instrument. The
signal at m/z 349 is probably
a formate adduct, while the
one at 333 appears to be a
contaminant egative
ometry. of
c acid. 27 mM)
27 mM)
es were
in
usion
The
robably
hile the
o be a 3 Biometals (2019) 32:627–640 636 oxidation in the untreated sample, reflecting
susceptibility of this polyunsaturated fatty acid
autoxidation (Fig. 5a), but even at the low treatm
concentration (Fig. 5b) the incorporation of oxyg
was increased, with signals at m/z 319 (1 O), m/z 3
(2 O), m/z 351 (3 O) and m/z 367 (4 O). A strong sig
at
349.2
was
also
observed,
corresponding
? 46 Da; in view of its appearance only in trea
samples, this is likely to be a dehydration prod
following the addition of 4 oxygens such as
epoxyisoprostane, which are known as relativ
stable products of arachidonic acid (Spickett and P
2015). At the higher treatment concentration
native signal at m/z/303 was almost abolish
(Fig. 5c), and the fatty acid was more highly oxidiz
with the strongest signal at m/z 335.1 and all oth
products at higher masses and levels of oxidation. contrast, there was no evidence of dimers of arac
donic acid analogous to those observed with linol
acid, which should have occurred at m/z 605 (data n
shown), although the ions that appeared between m
515–553 were not identified. Comparing the reactio
of linoleic and arachidonic acids with Ag2,6P, it w
clear that higher concentrations of the silver w
required to deplete the more unsaturated fatty ac
reflecting
its
greater
capacity
for
oxidat
modification. Reaction with the carbohydrate beta-cyclodextrin
To investigate the effects of Ag2,6P on carbohydrat
b-cyclodextrin was used as a model, as it can readily
observed by mass spectrometry ([M-H]- at m/z 113
and moreover its oxidation by HOCl has been stud
0.0
2.0
4.0
6.0
8.0
10.0
12.0
0.0
2
[Ag26P] mmol/L
Fig. 6 Spectrophotometric
analysis of the reaction of b-
cyclodextrin with Ag2,6P. ESI–MS analysis of the reaction with fatty acids 5c), and the fatty acid was more highly oxidized
with the strongest signal at m/z 335.1 and all other
products at higher masses and levels of oxidation. In
contrast, there was no evidence of dimers of arachi-
donic acid analogous to those observed with linoleic
acid, which should have occurred at m/z 605 (data not
shown), although the ions that appeared between m/z
515–553 were not identified. Comparing the reactions
of linoleic and arachidonic acids with Ag2,6P, it was
clear that higher concentrations of the silver were
required to deplete the more unsaturated fatty acid,
reflecting
its
greater
capacity
for
oxidative
modification. Reaction with cytochrome c 46 Da;
b b-cyclodextrin (100 mg,
88 lmoles) treated with a
5-fold excess of Ag2,6P
(200 mg, 0.44 mmol); and
c structure of b-cyclodextrin
together with its formula. Note that the y-axis scale is
relative signal intensity,
where in a the native b-
cyclodextrin is the major
species and therefore 100%,
whereas in b 2,6-picolinate
at m/z 166.1 was the major
species at 100% disruption of cell signaling, so the effect of Ag2,6P on
cytochrome C as a model ubiquitous protein was
studied. Preliminary studies by spectrophotometry
showed that Ag2,6P was consumed by relatively small
amounts of protein (data not shown), which is
consistent with the presence of multiple oxidation
sites on the polypeptides. To confirm the oxidative
action of Ag2,6P on the protein, the formation of
protein carbonyls was investigated, as these are well-
established oxidation products (Domingues et al. 2013; Shacter 2000). Carbonyl formation may occur
by oxidative deamination of lysines, or radical attack
and fragmentation of various other residues (Davies
2016). The samples were first separated on denaturing
polyacrylamide gels and visualized by staining with disruption of cell signaling, so the effect of Ag2,6P on
cytochrome C as a model ubiquitous protein was
studied. Preliminary studies by spectrophotometry
showed that Ag2,6P was consumed by relatively small
amounts of protein (data not shown), which is
consistent with the presence of multiple oxidation
sites on the polypeptides. To confirm the oxidative
action of Ag2,6P on the protein, the formation of
protein carbonyls was investigated, as these are well-
established oxidation products (Domingues et al. 2013; Shacter 2000). Carbonyl formation may occur
by oxidative deamination of lysines, or radical attack
and fragmentation of various other residues (Davies
2016). The samples were first separated on denaturing
polyacrylamide gels and visualized by staining with coomassie blue; then labeling of carbonyl groups with
DNPH followed by western blotting with antibody to
the DNP-adduct (commonly known as oxy-blotting)
was carried out. Figure 8 shows that even low levels of
Ag2,6P resulted in loss of the cytochrome c band at
12.3 kDa and appearance of high molecular weight
aggregates that were retained at the top of the
resolving gel, while higher concentrations led to more
aggregates and additionally some degradation prod-
ucts observed at the bottom of the gel (Fig. 8a). Reaction with cytochrome c To investigate the effects of Ag2,6P on carbohydrates,
b-cyclodextrin was used as a model, as it can readily be
observed by mass spectrometry ([M-H]- at m/z 1133),
and moreover its oxidation by HOCl has been studied Many adverse effects of oxidizing antimicrobial
agents
are
mediated
by
protein
oxidation
and 0.0
2.0
4.0
6.0
8.0
10.0
12.0
0.0
2.0
4.0
6.0
8.0
10.0
12.0
[cyclodextrin] mmol/L
[Ag26P] mmol/L
Fig. 6 Spectrophotometric
analysis of the reaction of b-
cyclodextrin with Ag2,6P. 7.6 mM Ag2,6P (17.2 lmol
in 2.2 mL) in 0.1 M
KH2PO4, pH 7.0 was
titrated against b-
cyclodextrin (b-CD). The b-
cyclodextrin (25.6 mM) was
added in 200 lL aliquots
(9 10). The mole ratio at the
end point was calculated to
be 1:3 Ag2,6P: b-CD
mol:mol
123 0.0
2.0
4.0
6.0
8.0
10.0
12.0
0.0
2.0
4.0
6.0
8.0
10.0
12.0
[cyclodextrin] mmol/L
[Ag26P] mmol/L 12 Biometals (2019) 32:627–640 637 disruption of cell signaling, so the effect of Ag2,6P on
cytochrome C as a model ubiquitous protein was
studied. Preliminary studies by spectrophotometry
showed that Ag2,6P was consumed by relatively small
amounts of protein (data not shown), which is
consistent with the presence of multiple oxidation
coomassie blue; then labeling of carbonyl groups with
DNPH followed by western blotting with antibody to
the DNP-adduct (commonly known as oxy-blotting)
was carried out. Figure 8 shows that even low levels of
Ag2,6P resulted in loss of the cytochrome c band at
12 3 kDa and appearance of high molecular weight
Fig. 7 Electrospray mass
spectrometry analysis of the
reaction of Ag2,6P with b-
cyclodextrin a the negative
ion ESI-mass spectra of b-
cyclodextrin, also showing a
formate adduct at ? 46 Da;
b b-cyclodextrin (100 mg,
88 lmoles) treated with a
5-fold excess of Ag2,6P
(200 mg, 0.44 mmol); and
c structure of b-cyclodextrin
together with its formula. Note that the y-axis scale is
relative signal intensity,
where in a the native b-
cyclodextrin is the major
species and therefore 100%,
whereas in b 2,6-picolinate
at m/z 166.1 was the major
species at 100% Fig. 7 Electrospray mass
spectrometry analysis of the
reaction of Ag2,6P with b-
cyclodextrin a the negative
ion ESI-mass spectra of b-
cyclodextrin, also showing a
formate adduct at ? Reaction with cytochrome c Oxyblotting for oxidative damage to the protein
showed the presence of increased carbonyls with
increasing severity of the Ag2,6P treatment, initially
in the cytochrome c band but this was lost at higher
Ag2,6P concentrations and staining of the high 123 12 3 3 638 Biometals (2019) 32:627–640 Fig. 8 The effect of Ag2,6P treatment on Cytochrome c. Protein (8.25 mg/mL) was treated with 0, 63, 126, 189 or
252 lM Ag2,6P overnight. Molecular weights markers (MWM)
are shown on the lefthandside with numbers in kDa; the
molecular weight of horse heart Cytc is 12,384 Da. a Coomassie
blue-stained 12% SDS-PAGE reducing gel. b Oxyblot of a
comparable gel using an anti-DNPH primary antibody to
determine the formation of carbonyl groups on cytochrome c
as a marker of oxidative damage blue-stained 12% SDS-PAGE reducing gel. b Oxyblot of a
comparable gel using an anti-DNPH primary antibody to
determine the formation of carbonyl groups on cytochrome c
as a marker of oxidative damage blue-stained 12% SDS-PAGE reducing gel. b Oxyblot of a
comparable gel using an anti-DNPH primary antibody to
determine the formation of carbonyl groups on cytochrome c
as a marker of oxidative damage Fig. 8 The effect of Ag2,6P treatment on Cytochrome c. Protein (8.25 mg/mL) was treated with 0, 63, 126, 189 or
252 lM Ag2,6P overnight. Molecular weights markers (MWM)
are shown on the lefthandside with numbers in kDa; the
molecular weight of horse heart Cytc is 12,384 Da. a Coomassie intermediate action via oxidation of the solvents H2O
or DMSO, leading to production of hydroxyl radicals
(HO) or other radical species. molecular weight aggregates predominated (Fig. 8b). This clearly confirmed that extensive protein oxida-
tion occurred following Ag2,6P treatment of the
cytochrome c. The reactivity of Ag2,6P with a range of different
biomolecules suggests that it is likely to have signif-
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regard
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Assessment of refractive astigmatism and simulated therapeutic refractive surgery strategies in coma-like-aberrations-dominant corneal optics
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© 2016 Zhou et al. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Zhou et al. Eye and Vision (2016) 3:13
DOI 10.1186/s40662-016-0044-8 Zhou et al. Eye and Vision (2016) 3:13
DOI 10.1186/s40662-016-0044-8 METHODOLOGY
Open Access
Assessment of refractive astigmatism and
simulated therapeutic refractive surgery
strategies in coma-like-aberrations-
dominant corneal optics Assessment of refractive astigmatism and
simulated therapeutic refractive surgery
strategies in coma-like-aberrations-
dominant corneal optics Wen Zhou1,2*, Aleksandar Stojanovic1,3 and Tor Paaske Utheim4,5,6 Abstract Background: The aim of the study is to raise the awareness of the influence of coma-like higher-order aberrations
(HOAs) on power and orientation of refractive astigmatism (RA) and to explore how to account for that influence in
the planning of topography-guided refractive surgery in eyes with coma-like-aberrations-dominant corneal optics. Methods: Eleven eyes with coma-like-aberrations-dominant corneal optics and with low lenticular astigmatism (LA)
were selected for astigmatism analysis and for treatment simulations with topography-guided custom ablation. Vector analysis was used to evaluate the contribution of coma-like corneal HOAs to RA. Two different strategies
were used for simulated treatments aiming to regularize irregular corneal optics: With both strategies correction of
anterior corneal surface irregularities (corneal HOAs) were intended. Correction of total corneal astigmatism (TCA)
and RA was intended as well with strategies 1 and 2, respectively. Results: Axis of discrepant astigmatism (RA minus TCA minus LA) correlated strongly with axis of coma. Vertical
coma influenced RA by canceling the effect of the with-the-rule astigmatism and increasing the effect of the
against-the-rule astigmatism. After simulated correction of anterior corneal HOAs along with TCA and RA (strategies
1 and 2), only a small amount of anterior corneal astigmatism (ACA) and no TCA remained after strategy 1, while
considerable amount of ACA and TCA remained after strategy 2. Conclusions: Coma-like corneal aberrations seem to contribute a considerable astigmatic component to RA in eyes
with coma-like-aberrations dominant corneal optics. If topography-guided ablation is programmed to correct the
corneal HOAs and RA, the astigmatic component caused by the coma-like corneal HOAs will be treated twice and will
result in induced astigmatism. Disregarding RA and treating TCA along with the corneal HOAs is recommended instead. Keywords: Coma, Higher-order-aberrations, Corneal irregular astigmatism, Topography-guided ablation * Correspondence: wen@synslaser.no
1SynsLaser Kirurgi AS, Tromsø, Troms, Norway
2School of Ophthalmology and Optometry, Wenzhou Medical University,
Wenzhou, China
Full list of author information is available at the end of the article Background aberrations. It occurs in keratoconus [1, 2], cornel ecta-
sia after laser in situ keratomileusis (LASIK) [3], decen-
tered refractive surgery [4] and may also occur after any
type of incisional corneal surgery, after pterygium-
surgery [5], as well as after scarring due to corneal injur-
ies or keratitis. In these conditions visual distortions and
decrease in visual acuity occur irrespective of spherocy-
lindrical error and its correction [6, 7]. Based on a com-
putational
model,
it
has
been
estimated
that
the
refractive effect of a root-mean-square (RMS) HOA of
0.43 μm or greater is equivalent to at least 0.50 D of
spherical error for a 5 mm pupil aperture [8, 9]. Wei Orthogonally asymmetric corneas have either different
power amplitudes on the opposite sides of their astig-
matic hemi-meridians or the hemi-meridians are not
aligned along the same axis. This results in irregular op-
tics, dominated by odd-order, higher-order aberrations
(HOAs),
most
of
which
are
coma
and
coma-like * Correspondence: wen@synslaser.no
1SynsLaser Kirurgi AS, Tromsø, Troms, Norway
2School of Ophthalmology and Optometry, Wenzhou Medical University,
Wenzhou, China
Full list of author information is available at the end of the article Page 2 of 11 Page 2 of 11 Zhou et al. Eye and Vision (2016) 3:13 and colleagues reported that the coma-like HOAs and
trefoil contribute to (subjective) refractive astigmatism
(RA) and that the amount of RA was directly influenced
by the amount of horizontal coma and trefoil [10]. Alpins et al. also found that in the absence of lenticular
astigmatism (LA), there was a difference between RA
and the astigmatism measured by corneal topography
[11]. This was ascribed to the contribution of the irregu-
lar astigmatism component i.e., the asymmetry of topo-
graphic hemi-meridians. During subjective refraction the
patient is systematically presented with combinations of
spherical and cylindrical lenses in the search for the one
that forms the retinal images with least diffusion and
distortion. Thus, the subjective refraction can neither
determine the amount or type of HOAs nor their contri-
bution to the resulting spherocylindrical refraction. This
has a major impact in ablation planning in therapeutic
refractive surgery cases with irregular astigmatism. If
custom ablation, which treats HOAs is programmed to
also treat RA, we would be treating the coma itself and
its astigmatic effect within RA at the same time, result-
ing in a “double treatment” (Fig. 1a, b). Background measurements that could be used in software simula-
tions of topography-guided custom ablation, as it seems
to be the most reasonable current approach in treatment
of highly aberrated corneas [12, 13]. The magnitude and orientation of the TCA, measured
by Scheimpflug topo/tomography (Precisio; iVIS Tech-
nology, Taranto, Italy) was calculated by ray tracing in-
dependent of the HOAs. Internal astigmatism (IA), representing the astigmatism
originating from the structures from the posterior corneal
surface to the retina, was measured by OPD scan-II
(NIDEK Co Ltd, Gamagori, Japan), which integrates
automatic retinoscopy-based wavefront aberrometry and
placido-based corneal topography. The difference between
the total ocular astigmatism (which does not include
the influence from HOAs) obtained by wavefront
measurement and the anterior corneal astigmatism
(ACA) obtained by corneal topography, gave the IA,
consisting of the sum of the posterior corneal astig-
matism (PCA) and the LA. The ACA was calculated
using Snell’s law, using 1.3760 as the corneal refract-
ive index and then translated to Zernicke polynomials
after being adjusted for recentering from the corneal
vertex to the line-of-sight, for the sake of compatibility
with the ocular wavefront measurements. The IA differs
from the ocular residual astigmatism as described by
Alpins [14], which is calculated using manifest refraction
and consequently includes the neural processing compo-
nent as well. The goal of this study is to raise awareness of the con-
tribution of coma-like HOAs to the amount and orienta-
tion of RA in eyes with coma-like-dominant corneal
optics and to explore how to account for that contribu-
tion in the planning of therapeutic refractive surgery
using topography-guided custom ablation. Methods PCA, measured by Precisio, was calculated using the
equation (n´-n)/R, with 1.336(n') for refractive indexes
for aqueous and 1.376(n) for cornea, and R as the pos-
terior corneal curvature radius. From the population of patients referred for therapeutic
refractive surgery at the eye department of the Univer-
sity Hospital of North Norway, 11 eyes with coma-like-
aberration-dominant optics due to keratoconus (eight
eyes), LASIK flap complication (one eye), corneal scar-
ring after photorefractive keratectomy (PRK) (one eye)
and after keratitis (one eye) (Table 1) were selected for
evaluation of contribution of their coma-like HOAs to
their RA, as well as for the simulations of therapeutic
topography-guided ablation aimed at regularization of cor-
neal optics. Inclusion criteria were: 1) anterior corneal
topography with orthogonal asymmetric power along any
meridian ≥2 D, or misalignment of axis between principal
hemi-meridians exceeding 10°; 2) vector difference be-
tween total corneal astigmatism (TCA) and subjective
RA ≥1.5D; and 3) LA representing ≤30 % of the vector
difference between total corneal and RA (Table 2). LA was calculated as the vector difference between IA
and the PCA. RA was obtained from non-cycloplegic manifest re-
fraction. RA was first converted to cross-cylinder nota-
tion then transferred from spectacle plane to corneal
plane using the vertex distance of 12 mm for direct
comparison with the corneal astigmatism. Discrepant astigmatism (DA) represents the discrep-
ancy between RA and the sum of TCA and LA. Since
the sum of TCA and LA represents the “pure” astigma-
tism excluding the effect of the coma-like HOAs. DA is
normally negligible in eyes with normal optics but can
become significant when coma-like HOAs refract as
astigmatism. DA was calculated by vector analysis. The orientation of astigmatism in the current article
was presented as axis of the corrective cylinder (using
minus cylinder for display in the tables to be accordant
with usual practice, but using plus cylinder for double
angle plot in the figures). RMS values of coma-like
HOAs measured by wavefront aberrometry (OPD scan-
II), were defined as square root of the sum of c3
1, c3
−1, c5
1 Astigmatism and coma-like aberration measurements Astigmatism and coma-like aberration measurements
Since our main goal was to study the contribution of
coma-like HOAs on RA in highly irregular corneas,
measurements of corneal astigmatism and HOAs were
obtained using different technologies to most objectively
highlight the two components. We also chose the Page 3 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 1 Schematic figure showing astigmatic components and effect of different treatment strategies. a. Different astigmatic components and
coma-like HOAs. b. Simulated effect after strategy 2 (treating t along with coma-like HOAs), resulting in double correction of the astigmatic
contribution of coma-like HOAs. c. Simulated effect after strategy 1 (treating total corneal astigmatism along with coma-like HOAs), resulting in
uncorrected lenticular astigmatism. d. Simulated effect after correction of ocular astigmatism along with coma-like HOAs, resulting in
full correction Fig. 1 Schematic figure showing astigmatic components and effect of different treatment strategies. a. Different astigmatic components and
coma-like HOAs. b. Simulated effect after strategy 2 (treating t along with coma-like HOAs), resulting in double correction of the astigmatic
contribution of coma-like HOAs. c. Simulated effect after strategy 1 (treating total corneal astigmatism along with coma-like HOAs), resulting in
uncorrected lenticular astigmatism. d. Simulated effect after correction of ocular astigmatism along with coma-like HOAs, resulting in
full correction coma. Coma with other orientations was defined as
oblique coma. and c5
−1. Individual pupil size, which is an average of
photopic and scotopic pupil, was used as the diameter at
which astigmatism and coma-like HOAs for each case
were analyzed. Simulations The axis of the corneal coma was defined as the
axis passing through both corneal vertex and the
midpoint of the specific elevated or depressed area on
the anterior corneal elevation topography, using the
aconic fitting (Fig. 2). Coma with axis oriented at 90° ± 30°
was defined as vertical coma, and coma with axis
oriented
at
180° ± 30°
was
defined
as
horizontal Anterior corneal elevation maps obtained by Precisio
were used as the basis for customized ablation design
with
Corneal
Interactive
Programmed
Topographic
Ablation software (CIPTA; Ligi, Taranto, Italy). CIPTA cal-
culates simulated postoperative topography by subtracting
the ablation map from the imported preoperative anterior
topography map. The simulated postoperative topography Zhou et al. Eye and Vision (2016) 3:13 Page 4 of 11 Table 1 Demographic data for 11 cases
No. Age
Eye
Gender
CDVA
Pupil (mm)a
Coma (μm)b
Diagnosis
Visual symptoms
1
33
os
Female
0.9
6.4
0.8
Keratoconus
Double images, starburst
2
33
os
Male
0.8
6.9
1.7
Keratoconus
Multiple images, haloes
3
44
od
Male
0.9
4.9
0.4
Keratoconus
Multiple images, starburst
4
44
os
Male
0.6
4.7
0.6
Keratoconus
Double images, starburst
5
49
os
Male
0.3
4.6
0.7
Keratoconus
Multiple images, starburst
6
27
od
Male
0.9
6.2
1.0
Keratoconus
Haloes, starburst
7
36
od
Male
1.0
6.0
0.7
scarring post PRK
Double images, starburst
8
60
os
Male
0.8
4.6
0.8
LASIK flap complication
Double images, starburst
9
20
os
Male
0.8
3.9
0.4
Keratoconus
Double images, starburst
10
24
od
Male
1.0
5.5
1.1
Keratoconus
Starburst
11
27
os
Male
1.0
4.8
0.5
Keratitis
Double images, starburst
CDVA = corrected distance visual acuity
asize of average of photopic and scotopic pupil
bRMS coma-like aberrations within individual pupil size, including primary coma from 3rd order and secondary coma from 5th order shows the amount and the orientation of the postoperative
corneal astigmatism (ACA, PCA and TCA). influence of subjective sphere and spherical-aberration-
compensation were not specifically analyzed, as they
were outside the scope of the simulations used for the
current study and since the simulations were not used
for the actual treatments. Simulations The simulations comprised corneal vertex fitting with
two different aconic surfaces of 6-mm in diameter, de-
fined as the targeted surfaces for two different strategies:
Strategy 1 aimed to correct TCA, along with the anterior
corneal surface irregularities (the source of anterior cor-
neal HOAs) i.e., using TCA and corneal topography as
the basis for treatment of lower- and HOAs, respect-
ively. Strategy 2 was aimed at correcting RA along with
the anterior corneal surface irregularities i.e., using sub-
jective refraction and corneal topography as the basis for
treatment of lower- and higher-order corneal surface ab-
errations, respectively. In both cases the tissue between
the existing anterior corneal surface and the targeted
regular surface within the 6 mm would be ablated. The TCA = total corneal astigmatism, RA = refractive astigmatism, IA = internal astigmatism, PCA = posterior corneal astigmatism, LA = lentic
discrepant astigmatism, OA = ocular astigmatism TCA = total corneal astigmatism, RA = refractive astigmatism, IA = internal astigmatism, PCA = posterior corneal astigmatism, LA = lenticular astigmatism, DA =
discrepant astigmatism OA = ocular astigmatism Vector analysis Vector analysis was performed according to the method
outlined by Jack T. Holladay [15, 16]: Each astigmatic value
was converted to x and y Cartesian values (x = |Astigma-
tism| * Cos (2 * axis), y = |Astigmatism| * Sin (2 * axis)),
and displayed using doubled- angle plots as positive cylin-
der notation. The difference between RA and TCA (RA – TCA) and
the difference between IA and PCA (IA – PCA) = LA,
were calculated using vectors: Table 2 Deviation of different types of astigmatism and amount of coma-like aberration for 11 cases
No. TCA
RA
IA
PCA
LA
LA/(RA-TCA)
DA
OA (TCA + LA)
1
−2.20/4
−0.5/95
−0.71/87
−0.16/113
−0.62/81
0.23
−2.16/98
−1.66/9
2
−3.40/176
−2.11/90
−1.45/95
−0.94/86
−0.63/109
0.11
−5.05/85
−2.99/172
3
−0.12/43
−2.95/95
−0.89/104
−0.17/80
−0.79/109
0.26
−2.29/92
−0.71/105
4
−0.37/170
−4.09/85
−1.29/88
−0.23/99
−1.08/86
0.24
−3.38/94
−0.72/89
5
−1.12/106
−6.36/110
−1.20/46
−0.51/40
−0.71/50
0.13
−5.65/114
−1.09/87
6
−1.94/121
−3.68/103
−0.75/96
−0.35/60
−0.67/110
0.28
−1.95/82
−2.58/118
7
−2.06/171
−1.51/46
−0.60/86
−0.30/142
−0.76/75
0.26
−2.22/64
−1.32/174
8
−0.43/31
−2.19/55
−0.27/39
−0.47/88
−0.57/12
0.30
−2.07/68
−0.95/20
9
−2.2/172
−0.50/80
−1.35/83
−0.57/84
−0.78/82
0.29
−1.92/81
−1.42/172
10
−1.14/142
−2.04/68
−1.00/90
−0.26/71
−0.81/96
0.24
−3.10/55
−1.59/127
11
−2.49/19
−0.96/20
−0.29/179
−0.08/174
−0.21/0.9
0.14
−1.71/106
−2.66/18
TCA = total corneal astigmatism, RA = refractive astigmatism, IA = internal astigmatism, PCA = posterior corneal astigmatism, LA = lenticular astigmatism, DA =
discrepant astigmatism, OA = ocular astigmatism Page 5 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 2 Measurement of axis of coma. Measurement of axis of coma
on anterior corneal topography fitting by aconic surface The distributions of TCA, RA, IA, and PCA for the 11
eyes are shown in Table 2 and Figs. 3–4. The axis of DA
and axis of coma for each case is displayed in Table 4
and Fig. 5 and the amplitude of DA and RMS value of
coma is shown in Fig. 6. Concerning the patients’ re-
fractive error, only the astigmatism, including the re-
fractive
and
all
the
objective
measurements
were
analyzed and shown in Table 2. The simulated postoperative ACA and TCA after
using our two simulation strategies are presented in
Table 3 and Figs. 7–8. Vector analysis After simulated correction of an-
terior corneal HOAs along with TCA and RA (strategies
1 and 2, respectively), only a small amount of ACA and
no TCA remained after strategy 1, while considerable
amounts of ACA and TCA remained after strategy 2. DA ¼ RA‐ðTCA þ LAÞ ¼ RA‐ðTCA þ IA‐PCAÞ In the current study, we chose cases with relatively in-
significant LA, manifested as LA representing ≤30 % of
the vector difference between RA and TCA (Table 2). The calculation is shown as following: LA= RA‐TCA
ð
Þ < 30% LA= RA‐TCA
ð
Þ < 30% The current study was approved by the Norwegian
data protection authority and was granted exemption
from the regional ethics committee (REK-NOR). Manifest refraction, a common way to assess subject-
ive sphere, astigmatism and visual acuity, is influenced
by the amount, type and spatial distribution of corneal
HOAs. It has been reported that spherical aberrations
refract as hyperopia or myopia [8], while comas refract
as astigmatism [10]. During phoropter testing the result-
ant subjectively refracted cylinder power and axis will be
a vector sum of two components: One caused by the
“real astigmatism” i.e., ocular astigmatism (the second
order optical aberration with frequency of 2, originated Discussion RA is mostly correlated to corneal astigmatism due to
the mere fact that the cornea contributes to more than
70 % of the total ocular refractive power [17]. Being the
second most important refractive element, the crystalline
lens may also contribute to RA. However, a significant
discrepancy between RA and objectively measured ocu-
lar astigmatism is known to occur in conjunction with
corneal pathologies resulting in HOAs-dominated optics
as well. In the current study, we chose to analyze the
cases that had coma-like-aberration-dominant optics
with a difference between RA and TCA ≥1.5 D and with
a relatively insignificant LA, in order to diminish the in-
fluence of LA as a source of DA. Fig. 2 Measurement of axis of coma. Measurement of axis of coma
on anterior corneal topography fitting by aconic surface Fig. 2 Measurement of axis of coma. Measurement of axis of coma
on anterior corneal topography fitting by aconic surface RA‐TCA ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
xRA −xTCA
ð
Þ2 þ yRA −yTCA
ð
Þ2
q
LA ¼ IA‐PCA ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
ðxIA −xPCAÞ2 þ ðyIA −yPCAÞ2
q For most of the normal corneas, RA mainly originates
from both TCA and LA i.e., RA-TCA = LA. However, for
the corneas which are dominated by coma-like HOAs, RA
would also be influenced by this irregularity [8–11]. This
influence was defined as DA in the study, representing the
discrepancy between RA and the total of TCA and LA. DA was calculated using the vectors as follows: Before the “wavefront” terminology was common, the
term irregular astigmatism as introduced by Alpins [11]
was used to describe corneal optics dominated by
HOAs. Coma has been found to be the dominant HOA
in asymmetric corneas [18], in decentered laser ablations
[4], and in Keratoconus [1, 2, 9], where the corneal
morphology changes are displaced from the optical cen-
ter of the cornea, and form a coma-type wavefront aber-
ration. Hence, the corneal morphological coma and the
optical wavefront coma are highly associated especially
in cases with no internal ocular coma. In the current
study, we measured the location of coma and coma-like
HOAs at the most asymmetric part of the corneal anter-
ior elevation topography. Results All eyes had above 0.3 μm RMS coma-like HOAs along
with decreased corrected distance visual acuity (CDVA)
and/or visual disturbances such as double/multiple im-
ages/contours, starburst, or haloes, not correctable by
sphere and cylinder (Table 1). Page 6 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 3 Total corneal astigmatism and refractive astigmatism. A double-angle, plus cylinder power plot of an 11-case set for total corneal astigmatism
and refractive astigmatism from both cornea and lens) and the other caused by
coma subjectively refracting as cylinder (Fig. 1a). The
coma-like HOAs were calculated within the “individual
pupil diameter” (a mean value between photopic and
scotopic pupil) in order to match the situation of non-
cycloplegic clinical examination under which the RA is
measured and to estimate the influence of the coma-like
HOAs on that measurement. the sum. In one case the vector sum of TCA and LA
was oriented WTR, with RA also WTR but of lower
magnitude than the sum. The effect of coma residing
along an oblique axis with respect to the RA, as in the
last three cases, was less obvious and would require a
more complex analysis. The results above show that vertical coma is influen-
cing the RA by canceling the effect of the WTR ocular
astigmatism and increasing the effect of the ATR ocular
astigmatism. In other words, vertical coma is refracted
as ATR astigmatism. In the same manner, one could as-
sume that the horizontal coma would be refracted as
WTR astigmatism i.e., enhancing the effect of the WTR
ocular astigmatism, and cancelling the effect of the ATR
ocular astigmatism (Fig. 9). Our results show that the axis of the DA and the axis
of coma correlated well (Table 4, Fig. 5). In three cases
the difference in axes was slightly above 30° (cases 8, 9
and 11), but this difference may be ascribed to the influ-
ence of the concurrent trefoil present in those cases, as
the trefoil was described to also influence the RA (Fig. 7)
[10]. Table 4 shows that three cases had their vector
sum of TCA and LA oriented with the rule (WTR),
while their RA was against the rule (ATR), presumably
due to the presence of vertical coma that influenced the
RA. Also in the presence of vertical coma, four cases
had their vector sum of TCA and LA oriented ATR. Results Their RA was also ATR, but of higher magnitude than The mechanism of how coma-like HOAs affect the sub-
jective refraction has not been explored in the literature. For the 11 cases in the current study, there is no apparent
correlation between the amplitude of coma-like HOAs
and DA (Fig. 6). We would assume that the change in RA
orientation is influenced by the location of the coma, but Page 7 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 4 Internal astigmatism and posterior corneal astigmatism. A double-angle, plus cylinder power plot of an 11-case set for internal astigmatism
and posterior corneal astigmatism planning rather than the wavefront information from the
entire optical system of the eye, since the former more
closely represents the source of aberrations. Further-
more, the pupil-diameter limited operating principle of
the ocular wavefront aberrometry may lead to unreliable
results in corneas with distorted optics resulting from the
pathologies residing outside the pupil, as in keratoconus
and after pterygium, or incisional surgery. Meanwhile,
precise (Scheimpflug-based) elevation topography por-
trays accurate corneal morphology thus resulting in more
accurate corneal optics calculations. In addition, it pro-
vides the ability to map the posterior cornea and produce
an accurate pachymetric and total corneal optics map. The primary measured elevation data is more accurate in
determining the corneal morphology compared with
wavefront aberrometry or even with Placido-technology-
based curvature data, because the primary elevation
measurements are not based on any assumed axis
and therefore will not be influenced by displaced cor-
neal apex [12, 13]. Depending on the calculation
method and on how narrowly the corneal astigmatism
is defined with respect to symmetry and alignment of estimating the contribution from coma-like HOAs to the
magnitude of RA seems to be more complex, involving
pupil size during the manifest refraction examination, as
well as the individual patient’s neural image processing. In eyes with normal corneas, correcting refractive
sphere and cylinder as measured by manifest refraction
and using a non-customized laser ablation will lead to
good postoperative visual outcomes in most cases. How-
ever, approaching the cases with aberrated corneal optics
the same way will not include the treatment of HOAs
and will most likely not result in improvement of the
quality of the eye optics. Results If an ablation to treat regular
astigmatism is performed based on the magnitude and
axis orientation decided by subjective refraction i.e., not
corresponding to the corneal astigmatism, new surface ir-
regularities resulting in new HOAs will likely be induced. Why topography guided and not wavefront guided
ablation? When visual disturbances can be ascribed to corneal op-
tical irregularities, it is more appropriate to use corneal
topography as the source of data for custom ablation Page 8 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 5 A double-angle plot of an 11-case set for orientation of coma-like aberrations and discrepant astigmatism current study defines TCA (anterior plus posterior) by ray
tracing and wavefront error estimation and is supposed to
provide astigmatism measurements not influenced by
coexisting HOAs. its hemi-meridians, more or less of coma-like HOAs
would be included in the value denominating astig-
matism as measured by different instruments [19]. This may be an important reason for discrepancies in
measurements of the astigmatism between different
systems, rather than the differences in the raw data. The
Precisio Scheimpflug topographer system used in the Why is the topography-guided strategy where TCA (along
with the corneal HOAs) is treated preferable to treating
RA (along with the corneal HOAs)? RA in the presence of coma-like HOAs and low LA rep-
resents a vector sum of HOAs refracting as astigmatism
and TCA (Fig. 1a). When the corneal HOAs and the
TCA are treated, all the sources of RA, except for LA, are
addressed (Fig. 1c). However, when corneal HOAs and RA
are treated, then the corneal coma itself, as a part of the
corneal HOAs and its effect on RA are both treated. This
amounts to a double treatment of the subjective astig-
matic component i.e., removal of its cause and at the same
time as the treatment of its effect (Fig. 1b). Why not use the total ocular astigmatism acquired by
aberrometry? Using total ocular astigmatism acquired by aberrometry
would clearly have been the most elegant choice to
determine the magnitude and orientation of the astigma-
tism to be treated (Fig. 1d), but the quality of the aberro-
metry data in highly aberrated corneas is often insufficient
and cannot be used in topography-guided ablation with-
out compatibility issues. Fig. 7 Simulated ablation maps and resultant postoperative anterior
corneal elevation maps. Preoperative Scheimpflug based anterior
corneal elevation maps fitting by sphere and aconic surface (column A
and column B, respectively), simulated ablation maps based on total
corneal astigmatism correction and resultant postoperative anterior
corneal elevation maps fitting by sphere (column C and column D,
respectively), simulated ablation maps based on refractive astigmatism
correction and resultant postoperative anterior corneal elevation maps
fitting by sphere (column E and column F, respectively) Fig. 7 Simulated ablation maps and resultant postoperative anterior
corneal elevation maps. Preoperative Scheimpflug based anterior
corneal elevation maps fitting by sphere and aconic surface (column A
and column B, respectively), simulated ablation maps based on total
corneal astigmatism correction and resultant postoperative anterior
corneal elevation maps fitting by sphere (column C and column D,
respectively), simulated ablation maps based on refractive astigmatism
correction and resultant postoperative anterior corneal elevation maps
fitting by sphere (column E and column F, respectively) Why total corneal astigmatism and not anterior corneal
astigmatism? Simulated residual total corneal astigmatism after strategy 2 (correction of refractive astigmatism) lower visual performance were seen in keratoconic eyes
upon correction with rigid gas-permeable lenses [23, 24]. The simulation in the current study based on strategy 1
recognizes this issue and uses the TCA as the basis for
corneal optical regularization. It showed that simulated
ablation aimed at correction of TCA and corneal HOAs
results in a regularized anterior corneal surface with a low
level residual ACA compensating the PCA (Table 3), while
its ablation map reflects correction of the morphological
coma and TCA. As expected, a better symmetry of the
simulated postoperative anterior corneal topography using
strategy 1 was also achieved compared to the symmetry of
the simulated postoperative topography after the ablation
based on strategy 2 (aimed at correction of RA and cor-
neal HOAs) (Fig. 7). Fig. 7 Simulated ablation maps and resultant postoperative anterior
corneal elevation maps. Preoperative Scheimpflug based anterior
corneal elevation maps fitting by sphere and aconic surface (column A
and column B, respectively), simulated ablation maps based on total
corneal astigmatism correction and resultant postoperative anterior
corneal elevation maps fitting by sphere (column C and column D,
respectively), simulated ablation maps based on refractive astigmatism
correction and resultant postoperative anterior corneal elevation maps
fitting by sphere (column E and column F, respectively) Why total corneal astigmatism and not anterior corneal
astigmatism? Total corneal power has traditionally been calculated on
the basis of the anterior corneal curvature, using the ker-
atometric refractive index of 1.3375, to compensate for
the effect of the posterior surface. Neglecting the real
influence of the posterior corneal surface in vision-
correction planning may not result in errors if the
profiles of anterior and posterior surfaces follow each
other. However, if there is a discrepancy between the
two, the influence of the posterior surface on the total
corneal refraction can be significant [20, 21]. In kerato-
conus or irregular astigmatism secondary to incisional
refractive surgery, major morphological changes originate
from the posterior surface and are optically balanced by
less pronounced changes of similar profile on the anterior
surface due to epithelial remodeling [22]. In such cases,
regularization of the anterior surface via topography-
guided ablation may break that balance and lead to the
manifestation of the latent refractive errors originating
from the posterior surface. This has been shown in some
cases in which significantly increased ocular HOAs and Fig. 6 Scattergram showing the magnitude of coma-like HOAs and
discrepant astigmatism. DA: Discrepant astigmatism. RMS: root mean
square. HOAs: higher order aberrations Fig. 6 Scattergram showing the magnitude of coma-like HOAs and
discrepant astigmatism. DA: Discrepant astigmatism. RMS: root mean
square. HOAs: higher order aberrations Zhou et al. Eye and Vision (2016) 3:13 Page 9 of 11 Table 3 Simulated residual astigmatism for different strategies
1
2
3
4
5
6
7
8
9
10
11
A. −0.75@173
−0.59@136
−0.17@20
−0.36@146
−0.08@101
−0.22@20
−0.28@28
−0.45@178
−0.43@171
−0.48@4
−0.08@173
B. −2.15@177
−4.03@179
−3.12@8
−4.07@173
−4.62@21
−2.75@4
−2.10@135
−1.90@152
−2.90@173
−3.04@152
−1.80@18
C. −2.67@176
−3.70@174
−2.96@9
−3.88@171
−4.07@21
−2.65@5
−1.66@138
−2.01@157
−3.03@173
−2.97@156
−1.67@17
A. Simulated residual anterior corneal astigmatism after strategy 1 (correction of total corneal astigmatism)
B. Simulated residual anterior corneal astigmatism after strategy 2 (correction of refractive astigmatism)
C. Simulated residual total corneal astigmatism after strategy 2 (correction of refractive astigmatism) A. Simulated residual anterior corneal astigmatism after strategy 1 (correction of total corneal astigmatism)
B. Simulated residual anterior corneal astigmatism after strategy 2 (correction of refractive astigmatism)
C. Simulated residual total corneal astigmatism after strategy 2 (correction of refractive astigmatism) A. Simulated residual anterior corneal astigmatism after strategy 1 (correction of total corneal astigmatism)
B. Simulated residual anterior corneal astigmatism after strategy 2 (correction of refractive astigmatism)
C. Shortcomings of the study The main shortcoming of the study is a possible error due
to combination of the data acquired by two separate in-
struments using three different types of technologies
(Scheimpflug- and Placido-based topography along with Page 10 of 11 Zhou et al. Eye and Vision (2016) 3:13 Fig. 8 Postoperative astigmatism. A double-angle, plus cylinder power plot of an 11-case set for simulated postoperative astigmatism based on
total corneal astigmatism correction and refractive astigmatism correction Fig. 8 Postoperative astigmatism. A double-angle, plus cylinder power plot of an 11-case set for simulated postoperative astigmatism based on
total corneal astigmatism correction and refractive astigmatism correction Table 4 Influence of coma on orientation of refractive
astigmatism
Axis of Coma
Axis of DA
TCL + LA
Coma
RA
1
94
98
WTR
Vertical
ATR
2
84
85
WTR
Vertical
ATR
3
97
92
ATR
Vertical
ATR↑
4
93
84
ATR
Vertical
ATR↑
5
119
114
ATR
Vertical
ATR↑
6
84
82
ATR
Vertical
ATR↑
7
51
64
WTR
Oblique
Oblique
8
34
68
WTR
Oblique
Oblique
9
115
81
WTR
Vertical
ATR
10
45
55
Oblique
Oblique
ATR
11
76
106
WTR
Vertical
WTR↓
DA = discrepant astigmatism; TCA = total corneal astigmatism, LA = lenticular
astigmatism, RA = refractive astigmatism, WTR = with the rule, ATR = against
the rule
↑: increased amplitude of astigmatism
↓: decreased amplitude of astigmatism
Fig. 9 Schematic diagram showing the possible influence of coma
on refractive astigmatism Table 4 Influence of coma on orientation of refractive
astigmatism
Axis of Coma
Axis of DA
TCL + LA
Coma
RA
1
94
98
WTR
Vertical
ATR
2
84
85
WTR
Vertical
ATR
3
97
92
ATR
Vertical
ATR↑
4
93
84
ATR
Vertical
ATR↑
5
119
114
ATR
Vertical
ATR↑
6
84
82
ATR
Vertical
ATR↑
7
51
64
WTR
Oblique
Oblique
8
34
68
WTR
Oblique
Oblique
9
115
81
WTR
Vertical
ATR
10
45
55
Oblique
Oblique
ATR
11
76
106
WTR
Vertical
WTR↓
DA = discrepant astigmatism; TCA = total corneal astigmatism, LA = lenticular
astigmatism, RA = refractive astigmatism, WTR = with the rule, ATR = against
the rule
↑: increased amplitude of astigmatism
↓: decreased amplitude of astigmatism
Fig. 9 Schematic diagram showing the possible influence of coma
on refractive astigmatism Fig. 9 Schematic diagram showing the possible influence of coma
on refractive astigmatism Fig. ↑: increased amplitude of astigmatism Submit your next manuscript to BioMed Central
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p y
y
p • We accept pre-submission inquiries Shortcomings of the study Corneal imaging with slit-scanning and
Scheimpflug imaging techniques. Clin Exp Optom. 2011;94(1):33–42. 14. Alpins NA. New method of targeting vectors to treat astigmatism. J Cataract
Refract Surg. 1997;23(1):65–75. 15. Holladay JT, Dudeja DR, Koch DD. Evaluating and reporting astigmatism for
individual and aggregate data. J Cataract Refract Surg. 1998;24(1):57–65. 16. Holladay JT, Moran JR, Kezirian GM. Analysis of aggregate surgically induced
refractive change, prediction error, and intraocular astigmatism. J Cataract
Refract Surg. 2001;27(1):61–79. 17. Courville CB, Smolek MK, Klyce SD. Contribution of the ocular surface to
visual optics. Exp Eye Res. 2004;78(3):417–25. 18. Leung TW, Lam AK, Kee CS. Ocular Aberrations and Corneal Shape in Adults
with and without Astigmatism. Optom Vis Sci. 2015;92(5):604–14. 19. Roh HC, Chuck RS, Lee JK, Park CY. The effect of corneal irregularity on
astigmatism measurement by automated versus ray tracing keratometry. Medicine (Baltimore). 2015;94(13):e677. 20. Ho JD, Tsai CY, Liou SW. Accuracy of corneal astigmatism estimation by
neglecting the posterior corneal surface measurement. Am J Ophthalmol. 2009;147(5):788–95,795.e1-2. 21. Koch DD, Ali SF, Weikert MP, Shirayama M, Jenkins R, Wang L. Contribution
of posterior corneal astigmatism to total corneal astigmatism. J Cataract
Refract Surg. 2012;38(12):2080–7. 22. Reinstein DZ, Archer TJ, Gobbe M. Corneal epithelial thickness profile in the
diagnosis of keratoconus. J Refract Surg. 2009;25(7):604–10. 23. Negishi K, Kumanomido T, Utsumi Y, Tsubota K. Effect of higher-order
aberrations on visual function in keratoconic eyes with a rigid gas
permeable contact lens. Am J Ophthalmol. 2007;144(6):924–9. 24. Marsack JD, Parker KE, Pesudovs K, Donnelly WJ 3rd, Applegate RA. Uncorrected wavefront error and visual performance during RGP wear in
keratoconus. Optom Vis Sci. 2007;84(6):463–70. • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www biomedcentral com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: OPD-based wavefront aberrometry) for calculation of the
LA. In addition to the registration error that may occur
between any two separate examinations, one must take
into consideration the potential error due to compatibility
issues. Ideally, one instrument, using one type of technol-
ogy, should be used for the measurement of the LA. 3. Piñero DP, Alió JL, Barraquer RI, Uceda-Montanes A, Murta J. Shortcomings of the study Clinical
characterization of corneal ectasia after myopic laser in situ keratomileusis
based on anterior corneal aberrations and internal astigmatism. J Cataract
Refract Surg. 2011;37(7):1291–9. 4. McCormick GJ, Porter J, Cox IG, MacRae S. Higher-order aberrations in eyes
with irregular corneas after laser refractive surgery. Ophthalmology. 2005;
112(10):1699–709. 5. Pesudovs K, Figueiredo FC. Corneal first surface wavefront aberrations
before and after pterygium surgery. J Refract Surg. 2006;22(9):921–5. A support for the outlined treatment strategy by real
results would have been desirable, as the real outcomes
would have been influenced by the healing and biomech-
anical responses, as well as epithelial remodeling, all of
which cannot be accounted for in the current simula-
tions. However, the eight keratoconus cases were not
candidates for refractive surgery, while the other three
treated cases were patients coming from abroad and
therefore not being available to undertake their follow-
up examinations under the conditions needed for a
meaningful analysis. Finally there were too few cases for
a global statistical analysis. 6. Applegate RA, Ballentine C, Gross H, Sarver EJ, Sarver CA. Visual acuity as a
function of Zernike mode and level of root mean square error. Optom Vis
Sci. 2003;80(2):97–105. 7. Applegate RA, Sarver EJ, Khemsara V. Are all aberrations equal? J Refract
Surg. 2002;18(5):S556–62. 8. Cheng X, Bradley A, Ravikumar S, Thibos LN. Visual impact of Zernike and
Seidel forms of monochromatic aberrations. Optom Vis Sci. 2010;87(5):300–12. 9. Bruce AS, Catania LJ. Clinical applications of wavefront refraction. Optom Vis
Sci. 2014;91(10):1278–86. 10. Wei RH, Lim L, Chan WK, Tan DT. Higher order ocular aberrations in eyes
with myopia in a Chinese population. J Refract Surg. 2006;22(7):695–702. 11. Alpins NA. Treatment of irregular astigmatism. J Cataract Refract Surg. 1998;
24(5):634–46. 12. Belin MW, Khachikian SS. An introduction to understanding elevation-based
topography: how elevation data are displayed - a review. Clin Experiment
Ophthalmol. 2009;37(1):14–29. 13. Oliveira CM, Ribeiro C, Franco S. Corneal imaging with slit-scanning and
Scheimpflug imaging techniques. Clin Exp Optom. 2011;94(1):33–42. Authors’ contributions
WZ
i
d th
t d WZ conceived the study, performed the statistical analysis, participated in its
design and coordination, and drafted the manuscript. AS participated in the
study design and drafted the manuscript, and performed critical revisions. TPU participated in the study design, drafted the manuscript, and performed
critical revision. All authors read and approved the final manuscript. 22. Reinstein DZ, Archer TJ, Gobbe M. Corneal epithelial thickness profile in the
diagnosis of keratoconus. J Refract Surg. 2009;25(7):604–10. 23. Negishi K, Kumanomido T, Utsumi Y, Tsubota K. Effect of higher-order
aberrations on visual function in keratoconic eyes with a rigid gas
permeable contact lens. Am J Ophthalmol. 2007;144(6):924–9. 24. Marsack JD, Parker KE, Pesudovs K, Donnelly WJ 3rd, Applegate RA. Uncorrected wavefront error and visual performance during RGP wear in
keratoconus. Optom Vis Sci. 2007;84(6):463–70. 4.
McCormick GJ, Porter J, Cox IG, MacRae S. Higher-order aberrations in eyes
with irregular corneas after laser refractive surgery. Ophthalmology. 2005;
112(10):1699–709. Author details
1S 1SynsLaser Kirurgi AS, Tromsø, Troms, Norway. 2School of Ophthalmology
and Optometry, Wenzhou Medical University, Wenzhou, China. 3Eye
Department, University Hospital North Norway, Tromsø, Norway. 4Department of Ophthalmology, Vestre Viken Hospital Trust, Drammen,
Norway. 5Department of Medical Biochemistry, Oslo University Hospital, Oslo,
Norway. 6Department of Oral Biology, Faculty of Dentistry, University of Oslo,
Oslo, Norway. Competing interests
None. Competing interests
None. Competing interests
None. 21. Koch DD, Ali SF, Weikert MP, Shirayama M, Jenkins R, Wang L. Contribution
of posterior corneal astigmatism to total corneal astigmatism. J Cataract
Refract Surg. 2012;38(12):2080–7. 9.
Bruce AS, Catania LJ. Clinical applications of wavefront refraction. Optom Vis
Sci. 2014;91(10):1278–86. 10.
Wei RH, Lim L, Chan WK, Tan DT. Higher order ocular aberrations in eyes
with myopia in a Chinese population. J Refract Surg. 2006;22(7):695–702. 7.
Applegate RA, Sarver EJ, Khemsara V. Are all aberrations equal? J Refract
Surg. 2002;18(5):S556–62. 6.
Applegate RA, Ballentine C, Gross H, Sarver EJ, Sarver CA. Visual acuity as a
function of Zernike mode and level of root mean square error. Optom Vis
Sci. 2003;80(2):97–105. 5.
Pesudovs K, Figueiredo FC. Corneal first surface wavefront aberrations
before and after pterygium surgery. J Refract Surg. 2006;22(9):921–5. 11.
Alpins NA. Treatment of irregular astigmatism. J Cataract Refract Surg. 1998;
24(5):634–46. 8.
Cheng X, Bradley A, Ravikumar S, Thibos LN. Visual impact of Zernike and
Seidel forms of monochromatic aberrations. Optom Vis Sci. 2010;87(5):300–12. 1.
Maeda N, Fujikado T, Kuroda T, Mihashi T, Hirohara Y, Nishida K, et al.
Wavefront aberrations measured with Hartmann-Shack sensor in patients
with keratoconus. Ophthalmology. 2002;109(11):1996–2003.
2.
Saad A, Gatinel D. Evaluation of total and corneal wavefront high order
aberrations for the detection of forme fruste keratoconus. Invest
Ophthalmol Vis Sci. 2012;53(6):2978–92. Shortcomings of the study 9 Schematic diagram showing the possible influence of coma
on refractive astigmatism Table 4 Influence of coma on orientation of refractive
astigmatism
Axis of Coma
Axis of DA
TCL + LA
Coma
RA
1
94
98
WTR
Vertical
ATR
2
84
85
WTR
Vertical
ATR
3
97
92
ATR
Vertical
ATR↑
4
93
84
ATR
Vertical
ATR↑
5
119
114
ATR
Vertical
ATR↑
6
84
82
ATR
Vertical
ATR↑
7
51
64
WTR
Oblique
Oblique
8
34
68
WTR
Oblique
Oblique
9
115
81
WTR
Vertical
ATR
10
45
55
Oblique
Oblique
ATR
11
76
106
WTR
Vertical
WTR↓
DA = discrepant astigmatism; TCA = total corneal astigmatism, LA = lenticular
astigmatism, RA = refractive astigmatism, WTR = with the rule, ATR = against
the rule
↑: increased amplitude of astigmatism
↓: decreased amplitude of astigmatism Table 4 Influence of coma on orientation of refractive
astigmatism ↑: increased amplitude of astigmatism Page 11 of 11 Zhou et al. Eye and Vision (2016) 3:13 Zhou et al. Eye and Vision (2016) 3:13 3. Piñero DP, Alió JL, Barraquer RI, Uceda-Montanes A, Murta J. Clinical
characterization of corneal ectasia after myopic laser in situ keratomileusis
based on anterior corneal aberrations and internal astigmatism. J Cataract
Refract Surg. 2011;37(7):1291–9. 4. McCormick GJ, Porter J, Cox IG, MacRae S. Higher-order aberrations in eyes
with irregular corneas after laser refractive surgery. Ophthalmology. 2005;
112(10):1699–709. 5. Pesudovs K, Figueiredo FC. Corneal first surface wavefront aberrations
before and after pterygium surgery. J Refract Surg. 2006;22(9):921–5. 6. Applegate RA, Ballentine C, Gross H, Sarver EJ, Sarver CA. Visual acuity as a
function of Zernike mode and level of root mean square error. Optom Vis
Sci. 2003;80(2):97–105. 7. Applegate RA, Sarver EJ, Khemsara V. Are all aberrations equal? J Refract
Surg. 2002;18(5):S556–62. 8. Cheng X, Bradley A, Ravikumar S, Thibos LN. Visual impact of Zernike and
Seidel forms of monochromatic aberrations. Optom Vis Sci. 2010;87(5):300–12. 9. Bruce AS, Catania LJ. Clinical applications of wavefront refraction. Optom Vis
Sci. 2014;91(10):1278–86. 10. Wei RH, Lim L, Chan WK, Tan DT. Higher order ocular aberrations in eyes
with myopia in a Chinese population. J Refract Surg. 2006;22(7):695–702. 11. Alpins NA. Treatment of irregular astigmatism. J Cataract Refract Surg. 1998;
24(5):634–46. 12. Belin MW, Khachikian SS. An introduction to understanding elevation-based
topography: how elevation data are displayed - a review. Clin Experiment
Ophthalmol. 2009;37(1):14–29. 13. Oliveira CM, Ribeiro C, Franco S. 12.
Belin MW, Khachikian SS. An introduction to understanding elevation-based
topography: how elevation data are displayed - a review. Clin Experiment
Ophthalmol. 2009;37(1):14–29. Conclusions 13. Oliveira CM, Ribeiro C, Franco S. Corneal imaging with slit-scanning and
Scheimpflug imaging techniques. Clin Exp Optom. 2011;94(1):33–42. 14. Alpins NA. New method of targeting vectors to treat astigmatism. J Cataract
Refract Surg. 1997;23(1):65–75. To our knowledge, this is the first study looking closer
at the influence of coma-like HOAs on RA, as well as
on the implications this issue brings to custom ablation
planning in eyes with coma dominated optics. Our study
shows that coma-like HOAs may have substantial influ-
ence on RA, depending on its amount and orientation
with respect to TCA. Topography-guided custom abla-
tion which aims to correct corneal HOAs along with
TCA independent on RA appears to be the preferred
treatment strategy in dealing with this issue, except in
cases with significant LA. Scheimpflug imaging techniques. Clin Exp Optom. 2011;94(1):33 42. 14. Alpins NA. New method of targeting vectors to treat astigmatism. J Cataract
Refract Surg. 1997;23(1):65–75. 15. Holladay JT, Dudeja DR, Koch DD. Evaluating and reporting astigmatism for
individual and aggregate data. J Cataract Refract Surg. 1998;24(1):57–65. 16. Holladay JT, Moran JR, Kezirian GM. Analysis of aggregate surgically induced
refractive change, prediction error, and intraocular astigmatism. J Cataract
Refract Surg. 2001;27(1):61–79. 16. Holladay JT, Moran JR, Kezirian GM. Analysis of aggregate surgically induced
refractive change, prediction error, and intraocular astigmatism. J Cataract
Refract Surg. 2001;27(1):61–79. 17. Courville CB, Smolek MK, Klyce SD. Contribution of the ocular surface to
visual optics. Exp Eye Res. 2004;78(3):417–25. 17. Courville CB, Smolek MK, Klyce SD. Contribution of the ocular surface to
visual optics. Exp Eye Res. 2004;78(3):417–25. 18. Leung TW, Lam AK, Kee CS. Ocular Aberrations and Corneal Shape in Adults
with and without Astigmatism. Optom Vis Sci. 2015;92(5):604–14. 18. Leung TW, Lam AK, Kee CS. Ocular Aberrations and Corneal Shape in Adults
with and without Astigmatism. Optom Vis Sci. 2015;92(5):604–14. 19. Roh HC, Chuck RS, Lee JK, Park CY. The effect of corneal irregularity on
astigmatism measurement by automated versus ray tracing keratometry. Medicine (Baltimore). 2015;94(13):e677. 20. Ho JD, Tsai CY, Liou SW. Accuracy of corneal astigmatism estimation by
neglecting the posterior corneal surface measurement. Am J Ophthalmol. 2009;147(5):788–95,795.e1-2. 2.
Saad A, Gatinel D. Evaluation of total and corneal wavefront high order
aberrations for the detection of forme fruste keratoconus. Invest
Ophthalmol Vis Sci. 2012;53(6):2978–92. 1.
Maeda N, Fujikado T, Kuroda T, Mihashi T, Hirohara Y, Nishida K, et al.
Wavefront aberrations measured with Hartmann-Shack sensor in patients
with keratoconus. Ophthalmology. 2002;109(11):1996–2003. References 1. Maeda N, Fujikado T, Kuroda T, Mihashi T, Hirohara Y, Nishida K, et al. Wavefront aberrations measured with Hartmann-Shack sensor in patients
with keratoconus. Ophthalmology. 2002;109(11):1996–2003. 2. Saad A, Gatinel D. Evaluation of total and corneal wavefront high order
aberrations for the detection of forme fruste keratoconus. Invest
Ophthalmol Vis Sci. 2012;53(6):2978–92.
|
https://openalex.org/W2029349353
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https://europepmc.org/articles/pmc3469839?pdf=render
|
English
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Phytoplankton Chytridiomycosis: Fungal Parasites of Phytoplankton and Their Imprints on the Food Web Dynamics
|
Frontiers in microbiology
| 2,012
|
cc-by
| 11,999
|
REVIEW ARTICLE published: 12 October 2012
doi: 10.3389/fmicb.2012.00361 Reviewed by: Michael R. Twiss, Clarkson University,
USA Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany Correspondence:
Télesphore Sime-Ngando, UMR CNRS
6023, Laboratoire Microorganismes:
Génome et Environnement, Clermont
Université Blaise Pascal, BP 80026,
63171 Aubière Cedex, Keywords: fungi, chytrids, microbial parasites, phytoplankton hosts, food webs, microbial ecology, aquatic
ecosystems Télesphore Sime-Ngando* Télesphore Sime-Ngando
UMR CNRS 6023, Laboratoire Microorganismes: Génome et Environnement, Clermont Université Blaise Pascal, Clermont-Ferrand, France UMR CNRS 6023, Laboratoire Microorganismes: Génome et Environnement, Clermont Université Blaise Pascal, Clermont Edited by:
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
Reviewed by:
Michael R. Twiss, Clarkson University,
USA
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
*Correspondence:
Télesphore Sime-Ngando, UMR CNRS
6023, Laboratoire Microorganismes:
Génome et Environnement, Clermont
Université Blaise Pascal, BP 80026,
63171 Aubière Cedex,
Clermont-Ferrand, France. e-mail: telesphore.sime-
ngando@univ-bpclermont.fr Edited by:
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
Reviewed by:
Michael R. Twiss, Clarkson University,
USA
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
*Correspondence:
Télesphore Sime-Ngando, UMR CNRS
6023, Laboratoire Microorganismes:
Génome et Environnement, Clermont
Université Blaise Pascal, BP 80026,
63171 Aubière Cedex,
Clermont-Ferrand, France. e-mail: telesphore.sime-
ngando@univ-bpclermont.fr Edited by:
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
Reviewed by:
Michael R. Twiss, Clarkson University,
USA
Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany
*Correspondence:
Télesphore Sime-Ngando, UMR CNRS
6023, Laboratoire Microorganismes:
Génome et Environnement, Clermont
Université Blaise Pascal, BP 80026,
63171 Aubière Cedex,
Clermont-Ferrand, France. e-mail: telesphore.sime-
ngando@univ-bpclermont.fr Edited by: Parasitism is one of the earlier and common ecological interactions in the nature, occurring
in almost all environments. Microbial parasites typically are characterized by their small
size, short generation time, and high rates of reproduction, with simple life cycle occurring
generally within a single host.They are diverse and ubiquitous in aquatic ecosystems, com-
prising viruses, prokaryotes, and eukaryotes. Recently, environmental 18S rDNA surveys
of microbial eukaryotes have unveiled major infecting agents in pelagic systems, consisting
primarily of the fungal order of Chytridiales (chytrids). Chytrids are considered the earlier
branch of the Eumycetes and produce motile, flagellated zoospores, characterized by a
small size (2–6 µm), and a single, posterior flagellum. The existence of these dispersal
propagules includes chytrids within the so-called group of zoosporic fungi, which are par-
ticularly adapted to the plankton lifestyle where they infect a wide variety of hosts, including
fishes, eggs, zooplankton, algae, and other aquatic fungi but primarily freshwater phyto-
plankton. Related ecological implications are huge because chytrids can killed their hosts,
release substrates for microbial processes, and provide nutrient-rich particles as zoospores
and short fragments of filamentous inedible hosts for the grazer food chain. Furthermore,
based on the observation that phytoplankton chytridiomycosis preferentially impacts the
larger size species, blooms of such species (e.g., filamentous cyanobacteria) may not totally
represent trophic bottlenecks. Besides, chytrid epidemics represent an important driving
factor in phytoplankton seasonal successions. In this review, I summarize the knowledge
on the diversity, community structure, quantitative importance, and functional roles of fun-
gal chytrids, primarily those who are parasites of phytoplankton, and infer the ecological
implications and potentials for the food web dynamics and properties. I reach the conclu-
sion that phytoplankton chytridiomycosis represents an important but as yet overlooked
ecological driving force in aquatic food web dynamics and network organization. Hans-Peter Grossart, Leibniz-Institute
of Freshwater Ecology and Inland
Fisheries, Germany Keywords: fungi, chytrids, microbial parasites, phytoplankton hosts, food webs, microbial ecology, aquatic
ecosystems Phytoplankton chytridiomycosis: fungal parasites of
phytoplankton and their imprints on the food web
dynamics Télesphore Sime-Ngando*
UMR CNRS 6023, Laboratoire Microorganismes: Génome et Environnement, Clermont Université Blaise Pascal, Clermont-Ferrand, France INTRODUCTION (López-García et al., 2001; Lefranc et al., 2005; Lefèvre et al., 2007,
2008), adding to the other typical parasitic entities such as viruses
(Sime-Ngando and Colombet, 2009). Eukaryotic parasites known
from 18S rDNA diversity surveys include fungal members of the
Phylum Chytridiomycota as a major water-borne group, com-
prising both host-attached vegetative (i.e., sporangia) and free-
swimming infective (i.e., flagellated zoospores) stages (Gleason
and MacArthur, 2008). The Phylum Chytridiomycota (thereafter,
chytrids) occupies the basal branch of the Kingdom Fungi and
because associated members are small in size and lack conspic-
uous morphological features, chytrids are hardly distinguishable
from many flagellated protists such as the sessile choanoflagel-
lates or bicosoecids which are bacterivores (Lefèvre et al., 2007,
2008). Chytrids exhibit different trophic strategies (i.e., para-
sitism, saprotrophy) than these phagotrophic protists. In addition,
chytrid propagules can represent key intermediates in the food
chain (Gleason et al.,2009). Indeed,fungal zoospores have suitable Parasitism is one of the earlier known and most common eco-
logical interactions in nature (Cavalier-Smith, 1993), occurring
in almost all environments (Lafferty et al., 2006). Parasites have
received much more attention in terrestrial than in aquatic ecosys-
tems (Kuris et al., 2008), where they represent a strong forcing
factor for critical evolutionary and ecological processes, e.g., pop-
ulation dynamics, species successions, competition for resources,
species diversification, and energy and gene flows (Hudson et al.,
2006). Few attempts have been made to include parasites in the
food web dynamics of aquatic systems (McCallum et al., 2004;
Amundsen et al., 2009), with special emphasis on parasites of
plants (Buschmann et al.,2001),invertebrates (Perkins,1993),and
vertebrates (Marcogliese, 2004). Recent ecological and molecular surveys in pelagic environ-
ments have revealed a high occurrence of eukaryotic puta-
tive parasitoids, especially in the picoplanktonic size-fraction October 2012 | Volume 3 | Article 361 | 1 www.frontiersin.org www.frontiersin.org Phytoplankton chytridiomycosis Sime-Ngando (reviewed in Jobard et al., 2010a; Wurzbacher et al., 2010, 2011). They constitute one of the last frontiers of the undiscovered biodi-
versity and the related functions that challenge aquatic microbial
ecology today. The number of fungi present on earth was estimated
to about 1.5 million species, from which approximately 97,000
have so far been identified,including about 300 species of anamor-
phic fungi and 300 species of Ascomycota but only few species of
Basidiomycota and Chytridiomycota. INTRODUCTION Known fungal species cor-
respond mostly to cultured specimens thriving in moist soils, lotic
systems, mangroves, and wetlands, or to economically interesting
pathogens of humans, plants, and animals. For example, Batra-
chochytrium dendrobatidis, the chytridiomycosis agent of one of
the most deadly contemporary skin diseases that drive the decline
of amphibian populationsworldwidehasbeen wellstudied(Voyles
et al., 2009), leading to a great deal of publicity. dimensions and represent a valuable food source for zooplank-
ton. Similar to some protists (Desvilettes and Bec, 2009), fungal
zoospores also contain essential fatty acids that might further
upgrade the nutritional quality of food ingested by zooplankton
such as Daphnia (Kagami et al., 2007a,b). Itisthusimportanttoincludeeukaryoticparasitesinthemicro-
bial ecology of aquatic environments. This is timely and will help
to integrate“novel”ecological perspectives and extend the concept
of parasitismandtheirfunctionalpotentialtotheaquaticfoodweb
dynamics (Gachon et al., 2010; Sime-Ngando and Niquil, 2011). This review focuses primarily on chytrid parasites of phytoplank-
ton, and complements our recent review on eukaryotic microbial
parasites in the plankton (Rasconi et al., 2011), by summarizing
the knowledge on their diversity, community structure, quanti-
tative importance, and ecological roles, and infer the ecological
implications and potentials for the food web dynamics,properties,
and overall topology. The kingdom Eumycota groups the following four divi-
sions: Ascomycota, Basidiomycota, Zygomycota, and Chytrid-
iomycota (James et al., 2006), but also include a particular group
of microorganisms phylogenetically affiliated to the divisions
Ascomycota and Basidiomycota (i.e., the so-called Deuteromy-
cota), known as “fungi imperfecti” because only asexual forms
(or anamorphs) have been observed during their life cycle. This
group contains the particularly well studied members of Fungi
in running waters, i.e., the hyphomycetes (Shearer et al., 2007). Zygomycota and Chytridiomycota do not emerge as mono-
phyletic groups in recent phylogenetic analyses (James et al., 2000,
2006). Taxa traditionally placed in Zygomycota are distributed
among Glomeromycota (Figure 1) and several subphyla incer-
tae sedis, including Mucoromycotina, Entomophtoromycotina, ECOLOGICAL CONCEPTUALIZATION OF CHYTRID LIFE CYCLE
AND ADAPTATION TO PELAGIC LIFESTYLE g
Adaptation to dispersal in running water is typical of some
fungi which have developed spores with particular morphologies
(e.g., large and multiradiate conidia of hyphomycetes) allowing
successfulattachmentonsubstratesinflowingwaters(Jobardetal.,
2010a). Chytrids represent the sole true-fungi phylum with species
producing flagellated cells in their life cycle. These temporary
swimming life zoospores are particularly well adapted to dispersal
in pelagic medium where chytrids represent the best studied group
of fungi, primarily in lakes where they occur mainly as phyto-
plankton parasites (Ibelings et al.,2004; Rasconi et al.,2009,2012). However,these studies remain limited,mainly because of method-
ological constraints and under sampling of pelagic ecosystems,
where the occurrence of fungi is often considered as contamina-
tion from allochthonous watershed inputs (Goh and Hyde, 1996;
Jobard et al., 2010a). Chytrid species have an interesting life cycle in the context of the
pelagic realm where the two main stages (i.e., sporangium and
zoospore) have different effects on the food web dynamics. Most
members reproduce asexually by releasing zoospores with a sin-
gle posteriorly directed whiplash flagellum (Sparrow, 1960; Barr,
2001). In a few species of the Neocallimastigales, zoospores are
multiflagellate (Trinci et al., 1994) or in at least one species of
the Blastocladiales (Hoffman et al., 2008) and one species in the
Monoblepharidales (Ustinova et al., 2000), the spores lack flagella. The thallus can be either monocentric, polycentric, or filamentous
(hyphal; Sparrow, 1960) and are able to grow either on top or
within substrates. In the typical life cycle, a free-living zoospore
encysts to the host and expands intracellularly as a tubular rhizoid,
i.e., the nutrient conveying system for the formation of fruit bod-
ies (i.e., the infective sporangium) from which propagules (i.e.,
motile zoospores) are released into the environment. The hosts of
parasitic chytrids in aquatic systems are highly diverse, including
both prokaryotic (i.e., cyanobacteria) and eukaryotic phytoplank-
ton, protists, invertebrates (larvae of insects, rotifers, nematodes,
crustacean such as copepods, ostracods, cladocera etc. . .), flower-
ing plants or other fungi. Chytridiomycosis epidemics are known
to produce massive amount of zoospores, now known as valu-
able food source for zooplankton (Kagami et al., 2007a,b). The
two main development stages of chytrids thus highlight two over-
looked ecological potentials in the food web dynamics: (i) parasitic
predation of host populations, most of which are inedible (i.e.,
unexploited by grazers), and (ii) the subsequent trophic link via
the release of suitable zoospore food for zooplankton. CHYTRIDS: A DISREGARDED DIVERSITY WITHIN THE
KINGDOM OF EUMYCOTA The term Fungi globally embraces all organisms that belong to
the kingdom Eumycota (i.e., the so-called true-fungi), while the
term fungi also includes other microorganisms (i.e., fungus-like
organisms) traditionally studied by mycologists such as mem-
bers of Myxomycota (Amobozoa) also called slime molds, and
of Oomycota (Heterokonts) also called water molds, as well as
mushrooms and other molds (Figure 1). All these organisms share
similar trophic strategies, namely saprophytism, parasitism, and
other symbiotic associations, and can occur in the same ecosystem Saprolegniomycedae
Peronosporomycedae
OOMYCOTA
Dictyostelia
Myxogastria
Protostelia
mobozoa
MYXOMYCOTA
Excavata
Am
Excavata
EUMYCOTA
EUMYCOTA
FIGURE 1 | Approximate position of true-Fungi (Eumycota) and fungus-like (Oomycota and Myxomycota) organisms in a schematic phylogenetic tree
of eukaryotes. Modified from Jobard et al. (2010a). Excavata
Excavata FIGURE 1 | Approximate position of true-Fungi (Eumycota) and fungus-like (Oomycota and Myxomycota) organisms in a schematic phylogenetic tree
of eukaryotes. Modified from Jobard et al. (2010a). FIGURE 1 | Approximate position of true-Fungi (Eumycota) and fungus-like (Oomycota and Myxomycota) organisms in a schematic phylogenetic tree Frontiers in Microbiology | Aquatic Microbiology October 2012 | Volume 3 | Article 361 | 2 Frontiers in Microbiology | Aquatic Microbiology October 2012 | Volume 3 | Article 361 | 2 Phytoplankton chytridiomycosis Sime-Ngando marine green algae and diatoms (review in Gleason et al., 2011). Water-borne fungi have to face various difficulties and constraints
characteristic of aquatic habitats,among which oxygen availability
perhaps may be one of the most restrictive parameters. Except for
Neocallimastigales in which all species are amitochondrial obligate
anaerobes known from the rumen hindguts of herbivorous mam-
mals where ambient temperatures approach 40˚C, all chytrids are
obligate aerobes and their growth rates are greatly inhibited by
low dissolved oxygen concentrations (Gleason et al., 2008). Inves-
tigations of the tolerance to anoxia in the chytrids Rhizophydium
sphaerotheca and Phlyctochytrium punctatum have revealed that
these fungi are facultative anaerobes (Goldstein, 1960). Kickxellomycotina, and Zoopagomycotina. The Chytridiomycota
is retained in a restricted sense, with Neocallimastigomycota and
Blastocladiomycota representing segregate phyla of flagellated
Fungi, also known as zoosporic Fungi. These zoosporic true-fungi
(chytrids) were described according to modes of reproduction,
thallus development and ecology and, most importantly, mor-
phological characteristics of the thallus such as size, shape, and
ornamentation of the sporangia, presence or absence of an oper-
culum,and rhizoidal arrangement (Blackwell et al.,2006). CHYTRIDS: A DISREGARDED DIVERSITY WITHIN THE
KINGDOM OF EUMYCOTA Because
they rely on free water phase for whole or part of their life cycle,
chytrids are considered typical pelagic (i.e., floating) species. ECOLOGICAL CONCEPTUALIZATION OF CHYTRID LIFE CYCLE
AND ADAPTATION TO PELAGIC LIFESTYLE In addi-
tion, we have recently shown that chytrid parasitism of cells
within the filaments of cyanobacteria during bloom events can
result in a mechanical fragmentation of the inedible filaments
into shorter-size edible filaments (Gerphagnon et al., submitted),
therebyenhancedthecontributionof fungalparasitestothebloom
decline (Figure 2). METHODOLOGICAL LIMITATIONS www.frontiersin.org METHODOLOGICAL LIMITATIONS October 2012 | Volume 3 | Article 361 | 3 www.frontiersin.org www.frontiersin.org Sime-Ngando Phytoplankton chytridiomycosis Grazers
Trophic upgrading
Swimming
zoospores
Host fragments
Enhanced trophic link
ost search,
ermina!on
Mature sporangium
Zoospores
Ho
ge
Infected cells
Host fragmenta!on
Healthy cells
Pelagial
S di
t
Weakened C export
Sediments Grazers
Trophic upgrading
Swimming
zoospores
Host fragments
Enhanced trophic link
ost search,
ermina!on
Mature sporangium
Zoospores
Ho
ge
Infected cells
Host fragmenta!on
Healthy cells
Pelagial
S di
t
Weakened C export
Sediments
FIGURE 2 | Phytoplankton chytridiomycosis affects food web
dynamics and properties by killing part of or the entire host filaments
or free-living cells, and provide nutrient-rich particles as zoospores
and short fragments of filamentous inedible hosts for the grazer
(Daphnia in this case) food chain. Because chytrids preferentially attack
larger size species such as the filamentous cyanobacterium Anaebaena
macroscopora in this case, blooms of such species may not totally
represent trophic bottleneck to be sequestered in the sediments. Part of
their energy are retained in the pelagial and recycled through the trophic
cascade. Source for Daphnia zooplankton micrograph is the science photo
library: http://www.sciencephoto.com/media/367262/enlarge. The
microphotograph of infected A. macroscopra filament with Cytox Green
stained zoospores observed under confocal microscopy is a courtesy of
Melanie Gerphagnon. Grazers Trophic upgrading Swimming
zoospores Host fragments Enhanced trophic link Pelagial Weakened C export S di
t
Sediments FIGURE 2 | Phytoplankton chytridiomycosis affects food web
dynamics and properties by killing part of or the entire host filaments
or free-living cells, and provide nutrient-rich particles as zoospores
and short fragments of filamentous inedible hosts for the grazer
(Daphnia in this case) food chain. Because chytrids preferentially attack
larger size species such as the filamentous cyanobacterium Anaebaena
macroscopora in this case, blooms of such species may not totally represent trophic bottleneck to be sequestered in the sediments. Part of
their energy are retained in the pelagial and recycled through the trophic
cascade. Source for Daphnia zooplankton micrograph is the science photo
library: http://www.sciencephoto.com/media/367262/enlarge. The
microphotograph of infected A. macroscopra filament with Cytox Green
stained zoospores observed under confocal microscopy is a courtesy of
Melanie Gerphagnon. Molecular biology techniques have allowed a thorough recon-
struction of chytrid phylogenies (James et al., 2006) and are
increasingly providing more specific tools, primarily oligonu-
cleotide probes, for the quantitative ecological study of aquatic
parasites. METHODOLOGICAL LIMITATIONS Conventional methods for analysis of zoosporic fungi to date
have mainly relied on direct observation and baiting techniques,
with subsequent fungal identification using morphological char-
acteristics (review in Marano et al., 2012). Earlier descriptions
of chytrid parasites were based on microscopic observation of
sporangia which exhibit morphological features that can allow
approximate phenotypic identification of specimens in living
samples or those preserved with Lugol’s iodine (Rasconi et al.,
2011). Such approaches have provided detailed descriptions of the
morphological features using light or phase-contrast microscopy
(Ingold, 1940; Canter, 1949, 1950, 1951). Subsequently, electron
microscopy was used to describe different life stages, and a num-
ber of studies describing the ultrastructural cytology of fungal
zoospores and spore differentiation are available (Rasconi et al.,
2011). The chytrid Blastocladiella sp. was the first fungal model
for detailed structural studies on sporogenesis (Lovett, 1963). The precise conformation of the flagellar rootlets and the spa-
tial distribution of organelles in zoospores have been determined,
providing the basis for chytrid taxonomy (review in Gleason and
Lilje, 2009). Chytrids are more commonly found growing in bodies of
waters, primarily in freshwater environments, and in soils as
well. In general, chytrids prefer environments with low osmotic
potentials. Only three species (i.e., Rhizophydium littoreum, Tha-
lassochytrium gracilariopsis, and Chytridium polysiphoniae) have
been properly identified and partially characterized from brack-
ish and marine ecosystems. These species are either facultative or
obligate parasites of marine macroalgae and invertebrates. Also,
some species of Olpidium and Rhizophydium are parasites of small Ecological investigations of the dynamics of chytrid popula-
tions in natural environments have been improved more recently
withepifluorescencemicroscopy.Severalfluorochromeshavebeen
used, among which the chitin stain calcofluor white (CFW) pene-
trates infected host cells remarkably well and is more efficient for
the observation and photomicrography of the complete rhizoidal
system of parasites, which is an important criterion for chytrid
identification (Rasconi et al., 2009; Sime-Ngando et al., 2012a). METHODOLOGICAL LIMITATIONS Fluorescent in situ hybridization, amplified with horse-
radish peroxidase activation by fluorescent tyramide (also known
as catalyzed reporter deposition, CARD FISH or TSA FISH), is
a reliable approach to detect and count specific chytrid para-
sites, especially the zoospore stages that lack a chitinaceous wall,
precluding any simple use of fluorochromes such as CFW (Sime-
Ngando et al., 2012b). The clone-FISH approach, which was orig-
inally designed for prokaryotes, was recently adapted by Jobard
et al. (2010b) to the assessment of zoosporic fungi in natural sam-
ples. Clone-FISH is based on the genetic modification of a clone
of Escherichia coli by inserting plasmid vector containing the tar-
get 18S rDNA sequence. The main advantage of the clone-FISH
method is that pure cultures which are necessary to validate the
specificity and hybridization conditions of FISH or CARD FISH
probing are not needed (Jobard et al., 2010b). Oligonucleotidic probes have also been used in quantitative real-time PCR (qPCR),
which is an excellent tool for solving the limitations in the detec-
tion of less abundant and rare species (Lefèvre et al., 2010; Sime-
NgandoandJobard,2012).Furtherapplicationof PCR-basemeth-
ods,primarily of next generation sequencing technologies,will not
only advance our quantitative understanding of zoosporic fungal
ecology and diversity, but also their function through the analy-
sis of their genomes and gene expression (Monchy et al., 2011). Nevertheless, it is still necessary to complement these molecular-
based approaches with cultivation-based methods in order to gain
a fuller understanding of the ecological and physiological roles of
zoosporic fungi (Marano et al., 2012). The methodological difficulties are thus increasingly being
overcome, and it is becoming evident that techniques from mol-
ecular biology are useful for the study of zoosporic fungi. The
challenge of matching molecular sequences to microscopic phe-
notypes is also on the route to be tackled (Jobard et al., 2012;
Monchy et al., 2012). Furthermore, to assess the functional impact
of chytrid parasites on host populations, algorithms commonly October 2012 | Volume 3 | Article 361 | 4 Frontiers in Microbiology | Aquatic Microbiology Phytoplankton chytridiomycosis Sime-Ngando Melosira spp. The genus Rhizosiphon comprised two species that
are specific parasites of vegetative cells and akinetes (R. cras-
sum) and of akinetes alone (R. akinetum), which correspond to
different niches offer by the filamentous cyanobacterium host
Anabaena macrospora in productive lakes (Gerphagnon et al., sub-
mitted). SEASONAL DIVERSITY, ABUNDANCE, COMMUNITY
STRUCTURE AND TROPHODYNAMICS OF CHYTRIDS Studies on pelagic chytrids started in the British lakes (Cook,
1932), and different authors have provided descriptions of mor-
phological characters (Reynolds, 1940; Canter and Lund, 1948,
1953; Pongratz, 1966; Canter, 1972). Quantitative assessment of
the importance of parasitism indicated that infection of diatoms,
desmids, and other green algae is fairly common in freshwaters
(Canter and Lund, 1948, 1968). However, most studies on parasite
dynamics in natural plankton assemblages are focused on hosts
or limited to the investigations of one or two fungal populations
(Table 1). This makes the generalization of observed patterns dif-
ficult, and the seasonal dynamics of chytrids at the community
level remain largely unknown. In the Rasconi and coauthor’s model (Rasconi et al., 2012),
during winter, the development and activities of both chytrid
parasites and their phytoplanktonic hosts were at their lowest lev-
els, because of low temperature, freezing, or ice-cover. From late
winter on, the environmental conditions, primarily the increase
in water temperature and in mixing-derived nutrient availability,
favor the development of host communities, with the dominance
of k-strategists (e.g., large diatoms) toward spring. As a conse-
quence, the host – parasite contact probability increases, raising
the chytrid infectivity and the production of large amount of
zoospores. Enhanced infection prevalence then limits and pro-
vokesthedeclineof largediatoms,liberatingnichesforadiversified
phytoplankton community of small size r-strategists. The abun-
dance of chytrid sporangium reaches their lowest level, while
the availability of food (i.e., small phytoplankton and fungal
zoospores) favors the development of grazers and the establish-
ment of a typical clear-water phase at the end of spring. During
thesummermonths,favorableenvironmentalconditions,together
with a high grazing pressure,allow the development of a diversified
and complex plankton community. Small edible hosts are inhib-
ited by the grazing pressure,while the availability of large size hosts
favors the proliferation of different chytrid species toward the end
of the summer. From here, oligotrophic lakes significantly diverge
from productive waters. In oligotrophic situations,autumnal over-
turn promotes species coexistence and phytoplankton diversity
leads to the association of different species of chytrid parasites of
chlorophytes and diatoms, but with general low infection preva-
lence due to a balanced host – parasite growth. METHODOLOGICAL LIMITATIONS Although almost all the chytrid species were observed
from oligo- to eutrophic conditions, the seasonal fungal com-
munity composition was largely dominated by species of the
genus Rhizophidium (90% of total sporangium abundance) in
oligotrophic conditions, and of the genera Rhizophidium (56%),
Zygorizidium (22%), Chytridium (19%), and Rhizosiphon (14%)
in eutrophic conditions (Rasconi et al., 2012). used by parasitologists such as the prevalence and the intensity of
infection have been applied in ecological studies of chytridiomyco-
sis (Rasconi et al., 2012). These parameters are derived from direct
microscopy and are critical for assessing the community structure
of parasites, interactions with hosts, and epidemiology, as well as
the potential impact of fungal parasites on the food web dynamics. Understanding the environmental factors that induce epidemics
can also be inferred this way (i.e., through empirical correlations)
or by using epidemiological approaches such as the changes in
incidence rates (i.e., the number of new cases of infections occur-
ring during a given time) or the occurrence of epidemics (i.e.,
a widespread outbreak of an infection) within host populations
(Fox, 2003). The community structure of natural chytrids is intimately
linked to the availability of hosts (Ibelings et al., 2004). However,
exceptthestudybyRasconietal.(2012)thathasproposedageneral
empirical model on chytrid seasonality and trophodynamics (i.e.,
with their hosts) based on the theoretical PEG model of seasonal
succession of planktonic events in freshwaters (Sommer et al.,
1986),there is still no study assessing the fungal species successions
in natural environments. This contrasts with the general hypothe-
ses and patterns of plankton (primarily phytoplankton and zoo-
plankton) successions and community structure, which are well
described in temperate lakes (Sommer et al., 1986). This was
recently revisited by considering a suite of overlooked ecological
interactions that included parasitism (Sommer et al., 2012). These
authors concluded that the effects of these “novel” interactions
on plankton seasonal succession are limited in terms of seasonal
biomass patterns but strong in terms of species replacements. SEASONAL DIVERSITY, ABUNDANCE, COMMUNITY
STRUCTURE AND TROPHODYNAMICS OF CHYTRIDS In eutrophic
lakes, nutrient conditions and persistent stratification favor the A recent extensive seasonal study in temperate freshwater lakes
(Rasconi et al., 2012), based on CFW staining of infective spo-
rangia and phenotypic identification, has identified up to 15
different chytrid species on diverse host populations, with specific
biovolume ranging from 7 to 72 µm3 sporangium−1 (Table 1). Seasonal abundances increased from 0.0005 to 0.4 × 106 sporan-
gia l−1 in oligotrophic conditions to 0.0 to 32 × 106 sporangia
l−1 in eutrophic conditions (Table 1). In both conditions, spo-
rangium abundances peaked with the development of preferential
diatom hosts in spring and cyanobacteria in autumn, the autumn
peak being largely higher in eutro- than in oligotrophic condi-
tions, when a monospecific bloom of Anaebaena sp. occurred. Quantitative data on the seasonal abundance of zoospores are
lacking. All the 15 species identified were monocentric (i.e., with one
center of growth and development) and eucarpic (using part
of the thallus for the fruit-body formation and with a special-
ized rhizoidal system), typical of the class Chytridiomycetes, and
belonged to two orders: the Rhizophidiales which contained one
genus (Rhizophidium),and the Chytridiales which contained three
genera (Chytridium,Zygorhizidium,and Rhizosiphon). The species
of Rhizophidium spp. infected a wide diversity of hosts, including
both large size (e.g., the Chlorophyta Staurastrum spp. and the
diatoms Asterionella formosa, Synedra spp. and Fragilaria croto-
nensis) and small size algae (e.g., the diatom Cyclotella spp. and
the Chlorophyta Chodatella ciliata and Ankistrodesmus convolu-
tus). The species Chitridium spp. infected the chlorophyte Oocystis
sp., the diatom F. crotonensis, and the cyanobacterium Microcys-
tis sp., while the species of Zygorhizidium infected the diatoms October 2012 | Volume 3 | Article 361 | 5 www.frontiersin.org Sime-Ngando Phytoplankton chytridiomycosis Table 1 | Quantitative data on fungal parasites and parasitism of phytoplankton in temperate lake ecosystems. Environment,
country (trophy)
Method
Sampling period
(depth, m)
Chytrid
sporangia
(106 l−1)
Sporangium
biovolume
(µm3)
Prevalence of
infection
(%
infected host
cells)
Intensity
of
infection
(sporangia
host cell−1)
Host (Chytrid)
Reference
Lake Pavin, France
(O-M)
CFW staining and
EM
Feb.–Dec. 2007 (Ze)
0.005–3.7
6.7–67.4
1.5–59.1
1–2.5
Phytoplankton
communities (mixed)
Rasconi et al. (2012)
Lake Aydat, France (E)
CFW staining and
EM
Feb.–Dec. 2007 (Ze)
0–3.4
8.7–72.4
0–98*
1–2
Phytoplankton
communities (mixed)
Rasconi et al. (2012)
Lake Schöhsee,
Germany (M)
Lugol staining
and LM
(Utermöhl)
Mar. October 2012 | Volume 3 | Article 361 | 6 ECOLOGICAL IMPLICATIONS OF PHYTOPLANKTON
CHYTRIDIOMYCOSIS Based on the study by Rasconi et al. (2012), the prevalences of
infection (% of infected host cells) typically average around 20%,
with no significant variation with the trophic status of freshwa-
ter temperate lakes. These values increase to reach about 100%
when monospecific blooms of infected hosts occurred in nat-
ural conditions or when specific chytrid-host systems are targeted
in controlled conditions (Table 1). Chytrid infection commonly
leads to the death of their host cells (Canter and Lund, 1951;
Sen, 1988b,c; Kudoh and Takahashi, 1990; Bruning et al., 1992;
Holfeld,1998,2000;Ibelings et al.,2004,2011) and this is enhanced
by the intensity of infection (number of parasites per host cell)
which can largely exceed 1 (Table 1). Empty sporangia are cur-
rently found attached on dead phytoplankton cells (Rasconi et al.,
2012), which is suggestive of the lethal issue of chytrid infection. There are several evidences that parasitism inhibits the develop-
ment of sensible species, and particular attention has been paid
to the occurrence of fungi on diatoms, and to the effects of par-
asitism on their seasonal distributions (Canter and Lund, 1948;
Van Donk and Ringelberg, 1983). For example, in the oligotrophic
Lake Pavin (France), the spring development of the diatoms Aste-
rionella and Synedra was found to be inhibited by the chytrid
Rhizophidium planktonicum. In productive Lake Aydat (France)
another diatom, Fragilaria, became abundant but the prolifera-
tion of their parasites, Rhizophidium fragilariae, interrupted their
development (Rasconi et al., 2012). In natural phytoplankton community, the parasitized popula-
tions are often replaced by others with similar ecologically require-
ments, which can render unchanged the standing stocks of phyto-
plankton hosts in the ecosystem, with no visible obvious damage
to the total community (Reynolds, 1940). However, chytrids seem
to preferentially infect large and less edible phytoplankton species,
as discussed previously. Diverse environmental conditions, including temperature, tur-
bulence, light, nutrient concentrations, and biotic factors such as
predation but primarily the host availability, can influence the
growth rate of fungal parasites (Canter and Jaworski, 1981; Brun-
ing and Ringelberg, 1987; Bruning, 1991; Kagami et al., 2004). The primary factor determining the absence or the presence of a
particular parasite in the environment is the availability of suit-
able hosts (Ibelings et al., 2004). The host population density is
frequently considered an important factor in the ecology of par-
asites. SEASONAL DIVERSITY, ABUNDANCE, COMMUNITY
STRUCTURE AND TROPHODYNAMICS OF CHYTRIDS bloom of filamentous cyanobacteria from the end of the summer
period toward early autumn, with the development of a monospe-
cific community of chytrids (i.e., Rhizosiphon spp.). The highest
infection prevalence is noted, followed by the decline of cyanobac-
teria – chytrid system toward the late seasonal phase (for more
details, see figure number 7 in Rasconi et al., 2012). bloom of filamentous cyanobacteria from the end of the summer
period toward early autumn, with the development of a monospe-
cific community of chytrids (i.e., Rhizosiphon spp.). The highest
infection prevalence is noted, followed by the decline of cyanobac-
teria – chytrid system toward the late seasonal phase (for more
details, see figure number 7 in Rasconi et al., 2012). PHYTOPLANKTON CHYTRIDIOMYCOSIS AND THE
INFLUENCE OF ENVIRONMENTAL FACTORS A basis for study chytrid epidemics within phytoplankton commu-
nities was recently provided for freshwater lakes where, in contrast
to sporangium abundance and biomass that increased from oligo-
to eutrophic conditions, the prevalence of infection is quite simi-
lar in both conditions, averaging about 20% (Rasconi et al., 2012). The highest prevalence (98%) was noted for the autumn bloom of
a filamentous cyanobacterium (A. macospora) facing the parasite
Rhizosiphon crassum in a productive lake. The host species compo-
sition and their size appeared as critical for chytrid infectivity, the
larger hosts being more vulnerable, including pennate diatoms,
desmids, and filamentous cyanobacteria. Such host species are
apparently easier to hit because their size naturally increase the
host – parasite contact rates, and are expected to excrete more
attracting substances known to favor the zoospores searching of
suitable hosts (Canter and Jaworski, 1981). Larger algae also con-
tainmoreresourcesforthedietof parasites,andthisisthecommon
explanation of why algal species with larger cell size can be heavily
infected, even at lower population density (Lund, 1957; Holfeld,
1998). On the other hand, the prevalence of infection was also
shown to be correlated with total phosphorus, which may be
related to the productivity of the milieu that offers good substrate
conditions for the growth of parasite-host systems (Rasconi et al.,
2012). The abundances but also the cell volumes of hosts thus
seem important features in determining the amplitude of chytrid
epidemics within natural phytoplankton. These parameters also
appeared to be related with the tolerance threshold of infection,
i.e., the critical prevalence or the level of prevalence from which
the standing stock of phytoplankton starts to decline (Bruning
et al., 1992). At low host abundance, the critical infection preva-
lence is generally lower that 20%, but increases with increasing
host abundance. This is probably one of the mechanisms from
which parasites regulate host populations. SEASONAL DIVERSITY, ABUNDANCE, COMMUNITY
STRUCTURE AND TROPHODYNAMICS OF CHYTRIDS 1987–May, 1989
(0–10)
ND
ND
0–>90**
(≤1–10% of total
host volume)
ND
Different species within
Phytoplankton
communities (mixed)
Holfeld (1998)
Lake Maarsseveen, The
Netherlands (O-M)
1978–2010 (0–10)
ND
ND
0–90
ND
Asterionella formosa
(Rhizophydium
planktonicum)
Ibelings et al. (2004,
2011)
Lake Kinneret, Israel
(O-M)
LM (Utermöhl)
Oct. 2000–Dec. 2003
(2 and 7)
ND
ND
0–83
ND
Peridinium gatunense
(Phlyctochytrium sp.)
Alster and Zohary
(2007)
Lake Schöhsee,
Germany (M)
Lugol staining
and LM
(Utermöhl)
27 Jan.–7 Feb. 1989
(0–10)
ND
ND
∼10–80
∼0.1–1.8
Stephanodiscus alpinus
(Zygorhizidium spp.)
Holfeld (2000)
Lake Suwa, Japan (E)
Dialysis tube
cultures and LM
Nov. 1986–Nov. 1987
(0–4)
ND
ND
2–30
ND
Asterionella formosa
(Rhizophydium
planktonicum or
Zygorhizidium affluens)
Kudoh and Takahashi
(1990)
Shearwater, UK (E)
Several occasions
between 1978 and
1981 (net samples)
ND
ND
0.2–1.4
Up to 4
Centric diatoms:
Cyclotella spp.,
Stephanodiscus
hantzschii, and Melosira
spp. (mixed)
Sen (1988a)
Shearwater, UK (E)
10 epidemic periods
between 1978 and
1980 (net samples)
ND
ND
15–90%
ND
Microcystis aeruginosa
(Rhizidium
microcystidis)
Sen (1988b)
Shearwater, UK (E)
Several occasions
between 1978 and
1981 (net samples)
ND
ND
Up to 85%
ND
Several species of
chlorophytes (mixed)
Sen (1988c)
*Recorded during a monospecific bloom of Anabaena flosaquae infected by Rhizosiphon crassum; **corresponds to the infection of Synedra acus infected by Zygorhizidium planktonicum. O, oligotrophic; M, mesotrophic; E, eutrophic or productive with recurrent cyanobacterial blooms; Ze, euphotic zone; CFW, calcofluor white (cf. Rasconi et al., 2009), EM, epifluorescence microscopy; LM, light
microscopy; ND, not determined or not given explicitly. ata on fungal parasites and parasitism of phytoplankton in temperate lake ecosystems. Frontiers in Microbiology | Aquatic Microbiology Phytoplankton chytridiomycosis Sime-Ngando epidemics in natural phytoplankton populations arise more eas-
ily when growth conditions for hosts are worst (Reynolds, 1984). Under such conditions, the growth rate of the algae would be rel-
atively slow, contrasting with their fast-growing parasites. Rasconi
et al. (2012) hypothesized that there are two different phases in
the parasite – host trophodynamic: a synchronous growth phase
of both chytrids and algae when high availability of hosts favored
the encounter between parasites and newly produced sensible host
cells, followed by a second phase corresponding to the decline of
host populations due to the infection, characterized by an increase
in the infection prevalence. ECOLOGICAL IMPLICATIONS OF PHYTOPLANKTON
CHYTRIDIOMYCOSIS Indeed, irrespective of temperature and light conditions, a
minimal threshold value of the host density is required for the
occurrence of epidemics (Bruning, 1991). Several studies have
reported that parasites seem to grow better on healthy individ-
uals within actively growing host populations (Canter and Lund,
1948; Van Donk and Ringelberg, 1983). However, this is far from
being a generalization because evidence was also provided that Some examples provided in the literature suggest that large
infected diatoms such as Asterionella sp. and Fragilaria sp. (mean
length 50 and 70 mm, respectively) can be replaced by small cen-
tric diatoms such as Stephanodiscus spp. (10 mm; Van Donk and
Ringelberg, 1983; Sommer, 1987). This implies that the develop-
ment of large species is inhibited by infection, while smaller algae
proliferate. Active parasitism may thus act on the host standing
stock in a continuum from no change to significant changes but
in all cases will affect the phytoplankton community structure. In the context of phytoplankton seasonal dynamics and species
successions, this can have profound ecological implications (Van October 2012 | Volume 3 | Article 361 | 7 www.frontiersin.org www.frontiersin.org Phytoplankton chytridiomycosis Sime-Ngando as amebae and flagellates, detritivores, grazers such as filter feed-
ing zooplankton, and benthic suspension feeders (Gleason et al.,
2009; Sime-Ngando, in press). Since most of these consumers do
not discriminate between food resources except by size, we would
expect zoospores as well as hyphae and non-motile spores to be
eaten by many of these consumers, although published records
are lacking. Fungal zoospores are well within the range of a good
particle size for zooplankton feeding behavior and consequently,
when fed upon, transfer matter to higher trophic levels in the
food chain. For example, zoospores are efficiently grazed by crus-
tacean zooplankton such as Daphnia spp. (Kagami et al., 2007a,b,
2011; Sime-Ngando,in press),before they grow into a mature thal-
lus (i.e., body). Thus zoospores may provide organic compounds
containing nitrogen, phosphorus and sulfur, mineral ions, and
vitamins to grazing zooplankton (Figure 2). Donk, 1989). For example, due to chytrid parasites, the phyto-
planktoncommunitycanshiftfromamaturestageof development
typically dominated by large, k-strategist species toward a pio-
neer stage of succession that favors the development of small,
r-strategist species. ECOLOGICAL IMPLICATIONS OF PHYTOPLANKTON
CHYTRIDIOMYCOSIS In addition, by controlling the phytoplankton
dynamics, chytrids can significantly affect the primary production
of aquatic systems, as suggested by a negative correlation between
the primary production and the per sporangium biovolume of
chytrids in lakes (Rasconi et al., 2012). More importantly, phytoplankton chytridiomycosis produce
massive amount of propagules, i.e., zoospores. Because chytrids
are small in size and lack conspicuous morphological features, a
situation that makes them hardly distinguishable from many fla-
gellatedprotistssuchasthesessilechoanoflagellatesorbicosoecids,
theirfunctionalroles,primarilyassaprotrophsorparasites,remain
most of the time cryptic in classical microscopy studies (Lefèvre
et al.,2007,2008; Sime-Ngando et al.,2011). Previously,the modes
of nutrition for all heterotrophic flagellates in the plankton were
thought to be restricted to bacterivory, but zoosporic fungi are
not bacterivores (i.e., bacterial feeders). It is now clearly evident
that not all heterotrophic flagellates thriving in pelagic systems
are either protists or bacterivores as previously thought, and that
parasitism and saprophytism from fungal flagellates might rep-
resent important potential functions in these ecosystems. Fungal
zoospores are valuable food sources for zooplankton because cyto-
plasm of chytrids contains storage carbohydrates such as glycogen,
storage proteins,a wide range of fatty acids,phospholipids,sterols,
and other lipids (Gleason et al., 2009; Sime-Ngando, in press). When chytrids reproduce, most of the cytoplasm is converted into
zoospores which swim away to colonize new substrates or infect
new hosts. Lipids are considered to be high energy compounds,
some of which are important for energy storage. Indeed, lipids
are present mainly in the form of endogenous reserves, often as
membrane bound vesicles called lipoid globules which can eas-
ily be seen in the cytoplasm of fungal zoospores with both the
light and electron microscopes (Gleason and Lilje, 2009; Sime-
Ngando, in press). The size and numbers of lipoid globules within
zoospores varied and their ultrastructure is complex. The chem-
ical composition of lipids, including both fatty acids and sterols,
has been characterized in a number of genera of zoosporic fungi. These endogenous reserves are consumed during the motile phase
of the zoospores. They presumably provide energy for the move-
ment of flagella during the motile phase which can last for up
to several hours, as well as for the attachment and germination
of zoospores on the appropriate substrates or hosts (Figure 2). ECOLOGICAL IMPLICATIONS OF PHYTOPLANKTON
CHYTRIDIOMYCOSIS Besides, many zoosporic fungi can grow in the laboratory on
minimal synthetic media containing one carbon source such as
cellulose,xylan,starch,or chitin along with salts containing nitrate,
sulfate, and phosphate (Gleason et al., 2008; Sime-Ngando, in
press). This establishes fungi as potential competitors of bacteria
and primary producers for essential minerals (Figure 2). Th
th
i
ifi
t f
ti
f
th hi h More interestingly, zoospores are a particularly good food
source because of their nutritional qualities. Presumably many
consumers must obtain at least some essential nutrients from
their food sources because these compounds cannot be pro-
duced de novo. One example is found in the cladoceran Daph-
nia. Recent research has shown that zoospores of the para-
sitic chytrid, Zygorhizidium, are quite rich in polyunsaturated
fatty acids (PUFAs) and cholesterols, which are essential nutri-
ents for the growth of Daphnia (Kagami et al., 2007a,b). These
zoospores are found to facilitate the trophic transfer from the
inedible large diatom hosts, Asterionella sp., and the growth of
Daphnia. PUFAs and cholesterol are known to promote growth
and reproduction in crustacea. This phenomenon, known as the
“trophic upgrading concept” (Sime-Ngando et al., 2011; Sime-
Ngando, in press), is of significant importance in the aquatic
food webs because it highlights not only the quantity but also
the quality of the matter being transferred via fungal zoospores
(Figure 2). Frontiers in Microbiology | Aquatic Microbiology IMPACT OF PHYTOPLANKTON CHYTRIDIOMYCOSIS ON THE
FOOD WEB PROPERTIES Given that food webs are central to ecological concepts (Pascual
and Dunne, 2006), it is important to establish the role of parasites
in the structure and function of food webs. In theory, parasites can
have a variety of effects. Lafferty et al. (2006, 2008) suggested that
parasites affect food web properties and topology since they dou-
ble connectance (defined as the number of observed links divided
by the number of possible links) and quadruple the number of
links. Others have postulated that parasites drive an increase in
speciesrichness,trophiclevels,andtrophicchainlengthof thefood
web (Huxham et al., 1995; Thompson et al., 2005). These prop-
erties may stabilize community structure (Hudson et al., 2006). However, the potential effects of parasites on food web stability
is a complex and unresolved issue since the concept of stability
is the center of a perhaps infinite debate in community ecology
(Elton,1958;May,1972;Pimm,1984;McCann,2000;Hosack et al.,
2009; O’Gorman and Emmerson, 2009). Based on the ideas of
May (1973), parasites should lead to a destabilized trophic net-
work because they increase species diversity and the connectance. In addition, adding parasites to food webs extends the length of
trophic chains, which can decrease food web stability (Williams
and Martinez, 2004). However, the addition of long loops of weak There are other significant functions for the high energy com-
pounds found in fungal zoospores, especially as food resources for
zooplankton and probably for many other consumers in aquatic
ecosystems. Fungal spores and hyphae in general are known to be
eaten by a large number of different consumers in both aquatic and
soil ecosystems,including a variety of mycophagous protozoa such October 2012 | Volume 3 | Article 361 | 8 Phytoplankton chytridiomycosis Sime-Ngando chytrids and the resulting flows (MWOC,Model without Chytrid),
as traditionally done in previous plankton food web analysis (e.g.,
Niquil et al., 2006). MWC and MWOC models were constructed
on the basis of the same data set corresponding to the spring bloom
period in Lake Pavin (i.e., March–June 2007). These models were
built using the Linear Inverse Modeling procedure (LIM, Véz-
ina and Platt, 1988) recently modified into the LIM-Monte Carlo
Markov Chain (LIM-MCMC;Van den Meersche et al., 2009). This
method allow reconstruction of missing flow values and alleviates
the problem of under sampling using the principle of conservation
of mass, i.e., the quantity of carbon coming into each compart-
ment considered as equal to the amount leaving it (Vézina and
Platt, 1988). IMPACT OF PHYTOPLANKTON CHYTRIDIOMYCOSIS ON THE
FOOD WEB PROPERTIES Thanks to recent development of the inverse analysis
into LIM – MCMC, a probability density function covering the
range of possible values was generated for each flow. The results
of this exercise are summarized in Figure 3 where the inclusion
of the two life stages of chytrid parasites of microphytoplank-
ton (>20 µm) increases the number of compartments and flows. These parasites were able to short-circuit about 20% of the gross
primary production, of which 15% is transferred to grazers with
high throughput (Figure 3). interactions, which may be a characteristic of parasites with com-
plex life cycles, might offset the destabilizing effects of increased
connectance (Neutel et al., 2002). To investigate ecosystem properties and ecological theories,
the application of mathematical tools, such as models, is useful
and allows trophic network representation through carbon flows
(Figure 3). In the absence of quantification of the flows induced
by fungal parasites of phytoplankton, we recently simulate their
potential role in the plankton food web of the Lake Biwa, Japan
(Niquil et al., 2011). The presence of this indirect pathway chan-
neling microphytoplankton production to the consumers via the
fungi leads to an enhancement of the trophic efficiency index, and
a decrease of the ratio detritivory: herbivory. The results suggested
that the food web relies less on the consumption of detritus, and
that the transfer of carbon to higher trophic levels is higher than
estimated without taking into account the parasites. Due to the
lack of data quantifying carbon transfer through parasitism in
pelagic ecosystems, no attempt was made to build model based on
field estimated flows. Thus, the roles and ecological implications
of chytrid infections of phytoplankton remain to be fully explored
for aquatic microbial food webs. As a first attempt, we recently provided such exercise for the
first time,by adding parasitic chytrids of phytoplankton as an indi-
vidualized compartment in a well studied pelagic food web and
quantify their impact on matter flow through a trophic network
(Grami et al., 2011). To describe the food web, models represen-
tative of carbon flows were built, including chytrid parasitism and
the amount of primary production channeled in food web via
chytrid infection. IMPACT OF PHYTOPLANKTON CHYTRIDIOMYCOSIS ON THE
FOOD WEB PROPERTIES Carbon flows between the complete food web
including parasitic chytrids (MWC, Model with Chytrids) were
compared to the same model that did not consider the presence of Inaddition,foreachcalculatedsetof flowsgeneratedbytheLin-
ear Inverse Modeling procedure, there is a set of calculated indices
which allows application of statistical tests. The flows obtained
from the models were used for calculations of Ecological Network
Analysis indices that characterize the structure of the food web,
and help reveal emergent properties (Ulanowicz,1986,1997,2003;
Ulanowicz et al., 2009). The use of ecological indices moreover,
allows an indirect evaluation of the effects of network properties
on the stability of the ecosystem, as several authors have pro-
posed theoretical links between structural properties and local Phytoplankton
Detritus
11%/3%
Phytoplankton
262/268
Detritus
62/45
6%/4%
21%/10%
59%/31%
12.5%
Microzooplankton
68/88
Sporangia
7.4
2%/2%
9.6%/10.4%
21.4%
71%
1.5%
42%/43%
2%/2%
/
17.4%
5%
85%
81.4%
14%
Mesozooplankton
58/92
Zoospores
6.8
7 8%/10 7%
15%
85%
1.9%
l
i
i
d
i
(
C
2d 1)
14%
2.5%
7.8%/10.7%
Flowing primary production (mgCm-2d-1)
Transfert throughput
Sinking flows (mgCm-2d-1)
Values into each compartment are carbon biomasses (mgCm-2)
FIGURE 3 | Impact of parasitic chytrids on the microbial loop: flowing
and sinking carbon from the gross primary production of phytoplankton
(>20 µm) during the spring diatom bloom in the oligo-mesotrophic Lake
Pavin, France. The effects of infective fungal sporangia and their propagules
(zoospores) are highlighted in red color. The diagram corresponds to steady
state models of the euphotic zone of the lake generated from a linear inverse
modeling analysis. For more details, see the main text. Modified from Grami
et al. (2011). %
l
i
i
d
i
(
C
2d 1)
%
Flowing primary production (mgCm-2d-1)
Transfert throughput
Sinking flows (mgCm-2d-1)
Values into each compartment are carbon biomasses (mgCm-2) (zoospores) are highlighted in red color. The diagram corresponds to steady
state models of the euphotic zone of the lake generated from a linear inverse
modeling analysis. For more details, see the main text. Modified from Grami
et al. (2011). FIGURE 3 | Impact of parasitic chytrids on the microbial loop: flowing
and sinking carbon from the gross primary production of phytoplankton
(>20 µm) during the spring diatom bloom in the oligo-mesotrophic Lake
Pavin, France. The effects of infective fungal sporangia and their propagules (zoospores) are highlighted in red color. formosa on the zoospore produc-
tion of its fungal parasite Rhizophy-
dium planktonicum. Aquat. Ecol. 21,
49–54. CONCLUSION Chytrid symbionts and the related trophic modes, primarily par-
asitism, are omnipresent in aquatic ecosystems, including marine
habitats (Gleason et al., 2011). In these ecosystems, they are diver-
sified, with different taxa featured by different biological charac-
teristics and requirements that determine their distributions in
relation to environmental parameters but primarily to the sea-
sonal dynamics of their phytoplankton hosts. The host abundance
but also the host cell size and biomass likely establish the thresh-
old limit for the critical prevalence of infection and the related
decline in host communities. Related ecological implications are
huge, because chytrid parasites can kill their hosts, release sub-
strates for microbial processes, and provide nutrient-rich particles
as zoospores and short fragments of filamentous hosts for the
grazer food chain. This implies that cyanobacterial blooms, and
other large size inedible phytoplankton blooms as well, may not
totallyrepresenttrophicbottlenecks.Basedontheobservationthat
phytoplankton fungal parasitism preferentially impacts the larger
size species (i.e., characteristics of climax populations), chytrid
epidemics represent an important driving factor in phytoplank-
ton successions and maturation, in addition to the sole seasonal
forcing. The activity of chytrid parasites of phytoplankton thus
represents an important but as yet overlooked ecological driving
force in aquatic food web dynamics. In addition to being able to
resist adverse conditions and use different sources of carbon and IMPACT OF PHYTOPLANKTON CHYTRIDIOMYCOSIS ON THE
FOOD WEB PROPERTIES The diagram corresponds to steady
state models of the euphotic zone of the lake generated from a linear inverse
modeling analysis. For more details, see the main text. Modified from Grami
et al. (2011). October 2012 | Volume 3 | Article 361 | 9 www.frontiersin.org Phytoplankton chytridiomycosis Sime-Ngando stability (cf. Ulanowicz, 2003). On these bases, the model results
support recent theories on the probable impact of parasites on
food web function. In the lake, during spring, when “inedible”
algae (unexploited by planktonic herbivores) were the dominant
primary producers, the epidemic growth of chytrid parasites sig-
nificantly reduced the sedimentation loss of algal carbon from
21 to 10% of gross primary production (Figure 3). Furthermore,
from the review of some theories about the potential influence
of parasites on ecological network properties, we argue that para-
sitism contributes to longer carbon path lengths, higher levels of
activity and specialization, and lower recycling. We then conclude
that considering the“structural asymmetry” hypothesis as a stabi-
lizing pattern,chytrids should contribute to the stability of aquatic
food webs (Grami et al., 2011). nutrients, chytrid parasites can indeed affect the plankton food
web functions and ecosystem properties and topology, such as sta-
bility and trophic transfer efficiency.We are perhaps approaching a
new paradigm-shift point in the development of aquatic microbial
ecology (Sime-Ngando and Niquil, 2011). gy
g
q
However, the available study on phytoplankton chytridiomy-
cosis remain restricted to a few temperate lakes, and extensive
studies in the world’s aquatic ecosystems, at wide geographi-
cal and time scales, are needed. Besides, the identification of
chytrid species based on phenotypic features requires time and
experience, and chytrid diversity provided this way probably is
an underestimate. In this context, the increasing development
of molecular tools is promising and will, in the near future,
improves the linkage of cell identity and function, which is
critical for an accurate assessment that includes microbial para-
sites in the carbon flows, and the related biogeochemical cycling
in aquatic ecosystems (Jobard et al., 2012). Furthermore, par-
asitic lifestyle is generally highly subtle and can, for example,
control competition by dominant species for resources, thereby
promoting species coexistence and diversity. Parasites can also
form long-lived associations with hosts, reducing their fitness
for survival, or allowing infected hosts to remain strong com-
petitors, although few models exist for microbial fungus-host
systems. Blackwell,
W.
H.,
Letcher,
P.
M.,
and Powell, M. J. (2006). Thal-
lus development and the system-
atics of Chytridiomycota: an addi-
tional developmental pattern repre-
sented by Podochytrium. Mycotaxon
97, 91–109. ACKNOWLEDGMENTS I am particularly indebted to students and postdocs of mine
(cf. download the list at http://www.lmge.univ-bpclermont.fr/
spip.php?rubrique100), particularly to those who have worked
on the topic reviewed herein: Mélanie Gerphagnon, Boutheina
Grami, Marlène Jobard, Emilie Lefèvre, Sébastien Monchy, Serena
Rasconi, and Kimiko Uchii. Thanks are owed to my colleagues,
particularly Frank H. Gleason and Nathalie Niquil, for fruitful
discussion and inspiring collaborative papers. I am also grateful to
Hans-Peter Grossart and co-editors for the invitation to contribute
to this special issue in Frontiers in Aquatic Microbiology. This is a
contribution to the French ANR Programme Blanc DREP – Diver-
sity and Roles of Eumycetes in the Pelagial – Coordinator Télesphore
Sime-Ngando, PIs: Nathalie Niquil, Eric Viscogliosi, and Urania
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Citation: Sime-Ngando T (2012) Phy-
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Front.
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the
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Com-
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graphics
etc. could be construed as a potential
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24 September 2012; published online: 12
October 2012. Copyright © 2012 Sime-Ngando. This is
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the
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of
the
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Com-
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10.3389/fmicb.2012.00361 Conflict of Interest Statement: The
author declares that the research was
conducted in the absence of any com-
mercial or financial relationships that Wurzbacher, C., Kerr, J., and Grossart,
H.-P. (2011). “Aquatic
fungi,” October 2012 | Volume 3 | Article 361 | 13 www.frontiersin.org
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https://openalex.org/W2058032884
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https://europepmc.org/articles/pmc2984489?pdf=render
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English
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Peripheral Nerve Injury and TRPV1-Expressing Primary Afferent C-Fibers Cause Opening of the Blood-Brain Barrier
|
Molecular pain
| 2,010
|
cc-by
| 9,370
|
Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 (2 November 2010) Abstract Background: The blood-brain barrier (BBB) plays the crucial role of limiting exposure of the central nervous system
(CNS) to damaging molecules and cells. Dysfunction of the BBB is critical in a broad range of CNS disorders
including neurodegeneration, inflammatory or traumatic injury to the CNS, and stroke. In peripheral tissues, the
vascular-tissue permeability is normally greater than BBB permeability, but vascular leakage can be induced by
efferent discharge activity in primary sensory neurons leading to plasma extravasation into the extravascular space. Whether discharge activity of sensory afferents entering the CNS may open the BBB or blood-spinal cord barrier
(BSCB) remains an open question. Results: Here we show that peripheral nerve injury (PNI) produced by either sciatic nerve constriction or transecting
two of its main branches causes an increase in BSCB permeability, as assessed by using Evans Blue dye or horseradish
peroxidase. The increase in BSCB permeability was not observed 6 hours after the PNI but was apparent 24 hours after
the injury. The increase in BSCB permeability was transient, peaking about 24-48 hrs after PNI with BSCB integrity
returning to normal levels by 7 days. The increase in BSCB permeability was prevented by administering the local
anaesthetic lidocaine at the site of the nerve injury. BSCB permeability was also increased 24 hours after electrical
stimulation of the sciatic nerve at intensity sufficient to activate C-fibers, but not when A-fibers only were activated. Likewise, BSCB permeability increased following application of capsaicin to the nerve. The increase in permeability
caused by C-fiber stimulation or by PNI was not anatomically limited to the site of central termination of primary
afferents from the sciatic nerve in the lumbar cord, but rather extended throughout the spinal cord and into the brain. Conclusions: We have discovered that injury to a peripheral nerve and electrical stimulation of C-fibers each cause
an increase in the permeability of the BSCB and the BBB. The increase in permeability is delayed in onset, peaks at
about 24 hours and is dependent upon action potential propagation. As the increase is mimicked by applying
capsaicin to the nerve, the most parsimonious explanation for our findings is that the increase in permeability is
mediated by activation of TRPV1-expressing primary sensory neurons. Our findings may be relevant to the
development of pain and neuroplastic changes in the CNS following nerve injury. RESEARCH Open Access * Correspondence: mike.salter@utoronto.ca
Program in Neurosciences & Mental Health, Hospital for Sick Children,
Department of Physiology, University of Toronto, and University of Toronto
Centre for the Study of Pain, Toronto, ON, Canada Abstract In addition, our findings may
provide the basis for developing methods to purposefully open the BBB when needed to increase brain
penetration of therapeutic agents that might normally be excluded by an intact BBB. Peripheral nerve injury and TRPV1-expressing
primary afferent C-fibers cause opening of the
blood-brain barrier Simon Beggs, Xue Jun Liu, Chun Kwan, Michael W Salter* Simon Beggs, Xue Jun Liu, Chun Kwan, Michael W Salter* © 2010 Beggs 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. MOLECULAR PAIN MOLECULAR PAIN Peripheral nerve injury and TRPV1-expressing
primary afferent C-fibers cause opening of the
blood-brain barrier Peripheral nerve injury and TRPV1-expressing
primary afferent C-fibers cause opening of the
blood-brain barrier
Beggs et al. Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 MOLECULAR PAIN Peripheral nerve injury causes delayed opening of the
blood-spinal cord barrier
BSCB permeability is increased by chronic constriction
injury (CCI) We assessed the integrity of the BSCB with intrave-
nously administered Evans Blue dye. Evans Blue binds
to albumin in the circulation producing a molecular
complex of sufficient molecular size that it does not
cross the intact BSCB or BBB. Thus, there is minimal
accumulation of Evans Blue in the spinal cord, or
brain, under basal conditions in naïve animals (Figure
1). To investigate whether BSCB permeability might be
altered by CCI we administered Evans Blue at varying
times after the nerve injury, induced by placing a poly-
thene cuff around the nerve, and quantified the
amount of Evans Blue in the dorsal spinal cord ipsilat-
eral to the injury. We found that 6 hours after the CCI
surgery, the level of Evans Blue accumulating was not
different from that of the dorsal horn of naïve animals,
or animals that we subjected to sham surgery (Figure
1A left). In contrast, 24 hours after surgery there was a
significant increase in Evans Blue in the ipsilateral dor-
sal horn of nerve-injured animals as compared with
sham controls (Figure 1A left). Evans Blue accumula-
tion in the dorsal horn of nerve-injured animals was
also significantly increased when the dye was adminis-
tered 3 days after surgery. However, when Evans Blue
was administered 7 days after surgery the dye accumu-
lation in the dorsal horn of nerve-injured animals was
not different from that of sham controls or naïve
animals. In peripheral tissues, vascular permeability is normally
greater than in the CNS, although there is a vascular-
tissue barrier that excludes, for example, large proteins
from entering the tissue. It has long been known that
peripheral vascular permeability in skin and other tis-
sues can be markedly increased by antidromic dis-
charges in primary sensory neurons, allowing large
proteins to leak through capillaries thereby causing
plasma extravasation [5-7]. This plasma extravasation,
together with the vasodilation that is produced by sen-
sory nerve stimulation, comprise neurogenic inflamma-
tion which is mediated by the release of the peptides
substance P and calcitonin gene-related peptide (CGRP)
from peripheral terminals of peptidergic C-fibers [6,8,9]. In accordance with Dale’s Principle [10], discharge
activity in peptidergic C-fibers also releases substance P
and CGRP from the central terminals of primary affer-
ents in the spinal cord dorsal horn [11,12]. Background cord - the blood-spinal cord barrier (BSCB), is a net-
work of endothelial cells joined by tight junctions that
line the blood vessels within the CNS [3,4]. The core
‘neurovascular unit’ comprises endothelial cells, peri-
cytes and astrocytic endfeet embedded within their basal
laminae. The space between the astrocytic endfeet,
which make up the abluminal surface of CNS capillaries,
and the endothelial cells/pericytes represents the inter-
face between the blood and CNS. The BBB is highly The blood-brain barrier (BBB) is a highly specialized
structure crucial for the maintenance of central nervous
system (CNS) homeostasis [1,2]. The basis of the barrier
in the brain, and the corresponding barrier in the spinal Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Page 3 of 12 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Results restrictive with only a subset of small molecular weight,
diffusible molecules readily crossing from the blood into
the CNS parenchyma. Thus, most substances are nor-
mally precluded from entering the CNS by the BBB. However, in many CNS pathological states the BBB
becomes disrupted, allowing entry of substances from
blood into the CNS, and this disruption is considered a
key step for disorders such as traumatic injury, stroke
and neurodegeneration. Peripheral nerve injury causes delayed opening of the
blood-spinal cord barrier
BSCB permeability is increased by chronic constriction
injury (CCI) Peripheral nerve injury causes delayed opening of the
blood-spinal cord barrier
BSCB permeability is increased by chronic constriction
injury (CCI) Spared nerve injury (SNI) also causes increased BSCB
permeability Peripheral nerve injury causes delayed opening of the
blood-spinal cord barrier
BSCB permeability is increased by chronic constriction
injury (CCI) However, it
has been found that vascular permeability in the dorsal
horn is not increased by activating C-fibers, at least
over the time course of peripheral neurogenic inflam-
mation [13]. Therefore, it has been assumed that
although activity in sensory nerves causes rapid
increases in vascular permeability in peripheral tissues,
this activity is not capable of causing vascular perme-
ability to increase in the CNS. To independently assess the status of the BSCB we
intravenously administered horse radishperoxidase
(HRP) which, like Evans Blue bound to albumin, is
not able to cross the normal intact BSCB. We found
that HRP coats the lining of vessels but does not enter
the parenchyma of the dorsal horn after intravenous
injection in naïve animals (Figure 1B). However, when
administered at 24 hours after CCI, HRP was readily
visualized in the dorsal horn parenchyma. By quantify-
ing HRP in the ipsilateral dorsal horn we found that
the amount of HRP was significantly increased in the
dorsal horn from nerve-injured animals as compared
with that from control animals (Figure 1B). From the
accumulation of HRP and of Evans Blue after nerve
injury we conclude that the permeability of the BSCB
increases after CCI. The increase in BSCB permeabil-
ity is delayed by more than 6 hours and appears to
peak about after 24 hours after the surgery. The
increase in permeability is transient, with BSCB per-
meability returning to control levels by 7 days after
CCI surgery. Discharge activity in primary afferents, particularly
that initiated by injury to sensory nerves, may have
slowly developing and persistent consequences in the
nervous system that can lead to chronic pain states [14]. Emerging evidence indicates that one such consequence
of peripheral nerve injury (PNI) is the entry of mono-
cytes [15] and T cells [16,17] from the circulation into
the spinal dorsal horn. Because the accumulation of
these normally circulating cells is apparent many hours
or days after the nerve injury, we wondered whether the
BSCB may be disrupted at these times, as has been sug-
gested at longer times after spinal nerve transection
[18]. Therefore, here we investigated whether PNI or
activation of primary afferent C-fibers may cause
increased vascular permeability in the CNS but over a
time course beyond that of neurogenic inflammation. Preliminary results of portions of this work have been
reported [19]. Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Peripheral nerve injury causes delayed opening of the
blood-spinal cord barrier
BSCB permeability is increased by chronic constriction
injury (CCI) Molecular Pain 2010, 6:74
h
//
l
l
i
/ Page 4 of 12 http://www.molecularpain.com/content/6/1/74 Spared nerve injury (SNI) also causes increased BSCB
permeability
injury, we examined the effects of axotomy of the sciatic
ner e in
hich the common peroneal and tibial ner es
Figure 1 Peripheral nerve injury (PNI) increases BSCB permeability. A: Increased permeability to Evans Blue of spinal cord from naïve rats,
sham operated rats or rats with chronic constriction injury (CCI, left) or spared nerve injury (SNI, right). Inset: Standard curve of Evans blue and
the representative reading of naïve rats or CCI rats. B: Increased permeability to horseradish peroxidase (HRP) following PNI. Left, representative
spinal cord sections of HRP extravasation 24 hours after SNI, CCI or naïve rats. Right, histogram showing the integrated pixel density of HRP
signaling. Data are presented as mean ± SEM; *p < 0.05 compared to naïve; n = 4-6 per group. All measurements are from lumbar spinal cord
ipsilateral to PNI stimulation. Figure 1 Peripheral nerve injury (PNI) increases BSCB permeability. A: Increased permeability to Evans Blue of spinal cord from naïve rats,
sham operated rats or rats with chronic constriction injury (CCI, left) or spared nerve injury (SNI, right). Inset: Standard curve of Evans blue and
the representative reading of naïve rats or CCI rats. B: Increased permeability to horseradish peroxidase (HRP) following PNI. Left, representative
spinal cord sections of HRP extravasation 24 hours after SNI, CCI or naïve rats. Right, histogram showing the integrated pixel density of HRP
signaling. Data are presented as mean ± SEM; *p < 0.05 compared to naïve; n = 4-6 per group. All measurements are from lumbar spinal cord
ipsilateral to PNI stimulation. Figure 1 Peripheral nerve injury (PNI) increases BSCB permeability. A: Increased permeability to Evans Blue of spinal cord from naïve rats,
sham operated rats or rats with chronic constriction injury (CCI, left) or spared nerve injury (SNI, right). Inset: Standard curve of Evans blue and
the representative reading of naïve rats or CCI rats. B: Increased permeability to horseradish peroxidase (HRP) following PNI. Left, representative
spinal cord sections of HRP extravasation 24 hours after SNI, CCI or naïve rats. Right, histogram showing the integrated pixel density of HRP
signaling. Data are presented as mean ± SEM; *p < 0.05 compared to naïve; n = 4-6 per group. All measurements are from lumbar spinal cord
ipsilateral to PNI stimulation. Spared nerve injury (SNI) also causes increased BSCB
permeability injury, we examined the effects of axotomy of the sciatic
nerve, in which the common peroneal and tibial nerves
were transected. We found that 24 hours and 3 days after
surgery Evans Blue accumulation in the dorsal horn was
significantly increased in animals with SNI compared with To determine whether the increase in BSCB permeability
was a unique consequence of CCI or whether increased
permeability may be induced by other types of nerve Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Page 5 of 12 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Figure 2 The effect of local lidocaine block and sequential nerve
injury on CCI-induced increase in BSCB permeability. A: 2% of
Lidocaine was applied to the sciatic nerve immediately following
CCI, and Evans Blue extravasation in the ipsilateral lumbar spinal
cord was measured 24 hours post CCI. B: A sequential CCI was
performed on the right sciatic nerve after the initial CCI was
performed in the left sciatic nerve 6 days previously. Evans blue
extravasation was measured 7 days after initial CCI. All readings are
from the left lumbar spinal cords (ipsilateral to the initial injury). Data are presented as mean ± SEM; *p < 0.05 **p < 0.01 compared
to naïve; n = 5 per group. that in animals with sham surgery or naïve control animals
(Figure 1A right). There was no increase in Evans Blue
accumulation 6 hours or 7 days after SNI. In addition,
HRP was found to accumulate in the dorsal horn parench-
yma when assessed at 24 hours after SNI (Figure 1B). Thus, we conclude that, like CCI, SNI causes a delayed
and transient increase in BSCB permeability, and therefore
that increased BSCB permeability may be a general conse-
quence of injury to a peripheral nerve. Because the magni-
tude and time course of the increase in Evans Blue and
HRP accumulation were similar for CCI and SNI we used
only one nerve injury model, CCI, and one approach to
assess BSCB permeability, Evans Blue administration, for
the remainder of the present study. CCI-induced increase in BSCB permeability is prevented by
lidocaine To determine whether opening of the BSCB requires pro-
pagation of action potentials from the site of nerve injury,
we investigated the effect of the local anaesthetic lidocaine. Spared nerve injury (SNI) also causes increased BSCB
permeability injury on CCI-induced increase in BSCB permeability. A: 2% of
Lidocaine was applied to the sciatic nerve immediately following
CCI, and Evans Blue extravasation in the ipsilateral lumbar spinal
cord was measured 24 hours post CCI. B: A sequential CCI was
performed on the right sciatic nerve after the initial CCI was
performed in the left sciatic nerve 6 days previously. Evans blue
extravasation was measured 7 days after initial CCI. All readings are
from the left lumbar spinal cords (ipsilateral to the initial injury). Data are presented as mean ± SEM; *p < 0.05 **p < 0.01 compared
to naïve; n = 5 per group. Spared nerve injury (SNI) also causes increased BSCB
permeability Lidocaine was applied directly to the nerves starting 30
min prior to injury to ensure that action potentials were
blocked at the time of nerve transection. Gel foam soaked
in lidocaine was placed around the nerves after transection
and we administered Evans Blue 24 hours later. We found
that administering lidocaine prevented the increase in
Evans Blue accumulation after CCI (Figure 2A). From this
finding we infer that action potential propagation in the
transected nerves is required to cause the increase in
BSCB opening after peripheral nerve injury. Recovery of BSCB integrity after CCI due to loss of signal to
open The increase in BSCB permeability was transient with per-
meability returning to control levels by 7 days after nerve
injury. We reasoned that the recovery of BSCB integrity
might be due to loss of a drive that sustains BSCB opening
or that the BSCB might become resistant to the driving
signals. To differentiate between these possibilities we
made a second nerve injury, on the side contralateral to
the first injury, 6 days after the first injury. We found that
there was a significant increase in Evans Blue accumula-
tion in the dorsal spinal cord 24 hrs after the second nerve
injury (Figure 2B). Thus, the BSCB was not resistant to
opening when a drive to open was presented on day 6. Therefore, we conclude that the recovery of BSCB perme-
ability was due to a recovery of the action potential-depen-
dent drive to open after the nerve injury. Figure 2 The effect of local lidocaine block and sequential nerve
injury on CCI-induced increase in BSCB permeability. A: 2% of
d
l d
h
d
l f ll Figure 2 The effect of local lidocaine block and sequential nerve
injury on CCI-induced increase in BSCB permeability. A: 2% of
Lidocaine was applied to the sciatic nerve immediately following
CCI, and Evans Blue extravasation in the ipsilateral lumbar spinal
cord was measured 24 hours post CCI. B: A sequential CCI was
performed on the right sciatic nerve after the initial CCI was
performed in the left sciatic nerve 6 days previously. Evans blue
extravasation was measured 7 days after initial CCI. All readings are
from the left lumbar spinal cords (ipsilateral to the initial injury). Data are presented as mean ± SEM; *p < 0.05 **p < 0.01 compared
to naïve; n = 5 per group. Increase in BSCB permeability by C-fiber stimulation is
blocked by lidocaine It is conceivable that short duration C-fiber stimulation
initiates long-lasting discharge in primary afferents and
to investigate this possibility we applied lidocaine to the
sciatic nerve either before or immediately after the elec-
trical stimulation. We found that applying lidocaine
prior to the stimulation prevented the increase in Evans
Blue accumulation 24 hrs later (Figure 3C). In contrast,
applying lidocaine immediately after the electrical stimu-
lation had no effect on the Evans Blue accumulation at
24 hrs. Under the conditions used, blockade of action
potential propagation develops within 15-20 minutes
and therefore we conclude the C-fiber discharge during
the electrical stimulation, and possibly in the immediate
few minutes thereafter, acts as a trigger to cause the
delayed increase in BSCB permeability. Figure
3
C-fiber
intensity
stimulation
increases
BSCB
permeability. A: Sciatic nerve stimulation with C-fiber intensity, but
not A-fiber intensity increases permeability to Evans Blue in rat
spinal cord 24 hours post stimulation. Data are presented as mean
± SEM; **p < 0.01 compared to naïve, n = 4-8 per group. B:
Representative spinal cord sections of HRP extravasation from naïve
rats or rats 24 hours post C-fiber intensity stimulation of the sciatic
nerve. C: C-fiber intensity stimulation-induced permeability is
blocked by pre-treatment, but not post-treatment, with lidocaine. 2% lidocaine was applied to the sciatic nerve either 30 minutes
before C-fiber stimulation (pre-block) or immediately after C-fiber
stimulation (post-block). The duration of lidocaine treatment was 30
minutes in both cases. Data are presented as mean ± SEM; **p <
0.01 compared to C-fiber stimulation, n = 4-8 per group. All the
readings are from lumbar spinal cord ipsilateral to nerve stimulation. Capsaicin applied to the sciatic nerve causes increased
BSCB permeability at 24 hrs Neurogenic plasma extravasation is mediated through
activating primary afferent C-fibers that express TRPV1
and are hence activated by capsaicin [9,22]. To deter-
mine whether activating this class of primary afferent
might increase BSCB permeability we applied capsaicin
to the sciatic nerve and measured Evans Blue in the dor-
sal spinal cord 24 hrs later. We found that capsaicin, but
not vehicle control, caused an increase in Evans Blue at
24 hrs (Figure 4A). In contrast applying capsaicin to the
sciatic nerve led to peripheral plasma extravasation that
was apparent within 45 min (Figure 4B) Thus, we con-
clude that activating TRPV1-expressing C-fibers is suffi-
cient to cause an increase in BSCB permeability. Figure
3
C fiber
intensity
stimulation
increases
BSCB Short-duration stimulation of C-fibers opens BSCB
C-fiber but not A-fiber stimulation causes increase in BSCB
permeability fibers. As electrical stimulation for only several minutes
in duration can produce peripheral vasodilation and
plasma extravasation [20], and can induce long-lasting
pain hypersensitivity [21], we examined effects of short-
duration stimulation on Evans Blue accumulation in the
ipsilateral dorsal spinal cord. We found that electrical In order to determine which type of peripheral nerve
fiber may drive opening of the BSCB, we made use of
electrical stimulation of the intact sciatic nerve to differ-
entially activate different classes of peripheral nerve Page 6 of 12 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 stimulation that selectively activates A-fibers (1 mA; 10
Hz; 5 min) caused no change in Evans Blue accumula-
tion (Figure 3A). By contrast, stimulation sufficient to
recruit primary afferent C-fibers (10 mA; 10 Hz; 5 min)
caused a delayed increase in Evans Blue accumulation:
Evans Blue was not different from control 3 hrs after C-
fiber stimulation (not illustrated), but was significantly
increased 24 hrs after stimulation (Figure 3A). Electrical
stimulation at C-fiber intensities also produced an
increase in HRP in the ipsilateral dorsal spinal cord 24
hrs after the stimulation (Figure 3B). Thus, the short- duration electrical stimulation of C-fibers but not A-
fibers was sufficient to cause a delayed increase in BSCB
permeability. C-fiber stimulation and peripheral nerve injury cause
delayed widespread opening of BSCB y
In investigating the effects of electrical C-fiber stimula-
tion we examined the contralateral as well as the ipsi-
lateral lumbar dorsal spinal cord and found that the
increase in Evans Blue accumulation 24 hrs after sti-
mulation was produced in the contralateral, as well as
the ipsilateral dorsal spinal cord (Figure 5A). Moreover
the level of Evans Blue in the contralateral side was
not different from on the side ipsilateral to the nerve
stimulation. Increased Evans Blue accumulation in the
contralateral dorsal cord was mimicked by applying
capsaicin to the sciatic nerve (Figure 5A). The
increases in Evans Blue accumulation in spinal cord
was prevented by applying lidocaine to the sciatic
nerve just prior to electrical stimulation (Figure 5A). Figure
3
C-fiber
intensity
stimulation
increases
BSCB
permeability. A: Sciatic nerve stimulation with C-fiber intensity, but Figure
3
C-fiber
intensity
stimulation
increases
BSCB
bilit
A S i ti
ti
l ti
ith C fib
i t
it
b t Figure
3
C-fiber
intensity
stimulation
increases
BSCB
permeability. A: Sciatic nerve stimulation with C-fiber intensity, but
not A-fiber intensity increases permeability to Evans Blue in rat
spinal cord 24 hours post stimulation. Data are presented as mean
± SEM; **p < 0.01 compared to naïve, n = 4-8 per group. B:
Representative spinal cord sections of HRP extravasation from naïve
rats or rats 24 hours post C-fiber intensity stimulation of the sciatic
nerve. C: C-fiber intensity stimulation-induced permeability is
blocked by pre-treatment, but not post-treatment, with lidocaine. 2% lidocaine was applied to the sciatic nerve either 30 minutes
before C-fiber stimulation (pre-block) or immediately after C-fiber
stimulation (post-block). The duration of lidocaine treatment was 30
minutes in both cases. Data are presented as mean ± SEM; **p <
0.01 compared to C-fiber stimulation, n = 4-8 per group. All the
readings are from lumbar spinal cord ipsilateral to nerve stimulation. Figure
3
C-fiber
intensity
stimulation
increases
BSCB
permeability. A: Sciatic nerve stimulation with C-fiber intensity, but
not A-fiber intensity increases permeability to Evans Blue in rat
spinal cord 24 hours post stimulation. Data are presented as mean
± SEM; **p < 0.01 compared to naïve, n = 4-8 per group. B:
Representative spinal cord sections of HRP extravasation from naïve
rats or rats 24 hours post C-fiber intensity stimulation of the sciatic
nerve. C: C-fiber intensity stimulation-induced permeability is
blocked by pre-treatment, but not post-treatment, with lidocaine. C-fiber stimulation and peripheral nerve injury cause
delayed widespread opening of BSCB 2% lidocaine was applied to the sciatic nerve either 30 minutes
before C-fiber stimulation (pre-block) or immediately after C-fiber
stimulation (post-block). The duration of lidocaine treatment was 30
minutes in both cases. Data are presented as mean ± SEM; **p <
0.01 compared to C-fiber stimulation, n = 4-8 per group. All the
readings are from lumbar spinal cord ipsilateral to nerve stimulation. e
3
C-fiber
intensity
stimulation
increases
BSCB Figure
3
C-fiber
intensity
stimulation
increases
BSCB
permeability. A: Sciatic nerve stimulation with C-fiber intensity, but
not A-fiber intensity increases permeability to Evans Blue in rat
spinal cord 24 hours post stimulation. Data are presented as mean
± SEM; **p < 0.01 compared to naïve, n = 4-8 per group. B:
Representative spinal cord sections of HRP extravasation from naïve
rats or rats 24 hours post C-fiber intensity stimulation of the sciatic
nerve. C: C-fiber intensity stimulation-induced permeability is
blocked by pre-treatment, but not post-treatment, with lidocaine. 2% lidocaine was applied to the sciatic nerve either 30 minutes
before C-fiber stimulation (pre-block) or immediately after C-fiber
stimulation (post-block). The duration of lidocaine treatment was 30
minutes in both cases. Data are presented as mean ± SEM; **p <
0.01 compared to C-fiber stimulation, n = 4-8 per group. All the
readings are from lumbar spinal cord ipsilateral to nerve stimulation. Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/ Beggs et al. Molecular Pain 2010, 6:74 Page 7 of 12 http://www.molecularpain.com/content/6/1/74 Figure 4 Local application of capsaicin increases BSCB permeability. A: 1% Capsaicin or vehicle was applied onto the sciatic nerve and Evans
Blue extravasation was measured 24 hours later. All readings are from lumbar spinal cord ipsilateral to capsaicin or vehicle. Data are presented
as mean ± SEM; **p < 0.01 compared to naïve, n = 5-9 per group. B: 1% Capsaicin was applied to the sciatic nerve and Evans Blue was injected
immediately after capsaicin. Ipsilateral and contralateral paw images were captured 45 minutes after capsaicin treatment. Figure 4 Local application of capsaicin increases BSCB permeability. A: 1% Capsaicin or vehicle was applied onto the sciatic nerve and Evans
Blue extravasation was measured 24 hours later. All readings are from lumbar spinal cord ipsilateral to capsaicin or vehicle. Data are presented
as mean ± SEM; **p < 0.01 compared to naïve, n = 5-9 per group. C-fiber stimulation and peripheral nerve injury cause
delayed widespread opening of BSCB B: 1% Capsaicin was applied to the sciatic nerve and Evans Blue was injected
immediately after capsaicin. Ipsilateral and contralateral paw images were captured 45 minutes after capsaicin treatment. Figure 4 Local application of capsaicin increases BSCB permeability. A: 1% Capsaicin or vehicle was applied onto the sciatic nerve and Evans
Blue extravasation was measured 24 hours later. All readings are from lumbar spinal cord ipsilateral to capsaicin or vehicle. Data are presented
as mean ± SEM; **p < 0.01 compared to naïve, n = 5-9 per group. B: 1% Capsaicin was applied to the sciatic nerve and Evans Blue was injected
immediately after capsaicin. Ipsilateral and contralateral paw images were captured 45 minutes after capsaicin treatment. post CCI (p < 0.05). Progressively more rostral brain
areas showed lower levels of Evans Blue accumulation;
occipital cortex p = 0.058; cerebellum and frontal cortex
showed no significant increase. Thus, in addition to
increasing BSCB permeability, PNI causes disruption of
the BBB in some regions of the brain. Taking these findings together we conclude that the
increase in BSCB permeability triggered by short-dura-
tion electrical stimulation of C-fibers was not restricted
to the ipisilateral spinal dorsal horn but was wide-
spread in the spinal cord. PNI causes increase in BSCB and BBB permeability in
thoracic and cervical spinal cord and in brain Discussion We therefore questioned whether PNI might also cause
widespread opening of the blood-CNS barriers. We
found that Evans Blue accumulation was significantly
increased throughout the spinal cord 24 hrs after CCI
and SNI (Figure 5B). Thus, like C-fiber stimulation,
injury to a peripheral nerve causes extensive opening of
the BSCB. In addition, we measured Evans Blue accu-
mulation in brain regions following CCI. Significant
increases were found in caudal brain regions; brain stem
Evans Blue levels were significantly increased at 3 days Here we have discovered that peripheral nerve injury or
electrical stimulation of C-fibers in the sciatic nerve pro-
duce opening of the blood-spinal cord and blood-brain
barriers. The increase in BSCB permeability is prevented
by applying lidocaine to the nerve prior to the nerve
injury or electrical stimulation, indicating that action
potential discharge is required. By contrast, applying
lidocaine directly after the electrical stimulation had no
effect on the subsequent increase in BSCB permeability. Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74 Page 8 of 12 http://www.molecularpain.com/content/6/1/74 Increased BSCB permeability was also produced by
permeability. Our findings thus reveal a previously
Figure 5 Increased BSCB permeability extends throughout the spinal cord. A: left panel, representative spinal cord from naïve rats, rats 24
hours post C-fiber stimulation or rats with lidocaine block before C-fiber stimulation. Middle and right panels, C-fiber stimulation (middle) or
local application of capsaicin onto sciatic nerve (right) increases contralateral spinal cord Evans Blue permeability 24 hours post treatment. B:
Increased permeability to Evans Blue in the lumbar spinal cord contralateral to CCI (left panel) or SNI (middle) and in thoracic spinal cord (right). Upper picture: representative spinal cord and brain from naïve rats, or rats 24 hours post PNI. Data are presented as mean ± SEM; *P < 0.05, **p
< 0.01, **P < 0.001 compared to respective naïve groups, n = 6-9 per group. Figure 5 Increased BSCB permeability extends throughout the spinal cord. A: left panel, representative spinal cord from naïve rats, rats 24
hours post C-fiber stimulation or rats with lidocaine block before C-fiber stimulation. Middle and right panels, C-fiber stimulation (middle) or
local application of capsaicin onto sciatic nerve (right) increases contralateral spinal cord Evans Blue permeability 24 hours post treatment. Discussion It was found that L4
nerve injury caused an endogenous albumin accumula-
tion at time points of one to ten weeks after the transec-
tion. The accumulation observed at those time points
may reflect albumin that entered during the period of
opening that we have discovered here. The recovery of
BSCB integrity appears to be due to a gradual loss of
the signals that are driving the opening, rather than to
resistance of the BSCB to sustained signals to open,
because we found here that the permeability increased
upon a second nerve injury 7 days after the first. Thus,
while the BSCB is only open for several days after nerve
injury, repeated nerve injury may re-open the BSCB
after it has recovered. Because the increase in BSCB permeability is delayed
many hours after electrical C-fiber stimulation and the
increase is not prevented by applying lidocaine to the
nerve immediately after the stimulation, we infer that
the activity evoked during the stimulation acts to trigger
a cascade of events that culminates in the opening of
the barrier. It is conceivable that the cascade may
include transcription of critical genes and translation of
the relevant gene products that act as mediators. In
addition, or alternatively, to increased production of cer-
tain gene products, key elements of the BBB might
become reduced, and in preliminary experiments we
have found a decrease in the level of aquaporin-4, a
component of the BBB, preceding the increase in per-
meability [19]. Given the widespread increase in vascular
permeability in the CNS, a possible scenario may be that
the cascade of events involves the production and
release of a humoral mediator, or mediators, that act on
the cellular and/or intercellular elements that maintain
the intact barrier. Alternatively, there could be rostral
spread of BSCB permeability from an initiation site in
the lumbar dorsal horn or central release of diffusible
mediator(s) that circulate within the cerebrospinal fluid. Or, the increased permeability might be caused by
synaptically released mediators from neuronal pathways
having widespread projections, such as those from
brainstem or hypothalamic regions. Traumatic and ischemic injuries to the CNS are well-
known to cause localized disruption of the BBB which is
considered critical to the pathophysiology [1,33,34]. Discussion For example, fibronectin is known to cross the
opened BBB [26] and this is known to stimulate P2X4R
expression in microglia [27], and this increase in P2X4
is critical for mechanical hypersensitivity after PNI
[28,29]. Also, matrix metalloproteinases (MMPs) have
been implicated in opening the BBB [30], and MMPs in
the dorsal horn are critical for pain hypersensitivity after
PNI [31,32]. However, the PNI-induced increase in BBB
permeability is not sufficient on its own to cause pain
hypersensitivity because permeability is increased
throughout the spinal cord whereas pain hypersensitivity
is typically restricted to the region near the nerve injury. Our finding that the PNI-induced increase in BSCB
permeability began within 24 hours and the permeability
returning to the basal level by 7 days after PNI, is at
earlier time points than a previous report using transec-
tion of the L4 spinal nerve [18]. It was found that L4
nerve injury caused an endogenous albumin accumula-
tion at time points of one to ten weeks after the transec-
tion. The accumulation observed at those time points
may reflect albumin that entered during the period of
opening that we have discovered here. The recovery of
BSCB integrity appears to be due to a gradual loss of
the signals that are driving the opening, rather than to
resistance of the BSCB to sustained signals to open,
because we found here that the permeability increased
upon a second nerve injury 7 days after the first. Thus,
while the BSCB is only open for several days after nerve
injury, repeated nerve injury may re-open the BSCB
after it has recovered. Traumatic and ischemic injuries to the CNS are well-
known to cause localized disruption of the BBB which is
considered critical to the pathophysiology [1,33,34]. With the stimuli used presently – PNI, electrical C-fiber
stimulation or capsaicin applied to the nerve – there is
no direct injury to areas where the BSCB and BBB per-
meability is increased. Thus, CNS injury cannot account
for the increases in BSCB and BBB permeability we have activation. Plasma extravasation has been found to begin
within tens of seconds of the start of C fiber stimulation
[20,23]. By contrast, BSCB permeability has been found
to not increase during or within minutes after C fiber
stimulation [13] or with intravenous administration of
capsaicin [24]. Discussion Thus, the onset of the effect of TRPV1-
expressing afferents on vascular permeability in periph-
eral tissues is dramatically different than that of the
effect of these fibers on vascular permeability in the
CNS. A second major difference between the effects of
TRPV1-afferents on peripheral versus CNS vascular per-
meability is the duration of the increase: peripheral
plasma extravasation ends within minutes of terminating
electrical C-fiber stimulation [23], whereas the increase
in BSCB permeability persists for days after the stimula-
tion. A third difference is the localization of the increase
in vascular permeability: plasma extravasation in the
periphery is highly localized to the territory innervated
by the nerve that is stimulated [25] whereas the increase
in permeability in the CNS is evoked far beyond the
anatomical distribution of the central terminals, occur-
ring throughout the spinal cord. These major differences
imply that, beyond being initiated by TRPV1-expressing
C-fibers, the mechanisms for the sensory neuron-evoked
increase in vascular permeability in the CNS are highly
divergent from those producing plasma extravasation in
the periphery. The increase in BSCB permeability might contribute
to the development of pain hypersensitivity after PNI. Increased permeability may facilitate the entry of circu-
lating cells such as monocytes [15] and T cells [17] that
home to the dorsal horn near the site of termination of
the central endings of injured primary afferents. Increased BSCB permeability could also allow entry of
soluble factors that are normally excluded but that
could contribute to pain hypersensitivity in the dorsal
horn. For example, fibronectin is known to cross the
opened BBB [26] and this is known to stimulate P2X4R
expression in microglia [27], and this increase in P2X4
is critical for mechanical hypersensitivity after PNI
[28,29]. Also, matrix metalloproteinases (MMPs) have
been implicated in opening the BBB [30], and MMPs in
the dorsal horn are critical for pain hypersensitivity after
PNI [31,32]. However, the PNI-induced increase in BBB
permeability is not sufficient on its own to cause pain
hypersensitivity because permeability is increased
throughout the spinal cord whereas pain hypersensitivity
is typically restricted to the region near the nerve injury. Our finding that the PNI-induced increase in BSCB
permeability began within 24 hours and the permeability
returning to the basal level by 7 days after PNI, is at
earlier time points than a previous report using transec-
tion of the L4 spinal nerve [18]. Discussion B:
Increased permeability to Evans Blue in the lumbar spinal cord contralateral to CCI (left panel) or SNI (middle) and in thoracic spinal cord (right). Upper picture: representative spinal cord and brain from naïve rats or rats 24 hours post PNI Data are presented as mean ± SEM; *P < 0 05 **p Figure 5 Increased BSCB permeability extends throughout the spinal cord. A: left panel, representative spinal cord from naïve rats, rats 24
hours post C-fiber stimulation or rats with lidocaine block before C-fiber stimulation. Middle and right panels, C-fiber stimulation (middle) or
local application of capsaicin onto sciatic nerve (right) increases contralateral spinal cord Evans Blue permeability 24 hours post treatment. B:
Increased permeability to Evans Blue in the lumbar spinal cord contralateral to CCI (left panel) or SNI (middle) and in thoracic spinal cord (right). Upper picture: representative spinal cord and brain from naïve rats, or rats 24 hours post PNI. Data are presented as mean ± SEM; *P < 0.05, **p
< 0.01, **P < 0.001 compared to respective naïve groups, n = 6-9 per group. permeability. Our findings thus reveal a previously
unknown function of TRPV1-expressing C-fibers. permeability. Our findings thus reveal a previously
unknown function of TRPV1-expressing C-fibers. Increased BSCB permeability was also produced by
direct application of capsaicin to the sciatic nerve. Tak-
ing our findings together, the most parsimonious expla-
nation is that discharge activity in TRPV1-expressing C-
fibers triggers a cascade of events which, after many
hours, leads to an increase in BSCB and BBB This function of these afferents to cause opening of
the BSCB was unanticipated as peripheral neurogenic
plasma extravasation, which is also initiated by TRPV1-
expressing C-fibers, develops rapidly upon electrical Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 Page 9 of 12 The increase in BSCB permeability might contribute
to the development of pain hypersensitivity after PNI. Increased permeability may facilitate the entry of circu-
lating cells such as monocytes [15] and T cells [17] that
home to the dorsal horn near the site of termination of
the central endings of injured primary afferents. Increased BSCB permeability could also allow entry of
soluble factors that are normally excluded but that
could contribute to pain hypersensitivity in the dorsal
horn. Lidocaine block In summary, we have discovered that peripheral nerve
injury and activation of TRPV1-expressing C-fibers
causes extensive opening of the BSCB and BBB. The
onset of the opening is delayed by many hours after
the stimulus and persists for several days. The opening
of the BSCB may contribute to the pathophysiology of
neuropathic pain hypersensitivity by creating a permis-
sive environment for recruitment and infiltration of
circulating immune cells into the spinal cord parench-
yma. Given the widespread effect on vascular perme-
ability in the CNS it is possible that activating the
sensory nerves causes the release of a circulating fac-
tor, or factors, that causes breakdown of the barrier. Our findings have a number of potential clinical impli-
cations for situations where there is activation of
TPRV1-expressing C-fibers, such as trauma or other
noxious peripheral stimuli. 0.1 ml of 2% lidocaine (Novocol Pharmaceutical,
Canada) was applied topically to the sciatic nerve for 30
minutes before nerve injury or C-fiber stimulation. The
efficacy of local lidocaine block was confirmed by lack
of peripheral plasma extravasations 45 minutes after
C-fiber stimulation. Electrical stimulation of sciatic nerve The sciatic nerve was isolated as described above and a
bipolar stimulating hook electrode was used for electrical
stimulation. The stimulation parameters for C-fiber strength
stimulation were: 5 min train duration, 500 μsec stimulus
pulse duration, 10 Hz, 10 mA. The stimulation parameters
for A-fiber strength stimulation were: 5 min train duration,
150 μsec stimulus pulse duration, 10 Hz, 1 mA. Capsaicin stimulation Capsaicin (1% in Ethanol: Tween 80: saline 1:1:8, Sigma-
Aldrich) or vehicle was applied to the sciatic nerve. Peripheral Nerve injury models p
j
y
Spared nerve injury (SNI) was performed as described
previously [36]. Briefly, rats were anaesthetized by iso-
fluorane inhalation and the left sciatic nerve exposed
under aseptic conditions. The distal trifurcation of the
sciatic nerve was identified and the tibial and common
peroneal branches ligated and cut, leaving the sural
branch intact. The wound was sutured closed and the
animals allowed to recover and returned to their hous-
ing. Chronic constriction injury (CCI) was performed as
described previously [37]. A polyethylene cuff (PE-60, 2
mm in length) was placed around the exposed left scia-
tic nerve and the wound closed as above. Sham sur-
geries, exposure of the sciatic nerve only, were also
performed. To assess the effect of sequential nerve
injury on the permeability of the BSCB, CCI was per-
formed on the left sciatic nerve followed by a further
CCI on the right nerve 7 days later. Discussion With the stimuli used presently – PNI, electrical C-fiber
stimulation or capsaicin applied to the nerve – there is
no direct injury to areas where the BSCB and BBB per-
meability is increased. Thus, CNS injury cannot account
for the increases in BSCB and BBB permeability we have
found presently. Our findings open up the possibility that PNI and acti-
vating TRPV1-expressing primary afferents may cause
increased BSCB and BBB permeability in humans. If this
is found to be the case, then there are several potential
clinical implications of our findings. First, the BSCB and
BBB would be much more permeable in situations of Page 10 of 12 Beggs et al. Molecular Pain 2010, 6:74
http://www.molecularpain.com/content/6/1/74 peripheral trauma, accidental or surgical, particularly
when there is nerve damage. From this, one may expect
that the pharmacokinetics of systemically administered
drugs may be altered and the penetration into CNS
might be enhanced. This enhanced drug penetration
might increase the potency of agents where BBB perme-
ability is limiting, but might also increase centrally-
mediated side effects. A second potential clinical implica-
tion is that our findings may point to development of
approaches to purposefully open the BBB in order to
facilitate entry of drugs that normally have limited access
to central targets. While it is unlikely that direct nerve
injury would be used therapeutically, it is conceivable
that short-duration C-fiber stimulation, done under gen-
eral anaesthesia as in the studies here in rats, might be
tolerated. However, by far the best approach would be
through ascertaining the mediator or mediators involved
in the afferent-induced opening of the BBB and to then
develop treatments based on mimicking, in a safe way,
the mechanism. A third possibility is that widespread
opening of the BBB caused by PNI or activation of
TRPV1-expressing C-fibers might contribute to the so-
called ‘sickness syndrome’ [35] that follows injury. A
final, and much more speculative, possibility to consider
pertains to non-traumatic, non-ischemic disorders where
disruption of the BBB appears critical for the pathophy-
siology, such as demyelinating, neuroimmune or neuro-
degenerative disorders. Our findings raise the possibility
that in some such diseases activity of TRPV1-expressing
C-fibers may contribute to the BBB disruption. were approved by the Animal Care Committee of the
Hospital for Sick Children. For all experiments male
250-300 g Sprague-Dawley (Charles River) were used. Evans Blue assay Blood spinal cord permeability was determined by Evans
Blue extravasation into the spinal cord. Evan’s blue dye
(2%, 4 ml/kg) was infused through the jugular vein of
anaesthetized rats. After 45 minutes animals were per-
fused with PBS. The spinal cord and supraspinal tissues
were immediately dissected and dura mater removed. The lumbar spinal cord (L4-6), and middle thoracic
cord were further dissected. Tissue was incubated in
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http://www.molecularpain.com/content/6/1/74 Beggs et al. Molecular Pain 2010, 6:74
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neuropathic, surgical and central pain. Pain 1999, 83:37-46. doi:10.1186/1744-8069-6-74
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English
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Culture Effects on the Chinese Version Boston Naming Test Performance and the Normative Data in the Native Chinese-Speaking Elders in Mainland China
|
Frontiers in neurology
| 2,022
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cc-by
| 6,906
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BRIEF RESEARCH REPORT
published: 13 May 2022
doi: 10.3389/fneur.2022.866261 BRIEF RESEARCH REPORT
published: 13 May 2022
doi: 10.3389/fneur.2022.866261 Yan Li, Yuchen Qiao, Fen Wang, Cuibai Wei, Rui Wang, Hongmei Jin, Bingxin Xie, Jing You,
Jianping Jia and Aihong Zhou* Innovation Center for Neurological Disorders and Department of Neurology, National Clinical Research Center for Geriatric
Diseases, Xuanwu Hospital, Capital Medical University, Beijing, China Background: The Chinese version of Boston Naming Test (BNT-C) is administered
in China widely. However, the neuropsychological parameter of BNT-C in native
Chinese-speaking elders in mainland China has not been explored systematically. The
aim of this study was to explore cultural influences on BNT-C performance and establish
norms among native Chinese-speaking elders in Beijing. Edited by:
Pedro Rosa-Neto,
McGill University, Canada
Reviewed by:
Nilton Custodio,
Peruvian Institute of Neurosciences
(IPN), Peru
Ding Ding,
Fudan University, China
*Correspondence:
Aihong Zhou
zahxwh@163.com Edited by:
Pedro Rosa-Neto,
McGill University, Canada Reviewed by:
Nilton Custodio,
Peruvian Institute of Neurosciences
(IPN), Peru
Ding Ding,
Fudan University, China Methods: A total of 161 native, Chinese-speaking, cognitively normal elders aged ≥55
years were enrolled from various communities in Beijing. The BNT-C was conducted on all
the participants. The internal consistency, participants’ familiarity, and naming accuracy
were analyzed and compared with data from Chinese areas outside the mainland and
from American published previously. The influencing factors and stratified norms for
BNT-C were established. Specialty section:
This article was submitted to
Dementia and Neurodegenerative
Diseases,
a section of the journal
Frontiers in Neurology Results: The BNT-C showed good internal consistency (α = 0.738). Strong correlation
between naming accuracy and object familiarity was found (r = 0.962, P < 0.001). Participants’ familiarity and correct naming rate for many items were notably different
between the Chinese-speaking elders and English-speaking elders in America. The
difference in some items’ correct naming rate also existed between Beijing, Taiwan,
and Hongkong. Higher education was associated with higher scores, whereas age and
gender had no effect on BNT-C performance. The recommended norms of total naming
scores for elders with education ≤9 and >9 years were 16 and 23, respectively. Received: 31 January 2022
Accepted: 11 April 2022
Published: 13 May 2022 Keywords: Boston Naming Test, confrontation naming, cross-cultural, lexical familiarity, normative data, Chinese
population, elders Culture Effects on the Chinese
Version Boston Naming Test
Performance and the Normative Data
in the Native Chinese-Speaking
Elders in Mainland China Yan Li, Yuchen Qiao, Fen Wang, Cuibai Wei, Rui Wang, Hongmei Jin, Bingxin Xie, Jing You,
Jianping Jia and Aihong Zhou* Yan Li, Yuchen Qiao, Fen Wang, Cuibai Wei, Rui Wang, Hongmei Jin, Bingxin Xie, Jing You,
Jianping Jia and Aihong Zhou* Procedures and Scoring The BNT-C was administered to all the participants by trained
raters as described by Cheung RW who, together with his
colleagues, developed the BNT-C test (20). All 30 cards bearing
the line-drawing objects or animals were presented to the elders
in a fixed order. Participants were instructed to name each
object depicted on the cards. If the participant named one
item correctly, one point was awarded and it was recorded
among “scores of spontaneous naming (SN).” The examiner
then proceeded to the next item. If the participant gave a
wrong response or gave no response within 20 s, the participant’s
response was recorded in detail and a standard semantic cue
was provided (e.g., “it is a plant” for “tree”). A semantic cue was
designed for each item as in the original version of BNT. If the
participant gave the correct answer, one point was awarded and
it was recorded among “scores after semantic cue (SC)” (20). In the original BNT, if the participants failed the semantic cue,
then a phonemic cueing was supplied. Given that Chinese is a
logographic language and the names of most objects consist of
one sound, BNT-C adopted a multiple-choice recognition task
including the target response, name of an object similar to the
target in function (e.g., “cow” for “camel”), and name of an
object similar to the target in appearance (e.g., “mountain” for
“camel”). The participant’s response was recorded but no credit
was given for choosing naming. The total score of BNT-C ranged
from 0 to 30 (“SN” plus “SC”), the higher indicating the better
naming ability. The Chinese version of BNT (BNT-C) was developed by
Hongkong scholars by selecting 30 items from the original
English version without item adjustment and replacement (20). The authors proved that BNT-C successfully distinguished
naming impairment in Cantonese-speaking patients with a head
injury from a normal control group. Since then, BNT-C has
been widely used across China. Due to cultural differences,
people’s familiarity with BNT items varies between the Chinese
and Caucasian populations. For example, the igloo and harp
are relatively unfamiliar to the Chinese, while the abacus,
which is considered the most difficult for Americans, is well-
known to many Chinese. Consequently, the influential factors
and norm data of the BNT-C may differ markedly from those
in the west. However, there has been no study exploring
the familiarity of the BNT-C. Procedures and Scoring The per-item correct naming
rate and striated norm of BNT-C in China mainland have
not been evaluated and reported either. In this study, we
administered BNT-C to 161 Chinese-speaking community elders
in Beijing. The participants’ familiarity and naming performance
for each BNT-C item were determined and compared with
those from American (21) as well as other Chinese areas
(Taiwan and Hongkong) published previously (5, 20). The
correlations between naming accuracy and familiarity were
further explored. The effects of demographic variables (gender,
age, and education) on naming performance were examined,
and stratified norms were established considering significant
influential factors. Citation: Li Y, Qiao Y, Wang F, Wei C, Wang R,
Jin H, Xie B, You J, Jia J and Zhou A
(2022) Culture Effects on the Chinese
Version Boston Naming Test
Performance and the Normative Data
in the Native Chinese-Speaking Elders
in Mainland China. Front. Neurol. 13:866261. doi: 10.3389/fneur.2022.866261 Conclusion:
The participants’ familiarity with BNT items differed between different
cultures, which further affected the naming accuracy and total scores. The education
stratified norms established here are helpful for the better application of BNT-C in
mainland China. May 2022 | Volume 13 | Article 866261 Frontiers in Neurology | www.frontiersin.org Chinese Elders BNT-C Performance Li et al. Li et al. Chinese Version of BNT The BNT-C used in this study consists of 30 items (Table 2)
selected from the original 60 items without item adaption (20). The order of presentation followed the original sequence, and the
design of the stimulus cards was identical to that of the original
pictures (20). METHODS The Boston Naming Test (BNT) was compiled by Goodglass
and Kaplan in 1983, which is composed of 60-line drawings of
objects and animals, ranging from very familiar objects (trees
and pencils) to unfamiliar objects (Sphinx and scaffolding)
(1). By far, it is the most widely used confrontational
naming test in the world and provides valuable diagnostic
information for patients with aphasia and other cognitive-
linguistic impairments from stroke (2), head injury (3),
and
neurodegenerative
diseases
such
as
frontotemporal
dementia (4). This study was conducted from January 2018 to November 2019
at five communities in Beijing, China. The study protocol was
approved by the Ethics Review Board of the Xuanwu Hospital,
Beijing Capital Medical University. Written informed consent
was obtained from all the participants. Subjects The participants were recruited from community volunteers in
Beijing. The eligible samples for inclusion were (1) 55–85 years
old, (2) native Chinese speakers, and (3) the Mini-Mental State
Examination (MMSE) ≥24 (22). Neurologists interviewed all
the subjects. Any individuals with a history of psychiatric or
central nervous system diseases, hearing loss, learning disability,
and any other condition that was likely to have an influence on
performance in the BNT were excluded. The BNT was originally designed for English-speaking people
in North America. Individuals’ familiarity with BNT items differs
among culture, populations, and countries, which likely affect
the naming performance and total scores (5). Therefore, it is
important to explore the item familiarities and establish BNT
norms according to local cultural and linguistic populations
when used outside North America (5). So far, BNT has been
adapted to many languages, including Danish (6), Spanish
(7), Chinese (8), Dutch (9), Korean (10), French Canadian
(11), Greek (12), Italian (13), Malay (14), and Swedish (15). Among the various versions of the BNT in different languages,
some of them adopted the original English items (6, 15,
16) and others made adjustments or replacements to some
items to adapt to the local cultural background (12, 17, 18). Even in other English-speaking countries outside America,
such as Australia (19), BNT also had to be adapted to
local populations. Influential Factors and Stratified Norms for
BNT-C Multiple linear regression analysis was used to explore the effect
of age, gender, and education on BNT-C performance (Table 3). No significant correlations between age or gender and BNT-C
scores were found. The analysis identified that education strongly
correlated with BNT-C performance. Therefore, the subjects were
subgrouped into the following four educational categories: (1)
≤6 years (n = 32); (2) 7–9 years (n = 40); (3) 10–12 years
(n = 42), and (4) ≥13 years (n = 47). According to the post
hoc analysis, there were no significant differences between ≤6
years and 7–9 years of education and between 10–12 years and
≥13 years of education in scores for spontaneous naming (≤6 vs. 7–9 years: 20.29 ± 3.95 vs. 22.66 ± 3.31; 10–12 vs. ≥13 years:
25.00 ± 2.28 vs. 25.30 ± 2.37) and total scores after semantic
cueing (≤6 vs. 7–9 years: 22.29 ± 3.58 vs. 23.94 ± 3.49; 10–12
vs. ≥13 years: 26.38 ± 1.83 vs. 26.65 ± 1.85). Accordingly, we
subgrouped the participants into two education level groups (≤9
and >9 years) eventually. Internal Consistency of the BNT-C y
The 30 items composing the BNT-C showed a high-internal
reliability coefficient (α = 0.738). Every item in the BNT-C
was positively correlated with the total score and contributed
positively to Cronbach’s α for the total score. Familiarity Rating The participants were instructed to rate each item of BNT-
C for familiarity based on how usual or unusual the objects May 2022 | Volume 13 | Article 866261 Frontiers in Neurology | www.frontiersin.org 2 Li et al. Li et al. Chinese Elders BNT-C Performance Per item correct naming rates for the 30 BNT-C items were
recorded and compared with data from American normal elders
(23) and other Chinese normal elders outside the mainland
[Taiwan (5) and Hong Kong (20)]. The correct naming rate
difference between populations >20% was considered significant
(5) (Table 2). Compared with the American residents, Beijing
elders performed better in naming for compass, abacus, and
protractor but performed worse in naming igloo, harp, dart,
trellis, seahorse, cactus, and pyramid. The naming accuracy gap
of igloo, harp, dart, protractor, compass, and abacus between the
Chinese and the Americans was close to or >40%. Only 3.9%
of the Beijing elders named igloo correctly compared with 98%
of the American residents. In contrast, American residents got
55% and 46.7% correct naming rates for abacus and compass,
respectively, lower than those of the Beijing residents (97.1 and
93.2%, respectively). Compared with the Hong Kong elders,
the Beijing residents performed better in naming mushroom
and protractor but worse in seahorse and dart. The Beijing
residents named better in protractor and worse in seahorse, igloo,
harp, and trellis than the Taiwan elders. Compared with the
American elders, the Beijing, Taiwan, and Hong Kong elders were
consistently good in naming compass and abacus but consistently
worse in igloo, dart, and harp. All populations performed well in
naming tree, pencil, scissors, flowers, racquet, hanger, camel, saw,
snail, funnel, escalator, wheelchair, with a correct rate of >90%. were in their experience, using a 5-point scale ranging from 1
(very unfamiliar) to 5 (very familiar). Familiarity was defined as
“the degree to which you come in contact with or think about
the object.” RESULT In total, 161 cognitively normal elders, 74 men (46.0%) and 87
women (54.0%), were recruited for the current study. The average
age was 71 years (range: 55–85 years). The average period of
formal education was 11.4 years (range: 1–19 years). The average
MMSE score was 28.03 (range: 25–31). Demographic data and
MMSE scores stratified by education were presented in Table 1. In total, 161 cognitively normal elders, 74 men (46.0%) and 87
women (54.0%), were recruited for the current study. The average
age was 71 years (range: 55–85 years). The average period of
formal education was 11.4 years (range: 1–19 years). The average
MMSE score was 28.03 (range: 25–31). Demographic data and
MMSE scores stratified by education were presented in Table 1. Pearson correlation analysis was used to explore the
correlation between correct naming and familiarity. The Pearson
correlation coefficient was 0.962 (P < 0.001), which indicated that
naming accuracy was highly correlated with familiarity. Statistical Analysis Statistical analyses were performed with SPSS version 24.0 (SPSS
Inc., Chicago, Ill., USA). Demographic and neuropsychological
data were presented as mean ± SD or number and percentage. The mean data between two groups were analyzed using
an independent-sample t-test or χ2 test (chi-square). The
internal consistency of BNT-C was assessed by Cronbach’s alpha. Pearson’s correlation coefficient was used to determine the
correlation between naming accuracy and familiarity. A multiple
linear regression analysis was used to explore the influence of
age, gender, and education on BNT-C performance. For all tests,
P < 0.05 was considered statistically significant. Per Item Familiarity and Correct Naming
Rate of BNT-C Participants’ familiarities for each BNT-C item were recorded
and compared with those from a study that rated the 60 BNT
pictures on familiarity in 30 elder native English speakers in
America (21). However, the study adopted a scale ranging from
one (not at all familiar) to seven (very familiar) instead of one
to five. To facilitate comparison, we multiplied their results by
five-sevenths. The average familiarity of Chinese in our study was
4.33, but it was 4.94 in the American residents. Our elders rated
not familiar (<4) in seven items (igloo, harp, pyramid, seahorse,
dart, cactus, and trellis) and rated familiar or very familiar in the
remaining 23 items. American elders rated all 30 items as familiar
or very familiar. Further analysis into items with a familiarity
difference >0.5 showed that Americans were much more familiar
with igloos than Chinese (4.98 vs. 1.95). They were also more
familiar with harp (5 vs. 3.07), pyramid (4.98 vs. 3.35), cactus (5
vs. 3.79), dart (4.86 vs. 3.71), seahorse (4.81 vs. 3.67), and trellis
(4.93 vs. 3.83). The familiarities with rhinoceros, harmonica,
tongs, protractor, and tripod were also 0.5 points higher in the
Americans than in the Chinese residents. Abacus was the only
item that the Chinese residents were more familiar with than the
Americans (4.80 vs. 4.55) (Table 2). The naming accuracy was significantly higher in the high
education group (>9 years) than in the lower education group
(≤9 years) in seahorse (77.00 vs. 42.90%, P < 0.001), dart
(68.90 vs. 47.60%, P = 0.031), rhinoceros (95.10 vs. 78.60%,
P = 0.010), harp (54.10 vs. 26.20%, P = 0.005), pyramid (86.90
vs. 47.60%, P < 0.001), compass (100.00 vs. 83.30%, P = 0.004),
tripod (90.20 vs. 52.40%, P < 0.001), tongs (91.80 vs. 71.40%, May 2022 | Volume 13 | Article 866261 Frontiers in Neurology | www.frontiersin.org 3 Chinese Elders BNT-C Performance Li et al. TABLE 1 | Demographic and neuropsychological data. Per Item Familiarity and Correct Naming
Rate of BNT-C 23.36 ±
3.65, P < 0.001) than the lower education group (Table 1). We
chose “mean-2∗SD” as the recommended cut-offvalue. For the
individuals with formal education >9 years, the appropriate
cutoffwas 20 for spontaneous naming scores and 23 for total
scores. For the individuals with formal education ≤9 years, the
cutoffscores were 14 and 16, respectively. P = 0.006), and protractor (85.20 vs. 57.10%, P = 0.001)
(Table 4). Consequently, the high education group achieved
better spontaneous naming scores (25.14 ± 2.33 vs. 21.79 ±
3.75, P < 0.001) and total scores (26.47 ± 1.88 vs. 23.36 ±
3.65, P < 0.001) than the lower education group (Table 1). We
chose “mean-2∗SD” as the recommended cut-offvalue. For the
individuals with formal education >9 years, the appropriate
cutoffwas 20 for spontaneous naming scores and 23 for total
scores. For the individuals with formal education ≤9 years, the
cutoffscores were 14 and 16, respectively. DISCUSSION BNT
was
originally
developed
for
the
English-speaking
populations in America. Because of its practicability and
simplicity, many scholars have translated and adapted BNT
for people with different languages and cultural backgrounds. BNT-C was composed by selecting 30 items from the original
English version and is widely used in China. However, the
psychometrics of the BNT-C has been rarely reported on
and evaluated in the native Chinese-speaking elderly in the
mainland. This study explored the internal consistency, per item
familiarity, and correct naming rate of the BNT-C for the first
time and generated striated norms for the Chinese-speaking
elders in mainland China. We found good internal consistency
in BNT-C, indicating that the items of this test reliably measure
the same construct. Compared with the Americans, the Chinese
elders were significantly less familiar with many items in the
BNT-C and achieved low naming accuracy and total scores. We
identified a positive correlation between education and BNT-C
performance and established norms according to different
education levels. A previous study indicated that picture familiarity facilitates
the processing of BNT word representations (24). It is expected
that people likely name objects correctly when they are familiar
with them. Consistently, we found a strong positive correlation
between naming accuracy and item familiarity in the BNT-C
performance. This correlation further explained the difference in
per item correct naming rate between the Chinese and American
residents. The American residents performed better in naming
igloo, cactus, harp, and pyramid which they were more familiar
with than the Chinese. In contrast, they perfomed significantly
worse in naming abacus which they were least familiar with. The results further demonstrated how familiarity influenced
naming accuracy. Per Item Familiarity and Correct Naming
Rate of BNT-C Total
Education (years)
t
P-value
≤9
>9
Number
161
72
89
/
Male: female ratio
74:87
31:41
43:46
0.443
0.506
Age, years
71.00 ± 6.29
70.70 ± 6.69
71.19 ± 6.06
−0.414
0.680
Education, years
11.41 ± 3.54
7.74 ± 1.46
13.76 ± 2.22
15.245
<0.001
MMSE
28.03 ± 1.65
27.45 ± 1.90
28.43 ± 1.33
−3.058
0.003
BNT-C scores (SN)
23.83 ± 3.37
21.79 ± 3.75
25.14 ± 2.33
−5.488
<0.001
BNT-C scores (TS)
25.26 ± 3.10
23.36 ± 3.65
26.47 ± 1.88
−5.405
<0.001
BNT-C cut-off score (SN)
14
20
BNT-C cut-off score (TS)
16
23
MMSE, Mini-Mental State Examination; BNT-C, the Chinese version of the Boston Naming Test; SN, scores of spontaneous naming; TS, total scores (“scores of spontaneous naming”
plus “scores after semantic cue”). TABLE 1 | Demographic and neuropsychological data. life experiences, and education levels. However, familiarity data
have been rarely evaluated and reported previously both in China
and other countries. The current study found that the Chinese
elders were not familiar with igloo, harp, pyramid, seahorse,
dart, cactus, and trellis, which are not common in daily life or
ordinary readings in China. Ferraro et al. rated the BNT pictures
on familiarity in 30 elder native English speakers in America
(21). As expected, the Chinese residents were less familiar with
many items than the American residents. Most Chinese elders
were very unfamiliar with igloo, which was very familiar to the
Americans. In contrast, the Chinese residents were more familiar
with abacus which was less familiar to the Americans. Many
Chinese elders used the abacus for calculation in their early lives. The discrepancies in familiarities for BNT items truly reflected
the cultural difference between China and America. Besides BNT-
C, there were many adapted versions outside North America. Most modified versions replaced part test items according to
local cultures (12, 17, 18). It seems appropriate to consider
the possibility of replacing items that are not suitable for the
Chinese individuals with more culturally representative items in
the adapted Chinese BNT version. The development of new test
items was outside the scope of this study, but future research
should certainly address this consideration. P = 0.006), and protractor (85.20 vs. 57.10%, P = 0.001)
(Table 4). Consequently, the high education group achieved
better spontaneous naming scores (25.14 ± 2.33 vs. 21.79 ±
3.75, P < 0.001) and total scores (26.47 ± 1.88 vs. Object Familiarity and Naming Accuracy of
BNT-C in Different Cultural Backgrounds Object Familiarity and Naming Accuracy of
BNT-C in Different Cultural Backgrounds
BNT consists of 60 items for participants to name, including
common things such as beds and trees, as well as uncommon
objects such as pyramids and sphynx. People vary in their
familiarities with each item due to different cultural backgrounds, BNT consists of 60 items for participants to name, including
common things such as beds and trees, as well as uncommon
objects such as pyramids and sphynx. People vary in their
familiarities with each item due to different cultural backgrounds, BNT-C was developed by the Hong Kong scholars and was
used in Taiwan and the mainland widely. Compared with people
from Hong Kong or Taiwan, Beijing elders performed better May 2022 | Volume 13 | Article 866261 Frontiers in Neurology | www.frontiersin.org 4 Chinese Elders BNT-C Performance Li et al. TABLE 2 | Per-item familiarity and correct naming rate of BNT-C in our study and other studies. Item
Original item No. Item
Familiarity
Correct (%)
No. Object Familiarity and Naming Accuracy of
BNT-C in Different Cultural Backgrounds BJ
USA (21)
BJ
HK (20)
TW (5)
USA (23)
Number
161
30
161
77
264
60
Age range
55–85
56–86
55–85
23–79
60–92
40–78
Education, years
11.4
15.0
11.4
9.7
12.5
13.9
SN
N/A
N/A
23.8 (3.4)
24.9 (3.0)
24.7 (3.9)
N/A
TS
N/A
N/A
25.2 (3.1)
26.7 (2.8)
N/A
54.5
1
2
Tree
4.84
5.00
100.0
100.0
100.0
100.0
2
3
Pencil
4.90
5.00
100.0
100.0
100.0
100.0
3
6
Scissors
4.92
5.00
100.0
100.0
100.0
98.3
4
8
Flowers
4.79
5.00
100.0
100.0
100.0
98.3
5
9
Saw
4.66
5.00
98.1
100.0
98.1
100.0
6
12
Broom
4.90
5.00
89.3
94.8
98.1
100.0
7
14
Mushroom
4.84
5.00
100.0
67.5
97.7
93.3
8
15
Hanger
4.91
5.00
99.0
100.0
99.2
100.0
9
16
Wheelchair
4.75
5.00
91.4
92.2
96.2
100.0
10
17
Camel
4.62
4.88
99.0
98.7
99.2
98.3
11
21
Racquet
4.76
5.00
100.0
97.4
98.1
100.0
12
22
Snail
4.60
4.95
98.1
90.9
96.2
100.0
13
24
Seahorse
3.67
4.81
63.1
90.9
82.6
91.7
14
25
Dart
3.71
4.86
61.4
83.1
73.9
98.3
15
30
Harmonica
4.24
5.00
80.6
83.1
84.5
86.7
16
31
Rhinoceros
4.13
4.95
88.4
81.8
93.6
83.0
17
33
Igloo
1.95
4.98
3.9
20.8
60.6
98.3
18
36
Cactus
3.79
5.00
71.8
85.7
86.4
100.0
19
37
Escalator
4.72
5.00
94.2
97.4
97.3
100.0
20
38
Harp
3.07
5.00
43.1
54.5
68.9
100.0
21
42
Stethoscope
4.67
5.00
95.2
83.1
87.9
96.7
22
43
Pyramid
3.35
4.98
70.9
83.1
79.5
95.0
23
46
Funnel
4.68
5.00
96.1
98.7
92.0
95.0
24
47
Accordion
4.57
4.95
96.1
77.9
84.8
91.7
25
50
Compass
4.63
4.91
93.2
90.9
92.0
46.7
26
52
Tripod
4.23
4.84
74.8
63.6
80.3
81.7
27
54
Tongs
4.20
4.95
83.5
81.8
96.6
81.7
28
57
Trellis
3.83
4.93
57.3
41.6
84.5
88.3
29
59
Protractor
4.16
4.81
73.8
33.8
44.7
35.0
30
60
Abacus
4.80
4.55
97.1
98.7
99.6
55.0
BNT-C, the Chinese version of the Boston Naming Test; “Original Item No.” refers to the original BNT (1). Values for education and BNT are means. N/A, Not available; SN, scores of TABLE 2 | Per-item familiarity and correct naming rate of BNT-C in our study and other studies. BNT-C, the Chinese version of the Boston Naming Test; “Original Item No.” refers to the original BNT (1). Values for education and BNT are means. Object Familiarity and Naming Accuracy of
BNT-C in Different Cultural Backgrounds Multicenter studies adopting the
same inclusion criteria are required in future work for a more
convincing comparison. Object Familiarity and Naming Accuracy of
BNT-C in Different Cultural Backgrounds N/A, Not available; SN, scores of
spontaneous naming; TS, total scores (“scores of spontaneous naming” plus “scores after semantic cue”); BJ, Beijing; HK, Hongkong; TW, Taiwan. TABLE 3 | Results of multiple linear regression analysis of gender, age, and education on BNT-C score. Unstandardize B
Coefficients std. error
Standardized coefficients
beta
t
P-value
(Constant)
24.466
3.949
6.195
<0.001
Gender
−1.043
0.587
−0.180
−1.778
0.079
Age
−0.002
0.055
−0.004
−0.041
0.967
Education
1.854
0.632
0.310
2.936
0.004
BNT-C, the Chinese version of the Boston Naming Test. TABLE 3 | Results of multiple linear regression analysis of gender, age, and education on BNT-C score. regression analysis of gender, age, and education on BNT-C scor May 2022 | Volume 13 | Article 866261 5 Frontiers in Neurology | www.frontiersin.org Chinese Elders BNT-C Performance Li et al. TABLE 4 | Percentage of correct BNT-C between two different education levels. Item
Correct (%)
χ2
P-value
≤9 years
>9 years
Tree
100.00
100.00
–
–
Pencil
100.00
100.00
–
–
Scissors
100.00
100.00
–
–
Flowers
100.00
100.00
–
–
Saw
95.20
100.00
2.96
0.164
Broom
88.10
90.20
0.00
0.992
Mushroom
100.00
100.00
–
–
Hanger
97.60
100.00
1.47
0.408
Wheelchair
95.20
88.50
0.69
0.406
Camel
100.00
98.40
0.70
1.000
Racquet
100.00
100.00
–
–
Snail
97.60
98.40
0.07
1.000
Seahorse
42.90
77.00
12.49
<0.001
Dart
47.60
68.90
4.68
0.031
Harmonica
76.20
83.60
0.87
0.35
Rhinoceros
78.60
95.10
6.59
0.010
Igloo
4.80
3.30
0.00
1.000
Cactus
64.30
77.00
2.00
0.157
Escalator
90.50
96.70
0.81
0.367
Harp
26.20
54.10
7.92
0.005
Stethoscope
92.90
96.70
0.19
0.667
Pyramid
47.60
86.90
18.58
<0.001
Funnel
92.90
98.40
0.81
0.367
Accordion
92.90
98.40
0.81
0.367
Compass
83.30
100.00
8.44
0.004
Tripod
52.40
90.20
18.82
<0.001
Tongs
71.40
91.80
7.49
0.006
Trellis
54.80
59.00
0.18
0.668
Protractor
57.10
85.20
10.16
0.001
Abacus
100.00
95.10
0.74
0.388
BNT-C, the Chinese version of the Boston Naming Test. BNT score of 55). Combining the familiarity differences and
the correlation between familiarity and naming accuracy, we
could infer that cultural background influences participants’
familiarities with BNT items, which affects the naming accuracy
further and impact the total scores ultimately. However, it should
be noted that the per-item familiarity and correct naming rate
of BNT-C in this study and other studies in HK, TW, and
the USA may have limited comparability given the varied age
range and educational levels. Frontiers in Neurology | www.frontiersin.org Effects of Demographic Factors on the
BNT-C Performance Demographic variables including age, gender, and education
were repeatedly reported to impact the performance of cognition
measures. Lower mean BNT scores with lower educational levels
have been frequently found in the published works of literature
(26–30). This study also demonstrated that education correlated
significantly with BNT-C scores. Our findings were consistent
with other research. Cheung et al. (20) performed the BNT-C in
77 normal adults in Hong Kong and found a positive association
between education and naming scores (r = 0.342, P < 0.01). Chen et al. (5) applied the same BNT-C to 264 native Chinese
people with normal cognition aged >60 years in Taiwan. They
also found years of education were positively correlated with
BNT-C score (r = 0.376, P < 0.01). Our research further showed
that high-educated participants made fewer errors than low-
educated subjects on dart, harp, pyramid, tripod, and protractor. The results were supported by the study exploring the influence
of schooling on the performance of aphasia examination, which
indicated that confrontation naming demands a greater degree
of semantic knowledge, which is proved with increasing years
of formal education (31). This may be because these objects are
not common in daily life but are acquired gradually in study
and reading. The influence of gender and age on BNT performance remains
controversial. Using the original 60-item BNT in normal elders
in Middle Tennessee, Welch (30) found that age was significantly
involved in confrontational naming ability. Moreover, there was
also a gender bias that men scored significantly higher on 17
items than women. However, no gender effect was found for the
Turkish version of the BNT (32) and the adapted BNT version
for the Portuguese speakers (33). The Korean version of the BNT
scores was slightly affected by age but rarely influenced by gender
(10). For BNT-C, Cheung, who developed the BNT-C, found
that gender and age have no effects on naming performance
in Hongkong Chinese population (20). Chen et al. (5) did not
identify the effect of either gender and age on BNT-C scores in the
Taiwan residents. Consistent with previous research, we found
no correlations between age or gender and BNT-C performance
in this study. It likely indicated that gender and age affect the
performance less on this 30-item BNT-C version. in naming protractor but worse in seahorse, dart, igloo, and
harp. Effects of Demographic Factors on the
BNT-C Performance This was probably because the residents in Hong Kong
and Taiwan were more influenced by western culture than the
Chinese mainland residents. Compared with the Americans,
the Chinese people including Beijing, Taiwan, and Hong Kong
consistently performed better in naming compass and abacus
but consistently worse in igloo, dart, and harp. This consistency
reflected the long-term differences between the Chinese culture
and the American culture. Hobson et al. (25) showed a reliable creation of an estimated
60-item BNT score from administrations of the 30-item BNT
by multiplying the obtained score by two. By this method, the
total BNT scores from our study and those from Hong Kong
were multiplied by the two to allow comparisons across different
studies. The calculated total scores (“scores of spontaneous
naming” plus “scores after semantic cuing”) for elders in Beijing
(estimated BNT score of 50) were lower than that in Hong Kong
(20) (estimated BNT score of 53) and America (23) (estimated This study has several limitations. First, our study mainly
recruited the elders aged ≥55 years, so the data may not
be generalized to the adults of all ages. Second, the major May 2022 | Volume 13 | Article 866261 6 Chinese Elders BNT-C Performance Li et al. subjects were educated and only few were illiterate. This might
underestimate the education effects on BNT-C performance. However, with the popularization of compulsory education, there
were fewer illiterates now, and there will hardly be illiterates in
the future. The results of this study will be suitable for future
use. Third, the number of participants in each age-education cell
was relatively small. Further research should expand the sample
size. Fourth, the participants were recruited from communities
in the urban areas of Beijing. In the future, urban and rural
residents should be selected nationwide to make the results
more representative. Another one that should be considered
was that the American, Hong Kong, and Taiwan studies used
for comparison were conducted 10 years or more before. The
results may deviate from the real differences between the current
population. However, the Chinese people rated less familiar and
score on many items than the American decades later, indicating
that cultural differences between China and America and their
impact on BNT-C persist till now. accuracy for each BNT-C item between the Americans and native
Chinese speakers, which was highly consistent with the cultural
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disorders. J Clin Psychiatry. (2020) 81:19m12811. doi: 10.4088/JCP.19m12811 13. Riva D, Nichelli F, Devoti M. FUNDING This study was supported by the projects of the National Natural
Science Foundation of China (No. 30900394). This study was supported by the projects of the National Natural
Science Foundation of China (No. 30900394). ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Ethics Committee of Xuanwu Hospital, Capital
Medical University. The patients/participants provided their
written informed consent to participate in this study. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. Effects of Demographic Factors on the
BNT-C Performance The possibility of replacing items that are not suitable
for the Chinese individuals with more culturally representative
objects should be considered in future work. CONCLUSIONS AZ: conception, design, and revision of the article. YL, YQ, FW,
and CW: data collection. YL: analysis and drafting of the article. RW, HJ, BX, and JY: data collection. JJ: revision of the article and
approved the final version. All authors contributed to the article
and approved the submitted version. To our knowledge, it was the first time to establish norm
scores of BNT-C considering influencing factors in the elderly
population of Chinese mainland. These scores presented here
take into account subjects’ education level and are therefore likely
to help clinicians make diagnostic decisions more accurately. Further research should expand the sample size and explore
the sensitivity and specificity of the BNT-C for the linguistic
disorders in the native Chinese-speaking population. We also
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2:131–9. doi: 10.1375/brim.2.2.131 Copyright © 2022 Li, Qiao, Wang, Wei, Wang, Jin, Xie, You, Jia and Zhou. 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
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10.1076/clin.16.4.555. 13916 May 2022 | Volume 13 | Article 866261 Frontiers in Neurology | www.frontiersin.org 8
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English
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Regioselective Glucuronidation of Diosmetin and Chrysoeriol by the Interplay of Glucuronidation and Transport in UGT1A9-Overexpressing HeLa Cells
|
PloS one
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cc-by
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Editor: Alberto G Passi, University of Insubria,
ITALY Published: November 10, 2016 Copyright: © 2016 Zeng 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. RESEARCH ARTICLE Data Availability Statement: All relevant data are
within the paper. Data Availability Statement: All relevant data are
within the paper. Funding: This research was supported by the joint
fund set up by the National Natural Science
Foundation of China (No. U1203204), the National
Natural Science Foundation of China (No. 81460638, 81360671), Science and Technology
Project of Guangzhou City (201509010004) and
Guangdong Natural Science Foundation Province
(2015AD030312012). Regioselective Glucuronidation of Diosmetin
and Chrysoeriol by the Interplay of
Glucuronidation and Transport in UGT1A9-
Overexpressing HeLa Cells Xuejun Zeng1,2☯, Jian Shi2☯, Min Zhao2, Qingwei Chen1,2, Liping Wang2, Huangyu Jiang2,
Feifei Luo2, Lijun Zhu2, Linlin Lu2, Xinchun Wang1*, Zhongqiu Liu2* 1 Department of Pharmacy, First Hospital Affiliated to Shihezi University, Shihezi, Xinjiang, 832002, China,
2 International Institute for Translational Chinese Medicine, Guangzhou University of Chinese Medicine,
Guangzhou, Guangdong, 510006, China 1 Department of Pharmacy, First Hospital Affiliated to Shihezi University, Shihezi, Xinjiang, 832002, China,
2 International Institute for Translational Chinese Medicine, Guangzhou University of Chinese Medicine,
Guangzhou, Guangdong, 510006, China a1111 ☯These authors contributed equally to this work. * liuzq@gzucm.edu.cn (ZL); cwjwxc@163.com (XW) OPEN ACCESS This study aimed to determine the reaction kinetics of the regioselective glucuronidation of
diosmetin and chrysoeriol, two important methylated metabolites of luteolin, by human liver
microsomes (HLMs) and uridine-50-diphosphate glucuronosyltransferase (UGTs) enzymes. This study also investigated the effects of breast cancer resistance protein (BCRP) on the
efflux of diosmetin and chrysoeriol glucuronides in HeLa cells overexpressing UGT1A9
(HeLa—UGT1A9). After incubation with HLMs in the presence of UDP-glucuronic acid,
diosmetin and chrysoeriol gained two glucuronides each, and the OH—in each B ring of
diosmetin and chrysoeriol was the preferable site for glucuronidation. Screening assays
with 12 human expressed UGT enzymes and chemical-inhibition assays demonstrated that
glucuronide formation was almost exclusively catalyzed by UGT1A1, UGT1A6, and
UGT1A9. Importantly, in HeLa—UGT1A9, Ko143 significantly inhibited the efflux of diosme-
tin and chrysoeriol glucuronides and increased their intracellular levels in a dose-dependent
manner. This observation suggested that BCRP-mediated excretion was the predominant
pathway for diosmetin and chrysoeriol disposition. In conclusion, UGT1A1, UGT1A6, and
UGT1A9 were the chief contributors to the regioselective glucuronidation of diosmetin and
chrysoeriol in the liver. Moreover, cellular glucuronidation was significantly altered by inhibit-
ing BCRP, revealing a notable interplay between glucuronidation and efflux transport. Dios-
metin and chrysoeriol possibly have different effects on anti-cancer due to the difference of
UGT isoforms in different cancer cells. Citation: Zeng X, Shi J, Zhao M, Chen Q, Wang L,
Jiang H, et al. (2016) Regioselective
Glucuronidation of Diosmetin and Chrysoeriol by
the Interplay of Glucuronidation and Transport in
UGT1A9-Overexpressing HeLa Cells. PLoS ONE
11(11): e0166239. doi:10.1371/journal. pone.0166239 Citation: Zeng X, Shi J, Zhao M, Chen Q, Wang L,
Jiang H, et al. (2016) Regioselective
Glucuronidation of Diosmetin and Chrysoeriol by
the Interplay of Glucuronidation and Transport in
UGT1A9-Overexpressing HeLa Cells. PLoS ONE
11(11): e0166239. doi:10.1371/journal. pone.0166239 Citation: Zeng X, Shi J, Zhao M, Chen Q, Wang L,
Jiang H, et al. (2016) Regioselective
Glucuronidation of Diosmetin and Chrysoeriol by
the Interplay of Glucuronidation and Transport in
UGT1A9-Overexpressing HeLa Cells. PLoS ONE
11(11): e0166239. doi:10.1371/journal. pone.0166239 Glucuronidation of Diosmetin and Chrysoeriol by
the Interplay of Glucuronidation and Transport in
UGT1A9-Overexpressing HeLa Cells. PLoS ONE
11(11): e0166239. doi:10.1371/journal. pone.0166239 Glucuronidation and Transportation of Diosmetin and Chrysoeriol pharmacological effects, including antioxidation, anti-inflammation, and anticarcinogenic
activity [2,3]. A study reported that after luteolin’s oral administration, it undergoes methyla-
tion as a major metabolic pathway. Isomers diosmetin (5,7,30-trihydroxy-40-methoxyflavone)
and chrysoeriol (5,7,40-trihydroxy-30- methoxyflavone) are the two methylated metabolites [4]
of luteolin. These isomers have been shown to exhibit common biological effects, such as oste-
oporosis prevention [5]. Diosmetin is an active ingredient of some medications [6] and has
been reported to display several biological properties, including anticancer effects [7,8] and
antibacterial actions [9]-. Similar to diosmetin, chrysoeriol is mainly distributed in many plant
products, such as parsley [10] and peanut hull [11]. Chrysoeriol could inhibit lipid peroxida-
tion in low-density lipoprotein [11] and exhibit antioxidant activity and free radical scavenging
ability [12]. The biological properties of flavone are well known to be severely limited by the
compound’s low bioavailability resulting from extensive metabolism and excretion. However,
studies on the mechanism and characteristics of the metabolism and excretion of diosmetin
and chrysoeriol are few. Competing Interests: The authors have declared
that no competing interests exist. Uridine-50-diphosphate glucuronosyltransferases (UGTs) are a superfamily of enzymes that
catalyze the glucuronidation of many compounds [13]. Glucuronidation, a primary phase II
conjugation reaction, is considered as a detoxification mechanism because the generated glu-
curonides are highly polar and can be rapidly eliminated [14,15]. UGT isoforms involved in
glucuronidation of phenolics and other relevant compounds discussed belong to UGT1A or
UGT2B family [13], and these enzymes possess broad and overlapping substrate specificities. Our previous study demonstrated that diosmetin and chrysoeriol could be metabolized to
their phase II metabolites by Ugts [16]. Thus, the UGT-catalyzed glucuronidation could play a
key role in determining the bioavailability and clearance of diosmetin and chrysoeriol [13]. However, the characteristics of and difference between the glucuronidation of diosmetin and
chrysoeriol by UGTs and the other major contributing enzymes have not been fully estab-
lished. This knowledge is valuable in achieving better prediction of diosmetin and chrysoeriol
disposition, which could be the main factors affecting the compounds’ bioavailability and bio-
logical activities. Our findings could also add to the general understanding of the mechanisms
of action of diosmetin and chrysoeriol in vivo. On the other hand, the high polarity of the glucuronides renders difficult their passive diffu-
sion outward from the cell. As such, the glucuronides require efflux transporters to exit the
cells. Introduction 81460638, 81360671), Science and Technology
Project of Guangzhou City (201509010004) and
Guangdong Natural Science Foundation Province
(2015AD030312012). Luteolin (30,40,5,7-tetrahydroxyflavone), a typical catecholic flavonoid, is present in various
dietary sources such as fruits, vegetables, wines, oils, tea etc [1]. It exhibits a wide range of PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 1 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Cell Culture HeLa and HeLa—UGT1A9 cells were seeded into six-well plate at a density of 1.0 × 105
cells/well, and were grown using Dulbecco’s modified Eagle’smedium (DMEM) supplemented
with 10% fetal bovine serum (FBS). After 3 ~ 4 days of seeding, the cells can be used for the
glucuronidation experiments. The cellular glucuronidation of flavone is hence presumed to be affected by the activities
of glucuronidation enzymes, relevant efflux transporters, and the interplay between UGT
enzymes and efflux transporters [17]. Breast cancer resistance protein (BCRP), an important
efflux pump in the cell membrane, is known to participate in the biliary and intestinal excretion
of many flavone glucuronides [18–20]. Therefore, the interplay between BCRP and UGT
enzymes could play a key role in the phase II disposition of flavone. Understanding the role of
BCRP is important for assessing the contribution of BCRP in glucuronide disposition. Our
group studied the effect of such interplay on luteolin disposition using established HeLa—
UGT1A9 cells with UGT1A9 and BCRP to investigate the metabolism of luteolin and the excre-
tion of its glucuronides [13]. Compared with Caco-2 and MDCK II cells, HeLa—UGT1A9 cells
serve as a suitable model for the study of the interplay between transporters and UGT enzymes
because of the functional expression of only one dominant UGT and one dominant efflux
transporter in these cells [21,22]. Diosmetin and chrysoeriol are the main methylation metabo-
lites of luteolin. Hence, the study of the effect of the interplay between transporters and UGT
enzymes on diosmetin and chrysoeriol metabolism is important and useful for determining the
mechanism and characteristics of the absorption and metabolism of luteolin in vivo. The present study aimed to determine and compare the reaction kinetics of the regioselec-
tive glucuronidation of diosmetin and chrysoeriol by human liver microsomes (HLMs) and PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 2 / 21 Glucuronidation and Transportation of Diosmetin and Chrysoeriol expressed UGT enzymes. The main UGT enzymes involved in such regioselective glucuroni-
dation were identified and determined through incubation with a panel of 12 UGT enzymes
and HLMs in the presence of specific UGT inhibitors. Kinetic parameters were derived by fit-
ting and appropriate modeling of the data. UGT1A9 was one of important UGT enzymes in
the liver involved in the metabolism of diosmetin and chrysoeriol as determined in this study. Hence, we used HeLa—UGT1A9 cells to explore how the interplay between UGT1A9 and
BCRP affects diosmetin and chrysoeriol disposition. The results of our study would contribute
to improving the understanding on the absorption and disposition of luteolin. Chemicals and Reagents Diosmetin (>98% purity) was purchased from Chengdu Must Pharmaceutical Co. Ltd. (Chengdu, China). Chrysoeriol was acquired from Shenzhen Zhenqiang Bio-Technology Co. Ltd. (Shenzhen, China). Tilianin (95% purity; internal standard; IS) was provided by the
Department of Pharmacy, First Hospital Affiliated to Shihezi University. Diosmetin-7-O-glu-
curonide (Dio-7-G), diosmetin-30-O-glucuronide (Dio-30-G), chrysoeriol-7-O-glucuronide
(Chr-7-G) and chrysoeriol-40-O-glucuronide (Chr-40-G) were prepared and identified by our
laboratory [16]. Carvacrol and troglitazone were purchased from Qiyun Bio-Technology Co. Ltd. (Guangzhou, China). Phenylbutazone, bilirubin, UDP glucuronic acid (UDPGA), ala-
methicin, MgCl2, D-saccharic-1,4-lactone monohydrate, β-glucuronidase (Type HP-2 from
Helix pomatia), Hanks’ Balanced Salts, HEPES (N-(2-Hydroxyethyl) piperazine-N’-(2-ethane-
sulfonic acid)), MTT and Ko143 were purchased from Sigma—Aldrich Co. (St. Louis, MO,
USA). Human expressed UGTs (Supersomes Enzymes), pooled HLMs (35 individuals), and
human expressed UGT enzymes (UGT1A1, 1A3, 1A4, 1A6, 1A7, 1A8, 1A9, 1A10, 2B4, 2B7,
2B15, and 2B17) were purchased from BD Biosciences (Woburn, MA, USA). HeLa cells and
HeLa cells stably transfected with UGT1A9 (HeLa—UGT1A9 cells) were provided by Dr. Ming Hu (Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy,
University of Houston, Houston, Texas, USA). HyClone fetal bovine serum and HyClone pen-
icillin—streptomycin solution were obtained from Thermo Fisher Scientific (MA, USA). All
other chemicals and solvents were of analytical grade or better. Glucuronidation and Transportation of Diosmetin and Chrysoeriol then allowed to stand for 30 min in a water bath. These reactions were terminated by adding
60 μL ice-cold acetonitrile containing the IS (25 nM tilianin). The samples were centrifuged at
13,000 rpm for 30 min, and the supernatant was analyzed by ultra high pressure liquid chroma-
tography (UHPLC)–tandem mass spectrometry (MS/MS). All experiments were performed in
triplicate. Kinetic Evaluation The enzyme kinetic parameters were obtained by fitting kinetic models to the experimental
data using GraphPad Prism version 5.04 for Windows (GraphPad Software Inc., San Diego,
CA, USA). The best model was selected based on visual inspection of the Eadie-Hofstee plots,
the calculated r2 values, and corrected Akaike’s information criterion [26]. The HLMs or
human expressed UGT enzymes were employed for kinetic studies at concentrations ranging
from 0.0021 mg/mL to 0.0053 mg/mL. The rates of the glucuronidation were fitted to the fol-
lowing equations: V ¼
Cmetabolite
t Cprotein Where V (nmol/mg/min) is the rates of the glucuronidation, Cmetabolite (μM) and Cprotein
(mg/mL) respectively are the concentration of the metabolite and the reaction protein, t (min)
is the reaction time [2,22]. Where V (nmol/mg/min) is the rates of the glucuronidation, Cmetabolite (μM) and Cprotein
(mg/mL) respectively are the concentration of the metabolite and the reaction protein, t (min)
is the reaction time [2,22]. Model selection was based on visual inspection of Eadie—Hofstee plots [26] and it was
reported in our previous study [25]. In brief, if the Eadie—Hofstee plot was linear, formation
rates (V) of glucuronides at different substrate concentrations (C) were fitted to the standard
Eq (1): V ¼ Vmax C
Km þ C
ð1Þ ð1Þ where Km is the Michaelis-Menten constant and Vmax is the maximum rate of glucuronidation
The intrinsic clearance (CLint) was derived by Vmax/Km. When Eadie—Hofstee plots revealed substrate inhibition kinetics, the reaction rate (V)
were fitted to Eq (2): V ¼
Vmax1
1 þ ðKm1=CÞ þ ðC=KsiÞ
ð2Þ ð2Þ where C is the substrate concentration, V is the initial reaction rate, Vmax1 is the maximum
enzyme velocity, Km1 is the substrate concentration required to achieve 50% of Vmax1, and Ksi
is the substrate inhibition constant. The intrinsic clearance (CLint) was derived by Vmax1/Km1. Glucuronidation Assay All metabolism studies in vitro were approved by the First Hospital Affiliated to Shihezi Uni-
versity Research Ethics Committee. The glucuronidation assay was performed as described in
previous publications [23–25]. The stock solutions of diosmetin or chrysoeriol were prepared
in methanol-dimethyl sulfoxide (DMSO) (1:1, v/v) and diluted with methanol—DMSO (1:1,
v/v) to the desired concentrations immediately before use. The incubation volumes were
120 μL, and the total organic solvent content was 1%. The mixtures contained HLMs or
expressed UGT enzymes, MgCl2 (0.88 mM), saccharolactone (4.4 mM), alamethicin
(22 μg/mL), and diosmetin or chrysoeriol (at desired concentrations) in 50 mM potassium
phosphate (pH 7.4). The reactions were initiated by adding UDPGA (3.5 mM) at 37˚C and 3 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 MTT assay The cytotoxicity of diosmetin and chrysoeriol on A549 and HepG2 cells was measured using
the MTT assay. Cells were seeded at a density of 3 × 103/well in 96-well plates and grown over-
night, and then the medium was replaced with a fresh medium containing substrates (5 μM
Ko143, 10 μM Ko143, 10 μM diosmetin or chrysoeriol contained or not contained 5 μM
Ko143 or 10 μM Ko143). The cells were further incubated at 37˚C with 5% CO2 for 48 h. The
culture medium was removed and replaced with 100 μL 0.5 mg/mL 3-(4, 5-dimethylthiozol-
2-yl)-3, 5-dipheryl tetrazolium bromide (MTT) solution and incubated at 37˚C for 4 h. The
supernatants were discarded, and 150 μL of dimethyl sulfoxide was added to each well. The
plates were shaken for 10 min at room temperature, and then, the stained formazan product
was determined at 570 nm with a multimode plate reader. Assay with Human Expressed UGTs The method of this study as described in detail previously [25]. In this study, 12 human
expressed UGTs (UGT1A1, 1A3, 1A4, 1A6, 1A7, 1A8, 1A9, 1A10, 2B4, 2B7, 2B15, and 2B17)
were used for the glucuronidation of diosmetin and chrysoeriol. Three substrate concentra-
tions (1.25, 2.5, and 10 μM) were employed in this experiment, and the incubation progress
was performed as shown above. The incubation conditions were as follows: protein concentra-
tion: 0.0053 mg/mL; temperature of water: 37˚C; shaker speed: 50 rpm; reaction time: 30 min. After incubation, all samples were pretreated as described above and analyzed by UHPLC—
MS/MS. 4 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Glucuronides Excretion Experiments in the HeLa and HeLa—UGT1A9
Cell Model Glucuronides excretion experiments were performed as described in detail previously [17]. The HeLa cells were used to incubate diosmetin and chrysoeriol as the control. Brifely speak-
ing, the cells were incubated at 37˚C with loading solution (2 mL). The loading solution were
HBSS (9.801 g Hanks’ balanced salts, 0.372 g NaHCO3, 3.502 g glucose, 5.963 g HEPES and
1.164 g NaCl dissolved in 900 mL deionized water) which containing different diosmetin or
chrysoeriol concentrations (1.25, 2.5, 5, 10, 20, and 40 μM with 0.1% DMSO) at the pre-set
time, 500 μL of incubation medium from each well was collected, and the same volume of dios-
metin or chrysoeriol solution was loaded in each well. Ko143, whenever applied, a chemical
inhibitor of BCRP (Ki < 1 μM [30]), was used to determine whether the diosmetin or chry-
soeriol glucuronides were the substrates of BCRP. Ko143 (5 or 10 μM) was diluted in a solution
containing diosmetin or chrysoeriol (2.5 μM). The collected samples were mixed with 250 μL
acetonitrile containing 25 nM tilianin and then analyzed by UHPLC—MS/MS after centrifu-
gation at 13,000 rpm for 30 min. After the excretion experiment, the cells were washed and
selected in 300 μL HBSS buffer, and then the cells were ultrasonicated. After centrifugation at
13,000 rpm for 30 min, the 200 μL supernatant was obtained and mixed with 100 μL acetoni-
trile containing 25 nM tilianin. The mixture was then centrifuged at 13,000 rpm for 30 min
and prepared for subsequent UHPLC—MS/MS analysis. The excretion rates, glucuronides intracellular, Glucuronides excretion, the clearance of
efflux transporter (CL) and the fraction of the metabolized dose (fmet) experiments were calcu-
lated as described in detail previously [17]. Chemical Inhibition Studies Bilirubin (UGT1A1 inhibitor)[12,27], phenylbutazone (UGT1A6 inhibitor)[25,28], or carva-
crol (UGT1A9 inhibitor)[17,29] were used to determine glucuronidation activities of diosme-
tin and chrysoeriol in the HLMs and expressed UGTs (UGT1A1, UGT1A6, and UGT1A9). The protein concentrations of the HLMs and expressed UGTs were 0.0021–0.0106 mg pro-
tein/mL. All of the incubations were run at 37˚C for 30 min, and the way of pretreated and
determined samples were as discribed above. UHPLC—MS/MS system Quantification of the analytes was carried out on an Agilent 1290 UHPLC system coupled to
Agilent 6490 triple quadrupole MS/MS. The conditions were as follows: column, Acquity
UPLC HSS T3, 1.8 μm, 2.1 mm × 100 mm (Waters, USA); mobile phase A, 100% aqueous 5 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol buffer (0.1%, v/v formic acid, pH 2.5); mobile phase B, 100% acetonitrile; flow rate, 0.3 mL/
min; gradient for diosmetin and its metabolites, 0–1 min, 25–25% B, 1–3.5 min, 25–33% B,
3.5–5 min, 33–90% B, 5–6 min, 90–90% B, 6–7 min, 90–21% B; gradient for chrysoeriol and its
metabolites, 0–5 min, 21–21% B, 5–7 min, 21–90% B, 7–8 min, 90–90% B, 8–9 min, 90–21% B;
and injection volume, 2 μL. The mass spectrometric detection in this study was performed using an ESI source in posi-
tive ionization modes, with capillary voltage set at 3.0 kV, sheath gas and desolvation tempera-
tures set at 300 and 250˚C, respectively. The sheath gas and desolvation flows were 11 and 14
L/min, respectively. The nozzle voltage was set at 1.5 kV. Acquisition was performed in a mul-
tiple-reaction monitoring (MRM) mode at m/z transitions of 447.41!285.20 for tilianin;
477.00!301.00 for Dio-7-G, Dio-30-G, Chr-7-G, and Chr-40-G; and 301.27!286.10 for dios-
metin and chrysoeriol in the positive ESI mode. Collision energies were 20 V for tilianin, 24 V
for diosmetin or chrysoeriol, and 32 V for diosmetin glucuronides or chrysoeriol glucuronides,
respectively. Analysis of Diosmetin and Chrysoeriol and their Metabolites by
UHPLC—MS/MS We already identified the metabolites of diosmetin and chrysoeriol in our previous study [16]. UHPLC—MS/MS analysis showed that two mono-glucuronides were formed in HLMs incu-
bations with diosmetin and chrysoeriol in the presence of UDPGA. The retention times of
diosmetin and its metabolites (Dio-7-G and Dio-30-G) were 5.47, 3.06, and 3.38 min, respec-
tively (Fig 1a). The peak eluting times at 7.35, 5.54, and 6.21 min corresponded to those of
chrysoeriol and its metabolites (Chr-7-G and Chr-40-G) (Fig 1b). Statistical Analysis One-way ANOVA with or without Tukey—Kramer multiple comparison (post hoc) tests were
used to evaluate statistical difference. Data were expressed as mean ± standard deviation (S.D)
(n = 3), and the level of significance was set at p < 0.05 (“” or “#”), p < 0.01 (“” or “##”), or
p < 0.001 (“” or “###”). PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Kinetics of Diosmetin and Chrysoeriol Glucuronidation by HLMs Diosmetin and chrysoeriol can be metabolized by HLMs into two metabolites, respectively. Dio-7-G and Dio-3’-G were the metabolites of diosmetin, and the rate of formation Dio-30-G
was much faster than that of Dio-7-G in HLMs within the tested concentration ranges. Hence,
the preferred site for the catalysis of diosmetin glucuronidation was 30-OH rather than 7-OH. The Eadie—Hofstee plots (Fig 2a and 2b) were used as evidences to state that the glucuronida-
tion of 7-OH glucuronidation exhibited substrate inhibition profiles (Fig 2A), whereas the glu-
curonidation of 30-OH followed the classic Michaelis—Menten kinetics (Fig 2B). Chr-7-G and
Chr-40-G were the metabolites of chrysoeriol, and the rate of formation of Chr-40-G was much
faster than that of Chr-7-G in the HLMs within the tested concentration ranges. Therefore, the
preferred site for the catalysis of chrysoeriol glucuronidation was 40-OH rather than 7-OH. The Eadie—Hofstee plots (Fig 2c and 2d) were used as evidences to state that the glucuronida-
tion of 7-OH glucuronidation exhibited the classic Michaelis—Menten kinetics (Fig 2C),
whereas 40-OH followed substrate inhibition profiles (Fig 2D). The kinetic parameters of the glucuronidation of diosmetin and chrysoeriol by HLMs are
shown in Table 1. Dio-30-G in the HLMs exhibited a much lower Km value (0.19 μM for Dio- PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 6 / 21 Glucuronidation and Transportation of Diosmetin and Chrysoeriol 30-G, 4.66 μM for Dio-7-G). The CLint of diosmetin in the HLMs through 30-OH was about 48
times that of the 7-OH pathway (6.25 mL/min/mg for Dio-30-G, 0.13 mL/min/mg for Dio-
7 G) O th
th
h
d th HLM
hibit d
h l
K
f Ch 40 G th
f Ch 7 G
Fig 1. Analysis of diosmetin, chrysoeriol, and their metabolites by UHPLC—MS/MS. Fig 1a and 1b show the
chromatogram of the incubation samples of diosmetin and chrysoeriol by HLMs, respectively. doi:10.1371/journal.pone.0166239.g001 Fig 1. Analysis of diosmetin, chrysoeriol, and their metabolites by UHPLC—MS/MS. Fig 1a and 1b show the
chromatogram of the incubation samples of diosmetin and chrysoeriol by HLMs, respectively. doi:10.1371/journal.pone.0166239.g001 doi:10.1371/journal.pone.0166239.g001 doi:10.1371/journal.pone.0166239.g001 30-G, 4.66 μM for Dio-7-G). The CLint of diosmetin in the HLMs through 30-OH was about 48
times that of the 7-OH pathway (6.25 mL/min/mg for Dio-30-G, 0.13 mL/min/mg for Dio-
7-G). On the other hand, the HLMs exhibited a much lower Km of Chr-40-G than of Chr-7-G
(0.15 μM for Chr-40-G, 3.83 μM for Chr-7-G). Kinetics of Diosmetin and Chrysoeriol Glucuronidation by HLMs As such, the CLint of chrysoeriol in the HLMs
through 40-OH was about 32 times that of the 7-OH pathway (1.27 mL/min/mg for Chr-40-G,
0.04 mL/min/mg for Chr-7-G). Effects of Chemical Inhibitor on Diosmetin and Chrysoeriol Metabolism We determined the inhibitory effects of bilirubin (UGT1A1 inhibitor), phenylbutazone
(UGT1A6 inhibitor), and carvacrol (UGT1A9 inhibitor) on the glucuronidation of diosmetin
(Fig 4a1 and 4a2) and chrysoeriol (Fig 4b1 and 4b2) in the HLMs, UGT1A1, UGT1A6 and
UGT1A9. As we can see in Fig 4, the phenylbutazone, calvacrol, calvacrol and bilirubin can
significantly decrease the formation of Dio-7-G, Dio-3’-G, Chr-7-G and Chr-4’-G compared
with control, respectively. And these chemical inhibitors can dose-dependently inhibited the
formation of Dio-7-G, Dio-3’-G, Chr-7-G and Chr-4’-G, which further proved that UGT1A6,
UGT1A9, UGT1A9 and UGT1A1 respectively were the main UGTs involved in the formation
of Dio-7-G, Dio-3’-G, Chr-7-G and Chr-4’-G in HLMs. Main UGTs Responsible for the Glucuronidation of Diosmetin and
Chrysoeriol In Vitro UGT2B
family and UGT1A4 had no contribution to diosmetin or chrysoeriol UGT metabolism. Main UGTs Responsible for the Glucuronidation of Diosmetin and
Chrysoeriol In Vitro We used UGT1A1, UGT1A3, UGT1A4, UGT1A6, UGT1A7, UGT1A8, UGT1A9, UGT1A10,
UGT2B4, UGT2B7, UGT2B15, UGT2B17 to explore which UGT isoform was the main iso-
form in charge of diosmetin or chrysoeriol UGT metabolism (Fig 3). The results showed that
the isoforms that produced the most rapid glucuronidation rates of Dio-7-G (0.21 ± 0.007
nmol/mg/min to 0.85 ± 0.03 nmol/mg/min), Dio-30-G (9.36 ± 0.23 nmol/mg/min to
12.38 ± 0.20 nmol/mg/min), Chr-7-G (0.44 ± 0.01 nmol/mg/min to 0.73 ± 0.01 nmol/mg/min),
Chr-40-G (0.75 ± 0.09 nmol/mg/min to 2.37 ± 0.08 nmol/mg/min) were UGT1A6, UGT1A9, 7 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 2. Kinetics of diosmetin and chrysoeriol glucuronidation by HLMs. The curves were estimated on the
basis of fitted parameters generated using the Michaelis-Menten kinetics (B, C) or substrate inhibition (A, D) in
HLMs. The Eadie—Hofstee plots are shown in right panal (a-d). Each data point corresponds to the average of
three determinations with error bars representing S.D. doi:10.1371/journal.pone.0166239.g002 Fig 2. Kinetics of diosmetin and chrysoeriol glucuronidation by HLMs. The curves were estimated on the
basis of fitted parameters generated using the Michaelis-Menten kinetics (B, C) or substrate inhibition (A, D) in
HLMs. The Eadie—Hofstee plots are shown in right panal (a-d). Each data point corresponds to the average of
three determinations with error bars representing S.D. doi:10.1371/journal.pone.0166239.g002 Fig 2. Kinetics of diosmetin and chrysoeriol glucuronidation by HLMs. The curves were estimated on the
basis of fitted parameters generated using the Michaelis-Menten kinetics (B, C) or substrate inhibition (A, D) in
HLMs. The Eadie—Hofstee plots are shown in right panal (a-d). Each data point corresponds to the average of
three determinations with error bars representing S.D. doi:10.1371/journal.pone.0166239.g002 8 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Table 1. Kinetic parameters of diosmetin and chrysoeriol glucuronidation by HLMs. Km (μM)
Vmax
CLint
nmol/mg/min
(mL/min/mg)
diosmetin
Dio-7-G
4.66±0.72
0.61±0.05
0.13
Dio-30-G
0.19±0.02
1.16±0.03
6.25
chrysoeriol
Chr-7-G
3.83±0.55
0.15±0.01
0.04
Chr-40-G
0.15±0.03
0.20±0.01
1.27
doi:10.1371/journal.pone.0166239.t001 Table 1. Kinetic parameters of diosmetin and chrysoeriol glucuronidation by HLMs. UGT1A9 and UGT1A10, respectively. UGT1A3, UGT1A9, UGT1A10 made a prominent con-
tribution to forming Dio-7-G; UGT1A7 made a prominent contribution to forming Dio-30-G;
UGT1A3 and UGT1A8 made a prominent contribution to the formation of Chr-7-G;
UGT1A1 and UGT1A8 made a prominent contribution to the formation of Chr-40-G. Kinetics of Diosmetin and Chrysoeriol Glucuronidation by Human
Expressed UGT enzymes According to above results, we used human expressed UGT enzymes to incubate different con-
centration diosmetin and chrysoeriol and determined their glucuronidation rates. We used
UGT1A6 and UGT1A9 to incubate diosmetin to further confirm if they were the main isoform
of forming Dio-7-G and Dio-30-G, respectively; and we used UGT1A9 and UGT1A1 to incu-
bate chrysoeriol to further confirm if they were the main isoform of forming Chr-7-G and
Chr-40-G, respectively. Within the tested concentration ranges, The Eadie—Hofstee plots (Fig
5a and 5d) were used as evidences to state that both UGT1A6- and UGT1A1-mediated the for-
mation of Dio-7-G (Fig 5A) and Chr-40-G (Fig 5D) exhibited substrate inhibition kinetic char-
acteristics. And the Eadie—Hofstee plots (Fig 5b and 5c) were used as evidences to state that
both UGT1A9-mediated formation of Dio-30-G (Fig 5B) and Chr-7-G (Fig 5C) exhibited clas-
sic Michaelis-Menten kinetic characteristics. The kinetic parameters of the diosmetin and chrysoeriol glucuronidation catalyzed by
human expressed UGT enzymes are shown in Table 2. These data accompanied the absence of
large variation in Km value of the glucuronides except for Dio-7-G (3.02 μM for Dio-7-G in
UGT1A6, 0.45 μM for Dio-30-G in UGT1A9, 0.26 μM for Chr-7-G in UGT1A9, and 0.28 μM
for Chr-40-G in UGT1A1). The intrinsic clearance (CLint; Vmax/Km) of Dio-7-G, Dio-30-G,
Chr-7-G, and Chr-40-G selectively in UGT1A6, UGT1A9, UGT1A9, and UGT1A1 were higher
than that in HLMs. 9 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 3. Glucuronidation of diosmetin and chrysoeriol by human expressed UGT isoforms. Experiments
were conducted at concentrations 1.25, 2.5, and 10 μM. The concentration of each human expressed UGT
isoform was 0.0053 mg/mL. The experiments were conducted at 37˚C for 30 min, and the amount of
glucuronides formed were measured by UHPLC—MS/MS. The rates of glucuronidation were calculated as
nmol/mg/min. Each column corresponds to the average of three determinations with error bars representing
the S.D. doi:10.1371/journal.pone.0166239.g003
0166239
November 10 2016
10 / 21 Fig 3. Glucuronidation of diosmetin and chrysoeriol by human expressed UGT isoforms. Experiments
were conducted at concentrations 1.25, 2.5, and 10 μM. The concentration of each human expressed UGT
isoform was 0.0053 mg/mL. The experiments were conducted at 37˚C for 30 min, and the amount of
glucuronides formed were measured by UHPLC—MS/MS. The rates of glucuronidation were calculated as
nmol/mg/min. doi:10.1371/journal.pone.0166239.g003 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 4. Effects of chemical inhibitors on diosmetin and metabolism and UGT1A9- and UGT1A1-mediated chrysoeriol metabolism in HLMs. Fig 4
A shows the inhibitory effects of phenylbutazone on the 7-O-glucuronide of diosmetin in HLMs and UGT1A6. Fig 4 B displays the inhibitory effects of
carvacrol on the 30-O-glucuronide of diosmetin in HLMs and UGT1A9. Fig 4 C presents the inhibitory effects of carvacrol on the 7-O-glucuronide of
chrysoeriol in HLMs and UGT1A9. Fig 4 D shows the inhibitory effects of bilirubin on the 40-O-glucuronides of chrysoeriol in HLMs and UGT1A1. Each
column corresponds to the average of three determinations with error bars representing the S.D. The “*” symbol means a statistically significant difference
compared with control at p < 0.05; “**” means p < 0.01; “***” means p < 0.001. doi:10.1371/journal.pone.0166239.g004 Fig 4. Effects of chemical inhibitors on diosmetin and metabolism and UGT1A9- and UGT1A1-mediated chrysoeriol metabolism in HLMs. Fig 4
A shows the inhibitory effects of phenylbutazone on the 7-O-glucuronide of diosmetin in HLMs and UGT1A6. Fig 4 B displays the inhibitory effects of
carvacrol on the 30-O-glucuronide of diosmetin in HLMs and UGT1A9. Fig 4 C presents the inhibitory effects of carvacrol on the 7-O-glucuronide of
chrysoeriol in HLMs and UGT1A9. Fig 4 D shows the inhibitory effects of bilirubin on the 40-O-glucuronides of chrysoeriol in HLMs and UGT1A1. Each
column corresponds to the average of three determinations with error bars representing the S.D. The “*” symbol means a statistically significant difference
compared with control at p < 0.05; “**” means p < 0.01; “***” means p < 0.001. Fig 4. Effects of chemical inhibitors on diosmetin and metabolism and UGT1A9- and UGT1A1-mediated chrysoeriol metabolism in HLMs. Fig 4
A shows the inhibitory effects of phenylbutazone on the 7-O-glucuronide of diosmetin in HLMs and UGT1A6. Fig 4 B displays the inhibitory effects of
carvacrol on the 30-O-glucuronide of diosmetin in HLMs and UGT1A9. Fig 4 C presents the inhibitory effects of carvacrol on the 7-O-glucuronide of
chrysoeriol in HLMs and UGT1A9. Fig 4 D shows the inhibitory effects of bilirubin on the 40-O-glucuronides of chrysoeriol in HLMs and UGT1A1. Each
column corresponds to the average of three determinations with error bars representing the S.D. The “*” symbol means a statistically significant difference
compared with control at p < 0.05; “**” means p < 0.01; “***” means p < 0.001. doi:10.1371/journal.pone.0166239.g004 doi:10.1371/journal.pone.0166239.g004 Kinetics of Diosmetin and Chrysoeriol Glucuronidation by Human
Expressed UGT enzymes Each column corresponds to the average of three determinations with error bars representing
the S.D. doi:10.1371/journal.pone.0166239.g003 Fig 3. Glucuronidation of diosmetin and chrysoeriol by human expressed UGT isoforms. Experiments
were conducted at concentrations 1.25, 2.5, and 10 μM. The concentration of each human expressed UGT
isoform was 0.0053 mg/mL. The experiments were conducted at 37˚C for 30 min, and the amount of
glucuronides formed were measured by UHPLC—MS/MS. The rates of glucuronidation were calculated as
nmol/mg/min. Each column corresponds to the average of three determinations with error bars representing
the S.D. doi:10 1371/journal pone 0166239 g003 Fig 3. Glucuronidation of diosmetin and chrysoeriol by human expressed UGT isoforms. Experiments
were conducted at concentrations 1.25, 2.5, and 10 μM. The concentration of each human expressed UGT
isoform was 0.0053 mg/mL. The experiments were conducted at 37˚C for 30 min, and the amount of
glucuronides formed were measured by UHPLC—MS/MS. The rates of glucuronidation were calculated as
nmol/mg/min. Each column corresponds to the average of three determinations with error bars representing
the S.D. doi:10.1371/journal.pone.0166239.g003 10 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Effect of Ko143 on Glucuronides Excretion To estimate the effect of BCRP on the excretion of glucuronides in HeLa—UGT1A9 cells, the
Ko143 was adopted (Fig 7). Due to at the excretion rate of diosmetin glucuronides or chrysoer-
iol glucuronides reached a peak at 2.5 μM substrate concentration, the concentration of sub-
strate were set at 2.5 μM. Co-incubation of 5 μM or 10 μM Ko143 with diosmetin or
chrysoeriol led to the excretion rates of diosmetin or chrysoeriol glucuronides decreased and
their intracellular level significantly increased. Ko143 (5 μM) inhibited Dio-7-G and Dio-30-G
excretion by 19% and 16%, respectively; and Ko143 (10 μM) decreased the excretion by 40%
and 29%, respectively (Fig 7a1 and 7a2). Moreover, 5 μM Ko143 inhibited Chr-7-G and Chr-
40-G excretion by 14% and 19%, respectively; and 10 μM Ko143 decreased both excretions by
43% (Fig 7a3 and 7a4). The effects of Ko143 on the total intracellular amount of glucuronides
are displayed in Fig 7B. At 2.5 μM diosmetin, the total amount of intracellular Dio-7-G and
Dio-30-G was increased by 1.1- and 1.3-fold, respectively, in the presence of 5 μM Ko143 and
by 1.5- and 1.8-fold, respectively, in the presence of 10 μM Ko143 compared with the control
(Fig 7b1). At 2.5 μM chrysoeriol, the total amount of intracellular Chr-7-G and Chr-40-G both
increased by 1.3-fold in the presence of 5 μM Ko143 and by 1.7- and 1.8-fold, respectively, in
the presence of 10 μM Ko143 compared with the control (Fig 7b2). Ko143 inhibited the CL of
these four glucuronides (33% to 65%) (Fig 7C). The results of fmet (Fig 7D) indicated that the
effect of Ko143 on diosmetin or chrysoeriol glucuronidation were small or insignificant. All
the results indicated that the BCRP played a crucial role in excretion diosmetin glucuronides
and chrysoeriol glucuronides. Glucuronidation and Transportation of Diosmetin and Chrysoeriol Table 2. Kinetic parameters of diosmetin and chrysoeriol glucuronidation by human expressed UGT enzymes. Km (μM)
Vmax
CLint
nmol/mg/min
mL/mg/min
diosmetin
Dio-7-G (UGT1A6)
3.02±0.59
0.92±0.06
0.30
Dio-30-G (UGT1A9)
0.45±0.05
4.27±0.13
9.52
chrysoeriol
Chr-7-G (UGT1A9)
0.26±0.04
0.12±0.01
0.48
Chr-40-G (UGT1A1)
0.28±0.05
0.63±0.06
2.26
doi:10.1371/journal.pone.0166239.t002 ic parameters of diosmetin and chrysoeriol glucuronidation by human expressed UGT enzymes. 7-G and Chr-40-G reached a peak at 2.5 μM, (Fig 6a2). Intracellular glucuronide levels dose-
dependently increased with diosmetin or chrysoeriol loading concentrations (Fig 6b1 and
6b2). CL (Fig 6c1 and 6c2) dose-dependently decreased with increasing diosmetin or chrysoer-
iol concentration. And fmet (Fig 6d1 and 6d2) dose-dependently decreased with increasing
diosmetin or chrysoeriol concentration except Chr-40-G. The fmet of Chr-40-G reached a peak
at 2.5 μM chrysoeriol. 7-G and Chr-40-G reached a peak at 2.5 μM, (Fig 6a2). Intracellular glucuronide levels dose-
dependently increased with diosmetin or chrysoeriol loading concentrations (Fig 6b1 and
6b2). CL (Fig 6c1 and 6c2) dose-dependently decreased with increasing diosmetin or chrysoer-
iol concentration. And fmet (Fig 6d1 and 6d2) dose-dependently decreased with increasing
diosmetin or chrysoeriol concentration except Chr-40-G. The fmet of Chr-40-G reached a peak
at 2.5 μM chrysoeriol. Effects of Diosmetin and Chrysoeriol Concentrations on Glucuronide
Excretion Six concentrations of diosmetin and chrysoeriol were chosen to explore the effects of diosme-
tin and chrysoeriol concentrations on the excretion, intracellular amount, CL, and fmet in Hela
and HeLa—UGT1A9 cells (Fig 6). Because it did not find the glucuronided metabolites of
diosmetin or chrysoeriol in HeLa cells, we mainly determined the excretion, intracellular
amount, CL, and fmet in HeLa—UGT1A9 cells. (Fig 6). The excretion rates of Dio-7-G reached
a peak at 10 μM and Dio-30-G reached a peak at 2.5 μM (Fig 6a1). The excretion rates of Chr- 11 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 5. Kinetics of diosmetin and chrysoeriol glucuronidation by human expressed UGT enzyme
curves are estimated on the basis of fitted parameters generated using the substrate inhibition (A, D) or
Michaelis-Menten kinetics (B, C) in UGT1A6, UGT1A1, UGT1A9, and UGT1A9, respectively. The Eadie
Hofstee plots are shown in the right panal (a-d). Each data point corresponds to the average of three
determinations with error bars representing the S.D. doi:10.1371/journal.pone.0166239.g005
0166239
November 10 2016 Fig 5. Kinetics of diosmetin and chrysoeriol glucuronidation by human expressed UGT enzymes. The
curves are estimated on the basis of fitted parameters generated using the substrate inhibition (A, D) or
Michaelis-Menten kinetics (B, C) in UGT1A6, UGT1A1, UGT1A9, and UGT1A9, respectively. The Eadie—
Hofstee plots are shown in the right panal (a-d). Each data point corresponds to the average of three
determinations with error bars representing the S.D. doi:10 1371/journal pone 0166239 g005 doi:10.1371/journal.pone.0166239.g005 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 12 / 21 Discussion Luteolin is widely found in our diet, such as carrots, peppers, celery, olive oil and peppermint
[17]. It was reported that luteolin could be metabolized to diosmetin and chrysoeriol, which
were the methylation metabolites. And the diosmetin and chrysoeriol could be metabolized in
rats by Ugts [16]. Therefore, it was speculated that glucuronides of diosmetin and chrysoeriol
would be formed in humans. The objective of this study was to the metabolism characteristic of
diosmetin and chrysoeriol. The exposure of the glucuronides of diosmetin and chrysoeriol
could influence the pharmacological action of luteolin. Hence, the metabolic elucidation of
diosmetin and chrysoeriol is important to understand the pharmacokinetic characteristics and
biological effects of luteolin in vivo. Diosmetin and chrysoeriol, which also distributed in many
plant products, are pharmacologically valuable in many diseases, such as osteoporosis [4]. This
study for the first time investigated the regioselectivity of the glucuronidation of diosmetin and
chrysoeriol by kinetic profiling and identified the major enzymes responsible for the glucuroni-
dation of the two compounds. In addition, this study also showed the effect of the BCRP—
UGT1A9 interplay on diosmetin and chrysoeriol glucuronidation in vivo. The metabolic activities of the HLMs toward diosmetin and chrysoeriol were determined
by kinetic profiling (Fig 2). These activities included the metabolic rates at various substrate
concentrations. The CLint value, independent of substrate concentration, measures the cata-
lytic efficiency of functional enzymes. The determination of regioselectivity was based on the
CLint derived from kinetic profiling over a wide range of substrate concentrations. The eluci-
dation of regioselectivity by kinetic determination was superior to that by rate determination
at high substrate concentrations [31]. In addition, the use of CLint as indicator of UGT activity
was more advantageous than the use of reaction rates because CLint is more relevant in predict-
ing hepatic clearance in vivo compared with other kinetic parameters [32,33]. In HLMs, the
CLint value of diosmetin through 30-OH was much higher than that of the 7-OH, and the CLint
value of chrysoeriol through 40-OH was about 32 times than that of the 7-OH pathway. For
another, the Km values of diosmetin and chrysoeriol glucuronides were lower than a series of
7-OH, 3’-OH or 4’-OH flavonoids, such as acacetin glucuronide (Km was 14.465 μM)[34] and
genistein glucuronides (Km was 15.1 μM)[35] (Table 1). The effects of diosmetin and chrysoeriol on cell viability in A549 and
HepG2 cells with untreated and treated Ko143 The “*” (for Dio-7-G or Chr-7-G) or “#” (for Dio-30-G or Chr-40-G) symbol means a
statistically significant difference between-group, at p < 0.05; “**” or “##” means p < 0.01; “***” or “###” means
p < 0.001. doi:10.1371/journal.pone.0166239.g006 doi:10.1371/journal.pone.0166239.g006 The effects of diosmetin and chrysoeriol on cell viability in A549 and
HepG2 cells with untreated and treated Ko143 We found that in A549 cells, 10 μM chrysoeriol with 5 μM or 10 μM Ko143 respectively
decreased the A549 cell viability by 12% and 18% compared with the group that substrate was
10μM chrysoeriol, but the cytotoxicity of diosmetin had little change when treated Ko143. And in HepG2 cells, 10 μM diosmetin with 5 μM or 10 μM Ko143 respectively decreased the
A549 cell viability by 12% and 13% compared with the group that substrate was 10 μM diosme-
tin, but the cytotoxicity of chrysoeriol had little change when treated Ko143 (Fig 8). PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 13 / 21 Fig 6. Effect of substrate concentrations on excretion rates (a), intracellular amounts (b), CL (c), an
fmet (d) of Dio-7-G, Dio-30-G, Chr-7-G, and Chr-40-G. Three samples (500 μL) were obtained at 15, 30, an
60 min and replaced with fresh loading solution (500 μL) that contains diosmetin or chrysoeriol. The excreti
rates of glucuronides were calculated from the slope of the amount-versus-time curves. The intracellular
amounts of the glucuronides were determined at the end of the excretion experiments after the cells were
Glucuronidation and Transportation of Diosmetin and Chrysoe
/ Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 6. Effect of substrate concentrations on excretion rates (a), intracellular amounts (b), CL (c), and
fmet (d) of Dio-7-G, Dio-30-G, Chr-7-G, and Chr-40-G. Three samples (500 μL) were obtained at 15, 30, and
60 min and replaced with fresh loading solution (500 μL) that contains diosmetin or chrysoeriol. The excretion
rates of glucuronides were calculated from the slope of the amount-versus-time curves. The intracellular
amounts of the glucuronides were determined at the end of the excretion experiments after the cells were PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 14 / 21 Glucuronidation and Transportation of Diosmetin and Chrysoeriol washed twice with ice-cold HBSS. Each column corresponds to the average of three determinations with error
bars representing the S.D. The “*” (for Dio-7-G or Chr-7-G) or “#” (for Dio-30-G or Chr-40-G) symbol means a
statistically significant difference between-group, at p < 0.05; “**” or “##” means p < 0.01; “***” or “###” means
p < 0.001. washed twice with ice-cold HBSS. Each column corresponds to the average of three determinations with error
bars representing the S.D. PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Discussion Three samples (500 μL) were obtained at 20, 40, and 60 min and replaced with fresh PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 16 / 21 Glucuronidation and Transportation of Diosmetin and Chrysoeriol loading solution (500 μL) containing 2.5 μM diosmetin or chrysoeriol. Each data point (panel a) and each
column (panel b-d) corresponds to the average of three determinations with error bars representing the S.D. The “*” (for Dio-7-G or Chr-7-G) or “#” (for Dio-30-G or Chr-40-G) symbol means a statistically significant
difference between-group at p < 0.05; “**” or “##” means p < 0.01; “***” or “###” means p < 0.001. doi 10 1371/journal pone 0166239 g007 loading solution (500 μL) containing 2.5 μM diosmetin or chrysoeriol. Each data point (panel a) and each
column (panel b-d) corresponds to the average of three determinations with error bars representing the S.D. The “*” (for Dio-7-G or Chr-7-G) or “#” (for Dio-30-G or Chr-40-G) symbol means a statistically significant
difference between-group at p < 0.05; “**” or “##” means p < 0.01; “***” or “###” means p < 0.001. doi:10.1371/journal.pone.0166239.g007 1A10 was not further consideration. Therefore, UGT1A1, which was the second main isoform
for Chr-40-G formation, and UGT1A6, UGT1A9 were used to the further inhibition assay, and
these three isoforms are highly expressed in liver [37]. Bilirubin (UGT1A1 inhibitor), phenyl-
butazone (UGT1A6 inhibitor) and carvacrol (UGT1A9 inhibitor) were used in this study. All
the concentrations of diosmetin and chrysoeriol adopted in this study were based on the Km
value of glucuronides. The results showed that bilirubin, phenylbutazone, and carvacrol inhib-
ited the formation of the glucuronides in UGT enzymes and HLMs in a dose-dependent man-
ner (Fig 4). Thus, the results suggested that UGT1A6, UGT1A9, UGT1A9, and UGT1A1 were
the main expressed UGTs responsible for the formation of Dio-7-G, Dio-30-G, Chr-7-G, and
Chr-40-G, respectively. The inhibition kinetics of these three inhibitors have been previously
described to be substrate dependent, but the mechanism of inhibition of drug-metabolizing
enzymes remains unclear [29,38]. Thus, the mechanism of inhibition of these inhibitors
requires additional studies, and in vitro data on the inhibition should be interpreted with cau-
tion. To further elucidate the characteristics of the glucuronidation metabolism of diosmetin
and chrysoeriol, their rates of glucuronidation metabolism by UGT1A1, UGT1A6, and
UGT1A9 were determined at different substrate concentrations (Fig 5). Discussion On the other hand, human expressed UGTs and chemical inhibition assays were used to
determine the major UGTs involved in the glucuronidation metabolism of diosmetin and
chrysoeriol. Among the 12 expressed UGTs, only the enzymes from the UGT1A family except
UGT1A4 showed glucuronidation activity on diosmetin and chrysoeriol, and the UGT2B fam-
ily offered no contribution to their UGT metabolism. According to the expressed UGT assay,
the main UGT isoforms for Dio-7-G, Dio-30-G, Chr-7-G, and Chr-40-G formation were
UGT1A6, UGT1A9, UGT1A9 and UGT1A10, respectively (Fig 3). Because the expression of
individual UGTs at the mRNA level in the liver are different (UGT1A1 (7%), UGT1A6 (5%),
UGT1A9 (6%))[36], and the UGT isoform showing the highest activity could not be the main
contributor in HLMs. Therefore, the inhibition assay was further performed to determine the
role of the UGT isoform in the metabolism of diosmetin and chrysoeriol. In addition, it was
reported that UGT1A8 and 1A10, which were involved in the glucuronidation of diosmetin
and chrysoeriol, were not present in the liver [37]. And the objective of this research was to
study the hepatic clearance of diosmetin and chrysoeriol. Thus, the effect of UGT1A8 and PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 15 / 21 Glucuronidation and Transportation of Diosmetin and Chrysoeriol Fig 7. Effect of BCRP-specific inhibitor Ko143 on the excretion rate of glucuronides (Dio-7-G, D
G, Chr-7-G, and Chr-40-G) (a), total intracellular glucuronide amounts (Dio-7-G, Dio-30-G, Chr-7-G
Chr-40-G) (b), CL (c), and fmet (d). Engineered HeLa cells stably overexpressing UGT1A9 grown on si
plates (1 × 105 cells/well) were treated with 2.5 μM of diosmetin or chrysoeriol in the absence or presen
Ko143 at 5 or 10 μM. Three samples (500 μL) were obtained at 20, 40, and 60 min and replaced with fre Fig 7. Effect of BCRP-specific inhibitor Ko143 on the excretion rate of glucuronides (Dio-7-G, Dio-30-
G, Chr-7-G, and Chr-40-G) (a), total intracellular glucuronide amounts (Dio-7-G, Dio-30-G, Chr-7-G, and
Chr-40-G) (b), CL (c), and fmet (d). Engineered HeLa cells stably overexpressing UGT1A9 grown on six-well
plates (1 × 105 cells/well) were treated with 2.5 μM of diosmetin or chrysoeriol in the absence or presence of
Ko143 at 5 or 10 μM. Discussion The glucuronide formation
did not show substrate inhibition kinetics; hence, we speculated that the decrease in the excre-
tion rates of the glucuronides at high diosmetin or chrysoeriol concentration was most likely
caused by BCRP inhibition by diosmetin or chrysoeriol. Indeed, several flavonoids (e.g., aya-
nin and retusin) have been reported to inhibit BCRP encoded by the ABCG2 gene with poten-
cies only slightly lower than that of Ko143. Structural features found to contribute positively to
BCRP inhibition included a hydroxyl group in position 5 and a double bond between position
2 and 3 [39], which were also found in the structures of diosmetin and chrysoeriol. Therefore,
BCRP inhibition by diosmetin or chrysoeriol was believed to account for the decreased excre-
tion rate of glucuronides in the HeLa—UGT1A9 cells observed at high diosmetin or chrysoer-
iol concentrations. The role of BCRP in the excretion was studied using Ko143, a specific BCRP inhibitor that
does not affect UGT activities as a general rule. Ko143 (5 μM or 10 μM) significantly inhibited
the BCRP-mediated excretion of the glucuronides of diosmetin and chrysoeriol. Ko143 also
significantly increased the accumulation of intracellular glucuronides at 2.5 μM (Fig 7). Impor-
tantly, Ko143 inhibited glucuronide CL and fmet at 2.5 μM diosmetin or chrysoeriol, suggesting
that BCRP-mediated excretion could be the predominant pathway for diosmetin and chry-
soeriol disposition. According to the results of the effect of Ko143 on glucuronides excretion, we found that the
total intracellular amount of glucuronides was increases after treated Ko143. But the effects of
increased intracellular glucuronides in cells were not clear. Therefore, we used these A549 and
HepG2 tumor cell lines to demonstrate the effects of diosmetin and chrysoeriol on cell viability
with untreated and treated Ko143 inhibitor (Fig 8). Both A549 and HepG2 cells express BCRP
[40,41]. A549 cells express UGT1A1, UGT1A3 and UGT2B7 [42], and HepG2 cells expresse
UGT1A1, UGT1A6 and UGT1A9 [43]. According to the present results, we found that the
increased total intracellular glucuronides could increase the cytotoxicity, and diosmetin and
chrysoeriol had different effects on different cancer cells, possibly due to different isoform of
UGTs in the different cancer cells. In conclusion, this study first demonstrated that the diosmetin and chrysoeriol could be
metabolited into Dio-7-G, Dio-30-G, Chr-7-G and Chr-40-G by human in vitro. Discussion The results of compa-
rable kinetic profiles of the expressed UGTs further explained the conclusion in chemical inhi-
bition study (Table 2). In this study, UGT1A9 was the main expressed UGTs responsible for the formation of Dio-
30-G and Chr-7-G, and Dio-7-G and Chr-40-G also can be formed by UGT1A9. Therefore, the Fig 8. The effects of diosmetin and chrysoeriol on cell viability in A549 and HepG2 cells with untreated and treated Ko143. 5 μM Ko143, 10 μM
Ko143, 10 μM diosmetin, 10 μM diosmetin with 5 μM Ko143 or 10 μM Ko143, 10μM chrysoeriol, 10μM chrysoeriol with 5 μM Ko143 or 10 μM Ko143 were
used as substrates to determine the effects of diosmetin and chrysoeriol on cell viability in A549 and HepG2 cells with untreated and treated Ko143. Each
column corresponds to the average of three determinations with error bars representing the S.D. The “*” symbol means a statistically significant difference
compared with control at p < 0.05; “**” means p < 0.01; “***” means p < 0.001). Fig 8. The effects of diosmetin and chrysoeriol on cell viability in A549 and HepG2 cells with untreated and treated Ko143. 5 μM Ko143, 10 μM
Ko143, 10 μM diosmetin, 10 μM diosmetin with 5 μM Ko143 or 10 μM Ko143, 10μM chrysoeriol, 10μM chrysoeriol with 5 μM Ko143 or 10 μM Ko143 were
used as substrates to determine the effects of diosmetin and chrysoeriol on cell viability in A549 and HepG2 cells with untreated and treated Ko143. Each
column corresponds to the average of three determinations with error bars representing the S.D. The “*” symbol means a statistically significant difference
compared with control at p < 0.05; “**” means p < 0.01; “***” means p < 0.001). doi:10.1371/journal.pone.0166239.g008 17 / 21 PLOS ONE | DOI:10.1371/journal.pone.0166239
November 10, 2016 Glucuronidation and Transportation of Diosmetin and Chrysoeriol HeLa—UGT1A9 cells, which were used to study how the interplay between UGT1A9 and
BCRP affects drug disposition [21], were utilized to further elaborate diosmetin and chrysoer-
iol metabolism in terms of glucuronide production. This work delineated the interplay
between UGT1A9 and BCRP in diosmetin and chrysoeriol metabolism and disposition at the
kinetic level. The excretion rates of Dio-7-G in HeLa—UGT1A9 peaked at 10 μM, and those of
Dio-30-G, Chr-7-G, and Chr-40-G rapidly peaked at 2.5 μM (Fig 6). Discussion All the find-
ings suggested that the oral bioavailability of luteolin, diosmetin and chrysoeriol would be
greatly limited by first-pass glucuronidation in the liver. In addition, this work established that
BCRP-mediated excretion was the predominant pathway for diosmetin and chrysoeriol dispo-
sition, which could help increase the understanding and prediction of BCRP-mediated glucu-
ronide CL in vivo. Our studies contribute to improving the understanding on the
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English
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Analysis of the equine “cumulome” reveals major metabolic aberrations after maturation in vitro
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BMC genomics
| 2,019
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cc-by
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ETH Library Journal Article Author(s):
Walter, Jasmin; Huwiler, Fabian; Fortes, Claudia; Grossmann, Jonas; Roschitzki, Bernd; Hu, Junmin; Naegeli, Hanspeter; Laczkó,
Endre; Bleul, Ulrich Author(s):
Walter, Jasmin; Huwiler, Fabian; Fortes, Claudia; Grossmann, Jonas; Roschitzki, Bernd; Hu, Junmin; Naegeli, Hanspeter; Laczkó,
Endre; Bleul, Ulrich g
Creative Commons Attribution 4.0 International Originally published in: Originally published in:
BMC Genomics 20, https://doi.org/10.1186/s12864-019-5836-5 This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. Walter et al. BMC Genomics (2019) 20:588
https://doi.org/10.1186/s12864-019-5836-5 Open Access Analysis of the equine “cumulome” reveals
major metabolic aberrations after maturation
in vitro Jasmin Walter1*
, Fabian Huwiler1, Claudia Fortes2, Jonas Grossmann2, Bernd Roschitzki2, Junmin Hu2,
Hanspeter Naegeli3, Endre Laczko2 and Ulrich Bleul1 * Correspondence: jwalter@vetclinics.uzh.ch * Correspondence: jwalter@vetclinics.uzh.ch
1Clinic of Reproductive Medicine, Vetsuisse Faculty, University of Zurich, 8057
Zurich, Switzerland
Full list of author information is available at the end of the article © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Maturation of oocytes under in vitro conditions (IVM) results in impaired developmental competence
compared to oocytes matured in vivo. As oocytes are closely coupled to their cumulus complex, elucidating
aberrations in cumulus metabolism in vitro is important to bridge the gap towards more physiological maturation
conditions. The aim of this study was to analyze the equine “cumulome” in a novel combination of proteomic
(nano-HPLC MS/MS) and metabolomic (UPLC-nanoESI-MS) profiling of single cumulus complexes of metaphase II
oocytes matured either in vivo (n = 8) or in vitro (n = 7). Results: A total of 1811 quantifiable proteins and 906 metabolic compounds were identified. The proteome contained
216 differentially expressed proteins (p ≤0.05; FC ≥2; 95 decreased and 121 increased in vitro), and the metabolome
contained 108 metabolites with significantly different abundance (p ≤0.05; FC ≥2; 24 decreased and 84 increased in
vitro). The in vitro “cumulome” was summarized in the following 10 metabolic groups (containing 78 proteins and 21
metabolites): (1) oxygen supply, (2) glucose metabolism, (3) fatty acid metabolism, (4) oxidative phosphorylation, (5)
amino acid metabolism, (6) purine and pyrimidine metabolism, (7) steroid metabolism, (8) extracellular matrix, (9)
complement cascade and (10) coagulation cascade. The KEGG pathway “complement and coagulation cascades”
(ID4610; n = 21) was significantly overrepresented after in vitro maturation. The findings indicate that the in vitro
condition especially affects central metabolism and extracellular matrix composition. Important candidates for the
metabolic group oxygen supply were underrepresented after maturation in vitro. Additionally, a shift towards glycolysis
was detected in glucose metabolism. Therefore, under in vitro conditions, cumulus cells seem to preferentially consume
excess available glucose to meet their energy requirements. Proteins involved in biosynthetic processes for fatty acids,
cholesterol, amino acids, and purines exhibited higher abundances after maturation in vitro. Conclusion: This study revealed the marked impact of maturation conditions on the “cumulome” of individual cumulus
oocyte complexes. Under the studied in vitro milieu, cumulus cells seem to compensate for a lack of important substrates
by shifting to aerobic glycolysis. These findings will help to adapt culture media towards more physiological conditions
for oocyte maturation. Keywords: Oocyte, Cumulus, IVM, Proteomics, Metabolomics, Complement, Coagulation, Glucose, Oxygen, Purine © The Author(s). Abstract 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. * Correspondence: jwalter@vetclinics.uzh.ch
1Clinic of Reproductive Medicine, Vetsuisse Faculty, University of Zurich, 8057
Zurich, Switzerland
Full list of author information is available at the end of the article Background One major limitation for the proteomics
approach is the large amount of COCs required for
analysis [37, 38] as enrichment of proteins prior to ana-
lysis is not possible. However, technical improvements
for these techniques currently allow the analysis of small
sample amounts [33, 39, 40]. Differences in the cumulus
proteome through maternal ageing in humans [41],
between cyclic and prepubertal whole porcine COCs
[42, 43], and bovine cumulus cells and oocytes [44] were
reported in studies using pooled CCs or COCs. How-
ever, beyond some practical benefits, pooling samples
has some drawbacks such as masking of outliers, dilu-
tion of low abundance proteins and the loss of the possi-
bility for the estimation of inter-individual variations
within groups [45, 46]. These issues lead to the reduced
applicability of pooled samples, especially for biomarker
discovery [47]. Global protein expression profiling, with-
out identification of altered protein spots, for human
cumulus cells of single oocytes was performed in 2006
[48]. This previous study observed alterations in the
protein expression profiles of cumulus cells under
different stimulation protocols, as well as minor aberrations
in fertilization outcomes using protein electrophoresis
after metabolic labelling [48]. Only recently, intact-
cellMALDI-TOF
mass
spectrometry
(ICM-MS)
in
combination with top-down proteomics was investigated
as tool for biomarker discovery in cumulus cells of single
bovine oocytes [49]. Data on the equine cumulus cell
proteome are not available in the literature. However, a
characterization of the mare follicular fluid composition
was performed during late follicular development using
2D-PAGE and mass spectrometry [50]. Similar metho-
dology was used to characterize seasonal variation in
equine follicular fluid [51]. Available clinical data reflect the gap between in vitro
matured and in vivo matured oocytes with regard to the
developmental
competence of oocytes. Fundamental
research to elucidate altered metabolism during IVM is
necessary to bridge this gap. Currently, high-throughput
“Omics” technologies provide the opportunity to obtain
a more global view on complex biological processes in
reproduction
[13–16]. The
cumulus
complex
(CC)
makes intimate contact with its oocyte and is required
to obtain the maturational competence of the oocyte
[17–21]. After maturation and fertilization, the CC is
not required for further development; thus, these cells
can serve as a unique source to noninvasively investigate
metabolism during oocyte maturation [22]. Background transcriptome between in vitro and in vivo matured
COCs [31–34]. All these studies were performed in spe-
cies other than the horse. An equine study on granulosa
cells, which have a developmental origin similar to that
of cumulus cells, observed age-related changes in their
transcriptome [35]. Another transcriptomic study on
equine granulosa and theca cells during dominant
follicular development identified distinct expression
profiles within these stages [36]. g
Maturation of oocytes is the first step for in vitro pro-
duction (IVP) of embryos across species. Oocyte matur-
ation can occur under in vivo conditions where mature
oocytes are collected from the donor for fertilization or
under in vitro conditions. Usually, maturation in vitro is
accompanied by decreased developmental competence
among oocytes [1, 2]. The standard in vitro fertilization
(IVF) protocol in human reproduction includes the ovar-
ian stimulation of women with exogenous gonadotropins
to mature oocytes in vivo [3]. Even though maturation
and fertilization rates after in vitro maturation (IVM) are
promising, IVM correlates with decreased implantation
rates, increased miscarriage rates and increased live birth
rates [3–5]. Therefore, candidates for IVM in human
reproduction are mostly restricted to women at risk for
ovarian hyperstimulation syndrome (OHSS) [3, 6]. For
the equine species, direct comparisons of embryonic
development after in vivo and in vitro are available. In
one study in vitro matured oocytes were transferred into
the oviduct for in vivo fertilization and further develop-
ment. The results showed a highly decreased develop-
mental capacity of the in vitro matured oocytes (9%)
compared with that of the in vivo matured oocytes
(82%) [1]. Blastocyst rates after intracytoplasmic sperm
injection (ICSI) of in vitro matured oocytes achieved
only up to 35%, which was distinctly lower than their in
vivo matured counterparts (up to 70%) [2]. A special
mystery in equine-assisted reproduction is the complete
failure of classical IVF [7]. At present, this failure is
reflected by only two foals born after classical IVF that
originated from oocytes matured in vivo [8, 9]. All other
equine IVP foals have been generated by ICSI [10, 11]. Whether the cause of this issue is located on the male or
female side currently remains unclear [7, 12]. Studies focusing more closely on metabolism and the
CC phenotype, e.g., using proteomics or metabolomics,
are rare. Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 Page 2 of 24 Page 2 of 24 Background Overrepresented KEGG pathways for the pro-
teins overexpressed in in vitro matured cumulus were
metabolic pathways (KEGG ID 01100), aminoacyl-tRNA
biosynthesis (KEGG ID 00970), fatty acid metabolism
(KEGG ID 01212) and fatty acid biosynthesis (KEGG ID
00061) (Fig. 2). [53]. Individual analysis of lipid metabolism by desorption
electrospray ionization mass spectrometry (DESI-MS)
revealed distinct lipid profiles for individual oocytes
and embryos [54–56]. Simultaneous profiling of the cumulus cell proteome
and metabolome on the single COC level is a technical
challenge but provides the unique opportunity to reveal
the metabolism as close as possible to the phenotype. This multi-omics (“cumulomics”) approach was chosen
for the characterization of aberrations in equine CC
metabolism during maturation in vitro. A highly sensi-
tive method allowed the analysis on the single COC
level, which provides the unique opportunity in the
future to directly correlate the “cumulome” with the
developmental
competence
of
the
corresponding
oocyte. The goal is to bridge the gap between in
vitro
and
in
vivo
maturation
and
improve
the
culture conditions for IVM. Equine oocytes also serve as an ideal model for trans-
lational research towards clinical human-assisted re-
productive technologies. Both species usually develop a
single dominant follicle of large volume and have a
similar follicular phase and interovulatory interval [37,
57, 58]. Additionally, the timing of ovulation seems to
be similar, occurring 36–37 h after human chorionic
gonadotrophin (hCG) administration [57]. Another bene-
fit of equine CCs for the study of metabolism during
maturation for translational research is the large amount
of cumulus compared to that in other species. This
abundance of cumulus allows for the collection of enough
material from single CCs for analysis. Therefore, the
results of this study may contribute to improving
human IVM conditions, which could save a wide range of
women from the exhausting process of ovarian stimu-
lation in the future. Background Most of the
available “Omics” studies on cumulus cells are transcrip-
tomic analyses of pooled cumulus or cumulus oocyte
complexes (COCs) that relate the gene expression profile
to the developmental competence of the oocyte [23–30]. Other
studies
examined
changes
in
the
cumulus Data on the cumulus cell metabolome are even scarcer
across species. Comparison of in vitro matured with in vivo
matured COCs revealed altered cellular metabolism-related
genes along with increased triglycerides in bovine cumulus
cells matured in vitro [34]. Glycosidic residues showed
significant quantitative and qualitative differences in equine
and porcine COCs after in vitro and in vivo maturation
[52]. In the horse, maternal obesity caused alterations in
the lipid fingerprint of preovulatory follicles and oocytes Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 Page 3 of 24 Page 3 of 24 FC ≥2; Table 1; Additional file 1: Table S1). Of these
proteins, 95 were significantly underexpressed in vitro,
and 86 of these proteins were linked to a unique ortho-
logous human UniProt identitiy (ID; Fig. 1). In the in
vitro group, 121 proteins (118 with unique orthologous
human UniProt IDs) were significantly overexpressed
(Fig. 2). Enrichment analysis of overrepresented Kyoto
Encyclopedia of Genes and Genomes (KEGG) pathways
was performed in the STRING-DB version 10.5 [59]. The pathway “complement and coagulation cascades”
(KEGG ID 4610) was significantly overrepresented in the
underexpressed proteins in in vitro matured cumulus
(Fig. 1). Overrepresented KEGG pathways for the pro-
teins overexpressed in in vitro matured cumulus were
metabolic pathways (KEGG ID 01100), aminoacyl-tRNA
biosynthesis (KEGG ID 00970), fatty acid metabolism
(KEGG ID 01212) and fatty acid biosynthesis (KEGG ID
00061) (Fig. 2). FC ≥2; Table 1; Additional file 1: Table S1). Of these
proteins, 95 were significantly underexpressed in vitro,
and 86 of these proteins were linked to a unique ortho-
logous human UniProt identitiy (ID; Fig. 1). In the in
vitro group, 121 proteins (118 with unique orthologous
human UniProt IDs) were significantly overexpressed
(Fig. 2). Enrichment analysis of overrepresented Kyoto
Encyclopedia of Genes and Genomes (KEGG) pathways
was performed in the STRING-DB version 10.5 [59]. The pathway “complement and coagulation cascades”
(KEGG ID 4610) was significantly overrepresented in the
underexpressed proteins in in vitro matured cumulus
(Fig. 1). Metabolome The quantifiable metabolome contained 906 metabolic
compounds; of these compounds, 108 showed a signifi-
cant difference (p < 0.05; FC > 2) in abundance between
the two maturation groups. Compared to the in vivo
matured cumulus, the in vitro matured cumulus ex-
hibited 84 compounds with a higher abundance and
24 compounds with a lower abundance (Table 1;
Additional file 2: Table S2). Putative metabolite IDs were
found for 6 compounds with lower abundance and for 22
compounds with higher abundance after IVM. Essence of the altered “cumulome” in vitro For an integrative view on the proteomic and metabolo-
mic results, compounds with significantly different abun-
dances were summarized in the following 10 metabolic
groups (Table 2, Fig. 3): oxygen supply (down in vitro: 5
proteins, 1 metabolite; up in vitro: 1 metabolite), glucose
metabolism (down in vitro: 3 proteins; up in vitro: 1 pro-
tein, 5 metabolites), fatty acid metabolism (down in vitro:
4 proteins; up in vitro: 5 proteins, 3 metabolites), oxidative
phosphorylation (up in vitro: 1 protein, 1 metabolite),
amino acid metabolism (down in vitro: 1 metabolite; up in
vitro: 1 proteins; 2 metabolites), purine and pyrimidine
metabolism (down in vitro: 1 protein; up in vitro: 7 Proteome A total of 1811 quantifiable equine proteins (NCBI-Ac-
cessions) were identified in the 15 cumulus samples. For
downstream analysis, the equine NCBI entries were
blasted to human orthologous UniProt Accession, which
yielded a total of 1714 unique entries. The proteome
contained 216 differentially expressed proteins (p ≤0.05; Table 1 Summary of the proteomics and metabolomics results. The counts of proteins and metabolomic compounds that were
quantifiable and the counts that showed different abundances (p < 0.05; fold change (FC) > 2) in the in vitro matured cumulus
samples compared to those in the in vivo matured cumulus samples are presented
Method
Quantifiable
Different abundance
(p < 0.05; FC > 2)
Down
in vitro
Up
in vitro
Proteomics (proteins)
1811 (1714)a
216 (204)a
95 (86)a
121 (118)a
Metabolomics (compounds)
905
108 (28)b
24 (6)b
84 (22)b
awith unique orthologous human UniProt ID
bwith putative metabolite ID Table 1 Summary of the proteomics and metabolomics results. The counts of proteins and metabolomic compounds that were
quantifiable and the counts that showed different abundances (p < 0.05; fold change (FC) > 2) in the in vitro matured cumulus
samples compared to those in the in vivo matured cumulus samples are presented Method
Quantifiable
Different abundance
(p < 0.05; FC > 2)
Down
in vitro
Up
in vitro
Proteomics (proteins)
1811 (1714)a
216 (204)a
95 (86)a
121 (118)a
Metabolomics (compounds)
905
108 (28)b
24 (6)b
84 (22)b
awith unique orthologous human UniProt ID
bwith putative metabolite ID Walter et al. BMC Genomics (2019) 20:588 Page 4 of 24 Fig. 1 Interaction network of proteins underexpressed in in vitro matured cumulus complexes (interaction confidence: high (> 0.7), database
matches n = 82). Highly enriched KEGG pathway in the group of underrepresented proteins is the complement and coagulation cascade (red
nodes, pathway ID 04610; n = 21; false discovery rate 1.3e−32). The proteins of the complement cascade are represented by the red nodes within
the yellow circle (n = 8), whereas the proteins of the coagulation cascade are within the blue circle (n = 13) Fig. 1 Interaction network of proteins underexpressed in in vitro matured cumulus complexes (interaction confidence: high (> 0.7), database
matches n = 82). Highly enriched KEGG pathway in the group of underrepresented proteins is the complement and coagulation cascade (red
nodes, pathway ID 04610; n = 21; false discovery rate 1.3e−32). Proteome The proteins of the complement cascade are represented by the red nodes within
the yellow circle (n = 8), whereas the proteins of the coagulation cascade are within the blue circle (n = 13) proteins, 3 metabolites), steroid metabolism (down in
vitro: 2 metabolites; up in vitro: 1 protein), extracellular
matrix (down in vitro: 8 proteins; up in vitro: 3 proteins, 1
metabolite), complement cascade (down in vitro: 14
proteins) and coagulation cascade (down in vitro: 17 pro-
teins). These 91 manually selected and grouped com-
pounds of the overall 232 metabolites and proteins with
unique IDs and significant differences between the two maturation groups are listed in detail in Table 2 and Fig. 3. All significantly different proteins (Additional file 1:
Table S1) and metabolic compounds (Additional file 2:
Table S2) are listed in the article supplements. Discussion From a technical point of view, in this “cumulomics”
study, a simultaneous profiling of the cumulus cells Walter et al. BMC Genomics (2019) 20:588 Page 5 of 24 Fig. 2 Interaction network of proteins overexpressed in in vitro matured cumulus complexes (interaction confidence: high (> 0.7), database
matches n = 116). Enriched KEGG pathways in this group of proteins are metabolic pathways (red nodes, pathway ID 01100; n = 23; false
discovery rate 3.6e−05), aminoacyl-tRNA biosynthesis (blue nodes, pathway ID 00970; n = 5; false discovery rate 0.0006), fatty acid metabolism
(green nodes, pathway ID 01212; n = 5; false discovery rate 0.0007) and fatty acid biosynthesis (yellow nodes, pathway ID 00061, n = 2, false
discovery rate 0.04) Fig. 2 Interaction network of proteins overexpressed in in vitro matured cumulus complexes (interaction confidence: high (> 0.7), database
matches n = 116). Enriched KEGG pathways in this group of proteins are metabolic pathways (red nodes, pathway ID 01100; n = 23; false
discovery rate 3.6e−05), aminoacyl-tRNA biosynthesis (blue nodes, pathway ID 00970; n = 5; false discovery rate 0.0006), fatty acid metabolism
(green nodes, pathway ID 01212; n = 5; false discovery rate 0.0007) and fatty acid biosynthesis (yellow nodes, pathway ID 00061, n = 2, false
discovery rate 0.04) conducted with DESI-MS [54–56]. For this study, a
combination of bottom-up proteomics by nano-HPLC
MS/MS and metabolome analysis by UPLC-nanoESI-MS
in negative mode was used for the analysis of individual
CCs. The detected “cumulome” included 1811 quanti-
fiable proteins as well as 905 quantifiable metabolic
compounds. Therefore, the analytical technique of the
“cumulomics” approach proved to be a highly sensitive
“holistic approach”, which can characterize metabolic
alterations on the single COC level. proteome and metabolome from the very same samples
was performed for the first time. This technical develop-
ment opened the gate to unravel the metabolic pheno-
type
of
cumulus
cells
under
different
maturation
conditions. The analysis was performed on the level of
single COCs, which holds the unique potential to di-
rectly correlate the “cumulome” with the developmental
competence of the corresponding oocyte. A novel com-
bination linking methanol based metabolite extraction
with filter-aided sample preparation (FASP) for proteo-
mics was adapted to for the minute sample amount of
single CCs [39]. Thus far, only studies focusing on single
“Omics” technologies have been available. Discussion Recently,
intact MALDI-TOF mass spectrometry was used to ana-
lyse the proteome of individual bovine oocytes, cumulus
cells and granulosa cells; a total of 439 shared peaks
were detected, and identification of the peaks was per-
formed using top-down proteomics on protein extracts
of pooled samples [49]. An analysis of the lipid profile of
single bovine
oocytes
and embryos was previously Twenty-eight metabolites with putative metabolite IDs
and 204 proteins with unique UniProt IDs were signifi-
cantly different between the two maturation groups
(Table 1). These alterations affect a wide variety of meta-
bolic pathways (Fig. 3). The experimental design used an
available pool of slaughtered animals; thus, there was
certain heterogeneity with regard to donor mares (e.g. breeds and ages) and follicles (Additional file 4). This
reflects the typical situation when immature COCs are
collected for assisted reproduction from client mares or Walter et al. Discussion BMC Genomics (2019) 20:588 Page 6 of 24 e 2 The essence of the altered “cumulome” after maturation in vitro
olic Groups with their Proteins/
olites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
gen Supply (proteins: n = 5; metabolites n = 2)
moglobin A
HBA
HBA_HUMAN
NP_001078901.1
0.015
25.58
Down
moglobin B
HBB
HBB_HUMAN
NP_001157490.1;XP_001504241.1
0.007
52.65
Down
uloplasmin
CP
CERU_HUMAN
XP_001491539.1;XP_014587394.1;XP_014587022.1
< 0.001
140.94
Down
nsferrin
TF
TRFE_HUMAN
NP_001075415.2
0.003
10.25
Down
mopexin
HEMO
HEMO_HUMAN
XP_005612174.1
0.010
10.14
Down
roxymethylbilane
Hydroxymethylbilane
HMDB01137
4.89_426.1165 m/z
0.001
16.86
Down
ubin-Glucuronide
Bilirubin-Gluc
HMDB10332
6.37_741.2851 m/z
0.040
2.21
Up
cose Metabolism (proteins n = 4; metabolites n = 5)
tamine-fructose-6-phosphate
notransferase 1
GFPT1
GFPT1_HUMAN
XP_005599972.1
< 0.001
101.18
Down
tamine-fructose-6-phosphate
notransferase 2
GFPT2
GFPT2_HUMAN
XP_014585826.1
0.024
2.80
Down
dependend 6-
osphofructokinase muscle type
PFK-M
PFKAM_HUMAN
XP_005611133.1;XP_014596234.1
0.006
4.67
Up
ute Carrier Family 2, facilitated
cose transporter member 1
GLUT1
GTR1_HUMAN
NP_001157443.1;XP_005607060.1
0.040
2.01
Down
sphoenolpyruvate
PEP
HMDB00263
6.23_166.9749 m/z
0.018
157.36
Up
actate / L-Lactate
Lactate
HMDB00190
6.41_111.0085 m/z
0.019
2.78
Up
ose-Monophosphate
Hexose-P
not specified
6.41_259.0217 m/z
0.039
6.10
Up
ate/Isocitrate
Citrate
HMDB00094
6.84_191.0191 m/z
0.024
4.04
Up
hospho-d-glyceric acid
2PG
HMDB03391
6.39_185.9927n
0.026
10.30
Up
y Acid Metabolism (proteins n = 9; metabolites n = 3)
olipoprotein A1
APOA1
APOA1_HUMAN
XP_005611649.1
0.001
30.68
Down
olipoprotein A2
APOA2
APOA2_HUMAN
XP_001503846.1
0.003
48.44
Down
olipoprotein H
APOH
APOH_HUMAN
XP_001499728.1
< 0.001
30.74
Down
ponectin
ADIPO
ADIPO_HUMAN
XP_001499564.1
0.009
8.64
Down
tyl-CoA carboxylase 1
ACACA
ACACA_HUMAN
XP_005597614.1;XP_001496980.1
< 0.001
6.07
Up
y acid synthase
FASN
FAS_HUMAN
XP_014591306.1
0.001
2.64
Up
g-chain-fatty-acid-CoA ligase 3
ACSL
ACSL3_HUMAN
XP_001915556.1
0.013
4.14
Up
y acid binding protein
FABP
FABPH_HUMAN
NP_001157357.1;XP_005607059.1
0.001
46.96
Up
l-CoA desaturase
ACOD
ACOD_HUMAN
XP_001500414.1
< 0.001
7.97
Up e essence of the altered “cumulome” after maturation in vitro (Continued)
oups with their Proteins/
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
oethanolamine
O-
Phosphoethanolamine
HMDB00224
4.64_175.9943 m/z
0.002
2.76
Up
rol (40:7)
DAG (40:7)
not specified
3.61_647.5261 m/z
0.024
11.18
Up
olamine
CDP-Ethanolamine
HMDB01564
4.85_222.0249 m/z
0.021
2.75
Up
hosporylation (proteins n = 1; metabolites n = 1)
quinone oxidoreductase
Mt-ND5
NU5M_HUMAN
NP_007170.1
0.046
3.61
Up
avin mononucleotide
FMNH2
HMDB01142
7.19_439.0852 m/z
< 0.001
4.37
Up
d Metabolism (proteins n = 7; metabolites n = 4)
erine aminotransferase
PSAT1
SERC_HUMAN
XP_001496412.1
0.022
9.40
Up
-Serine
SERINE
HMDB00187; HMDB03406
4.98_104.0352 m/z
0.008
3.22
Down
ydroxypyruvic acid
PHPA
HMDB01024
6.82_164.9577 m/z
0.000
19.00
Up
oleucine
L; Iso-L
HMDB00687; HMDB00172
6.55_168.0429 m/z
0.003
7.84
Up
Cystine
HMDB00192
4.81_221.0093 m/z
0.008
2.67
Up
NA ligase
SARS
SYSC_HUMAN
XP_005610429.1
0.007
2.17
Up
RNA ligase
YARS
SYYC_HUMAN
XP_014592779.1
0.015
2.06
Up
yl t-RNA ligase
NARS
SYNC_HUMAN
XP_001488269.1
0.016
3.19
Up
t-RNA ligase
TARS
SYTC_HUMAN
XP_001498225.2;XP_001491149.3
0.005
2.11
Up
e t-RNA ligase
MARS
SYMC_HUMAN
XP_001488941.1;XP_005611399.1
0.039
2.12
Up
NA ligase
AARS
SYAC_HUMAN
XP_001501062.3
0.013
34.61
Down
midin Metabolism (proteins n = 8; metabolites n = 3)
osphate
hokinase
PRPS1
PRPS1_HUMAN
XP_001491425.1;XP_001489096.2;XP_001496502.1
0.011
2.09
Up
bosylformylglycinamidine
PFAS
PUR4_HUMAN
XP_001918417.1
0.006
14.09
Up
al purine biosynthesis
PURH
PUR_9_HUMAN
XP_005610644.2
0.007
2.01
Up
monophosphate
nase 2
IMDH2
IMDH2_HUMAN
XP_001494600.4;XP_005600741.2
0.004
3.17
Up
onophosphate Synthase
GMPS
GUAA_HUMAN
XP_014587031.1
0.003
2.23
Up
ted RNA polymerases I, II,
unit RPABC1
POLR2
RPAB1_HUMAN
XP_001496313.1;XP_014596768.1
0.026
3.93
Up
osyl)-triphosphatase
ENPP4
ENPP4_HUMAN
XP_001502639.1
0.005
5.49
Down
Walter et al. Discussion BMC Genomics (2019) 20:588
Page 7 of 24 Walter et al. BMC Genomics (2019) 20:588 Page 7 of 24 Table 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
Metabolic Groups with their Proteins/
Metabolites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
O-Phosphoethanolamine
O-
Phosphoethanolamine
HMDB00224
4.64_175.9943 m/z
0.002
2.76
Up
Diacyglycerol (40:7)
DAG (40:7)
not specified
3.61_647.5261 m/z
0.024
11.18
Up
CDP-Ethanolamine
CDP-Ethanolamine
HMDB01564
4.85_222.0249 m/z
0.021
2.75
Up
4 Oxidative Phosporylation (proteins n = 1; metabolites n = 1)
NADH-ubiquinone oxidoreductase
chain 5
Mt-ND5
NU5M_HUMAN
NP_007170.1
0.046
3.61
Up
reduced flavin mononucleotide
FMNH2
HMDB01142
7.19_439.0852 m/z
< 0.001
4.37
Up
5 Amino Acid Metabolism (proteins n = 7; metabolites n = 4)
phosphoserine aminotransferase
PSAT1
SERC_HUMAN
XP_001496412.1
0.022
9.40
Up
L-Serine; D-Serine
SERINE
HMDB00187; HMDB03406
4.98_104.0352 m/z
0.008
3.22
Down
Phosphohydroxypyruvic acid
PHPA
HMDB01024
6.82_164.9577 m/z
0.000
19.00
Up
Leucine/Isoleucine
L; Iso-L
HMDB00687; HMDB00172
6.55_168.0429 m/z
0.003
7.84
Up
L-Cystine
Cystine
HMDB00192
4.81_221.0093 m/z
0.008
2.67
Up
Serine t-RNA ligase
SARS
SYSC_HUMAN
XP_005610429.1
0.007
2.17
Up
Tyrosine t-RNA ligase
YARS
SYYC_HUMAN
XP_014592779.1
0.015
2.06
Up
Asparaginyl t-RNA ligase
NARS
SYNC_HUMAN
XP_001488269.1
0.016
3.19
Up
Threonine t-RNA ligase
TARS
SYTC_HUMAN
XP_001498225.2;XP_001491149.3
0.005
2.11
Up
Methionine t-RNA ligase
MARS
SYMC_HUMAN
XP_001488941.1;XP_005611399.1
0.039
2.12
Up
Alanine t-RNA ligase
AARS
SYAC_HUMAN
XP_001501062.3
0.013
34.61
Down
6 Purin & Pyrimidin Metabolism (proteins n = 8; metabolites n = 3)
Ribose-phosphate
pyrophosphokinase
PRPS1
PRPS1_HUMAN
XP_001491425.1;XP_001489096.2;XP_001496502.1
0.011
2.09
Up
Phosphoribosylformylglycinamidine
synthase
PFAS
PUR4_HUMAN
XP_001918417.1
0.006
14.09
Up
Bifunctional purine biosynthesis
protein
PURH
PUR_9_HUMAN
XP_005610644.2
0.007
2.01
Up
Inosine-5′-monophosphate
dehydrogenase 2
IMDH2
IMDH2_HUMAN
XP_001494600.4;XP_005600741.2
0.004
3.17
Up
Guanine Monophosphate Synthase
GMPS
GUAA_HUMAN
XP_014587031.1
0.003
2.23
Up
DNA-directed RNA polymerases I, II,
and III subunit RPABC1
POLR2
RPAB1_HUMAN
XP_001496313.1;XP_014596768.1
0.026
3.93
Up
Bis(5′-adenosyl)-triphosphatase
ENPP4
ENPP4_HUMAN
XP_001502639.1
0.005
5.49
Down Walter et al. Discussion BMC Genomics (2019) 20:588 Page 8 of 24 e 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
olic Groups with their Proteins/
olites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
oxanthine
HypoX
HMDB00157
4.75_172.9976 m/z
0.014
2.62
Up
nosine
Guano
HMDB00133
4.63_318.0790 m/z
0.033
4.29
Up
xycytidine monophosphate
dCMP
HMDB01202
6.89_343.9941 m/z
0.025
2.25
Up
ine 5′-monophosphate synthase
UMPS
UMPS_HUMAN
XP_001500089.4
0.009
3.17
Up
oid Metabolism (proteins n = 2; metabolites n = 2)
hosphomevalonate
arboxylase
MVD
MVD1_HUMAN
XP_001488083.1;XP_014593934.1
0.007
6.21
Up
wth Regulation by Estrogen in
st Cancer Gene 1
GREB
GREB1_HUMAN
XP_014586792.1
0.002
4.26
Up
anyl Pyrophosphate
Geranyl-PP
HMDB01285
4.89_314.0589n
0.002
3.04
Down
one Sulfate
Estrone-S
HMDB01425
6.98_385.0719 m/z
< 0.001
2.94
Down
cellular Matrix/Proteoglycans (proteins n = 11; metabolites n = 1)
onectin
VN
VTNC_HUMAN
XP_001504173.3
0.001
19.83
Down
onectin
FN
FINC_HUMAN
XP_001489154.4
< 0.001
152.88
Down
r-alpha-trypsin inhibitor heavy
n H1
ITIH1
ITIH1_HUMAN
XP_001492576.1;XP_014587106.1
< 0.001
76.91
Down
r-alpha-trypsin inhibitor heavy
n H2
ITIH2
ITIH2_HUMAN
XP_001916967.1
< 0.001
45.40
Down
r-alpha-trypsin inhibitor heavy
n H3
ITIH3
ITIH3_HUMAN
XP_014587105.1
< 0.001
14.74
Down
r-alpha-trypsin inhibitor heavy
n H4
ITIH4
ITIH4_HUMAN
XP_005600608.1;XP_014587103.1
0.011
26.91
Down
ement-membrane specific
aran sulfate proteoglycan core
ein
HSPG2
PGBM_HUMAN
XP_014592730.1
0.014
3.17
Down
ermal Growth Factor Receptor
EGFR
EGFR_HUMAN
XP_005609210.2
0.009
2.24
Up
troglycan
DAG1
DAG1_HUMAN
XP_001497663.1;XP_005600719.1;XP_005600720.1;XP_005600721.1
0.011
2.35
Up
ne Protease HTRA1
HTRA1
HTRA1_HUMAN
XP_005602601.1
0.013
3.92
Up
junction alpha 1 protein;
nexin-43
GJA1
CXA1_HUMAN
NP_001296155.1;XP_014584258.1;XP_014584259.1
0.008
2.69
Down
ndroitin-4-sulphate
CHOND4
HMDB00652
4.75_496.0430 m/z
0.012
3.61
Up
plement Cascade (proteins n = 14)
ma protease C1 inhibitor
IC1
IC1_HUMAN; SERPING1
XP_001498388.1
< 0.001
56.92
Down
mplement 4 (A/B)
C4
CO4B_HUMAN
XP_001492943.1
0.007
7.78
Down
Walter et al. Discussion BMC Genomics (2019) 20:588
Page 8 of 24 Table 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
Metabolic Groups with their Proteins/
Metabolites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
Hypoxanthine
HypoX
HMDB00157
4.75_172.9976 m/z
0.014
2.62
Up
Guanosine
Guano
HMDB00133
4.63_318.0790 m/z
0.033
4.29
Up
Deoxycytidine monophosphate
dCMP
HMDB01202
6.89_343.9941 m/z
0.025
2.25
Up
Uridine 5′-monophosphate synthase
UMPS
UMPS_HUMAN
XP_001500089.4
0.009
3.17
Up
7 Steroid Metabolism (proteins n = 2; metabolites n = 2)
Diphosphomevalonate
decarboxylase
MVD
MVD1_HUMAN
XP_001488083.1;XP_014593934.1
0.007
6.21
Up
Growth Regulation by Estrogen in
Breast Cancer Gene 1
GREB
GREB1_HUMAN
XP_014586792.1
0.002
4.26
Up
Geranyl Pyrophosphate
Geranyl-PP
HMDB01285
4.89_314.0589n
0.002
3.04
Down
Estrone Sulfate
Estrone-S
HMDB01425
6.98_385.0719 m/z
< 0.001
2.94
Down
8 Extracellular Matrix/Proteoglycans (proteins n = 11; metabolites n = 1)
Vitronectin
VN
VTNC_HUMAN
XP_001504173.3
0.001
19.83
Down
Fibronectin
FN
FINC_HUMAN
XP_001489154.4
< 0.001
152.88
Down
Inter-alpha-trypsin inhibitor heavy
chain H1
ITIH1
ITIH1_HUMAN
XP_001492576.1;XP_014587106.1
< 0.001
76.91
Down
Inter-alpha-trypsin inhibitor heavy
chain H2
ITIH2
ITIH2_HUMAN
XP_001916967.1
< 0.001
45.40
Down
Inter-alpha-trypsin inhibitor heavy
chain H3
ITIH3
ITIH3_HUMAN
XP_014587105.1
< 0.001
14.74
Down
Inter-alpha-trypsin inhibitor heavy
chain H4
ITIH4
ITIH4_HUMAN
XP_005600608.1;XP_014587103.1
0.011
26.91
Down
Basement-membrane specific
heparan sulfate proteoglycan core
protein
HSPG2
PGBM_HUMAN
XP_014592730.1
0.014
3.17
Down
Epidermal Growth Factor Receptor
EGFR
EGFR_HUMAN
XP_005609210.2
0.009
2.24
Up
Dystroglycan
DAG1
DAG1_HUMAN
XP_001497663.1;XP_005600719.1;XP_005600720.1;XP_005600721.1
0.011
2.35
Up
Serine Protease HTRA1
HTRA1
HTRA1_HUMAN
XP_005602601.1
0.013
3.92
Up
Gap junction alpha 1 protein;
Connexin-43
GJA1
CXA1_HUMAN
NP_001296155.1;XP_014584258.1;XP_014584259.1
0.008
2.69
Down
Chondroitin-4-sulphate
CHOND4
HMDB00652
4.75_496.0430 m/z
0.012
3.61
Up
9 Complement Cascade (proteins n = 14)
Plasma protease C1 inhibitor
IC1
IC1_HUMAN; SERPING1
XP_001498388.1
< 0.001
56.92
Down
Complement 4 (A/B)
C4
CO4B_HUMAN
XP_001492943.1
0.007
7.78
Down Page 9 of 24 Page 9 of 24 Walter et al. Discussion BMC Genomics (2019) 20:588 e 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
bolic Groups with their Proteins/
bolites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
b-binding protein alpha chain
C4BP
C4BPA_HUMAN
XP_014594908.1
0.001
48.62
Down
b-binding protein alpha chain
C4BP
C4BPA_HUMAN
XP_001492582.2;XP_005609671.1;XP_005609672.1;XP_005609676.1;XP_
005609677.1;XP_005609678.1;XP_014594955.1;XP_014594956.1;XP
_014594957.1;XP_014594958.1
< 0.001
73.54
Down
= Complement C3
C3
CO3_HUMAN
XP_014596564.1
0.005
9274.92
Down
= Complement C3
C3
CO3_HUMAN
XP_001915589.1
0.001
748.41
Down
mplement C5
C5
CO5_HUMAN
XP_014591698.1;zz|FGCZCont0049_P01031|CO5_HUMAN
0.044
5.66
Down
mplement C7
C7
CO7_HUMAN
XP_005604353.1
0.004
33.92
Down
mplement factor I
CFI
CFAI_HUMAN
XP_014593434.1;XP_014593435.1;XP_014593436.1
< 0.001
16.51
Down
mplement factor B
CFB
CFAB_HUMAN
XP_001492602.1
0.008
33.85
Down
mplement factor H X1
CFH
CFAH_HUMAN
XP_001491754.3
0.019
70.12
Down
mplement factor H X5
CFH
CFAH_HUMAN
XP_005608148.2
0.002
12.74
Down
usterin
CLUS
CLUS_HUMAN
NP_001075413.1
0.049
3.44
Down
ronectin
VN
VTNC_HUMAN
XP_001504173.3
0.001
19.83
Down
oagulation Cascade (proteins n = 17)
rinogen alpha chain
FGA
FIBA_HUMAN
XP_005607860.1
0.001
43.25
Down
rinogen beta chain
FGB
FIBB_HUMAN
XP_003364583.1
< 0.001
55.46
Down
rinogen gamma chain
FGG
FIBG_HUMAN
XP_001914833.2
< 0.001
36.00
Down
inogen-1
KNG
KNG1_HUMAN
XP_001499389.1;XP_005601930.1
0.008
14.66
Down
othrombin
F2
THRB_HUMAN
XP_001490892.3
0.001
6.66
Down
parin Cofactor 2
HEP2
HEP2_HUMAN; SERPIND1
XP_003365492.1
0.003
46.20
Down
sma serine protease inhibitor
IPSP
IPSP_HUMAN; SERPINA5
XP_001496026.2
0.031
44.21
Down
tithrombin 3
ANT3
ANT3_HUMAN; SERPINC1
XP_014594947.1;zz|FGCZCont0237_P01008|ANT3_HUMAN
0.001
8.46
Down
sma protease C1 inhibitor
IC1
IC1_HUMAN; SERPING1
XP_001498388.1
<0.001
55.27
Down
pha-2-antiplasmin
A2AP
A2AP_HUMAN; SERPINF2
XP_001504386.3;XP_005597710.1
0.005
10.84
Down
pha-2-macroglobulin
A2M
A2MG_HUMAN
XP_014596179.1
0.015
49.65
Down
pha-2-macroglobulin
A2M
A2MG_HUMAN
XP_014596181.1;XP_014596182.1
0.014
40.92
Down
pha-2-macroglobulin
A2M
A2MG_HUMAN
XP_001499173.2
0.000
15.00
Down
sminogen
PLG
PLMN_HUMAN
XP_001500552.3
0.027
16.17
Down Page 10 of 24 Walter et al. Discussion Donor age was already shown to influence
the equine granulosa cells transcriptome [35] and
human cumulus proteome [41]. Gene expression pro-
files in granulosa cells vary throughout folliculoge-
nesis, for the bovine species this was illustrated on
the GranulosaIMAGE interactive web interface [60]. For the in vitro matured group it is not possible to
specify exactly the developmental phase of the donor
follicles,
which
can
also
impact
the
results. The
picture of altered metabolism after IVM is of course
influenced by maturation conditions. Differences in
media composition, gas concentrations or cell hand-
ling would obviously affect the altered “cumulome”. from slaughterhouse animals for research purposes. Therefore, factors as age and follicular size cannot fully
be ruled out as confounding factors. Mean mare age was
higher in the in vitro group, still not significantly
different. Donor age was already shown to influence
the equine granulosa cells transcriptome [35] and
human cumulus proteome [41]. Gene expression pro-
files in granulosa cells vary throughout folliculoge-
nesis, for the bovine species this was illustrated on
the GranulosaIMAGE interactive web interface [60]. For the in vitro matured group it is not possible to
specify exactly the developmental phase of the donor
follicles,
which
can
also
impact
the
results. The
picture of altered metabolism after IVM is of course
influenced by maturation conditions. Differences in
media composition, gas concentrations or cell hand-
ling would obviously affect the altered “cumulome”. Discussion BMC Genomics (2019) 20:588 Table 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
Metabolic Groups with their Proteins/
Metabolites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
NP_001108005.1
0.001
35.00
Down
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
XP_005605481.1
0.001
33.45
Down
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
XP_001495905.2
0.001
27.21
Down Table 2 The essence of the altered “cumulome” after maturation in vitro (Continued)
Metabolic Groups with their Proteins/
Metabolites
Abbreviation Figure
Proteomics: Orthologous
Human Accession Uniprot
Proteomics: NCBI Accession
Anova
(Progenesis)
Max fold
change
(Progenesis)
Up/
Down
in-
vitro
Metabolomics: HMDB ID
Metabolomics: Compound (m/z)
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
NP_001108005.1
0.001
35.00
Down
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
XP_005605481.1
0.001
33.45
Down
Alpha-1-antiproteinase 2 precursor
A1AT
A1AT_HUMAN
XP_001495905.2
0.001
27.21
Down Page 11 of 24 Walter et al. BMC Genomics (2019) 20:588 Fig. 3 The essence of the altered “cumulome” after maturation in vitro. Schematic view on aberrant metabolism in cumulus cells after maturation
in vitro compared to maturation in vivo. Mapped are 91 compounds with significantly different abundance in in vitro matured cumulus (78
proteins and 21 metabolites, full names are listed in Table 2). Relevant related proteins, metabolites or pathways not detected in this study
were imputed (dashed lines). Items with higher abundance after maturation in vitro are coloured in purple, items with lower abundance in
green. Circles surround proteins and hexagons metabolites Fig. 3 The essence of the altered “cumulome” after maturation in vitro. Schematic view on aberrant metabolism in cumulus cells after maturation
in vitro compared to maturation in vivo. Mapped are 91 compounds with significantly different abundance in in vitro matured cumulus (78
proteins and 21 metabolites, full names are listed in Table 2). Relevant related proteins, metabolites or pathways not detected in this study
were imputed (dashed lines). Items with higher abundance after maturation in vitro are coloured in purple, items with lower abundance in
green. Circles surround proteins and hexagons metabolites Some
of
these
potential
effects
are
discussed
in
relevant chapters in the discussion. from slaughterhouse animals for research purposes. Therefore, factors as age and follicular size cannot fully
be ruled out as confounding factors. Mean mare age was
higher in the in vitro group, still not significantly
different. Glucose metabolism Glucose metabolism plays a central role in the altered
compounds under in vitro conditions. First, glucose
transporter member 1 (GLUT1) was significantly un-
derrepresented in in vitro matured cumulus. GLUT1
was the highest expressed glucose transporter at the
mRNA and protein levels in mouse cumulus cells
where insulin stimulation resulted in glucose uptake
[70]. Bovine cumulus responded to hypoxia during
IVM through upregulation of GLUT1 gene expression
(Slc2a1), and HIF1α seems to play a role in mediating
this response [64]. For equine cumulus cells, the ex-
pression of the GLUT1 gene (Slc2a1) was previously
documented, with significantly higher abundance in
expanded CC than in compact cumulus cells [71]. These studies corroborate the observed GLUT1 under-
representation after maturation under the hyperoxic
(20%) in vitro condition in this study. Another hint for the potential oxygen binding/trans-
porting role of Hb in the cumulus oophorus is an analyte
that was also significantly underrepresented in the in
vitro matured group and seems to match hydroxy-
methylbilane (HMB), a precursor of heme biosynthesis. The transcripts of enzymes involved in heme biosyn-
thesis were previously detected in COCs including the
enzyme
directly
related
to
HMB
synthesis
(Hmbs;
hydroxymethylbilane synthase) [63]. The in vitro underrepresented proteins ceruloplasmin
and transferrin work together in the transport of Fe2+,
which is required for heme synthesis. The underrepre-
sentation of these proteins contribute to the observed
underrepresentation of HBA, HBB and HMB. The
simultaneous underrepresentation of proteins and meta-
bolites involved in in vitro matured COCs strengthens
the hypothesis regarding an oxygen binding role of
hemoglobin within the COC, which seems to be defi-
cient in in vitro matured cumulus cells. Nevertheless,
heme is a constituent of hemoglobin and is required
for cytochromes, cholesterol biosynthesis (see below)
and hydrogen peroxide degradation (heme containing
monofunctional catalases). Therefore, other functions
of this molecule in this setting are also possible. The importance of glucose metabolism for the matur-
ation of COCs is well described in the literature. Oocytes
possess only a limited capacity to metabolise glucose;
they depend on cumulus cells for the valorisation of
glucose [72]. The glycolytic compounds upregulated in
in vitro matured cumulus cells are phosphoenolpyruvate
(PEP) and lactate (Table 2, Fig. 3). The higher abundance
of these potential metabolites indicates an increased
glycolytic rate compared to that in in vivo conditions. Oxygen supply An interesting group of proteins underexpressed in in
vitro matured cumulus is related to oxygen supply; first
and foremost among these proteins is hemoglobin (Hb) A
and B. The expression of Hb in non-thyroid cells was
illustrated through recent advances in Hb research [61]. Recent studies documented hemoglobin B (HBB) expres-
sion in murine and human cumulus cells and exhibited
underrepresentation of HBB after IVM [49, 62–64]. The
function of HBB in these cells remains unknown. HBB
can ensure the necessary oxygen supply for the oocyte in
the reduced oxygen environment of the maturing follicle
[61, 65]. Under in vivo conditions, the estimated oxygen
concentrations in the follicle were approximately 1–5% Page 12 of 24 Page 12 of 24 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 The addition of ferrohemoglobin (FE2+) to the IVM
medium improved blastocyst rates [63]. Moreover, the in
vitro condition used for the present study included a
high oxygen environment (20% oxygen), which seems to
result in the underrepresentation of these proteins
compared to that in COCs matured in vivo under
low oxygen conditions. [66], which is tremendously lower than the common 20%
under IVM conditions [67]. Hypoxia induces the expres-
sion of HBB through hypoxia inducible factor 1 (HIF-1)
[61, 68]. Higher levels of hypoxia inducible factor 1 α
(HIF1α) protein were detected in cumulus cells exposed
to low oxygen compared to those exposed to 20% oxygen
during IVM [64]. Therefore, the high oxygen concen-
tration under IVM conditions seems to be responsible for
the underrepresentation of hemoglobin A (HBA) and
HBB under in vitro conditions in this study. Hemopexin, a
scavenger enzyme for Hb, was also underrepresented in
the in vitro matured cumulus. When heme is released
through degradation of Hb, it is transferred to hemopexin. Therefore, hemopexin acts as a detoxifying agent for free
heme with its pro-inflammatory and pro-oxidant effects. Glucose metabolism The switch from TCM199-based ma-
turation medium (with a more physiological glucose con-
centration) to DMEM/F12-based maturation medium for
equine oocytes resulted in significantly better cleavage and
blastocyst rates, without alteration of the maturation rates
[75]. Therefore, the high glucose concentration during
IVM seems to be beneficial for the developmental com-
petence of equine oocytes. Nevertheless, a substantial
discrepancy for the “cumulome” between in vivo and
in vitro matured COCs was observed. In summary,
energy generation in vivo does not seem to heavily
depend on glycolysis unlike that in vitro. glycosylation of proteins [72, 73]. The role of HBP can
explain the general observation of better expanded CCs
after maturation in vivo compared to that in vitro. For
the interpretation of these alterations in glucose metab-
olism, the available glucose under the two experimental
conditions must be taken in account. The concentration
of glucose in the natural surroundings of COCs, the
follicular fluid, is usually in the range of plasma levels. Compared to other species, equine follicular fluid con-
tains slightly higher glucose concentrations, ranging
from 4.7 mmol/l in small follicles, with a drop to 3.3
mmol/l in larger follicles [74]. DMEM/F12, used for
IVM in this study, contains an almost 4-fold higher
(17.5 mmol/l) glucose concentration compared to that in
follicular fluid. The switch from TCM199-based ma-
turation medium (with a more physiological glucose con-
centration) to DMEM/F12-based maturation medium for
equine oocytes resulted in significantly better cleavage and
blastocyst rates, without alteration of the maturation rates
[75]. Therefore, the high glucose concentration during
IVM seems to be beneficial for the developmental com-
petence of equine oocytes. Nevertheless, a substantial
discrepancy for the “cumulome” between in vivo and
in vitro matured COCs was observed. In summary,
energy generation in vivo does not seem to heavily
depend on glycolysis unlike that in vitro. inhibition of ß-oxidation resulted in increased glucose
consumption. This finding are reflected in the altered
equine “cumulome” of in vitro matured COCs where
increased protein amounts for fatty acid synthesis and
glycolysis were major findings in the altered metabol-
ism after IVM. Interestingly, very similar results were
observed in a bovine study where an increase in the
lipid content of in vitro matured cumulus cells was
accompanied by upregulation of genes related to gly-
colysis and fatty acid synthesis, whereas ß-oxidation
was decreased after maturation in vitro [34]. Glucose metabolism Adipo-
nectin (ADIPO) was also upregulated in in vitro ma-
tured cumulus cells. This regulator prevents energy
deficits in cells, which was present in in vitro matured
COCs as indicated by a lower ATP/ADP ratio compared
to that in in vivo matured COCs [34]. In addition to the altered lipid related proteome, meta-
bolic compounds that can be related to metabolites in fatty
acid metabolism and membrane lipids were upregulated
after maturation in vitro. One analyte can be attributed to
DAG (40:7), a diglyceride that can be a precursor for tri-
glycerides, products of membrane lipid degradation or
serve as second messengers (https://pubchem.ncbi.nlm.nih. gov). Two other potential compounds upregulated in vitro,
O- phosphoethanolamine and CDP-ethanolamine, belong
to the glycerophospholipid metabolism pathway (KEGG
pathway 00564). These metabolites are precursors for phos-
pholipids or products of phospholipid breakdown (https://
pubchem.ncbi.nlm.nih.gov). Metabolomic analysis of bo-
vine IVM COCs and denuded oocytes after IVM revealed
that cumulus cells modulate the lipid profile. Triacylgly-
cerols and phospholipids were higher in COCs than in de-
nuded oocytes [80]. Phospholipid metabolism compounds
accumulated in bovine IVM medium during maturation,
which makes production and secretion by COCs into the
medium likely [81]. In summary, the presented equine
results revealed major aberrations in fatty acid metabolism
after maturation in vitro on both levels of the analysed
“cumulome”. The synthesis of fatty acids in cumulus cells
seems to compensate for the insufficient supply of fatty
acids in COCs in vitro. Fatty acid metabolism Under the experimental condition of this study, fatty
acid synthesis seems to be upregulated after maturation
in vitro. Three main enzymes involved in fatty acid
synthesis (ACSL; ACACA; FASN) were overrepresented
in in vitro matured cumulus. This overrepresentation is
most likely the result of an insufficient supply of fatty
acid in the maturation medium compared to that in
the follicular environment in vivo. The only source of
fatty acids in the medium was the supplemented
serum, which contains less essential linoleic acid than
is contained in the DMEM/F12-based medium used. In potential support of this hypothesis, three compo-
nents of lipoproteins (APOA1 and 2; APOH) were
underrepresented after IVM. These proteins are in-
volved in lipid transport and storage and play an im-
portant role in providing lipids for the COCs. APOA1
was identified as crucial component of mare follicular
fluid throughout the reproductive seasons [51]. Lipid
metabolism is an important player in COC metabol-
ism and oocyte developmental competence [76]. The
special role of cumulus cells in supporting oocyte de-
velopmental competence through fatty acid synthesis
and oxidation was described in a bovine study [77]. Meiotic resumption was compromised by inhibition of
ß-oxidation in mouse [78, 79] and cow oocytes [77]. There was a close link to glucose consumption as Glucose metabolism This theory is supported by overexpression of ATP
dependent 6-phosphofructokinase muscle type (PFK-M),
the main rate-limiting enzyme in glycolysis, after matu-
ration in vitro. PFK-M is regulated by ATP concen-
trations; a high ATP/ADP ratio downregulates the
glycolytic rate. Therefore, the overrepresentation after
IVM seems to be the result of an energy (ATP) deficit or
increased ATP consumption. For the equine species,
reduced glucose metabolism was detected for expanded
COCs. These COCs also exhibited higher maturational
competence (50% versus 21.7%). These expanded COCs
showed significantly lower glucose consumption along
with decreased pyruvate and lactate production [71]. Heme catabolism results in the production of bilirubin,
a yellow compound that seems to be responsible for the
yellow colour of follicular fluid in humans [69]. One
analyte overrepresented in in vitro matured cumulus
(6.37_741.2851 m/z) can be attributed to the conjugated
form of bilirubin, bilirubin glucuronide. The higher
abundance can be a result of increased heme catabolism,
therefore contributing to the underrepresentation of Hb
in IVM cumulus in this study. In summary, the underrepresentation of all these
proteins and metabolites related to oxygen supply in in
vitro matured cumulus cells play an important role in
the further developmental potential of COCs. This
underrepresentation may be one reason for the impaired
developmental competence of in vitro matured COCs. Alternatively, the rate-limiting enzyme of the hexosa-
mine biosynthetic pathway (HBP) is glutamine-fructose-
6-phosphate aminotransferase 1 and 2 (GFPT1 and 2),
which was significantly underexpressed in in vitro ma-
tured cumulus cells. HBP participates in the production
of
hyaluronic
acid
and
products
for
O-linked Walter et al. BMC Genomics (2019) 20:588 Page 13 of 24 Page 13 of 24 glycosylation of proteins [72, 73]. The role of HBP can
explain the general observation of better expanded CCs
after maturation in vivo compared to that in vitro. For
the interpretation of these alterations in glucose metab-
olism, the available glucose under the two experimental
conditions must be taken in account. The concentration
of glucose in the natural surroundings of COCs, the
follicular fluid, is usually in the range of plasma levels. Compared to other species, equine follicular fluid con-
tains slightly higher glucose concentrations, ranging
from 4.7 mmol/l in small follicles, with a drop to 3.3
mmol/l in larger follicles [74]. DMEM/F12, used for
IVM in this study, contains an almost 4-fold higher
(17.5 mmol/l) glucose concentration compared to that in
follicular fluid. Steroid metabolism Diphosphomevalonate decarboxylase (MVD), an enzyme
catalysing the last reaction in the mevalonate pathway,
was overrepresented in in vitro matured cumulus. The
mevalonate pathway converts mevalonate in sterol iso-
prenoids (cholesterol) or non-sterol isoprenoids (e.g.,
heme-A or ubiquinone) [83]. MVD is responsible for the
synthesis of isopentenyl diphosphate (IPP). IPP is con-
densed with dimethylallyl diphosphate to form geranyl
diphosphate (geranyl-PP), a metabolite attributed to a
metabolomic compound that was underrepresented in
vitro [84]. MVD shows the highest expression in the
liver for cholesterol production [84], but its expression
was also documented in mouse ovarian follicles in the
antral stage [85]. Cumulus cells provide cholesterol to
their oocytes, which is transferred through gap junc-
tions. Synthesis of cholesterol in cumulus cells is stimu-
lated by oocyte secreted factors [86]. Cholesterol is the
precursor for steroidogenesis in mammalian cumulus
cells during maturation [87, 88]. Another metabolite MS signal underrepresented after
maturation in vitro was assigned to the steroid hormone
oestrone sulfate (oestrone-s). Estrone-s is biologically
inactive, but through sulfotransferases, it can be con-
verted into biologically active unconjugated estrone. Therefore, estrone-s can serve as reservoir for estrone. Expression of local steroid sulfatases was documented in
human cumulus cells [89]. The results of this study
revealed a deficit in potential metabolites in mevalonate/
steroid metabolism with upregulation of a key enzyme of
the mevalonate pathway in in vitro matured cumulus
cells. This finding can be interpreted as the struggle of
IVM COCs to produce sufficient steroids in compensa-
tion of the missing steroidogenic follicular surrounding. Oxidative phosphorylation Oxidative phosphorylation occurs at the mitochon-
drial membrane and produces energy (ATP) using the
electrons generated from glucose in the TCA cycle. A
central part in the mitochondrial respiratory chain is
NADH-ubiquinone oxidoreductase chain 5 (Mt-ND5),
which was overrepresented after maturation in vitro. This enzyme transfers electrons from NADH out of
the TCA cycle to the respiratory chain. The inter-
mediate electron acceptor for the enzyme is FMN,
which is reduced to FMNH2 in the electron transport
chain
and
was
also
overrepresented
in
in
vitro Page 14 of 24 Page 14 of 24 Walter et al. BMC Genomics (2019) 20:588 Page 14 of 24 This issue would result in increased energy requirements
for nucleotide production compared to those in in vivo
conditions, which explains the shift in glucose metabo-
lism towards the PPP (PRPP production) and glycolysis
(ATP production). matured
cumulus
cells. The
overrepresentation
of
these enzymes in oxidative phosphorylation might be
the consequence of an energy deficit in COCs during
maturation in vitro. Purine and pyrimidine metabolism In in vitro matured cumulus, metabolomic compounds
(3) and proteins (7) that can be associated with purine
and pyrimidine metabolism were significantly overrepre-
sented. The first important protein linking the pentose
phosphate pathway (PPP) with purine and pyrimidine
biosynthesis
is
ribose-phosphate
pyrophosphokinase
(PRPS1), which was overrepresented after maturation in
vitro. PRPS1 produces the metabolite phosphoribosyl
pyrophosphate (PRPP) from the substrate ribose-5-
phosphate from the PPP. PRPP is used for purine and
pyrimidine biosynthesis as well as purine salvage path-
ways. Purine and pyrimidine metabolism in cumulus
cells plays an important role in the orchestration of
meiotic resumption. The increase in enzymes involved
in purine biosynthesis in the cumulus of equine in vitro
matured cumulus cells can be a result of decreased
purine salvage compared to that in in vivo matured cu-
mulus cells. Energy requirements (ATP) for the purine
salvage pathways are distinctly lower (5x) as for de novo
synthesis [82]. However, the rate of salvage pathway
depends on PRPP concentration; therefore, it can be
hypothesized that in vitro maturated cumulus cells suffer
from a lack of PRPP. Upregulation of enzymes in de
novo synthesis tries to compensate for this lack of PRPP. Hemoglobin A (HBA) is a non-steroid isoprenoid
product of the mevalonate pathway, which was also un-
derrepresented after maturation in vitro (see the section
oxygen supply). Steroids can stimulate porphyrin (heme)
biosynthesis [90] and increase Fe incorporation [91]. Therefore, the lack of steroids in in vitro matured cumu-
lus cells can also result in suppressed heme biosynthesis. Amino acid metabolism The altered metabolome after maturation in vitro also
indicates potential aberrations in the amino acid dis-
tribution. Phosphohydroxypyruvate (PHPA) and phos-
phoserine aminotransferase (PSAT1), which catalyse
the conversion to phosphoserine in the serine biosyn-
thesis pathway, were overrepresented after maturation
in vitro. This result can be explained by the under-
representation of a compound attributed to serine
after IVM. Serine is not an essential amino acid; thus,
the potential lack of this compound is most likely the
result of a higher demand e.g., for nucleotide synthe-
sis (see the section Purine and Pyrimidine Metabol-
ism). The overrepresentation of compounds in serine
biosynthesis support this hypothesis for an increased
serine demand in vitro. Opposed to serine, a meta-
bolic compound that can be attributed to leucine/iso-
leucine was overrepresented after maturation in vitro. These aberrations in the equine “cumulome” after
IVM raise the question of whether higher concentra-
tions of serine in maturation media contribute to
more
physiological
culture
conditions
for
COC
maturation. Extracellular matrix/proteoglycans Extracellular matrix (ECM) composition plays an impor-
tant role in the fertilization of the oocyte. The ECM
expands during the maturation process, and only success-
fully expanded ECM around cumulus allows correct adhe-
sion and oviductal pick-up of the COC, influencing sperm Walter et al. BMC Genomics (2019) 20:588 Page 15 of 24 Page 15 of 24 capacitation in human sperm [106]. FN content in hu-
man follicular fluid seemed to be a marker for oocyte
quality, maturity and fertilization capability [107, 108]. Recently, for mice COCs, the FN-integrin pathway was
shown to play an important role in cumulus expansion
during ovulation [109]. In human cumulus samples, FN
in younger women was higher than that in older women
[110]. Both findings illustrate that FN expression in
cumulus cells is positively associated with the oocyte
developmental potential. A novel specific splice variant
of bovine FN was observed in cumulus cells, which
raised the hypothesis of a special function of this variant
in cumulus cells [111]. In vitro matured equine oocytes
also possess a reduced capacity for further development,
and reduced expression of FN was observed in this
study. These data contribute to the available literature
and indicate a role of FN as a cumulus marker for
the
developmental
competence
of
corresponding
oocytes. Additionally, a role in the mediation of equine
sperm-oocyte contact seems likely but needs further
investigation. motility and adhesion as well as fertilization [92–95]. Therefore, it is not surprising that a substantial portion of
alterations in the “cumulome” after IVM is associated with
ECM composition. p
Through the gonadotrophin surge, cumulus cells are
stimulated to form a hyaluronan-rich ECM responsible
for the expansion of the CC [96]. However, inter-alpha-
trypsin-inhibitor heavy chains 1–4 (ITIH1–4) were un-
derrepresented in in vitro matured cumulus. This group
of proteins is responsible for retaining hyaluronic acid
(HA) in the cumulus matrix for expansion [97, 98]. A
putative upregulated compound in in vitro matured CCs
was chondroitin-4-sulfate (CHOND4). For mice, the
binding of HA during maturation in the cumulus
oophorus was hypothesized to be enabled by the release
of chondroitin sulfate into the culture medium (in vitro)
or follicular fluid (in vivo). This exchange of chondroitin
sulfate with HA leads to stabilization of the cumulus
ECM through a covalent interaction of HA and ITIH
[99]. Extracellular matrix/proteoglycans These results are in accordance with the presented
equine “cumulome” data where ITIHs were underrepre-
sented after IVM and CHOND4 was overrepresented. That is, during IVM, CHOND4 might be not sufficiently
released into the culture medium and replaced by HA. Mouse in vivo matured COCs were more resistant to
shear stress than in vitro matured COCs, which supports
this hypothesis [99]. g
Interestingly, serine protease HTRA1 was significantly
overrepresented in the in vitro matured cumulus. This
protease has a variety of targets but especially degrades
FN in the ECM. ECM remodelling by HTRA1 affects a
variety of pathobiological conditions such as osteoarth-
ritis, cancer, and Alzheimer’s disease [112]. In human
cumulus
cells,
HTRA1
expression
was
significantly
higher than that in granulosa cells [113], which can be
attributed to a special role of this protein in cumulus cell
ECM production. The upregulation of this protein in in
vitro matured cumulus might be responsible for the un-
derrepresentation of FN after maturation in vitro. Another protein underrepresented after IVM in this
context was heparan sulfate proteoglycan 2 (HSPG2,
Perlecan). HSPG2 is a core protein attached to three
glycosaminoglycan chains (heparan sulfate or chondro-
itin sulfate). HSPG2 is a main component of basement
membranes [100], but its expression in cumulus cells of
germinal vesicle stage oocytes from women [101] and
granulosa cells from cows [60] was previously docu-
mented. Heparan sulfate proteoglycan expression peaked
in rat preovulatory granulosa cells where the core
proteins, such as HSPG2, remaining constant through-
out the cycle. These proteoglycans can bind and activate
antithrombin III (also underrepresented in in vitro
matured cumulus); thus, they also possess a role in the
control of proteolysis and fibrin formation [102] (see
chapter coagulation cascade). p
Another protein that was underrepresented in in vitro
matured cumulus and plays an important role in the
ability of oocytes to achieve their full developmental
competence is gap junction alpha 1 protein (GJA1;
Connexin-43 (CX43)). Oocytes share close bidirectional
communication with their surrounding oocytes. The
exchange of small molecules and cellular coupling via
gap junctions between cumulus cells and their surround-
ing oocyte is especially important [114]. The crucial role
of CX43-mediated cumulus oocyte communication for
the meiotic maturation of oocytes was documented for
bovine [115] as well as human oocytes [116]. The pre-
sence of open gap junctions in granulosa cells is neces-
sary for the maintenance of the oocyte in meiotic arrest. Extracellular matrix/proteoglycans Granulosa cells deliver cGMP through gap junctions to
the oocyte; this process maintains high levels of cAMP
in the oocyte high as well as meiotic arrest [117]. Diffe-
rences in gap-junctional coupling of equine oocytes were
found with regard to breeding season; 90% coupling was
detected in breeding season versus 55% interrupted
communication
in
the
non-breeding
season
[118]. Vitronectin (VN), which was underrepresented after
IVM, is a glycoprotein found in ECM that promotes cell
adhesion. VN plays a role in the cytolytic complement
pathway through the regulation of membrane attack
complex (MAC) formation [103] (Fig. 3). VN in bovine
cumulus ECM showed a negative effect on sperm moti-
lity [104] as well as a dose dependent effect on oocyte-
sperm interactions [105]. Another important protein in
ECM that was underrepresented after IVM is fibronectin
(FN), another adhesive glycoprotein. FN is secreted by
cumulus cells during maturation [93], and induced Page 16 of 24 Walter et al. BMC Genomics (2019) 20:588 Page 16 of 24 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 Meiotic resumption of equine oocytes seemed to be
associated with a decline in CX43 protein in cumulus
cells, with significantly higher levels in in vitro than in in
vivo matured cumulus cells [119]. Nonetheless, available
equine gene expression data for GJA1 (CX43) in equine
cumulus cells showed no variation between in vivo and
in vitro maturated cumulus cells. Therefore, altered
protein expression seems to be a result of post-tran-
scriptional regulation [120]. For bovine oocytes, the ex-
pression level of CX43 in cumulus cells significantly
correlated with the developmental competence of the cor-
responding oocyte [114]. Whether this correlation is also
valid for the equine species needs further investigations. downregulated in the in vitro matured cumulus. In total,
11 unique proteins are associated with the complement
cascade (Table 1, Fig. 3). The complement system is part
of the innate immune system and includes 30 proteins
overall. In this study, proteins of the classical and
alternative
pathway
of
complement
activation
are
represented in the group of proteins with significantly
lower expression. In addition to the complement factors
C3, C4, C5 and C7 and the positive regulator CFB, nega-
tive regulators of the complement cascade (IC1, C4BP,
CFI, CFH, CLUS, VN) belonged to the underexpressed
proteins in the in vitro matured cumulus cells (Fig. 3). Extracellular matrix/proteoglycans p
( g
)
An active complement system in the follicular fluid is
relevant
for
ovulation
in
vivo
[127–129]. Previous
studies on the follicular fluid of mares revealed the pre-
sence of complement proteins in follicular fluid [50]
with seasonal variation [51]. Several complement pro-
teins seem to be shed within cell secreted vesicles into
the follicular fluid of mares [130]. Confirmation of gene
expression for several complement proteins in human
granulosa cells supports the hypothesis that these cells
are able to actively secrete complement factors [131]. For component C3, available studies indicate a role in
the developmental competence of the oocyte [132–134]. The reduced presence of 11 proteins of the complement
cascade supports the hypothesis that the lack of com-
plement proteins is responsible for the reduced develop-
mental competence of equine oocytes matured in vitro. Moreover, complement component 3 plays a role in
sperm-oocyte-interactions [135, 136]. Transferring this
context to the equine species, the lack of complement
factors in equine CCs after IVM contribute to the in-
ability of equine sperm to fertilize COCs. Further ex-
periments are necessary to clarify the role of the
complement system in the maturation process and the
mediation of equine sperm-oocyte interactions. Thus far, the discussed alterations with regard to ECM
composition were mostly compounds identified as under-
represented after maturation in vitro. Some candidates
showed an opposite trend with overrepresentation after
IVM. One of these candidates, dystroglycan (DAG1), is an
ECM glycoprotein that is poorly characterized in follicular
cells compared to some of the previously discussed mo-
lecules. In porcine granulosa cells, DAG1 showed a de-
crease in concentration with increasing follicle size [121]. g
Overrepresented epidermal growth factor receptor
(EGFR) is the transmitter of extracellular events in the
cells. EGFR kinase activity is responsible for gap junction
closure in response to LH, which results in meiotic
resumption [117]. The functionality of EGFR seems to
be one key factor for the oocyte to acquire developmen-
tal competence [122]. The addition of epidermal growth
factor (EGF) to the maturation medium of equine
oocytes significantly increases maturation rates [123]. For bovine oocytes, EGFR expression in cumulus cells
seems to be a marker for oocyte developmental compe-
tence [23]. All these data indicate a positive effect of
EGFR activity on oocyte developmental competence. Extracellular matrix/proteoglycans The overexpression of EGFR receptor in the in vitro ma-
tured samples can be a result of the underrepresentation
of a metabolic compound assigned to oestrone-s (under-
represented in in vitro matured cumulus, see the chapter
steroid metabolism). In breast cancer, oestrogen was
responsible for maintaining low levels of EGFR expres-
sion [124]. Another explanation for this upregulation
delivers the addition of 50 mg/ml EGF to the maturation
medium. EGF showed a positive effect on maturation in
many species and is routinely added to equine ma-
turation media [125]. In hepatic epithelial cells, EGF
increased EGFR mRNA 3–5-fold [126]. Coagulation Cascade In in vitro matured cumulus, a wide variety of factors par-
ticipating in the coagulation cascade were significantly un-
derrepresented (n = 13; Table 2; Fig. 3). Three fibrinogen
chains (A,B,G), which are converted into fibrin in the
coagulation process by thrombin (F2a), belong to this
protein group. Thrombin is derived through enzymatic
cleavage of prothrombin (F2), which was also under-
represented in in vitro matured cumulus. Additionally, the
following group of thrombin inhibitors with anticoagulant
activity was underrepresented: heparin cofactor 2 (HEP2),
plasma serine protease inhibitor (IPSP), antithrombin 3
(ANT3), and plasma protease C1 inhibitor (IC1). More-
over, proteins involved in fibrinolysis were underrepre-
sented. Plasmin (PLM) is the enzyme responsible for
fibrinolysis; the precursor of PLM, plasminogen (PLG), as
well as the following proteins with inhibitory effects on Complement Cascade The most dominant proteome result is the massive over-
representation
of
the
complement
and
coagulation
cascades (pathway ID 04610; String Enrichment Analysis
n = 21 proteins; complement cascade n = 8 proteins; false
discovery
rate
1.3e−32)
in
the
group
of
proteins Page 17 of 24 Page 17 of 24 Page 17 of 24 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 biosynthesis in cumulus cells. VN, FN, complement C3,
A2M and antithrombin III are potential players in
equine sperm-oocyte interaction and attraction and
were underrepresented after maturation in vitro. These
candidates deserve more attention to improve equine IVF
success in the future. PLM were underrepresented in the in vitro matured group:
alpha-2-antiplasmin (A2AP); alpha-2-macroglobulin (A2M)
and alpha-1-antiproteinase 2 precursor (A1AT). In sum-
mary, the in vitro matured cumulus appears to lack fibrino-
gen as well as the two main progenitors for coagulation
(F2) and fibrinolysis (PLG). The shortage of these factors
seems to be the result of massive consumption during
COC collection or IVM. In support of this hypothesis,
inhibitory factors for coagulation (IPSP, IC1, ANT3, and
HEP2) as well as inhibitory factors for fibrinolysis (A1AT,
A2AP, IC1, and A2M) were also underrepresented in the in
vitro matured cumulus. Overall, the presented alterations in the “cumulome”
after IVM point towards the future direction for the
development of more physiological IVM conditions. Fine
adjustment of media composition needs to focus on fatty
acids, amino acids and purines. This adjustment will
contribute to overcome the need for supraphysiological
oxygen and glucose concentrations, which seem to aid
the COC only by compensating for actual shortcomings
in media. The coagulation system is a dominant part of equine
follicular fluid [50, 51]. F2 and PLG were detected mainly
during spring anovulatory season. Fluctuation in follicular
coagulation factors throughout the reproductive season de-
livers explanations for different incidences for hemorrhagic
anovulatory follicles [51]. Fibrinogen concentrations in
equine follicular fluid were measured 40% higher than
those in plasma [137]. Therefore, there must be local
production/secretion of fibrinogen from follicular cells. Analysis of gene expression from human granulosa and
cumulus cells of preovulatory follicles revealed the selective
expression of fibrinogen in granulosa cells [138]. Coagula-
tion system proteins that were upregulated in follicular
fluid from women who underwent IVF successfully
included fibrinogen, kininogen-1, prothrombin and coagu-
lation factor XII [139]. In vivo COC collection Oestrous was induced by injection of 1 ml Cloprostenol
(Estrumate®,
MSD
Animal
Health
GmbH,
Luzern,
Switzerland) in mares (n = 7) owned by the University of
Zurich that were designated for slaughter for non-
reproductive reasons (Additional file 4: Table S4). Mares
were regularly checked by transrectal ultrasonography;
when a follicle over 35 mm along with uterine oedema
was detected, ovulation was induced by injection of 2500
I.U. hCG (Chorulon®, MSD Animal Health GmbH,
Luzern, Switzerland). Slaughter was scheduled 30 h after
injection, and ovaries were excised from the carcasses to
harvest COCs from the dominant follicle by follicular
scraping. As expected, all recovered COCs had a nicely
expanded CC. Each COC was washed four times in
100 μl phosphate buffered saline solution containing
bovine serum albumin (PBS-BSA). In the last step,
oocytes were denuded using The Stripper® (Cooper
Surgical Fertility &Genomic Solutions, Malov, Denmark),
and 3 μl of the CC was collected for analysis. Denuded
oocytes were scanned under an inverted microscope for
extrusion of polar bodies. All COCs used in the analysis
(n = 8) were successfully matured, with extrusion of
the first polar body. Animal testing authorisation for
collection of in vivo matured oocytes was permitted
by the Zurich cantonal veterinary office (authorisation
number 153/13). Complement Cascade Regarding the role of the coagula-
tion system on oocyte maturation, available data are rare. The analysis of bovine cumulus cell gene expression after
IVM revealed a significant enrichment of genes (n = 5)
involved in the complement and coagulation pathway [32]. Through upregulation of the transcriptional machinery for
these proteins, the cells try to compensate for the
increased consumption of these proteins during IVM. Beyond the more general role of the coagulation system,
maturation-specific functions in the fertilization process
are possible. Antithrombin III (Serpin C1) plays a role as
chemoattractant for sperm [140]. A derivate of A2M
stimulates spermatozoa-zona pellucida binding in the
human cumulus matrix [141]. Therefore, the study
revealed specific candidates that hold the potential to
improve the fertilization of equine COCs. Untargeted metabolomics analysis Metabolites of single CCs were profiled using nano high-
performance liquid chromatography mass spectrometry
(UPLC–nanoESI-MS) in negative mode similar to that
suggested by Paglia et al. [142]. In brief, cells were lysed
and extracted in 100 μl MeOH/H2O (9:1 v:v) using 4
freeze/thaw cycles (1 min liquid nitrogen; 5 min high in-
tensity focused ultrasound (HIFU)). After centrifugation
(15 min at 13000 rpm, at 4 °C), the supernatant with lipids
and metabolites was collected and stored at −20 °C. The
pellet was collected and immediately processed for pro-
teomics analyses (see below). Prior to analysis, the extracts
were dried under a stream of nitrogen and reconstituted
in 20 μl water, further diluted with 80 μl 50 mM ammo-
nium acetate in acetonitrile/MeOH (90:9 v:v) adjusted
with ammonium hydroxide to pH 9. Metabolites were se-
parated on nanoAcquity UPLC (Waters) equipped with a
BEH-Amide capillary column (200 μm × 150 mm, 1.7 μm
particle size, Waters) by applying a gradient of 0.5 mM
ammonium acetate in water adjusted with ammonium
hydroxide to pH 9 (A) and 0.5 mM ammonium acetate in
acetonitrile adjusted with ammonium hydroxide to pH 9
(B) from 90% B to 50% B. The injection volume was 1 μl. The UPLC was coupled to a Synapt HDMS G2 mass
spectrometer (Waters) by a nanoESI source. MS data were
acquired using negative polarization and all ion fragmen-
tation (MSE) over a mass range of 50 to 1200 m/z at a
resolution of 22,000 (MS and MSMS). All solvents used
were of quality HPLC grade (Chromasolv, Sigma-Aldrich). Metabolite data sets were evaluated with Progenesis QI
software (Nonlinear Dynamics, A Waters Company),
which aligns the ion intensity maps based on a reference
data set, followed by peak picking on an aggregated ion
intensity map. Detected ions were identified based on
accurate mass, and detected adduct patterns and isotope
patterns by comparison with entries in the Human Meta-
bolome Database (HMDB). A mass accuracy tolerance of
0.025 Da was set for the searches. Fragmentation patterns
were considered for the identifications of metabolites. Quality controls were run on pooled samples and Analysis of all biological samples (n = 15) was performed
in one analytical run in random order using reverse-
phaseLC-MS/MS on an Orbitrap Fusion mass spectrom-
eter (Thermo Scientific) coupled to a nano HPCL system
(EASY-nLC 1000, Thermo Scientific) in data dependent
acquisition
(DDA)
mode. In vitro COC collection In summary, according to these key findings, metabolism
under in vitro conditions seems to focus on fuelling cells
with energy via aerobic glycolysis as important candidates
involved in oxygen supply and glucose metabolism were
altered. This alteration can be the result of the culture
system used with high levels of oxygen and glucose. With
the help of these compounds, a lack of other important
substrates (purines, cholesterol/steroids, lipids, and amino
acids) for the COC might be overcome by increased Oocytes for IVM (n = 7) were collected from mares (n = 5)
slaughtered at local abattoirs. The animals were out of
oestrous and slaughtered for non-reproductive reasons
(Additional file 4: Table S4). Ovaries were excised from
the carcasses, and COCs from non-dominant follicles
were recovered by scraping. Only oocytes with compact
cumulus oophorus were selected for the IVM process. All
cells in close connection to the oocyte were defined as Page 18 of 24 Walter et al. BMC Genomics (2019) 20:588 reference compound mixtures to determine technical
accuracy and stability. cumulus oophorus. IVM was performed for 30 h in 30 μl
droplets of Advanced DMEM/F12 based maturation
medium (Advanced DMEM/F-12, Thermo Fisher Scien-
tific, with 2.5 mM Glutamax, 2.2 g/l NaHCO3, 1 ml/100
ml foetal bovine serum, 50 ng/ml EGF, 10 IU/ml PMSG
and 5 IU/ml hCG). The maturation rate was 62%. After
the IVM period, COCs were treated as described for the
in vivo matured group with washing and denudation in
PBS-BSA. Only
cumulus
samples
from
successfully
matured oocytes were used for this study. All cumulus
samples were snap frozen and stored in liquid nitrogen
until preparation for “cumulomics” analysis. cumulus oophorus. IVM was performed for 30 h in 30 μl
droplets of Advanced DMEM/F12 based maturation
medium (Advanced DMEM/F-12, Thermo Fisher Scien-
tific, with 2.5 mM Glutamax, 2.2 g/l NaHCO3, 1 ml/100
ml foetal bovine serum, 50 ng/ml EGF, 10 IU/ml PMSG
and 5 IU/ml hCG). The maturation rate was 62%. After
the IVM period, COCs were treated as described for the
in vivo matured group with washing and denudation in
PBS-BSA. Only
cumulus
samples
from
successfully
matured oocytes were used for this study. All cumulus
samples were snap frozen and stored in liquid nitrogen
until preparation for “cumulomics” analysis. Proteomics analysis After initial methanol extraction for metabolomics ana-
lysis, the pellet was immediately prepared for proteomic
analysis. Therefore, a sonoreactor-based cell lysis protocol
(SR) [143] was combined with FASP (adapted from [39]). The SR-FASP protocol was specifically developed for the
analysis of the proteome for single COCs [40]. The pellet
was dissolved in 30 μl SDS lysis buffer (4% SDS, 100 mM
Tris/HCL pH 8.2, 0.1 M DTT–dithiothreitol) and incu-
bated at 95 °C for 5 min. In the next step, samples were
treated with HIFU for 10 min with amplitude of 65% in
cycle 0.5 (Sonoreactor UTR200; Hielscher Ultrasonics
GmbH). After
cell
lysis,
protein
concentration
was
estimated with a Qubit® Protein Assay Kit (Life Technolo-
gies). A total of 10 μg of proteins were used for the
adapted FASP protocol [39]. Proteins were diluted in
200 μl UT buffer (Urea 8 M in 100 nM Tris/HCL, pH 8.2)
and loaded on a Microcon-30 kDa Centrifugal Filter Unit
with Ultracel-30 membrane (Merck Millipore). The unit
was
centrifuged
at
14,000 g
for
25 min
at
room
temperature. A wash with 200 μl UT buffer followed by
centrifugation at 14,000 g for 25 min was performed. Re-
duced proteins were alkylated with 100 μl iodoacetamide
0.05 M in UT buffer during an incubation of 5 min,
followed by three washing steps with 199 μl UT and two
steps with 100 μl NaCl 0.5 M. Protein digestion on the fil-
ter unit was performed overnight in a wet chamber at
room temperature using 120 μl 0.05 M triethylammonium
bicarbonate buffer (pH 8.5) with trypsin (Promega) in a ra-
tio of 1:50 (w/w). After elution at 14,000 g, the peptide so-
lution was acidified using trifluoroacetic acid (TFA) to a
final concentration of 0.5%. Peptides were desalted using
Finisterre solid phase extraction C18 columns (Teknok-
roma), dried in a vacuum concentration and resolubilized
in LC-MS solution (3% acetonitrile, 0.1% formic acid). Untargeted metabolomics analysis A
homemade
frit-column
(75 μm × 150 mm) packed with reverse phase material
(ReproSil-Pur 120, C18-AQ, 1.9 μm (Dr. Maisch HPLC
GmbH)) was coupled to the MS with a fused-silica spray
emitter (20 μm × 8 cm, tip: 10 ± 1 μm; New Objective). A
defined amount of 500 ng peptides per sample was loaded
to the column and analyzed by LC-MS/MS. For channel
A, the solvent composition was 0.1% formic acid in water,
and for channel B, it was 0.1% formic acid in acetonitrile. Elution of peptides was performed using a flow rate of
300 nl/min with a gradient of 1 to 35% acetonitrile over Page 19 of 24 Page 19 of 24 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 120 min, followed by a cleaning period for 10 min with
98% acetonitrile. Full-scan mass spectra (300–1500 m/z)
were acquired with a resolution of 60,000 at 200 m/z after
accumulation to a target value of 5e5. Look mass correc-
tion (371,1010 and 445,12,003 m/z) was used for internal
calibration, and the maximum cycle time between pre-
cursor masses was set to 3 s. Data dependent MS/MS
were recorded in a linear ion trap using quadrupole isola-
tion in a window of 0.7 Da. Selected ions were fragmented
with 30% fragmentation energy. The ion trap was run in
rapid scan mode with 1e2 as the target value and a ma-
ximum injection time of 35 ms. Precursor ions with
charge state from + 2 to + 6 and a signal intensity of at
least 1e4 were selected for fragmentation. For 25 s, a
dynamic exclusion list was applied with activation of
maximum parallelizing ion injections. As reference, a pool
containing 5 μl of each cumulus sample was analysed in
the same analytical run and used as reference for aligning
in data analysis. discovery rate for quantifiable proteins with at least two
peptides was estimated at 0.2% using the target-decoy
strategy [144]. For protein quantification, the average of
the normalised abundance from the most intense 3
peptide ions of each protein group were calculated indi-
vidually for each sample [146]. This generates the norma-
lised quantitative protein abundance. Statistical testing
was performed on hyperbolic arcsine transformed values
using ANOVA. Differentially expressed proteins were
defined with a fold change > 2 along with p ≤0.05. Untargeted metabolomics analysis Enrich-
ment analysis of overexpressed proteins in KEGG path-
ways was performed online using STRING-Database
(http://string-db.org) [147]. All mass spectrometry pro-
teomics data were handled using the local laboratory in-
formation management system [148] and all relevant data
have been deposited in the ProteomeXchange Consortium
via the PRIDE partner repository with the dataset identi-
fier PXD011086 [149]. Integrated analysis of proteomic and metabolomic
results was performed using KEGG Mapper v3.1 (release
date October 1st 2017; http://www.genome.jp/kegg/map-
per.html). Label-free quantification was conducted with Progen-
esis QI for Proteomics Software (Nonlinear Dynamics, A
Waters Company). The reference for automatic aligning
was the raw-file of the sample pool. For peak picking,
the high sensitivity option was chosen, and only peptides
with charge 2, 3 and 4 were used for analysis. The top
five mass spectra were exported for a database search
using charge deconvolution and deisotoping options
with a minimum fragment count of 200 peaks per MS/
MS [144]. Spectra were searched against the NCBI data
base for horses (NCBI Taxonomy ID 9796, release date
20,170,523). For functional downstream analysis of pro-
teins, the database was blasted to human homologous
proteins from the canonical UniProt database (Tax ID:
9606, 20,161,209: file: fgcz_9606_reviewed_cnl_conta-
minantNoHumanCont_20,161,209.fasta). The database
was concatenated with reversed sequence information
for estimation of the false discovery rate [144]. The
search was run on Mascot Server
v.2.4.3. (Matrix
Science), with a tolerance of 10 ppm for precursor ion
mass and 0.5 Da for fragment ion tolerance. Enzyme spe-
cificity was restricted to trypsin with an allowed maximum
of 2 missed cleavage sites. As fixed modification, only
carbamidomethylation of cysteine was specified, and for
variable modifications, deamidation of glutamine and
asparagine as well as protein n-terminus acetylation were
selected. Protein probabilities by the protein prophet algo-
rithm [145] were analysed in Scaffold v4.1.1 (Proteome
Software Inc.). Proteins containing similar peptides that
could not be discriminated by the MS/MS analysis were
grouped according to the principles of parsimony. To link
the MS1 features in Progenesis QI for proteomics with
peptide and protein information, we uploaded a Scaffold
spectrum report filtered for false discovery rates on the
peptide (5%) and protein (10%) levels. The overall false Additional files Additional file 1: Table S1. All 216 differentially expressed proteins
(p ≤0.05; FC ≥2); 204 with unique UniProt IDs. Of these proteins, 95 were
significantly underexpressed in the in vitro matured group, and 86 of
these proteins were linked to a unique orthologous human UniProt ID
(Fig. 1). In the in vitro group, 121 proteins (118 with unique orthologous
human UniProt IDs) were significantly overexpressed. (XLSX 140 kb)
Additional file 2: Table S2. All 108 metabolic compounds with a
significant different (p < 0.05; FC > 2) abundance between the two
maturation groups. Here, 84 compounds showed a higher abundance in
the in vitro group and 24 compounds a lower abundance compared to
those in the in vivo matured group. For 28 compounds, putative metabolite
IDs were found (6 with lower abundance and 22 with higher abundance
after in vitro maturation). (XLSX 84 kb) Additional file 3: Table S3. All 905 measured metabolomic compounds
(Progenesis QI Output Measurements). (XLSX 481 kb) Additional file 3: Table S3. All 905 measured metabolomic compounds
(Progenesis QI Output Measurements). (XLSX 481 kb) Additional file 4: Table S4. Additional information on donor mares and
follicles for the in vivo and in vitro matured groups. Mann-Whitney test
indicated no significant difference for mare age (p = 0.2) and a significant
difference for follicle size (p = 0.04) between the two maturation groups. (XLSX 10 kb) (XLSX 10 kb) (XLSX 10 kb) 2PG: 2-phospho-d-glyceric acid; A1AT: Alpha-1-antiproteinase 2 precursor
(A1AT); A2AP: Alpha-2-antiplasmin; A2M: Alpha-2-macroglobulin;
AARS: Alanine t-RNA ligase; ACACA: Acetyl-CoA carboxylase 1; ACOD: Acyl-
CoA desaturase; ACSL: Long-chain-fatty-acid-CoA ligase 3;
ADIPO: Adiponectin; ANT3: Antithrombin 3; APOA1 and 2: Apolipoprotein A1
and 2; APOH: Apolipoprotein H; C3: Complement C3; C4: Complement 4 A/B
(C4); C4BP: C4b-binding protein alpha chain; C5: Complement C5;
C7: Complement C7; CC: Cumulus complex; CFB: Complement factor B;
CFH: Complement factor H X1; CFI: Complement factor I;
CHOND4: Chondroitin-4-sulfate; CLUS: Clusterin; COC: Cumulus oocyte
complex; CP: Ceruloplasmin; DAG1: Dystroglycan; dCMP: Deoxycytidine
monophosphate; DESI: Desorption electrospray ionization mass spectrometry;
DTT: Dithiothreitol; EGFR: Epidermal Growth Factor Receptor; ENPP4: Bis(5′-
adenosyl)-triphosphatase; F2: Prothrombin; FABP: Fatty acid binding protein; Abbreviations
2PG 2
h
h 2PG: 2-phospho-d-glyceric acid; A1AT: Alpha-1-antiproteinase 2 precursor
(A1AT); A2AP: Alpha-2-antiplasmin; A2M: Alpha-2-macroglobulin;
AARS: Alanine t-RNA ligase; ACACA: Acetyl-CoA carboxylase 1; ACOD: Acyl-
CoA desaturase; ACSL: Long-chain-fatty-acid-CoA ligase 3;
ADIPO: Adiponectin; ANT3: Antithrombin 3; APOA1 and 2: Apolipoprotein A1
and 2; APOH: Apolipoprotein H; C3: Complement C3; C4: Complement 4 A/B
(C4); C4BP: C4b-binding protein alpha chain; C5: Complement C5;
C7: Complement C7; CC: Cumulus complex; CFB: Complement factor B;
CFH: Complement factor H X1; CFI: Complement factor I;
CHOND4: Chondroitin-4-sulfate; CLUS: Clusterin; COC: Cumulus oocyte
complex; CP: Ceruloplasmin; DAG1: Dystroglycan; dCMP: Deoxycytidine
monophosphate; DESI: Desorption electrospray ionization mass spectrometry;
DTT: Dithiothreitol; EGFR: Epidermal Growth Factor Receptor; ENPP4: Bis(5′-
adenosyl)-triphosphatase; F2: Prothrombin; FABP: Fatty acid binding protein; 2PG: 2-phospho-d-glyceric acid; A1AT: Alpha-1-antiproteinase 2 precursor
(A1AT); A2AP: Alpha-2-antiplasmin; A2M: Alpha-2-macroglobulin;
AARS: Alanine t-RNA ligase; ACACA: Acetyl-CoA carboxylase 1; ACOD: Acyl-
CoA desaturase; ACSL: Long-chain-fatty-acid-CoA ligase 3;
ADIPO: Adiponectin; ANT3: Antithrombin 3; APOA1 and 2: Apolipoprotein A1
and 2; APOH: Apolipoprotein H; C3: Complement C3; C4: Complement 4 A/B
(C4); C4BP: C4b-binding protein alpha chain; C5: Complement C5;
C7: Complement C7; CC: Cumulus complex; CFB: Complement factor B;
CFH: Complement factor H X1; CFI: Complement factor I;
CHOND4: Chondroitin-4-sulfate; CLUS: Clusterin; COC: Cumulus oocyte
complex; CP: Ceruloplasmin; DAG1: Dystroglycan; dCMP: Deoxycytidine
monophosphate; DESI: Desorption electrospray ionization mass spectrometry;
DTT: Dithiothreitol; EGFR: Epidermal Growth Factor Receptor; ENPP4: Bis(5′-
adenosyl)-triphosphatase; F2: Prothrombin; FABP: Fatty acid binding protein; Page 20 of 24 Walter et al. BMC Genomics (2019) 20:588 Walter et al. BMC Genomics (2019) 20:588 Zurich, 8057 Zurich, Switzerland. 3Institute of Pharmacology and Toxicology,
Vetsuisse Faculty, University of Zurich, 8057 Zurich, Switzerland. Abbreviations
2PG 2
h
h FASN: Fatty acid synthase; FASP: Filter-aided sample preparation; FDR: False
discovery rate; FGA: Fibrinogen alpha chain; FGB: Fibrinogen beta chain;
FGG: Fibrinogen gamma chain; FMNH2: Reduced flavin mononucleotide
(FMNH2); FN: Fibronectin; Geranyl-PP: Geranyl Pyrophosphate;
GFPT1&2: Glutamine-fructose-6-phosphate aminotransferase 1&2; GJA1: Gap
junction alpha 1 protein; GLUT1: Solute Carrier Family 2, facilitated glucose
transporter member 1; GMPS: Guanine Monophosphate Synthase;
Guano: Guanosine; HBA: Hemoglobin A; HBB: Hemoglobin B; hcG: Human
chorionic gonadotrophin; HEMO: Hemopexin; HEP2: Heparin Cofactor 2;
Hexose-P: Hexose-Monophosphate; HMB: Hydroxymethylbilane;
HMDB: Human metabolome database; HSPG2: Basement membrane-specific
heparan sulfate proteoglycan core protein; HTRA1: Serine Protease HTRA1;
HypoX: Hypoxanthine; I.U.: International units; IC1: Plasma protease C1
inhibitor; IC1: Plasma protease C1 inhibitor (IC1); ICSI: Intracytoplasmic sperm
injection; ID: Identities; IMDH2: Inosine-5′-monophosphate dehydrogenase 2;
IPSP: Plasma serine protease inhibitor; ITIH1–4: Inter-alpha-trypsin-inhibitor
heavy chain H1–4; IVF: In vitro fertilization; IVM: In vitro maturation; IVP: In
vitro production; KEGG: Kyoto encyclopedia of genes and genomes;
KNG: Kininogen-1; MAC: Membrane attack complex; Mt-ND5: NADH-ubiquinone
oxidoreductase chain 5; MVD: Diphosphomevalonate decarboxylase (MVD);;
Oestrone-S: Oestrone sulfate (Estrone-S); PANT: Pantetheine;
PEP: Phosphoenolpyruvate; PFAS: Phosphoribosylformylglycinamidine synthase;
PFK-M: ATP dependent 6-phosphofructokinase muscle type;
PHPA: Phosphohydroxypyruvic acid (PHPA); PLG: Plasminogen; POLR2: DNA-
directed RNA polymerases I, II, and III subunit RPABC1; PRPS1: Ribose-phosphate
pyrophosphokinase; PURH: Bifunctional purine biosynthesis protein;
SERC: Phosphoserine aminotransferase; TF: Transferrin; TFA: Trifluoroacetic acid;
UMPS: Uridine 5′-monophosphate synthase; VN: Vitronectin Zurich, 8057 Zurich, Switzerland. 3Institute of Pharmacology and Toxicology,
Vetsuisse Faculty, University of Zurich, 8057 Zurich, Switzerland. Zurich, 8057 Zurich, Switzerland. 3Institute of Pharmacology and Toxicology,
Vetsuisse Faculty, University of Zurich, 8057 Zurich, Switzerland. Funding
Th “ 13. Kosteria I, Anagnostopoulos AK, Kanaka-Gantenbein C, Chrousos GP,
Tsangaris GT. The use of proteomics in assisted reproduction. In Vivo. 2017;31:267–83. The “cumulomics” project was funded by the “Forschungskredit” of the
University of Zurich (“Clinomics-Project”; Grant FK-13-062), which supports
young researchers (JW) of the University of Zurich. 14. Seli E, Robert C, Sirard M-A. OMICS in assisted reproduction: possibilities and
pitfalls. Mol hum Reprod, vol. 16; 2010. p. 513–30. Available from: http://
www.ncbi.nlm.nih.gov/pubmed/20538894. 2010 ed Acknowledgements 7. Leemans B, Gadella BM, Stout TAE, De Schauwer C, Nelis H, Hoogewijs
M, et al. Why doesn't conventional IVF work in the horse? The equine
oviduct as a microenvironment for capacitation/fertilization. Reproduction. 2016;152:R233–45. 7. Leemans B, Gadella BM, Stout TAE, De Schauwer C, Nelis H, Hoogewijs
M, et al. Why doesn't conventional IVF work in the horse? The equine
oviduct as a microenvironment for capacitation/fertilization. Reproduction. 2016;152:R233–45. The authors gratefully acknowledge the help of Benita Pineroli in the IVF
laboratory and thank Aldona Pieńkowska-Schelling for providing her
microscopy expertise. 8. Palmer E, Bezard J, Magistrini M, Duchamp G. In-vitro fertilization in th
horse - a retrospective study. J Reprod Fertil. 1991;44:375–84. 8. Palmer E, Bezard J, Magistrini M, Duchamp G. In-vitro fertilization
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kinase activity is required for gap junction closure and for part of the decrease
in ovarian follicle cGMP in response to LH. Reproduction. 2010;140:655–62. 136. Anifandis G, Messini C, Dafopoulos K, Sotiriou S, Messinis I. Molecular and
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associated alpha2-macroglobulin derivative retains proconceptive
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Halldórsson S, et al. Ion mobility derived collision cross sections to support
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et al. STRING v10: protein-protein interaction networks, integrated over the
tree of life. Nucleic Acids Res. 2015;43:D447–52 Available from: http://nar. oxfordjournals.org/lookup/doi/10.1093/nar/gku1003. 148. Türker C, Akal F, Joho D, Panse C, Barkow-Oesterreicher S, Rehrauer H, et al. B-fabric: the Swiss Army knife for life sciences. Lausanne: EDBT. 2010;717–20. 149. Vizcaíno JA, Csordas A, Del-Toro N, Dianes JA, Griss J, Lavidas I, et al. 2016 update of the PRIDE database and its related tools. Nucleic Acids
Res. 2016;44:11033. Walter et al. BMC Genomics (2019) 20:588 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
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English
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Towards a Dynamic Composability Approach for using Heterogeneous Systems in Remote Sensing
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arXiv (Cornell University)
| 2,022
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cc-by
| 820
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Towards a Dynamic Composability
Approach for Using Heterogeneous
Systems in Remote Sensing
Ilkay Altintas1, Ismael Perez1, Dmitry Mishin1, Adrien Trouillaud2,
Christopher Irving1, John Graham1, Mahidhar Tatineni1, Thomas DeFanti1,
Shawn Strande1, Larry Smarr1, Michael L. Norman1
1 University of California, San Diego
2 Admiralty, https://admiralty.io/ Towards a Dynamic Composability
Approach for Using Heterogeneous
Systems in Remote Sensing
Ilkay Altintas1, Ismael Perez1, Dmitry Mishin1, Adrien Trouillaud2,
Christopher Irving1, John Graham1, Mahidhar Tatineni1, Thomas DeFanti1,
Shawn Strande1, Larry Smarr1, Michael L. Norman1
1 University of California, San Diego
2 Admiralty, https://admiralty.io/ Ismael Perez (i3perez@sdsc.edu) Ismael Perez (i3perez@sdsc.edu) Ismael Perez (i3perez@sdsc.edu) Expanse Partitions Expanse Partitions Two partitions exist in
Expanse
• Slurm
• Kubernetes
Dynamic provision
via cm-scale (Bright
Computing)
User Web Portal
(ACCESS) Ismael Perez (i3perez@sdsc.edu) Ismael Perez (i3perez@sdsc.edu) utilus – National Research Platform Nautilus – National Research Platform Image source: https://pacificresearchplatform.org/nautilus/ Image source: https://pacificresearchplatform.org/nautilus/ Federation Layer Federation Layer Admiralty Federation Topologies • Topologies
• Central control plane
• Cloud Bursting
• Decentralized
• Connections form a
directed graph
• Cluster A is a source B
== Cluster B is a target A
• Bilateral connections
• Target themselves p
g
Central control plane
Cloud Bursting
Decentralized
onnections form a
irected graph
Cluster A is a source B
== Cluster B is a target A
Bilateral connections
Target themselves • Connections form a
directed graph • Cluster A is a source B
== Cluster B is a target A • Bilateral connections • Target themselves Motivation for Wildfire Modeling Case
Study re Modeling Case ●Wildland fires have
destroyed 4% of California
in 2020, the worst fire
season in history. 2019 Maria Fire
Source:https://abcnews.go.com/US/california-wildfires-live-updates-maria-fire-explodes-
8000/story?id=66686573 2019 Maria Fire
Source:https://abcnews.go.com/US/california-wildfires-live-updates-maria-fire-explodes-
8000/story?id=66686573 2019 Maria Fire y
●Major destruction by fires
is a worldwide trend, and
fire behavior is changing
due to a combination of
natural and anthropogenic
factors, and frequency of
catastrophic fires is
increasing ●Major destruction by fires
is a worldwide trend, and
fire behavior is changing
due to a combination of
natural and anthropogenic
factors, and frequency of
catastrophic fires is
increasing Source:https://abcnews.go.com/US/california-wildfires-live-updates-maria-fire-explodes-
8000/story?id=66686573 Ismael Perez (i3perez@sdsc.edu) Ismael Perez (i3perez@sdsc.edu) Fire Modeling Workflow Fire Modeling Workflow • Input Data
• Fuel
• Weather (sensors or
forecast)
• Camera Imagery
• Heterogenous
Compute
• Edge
• AI
• HPC nput Data
Fuel
Weather (sensors or
forecast)
Camera Imagery
eterogenous
Compute
Edge
AI Smoke Detector App running at the
Edge •
Collaborative effort between
NSF NEON, NSF Sage, NSF
Konza Prairie Biological
Station to prescribed a burn
and deploy a MDP with Sage
Nodes
•
Mobile Deployment Unit (in red)
•
If you want to explore the data
we collected from the
controlled burn event, please
visit:
https://doi.org/10.57719/S54W2
D EON, NSF Sage, NSF
Prairie Biological
n to prescribed a burn
eploy a MDP with Sage
s
e Deployment Unit (in red)
want to explore the data
lected from the
olled burn event, please
//doi.org/10.57719/S54W2 NSF
al
a burn
h Sage
it (in red)
the data
please •
If you want to explore the data
we collected from the
controlled burn event, please
visit: https://doi.org/10.57719/S54W2
D Implementation of Smoke and Fire
Modeling on Composable Systems Three workflows
• Smoke – Sage Edge App
• Fire simulator
• AI Training
Both the fire simulator
and training workflows
are can be run on
Expanse or Nautilus
through the federation
layer • Both the fire simulator
and training workflows
are can be run on
Expanse or Nautilus
through the federation
layer Map between Heterogenous Workflows
to Composable Systems • Other projects • Burnpro3D: control fire
planning platform) • JupyterHub: Sage Edge
App Development • Neurokube: AI
Neuroscience imaging Conclusion Conclusion • Federation architecture to enable a composable
infrastructure to ensure seamless integration of
heterogenous compute and storage using
Kubernetes ecosystem • We can target heterogenous workflows to b
accomplish our fire modeling goals The authors would like to thank the WIFIRE and
WorDS teams for their collaboration and support of the
case study. Expanse , PRP, CHASE-CI and SAGE are
supported through the NSF grants 1928224, 1541349,
1730158 and 1935984, respectively. The wildfire
modeling case study was supported by NSF grants
1331615 and 2040676. Resources
Expanse: https://www.sdsc.edu/services/hpc/expanse/
National Research Platform:
https://pacificresearchplatform.org/
WIFIRE: https://wifire.ucsd.edu/
NVIDIA Bright Cluster manager:
https://www.nvidia.com/en-us/data-center/bright-
cluster-manager/
Sage: https://sagecontinuum.org/
Kubernetes: https://kubernetes.io/ Resources Extra Slides Extra Slides Admiralty Scheduling Diagram y
g
g JupyterHub - federation layer ●Testbed using Kind
●Three Kubernetes
clusters
○Two k8s
○One k3s
●End goal is to develop
Edge Applications to
run on the Sage
Platform and still being
App and Cloud native ●Testbed using Kind
●Three Kubernetes
clusters
○Two k8s
○One k3s
●End goal is to develop
Edge Applications to
run on the Sage
Platform and still being
App and Cloud native Testbed using Kind
Three Kubernetes
clusters
○Two k8s
○One k3s
End goal is to develop
Edge Applications to
run on the Sage
Platform and still being
App and Cloud native ●End goal is to develop
Edge Applications to
run on the Sage
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https://www.cambridge.org/core/services/aop-cambridge-core/content/view/859ED9251490495CB23D34B89036CA3F/S1743921322001260a.pdf/div-class-title-stellar-activity-effects-on-the-atmospheric-escape-of-hot-jupiters-div.pdf
|
English
| null |
Stellar activity effects on the atmospheric escape of hot Jupiters
|
Proceedings of the International Astronomical Union
| 2,020
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cc-by
| 3,555
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Stellar activity effects on the atmospheric
escape of hot Jupiters Hiroto Mitani1
, Riouhei Nakatani2, and Naoki Yoshida1,3,4
1Department of Physics, School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo,
Tokyo 113-0033 Hiroto Mitani1
, Riouhei Nakatani2, and Naoki Yoshida1,3,4
1Department of Physics, School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo,
Tokyo 113-0033 Hiroto Mitani1
, Riouhei Nakatani2, and Naoki Yoshida1,3,4
1Department of Physics, School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo,
Tokyo 113-0033 email: hiroto.mitani@phys.s.u-tokyo.ac.jp email: hiroto.mitani@phys.s.u-tokyo.ac.jp 4Research Center for the Early Universe, School of Science, The University of Tokyo, 7-3-1
Hongo, Bunkyo, Tokyo 113-0033 4Research Center for the Early Universe, School of Science, The University of Tokyo, 7-3-1
Hongo, Bunkyo, Tokyo 113-0033 Abstract. Transit observations have revealed the existence of atmospheric escape in several
hot Jupiters. High energy photons from the host star heat the upper atmosphere and drive the
hydrodynamic escape. The escaping atmosphere can interact with the stellar wind from the host
star. We run radiation hydrodynamics simulations with non-equilibrium chemistry to investigate
the wind effects on the escape and the transit signature. Our simulations follow the planetary
outflow driven by the photoionization heating and the wind interaction in a dynamically coupled,
self-consistent manner. We show that the planetary mass-loss rate is almost independent of the
wind strength, which however affects the Ly-α transit depth considerably. But the Hα transit
depth is almost independent of the wind strength because it is largely caused by the lower hot
layer. We argue that observations of both lines can solve the degeneracy between the EUV flux
from the host and the wind strength. Keywords. hydrodynamics – methods: numerical – planets and satellites: atmospheres – planets
and satellites: physical evolution The Predictive Power of Computational Astrophysics as a Discovery Tool
Proceedings IAU Symposium No. 362, 2023
D. Bisikalo, D. Wiebe & C. Boily, eds.
doi:10.1017/S1743921322001260 The Predictive Power of Computational Astrophysics as a Discovery Tool
Proceedings IAU Symposium No. 362, 2023
D. Bisikalo, D. Wiebe & C. Boily, eds. doi:10.1017/S1743921322001260 © The Author(s), 2023. Published by Cambridge University Press on behalf of International Astronomical
Union. This is an Open Access article, distributed under the terms of the Creative Commons Attribution
licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and
reproduction in any medium, provided the original work is properly cited. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press 1. Introduction For close-in exoplanets, the extreme irradiation from the host star can drive the atmo-
spheric escape. Such escape process can be important in planetary evolution and can
even shape the statistical properties of observed close-in exoplanets (sub-Jovian desert;
Szab´o and Kiss (2011), sub-Neptune desert; Fulton et al. (2017)). Transit observations
have revealed the extended atmosphere for close-in exoplanets (Vidal-Madjar et al. 2003;
Ehrenreich et al. 2015). Extreme-Ultraviolet (EUV> 13.6 eV) photons ionize the hydrogen atoms and heat the
atmospheric gas through thermalization of the photoelectrons. The photoionization heat-
ing contributes to atmospheric escape. Radiation hydrodynamics simulations identified
the important physical processes and allowed detailed studies of the atmospheric struc-
ture (Murray-Clay et al. 2009). Interaction with the stellar wind is also investigated in
several studies (Bisikalo et al. 2013, 2018; Cherenkov et al. 2018; Vidotto and Cleary
2020; Carolan et al. 2021). Often the Ly-α transit depth is considered because of its
large absorption. Ly-α photons from the host star can be easily absorbed by the inter-
stellar medium between the star-plane system and the earth, which makes it difficult 159 Wind effects on the atmosphere of hot Jupiters to observe directly. Recent observations by ground-based telescopes use other lines (e.g. Helium triplet line, Hα line) which are more useful to detect the extended atmosphere. to observe directly. Recent observations by ground-based telescopes use other lines (e.g. Helium triplet line, Hα line) which are more useful to detect the extended atmosphere. Recent observations have also detected hot Jupiters around young active stars. Vigorous activities of such young stars can cause a strong influence on the planetary
atmosphere, especially on the close-in planets. Strong winds can confine the upper atmo-
sphere and reduce both the mass loss and the transit depth. The wind effect is expected
to be important particularly in young systems with strong activities. Numerical simulations so far that have used to investigate the wind confinement and
Ly-α and Hα transits do not treat photoionization heating and the launched outflow in
a self-consistent manner. To study the wind effect on the planetary atmosphere, self-
consistent radiation hydrodynamics simulations are necessary to follow the launching of
the outflow because Hα absorption may be significant in the lower atmospheric layers. We run simulations with varying the strength of the stellar wind and calculate the Ly-α
and Hα transit depths. 1. Introduction We discuss the possibility that the strong stellar activity changes
the absorption signatures. 2. Methods We first introduce our simulations. We use the hydrodynamics simulation code PLUTO
(Mignone et al. 2007) with the EUV radiation transfer module (Nakatani et al. 2018). Detailed implementation is described in (Nakatani et al. 2018; Mitani et al. 2021). Our simulations solve the following 2D axisymmetric hydrodynamic equations and
non-equilibrium chemistry: ∂ρ
∂t + ∇· ρ⃗v
=
0
(2.1)
∂ρvR
∂t
+ ∇· (ρvR⃗v)
=
−∂P
∂R −ρ∂Ψ
∂R
(2.2)
∂ρvz
∂t
+ ∇· (ρvz⃗v)
=
−∂P
∂z −ρ∂Ψ
∂z
(2.3)
∂ρE
∂t + ∇· (ρH⃗v)
=
−ρ⃗v · ∇Ψ + ρ(Γ −Λ)
(2.4)
∂nHyi
∂t
+ ∇· (nHyi⃗v)
=
nHRi
(2.5) ∂ρ
∂t + ∇· ρ⃗v
=
0
(2.1)
∂ρvR
∂t
+ ∇· (ρvR⃗v)
=
−∂P
∂R −ρ∂Ψ
∂R
(2.2)
∂ρvz
∂t
+ ∇· (ρvz⃗v)
=
−∂P
∂z −ρ∂Ψ
∂z
(2.3)
∂ρE
∂t + ∇· (ρH⃗v)
=
−ρ⃗v · ∇Ψ + ρ(Γ −Λ)
(2.4)
∂nHyi
∂t
+ ∇· (nHyi⃗v)
=
nHRi
(2.5) (2.1) (2.5) where ρ, ⃗v, P are density, velocity, pressure of the gas. The potential Ψ includes contri-
butions of the star and the planet and also incorporates the centrifugal force due to the
orbital motion. We also follow the non-equilibrium chemistry including photoionization
of the hydrogen atoms which can be important in the hydrogen absorption signatures. yi = ni/nH and Ri represent the abundance and the reaction rate, respectively. The
incorporated chemical species are H, H+, H2, e−. where ρ, ⃗v, P are density, velocity, pressure of the gas. The potential Ψ includes contri-
butions of the star and the planet and also incorporates the centrifugal force due to the
orbital motion. We also follow the non-equilibrium chemistry including photoionization
of the hydrogen atoms which can be important in the hydrogen absorption signatures. yi = ni/nH and Ri represent the abundance and the reaction rate, respectively. The
incorporated chemical species are H, H+, H2, e−. The heating and cooling rates are denoted as Γ, Λ, respectively. We calculate the EUV
photoionization heating rate by ray-tracing: Fν = Φν
4πa2 exp[−σνNHI]
(2.6) Fν = Φν
4πa2 exp[−σνNHI]
(2.6)
Γph = 1
ρnHI
∞
ν0
dν σνh(ν −ν0)Fν
(2.7) (2.6) Γph = 1
ρnHI
∞
ν0
dν σνh(ν −ν0)Fν
(2.7) (2.7) where σν is the absorption cross section as a function of ν (Osterbrock and Ferland 2006)
and NHI is the column density of hydrogen atoms and hν0 = 13.6 eV. 2. Methods We implement Ly-α
cooling and hydrogen recombination cooling (Spitzer 1978; Anninos et al. 1997). https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press 160
H. Mitani, R. Nakatani & N. Yoshida
Table 1. Model parameters in the fiducial run. Stellar parameters
Stellar Mass M∗
1 M⊙
Stellar Radius R∗
1 R⊙
Stellar EUV photon emission rate Φν
1.4 × 1038 s−1
Stellar wind velocity
540 km/s
Stellar wind temperature
2 × 106 K
Stellar wind density
2.5 × 103 g/cm3
Planetary parameters
Planet Mass Mp
0.3 MJ
Planet Radius Rp
1 RJ
Semi-major axis a
0.045 AU
Figure 1. The atmospheric structure of our simulations. The EUV photons and the wind
from the host star are injected from the left side of the figure. The stellar mass loss rates
are
˙M∗= 1 ˙M⊙(left), 10 ˙M⊙(middle), 100 ˙M⊙(right). In each figure, the upper panel shows the
density and lower panel shows the temperature. 160 H. Mitani, R. Nakatani & N. Yoshida Table 1. Model parameters in the fiducial run. Table 1. Model parameters in the fiducial run. Stellar parameters
Stellar Mass M∗
1 M⊙
Stellar Radius R∗
1 R⊙
Stellar EUV photon emission rate Φν
1.4 × 1038 s−1
Stellar wind velocity
540 km/s
Stellar wind temperature
2 × 106 K
Stellar wind density
2.5 × 103 g/cm3
Planetary parameters
Planet Mass Mp
0.3 MJ
Planet Radius Rp
1 RJ
Semi-major axis a
0.045 AU Figure 1. The atmospheric structure of our simulations. The EUV photons and the wind
from the host star are injected from the left side of the figure. The stellar mass loss rates
are
˙M∗= 1 ˙M⊙(left), 10 ˙M⊙(middle), 100 ˙M⊙(right). In each figure, the upper panel shows the
density and lower panel shows the temperature. In our simulations, Ly-α cooling is a major radiative cooling process, and the adiabatic
cooling dominates the overall cooling processes. In our simulations, Ly-α cooling is a major radiative cooling process, and the adiabatic
cooling dominates the overall cooling processes. g
g p
Table 1 shows the stellar and planetary parameters of our fiducial simulation. We also run simulations with various stellar wind strength by varying the stellar wind
density. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press 3. Results and Implications Figure 1 shows the atmospheric structure of our simulations. The strong wind con-
fines the outflow. The wind-outflow structure is shaped by the balance between the ram
pressure of the wind and the thermal pressure of the outflow. The balanced point can be
estimated as kBρp(r) Tp(r)/μmH = ρ∗(r) v2
∗(r)
(3.1) (3.1) where ρp(r), Tp(r) are the density and temperature of the planetary atmosphere at the
contact point, μ is the mean molecular weight, mH is the hydrogen atomic mass, and
ρ∗(r), v∗(r) are the density and velocity of the wind. The balanced point depends on both
the velocity and density of the wind because the ram pressure determines the structure,
implying that the mass-loss rate of the star does not uniquely determine the structure of
the atmosphere and the observational signatures. Table 2 shows that the mass-loss rates of the planet are almost independent of the wind
strength and that the value is approximately 1010 g/s because the wind can suppress the
outflow only when it strongly affects the atmosphere around the launching point. This
is achieved for
˙M∗> 1000 ˙M⊙. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press Wind effects on the atmosphere of hot Jupiters Wind effects on the atmosphere of hot Jupiters 161 Wind effects on the atmosphere of hot Jupiters
161
Table 2. Planetary Mass-loss rates with different stellar winds. Stellar Wind strength
Mass-loss rate (g/s)
1 ˙
M⊙
2.9 × 1010
10 ˙
M⊙
2.2 × 1010
100 ˙
M⊙
2.3 × 1010
Figure 2. left panel: Ly-α transit depth at mid-transit. The shaded region is the line center
region where the local interstellar medium can absorb. right panel: Hα transit depth. Figure 2. left panel: Ly-α transit depth at mid-transit. The shaded region is the line center
region where the local interstellar medium can absorb. right panel: Hα transit depth. Figure 2 shows the Ly-α and Hα transit of our outputs. The peak of the Ly-α transit is
blue-shifted due to the wind. This is consistent with the previous studies (McCann et al. 2019). To calculate Hα absorption, we assume the n = 2 level population using the 2p, 2s
population of Christie et al. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press 3. Results and Implications (2013): n2
n1
= n2p + n2s
n1s
≃10−9
5R∗
a
2
e16.9−(10.2 eV/kBTLyα,∗)
+ 1.627 × 10−8
T
104 K
0.045
e11.84−118400 K/T
(3.2)
×
8.633
log(T/T0) −γ where TLyα,∗∼7000 K is the excitation temperature for the solar Lyman-α, T0 = 1.02 K
and γ = 0.57721 . . . is the Euler-Mascheroni constant. In our simulations, the strong wind
can reduce the Ly-α transit depth while the Hα signature is almost independent of the
strength. The Hα absorption by the atmosphere is significant in lower hot region because
the n = 2 level population is larger there (n2/n1 ∼10−9). where TLyα,∗∼7000 K is the excitation temperature for the solar Lyman-α, T0 = 1.02 K
and γ = 0.57721 . . . is the Euler-Mascheroni constant. In our simulations, the strong wind
can reduce the Ly-α transit depth while the Hα signature is almost independent of the
strength. The Hα absorption by the atmosphere is significant in lower hot region because
the n = 2 level population is larger there (n2/n1 ∼10−9). The transit signatures due to the extended atmosphere are also dependent on the
EUV flux from the host star. The Ly-α transit depth depends on the EUV flux and
the wind strength, whereas the Hα transit signature does not sensitively depend on the
wind strength unless the wind is extremely strong with
˙M∗> 1000 ˙M⊙. Our simulations
are 2D axisymmetric and neglect the tail contribution to the transit signatures. The tail
contribution should be significant in Ly-α blue-wing but is likely unimportant in Hα
absorption because the lower hot atmospheric layer matters. The difference between the
wind effects on Ly-α and Hα would be essentially the same even if we consider the tail
contribution to the signature. We argue that observations of both signatures can solve
the degeneracy of the stellar EUV luminosity and the wind properties in close-in gas
giants. The stellar activities have a significant impact on the planetary atmosphere and the
observational signatures (Zhilkin et al. 2020). The rate of the flare activities is well https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press 162 H. Mitani, R. Nakatani & N. Yoshida known for the Sun (Maehara et al. 2017). Strong flares are accompanied by coronal mass
ejections (CMEs) in many cases, and thus we can estimate the rate of the strong mass-loss
˙M∗> 10 ˙M⊙due to the activities. 3. Results and Implications known for the Sun (Maehara et al. 2017). Strong flares are accompanied by coronal mass
ejections (CMEs) in many cases, and thus we can estimate the rate of the strong mass-loss
˙M∗> 10 ˙M⊙due to the activities. ∞
1032 erg
f(Eflare) dEflare ∼1 −100 year−1
(3.3) (3.3) For solar type stars, the possibility that the strong CME changes the observational Ly-α
is expected to be small. For solar type stars, the possibility that the strong CME changes the observational Ly-α
is expected to be small. For young stars, stellar activities should be stronger than that of the sun. Also the
rate becomes higher. In the case of a very young host star (< 50 Myr), the probability
becomes an order of magnitude larger (Feinstein et al. 2020). We note that, in many
cases, the age of the host star in the observed exoplanets is older than 50 Myr and the
effect can be small. Interestingly, the activities are also stronger (Maehara et al. 2014) for
cooler stars. The spectral type dependence of the stellar activity is also investigated. The
flare frequency in M dwarfs is a few orders of magnitude larger than in G-type stars. The
strong CME frequency becomes larger in late-type stars, and the CME happens almost
always in every transit around M dwarfs. References Anninos, P., Zhang, Y., Abel, T., & Norman, M. L. 1997, Cosmological hydrodynamics with
multi-species chemistry and nonequilibrium ionization and cooling. New Astron., 2(3),
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dimensional Gas Dynamic Simulation of the Interaction between the Exoplanet WASP-12b
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Mass Loss from Hot Jupiters Irradiated by Stellar Superflares. ApJ, 869(2), 108. Carolan, S., Vidotto, A. A., Villarreal D’Angelo, C., & Hazra, G. 2021, Effects of the stellar
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Envelopes of Hot Jupiters. Astronomy Reports, 64(2), 159–167. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press Discussion Hanawa: I am wondering whether your simulation resolved the bow shock and contact
discontinuity. Hanawa: I am wondering whether your simulation resolved the bow shock and contact
discontinuity. Hiroto: We talked about the force balance which describes the shock front. Our
simulations resolve the shock front and contact discontinuity. Hiroto: We talked about the force balance which describes the shock front. Our
simulations resolve the shock front and contact discontinuity. Bisikalo: Do you take into account orbital motion of planets? Because I cannot see the
influence of the Coriolis force. Bisikalo: Do you take into account orbital motion of planets? Because I cannot see the
influence of the Coriolis force. Hiroto: Our simulations are 2D axisymmetric and we consider the centrifugal force but
neglect the Coriolis force. The Ly-α transit signature can be affected by the 3D effect
because of the tail contribution. That can be important. Hα transit absorption can be
independent of the existence of the tail because the absorption is significant around a
relatively lower region in which the gas temperature is high. The difference of the stellar
wind strength dependence between Ly-α and H α may be qualitatively similar to the 3D. Rony: In the case of Jupiter, the strong magnetic field plays a role of having magnetic
(ram) pressure, setting the size of the planetary interaction with the solar wind, will you
eventually do MHD simulations as well? And what is your boundary condition at the
planet: you just give a radial subsonic (or supersonic) outflow? Hiroto: Magnetic pressure can indeed be important. I would run MHD simulations
eventually but do not have an immediate plan currently. In our simulations, the EUV-
driven outflow is excited from the hydrostatic, stratified gas, and the outflow base is well
above the planet boundary. We use the boundary condition where the gas is hydrostatic
across the boundary. https://doi.org/10.1017/S1743921322001260 Published online by Cambridge University Press
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Entre crenças e aparências: compreensões sobre ciência por licenciandos em ciências da natureza
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https://periodicos.utfpr.edu.br/rbect
Entre crenças e aparências: compreensões
sobre ciência por licenciandos em ciências
da natureza
RESUMO
Eril Medeiros da Fonseca
erilmf@gmail.com
0000-0001-9529-2357
Universidade Federal do Pampa,
Dom Pedrito, Rio Grande do Sul,
Brasil.
Leandro Duso
dusoleandro@gmail.com
0000-0002-2605-0829
Universidade Federal do Pampa,
Dom Pedrito, Rio Grande do Sul,
Brasil.
O presente artigo investigou e discutiu as concepções de licenciandos de um curso de
Ciências da Natureza em relação à Natureza da Ciência e o perfil do cientista no fazer
científico, no âmbito de um componente curricular de experimentação no ensino de
ciências. Possui caráter qualitativo, em que os dados foram coletados por meio da
aplicação de um questionário e pela construção de um diário de aula, que contribuiu na
compreensão do discurso dos sujeitos da pesquisa. Através da Análise de Conteúdo
sistematizaram-se os resultados em duas categorias, das quais: visão deformada sobre a
natureza da Ciência e imagem reducionista do cientista. Os resultados apontaram uma
compreensão acrítica sobre a Ciência, pautada por uma visão salvacionista, reducionista e
utilitarista do trabalho científico, indicando a necessidade de se discutir e repensar a
abordagem de tais questões e o modo como são abordadas na formação de professores.
PALAVRAS-CHAVE: Natureza da ciência. Fazer científico. Ensino de ciências.
Página | 73
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
INTRODUÇÃO
A configuração da Ciência e sua produção é consequência de uma tendência
positivista, relacionada a uma racionalidade científica, um modelo totalitário, que
não considerava as ideias de sendo comum, pautada pela quantificação do
conhecimento, culminando na redução da complexidade do mundo,
prevalecendo à ordem e a previsibilidade.
A Ciência acadêmica, privilegiando a ilustração, verificação e memorização
de um corpo de conhecimentos perfeitamente estabelecido, não controverso,
apresenta a Ciência como um processo objetivo, isento de valores, que conduz a
verdades absolutas, inquestionáveis, através da observação rigorosa de
regularidades nos fenômenos e do estabelecimento de generalizações.
Embora a Ciência tenha ganhado rigor e autonomia, acarretou no
desinteresse do conhecimento, na proletarização, divisão dos centros de
investigação e no domínio do desenvolvimento científico por poucos (SANTOS,
2006).
Santos (2006) menciona que a produção de conhecimento pela Ciência deve
ser intensificada pelo diálogo entre saber científico e senso comum, sabendo que
a Ciência não é um conhecimento restrito apenas ao espaço acadêmico, mas faz
parte de uma instância maior, social, que pelos meios de comunicação torna-se
mais ampla, influenciando decisões éticas, políticas e econômicas.
Delizoicov, Angotti e Pernambuco (2011, p. 23) definem Ciência como “um
conteúdo cultural relevante para viver, compreender e atuar no mundo
contemporâneo”, engendrados com métodos e atividades comprometidas com
um trabalho coletivo entre professores e alunos, tanto na academia/escola como
na sociedade, permitindo tratar o conhecimento de forma ampla, não
dicotomizando teoria e prática.
Na opinião de Cachapuz et al. (2000), o grande objetivo da aprendizagem em
Ciência deverá consistir na familiarização do aluno com as características do
trabalho científico, ajudando-o a compreender os seus percursos, bem como as
suas múltiplas facetas, colocando-o numa situação de cidadão ativo, apto a
decidir em situações pluridisciplinares, nas quais a Ciência é uma entre as várias
vozes da sociedade. Freire Jr. (2003) está convicto de que o desenvolvimento de
uma imagem mais realista e multifacetada da Ciência poderá contribuir para a
melhoria da relação entre a Ciência e a sociedade, representando o melhor
antídoto contra tendências irracionalistas contemporâneas.
Harres (2003) menciona que embora os currículos de Ciência variem na
direção de diferentes contextos, buscando atender a demandas emergentes, a
visão historicamente marcada sobre a Ciência é refletida por uma distinção entre
epistemologia e a própria natureza da Ciência (NdC).
As visões sobre os currículos de Ciência comumente empregadas referem-se
a uma tradição empirista, que consideram o caráter teórico e observacional da
Ciência de forma fragmentada, onde o conhecimento é visto de modo fechado,
apartado da ação do mundo (HARRES, 2003). Essas visões refletem na ação
docente sobre o que ensinar e como ensinar.
Página | 74
Nesta mesma perspectiva, Gil-Perez et al. (2001), descrevem sete visões
deformadas dos professores em relação ao trabalho científico, destacamos
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
algumas que julgamos serem relevantes no saber-fazer científico, das quais: visão
rígida; visão aproblemática e ahistórica e visão individualista e elitista da Ciência.
A visão rígida apresenta o método científico como um conjunto de etapas
seguido de forma mecânica e exata, evitando qualquer tipo de criatividade e/ou
ambiguidade. A visão aproblemática e ahistórica caracteriza-se por uma
perspectiva fechada e sem relações históricas da produção científica e
epistemológica. A compreensão do conhecimento dá-se de modo pontual,
desconsiderando as referências anteriores que o produziram.
Na visão individualista e eletista os conhecimentos científicos são descritos
como obras acabadas de “gênios” que concluíram seus resultados de modo
particular, sem inter-relações a outros sujeitos ou hipóteses. Do mesmo modo,
tal conhecimento é reservado a uma mínima parcela, eminentemente masculina
e na maioria das vezes acessível a poucos.
Estas visões deformadas da Ciência não são de estranhar, pois a maior parte
dos professores raramente teve contato com a atividade científica ou
oportunidade de refletir e de aprender sobre o funcionamento da Ciência. Em
vários países, os cursos de formação inicial de professores não valorizam nem
proporcionam os conhecimentos necessários ao ensino da NdC, pois centram-se
na aquisição dos produtos intelectuais da Ciência e ignoram o processo de
produção de conhecimento (GALLAGHER, 1991).
Diante do exposto Chassot (2003a; 2003b) menciona que há uma
predominância da presença masculina na área da Ciência, na qual tem sua
origem europeia, de modo que a própria História da Ciência está intensamente
ligada a História da Humanidade e não pode ser vista sem as diferentes conexões
existentes entre ambas.
Diante do exposto, acreditamos que a Ciência e a própria produção científica
caracterizam-se como uma atividade humana, com interdependências entre
sujeitos e contextos, portanto, não neutra, com intencionalidades e influenciada
por fatos, fenômenos e relações sócio-históricas.
Logo, os professores tendem a sub-valorizar a NdC na sua prática de ensino
(LAKIN; WELLINGTON, 1994), limitando-se a transpor os modelos de trabalho dos
seus formadores, marcados pelo domínio da dimensão pedagógica e pela
desvalorização ou inexistência de reflexão epistemológica consciente (CACHAPUZ
et al., 2000; PRAIA; CACHAPUZ, 1998).
Nesta perspectiva, o presente artigo destina-se a analisar e discutir as
concepções de licenciandos de um curso de Ciências da Natureza sobre a NdC.
CONCEPÇÕES DE CIÊNCIA E SUAS IMPLICAÇÕES NO ENSINO DE CIÊNCIAS
Página | 75
Fonseca (2002, p. 11) define Ciência como “[...] o saber produzido através do
raciocínio lógico associado à experimentação prática. Caracteriza-se por um
conjunto de modelos de observação, identificação, descrição, investigação
experimental e explanação teórica de fenômenos”. Considera-se, portanto, que a
Ciência é mais uma das formas de compreender o mundo e as transformações
que nele ocorrem, gerando conhecimentos que tornem os sujeitos aptos a
interagir com tais transformações, intervindo em sua realidade.
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
Por definição Ciência é um conjunto de conhecimentos socialmente
adquiridos ou produzidos e historicamente acumulados, constituídos de uma
objetividade que permite sua transmissão, estruturada com métodos, teorias e
linguagens próprias, visando compreender e orientar a natureza e as atividades
humanas (FERREIRA, 1986).
Borges (2007) na obra Em debate: cientificidade e Educação em Ciências,
sistematiza algumas visões sobre a Ciência, consideradas ao longo do tempo, por
diversos teóricos, descritas a seguir.
Lakatos descreve uma visão tradicional da Ciência, pautada pelo método
científico empirista-indutivista, a partir de observações e formulação de teorias,
possui um critério único, atemporal, não histórico e universal. Segundo Lakatos e
Musgrave (1979, p.217) dentro de um programa de pesquisa deve-se “[...]
infalivelmente planejar suas teorias auxiliares na esteira dos fatos, sem antecipar
outros”.
Para Popper a Ciência evolui através de refutações, pois nunca se pode
provar que algo é totalmente verdadeiro, demonstrando que algumas ideias são
falsas. A partir disso obtém-se uma nova teoria e se aperfeiçoa outra (BORGES,
2007).
A visão contextualista de Kuhn considera que o conhecimento depende do
que é importante ou do que é valorizado por alguém ou comunidade, é
conservado, resistindo a mudanças. Na visão do “anarquismo metodológico” de
Feyerabend não existe uma regra metodológica rígida de pesquisa, pois toda
regra de pesquisa já foi violada, sendo necessária para o progresso (BORGES,
2007).
Bachelard, na visão dialética, vê o conhecimento científico como racionalista
e realista, pois toda observação/experimentação antecede uma teoria,
rompendo o diálogo entre conhecimento científico e senso comum, desconfiando
de resultados imediatos (BORGES, 2007).
Bachelard (1996) também considera dentre outros obstáculos à superação
da natureza verbal, nela uma única imagem ou palavra constitui a explicação para
um fenômeno da natureza, através de metáforas. Segundo o autor a atribuição
de imagens para explicar determinados fatos e/ou fenômenos podem suprimir a
necessidade de explicação, deixando tudo muito simples, seria a criação de
esquemas gerais, que reprimem maiores aprofundamentos, prejudicando a
razão, impedindo a visão abstrata e a evolução do pensamento.
A visão externalista da Ciência, abordada também por Bunge, considera as
influências externas dadas ao conhecimento. Nessa visão as temáticas da
produção científica não atendem apenas aos interesses de uma comunidade
científica, mas dialogam com fatores sociopolíticos, econômicos e culturais.
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Além disso, frequentemente, a mídia transmite uma imagem distorcida da
Ciência e ideias estereotipadas acerca dos cientistas e da sua atividade, com um
impacto considerável nas concepções e na confiança do público acerca dos
empreendimentos científicos e tecnológicos (NELKIN, 1995). Segundo Nelkin
(1995) a investigação científica é muitas vezes apresentada aos estudantes e a
sociedade, como uma atividade esotérica, misteriosa e extremamente complexa,
cuja compreensão e prática só está ao alcance de um número restrito de
iluminados que vivem completamente isolados e absorvidos pelo seu trabalho.
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
Assim, de acordo com Harres (1999, p. 198), “as concepções sobre a NdC
inadequadas dos estudantes mais comuns encontradas incluem, entre outros
aspectos”, os seguintes:
a consideração do conhecimento científico como absoluto;
a ideia de que o principal objetivo dos cientistas é descobrir leis naturais e
verdades;
lacunas para entender o papel da criatividade na produção do
conhecimento;
lacunas para entender o papel das teorias e sua relação com a pesquisa;
incompreensão da relação entre experiências, modelos e teorias.
Consequentemente, as visões postas ao Ensino de Ciências refletem algumas
concepções descritas acima, que foram hegemônicas, ditando conceitos e regras
pré-estabelecidas de compreender a definição de Ciência e quem a produz. O
processo de aprendizagem era vinculado a aspectos apenas técnicos, colocando o
estudante como sujeito passivo, desvinculado de valores pessoais e profissionais.
Na década de 60 e 70, no Ensino de Ciências, buscava-se pensar de forma
lógica e crítica, vivenciando o método científico com discussões de pesquisas
realizadas no laboratório. Ao invés de se considerar o produto, passava-se a
considerar o processo (KRASILCHIK, 1987).
Assim, constituiu-se duas visões em relação à Ciência: uma defendia a ideia
de que a mesma ajudaria na resolução de problemas cotidianos, e a outra visava
à formação acadêmica, que previa a formação de cientistas. Esta última
prevaleceu de maneira formal, baseada em definições, deduções e equações,
trabalhando com experimentos em que os resultados são pré-estabelecidos
(KONDER, 1998).
Esta concepção é reafirmada pelo desenvolvimento industrial, admitindo a
Ciência e a tecnologia como aspectos essenciais na economia brasileira. Levando
a criação de unidades escolares em áreas como Física, Química e Geologia,
preparando indivíduos para ensinar tais áreas. A Biologia surge posteriormente
por trabalhar com conceitos mais complexos (KONDER, 1998).
A preocupação em constituir áreas específicas do saber estritamente para a
profissionalização, contribuiu para a fragmentação no Ensino de Ciências,
afetando o currículo das instituições de ensino.
Na década de 80, visava-se, no Ensino de Ciências, analisar implicações
sociais no desenvolvimento científico e tecnológico. A tendência era trabalhar
com resolução de problemas, através de jogos e simulações, realizando
articulações com Centros de Ciências e universidades (KRASILCHIK, 1987).
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Diante do exposto, percebeu-se a necessidade de um ambiente que se
oponha a essa concepção tecnocrática de ensino, demandando uma discussão de
cunho democrático. Desta forma, o Ensino de Ciências caracteriza-se como uma
possibilidade de desenvolver um conhecimento que vá além de conceitos e
ideias, da cultura científica, de modo que os estudantes percebam os fenômenos
da natureza e com isso estejam aptos a elaborar hipóteses, concepções e
organizar ideias, preparando-os para agirem fora do ambiente escolar
(CARVALHO, 2011).
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
O Ensino de Ciências é definido segundo Chassot (2011), como uma
linguagem para possibilitar uma leitura do mundo. Esta leitura possibilita uma
apropriação de conceitos científicos, ampliando a dimensão de conhecimentos
essenciais para a formação de uma postura em relação ao ambiente em que se
vive.
Segundo Marco (1999, p. 95)
formar cidadãos cientificamente cultos não significa dotá-los de uma
linguagem científica, e sim ensinar a desmistificar e decodificar as crenças
aderidas a Ciência e aos cientistas, abstrair de sua aparente neutralidade,
entrar nas questões epistemológicas e nas terríveis desigualdades
ocasionadas pelo mal uso da Ciência e suas condições sócio-políticas.
Com isso, a apropriação de conhecimentos científicos deixaria de atender a
necessidades relacionadas somente aos interesses políticos, econômicos,
profissionais e/ou pessoais, para desenvolver a compreensão concreta de
conceitos que componham e auxiliem no entendimento da conjuntura da
realidade local, desencadeando assim um processo que contemple a cultura
vivida.
Harres (2003) afirma que algumas características em relação ao Ensino de
Ciências evidenciam uma concepção deturpada que se criou sobre a mesma,
pautada por um vocabulário técnico, com memorização de fatos e domínio de
fórmulas, em uma perspectiva individual e não-social. O autor menciona que as
consequências dessa visão para o ensino são bastante evidentes, materializadas
na transmissão de conhecimento de forma acabada e não dinâmica, aplicação do
método científico de forma acrítica e desconsideração do caráter evolutivo,
especulativo e humano do conhecimento científico.
Auler e Delizoicov (2006) buscando perceber as compreensões de
professores e futuros professores de Ciências sobre interações entre a Ciência, a
Tecnologia e a Sociedade, descrevem a passividade diante do desenvolvimento
científico, necessitando a superação da perspectiva salvacionista atribuída a
Ciência. Em relação aos cientistas, mencionam que, de modo geral, são
considerados pessoas objetivas, imparciais, possuidoras de verdade e por vezes
loucas lutando pelo bem da humanidade.
Krasilchik (1987) aponta que as Ciências têm sido ensinadas como uma
coleção de fatos e descrições de fenômenos, sem relações com mecanismos
históricos. A percepção apática e fechada de Ciência culmina com as limitações
das aulas de Ciências, o que faz com que o componente curricular do mesmo se
torne irrelevante e sem significado. Portanto, mesmo com a diversidade de
diferenças sociais, culturais, econômicas e regionais que uma instituição de
ensino abarca, origina-se, cada vez mais, um distanciamento entre o que se
ensina, o que se vive e o que se faz, limitando o rendimento do ensino.
METODOLOGIA E CONTEXTO DA PESQUISA
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Os sujeitos da pesquisa foram vinte e dois (22) licenciandos do terceiro
semestre do componente curricular de Práticas pedagógicas: experimentação no
Ensino de Ciências do curso de licenciatura em Ciências da Natureza, da
Universidade Federal do Pampa – Campus Dom Pedrito/RS.
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
O curso visa formar profissionais que compreendam a realidade social, na
qual se insere a escola em que atua, estimulando a curiosidade científica com
seus educandos, de modo que reflita eticamente perante a sociedade e natureza.
Possui caráter interdisciplinar e seus acadêmicos estão aptos a atuarem nos anos
finais do Ensino Fundamental e Ensino Médio (UNIPAMPA, 2015).
O componente curricular Práticas pedagógicas: experimentação no Ensino de
Ciências visa discutir os modelos atuais de Ensino de Ciências:
transmissão/recepção; redescoberta e mudança conceitual; aprendizagem
significativa e novas possibilidades no ensino e aprendizagem em Ciências. Como
objetivo, pretende: Compreender a abordagem epistemológica da história da
experimentação no Ensino de Ciências, com ênfase na análise do valor
pedagógico e da contribuição no processo e aprendizagem do Ensino de Ciências
Naturais na perspectiva do Ensino Básico (UNIPAMPA, 2015).
Optamos por trabalhar com a concepção da NdC e a visão que os
licenciandos têm dos cientistas, por ser uma questão anterior à discussão sobre
experimentação que se propõe o componente curricular, já que a visão sobre
Ciência que cada um possui, baliza as práticas e concepções em relação ao Ensino
de Ciências e a própria experimentação.
A coleta dos dados baseou-se na aplicação de um questionário, no início do
componente, com questões abertas, que versavam sobre a compreensão da NdC
e o perfil físico e social de um cientista. As questões buscavam compreender a
concepção dos licenciandos em relação à Ciência, quem é considerado um
cientista e que atividades o mesmo desenvolve.
Durante as aulas foram realizadas anotações em um diário de aula (ZABALZA,
2004) das falas dos licenciandos que teve como objetivo verificar a mudança do
discurso em relação às concepções de Ciência e fazer científico. Algumas
considerações sobre o que havia sido discutido eram anotadas no diário após
cada aula, bem como possíveis avanços ou limitações relacionadas ao
entendimento de cada licenciando.
A turma era composta por vinte e oito (28) estudantes, porém no decorrer
do componente houve desistência de seis (06), portanto, restaram vinte e dois
(22) licenciandos que participaram integralmente do componente. Vale ressaltar
que a participação na pesquisa teve o consentimento de todos os envolvidos.
Uma vez organizados os dados coletados, passamos a tratá-los por meio da
Análise de Conteúdo (BARDIN, 2009), que consiste em três etapas. Na primeira,
Pré-análise, fase de sistematização das ideias para criação de um plano de
análise, ocorreu a leitura atenta dos questionários e registros feitos no diário de
aula. Na segunda etapa, Exploração do material, realizou-se a codificação,
enumerando as falas dos licenciandos para a criação de possíveis categorias. Já
na terceira etapa, Tratamento dos resultados obtidos e interpretação, foi feito a
síntese dos resultados, confrontando-os com as dimensões teóricas.
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Para organizar o conjunto dos fragmentos referentes às falas dos
licenciandos foi adotada a sistemática de grafá-las com a letra “L”. Estes foram
numerados de 1 a 22 sem que a numeração guarde qualquer relação com o
respondente. Tais fragmentos aparecem grafados em itálico e entre aspas no
texto.
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
DISCUTINDO OS RESULTADOS
A utilização dos fragmentos das falas dos licenciandos possibilitou
aprofundar a discussão de alguns elementos, que foram sistematizados nas
seguintes categorias: visão deformada sobre a NdC e imagem reducionista do
cientista. É importante mencionar que as respostas dos licenciandos foram
mantidas na íntegra, pois não foram feitas correções gramaticais ou mudanças
em relação à língua portuguesa.
Visão deformada sobre a NdC
Neste item discutimos as visões dos licenciandos em relação à NdC e ao fazer
científico, modos e meios de produção. As compreensões envolvem uma
variedade de atribuições sobre Ciência que em um dado momento integram as
concepções sobre o Ensino de Ciências. Entendemos que tais visões são
influenciadas por diferentes segmentos sociais (meios de comunicação, vivência
familiar, ambiente escolar, tipo de formação inicial) que contribuem para reforçar
o entendimento que cada um possui sobre Ciência e o seu fazer.
A partir das respostas dos questionários dadas pelos licenciandos percebeuse que alguns acadêmicos descreveram a Ciência de forma naturalista,
relacionando com o estudo dos fenômenos naturais, seres vivos e fatos
cotidianos, demonstrando uma relação entre Ciência e questões ambientais,
exemplificadas pelas respostas do L9 e L2, respectivamente: “estudo dos
fenômenos naturais, físicos e químicos de extrema importância para o
esclarecimento dos fatos do cotidiano” e “estudo de todos os seres vivos no meio
ambiente”.
Essas visões aproximam-se do chamado naturalismo ontológico, mencionado
por Silveira (2014), pois a natureza é tudo que existe a respeito do que compõem
a realidade e a Ciência estaria diretamente relacionada a questões naturais, por
estudar esses fenômenos.
Segundo Kosminsky e Giordan (2002) essa visão é corroborada pelos veículos
de comunicação e divulgação científica, pois desempenham uma contribuição
determinante para moldar as visões de Ciências, exercendo uma influência
devido à difusão pelas estruturas sociais.
Percebemos no discurso do L9 uma mudança em sua concepção naturalista
para uma visão mais sistêmica, “Ciência é todo conhecimento adquirido através
do estudo ou da prática, de qualquer área do conhecimento”. O mesmo
percebemos na resposta do L2: “Engloba todo conhecimento adquirido, estudos
e nos explica os acontecimentos”.
Esse naturalismo também foi identificado através da descrição do L3, porém
identificamos alguns elementos que se aproximam das ideias de Popper quando
menciona que a Ciência é o “conhecimento que é adquirido através de estudos e
práticas, baseados em reflexões e ideias que podem ser abandonadas, renovadas
ou criadas novas”.
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Percebemos o movimento dinâmico, não estanque, que o discente agrega a
Ciência, que se harmoniza com as proposições de Popper considerando a
substituição do método científico tradicional pelo método científico hipotético-
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
dedutivo. Nessa perspectiva hipóteses são elaboradas e reformuladas,
possibilitando um aperfeiçoamento das teorias e o avanço do conhecimento
(BORGES, 2007).
O L2 e L4 também mencionaram que as atividades realizadas pelos cientistas
são vinculadas a realização de experimentos e práticas observacionais, a saber:
“Experimentos, pesquisas e descobertas, atividade de pesquisa e práticas” (L2).
“Experimentação, práticas sobre algo científico e observações”.
“Experimentação, observação” (L4).
Nessa visão a Ciência associada à experimentação cresce por sucessivas
conjecturas e refutações. Uma teoria científica é refutada por experimentos que
podem a contradizer (BUENO, 2015), demonstrando a construção histórica
atribuída ao fazer científico e a ideia de admitir a produção científica pelo seu
próprio caráter humano.
Na reinterpretação de Lakatos (1979) ao falseacionismo de Popper, as
teorias não são refutadas por experimentos, mas através de outras teorias, a
partir de programas de pesquisa, o que difere das afirmações de L27 sobre
Ciência: “Conhecimento adquirido através de experimentos, estudos e
hipóteses”.
Lakatos propõe que o progresso científico é encaminhado, pelo que
denomina de programas de pesquisa, que seriam diretrizes metodológicas
correspondentes a construção e modificação de teorias. A partir dos programas
as teorias desenvolvem-se e sobrevivem a possíveis refutações, e a competição
entre elas é uma característica do processo do desenvolvimento científico, que
são resguardadas/garantidas em cinturões protetores (LABURÚ; ARRUDA; NARDI,
1998).
Nesse sentido, “as teorias não são elementos isolados, mas pertencentes a
um determinado programa” (LABURÚ; ARRUDA; NARDI, 1998, p. 4), e qualquer
fenômeno que destoa das ideias defendidas tornam-se um desafio a ser
explicado dentro de um programa.
Através dos programas de pesquisa as teorias tendem a evoluírem e
permanecerem, enquanto outras incapazes de ofertar soluções satisfatórias a
determinados problemas investigados acabam desaparecendo (BORGES, 2007).
Já na fala de L20, percebemos uma visão mais conteudista relacionada ao
Ensino de Ciências, a saber: “Tem como objetivo passar as matérias de Biologia
que estuda a vida, Química que estuda as formas e o porquê delas, e a Física que
estuda o que seria movimentos”. “É a matéria que abrange vários temas que
ocorrem no nosso dia a dia, com conteúdos que abrangem os conteúdos de
Física, Química e Biologia”. Essa visão provavelmente teve influência de uma
ideia clássica de Ciência, herdada de um paradigma cartesiano, pautado no
determinismo, racionalismo e mecanicismo (LAURINO; PINTO; NOVELLO, 2013).
Nessa concepção, segundo Laurino, Pinto e Novello (2013, p. 2) o cientista é
aquele que descobre algo que já está posto, objetivo, sem considerar sua
subjetividade. Essa visão influencia também as concepções de práticas
educacionais, pois pressupõem representações científicas já construídas, que
acabam apenas sendo transmitidas como verdades aos estudantes.
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R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
Nesse sentido, aceitar/acreditar em uma única verdade independente das
ações humanas é negar o potencial criativo e investigativo do estudante, e para
tal, negar a responsabilidade de cada um sobre o mundo. Por isso, os objetivos
do Ensino de Ciências deveriam ser de educar cientificamente a população para
que tenham consciência dos problemas do mundo e de sua possibilidade de
atuação sobre os mesmos, de sua capacidade de modificar situações, incluso as
amplamente aceitas.
O L15 e L22, respectivamente, atribuíram uma visão salvacionista ao papel
do cientista: “Desenvolvem pesquisas, procuram descobertas na área de saúde,
procuram cura, através de remédios e vacinas para alimentação, pesquisam
melhorias que não afetem tanto no ser humano, no meio ambiente, sempre à
procura de mantê-lo habitável e sustentável”. “Pesquisa de grande e profunda
importância, sobre doenças, remédios, sobre o meio em que vivemos”.
Percebemos o papel redentor associado à Ciência, em que as atividades
realizadas são relacionadas à busca de soluções a problemáticas como saúde
pública e equilíbrio ambiental, atribuindo uma posição neutra no fazer científico,
e de certo modo desconsiderando influências e intencionalidades políticas,
sociais e econômicas.
Delizoicov e Auler (2011, p. 251) consideram que na produção científica
devem-se levar em conta alguns parâmetros como “investimento financeiro para
a pesquisa científico-tecnológica e interesses estratégicos, das nações e
governos, ao planejarem e promoverem seus projetos de pesquisa e
desenvolvimento (P&D)”.
Assim, os problemas científicos assumem uma dimensão não apenas
temporal, mas espaço-temporal, pois demonstram uma intencionalidade através
de sua localização e formulação (DELIZOICOV; AULER, 2011), pressupostos que
contribuem para compreender o caráter não-neutro da gênese da Ciência e do
próprio sistema científico-tecnológico.
A compreensão de uma Ciência neutra ainda permanece fortemente
presente em vários âmbitos da sociedade, em instituições como a academia e
laboratórios de pesquisa e, conforme detectado por Gil Perez et al. (2001), além
dos meios de comunicação, também parece estar presente em alguns setores da
Universidade, na sociedade em geral e na Educação em Ciências.
Para Oliveira (2008), assumir a neutralidade da ciência, isolando-a da esfera
valorativa, significa uma Ciência fora do alcance de questionamentos em termos
de valores sociais, dimensão esta impregnada na cultura ocidental.
Auler (2002) identifica e analisa quatro dimensões interdependentes sobre a
não neutralidade da Ciência e Tecnologia, sendo elas: 1) O direcionamento dado
à atividade científico tecnológica (processo) resulta de decisões políticas; 2) A
apropriação do conhecimento científico-tecnológico (produto) também resulta
de decisões políticas; 3) O conhecimento científico produzido (produto) não é
resultado apenas dos tradicionais fatores epistêmicos: lógica + experiência e 4) O
aparato ou produto científico-tecnológico incorpora, materializa interesses,
desejos de sociedade ou de grupos sociais hegemônicos.
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Diante disso, as atividades de pesquisa deveriam ser direcionadas pela
formulação dos problemas significativos para um determinado grupo e cuja
solução é buscada pelos conhecimentos e práticas por ele compartilhados
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
(DELIZOICOV, 2004). Deste modo, a caracterização da não-neutralidade, deve ser
direcionada aos problemas a serem investigados pela área de Ensino de Ciências,
no Brasil.
Dentre as várias possibilidades de se enfrentar o desafio dessa busca de
sintonia, não se pode deixar de mencionar a contribuição que Freire (2016) dá
através da proposição da investigação temática. Através dela, segundo
argumenta esse educador, a equipe de pesquisadores pode identificar, em um
processo dialógico e participativo, as temáticas significativas que são próprias de
uma unidade epocal (FREIRE, 2016), ou seja, de características historicamente
situadas, e que são manifestações locais de contradições sociais mais amplas,
conforme também argumenta Santos (1977).
Nesse sentido, convém mencionar, assim como assinala Carvalho (2012), que
para fazer, falar, ler e escrever Ciência é necessário combinar de muitas maneiras
o discurso verbal, as expressões matemáticas e representações gráficas. Nesse
cenário, as linguagens falada e escrita são sistemas simbólicos que são utilizados
para elaborar, descrever e apresentar processos e construir argumentos
científicos. Segundo a autora, tais habilidades e competências deveriam ser
suscitadas no ensino de Ciências desde os primeiros anos do Ensino
Fundamental, de modo a desenvolver uma linguagem comum, do cotidiano a
uma linguagem científica, utilizando de ferramentas científicas.
Além do caráter não neutro identificamos também a visão utilitarista
vinculada a Ciência e Tecnologia, remetendo a ideia de que essas instâncias
trarão a cura a doenças e “descobrirão” medicamentos, tendo como princípio
balizador a preservação da vida, atribuída como um “bem comum” a todos.
Essas visões são descritas por L14 “descobertas de medicamentos para cura
de doenças”. O mesmo percebemos do L16, quando menciona: “criação de
medicamentos para proteger a vida”, e ajudar pessoas, no caso de tecnologias,
nanotecnologias, medicamentos”.
O entendimento de L19 relaciona-se ao desenvolvimento científicotecnológico, pois engloba vários temas, com objetivos diferenciados, como
estudo da natureza e produção de remédios, assim menciona que Ciência “é o
que estuda o porquê das coisas, buscando sempre uma real explicação dos
acontecimentos pensando sempre na evolução”. O L25 também considera:
“Estudo dos fenômenos naturais e tecnológicos, graças a ela não vivemos na
época da pedra”.
Percebemos o caráter utilitarista que os acadêmicos atribuem a Ciência, já
que uma característica marcante na fala dos mesmos é a finalidade que o
desenvolvimento científico possui: servir para. Nesta perspectiva, Bachelard
(1996) caracteriza um aspecto marcante do pensamento pré-científico, a ideia de
que todo fenômeno, necessariamente, precisa ter uma utilidade para ser
validado, pois se não ganhar uma característica particular parece que não foi
explicado. Esses aspectos constituem o obstáculo a ser superado do
conhecimento unitário e pragmático.
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Essa concepção, comumente aceita, transmite uma imagem deformada,
descontextualizada e ingênua sobre o desenvolvimento científico. Os cientistas
passam a ser considerados como seres “acima do bem e do mal”, fechados em
torres de marfim, que proporcionam soluções a problemáticas de cada
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
sociedade/tempo (GIL-PEREZ et al., 2001). Nesse pensamento a Ciência não
deveria servir “para”, mas partir de um “desejo”, um “querer”, já que para
Bachelard (1996) é considerada como uma linguagem própria, específica, com
conceitos próprios.
Essa visão utilitarista, segundo Auler e Delizoicov (2006) é bastante
difundida, já que se tem a ideia de que em algum momento, do presente ou
futuro, Ciência e Tecnologia irão “resolver” os problemas existentes, propiciando
um bem-estar social. Tanto Ciência como Tecnologia são associadas como
redentoras, ignorando-se as relações sociais em que ambas estão inseridas.
Porém, é relevante mencionar que na medida em que a Ciência penetrou na
indústria, esta “foi profundamente industrializada” (JAPIASSU, 1988, p. 146). Em
sua análise, Japiassu considera que isto não quer dizer que os fins meramente
utilitários predominem na orientação da Ciência, mas que as normas intelectuais
e éticas dos cientistas sofrem os efeitos de “novos imperativos”, passando, cada
vez mais, a depender das decisões e dos financiamentos externos ao mundo
científico. Assim, “as escolhas dos cientistas, que a princípio eram ‘livres’, tiveram
que se dobrar às opções estranhas e ao interesse imanente à Ciência” (JAPIASSU,
1988, p. 146).
Santos e Mortimer (2002) criticam a cientificidade atribuída a produção do
conhecimento científico, pois é visto como um conhecimento superior a outras
formas de saber, e que por si só todos os problemas são solucionados.
Já Gonçalves (2015, p. 21) cita o determinismo científico na perspectiva de
assegurar a Ciência e também a Tecnologia os benefícios e resoluções de
problemas da humanidade. Nessa visão o conhecimento científico é sempre
verdadeiro, superior e inquestionável.
Sobre a descrição das atividades realizadas por um cientista, L22 relaciona à
transmissão do conhecimento: “Desenvolve atividade de pesquisa onde depois
de chegar a conclusões de seus experimentos transmite aos seus alunos”.
Esta descrição se aproxima da discussão de Educação Bancária, conceituada
por Freire (2016) como uma forma de controle na relação educador-educando,
em que os conhecimentos são repassados do primeiro para o segundo, de modo
que o educando é considerado sujeito passivo, sem consciência. Nessa concepção
não há condições de criatividade e autonomia, pois para o autor “ensinar não é
transferir conhecimento, mas criar as possibilidades para a sua produção ou a sua
construção” (FREIRE, 2013, p. 24).
Imagem reducionista do cientista
Neste item discutimos as visões dos licenciandos em relação à imagem
atribuída a um cientista, tanto física como social. As compreensões dizem
respeito a uma imagem eurocêntrica que traduz a ideia de um indivíduo que está
apartado da sociedade em geral ou é superior a ela, tendo um estereótipo bem
definido, talvez influenciado pela formação escolar, reforçada pelos livros
didáticos e mídia social.
Página | 84
Alguns acadêmicos agregaram a visão social de cientista vinculada a uma
perspectiva individualista, como um indivíduo sério e “antissocial”, a exemplo:
“Muito sério, de pouco assunto, meio antissocial” (L3); “Estuda em laboratórios o
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
benefício que o experimento trás para a sociedade” (L5); “Trabalha diretamente
em laboratórios” (L15); “Antissocial, excluído, deveria interagir com a sociedade”
(L7).
É importante que a sociedade tenha clareza de que a Ciência é, acima de
tudo, uma produção social, realizada por seres humanos, que reflete os
interesses e ideologias de determinadas classes sociais, e que, embora
internamente estruturada, apresenta divergências.
Cachapuz et al. (2011) refletindo sobre o estudo e produção da Ciência,
mencionam que os fundamentos e métodos, seu crescimento e contexto de
descoberta não se constituem uma construção racional isolada, pois faz parte de
uma teia de relações, que muitas vezes é ocultada, mas que convém aprofundálas em uma Educação em Ciências. Da mesma forma em que essas concepções
distorcidas incidem sobre o ensino praticado e consequentemente na
aprendizagem
dos
estudantes,
que
seguem
uma
orientação
epistemologicamente pré-concebida.
Os licenciandos ainda associaram a imagem do cientista a uma pessoa
antissocial e excluída, que praticamente “vive” em um laboratório. Destacamos o
caráter mutável que tanto o fazer científico como o cientista possuem, por este
último ser humano, passível a erros, acertos e correlacionado a uma série de
fatores que não apenas a produção científica.
Favorável a essa discussão Bueno (2015, p. 39) discorre que “não existiu um
método único e universal para chegar a todos os conhecimentos”, pois a maior
parte dos estudos científicos foram feitos em equipe, as discussões, os debates
coletivos, as posições e contraposições foram justamente o que contribuíram
para a evolução do conhecimento. O autor menciona que os programas ou as
tradições de investigação desenvolveram-se com os mesmos pressupostos de
qualquer atividade humana.
Porém, ainda destaca que as comunidades cientificas foram sempre muito
conservadoras, pois aqueles que, de certa forma, afastaram-se da Ciência oficial
não foram facilmente aceitos (BUENO, 2015). Diante disso, percebemos que
historicamente a Ciência construiu uma imagem de cientista que a tempos é
aceita, descrita pelo gênero masculino, magro e que usa óculos, e esse perfil
parece sustentar-se até hoje.
Em relação aos aspectos físicos os licenciandos descreveram essa visão
clássica de cientista: “Usa óculos, jaleco branco é um pouco doido” (L2);
“Masculino, alto, magro, sério e de óculos” (L3).
Segundo Chassot (2003a) a quase ausência de mulheres na História da
Ciência, ainda nas primeiras décadas do século XX, estava culturalmente definida
como uma carreira imprópria para a mulher, da mesma maneira que, ainda na
segunda metade do século XX, se dizia quais eram as profissões de homens e
quais as de mulheres.
Página | 85
O número de mulheres que se dedicam às Ciências, em termos globais, é
ainda menor que o de homens, mesmo que se possa dizer que nas décadas que
nos são mais próximas tem havido uma presença significativa das mulheres nas
mais diferentes áreas da Ciência, mesmo naquelas que antes pareciam domínio
quase exclusivo dos homens (CHASSOT, 2003a; 2003b). Parece que usualmente
não se valorizam significativamente as contribuições femininas.
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
Fourez (1995, p. 127) esclarece que:
quando se fala de Ciência, pode-se distinguir dois tipos de atitudes. Uma
delas chamada de idealista, caracterizada pela aceitação de normas
universais e eternas, que determinam de que modo é e como deve ser o
real. Uma outra, denominada histórica, vê as configurações assumidas pela
Ciência como resultado de uma evolução, que não obedece
necessariamente a leis eternas.
Assim, se nos afiliarmos como “históricos” podemos entender que essa
concepção de uma Ciência masculina ocorre, como resultado de uma História,
humanamente construída, logo falível, e, dessa forma, estaremos sendo agentes
desta construção e temos possibilidades de fazer modificações. Ou, se for ao
contrário, caso dermos razão àqueles “idealistas” que assumem o
conservadorismo de um modelo pronto e imutável, estaremos contribuindo para
reforçar preconceitos milenares (CHASSOT, 2003b).
Diante do exposto, as visões que são postas e repassadas em relação ao
cientista e as atividades realizadas por este acabam sendo deformadas e
empobrecidas, contribuindo para uma imagem pública da Ciência e do cientista
como alheia e inatingível, quando não se torna recusável, fazendo também com
que o interesse dos jovens seja diminuído drasticamente (CACHAPUZ et al.,
2011).
Por isso Cachapuz et al. (2011) argumentam sobre a necessária aposta em
uma educação científica para a formação de cidadãos, em detrimento da
orientada preparação de futuros cientistas, mesmo com grandes resistências de
alguns professores, que defendem que a sociedade necessita de cientistas e
tecnólogos, que devem ser selecionados desde cedo.
Vale ressaltar que o discurso de L3 e L22 (respectivamente) em relação ao
perfil de um cientista modificou-se ao longo do componente, a saber: “qualquer
pessoa”; “uma pessoa com vida social, como outra qualquer”. Provavelmente as
compreensões destes licenciandos alteraram-se devido as leituras e
aprofundamentos teórico-práticos em que foram trabalhos no componente.
ALGUMAS CONSIDERAÇÕES
Este estudo investigou as compreensões de licenciandos em Ciências da
Natureza sobre a NdC e o fazer científico, tanto no aspecto social como físico, no
âmbito de um componente curricular sobre experimentação no Ensino de
Ciências. Intencionamos discutir essas questões tendo em vista o direcionamento
da prática docente, que é influenciado pelas visões atribuídas a concepção de
Ciência e da atividade científica.
Quanto à primeira categoria identificamos algumas visões deformadas do
trabalho científico: naturalista, salvacionista e utilitarista. Tais compreensões
podem ter sido atribuídas pela própria formação escolar e humana dos
licenciandos que pode não ter possibilitado o papel da Ciência diante do contexto
social e tecnológico.
Página | 86
A partir da segunda categoria percebemos o caráter reducionista atribuído
ao perfil do cientista, pois prevaleceram as definições de uma pessoa do gênero
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
masculino, que usa óculos e antissocial. Estes discursos descrevem uma visão
unitária da Ciência e da produção científica.
É provável que tais visões também direcionem o trabalho desenvolvido pelos
licenciandos futuramente em sala de aula e no modo como inserem o papel da
experimentação, já que possivelmente os procedimentos adotados estarão
assinalados por suas concepções sejam elas acrítica, salvacionista, reducionista
ou utilitarista.
Nesse sentido, a extensão das visões deformadas sobre Ciência é resultado
de uma ausência, quase absoluta, de uma reflexão epistemológica e também de
aceitação acrítica de um ensino pautado por transmissão de conhecimento,
sendo necessário uma reflexão crítica sobre tais questões, no intuito de se
apropriar com certa facilidade da atividade científica, o que perpassa pensar os
objetivos do ensino, enquanto promoção da (re)construção do conhecimento
(CACHAPUZ et al., 2011).
Assim, no contexto do componente curricular que também trabalhou essas
questões acreditamos que o mesmo possibilitou refletir sobre a concepção da
NdC e do papel do cientista, muitos licenciandos despertaram um olhar mais
crítico sobre as atribuições da Ciência, as influências que a mesma possui e como
este entendimento é transposto a prática educativa. Pode-se dizer que embora a
imagem de um cientista seja fortemente marcada por um perfil eurocêntrico
vislumbra-se a inserção de outros sujeitos ao fazer científico, inclusive à
possibilidade de serem os próprios licenciandos.
No caso da construção do conhecimento científico, pode-se pensar que a
priori não há um roteiro de onde se quer chegar, nem um caminho definitivo
para realizar. Nas aulas de Ciências, o professor deve conhecer o produto e o
processo que pretende discutir com seus estudantes, e assim, auxiliar nas
situações problemas.
Aprender Ciências não é só aprender conceitos. É mais, a aprendizagem
conceitual depende da estrutura das concepções, da forma de argumentar, das
estratégias de resolução de problemas, da coerência de raciocínio, da utilização
das interpretações, e do alcance das intervenções.
Assim sendo, apontamos para a importância da discussão sobre as
concepções de Ciências, da NdC e do fazer cientifico para o campo de formação
de professores, tanto em caráter inicial como continuado, tendo em vista a
relevância de se pensar a discussão sobre aspectos da História e Filosofia da
Ciência, desmistificando crenças e aparências à tempos aceitas, para promover
definições coerentes com a produção do conhecimento científico.
Página | 87
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
The beliefs and appearances: understanding
on science by licensing in natural sciences
ABSTRACT
The present article investigated and discussed the conceptions of graduates of a course in
Natural Sciences in relation to the Nature of Science and the profile of the scientist in the
scientific making, within the framework of a curricular component of experimentation in
science teaching. It is a qualitative research, in which the data were collected through the
application of a questionnaire and the construction of a class diary, which contributed to
the understanding of the discourse of the research subjects. Through Content Analysis the
results were systematized into two categories, of which: deformed vision about the nature
of Science and the reductionist image of the scientist. The results pointed to an uncritical
understanding of science, guided by a salvationist, reductionist and utilitarian view of
scientific work, indicating the need to discuss and rethink the approach to such questions
and how they are approached in teacher training.
KEYWORDS: Nature of science. Make scientific. Science teaching.
Página | 88
R. bras. Ens. Ci. Tecnol., Ponta Grossa, v. 12, n. 2, p. 73-93, mai./ago. 2019.
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Recebido: 2017-11-20
Aprovado: 2019-02-27
DOI: 10.3895/rbect.v12n2.7371
Como citar: FONSECA, E. M.; DUSO, L. Entre crenças e aparências: compreensões sobre
ciência por licenciandos em ciências da natureza.. Revista Brasileira de Ensino de
Ciência e Tecnologia, v. 12, n. 2, 2019. Disponível em:
<https://periodicos.utfpr.edu.br/rbect/article/view/7371>. Acesso em: xxx.
Correspondência: Eril Medeiros da Fonseca - erilmf@gmail.com
Direito autoral: Este artigo está licenciado sob os termos da Licença Creative
Commons-Atribuição 4.0 Internacional.
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https://openalex.org/W2784892229
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https://europepmc.org/articles/pmc5794197?pdf=render
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English
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The fungal myosin I is essential for Fusarium toxisome formation
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PLOS pathogens
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cc-by
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RESEARCH ARTICLE Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Guangfei Tang1☯, Yun Chen1☯, Jin-Rong Xu2, H. Corby Kistler3, Zhonghua Ma1,4* 1 Institute of Biotechnology, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Zhejiang
University, Hangzhou, China, 2 Department of Botany and Plant Pathology, Purdue University, West
Lafayette, Indiana, United States of America, 3 Department of Plant Pathology, University of Minnesota,
St. Paul, Minnesota, United States of America, 4 State Key Laboratory of Rice Biology, Zhejiang University,
Hangzhou, China ☯These authors contributed equally to this work. * zhma@zju.edu.cn a1111111111
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a1111111111
a1111111111 Abstract Myosin-I molecular motors are proposed to function as linkers between membranes and the
actin cytoskeleton in several cellular processes, but their role in the biosynthesis of fungal
secondary metabolites remain elusive. Here, we found that the myosin I of Fusarium grami-
nearum (FgMyo1), the causal agent of Fusarium head blight, plays critical roles in mycotoxin
biosynthesis. Inhibition of myosin I by the small molecule phenamacril leads to marked
reduction in deoxynivalenol (DON) biosynthesis. FgMyo1 also governs translation of the
DON biosynthetic enzyme Tri1 by interacting with the ribosome-associated protein FgAsc1. Disruption of the ATPase activity of FgMyo1 either by the mutation E420K, down-regulation
of FgMyo1 expression or deletion of FgAsc1 results in reduced Tri1 translation. The DON
biosynthetic enzymes Tri1 and Tri4 are mainly localized to subcellular structures known as
toxisomes in response to mycotoxin induction and the FgMyo1-interacting protein, actin,
participates in toxisome formation. The actin polymerization disruptor latrunculin A inhibits
toxisome assembly. Consistent with this observation, deletion of the actin-associated pro-
teins FgPrk1 and FgEnd3 also results in reduced toxisome formation. Unexpectedly, the
FgMyo1-actin cytoskeleton is not involved in biosynthesis of another secondary metabolite
tested. Taken together, this study uncovers a novel function of myosin I in regulating myco-
toxin biosynthesis in filamentous fungi. The fungal myosin I is essential for Fusarium
toxisome formation Guangfei Tang1☯, Yun Chen1☯, Jin-Rong Xu2, H. Corby Kistler3, Zhonghua Ma1,4* OPEN ACCESS Citation: Tang G, Chen Y, Xu J-R, Kistler HC, Ma Z
(2018) The fungal myosin I is essential for
Fusarium toxisome formation. PLoS Pathog 14(1):
e1006827. https://doi.org/10.1371/journal. ppat.1006827 Editor: Alex Andrianopoulos, University of
Melbourne, AUSTRALIA Editor: Alex Andrianopoulos, University of
Melbourne, AUSTRALIA Editor: Alex Andrianopoulos, University of
Melbourne, AUSTRALIA
Received: August 15, 2017
Accepted: December 18, 2017
Published: January 22, 2018
Copyright: © 2018 Tang 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. Received: August 15, 2017
Accepted: December 18, 2017
Published: January 22, 2018 Copyright: © 2018 Tang 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. Introduction Fusarium head blight (FHB) caused predominately by Fusarium graminearum is an economi-
cally devastating disease of small grain cereal crops [1]. This disease not only reduces yield and
seed quality but also poses a great risk to human and animal health owing to its ability to con-
taminate grains with mycotoxins. The common mycotoxins associated with F. graminearum
are deoxynivalenol (DON), nivalenol (NIV) and zearalenone (ZEA) [2]. Among them, DON is
the most frequently detected mycotoxin in cereal grains throughout the world [3]. DON can
inhibit protein synthesis by binding to the ribosome, and cause emetic effects, anorexia and
immune dysregulation as well as growth, reproductive and teratogenic effects in mammals [4]. To minimize human and animal exposure to DON, regulatory organizations have established
maximum permissible levels for DON in cereals and their products in many countries [5, 6]. However, DON contamination has become a challenging social issue because of the increased
frequency and severity of FHB epidemics [7, 8]. Competing interests: The authors have declared
that no competing interests exist. DON contamination is closely linked to the severity of FHB disease in the field. The best
way to prevent DON contamination would be to manage FHB in the field during crop cultiva-
tion. Currently, application of chemical fungicides is still a major approach against F. grami-
nearum infection due to the lack of highly resistant wheat cultivars. However, application of
several commercialized fungicides at sub-lethal concentrations could trigger DON biosynthe-
sis [3, 9–11]. Recently, a novel cyanoacrylate fungicide phenamacril (JS399-19) has been mar-
keted for FHB management and sale of phenamacril in China was approximately $40 million
in 2016–2017. Interestingly, this small molecule compound (S1 Fig) exhibits highly specific
antifungal activity against mycelial growth of a few Fusarium species including F. grami-
nearum, F. asiaticum, F. verticillioides and F. oxysporum but not other fungal pathogens [12]. It
shows excellent efficacy in controlling FHB in field trials [12, 13]. Combining inferences from
genetic and biochemical results, we recently discovered that this compound acts on a novel tar-
get, the class I myosin (FgMyo1) in F. graminearum, which is homologous to Myo3p and
Myo5p in Saccharomyces cerevisiae [12]. FgMyo1 is essential for F. graminearum growth. At
the beginning of this study, we found that phenamacril not only suppressed the mycelial
growth of F. graminearum, but also significantly inhibited DON production. Functions of FgMyo1 in mycotoxin biosynthesis Dabeinong Funds for Discipline Development and
Talent Training in Zhejiang University to ZM. Further support was by award 2014-67013-21561
from the Agriculture and Food Research Initiative
of the National Institute of Food and Agriculture,
United States Department of Agriculture to HCK. The funders had no role in study design, data
collection and analysis, decision to publish, or
preparation of the manuscript. was involved in toxisome formation but not for the biosynthesis of another secondary
metabolite tested. Taken together, these results indicate for the first time that myosin I
plays critical roles in mycotoxin biosynthesis. was involved in toxisome formation but not for the biosynthesis of another secondary
metabolite tested. Taken together, these results indicate for the first time that myosin I
plays critical roles in mycotoxin biosynthesis. Author summary The mycotoxin deoxynivalenol (DON) is the most frequently detected secondary metabo-
lite produced by Fusarium graminearum and other Fusarium spp. To date, relatively few
studies have addressed how mycotoxin biosynthesis occurs in fungal cells. Here we found
that myosin I governs translation of DON biosynthetic enzyme Tri1 via interacting with
the ribosome-associated protein FgAsc1. Moreover, the key DON biosynthetic enzymes
Tri1 and Tri4 are mainly localized to the toxisomes derived from endoplasmic reticulum
under toxin inducing conditions. We further found that the FgMyo1-actin cytoskeleton Funding: This research was supported by the
National Natural Science Fund for Distinguished
Young Scholar (31525020) to ZM, National
Science Foundation (31672064) to YC, Natural
Science Foundation of Zhejiang Province for
Distinguished Young Scholar (LR17C140001) to
YC, China Agriculture Research System (CARS-3-
1-15) to ZM, the Fundamental Research Funds for
the Central Universities (2017FZA6014) to ZM, and 1 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Functions of FgMyo1 in mycotoxin biosynthesis the isoprenoid intermediate farnesyl pyrophosphate to DON involves 15 genes encoding the
biosynthetic enzymes, a DON transporter and regulatory proteins, which are located on differ-
ent chromosomes: the 25 kb Tri5 cluster containing 12 genes on chromosome 2, the Tri1-Tri16
locus with two genes on chromosome 1 and the single gene locus for Tri101 on chromosome 3
[19–21]. Recent studies suggested that there is a cellular compartmentalization of biosynthetic
enzymes for DON biosynthesis in F. graminearum [22]. Hydroxymethylglutaryl (HMG) CoA
reductase (Hmr1) is a key enzyme in the mevalonate pathway for generating farnesyl pyro-
phosphate and indispensable for DON production. Fluorescent labeled Hmr1-GFP localized
to the reticulate peripheral and perinuclear endoplasmic reticulum (ER) in toxin non-inducing
conditions, while the ER was remodeled to form spherical and ovoid structures in the tricho-
thecene biosynthesis inducing (TBI) conditions [16, 22]. In addition, the enzymes trichodiene
oxygenase (Tri4) and calonectrin oxygenase (Tri1) catalyzing the early and late steps in the
DON biosynthetic pathway were co-localized and showed the same localization patterns as
Hmr1 in TBI medium [22, 23]. These novel cellular structures containing DON biosynthesis
enzymes were named "Fusarium toxisomes" (“toxisomes” in shorter form in this study) [16,
22, 23]. However, the molecular mechanism of toxisome formation remains elusive. The object of this study was to uncover the underlying mechanism of a myosin I inhibitor
in regulating DON biosynthesis. Our results showed that myosin I plays critical roles in the
translation of a Tri enzyme and in toxisome formation in F. graminearum. The importance of
myosin I in the development of the mycotoxin biosynthetic machinery in F. graminearum may
apply to other toxigenic pathogens. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Introduction These prelimi-
nary results suggested that the myosin I might also be involved in the secondary metabolism. Class I myosins are widely expressed, single headed and membrane-associated members of the
myosin superfamily that participate in regulating membrane dynamics and structure in nearly
all eukaryotic cells [14, 15]. However, the underlying function of myosin I in mycotoxin bio-
synthesis was totally unknown. Enzymes for secondary metabolite synthesis may be compartmentalized at conserved sub-
cellular sites in fungi, potentially channeling precursors, sequestering intermediates and prod-
ucts from the rest of the cell, thus promoting the efficiency of biosynthesis pathways [16]. In
Penicillium chrysogenum, the major facilitator-type secondary transporter PenM promotes
translocation of isopenicillin N from the cytosol to the peroxisomal lumen where it could be
further metabolized to penicillin [17]. In Aspergillus, aflatoxin biosynthetic enzymes flow from
peroxisomes to the motile vesicles termed aflatoxisomes in which aflatoxin biosynthesis takes
place [18]. In F. graminearum, and other Fusarium spp, the biosynthetic pathway leading from PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 2 / 23 Fig 1. Phenamacril disrupted toxisome formation and subsequently inhibited DON production. (A) Tri1-GFP localized to the spherical structures
(termed as toxisomes) in hyphae grown in TBI but not in PDB or MM. Images were taken after each strain was incubated at 28 ˚C for 48 h. Bar = 10 μm. DIC indicates differential interference contrast. (B) After growth in TBI for 48 h, hyphae of ΔTri1::Tri1-GFP were stained with the ER-tracker red and
examined for GFP and ER tracker signals. Bar = 10 μm. (C) After growth in TBI for 48 h, hyphae of PH-1::Tri1-GFP+H1-RFP were examined for the co-
localization of H1-RFP and Tri1-GFP. Bar = 10 μm. (D) Hyphae of ΔTri1::Tri1-GFP were treated with 0.5 μg/ml phenamacril, or 1.4 μg/ml carbendazim for
24 h in TBI before examination for GFP signals. The solvent DMSO was used as a control. Bar = 10 μm. (E) Western blots of proteins isolated from the same
set of samples used in 1D were detected with the anti-GFP or anti-GAPDH antibody. (F) DON production was assayed for the wild-type PH-1 growth in
TBI supplemented with 0.5 μg/ml phenamacril or 1.4 μg/ml carbendazim. The solvent DMSO was used as a control. Values on the bars followed by the same
letter are not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. (G) Phenamacril inhibited toxisome formation
Functions of FgMyo1 in mycotoxin biosynthesis Functions of FgMyo1 in mycotoxin biosynthesis Fig 1. Phenamacril disrupted toxisome formation and subsequently inhibited DON production. (A) Tri1-GFP localized to the spherical structures
(termed as toxisomes) in hyphae grown in TBI but not in PDB or MM. Images were taken after each strain was incubated at 28 ˚C for 48 h. Bar = 10 μm. DIC indicates differential interference contrast. (B) After growth in TBI for 48 h, hyphae of ΔTri1::Tri1-GFP were stained with the ER-tracker red and
examined for GFP and ER tracker signals. Bar = 10 μm. (C) After growth in TBI for 48 h, hyphae of PH-1::Tri1-GFP+H1-RFP were examined for the co-
localization of H1-RFP and Tri1-GFP. Bar = 10 μm. (D) Hyphae of ΔTri1::Tri1-GFP were treated with 0.5 μg/ml phenamacril, or 1.4 μg/ml carbendazim for
24 h in TBI before examination for GFP signals. The solvent DMSO was used as a control. Bar = 10 μm. The trichothecene biosynthetic enzymes are localized at toxisomes under
toxin inducing conditions TRI1 encodes calonectrin oxygenase that catalyzes calonectrin to 7, 8-dihydroxycalonetrin,
which is a late step of DON biosynthesis in F. graminearum [24]. To characterize expression
patterns and the sub-cellular localization of Tri1 protein under various conditions, the TRI1
open reading frame tagged with GFP (green fluorescent protein) was introduced into a ΔTri1
F. graminearum PH-1 background, and the complemented strain expressing the Tri1-GFP
(ΔTri1::Tri1-GFP) was used in the following study. In the toxin non-induction minimal (MM)
or potato dextrose broth (PDB) media, Tri1-GFP displayed faint signals and was mainly asso-
ciated with cell endomembrane (Fig 1A, left and middle panels). Tri1-GFP was highly induced
and localized at the spherical structures (toxisomes) after 48 hours of incubation in the tricho-
thecene biosynthesis induction (TBI) medium (Fig 1A right panel; S2 Fig) and in planta (Fig
1G, left panel). In addition, ER (endoplasmic reticulum)-tracker red staining indicated that
Tri1-GFP was mainly localized to the ER in TBI cultures (Fig 1B), which is consistent with a
previous finding that the toxisomes were identified as reorganization of the endoplasmic retic-
ulum [22]. To determine whether the spherical structures were associated with the nucleus, we
visualized nuclei by tagging the histone1 protein encoded by the FGSG_10800 locus with red
fluorescent protein (RFP), which was designated as H1-RFP in the PH-1::Tri1-GFP strain. The
H1-RFP/Tri1-GFP dual labeled strain was grown in TBI for 48 h, and localization of H1-RFP
with Tri1-GFP was examined. As shown in Fig 1C, Tri1-GFP surrounded the H1-RFP labelled
nuclei when the strain was cultured in the TBI medium. Moreover, the trichodiene oxygenase
(Tri4) catalyzing the early step of DON biosynthesis had the same localization pattern as Tri1
(S3 Fig). Taken together, several lines of evidence suggested that trichothecene biosynthetic
enzymes were clustered and localized to toxisomes derived from ER under the toxin inducing
conditions. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 3 / 23 (E) Western blots of proteins isolated from the same
set of samples used in 1D were detected with the anti-GFP or anti-GAPDH antibody. (F) DON production was assayed for the wild-type PH-1 growth in
TBI supplemented with 0.5 μg/ml phenamacril or 1.4 μg/ml carbendazim. The solvent DMSO was used as a control. Values on the bars followed by the same
letter are not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. (G) Phenamacril inhibited toxisome formation PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 4 / 23 Functions of FgMyo1 in mycotoxin biosynthesis in hyphae of ΔTri1::Tri1-GFP inoculated on wheat leaf. (H) Efficiencies of phenamacril (375 g/ha) and carbendazim (750 g/ha) in controlling Fusarium
head blight (FHB) and DON contamination in the field trials. Values on the bars for disease incidence or DON production followed by the same letter are
not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. https://doi.org/10.1371/journal.ppat.1006827.g001 https://doi.org/10.1371/journal.ppat.1006827.g001 https://doi.org/10.1371/journal.ppat.1006827.g001 The myosin I inhibitor restrains toxisome formation and mycotoxin
biosynthesis Since the toxisomes are important for DON biosynthesis, a compound disrupting the toxisome
formation may be very well effective against DON biosynthesis. To test this hypothesis, we
established a "toxisome formation inhibitor screening" assay to quickly screen active com-
pounds for their ability to restrict toxisome formation (see Material and methods). Briefly, the
reporter strain expressing Tri1-GFP was grown in 24-wells plates supplemented with TBI
medium. After 24 h incubation, individual compounds were added to wells. After incubation
for another 24 h, the fluorescent intensity in each well was scanned with the plate-reader for
the first round of screening. The wells with low or no fluorescent signals were further observed
by microscopy. A total of 131 compounds including 11 commercial fungicides were tested for
their activity against toxisome formation. Phenamacril was found to be the most efficient com-
pound to inhibit toxisome formation and DON production (S4B and S4C Fig). The Tri1-GFP
fluorescent signals were reduced dramatically and no typical toxisomes were observed in the
mycelia treated with 0.5 μg/ml (approximately EC90 against mycelial growth) phenamacril for
6 h (S5B Fig) or 24 h (Fig 1D) in comparison with those in the non-treatment control. In addi-
tion, the beta-tubulin inhibitor, carbendazim, did not inhibit toxisome formation (Fig 1D). As
shown in Fig 1E, the translation levels of Tri1-GFP were further verified by immunoblot assay
using an anti-GFP antibody. Consistent with the microscopic observation, the intensity of the
Tri1-GFP band from the strain treated with carbendazim increased more than 2-fold as com-
pared with the non-treated control. In contrast, a faint immunoblot band was detected in the
same strain treated with phenamacril (Fig 1E). Correspondingly, DON in the mycelia treated
with phenamacril was below the level detectable by LC-MS (liquid chromatography-mass
spectrometer) (Fig 1F). Furthermore, we tested the efficiency of phenamacril against DON
production in planta and in the field. As shown in Fig 1G, phenamacril also clearly inhibited
toxisome formation in hyphae of F. graminearum inoculated on wheat leaf. In the field trials,
this antifungal compound was very effective against FHB and DON production in comparison
with the control chemical carbendazim (Fig 1H). The class I myosin (named FgMyo1) of F. graminearum has been identified as the target of phenamacril [12]. Taken together, these
results strongly indicated that the myosin I inhibitor phenamacril was able to inhibit DON
biosynthesis in F. graminearum. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Functions of FgMyo1 in mycotoxin biosynthesis Fig 2. FgMyo1 is required for toxin biosynthesis. (A) Localization of FgMyo1-RFP in hyphae of PH-1::FgMyo1-RFP growth in toxin non-
inducing media PDB and MM at 28˚C for 48 h. Bar = 10 μm. (B) FgMyo1-RFP was co-localized with Tri1-GFP under the toxin inducing
condition. Bar = 10 μm. (C) The interaction of FgMyo1 with Tri1 was confirmed by co-immunoprecipitation (Co-IP) analysis. Total proteins
(input) extracted from the strain bearing FgMyo1-3×Flag and Tri1-GFP constructs or a single construct (FgMyo1-3×Flag or Tri1-GFP) were
subjected to SDS-PAGE, and immunoblots were incubated with anti-Flag and anti-GFP antibodies, as indicated (Input panel). Each protein
sample was pulled down using anti-Flag agarose and further detected with anti-GFP antibody (Flag pull-down panel). The protein samples
were also incubated with the anti-GAPDH antibody as a reference. (D) The interaction of FgMyo1 with Tri1 was confirmed by bimolecular
fluorescence complementation (BiFC) analysis. The constructs of pFgTri1-YFPN and pFgMyo1-YFPC were co-transformed into PH-1 to Fig 2. FgMyo1 is required for toxin biosynthesis. (A) Localization of FgMyo1-RFP in hyphae of PH-1::FgMyo1-RFP growth in toxin non-
inducing media PDB and MM at 28˚C for 48 h. Bar = 10 μm. (B) FgMyo1-RFP was co-localized with Tri1-GFP under the toxin inducing
condition. Bar = 10 μm. (C) The interaction of FgMyo1 with Tri1 was confirmed by co-immunoprecipitation (Co-IP) analysis. Total proteins
(input) extracted from the strain bearing FgMyo1-3×Flag and Tri1-GFP constructs or a single construct (FgMyo1-3×Flag or Tri1-GFP) were
subjected to SDS-PAGE, and immunoblots were incubated with anti-Flag and anti-GFP antibodies, as indicated (Input panel). Each protein
sample was pulled down using anti-Flag agarose and further detected with anti-GFP antibody (Flag pull-down panel). The protein samples
were also incubated with the anti-GAPDH antibody as a reference. (D) The interaction of FgMyo1 with Tri1 was confirmed by bimolecular
fluorescence complementation (BiFC) analysis. The constructs of pFgTri1-YFPN and pFgMyo1-YFPC were co-transformed into PH-1 to Fig 2. FgMyo1 is required for toxin biosynthesis. (A) Localization of FgMyo1-RFP in hyphae of PH-1::FgMyo1-RFP growth in toxin non-
d
d
d
f
h
( )
l
l
d
h
d
h
d Fig 2. FgMyo1 is required for toxin biosynthesis. (A) Localization of FgMyo1-RFP in hyphae of PH-1::FgMyo1-RFP growth in toxin non-
inducing media PDB and MM at 28˚C for 48 h. Bar = 10 μm. (B) FgMyo1-RFP was co-localized with Tri1-GFP under the toxin inducing
condition. Bar = 10 μm. The myosin I is essential for toxisome formation Given that the myosin I inhibitor significantly reduces DON biosynthesis, myosin I may be
critical for toxisome formation. In order to verify this, we tagged FgMyo1 with RFP to deter-
mine its subcellular localization. In toxin non-induction media MM and PDB, FgMyo1-RFP
protein was detected as diffuse fluorescent signal in the cytoplasm, mainly localized at hyphal
tips (Fig 2A). However, in the TBI medium, most FgMyo1-RFP fluorescence accumulated in
subapical spherical structures (Fig 2A, right panel). To determine whether myosin I was local-
ized to the toxisomes, a strain labeled with FgMyo1-RFP and Tri1-GFP was constructed and
cultured in TBI. As indicated in Fig 2B, both proteins were mainly co-localized at the toxi-
somes. Additionally, Co-IP and BiFC (Bimolecular Fluorescence Complementation) assays
showed that FgMyo1 interacted with Tri1 in toxin inducing condition (Fig 2C and 2D). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 5 / 23 Functions of FgMyo1 in mycotoxin biosynthesis generate the strain FgTri1-YFPN+FgMyo1-YFPC. The strains bearing a single construct (FgMyo1-YFPC or FgTri1-YFPN) were used as negative
controls. The YFP signals in hyphae of each strain grown in the TBI medium were examined under a confocal microscope. Bar = 10 μm. (E)
The sensitivity of FgMyo1 derived mutants towards phenamacril. The wild-type PH-1, FgMyo1 silencing mutant FgMyo1-S2, inducible mutant
Pzear-FgMYO1, and the point mutation strain FgMyo1E420K were incubated on PDA supplemented with 0.3 μg/ml phenamacril (left panel). For the inducible mutant, PDA was also added with (+) or without (-) the inducer 30 μg/ml β-estradiol. Mycelial growth inhibition of each
strain by phenamacril was quantified (right panel). Values on the bars followed by the same letter are not significantly different according to a
Fisher’s least significant difference (LSD) test at P = 0.05. (F) The toxisome formation patterns in FgMyo1 derived mutants. Each strain was
grown in TBI, and images were taken after incubation for 48 h (left-upper panel). The accumulation of Tri1-GFP protein in each strain was
determined by western blot assay with the anti-GFP antibody. The protein samples were also incubated with the anti-GAPDH antibody as a
reference (left-lower panel). The intensities of GFP signals in each strain were also quantified. Values on the bars followed by the same letter are
not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05 (right panel). (G) The DON production of
FgMyo1 derived mutants. DON was extracted from mycelia of each strain grown in TBI for 7 days. Values on the bars followed by the same
letter are not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. https://doi.org/10.1371/journal.ppat.1006827.g002 https://doi.org/10.1371/journal.ppat.1006827.g002 https://doi.org/10.1371/journal.ppat.1006827.g002 Affinity capture mass spectrometry (ACMS) was then used to identify interacting proteins
upon toxin-induction conditions using the dual tagged protein ZZ-Tri1-Flag as the bait. In the
ACMS assay, FgMyo1 was captured by Tri1 (S1 Table). Furthermore, ten of the 30 Tri1-inter-
acting proteins were described previously [22] as components of the toxisome, including the
three cytochrome P-450 enzymes Tri1, Tri4 and Tri11 as well as HMG-CoA reductase. These
results indicated that FgMyo1 interacts with Tri1 and thus has the potential for involvement in
toxisome formation. To verify the role of FgMyo1 in toxisome formation, we used a knock-down approach
because FgMYO1 is an essential gene in F. graminearum [12]. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 (C) The interaction of FgMyo1 with Tri1 was confirmed by co-immunoprecipitation (Co-IP) analysis. Total proteins
(input) extracted from the strain bearing FgMyo1-3×Flag and Tri1-GFP constructs or a single construct (FgMyo1-3×Flag or Tri1-GFP) were
subjected to SDS-PAGE, and immunoblots were incubated with anti-Flag and anti-GFP antibodies, as indicated (Input panel). Each protein
sample was pulled down using anti-Flag agarose and further detected with anti-GFP antibody (Flag pull-down panel). The protein samples
were also incubated with the anti-GAPDH antibody as a reference. (D) The interaction of FgMyo1 with Tri1 was confirmed by bimolecular
fluorescence complementation (BiFC) analysis. The constructs of pFgTri1-YFPN and pFgMyo1-YFPC were co-transformed into PH-1 to PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 6 / 23 The myosin I is indispensable for translation of Tri1 To gain an insight into the function of FgMyo1 in toxisome formation, we further conducted
an ACMS assay using the dual tagged protein ZZ-FgMyo1-Flag as the bait. In the ACMS assay,
the ribosome-associated protein Asc1 (hereafter named FgAsc1,) was captured by FgMyo1. Unexpectedly, FgAsc1 was also pulled down by Tri1 (S1 Table). In addition, the interaction of
FgMyo1 and FgAsc1 was confirmed by Co-IP assay (Fig 3A, left panel), while the directly
interaction between these two proteins was not verified by BiFC. Given that the translation
level of Tri1-GFP protein was inhibited dramatically by phenamacril (Fig 1D), and Asc1 is a
conserved ribosomal protein and is required for efficient protein translation [30,31], we
inferred that FgMyo1 might regulate Tri1 translation via interacting with Asc1. To test this
hypothesis, we first examined co-localization of FgMyo1-GFP and FgAsc1 tagged with RFP. In
toxin non-inducing conditions, FgAsc1-RFP was detected as diffuse fluorescent signal in the
cytoplasm (Fig 3B). However, in the TBI medium, most FgAsc1-RFP accumulated in spherical
structures and co-localized with FgMyo1 (Fig 3A, right panel) and also with Tri1 at the peri-
nuclear positions (Fig 3B, lower panel). Since Asc1 is ribosome-associated protein, to further
visualize localization of ribosomes, FgRpL25 (an essential component of 60S subunit of ribo-
some [32, 33]) was tagged with mCherry under the control of its own promoter, and trans-
formed into the wild type. Confocal microscopic examination showed that most FgRpL25-
mCherry accumulated at the perinuclear positions in the toxin inducing conditions (S7 Fig,
bottom panel). In contrast, FgRpL25- mCherry was mainly localized in the cytoplasm in the
toxin non-inducing conditions (S7 Fig, upper panel). These results indicated that FgMyo1
interacts with the ribosome protein FgAsc1 in toxin inducing conditions. To further understand the role of FgAsc1 in Tri1 translation, we constructed a deletion
mutant of FgAsc1. As expected, the mutant exhibited dramatically reduced hyphal growth (Fig
3C, upper panel). The translation level of Tri1-GFP in this mutant was decreased markedly in
comparison with that in the wild type (Fig 3D, right panel), and subsequently, toxisome forma-
tion and DON production was not detected in this mutant cultured in TBI medium (Fig 3D,
left panel; Fig 3E). Functions of FgMyo1 in mycotoxin biosynthesis attenuated in virulence toward flowering wheat heads (S6 Fig). These results confirmed that
FgMyo1 plays an important role in toxisome formation. The myosin I is indispensable for translation of Tri1 It is very interesting that the translation level of FK506-binding protein
Fg_Fkbp54 (FGSG_01059) was not altered in ΔFgAsc1 as compared to that in the wild type
(Fig 3F, right panel), suggesting that FgAsc1 controls the translation of some proteins (at least
Tri1) but not all proteins, which is agreement with a role for Asc1 in regulating the translation
of specific mRNAs in S. cerevisiae [31, 34]. Taken together, these results indicated that FgMyo1
was indispensable for translation of Tri1 protein by interacting with the ribosome protein
FgAsc1. First, we took the advantage
of the RNA interfering (RNAi) pathway to induce FgMYO1 silencing with hairpin RNA
(hpRNA), which has been proven to be efficient in knockdown of mRNA expression for target
genes in F. graminearum [25]. The recombinant plasmid pSilent-FgMYO1, designed for gener-
ating the hpRNA of an FgMYO1 fragment (540 bp), was introduced into the wild-type PH-1. Predicting that transformants with reduced expression of FgMYO1 may grow poorly on the
medium supplemented with phenamacril, we screened for transformants with increased sensi-
tivity towards this compound and then verified the FgMYO1 expression level by reverse tran-
scription-PCR. Among the 20 transformants tested, four showed increased sensitivity to
phenamacril, and the expression levels of FgMYO1 were decreased 65%-90% in these silencing
transformants in comparison with the wild type. The FgMYO1-S2 transformant, having the
lowest FgMYO1 expression (10% of the parent strain PH-1), was selected for further character-
ization. It had normal growth rate on PDA but failed to grow on PDA supplemented with phe-
namacril at 0.3 μg/ml (approximately EC50 against mycelial growth) (Fig 2E). As expected, the
toxisome formation indicated by Tri1-GFP was significantly impaired and only faint fluores-
cent signals were observed in the mycelia of FgMYO1-S2 harboring Tri1-GFP (Fig 2F). Next,
we replaced the native promoter of FgMYO1 with the zearalenone (ZEA)-inducible promoter
(Pzear) [26] to generate a transformant that conditionally expressed FgMYO1. The resulting
transformant (termed as Pzear-FgMYO1) without ZEA induction was unable to grow on PDA
supplemented with 0.3 μg/ml phenamacril (Fig 2E). Consistently, this strain formed very faint
toxisomes in TBI without the inducer as compared to the wild type (Fig 2F upper panel). The
defects in mycelial growth and toxisome formation of Pzear-FgMYO1 were partially recovered
by adding the inducer β-estradiol (Fig 2E and 2F, upper panel). In addition, translation levels
of Tri1-GFP protein in above strains quantified by the western blotting assay were consistent
with fluorescent signals (Fig 2F, lower panel). All of the above mutants, whether constructed
by silencing or conditional expression, revealed significantly reduced DON production in
TBI (Fig 2G). Since DON is a critical virulence factor and plays a significant role in the spread
of pathogen within host tissues [27–29], it follows that each of these strains was severely PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 7 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 The myosin I-actin cytoskeleton participates in toxisome formation In a previous study, we found that the ATPase activity of FgMyo1 is dependent on actin. FgMyo1E420K bearing a mutation at the actin interacting domain of FgMyo1, which caused the
actin-activated ATPase activity of FgMyo1E420K was reduced to 5% as that of the wild-type
FgMyo1 [12]. Correspondingly, toxisome formation in this strain was markedly decreased in
comparison with that of the wild type (Fig 2E, upper panel). Moreover, we found that compo-
nents of the actin cytoskeleton were enriched in the ACMS with Tri1 and FgMyo1 as the bait
(S1 Table), suggesting that actin cytoskeleton may be associated with toxisome formation in F. graminearum. To address this possibility, we further constructed a strain bearing actin-RFP
and Tri1-GFP. Then, the interaction between actin-RFP and Tri1-GFP was further verified by PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 8 / 23 Functions of FgMyo1 in mycotoxin biosynthesis localization (left panel) and translation level (right panel) of the FK506-binding protein Fkbp54 tagged with GFP in the wild type and in the ΔFgAsc1
mutant. Bar = 10 μm. https://doi.org/10.1371/journal.ppat.1006827.g003 localization (left panel) and translation level (right panel) of the FK506-binding protein Fkbp54 tagged with GFP in the wild type and in the ΔFgAsc1
mutant. Bar = 10 μm. https://doi.org/10.1371/journal.ppat.1006827.g003 https://doi.org/10.1371/journal.ppat.1006827.g003 https://doi.org/10.1371/journal.ppat.1006827.g003 Co-IP assay (Fig 4A). In S. cerevisiae, the myosin I interacts with the actin and is required for
polarization of the actin cytoskeleton [35]. Consistent with what is known in S. cerevisiae, actin
was also associated with FgMyo1 in the ACMS assay using FgMyo1 as the bait (S1 Table). In
addition, the interaction of FgMyo1-GFP and actin-RFP was further confirmed by the Co-IP
assay (Fig 4B). Since actin is essential for F. graminearum growth, we were unable to obtain a knockout
mutant of the ACTIN gene. Thus, to further investigate the function of actin in DON biosyn-
thesis, the actin polymerization inhibitor latrunculin A was used to mimic impaired function Fig 4. The actin cytoskeleton is involved in toxisome formation. (A) The interaction of Actin-RFP and Tri1-GFP was verified by the Co-IP assay. Total
proteins (input) extracted from the strain bearing Actin-RFP and Tri1-GFP constructs or a single construct (Actin-RFP or Tri1-GFP) were subjected to
SDS-PAGE, and immunoblots were incubated with anti-GFP and anti-RFP antibodies, as indicated (Input panel). Each protein sample was pulled down
using anti-GFP agarose and further detected with anti-RFP antibody (GFP pull-down panel). The protein samples were also incubated with the anti-
GAPDH antibody as a reference. (B) Co-IP analysis for verification of the interaction between FgMyo1-GFP and Actin-RFP. Total proteins (input)
extracted from the strain bearing Actin-RFP and FgMyo1-GFP constructs or a single construct (Actin-RFP or FgMyo1-GFP) were subjected to
SDS-PAGE, and immunoblots were incubated with anti-Flag and anti-GFP antibodies, as indicated (Input panel). Each protein sample was pulled down
using anti-GFP agarose and further detected with anti-RFP antibody (GFP pull-down panel). The protein samples were also incubated with the anti-
GAPDH antibody as a reference. (C) The actin polymerization inhibitor latrunculin A inhibited toxisome formation. After growth in TBI for 24 h, ΔTri1::
Tri1-GFP was treated with 0.1 μg/ml latrunculin A for another 24 h before examination (left panel). The solvent DMSO was used as a control. Bar = 10 μm. Functions of FgMyo1 in mycotoxin biosynthesis Fig 3. FgMyo1 regulates translation of Tri1 via interacting with the ribosomal protein FgAsc1. (A) The interaction of FgMyo1-GFP and Asc1-RFP
was verified by the Co-IP assay (left panel). FgMyo1-GFP was co-localized with FgAsc1-RFP under the toxin inducing conditions. Bar = 10 μm. (B)
Localization of FgAsc1-RFP in hyphae of PH-1::FgAsc1-RFP+Tri1-GFP grown in toxin non-inducing medium PDB (upper panel) or toxin inducing
medium TBI (lower panel) for 48 h. Bar = 10 μm. (C) ΔFgAsc1 exhibited dramatically reduced hyphal growth on PDA. (D) Toxisome formation was
not detected in ΔFgAsc1 grown in TBI medium (left panel). Bar = 10 μm. The accumulation of Tri1-GFP protein in ΔFgAsc1 was determined by a
western blot assay with the anti-GFP antibody (right panel). (E) DON production was under a detectable level in ΔFgAsc1. Values on the bars followed
by the same letter are not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. (F) Comparisons in
| htt
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9 / 23 Fig 3. FgMyo1 regulates translation of Tri1 via interacting with the ribosomal protein FgAsc1. (A) The interaction of FgMyo1-GFP and Asc1-RFP
was verified by the Co-IP assay (left panel). FgMyo1-GFP was co-localized with FgAsc1-RFP under the toxin inducing conditions. Bar = 10 μm. (B)
Localization of FgAsc1-RFP in hyphae of PH-1::FgAsc1-RFP+Tri1-GFP grown in toxin non-inducing medium PDB (upper panel) or toxin inducing
medium TBI (lower panel) for 48 h. Bar = 10 μm. (C) ΔFgAsc1 exhibited dramatically reduced hyphal growth on PDA. (D) Toxisome formation was
not detected in ΔFgAsc1 grown in TBI medium (left panel). Bar = 10 μm. The accumulation of Tri1-GFP protein in ΔFgAsc1 was determined by a
western blot assay with the anti-GFP antibody (right panel). (E) DON production was under a detectable level in ΔFgAsc1. Values on the bars followed
by the same letter are not significantly different according to a Fisher’s least significant difference (LSD) test at P = 0.05. (F) Comparisons in PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 9 / 23 Functions of FgMyo1 in mycotoxin biosynthesis Fig 5. Deletion of the actin associated protein genes FgPrk1 or FgEnd3 hinders toxisome formation. (A) Toxisome formation in ΔFgPrk1 and ΔFgEnd3
(left panel). The images were taken after each strain bearing Tri1-GFP was incubated in TBI for 48 h. Bar = 10 μm. The accumulation of Tri1-GFP protein
in each strain was determined by using a western blot assay with the anti-GFP antibody (right panel). The protein samples were also incubated with the
anti-GAPDH antibody as a reference. (B) Production of DON in ΔFgPrk1 and ΔFgEnd3 after each strain was cultured in TBI for 7 days. (C) The sensitivity
of ΔFgPrk1, ΔFgEnd3 and their complementation strains (ΔFgPrk1-C and ΔFgEnd3-C) towards phenamacril and carbendazim. Each strain was cultured
on PDA supplemented with 0.3 μg/ml phenamacril or carbendazim (left panel). Mycelial growth inhibition of each strain by phenamacril or carbendazim
was quantified (right panel). Values on the bars for each fungicide treatment followed by different letters are significantly different according to a Fisher’s
least significant difference (LSD) test at P = 0.05. https //doi org/10 1371/jo rnal ppat 1006827 g005 Fig 5. Deletion of the actin associated protein genes FgPrk1 or FgEnd3 hinders toxisome formation. (A) Toxisome formation in ΔFgPrk1 and ΔFgEnd3
(left panel). The images were taken after each strain bearing Tri1-GFP was incubated in TBI for 48 h. Bar = 10 μm. The accumulation of Tri1-GFP protein
in each strain was determined by using a western blot assay with the anti-GFP antibody (right panel). The protein samples were also incubated with the
anti-GAPDH antibody as a reference. (B) Production of DON in ΔFgPrk1 and ΔFgEnd3 after each strain was cultured in TBI for 7 days. (C) The sensitivity
of ΔFgPrk1, ΔFgEnd3 and their complementation strains (ΔFgPrk1-C and ΔFgEnd3-C) towards phenamacril and carbendazim. Each strain was cultured
on PDA supplemented with 0.3 μg/ml phenamacril or carbendazim (left panel). Mycelial growth inhibition of each strain by phenamacril or carbendazim
was quantified (right panel). Values on the bars for each fungicide treatment followed by different letters are significantly different according to a Fisher’s
least significant difference (LSD) test at P = 0.05. htt
//d i
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t 1006827 005 Fig 5. Deletion of the actin associated protein genes FgPrk1 or FgEnd3 hinders toxisome formation. (A) Toxisome formation in ΔFgPrk1 and ΔFgEnd3
(left panel). The accumulation of Tri1-GFP protein was further verified by western blotting assay using the anti-GFP antibody (right panel). The protein
samples were also incubated with the anti-GAPDH antibody as a reference. (D) DON was extracted from mycelia of PH-1 grown in TBI supplemented
with 0.1 μg/ml latrunculin A. The solvent DMSO was used as a control. Values on the bars followed by different letters are significantly different
according to a Fisher’s least significant difference (LSD) test at P = 0.05. Fig 4. The actin cytoskeleton is involved in toxisome formation. (A) The interaction of Actin-RFP and Tri1-GFP was verified by the Co-IP assay. Total
proteins (input) extracted from the strain bearing Actin-RFP and Tri1-GFP constructs or a single construct (Actin-RFP or Tri1-GFP) were subjected to
SDS-PAGE, and immunoblots were incubated with anti-GFP and anti-RFP antibodies, as indicated (Input panel). Each protein sample was pulled down
using anti-GFP agarose and further detected with anti-RFP antibody (GFP pull-down panel). The protein samples were also incubated with the anti-
GAPDH antibody as a reference. (B) Co-IP analysis for verification of the interaction between FgMyo1-GFP and Actin-RFP. Total proteins (input)
extracted from the strain bearing Actin-RFP and FgMyo1-GFP constructs or a single construct (Actin-RFP or FgMyo1-GFP) were subjected to
SDS-PAGE, and immunoblots were incubated with anti-Flag and anti-GFP antibodies, as indicated (Input panel). Each protein sample was pulled down
using anti-GFP agarose and further detected with anti-RFP antibody (GFP pull-down panel). The protein samples were also incubated with the anti-
GAPDH antibody as a reference. (C) The actin polymerization inhibitor latrunculin A inhibited toxisome formation. After growth in TBI for 24 h, ΔTri1::
Tri1-GFP was treated with 0.1 μg/ml latrunculin A for another 24 h before examination (left panel). The solvent DMSO was used as a control. Bar = 10 μm. The accumulation of Tri1-GFP protein was further verified by western blotting assay using the anti-GFP antibody (right panel). The protein
samples were also incubated with the anti-GAPDH antibody as a reference. (D) DON was extracted from mycelia of PH-1 grown in TBI supplemented
with 0.1 μg/ml latrunculin A. The solvent DMSO was used as a control. Values on the bars followed by different letters are significantly different
according to a Fisher’s least significant difference (LSD) test at P = 0.05. https://doi.org/10.1371/journal.ppat.1006827.g004 https://doi.org/10.1371/journal.ppat.1006827.g004 10 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Functions of FgMyo1 in mycotoxin biosynthesis Fig 6. The myosin I-actin cytoskeleton is not associated with aurofusarin biosynthesis. (A) Comparisons of red pigment (aurofusarin) biosynthesis among
the wild type and various mutants constructed in this study. Images were taken after each strain was grown on PDA or in liquid PDB. The myosin I inhibitor
phenamacril and the actin polymerization inhibitor latrunculin A did not inhibit aurofusarin biosynthesis. (B) Co-localization analysis for Tri1-GFP or the
peroxisome indicator FgPex3-GFP with the aurofusarin biosynthetic enzyme AurJ-RFP. A strain dual-labeled with either AurJ-RFP and Tri1-GFP or
AurJ-RFP and FgPex3-GFP was grown in TBI for 48 h before observation. Bar = 10 μm. (C) Phenamacril and latrunculin A did not affect cellular localization
of AurJ-RFP. Fig 6. The myosin I-actin cytoskeleton is not associated with aurofusarin biosynthesis. (A) Comparisons of red pigment (aurofusarin) biosynthesis among
the wild type and various mutants constructed in this study. Images were taken after each strain was grown on PDA or in liquid PDB. The myosin I inhibitor
phenamacril and the actin polymerization inhibitor latrunculin A did not inhibit aurofusarin biosynthesis. (B) Co-localization analysis for Tri1-GFP or the
peroxisome indicator FgPex3-GFP with the aurofusarin biosynthetic enzyme AurJ-RFP. A strain dual-labeled with either AurJ-RFP and Tri1-GFP or
AurJ-RFP and FgPex3-GFP was grown in TBI for 48 h before observation. Bar = 10 μm. (C) Phenamacril and latrunculin A did not affect cellular localization
of AurJ RFP https://doi.org/10.1371/journal.ppat.1006827.g006 https://doi.org/10.1371/journal.ppat.1006827.g006 Furthermore, these mutants produced significantly less DON as compared with the wild type
(Fig 5B) and both mutants showed increased sensitivity to the myosin I inhibitor phenamacril
(Fig 5C). Taken together, these results strongly indicated that the myosin I-actin cytoskeleton
is essential for the toxisome formation in F. graminearum. The images were taken after each strain bearing Tri1-GFP was incubated in TBI for 48 h. Bar = 10 μm. The accumulation of Tri1-GFP protein
in each strain was determined by using a western blot assay with the anti-GFP antibody (right panel). The protein samples were also incubated with the
anti-GAPDH antibody as a reference. (B) Production of DON in ΔFgPrk1 and ΔFgEnd3 after each strain was cultured in TBI for 7 days. (C) The sensitivity
of ΔFgPrk1, ΔFgEnd3 and their complementation strains (ΔFgPrk1-C and ΔFgEnd3-C) towards phenamacril and carbendazim. Each strain was cultured
on PDA supplemented with 0.3 μg/ml phenamacril or carbendazim (left panel). Mycelial growth inhibition of each strain by phenamacril or carbendazim
was quantified (right panel). Values on the bars for each fungicide treatment followed by different letters are significantly different according to a Fisher’s
least significant difference (LSD) test at P = 0.05. https://doi.org/10.1371/journal.ppat.1006827.g005 of the actin cables. After treatment with latrunculin A at 0.1 μg/ml (approximately EC90 against
mycelial growth of F. graminearum), the typical toxisome structures could not be observed,
and Tri1-GFP was detected as diffuse fluorescent signal in the cytoplasm (Fig 4C, left panel). In addition, Tri1-GFP was noticeably decreased in the western blot assay upon latrunculin A
treatment (Fig 4C, right panel). Subsequently, latruncunlin A showed strong inhibition of
DON production (Fig 4D). These results indicated that the actin cytoskeleton is involved in
toxisome formation in F. graminearum. In S. cerevisiae, Prk1 and End3 are involved in the organization of the actin cytoskeleton
[36, 37]. To better understand the roles of the myosin I-actin cytoskeleton in toxisome forma-
tion, we therefore were interested in constructing deletion mutants of their orthologs FgPrk1
(FGSG_05586) and FgEnd3 (FGSG_09721). Toxisome formation in mycelia of these two
gene deletion mutants harboring the tagged Tri1-GFP was examined. The Tri1-GFP signals
decreased noticeably in both ΔFgPrk1 and ΔFgEnd3 mutants (Fig 5A, left panel). In addition,
western blot assays confirmed the amount of Tri1-GFP protein in these mutants was consider-
ably lower than that of the wild type under the toxin inducing condition (Fig 5A, right panel). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 11 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Discussion Trichothecenes are synthesized from acetyl-CoA as the basic precursor though the isoprenoid
intermediate farnesyl pyrophosphate (FPP) and ultimately the trichothecene biosynthesis
pathway [38]. The enzymes Tri1 and Tri4 are delivered to the specific cellular compartment
known as the toxisome under the DON induction condition (Fig 1A, S2 Fig). This process is
largely dependent on various environmental factors or stimuli, including nitrogen and carbon
sources [10, 11, 39], amines [40], pH [41], light [42], and reactive oxygen species (ROS) [3]. Accumulating evidence indicates that some fungicides also stimulate DON biosynthesis. Milus
and Parsons reported that propiconazole and tebuconazole treatments could result in a 50%
increase in DON contamination in field trials [9]. Application of fluquinconazole or azoxystro-
bin reduced disease incidence on wheat spikes but led to a significant increase in DON pro-
duction by F. culmorum or F. graminearum in the harvested grains [10]. The fungicides
epoxyconazole and propiconazole could also stimulate DON production in vitro and in wheat
grains [11]. Therefore, the effects for disease management by application of fungicides may
not be consistent with the impacts on mycotoxin biosynthesis. In this study, we tested the
effect of 131 antifungal compounds on DON biosynthesis and found that phenamacril showed
significant inhibition against DON biosynthesis. In agreement with previous studies, other
fungicides including the carbendazim and azoles at sub-lethal concentrations could stimulate
DON biosynthesis. Therefore, the chemical fungicides for FHB management should be care-
fully considered to avoid stimulating mycotoxin biosynthesis. y
g
y
y
In eukaryotic cells, myosins participate in a wide variety of cellular processes, including
cytokinesis, organellar transport, cell polarization, transcriptional regulation, intracellular
transport, and signal transduction [43, 44]. They bind to the filamentous actin or other bind-
ing partners, and produce physical forces by hydrolyzing ATP, therefore converting chemical
energy into mechanical force [12–14, 44, 45]. The conserved head domain is accompanied by
a broad diversity of N-terminal or C-terminal domains that bind to different molecular cargos,
providing the functional specificity of myosin proteins [46]. A total of 31 defined myosin clas-
ses have been identified in eukaryotes based on genomic surveys and phylogenetic analyses
[15,46]. Three myosins: an essential class II myosin FgMyo2 (FGSG_08719), a class V myosin
FgMyo2B (FGSG_07469), and the essential class I myosin FgMyo1 (FGSG_01410) are recog-
nized in F. graminearum [47]. FgMyo2 is specifically localized to the delimiting septum of
phialides and conidia, and required for septation [48]. Functions of FgMyo1 in mycotoxin biosynthesis These results indicate that aurofusarin might be synthesized in peroxisomes. In addition, the
cellular localization and fluorescent intensity of AurJ-RFP was not discernibly affected by
treatment with phenamacril or latrunculin A (Fig 6C). In summary, the myosinI-actin cyto-
skeleton is not involved in aurofusarin pigmentation in F. graminearum. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 The myosin I-actin cytoskeleton is not involved in pigmentation To test whether or not the myosin I-actin cytoskeleton is also necessary for biosynthesis of
other secondary metabolites (SM), we examined aurofusarin biosynthesis because aurofusarin
is a red polyketide pigment and easily visualized. As shown in Fig 6A, the FgMyo1 point muta-
tion (FgMyo1E420K) and FgMYO1 knockdown mutants had similar red pigmentation in com-
parisons with the wild type PH-1, as well as ΔTri1 and ΔTri4 mutants after incubation for 3
days on PDA or 5 days in liquid PDB. Consistent with these observations, phenamacril and
latrunculin A did not inhibit aurofusarin biosynthesis in the wild type (Fig 6A). As controls,
deletion mutants of aurofusarin biosynthesis genes AurJ and AurF did not produce the red
pigment (Fig 6A). These results suggest that the myosinI-actin cytoskeleton is dispensable for
aurofusarin pigmentation. To further confirm this finding, the aurofusarin biosynthesis gene
AurJ was tagged with RFP and transformed into the wild type bearing Tri1-GFP or the peroxi-
somal structural protein FgPex3-GFP. As indicated in Fig 6B (left panel), AurJ-RFP was
mainly located in the cytoplasm and presented in a punctuate pattern that was different from
the Tri1-GFP localization. However, AurJ-RFP was clearly co-localized with FgPex3-GFP. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 12 / 23 Functions of FgMyo1 in mycotoxin biosynthesis that, results of the current study further confirmed that Tri1 and Tri4 are often localized in the
perinuclear ER under the toxin inducing condition (Fig 1B), and that the ER was remodeled
from thin reticulate ER (S8 Fig) in the toxin non-inducing conditions to thickened ER in the
TBI conditions (Fig 1A). In addition, the ER remodeling is further supported by accumulation
of the perinuclear ribosomes under the TBI conditions (S7 Fig) since ribosomes are often
attached the rough ER. The toxisome structures were predicted to confer multiple beneficial biological functions
including clustering of DON biosynthetic enzymes, promoting the efficiency of DON biosyn-
thesis, as well as serving as a self-protection system against the self-toxicity of the Tri products
and reaction intermediates [9, 22]. To date, four proteins including Tri1, Tri4, Tri14 and Hmr1
were validated to be localized to toxisomes [16, 22, 23]. However, the molecular mechanism for
the ER remodeling to toxisome remains unknown. In eukaryotic cells, structures and functions
of ER are dynamically changed by various intercellular and extracellular stimuli. For example,
the ER network of Arabidopsis undergoes extensive remodeling, which is critically depended
on a myosin-actin cytoskeleton system [50]. The plant specific myosin XI provides the force to
propel ER streaming and the dynamic rearrangement of the ER network depends on the pro-
pelling action of myosin-XI over actin coupled with a SYP73-mediated bridging [51]. Since F. graminearum doesn’t contain a myosin XI homologous protein, we infer that the FgMyo1-actin
cytoskeleton may be involved in the ER remodeling for toxisome formation in F. graminearum. This inference is supported by multiple lines of evidence. First, FgMyo1 is comprised of the
motor domain that binds to and interacts with actin [12, 18], an isoleucine and glutamine (IQ)
motif, and a C-terminal tail. The tail domain contains a pleckstrin homology (PH) motif that is
known to bind the anionic phospholipids in cellular membranes (S9 Fig) [52, 53]. The presence
of a lipid-binding domain in the tail and an actin binding region in the motor domain equips
the myosin I for cellular roles that link membranes to the actin cytoskeleton [54]. Second, dys-
function of FgMyo1 and actin by inhibitors disrupts the toxisome formation (Figs 1D and 4C). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Discussion In addition, the expression levels of
TRI5 and TRI6 were obviously higher in the FgMyo2B heterokaryotic disruption mutant than
those in the wild type [16,49]. These studies indicated that FgMyo2 and FgMyo2B may not be
involved in mycotoxin biosynthesis directly. In the current study, we found that FgMyo1 is
necessary for toxisome formation. Moreover, we further proved that FgMyo1 was not essential
for the biosynthesis of the polyketide secondary metabolite, aurofusarin. These data suggest
that the myosin I, but not other myosin motors, participates in DON biosynthesis in F. graminearum. The cellular compartmentalization (toxisome) for DON biosynthesis in F. graminearum
was first described though the dynamic localization of fluorescent labeled Tri1 and Tri4 [23]. More recently, the toxisome was further identified as reorganization of the endoplasmic reticu-
lum with pronounced expansion at perinuclear-and peripheral positions [22]. Consistent with PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 13 / 23 Functions of FgMyo1 in mycotoxin biosynthesis that of the wild-type FgMyo1) [12]. This finding is similar to a previous report that the Myo1
mutants of Aspergillus nidulans with no more than 1% of the actin-activated ATPase activity of
wild-type Myo1 in vitro and no detectable in vitro motility activity can support fungal cell
growth, albeit with a delay in germination time and a reduction in hyphal elongation [61]. Therefore, the myosin I mediated endocytosis process is not connected with the toxisome for-
mation in F. graminearum. The myosin-actin system also involves in the movement of organelles within cells, includ-
ing the organelles for secondary metabolites organization. For instance, the short transporta-
tion of melanosomes for the skin pigment melanin biosynthesis at the peripheral region of the
mammalian cell is largely dependent on the Rab27a, melanophilin, myosinV-actin filament
complex [62]. In Fusarium spp. Tri12 is suggested to play a role in export of trichothecene
mycotoxins, which forms vacuoles and vesicles during the mycotoxin inducing condition [20,
21]. A previous study suggested that Tri12 interacted with toxisomes and may transfer the
trichothecenes from toxisomes into the vesicles and vacuoles for further export [23]. The
motility of vesicles containing Tri12 was reversibly inhibited by latrunculin A, indicating that
movement was dependent upon the filamentous actin [21, 23]. The motor proteins are needed
for the cellular motility of Tri12 by mechanical driving force on the filamentous actin. There
are three major super-families of motor proteins: kinesins, dyneins, and myosins. The first two
act as motors on microtubule filaments, while myosins function on actin [63]. Thus, it would
be interesting to further study the functions of myosins in the transport of toxins that may
accumulate in Tri12-linked vacuoles and vesicles in F. graminearum and in other toxigenic
fungi. Taken together, our data support a model in which FgMyo1 is essential for toxisome for-
mation under the DON induction conditions in F. graminearum by interacting with FgAsc1
indirectly for regulating the Tri protein biosynthesis and by directly participating in the endo-
plasmic reticulum (ER) remodeling via the myosin-actin cytoskeleton system. In addition, the
small molecule phenamacril is able to suppress the toxisome formation by inhibiting the
ATPase activity of FgMyo1 (Fig 7). Fungal strains and growth assays The F. graminearum wild-type strain PH-1 (NRRL 31084) was used as a parental strain. The
wild-type strain and transformants generated in this study were grown on potato dextrose agar
(PDA) and minimal medium (MM) for hyphal examination. The carboxymethyl cellulose
(CMC) liquid medium was used for conidiation assays [64]. For toxisome observation and
trichothecene production analysis, each strain was grown in liquid trichothecene biosynthesis
inducing (TBI) medium [38] at 28 ˚C in a shaker (150 rpm) in the dark. Each experiment was
repeated three times. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Third, knockdown expression of FgMyo1 or the deletion of actin cytoskeleton organization
related genes FgPrk1 and FgEnd3 resulted in a defect in toxisome formation and a reduction in
DON production (Figs 2F, 5A and 5B). Finally, the point mutation FgMyo1E420K allowing only
5% of the wild-type ATPase activity also affected toxisome formation (Fig 2F), which is in
agreement with the interpretation that the hydrolysis of ATP in FgMyo1 coverts the chemical
energy into mechanical force and might provide the physical forces for ER remodeling. In addition to providing the force for membrane dynamics, the myosin I motors have also
been suggested to function as anchors or tethers between membranes and other proteins. In
opossum kidney epithelial cells, Myo1b was found to tether amino acid transporters to the api-
cal plasma membrane, thereby facilitating neutral amino acid transport across the membrane
[55]. Similarly, Myo1a is important for the retention and localization of sucrose isomaltase in
the intestinal brush border membrane [56]. Furthermore, the spatial association of nuclear
myosin I with the ribosome protein S6 plays an important role in the export of small ribosomal
subunits through the nuclear pores [57]. In current study, we found that FgMyo1 interacts
with the ribosome-associated protein Asc1, thereby facilitating translation of toxin biosynthe-
sis enzymes, and further contributing to toxisome formation in the toxin inducing conditions. In eukaryotic cells, the myosin-actin system also plays important roles in endocytosis [58–
60]. Consistent with that, deletion mutants of actin cytoskeleton organizing gene orthologs,
Prk1 and End3 resulted in the defects in both endocytosis and toxisome formation in F. grami-
nearum. However, the mutants of two conserved endocytic components (Apm4 and Abp1)
still formed typical toxisomes in TBI (S10C Fig). Importantly, the FgMyo1E420K mutant that
exhibits the defect in toxisome formation (Fig 2F) retains the capability of endocytosis
(S10A Fig), while the actin-activated ATPase activity of FgMyo1E420K is very low (circa 5% as PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 14 / 23 Strain construction The strains ΔFgPrk1, ΔFgEnd3, ΔFgTri1, ΔFgTri4, ΔFgAsc1, ΔFgAurJ and ΔFgAurF were con-
structed using the protocol described previously [65]. Briefly, the open reading frame (ORF) of
each gene was replaced with hygromycin resistance cassette (HPH) and subsequent deletion
mutants were identified by PCR assays with relevant primers (S2 Table). For complementa-
tion, each ORF fused with a tag and geneticin resistance gene was introduced into correspond-
ing mutant, and transformants were selected with geneticin. To construct FgMyo1 silenced
mutants, a 540 bp fragment was amplified and inserted forward and reverse into the pSilent-1
plasmid, and the recombination hairpin RNA silencing plasmid was introduced into PH-1 as
previous described [25]. To replace the FgMYO1 promoter with Pzear, the HPH and Pzear PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 15 / 23 Functions of FgMyo1 in mycotoxin biosynthesis Fig 7. A proposed model showing the role of FgMyo1 in toxisome formation. Trichothecene biosynthesis enzymes (Tri proteins) are produced at a low
level under toxin noninducing conditions. In toxin inducing conditions, FgMyo1 directly participates in remodeling the endoplasmic reticulum (ER) via the
myosin-actin cytoskeleton to form the spherical and ovoid structures termed “Fusarium toxisomes.” In addition, FgMyo1 interacts with FgAsc1 indirectly to
enhance the translation of Tri proteins. Phenamacril is able to suppress toxisome formation by inhibiting the ATPase activity of FgMyo1, and subsequently
reduces the biosynthesis of DON in Fusarium graminearum. Fig 7. A proposed model showing the role of FgMyo1 in toxisome formation. Trichothecene biosynthesis enzymes (Tri proteins) are produced at a low
level under toxin noninducing conditions. In toxin inducing conditions, FgMyo1 directly participates in remodeling the endoplasmic reticulum (ER) via the
myosin-actin cytoskeleton to form the spherical and ovoid structures termed “Fusarium toxisomes.” In addition, FgMyo1 interacts with FgAsc1 indirectly to
enhance the translation of Tri proteins. Phenamacril is able to suppress toxisome formation by inhibiting the ATPase activity of FgMyo1, and subsequently
reduces the biosynthesis of DON in Fusarium graminearum. https://doi.org/10.1371/journal.ppat.1006827.g007 https://doi.org/10.1371/journal.ppat.1006827.g007 fragments were amplified respectively and fused by overlap PCR. Subsequently, the
“HPH-Pzear” fragment was further fused with the 50 and 30 flanking regions of the FgMYO1
gene. The resulting fusion fragment was purified and transformed into PH-1. To induce the
Pzear replacement, the inducer β-estradiol at 30 μM was added to the medium during the
regeneration and mutant selection processes [66]. Strain construction To construct the FgTri1-GFP fusion cassette, the FgTri1 fragment containing the native
promoter and ORF (without stop codon) was amplified with primers A15 + A16 (S1 Table). The resulting PCR products were co-transformed with Xho1-digested pYF11 into XK1-25. The alkali-cation yeast transformation kit (MP Biomedicals, Solon, USA) was used to generate
the recombined FgTri1-GFP fusion vector. Subsequently, the FgTri1-GFP fusion vector was
recovered from the yeast transformant by using the yeast plasmid extract kit (Solarbio, Beijing,
China) and then transferred into E.coli strain DH5α for amplification. Using the same strategy,
other GFP or RFP fusion cassettes were also constructed. Each recombination plasmid was
transformed into PH-1 or the corresponding mutant for generating fluorescent label strains. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Microscopic examinations The fluorescent intensity and localization of tagged proteins were observed with a Zeiss
LSM780 confocal microscopy (Gottingen, Niedersachsen, Germany). For observation of toxi-
some formation patterns in PH-1 and derived mutants, each strain labeled with FgTri1-GFP
was cultured in TBI for 48 h before examination. All samples were mounted on glass slides
and sealed with cover glasses. The following parameter sets of the confocal microscopy were
used: Plan-Neofluar 40x/1.30 Oil DIC M27 objective; laser: at 488 nm at 50% power for green
fluorescence; dimension of X = 70.78 μm, Y = 70.78 μm; pinhole: 90 μm; digital gain: 1.00. To
observe toxisomes in planta, fresh mycelial plugs of the fluorescent reporter strain were inocu-
lated on the leaves of wheat seedlings of a susceptible cultivar Jimai 22. After incubation at
25˚C and 100% RH (relative humidity) for 5 days, the infected leaves were taken for toxisome
examination observed under Plan-Neofluar 20x/0.50 M27 objective. j
The following filter sets were used for other fluorescent or dye staining: the laser excitation
wavelength was set at 405 nm for DAPI (blue fluorescence), at 561 nm for FM4-64 or RFP/
mCherry (red fluorescence), at 514 nm for YFP (yellow fluorescence). The endoplasmic reticu-
lum (ER) was stained with ER-Tracker Red (Beyotime technology Co., Ltd), and laser was set
at 587 nm for red fluorescence. The intensity of fluorescence was acquired using the Zeiss
ZEN 2010 software. Bimolecular Fluorescence Complementation (BiFC) assays For BiFC assays, the final plasmid constructs of pYFPN-FgTri1 and pFgMyo1-YFPC were ver-
ified by sequencing and then co-transformed into the protoplasts of PH-1 in pairs. Transfor-
mants resistant to both hygromycin and neomycin were isolated and confirmed by PCR. The
recombination plasmid pYFPN-FgTri1 or pFgMyo1-YFPC was transformed into PH-1, and
resulted transformants were used as negative controls. YFP signals in the mycelia grown in
TBI for 48 h were examined under a Zeiss LSM780 confocal microscope (Gottingen, Nieder-
sachsen, Germany). Functions of FgMyo1 in mycotoxin biosynthesis 104 conidia/mL was added into a 24-well plate (2.0 mL/well). After 24 h static incubation at
28 ˚C, each tested compound was added into a well and the plate was incubated for another
48 h. Then, the fluorescent intensity in each well was scanned with the Varioskan Flash Multi-
mode Reader (Thermo Scientific, MA, USA) for first round screening. The wells with lower or
no fluorescent signals compared with that of the control treatment (the same volume of solvent
dimethyl sulfoxide, DMSO) were further observed by a confocal microscopy. A total of 131
antifungal compounds including 11 commercialized fungicides were tested for the activity
against toxisome formation. For each compound, there were three-well replicates, and the
experiment was repeated three times. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Screening for toxisome formation inhibitors The strain expressing the FgTri1-GFP in the ΔTri1 background was used as the fluorescent
reporter strain for anti-toxisome formation screening. The TBI medium supplemented with PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 16 / 23 Functions of FgMyo1 in mycotoxin biosynthesis Affinity capture-mass spectrometry analysis The bait protein FgMyo1 was dual labeled with ZZ tag and 3×Flag at its N-terminus and C-ter-
minus, respectively. The resulting fusion cassette was transferred into PH-1. The resulting
transformant (PH-1::ZZ-FgMyo1-3×Flag) was used for protein extraction as previous
described previously [65] and the affinity capture was conducted by the following procedures. After protein extraction, supernatant (25 ml) was transferred into a sterilized tube. The first
run affinity capture was conducted using rabbit IgG agarose beads (Haoran Biotech Co.,
Shanghai, China), which was immuno-interacted with the ZZ tag. A total of 500 μl IgG agarose
beads were added into the above supernatant to capture ZZ-FgMyo1-3×Flag interacting pro-
teins, following the manufacturer’s instructions (General Electric Company, GA, USA). Then,
the washed beads were subjected for the second run capture with anti-Flag agarose beads
according to the manufacturer’s instructions (Abmart, NJ, USA). The final ZZ-FgMyo1-
3×Flag interacting proteins captured by the anti-Flag agarose beads were eluted with TBS sup-
plemented with 10% SDS. In addition, the ZZ-FgTri1-3×Flag was constructed and the interact-
ing proteins were captured using the same strategy. The captured proteins were digested with
trypsin and further analyzed by mass spectrometry using a previous published protocol [69]. Enrichment for proteins assigned to particular functional categories (FunCat) was calculated
as described previously [20, 28]. Analysis of mycotoxin production To quantify the mycotoxin production, each strain was grown in TBI medium or inoculated
on wheat kernels. DON was extracted, and then purified, and quantified using the LC-MS/MS
system as described previously [5, 68]. Co-immunoprecipitation (Co-IP) assays The GFP, RFP, 3× Flag, or mCherry-fusion constructs were verified by DNA sequencing and
transformed in pairs into PH-1. Transformants expressing pairs of fusion constructs were con-
firmed by western blot analysis. In addition, the transformants expressing a single fusion con-
struct were used as references. For Co-IP assays, total proteins were extracted and incubated
with the anti-GFP (ChromoTek, Martinsried, Germany) or anti-Flag (Abmart, Shanghai,
China) agarose as described above. Proteins eluted from agarose were analyzed by western blot
detection with a polyclonal anti-Flag A9044 (Sigma, St. Louis, MO), or an anit-GFP antibody
(Abcam, Cambridge, UK). The protein samples were also detected with monoclonal anti-
GAPDH antibody EM1101 (Hangzhou Huaan Biotechnology Co., Ltd.) as a reference. Each
experiment was repeated twice. Western blotting hybridization The protein isolation was performed as described previously [67]. The resulting proteins were
separated by 10% sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) and
transferred to Immobilon-P transfer membrane (Millipore, Billerica, MA, USA). The poly-
clonal anti-Flag A9044 (Sigma, St. Louis, MO) and monoclonal anti-GFP ab32146 (Abcam,
Cambridge, UK) antibodies were used at a 1:5000 to 1:10 000 dilution for immunoblot analy-
ses. The samples were also detected with monoclonal anti-GAPDH antibody EM1101 (Hang-
zhou HuaAn Biotechnology Co., Ltd.) as a reference. The intensity of immunoblot bands were
quantified using the ImageQuantTL software. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 17 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 (A) Schematic
structures of the FgMyo1 protein in F. graminearum. (B) Alignment of the FgMyo1 pleckstrin
homology (PH) domain (residues 814–837 aa) with its orthologs of Homo sapiens. Red resi-
dues indicate the conserved basic residues that are important for membrane binding in PH
domain. Accession numbers for the proteins listed are indicated. (TIF)
S10 Fig. The myosin I mediated endocytosis process is not connected with the toxisome
formation in F. graminearum. (A) Time-course of FM4-64 internalization via the endocytic
pathway in the wild type, FgMyo1E420K, ΔFgPrk1 and ΔFgEnd3. Living cells grown in PDB
were stained with 8 mM FM4-64. Bar = 10 mm. (B) Hyphal growth patterns of endocytosis S3 Fig. Tri4-RFP was co-localized with Tri1-GFP at toxisomes in hyphae of PH-1::
Tri1-GFP+Tri4-RFP grown in the toxin inducing medium TBI. DIC indicates differential
interference contrast. Bar = 10 μm. (TIF) S4 Fig. Inhibition of antifungal compounds against toxisome formation. (A) The inhibition
of each compound (at 0.5 μg/ml) against mycelial growth of F. graminearum on PDA. The sol-
vent DMSO was used as a control. (B) Toxisome formation in the mycelia of ΔTri1::Tri1-GFP
treated with each antifungal compound. After the strain was cultured in TBI for 24 h, each fun-
gicide was added into TBI at the final concentration at 0.5 μg/ml. Subsequently, the strain was
incubated for another 24 h before observation. The DMSO is the solvent control. (C) Produc-
tion of DON in each treatment. DON was extracted from mycelia of each strain cultured in
TBI for 7 days. Values on the bars followed by different letters are significantly different
according to a Fisher’s least significant difference (LSD) test at P = 0.05. (TIF) S5 Fig. Examination for toxisome formation in hyphae of ΔTri1::Tri1-GFP treated with
0.5 μg/ml phenamacril for different times. (A) Toxisome formation patterns in ΔTri1::
Tri1-GFP grown in TBI for the times as indicated in the figure. Bar = 10 μm. (B) Phenamacril
abolished the toxisome formation in ΔTri1::Tri1-GFP. After ΔTri1::Tri1-GFP was grown in
TBI for 24 h, the culture was then treated with phenamacril for the additional time (from 6 to
48 h) as indicated in the figure. Bar = 10. (TIF) S1 Fig. Chemical structure of the novel antifungl compound phenamacril.
(TIF) S1 Fig. Chemical structure of the novel antifungl compound phenamacril. (TIF) S2 Fig. Time course analysis of accumulation and localization of Tri1-GFP in the toxin
inducing conditions. (A) Examination for toxisome formation in time. The images were
taken after the strain ΔTri1::Tri1-GFP was incubated in TBI at the corresponding time indi-
cated in the figure. Bar = 10 μm. (B) The abundance of Tri1-GFP protein at the corresponding
time was determined by the western blot assay with the anti-GFP antibody. The protein sam-
ples were also incubated with the anti-GAPDH antibody as a reference. (C) Time course analy-
sis of production of DON by ΔTri1::Tri1-GFP in TBI. (TIF) 18 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Functions of FgMyo1 in mycotoxin biosynthesis S3 Fig. Tri4-RFP was co-localized with Tri1-GFP at toxisomes in hyphae of PH-1::
Tri1-GFP+Tri4-RFP grown in the toxin inducing medium TBI. DIC indicates differential
interference contrast. Bar = 10 μm. (TIF)
S4 Fig. Inhibition of antifungal compounds against toxisome formation. (A) The inhibition
of each compound (at 0.5 μg/ml) against mycelial growth of F. graminearum on PDA. The sol-
vent DMSO was used as a control. (B) Toxisome formation in the mycelia of ΔTri1::Tri1-GFP
treated with each antifungal compound. After the strain was cultured in TBI for 24 h, each fun-
gicide was added into TBI at the final concentration at 0.5 μg/ml. Subsequently, the strain was
incubated for another 24 h before observation. The DMSO is the solvent control. (C) Produc-
tion of DON in each treatment. DON was extracted from mycelia of each strain cultured in
TBI for 7 days. Values on the bars followed by different letters are significantly different
according to a Fisher’s least significant difference (LSD) test at P = 0.05. (TIF)
S5 Fig. Examination for toxisome formation in hyphae of ΔTri1::Tri1-GFP treated with
0.5 μg/ml phenamacril for different times. (A) Toxisome formation patterns in ΔTri1::
Tri1-GFP grown in TBI for the times as indicated in the figure. Bar = 10 μm. (B) Phenamacril
abolished the toxisome formation in ΔTri1::Tri1-GFP. After ΔTri1::Tri1-GFP was grown in
TBI for 24 h, the culture was then treated with phenamacril for the additional time (from 6 to
48 h) as indicated in the figure. Bar = 10. (TIF)
S6 Fig. FgMyo1 derived mutants and the actin associated protein gene deletion mutants
ΔFgPrk1 and ΔFgEnd3 attenuated virulence on flowering wheat heads. Infected wheat
heads were examined 15 days after inoculation with conidial suspension of each strain. The
inoculation sites were indicated as black dots. (TIF)
S7 Fig. Comparisons in localization of the ribosomal 60S subunit protein L25 (FgRpL25
tagged with mCherry) in toxin non-inducing (upper panel) and toxin inducing conditions
(lower panel). The strain was also stained with a nucleus tracker DAPI (40, 6-diamidino-
2-phenylindole). Bar = 10 μm. (TIF)
S8 Fig. Thin reticulate ER patterns in mycelia of F. graminearum grown in the non-toxin
inducing medium. The mycelia of PH-1 grown in PDB for 48 h were used for staining with
the ER-tracker Red. Bar = 10 μm. (TIF)
S9 Fig. Schematic structures of FgMyo1 and the pleckstrin homology motif. S2 Table. A list of primers used in this study.
(DOCX) S2 Table. A list of primers used in this study. (DOCX) Project administration: Zhonghua Ma. Resources: Jin-Rong Xu, H. Corby Kistler, Zhonghua Ma. Resources: Jin-Rong Xu, H. Corby Kistler, Zhonghua Ma. Supervision: Yun Chen, Zhonghua Ma. Validation: Guangfei Tang, Yun Chen, Zhonghua Ma. Visualization: Yun Chen, Zhonghua Ma. Visualization: Yun Chen, Zhonghua Ma. Writing – original draft: Yun Chen, Zhonghua Ma. Writing – review & editing: Jin-Rong Xu, H. Corby Kistler, Zhonghua Ma. S1 Table. Identification of Tri1 and FgMyo1-interacting proteins by the affinity capture-
mass spectrometry assay.
(DOCX) S1 Table. Identification of Tri1 and FgMyo1-interacting proteins by the affinity capture-
mass spectrometry assay. (DOCX) S6 Fig. FgMyo1 derived mutants and the actin associated protein gene deletion mutants
ΔFgPrk1 and ΔFgEnd3 attenuated virulence on flowering wheat heads. Infected wheat
heads were examined 15 days after inoculation with conidial suspension of each strain. The
inoculation sites were indicated as black dots.
(TIF) S6 Fig. FgMyo1 derived mutants and the actin associated protein gene deletion mutants
ΔFgPrk1 and ΔFgEnd3 attenuated virulence on flowering wheat heads. Infected wheat
heads were examined 15 days after inoculation with conidial suspension of each strain. The
inoculation sites were indicated as black dots. (TIF) S7 Fig. Comparisons in localization of the ribosomal 60S subunit protein L25 (FgRpL25
tagged with mCherry) in toxin non-inducing (upper panel) and toxin inducing conditions
(lower panel). The strain was also stained with a nucleus tracker DAPI (40, 6-diamidino-
2-phenylindole). Bar = 10 μm. (TIF) S7 Fig. Comparisons in localization of the ribosomal 60S subunit protein L25 (FgRpL25
tagged with mCherry) in toxin non-inducing (upper panel) and toxin inducing conditions
(lower panel). The strain was also stained with a nucleus tracker DAPI (40, 6-diamidino-
2-phenylindole). Bar = 10 μm. (TIF) S8 Fig. Thin reticulate ER patterns in mycelia of F. graminearum grown in the non-toxin
inducing medium. The mycelia of PH-1 grown in PDB for 48 h were used for staining with
the ER-tracker Red. Bar = 10 μm. (TIF) S9 Fig. Schematic structures of FgMyo1 and the pleckstrin homology motif. (A) Schematic
structures of the FgMyo1 protein in F. graminearum. (B) Alignment of the FgMyo1 pleckstrin
homology (PH) domain (residues 814–837 aa) with its orthologs of Homo sapiens. Red resi-
dues indicate the conserved basic residues that are important for membrane binding in PH
domain. Accession numbers for the proteins listed are indicated. (TIF) S10 Fig. The myosin I mediated endocytosis process is not connected with the toxisome
formation in F. graminearum. (A) Time-course of FM4-64 internalization via the endocytic
pathway in the wild type, FgMyo1E420K, ΔFgPrk1 and ΔFgEnd3. Living cells grown in PDB
were stained with 8 mM FM4-64. Bar = 10 mm. (B) Hyphal growth patterns of endocytosis PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 19 / 23 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1006827
January 22, 2018 Author Contributions Data curation: Guangfei Tang, Yun Chen. Formal analysis: Guangfei Tang, Yun Chen, Jin-Rong Xu, H. Corby Kistler, Zhonghua Ma. Funding acquisition: Yun Chen, H. Corby Kistler, Zhonghua Ma. Investigation: Guangfei Tang, Yun Chen. Methodology: Guangfei Tang, Yun Chen, Zhonghua Ma. Methodology: Guangfei Tang, Yun Chen, Zhonghua Ma. Project administration: Zhonghua Ma. Functions of FgMyo1 in mycotoxin biosynthesis mutant ΔFgAPM4 and ΔFgAbp1 on PDA. (C) Toxisome formation of ΔFgAPM4 and
ΔFgAbp1 grown in TBI medium. (D) The DON production of ΔFgAPM4, ΔFgAbp1 and their
complemented strains. The DON was extracted from mycelia of each strain grown in TBI for 7
days. Values on the bars followed by the same letter are not significantly different according to
a Fisher’s least significant difference (LSD) test at P = 0.05. (TIF) mutant ΔFgAPM4 and ΔFgAbp1 on PDA. (C) Toxisome formation of ΔFgAPM4 and
ΔFgAbp1 grown in TBI medium. (D) The DON production of ΔFgAPM4, ΔFgAbp1 and their
complemented strains. The DON was extracted from mycelia of each strain grown in TBI for 7
days. Values on the bars followed by the same letter are not significantly different according to
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https://www.hal.inserm.fr/inserm-03465016/document
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Reasons for using cannabidiol: a cross-sectional study of French cannabidiol users
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Journal of cannabis research
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cc-by
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To cite this version: Davide Fortin, Vincent Di Beo, Sophie Massin, Yann Bisiou, Patrizia Carrieri, et al.. Reasons for
using cannabidiol: a cross-sectional study of French cannabidiol users. Journal of Cannabis Research,
2021, 3 (1), pp.46. 10.1186/s42238-021-00102-z. inserm-03465016 Reasons for using cannabidiol: a cross-sectional study of
French cannabidiol users Davide Fortin, Vincent Di Beo, Sophie Massin, Yann Bisiou, Patrizi Tangui Barré © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. Abstract Background: Cannabidiol and cannabidiol-based products are proliferating in many countries. This recent and rapid
diffusion prompts investigating the reasons for its use. Methods: We analyzed data from an online survey among cannabidiol users in the French general population (n
= 1166) selected for their interest in such products. We described the reported reasons for using cannabidiol. We
performed logistic regressions to identify the correlates of declaring well-being and other specific reasons for using
cannabidiol. We also provided descriptive data regarding the cannabidiol patterns of use. Results: Well-being was the most cited primary reason for use (27% of the sample). Declaring well-being as a primary
reason for using cannabidiol was inversely associated with cigarette smoking, cannabis use, and employment. Among
cannabidiol users reporting well-being as their primary reason for use, stress and sleep improvements were the most-
cited specific reasons. In the whole study sample, the most common modes of use were smoking cannabidiol-rich
cannabis (61%) and ingesting cannabidiol oil sublingually (19%). Conclusions: In a sample of cannabidiol users from France, well-being was the most-cited primary reason for use,
and smoking was the first route of administration. Further research is needed to clarify to what extent expected
effects are scientifically sound and to understand country-related specificities regarding patterns of use. Keywords: Cannabidiol, France, Well-being, Cannabis, Stress (Moltke & Hindocha, 2021). Using an online question-
naire, they found that self-perceived anxiety, sleep prob-
lems, stress, and general health and well-being were the
top 4 reasons for CBD use. Moreover, female users were
less likely to declare general health and well-being as a
reason for CBD use, and sublingual administration was
by far the most-cited route of CBD administration. HAL Id: inserm-03465016
https://inserm.hal.science/inserm-03465016v1
Submitted on 3 Dec 2021 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Fortin et al. J Cannabis Res (2021) 3:46
https://doi.org/10.1186/s42238-021-00102-z Journal of Cannabis
Research Open Access Resultsh The sample size included 1166 CBD users. Almost all
lived in France (98%). The sample was predominantly
male (70%), with a median age of 36 (interquartile
range 28–44) years (Table 1). The four most-cited pri-
mary reasons to use CBD were “for my well-being”
(27%), “to heal my disease or reduce associated symp-
toms” (25%), “to reduce the use of tobacco or other sub-
stances” (12%), and “because I had difficulties obtaining
regular (i.e., illicit) cannabis” (9%). Using a design quite similar to that of Moltke et al.,
we conducted an anonymous online survey among
CBD users mostly living in France. The protocol fol-
lowed the guidelines of the Declaration of Helsinki,
and the INSERM Ethics Committee provided ethical
approval (approval #20-677 dated April 23, 2020). An
online link to the survey was distributed via media
outlets specializing in cannabis-based products, CBD
user groups on Facebook, and a community of people
with chronic health conditions. Therefore, partici-
pants were enrolled from the general population. Data
were collected using a Google survey form between 23
April 2020 and 30 March 2021. In the survey, “CBD”
included all legal CBD-rich products, including CBD-
rich cannabis. Certain questions regarded patterns
of use and collected, among other information, time
since first CBD use, number of days CBD was used in
the previous 30 days, time of day when CBD was used,
CBD purchase locations in the previous 30 days, and
principal type of CBD product used over the same
period. Another question asked about the respondents’
primary reason for using CBD in the previous 30 days
(only one answer possible) with several options regard-
ing well-being, psychoactive substance use reduction,
curiosity, and socialization. People who answered “for
my well-being” were asked to check from a setlist the
effects on their well-being which they expected to
obtain from using CBD (multiple responses possible)
including improved sleep, reduced anxiety/depression,
increased concentration, headache relief, diminished
stress, fewer cutaneous problems, increased energy,
and reduced pain or inflammation. No questions
related to the general health status of the participants
or psychiatric disorders were asked. In the sub-population which answered well-being (n
= 311), the effects of CBD most expected by respond-
ents were diminished stress (63% of that group), fol-
lowed by improved sleep (60%), reduced anxiety/
depression (43%), reduced pain or inflammation (41%),
increased concentration (16%), and headache relief
(16%). Resultsh Over half the study sample (56%) had first used
CBD more than a year prior to the survey, and half
(50%) had used it at least 20 of the previous 30 days
(Table 2). The most common purchase locations were
on the Internet (66%) and in specialized shops (20%). The most common modes of use were smoking CBD-
rich cannabis (61%) and ingesting CBD oil sublingually
(19%). In the multivariable analysis performed on the whole
sample (Table 1), in terms of tobacco cigarette smoking
patterns and the likelihood of reporting well-being as the
primary reason to use CBD, smokers were 27% less likely
to report it (adjusted odds ratio (aOR) 95% confidence
interval (CI): 0.73 [0.55–0.97], p = 0.031) than non-
smokers, while e-cigarette users were 97% more likely to
report it (1.97 [1.2–3.24], p = 0.007). Moreover, individu-
als who smoked illegal cannabis in the previous 30 days
(0.73 [0.56–0.95], p = 0.021) and those who were actively
employed (0.73 [0.54–0.99], p = 0.043) were less likely to
report well-being as the primary reason. Neither gender
nor age was associated with this outcome. The study group comprised respondents who
reported using CBD in the previous 30 days and who
answered the survey question about their primary
reason for using CBD. Statistics related to patterns of
CBD use for the whole sample were described. We per-
formed logistic regressions to identify the correlates
of CBD use, both for well-being (whole sample) as the
primary reason and for the specific expected effects
listed above. Only variables with a liberal p-value <
0.20 (Wald test) in the univariable analyses were con-
sidered eligible for the multivariable models. The final
multivariable models were built using a backward pro-
cedure, and the likelihood ratio test (p < .05) was used
to define the variables to be maintained in the final
models. The Stata/SE 14.2 software (StataCorp LP,
College Station, TX) was used for all analyses. Among those who reported well-being as their primary
reason to use CBD, improved sleep was more frequently
reported by individuals with lower self-reported income
levels and those who were overweight, while individu-
als who did not use illegal cannabis and those with
lower self-reported income levels were more likely to
report reduced anxiety/depression as a specific expected
effect of using CBD. Introduction Cannabidiol (CBD)-based products are proliferating in
countries with different legislation regarding the use
of cannabis-based products (Walker et al., 2020). Con-
cerns about the safety of CBD-based products have been
raised (Lachenmeier et al., 2019). Given the high risk of
misleading information and subsequent confusion about
CBD’s legal status and its effects, there is a need to eluci-
date motivations and patterns of use among CBD users. Recently, in the UK, Moltke et al. investigated the reasons
for CBD use and patterns of use among 387 CBD users By using data from an online survey among CBD users,
we aimed to identify sociodemographic and behavioral
correlates of using CBD for general well-being and more
specific purposes in French users, as well as present asso-
ciated patterns of use. By doing so, we aimed at replicat-
ing Moltke et al.’s investigations and potentially highlight
country-specific differences. *Correspondence: tangui.barre@inserm.fr
2 Aix Marseille Univ, Inserm, IRD, SESSTIM, Sciences Economiques &
Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM,
Marseille, France
Full list of author information is available at the end of the article Page 2 of 5 Page 2 of 5 Fortin et al. J Cannabis Res (2021) 3:46 Page 2 of 5 Fortin et al. J Cannabis Res (2021) 3:46 Fortin et al. J Cannabis Res Resultsh Alcohol abstinence, illegal cannabis
use, and a higher educational level (> secondary school
diploma) were all associated with the desire for increased
concentration. Finally, younger people and those who
did not smoke tobacco cigarettes were more likely to
use CBD for headache relief (Table 1). No characteris-
tic was associated with the following specific reasons to
use CBD: diminished stress, fewer cutaneous problems,
increased energy, and pain or inflammation relief. Page 3 of 5 Fortin et al. J Cannabis Res (2021) 3:46 Fortin et al. J Cannabis Res Table 1 Sociodemographic and behavioral characteristics of cannabidiol users (n = 1166) and logistic regressions of cannabidiol users’ expected effects as outcomes in those
who declared “well-being” to be the primary reason for using cannabidiol (n = 311)
a Income level was self-reported as subjectively assessed as compared to an “average level” estimated by the participants
b Body mass index was calculated as the body weight (in kg) divided by the squared height (in m). Resultsh A body mass index over 25 kg/m2 denotes overweight or obesity
Variable
Whole sample
(n = 1166), N
(%)
Users declaring well-being
as the primary reason for
cannabidiol use (n = 311),
N (%)
Improved sleep (n = 306)
Reduced anxiety/
depression (n = 306)
Increased concentration
(n = 290)
Headache relief (n = 308)
aOR 95% CI
p-value aOR 95% CI
p-value aOR 95% CI
p-value aOR 95% CI
p-value
Sex
Male
799 (69.5)
218 (71.2)
–
–
–
–
Female
351 (30.5)
88 (28.8)
–
–
–
–
Age (years)
36 [28–44]
36 [29–42]
–
–
–
0.96
[0.93–0.99] 0.011
Smoking tobacco cigarettes in the previous 30 days
No
442 (38.4)
130 (42.2)
–
–
–
1
Yes
631 (54.8)
143 (46.4)
–
–
–
0.48
[0.26–0.89] 0.021
Smoking mainly e-ciga-
rettes
79 (6.9)
35 (11.4)
–
–
–
0.52
[0.18–1.46] 0.215
Alcohol consumption in the previous 30 days
No
346 (30.2)
88 (28.8)
–
–
1
–
Yes
799 (69.8)
218 (71.2)
–
–
0.49
[0.26–0.91] 0.025
–
Illegal cannabis use in the previous 30 days
No
–
1
1
–
Yes
–
0.44
[0.27–0.72] 0.001
1.99
[1.09–3.63] 0.026
–
Education level higher than a secondary school diploma
No
371 (33.1)
92 (30.9)
–
–
1
–
Yes
749 (66.9)
206 (69.1)
–
–
2.6
[1.24–5.43] 0.011
–
Employment situation
Active employment
820 (70.8)
234 (75.5)
–
–
–
–
Not in active employment
339 (29.2)
76 (24.5)
–
–
–
–
Self-reported income levela
Below average
381 (32.7)
72 (23.2)
1
1
–
–
Average
545 (46.7)
137 (44.1)
0.75
[0.44–1.30] 0.307
0.42
[0.24–0.73] 0.002
–
–
Above average
240 (20.6)
102 (32.8)
0.53
[0.28–0.99] 0.049
0.37
[0.19–0.7]
0.003
–
–
Body mass indexb
< 25
757 (65.6)
223 (72.9)
1
–
–
–
≥ 25
397 (34.4)
83 (27.1)
1.8
[1.07–3.01] 0.026
–
–
– Fortin et al. Author details 1 University Paris 1 Sorbonne, Paris, France. 2 Aix Marseille Univ, Inserm, IRD,
SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de
l’Information Médicale, ISSPAM, Marseille, France. 3 Univ. Artois, CNRS, IESEG
School of management, Univ. Lille, UMR 9221, Lille Economie Management
(LEM), F‑62000 Arras, France. 4 University Paul Valéry Montpellier 3, CORHIS,
Montpellier, France. Received: 20 May 2021 Accepted: 6 September 2021 Received: 20 May 2021 Accepted: 6 September 2021 Availability of data and materials The datasets generated and/or analyzed during the current study are not
publicly available due to ongoing data treatment but are available from the
corresponding author on reasonable request. Resultsh J Cannabis Res (2021) 3:46 Page 4 of 5 Table 2 Pattern of cannabidiol use in the whole study sample (n
= 1166)
CBD cannabidiol
Number
Percent
Time since first CBD use (months)
Less than 3
260
22.5
Between 3 and 12
255
22.1
Between 12 and 24
308
26.7
More than 24
331
28.7
Number of days CBD used in previous 30 days (days)
1–3
201
17.2
4–9
166
14.2
10–19
217
18.6
20–29
118
10.1
30 (i.e., every day)
464
39.8
CBD purchase locations in the previous 30 days
On the internet
769
66.0
Specialized shop
231
19.8
From an acquaintance
56
4.8
Others
51
4.4
Self-cultivation
43
3.7
Tobacco shop
16
1.4
Principal mode of CBD use in the previous 30 days
Smoking
701
60.7
Sublingual oil
214
18.5
Inhaling
122
10.6
Others (e-liquid, foodstuff, etc.)
117
10.1 Table 2 Pattern of cannabidiol use in the whole study sample (n
= 1166) This may partly explain the lower preference for smoking
CBD in UK users than in our French sample. To conclude, in our French user sample from the gen-
eral population, we duplicated Moltke et al.’s findings for
UK users that well-being, sleep, stress, and anxiety are
the main reasons for using CBD. However, factors asso-
ciated with reasons for use differed between both stud-
ies as did patterns of use. Unlike Moltke et al., we did not
find any gender effect. We agree with their conclusion
that further research is needed to clarify whether CBD is
effective in treating the health problems studied, and we
also call for more research to highlight and better under-
stand country-specific patterns of CBD use and corre-
lates of use. Competing interests The authors declare that they have no competing interests. Acknowledgements g
We thank all the study participants. Our thanks also to Jude Sweeney (Milan,
Italy) for the English revision and copyediting of the manuscript. Discussion Ethical approval was given by the INSERM Ethics Committee (approval #20-
677 dated April 23, 2020). In accordance with French law, no consent was required since the survey was
anonymous. Laws governing CBD in the UK are complex and vague,
translating into a largely unregulated sector (Gibbs et al.,
2019). In France, despite a European Union Court of
Justice ruling during the survey period stating that CBD
is not a narcotic drug (Court of Justice of the European
Union, 2020), its status remains unclear (Bisiou, 2021). Consistent with Moltke et al.’s findings, we found that
well-being was one of the most-cited primary reasons for
using CBD in our French sample. Additionally, among
those who declared this, reduced anxiety, improved
sleep, and diminished stress were the expected effects
most cited. Unlike Moltke et al., gender was not associ-
ated with any reason for using CBD. Our French study
population differed from the UK one in several ways:
the male-female ratio was higher, time since first CBD
use was longer, and a larger proportion of participants
smoked CBD. While these differences may partly be due
to recruitment methods, country-related specificities
cannot be excluded. For example, law enforcement poli-
cies in both countries seem to differ. In the UK, police
preferentially target CBD in herbal form, while no such
distinction between CBD products is made in France. Authors’ contributions DF, PC, SM, and YB designed the study. DF and TB analyzed the data and wrote
the original manuscript. VDB performed the statistical analyses. PC, SM, and YB
reviewed and amended the manuscript. The authors read and approved the
final manuscript. References References
Bisiou Y. Stupéfiants, cannabis et cannabidiol (CBD): la France sous pression de
la CJUE. Dalloz. 2021;84;84. Court of Justice of the European Union. In case C-663/18, REQUEST for
a preliminary ruling under Article 267 TFEU from the Cour d’appel Fortin et al. J Cannabis Res (2021) 3:46 Fortin et al. J Cannabis Res (2021) 3:46 Fortin et al. J Cannabis Res (2021) 3:46 Page 5 of 5 d’Aix-en-Provence (Court of Appeal, Aix-en-Provence, France), made by
decision of 23 October 2018, received at the Court on 23 October 2018,
in the criminal proceedings against B S, C A. [Internet]. 2020. Available
from: https://curia.europa.eu/juris/document/document.jsf?text=&
docid=233925&pageIndex=0&doclang=EN&mode=lst&dir=&occ=first
&part=1&cid=15340648 Moltke J, Hindocha C. Reasons for cannabidiol use: a cross-sectional study of
CBD users, focusing on self-perceived stress, anxiety, and sleep problems. J Cannabis Res. 2021;3:5. Walker LA, Koturbash I, Kingston R, ElSohly MA, Yates CR, Gurley BJ, et al. Can-
nabidiol (CBD) in dietary supplements: perspectives on science, safety,
and potential regulatory approaches. J Diet Suppl. 2020;17:493–502. Gibbs B, Yates A, Liebling J. CBD in the UK, Towards a responsible, innovative
and high-quality cannabidiol industry [Internet]. Centre for Medicinal
Cannabis; 2019. Available from: https://hempindustrydaily.com/wp-conte
nt/uploads/2020/04/Report-_-CBD-in-the-UK-002.pdf Moltke J, Hindocha C. Reasons for cannabidiol use: a cross-sectional study of
CBD users, focusing on self-perceived stress, anxiety, and sleep problems.
J Cannabis Res. 2021;3:5. Moltke J, Hindocha C. Reasons for cannabidiol use: a cross-sectional study of
CBD users, focusing on self-perceived stress, anxiety, and sleep problems.
J Cannabis Res. 2021;3:5. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. Lachenmeier DW, Habel S, Fischer B, Herbi F, Zerbe Y, Bock V, et al. Are side
effects of cannabidiol (CBD) products caused by tetrahydrocannabinol
(THC) contamination? F1000Res. 2019;8:1394. •
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https://openalex.org/W2003911778
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0076348&type=printable
|
English
| null |
Tacrolimus Does Not Affect Early Wound Healing in a Rodent Model of Bowel Anastomoses and Abdominal Wall Closure
|
PloS one
| 2,013
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cc-by
| 4,753
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Abstract Background: Use of immunosuppressant drugs has been associated with complications in wound healing. The
calcineurin inhibitor tacrolimus is thought to have a relatively low complication rate, but preclinical research has
yielded contradictory data, prompting the current comprehensive study Methods: Three groups of 33 male Wistar rats received a daily subcutaneous dose of 0,5, 2 or 5 mg/kg tacrolimus. A
control group received saline. On day 0 a resection of 1 cm ileum and 1 cm colon was performed, and end-to-end
anastomoses were constructed. Ten rats of each group were killed on day 3 and day 5 and the remaining animals on
day 7. Both anastomoses and the wound in the abdominal wall were analyzed. Wound strength was the primary
outcome parameter. Results: Mean strength of the abdominal wall increased significantly over time in all groups (p<0.0001). Both the
breaking strength and the bursting pressure of the ileum and colon anastomoses followed the same pattern. No
differences were observed between control and experimental groups. In addition, no consistent differences were
found between groups regarding wound hydroxyproline content and the activities of matrix metalloproteinase-2 and
-9. Conclusion: Tacrolimus does not affect early wound healing. Citation: Willems MCM, van der Vliet JA, Lomme RMLM, Hendriks T (2013) Tacrolimus Does Not Affect Early Wound Healing in a Rodent Model of Bowel
Anastomoses and Abdominal Wall Closure. PLoS ONE 8(9): e76348. doi:10.1371/journal.pone.0076348
Editor: Giovanni Li Volti, University of Catania, Italy
Received May 30, 2013; Accepted August 23, 2013; Published September 26, 2013 Received May 30, 2013; Accepted August 23, 2013; Published September 26, 2013
Copyright: © 2013 Willems 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 Willems et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: The research was funded by the UMCN St Radboud University. The funders had no role in study design, data collection and analysis, decision to
publish or preparation of the manuscript. Competing interests: The authors have declared that no competing interests exist. Competing interests: The authors have declared that no competing interests exist. Abstract * E-mail: mwillems@flevoziekenhuis.nl this regime, tacrolimus is the newer agent, and extensive
research has been carried out to establish its benefit over
cyclosporine [1,8-10]. In contrast to most immunosuppressive
drugs, tacrolimus, a macrolide derived from the fungus S
tsukubaensis, is believed to have few or none adverse effects
on wound healing. Still, as a calcineurin inhibitor, tacrolimus
affects
the
first
phase
of
T-cell
activation. Because
inflammatory T cells play a role in wound healing an effect of
tacrolimus on wound healing is conceivable. Reported effects
of tacrolimus in preclinical studies are contradictory, ranging
from stimulation to inhibition of soft tissue repair [11-16]. A
common drawback to these studies is the fact that, almost
without exception, only one post-operative time point is
evaluated, while wound healing is a complex process with
different and overlapping phases. Tacrolimus Does Not Affect Early Wound Healing in a
Rodent Model of Bowel Anastomoses and Abdominal
Wall Closure Martine C. M. Willems*, J. Adam van der Vliet, Roger M. L. M. Lomme, Thijs Hendriks
Department of Surgery, Division of Vascular and Transplantation Surgery, Radboud University Medical Centre, Nijmegen, The Netherlands Martine C. M. Willems*, J. Adam van der Vliet, Roger M. L. M. Lomme, Thijs Hendriks Department of Surgery, Division of Vascular and Transplantation Surgery, Radboud University Medical Centre, Nijmegen, The Ne Materials and Methods One hundred thirty-two male Wistar rats (body weight
240-260 g; Harlan, Horst, The Netherlands) were randomly
divided into four groups of thirty-three animals. The animals
were housed two per cage and allowed to become accustomed
to laboratory conditions for one week before the start of the
experiment. All animals had free access to water and standard
rodent chow (Ssniff Specialdiäten GmbH, Soest, Germany). Three
groups
received
tacrolimus
(Prograft®,
Astellas,
Killorglin, Ireland) subcutaneously in daily dosages of 0.5
(group T0.5), 2.0 (group T2) and 5.0 (group T5) mg/kg/day
from the day of operation until the end of the experiment. A
control group received saline subcutaneously. Introduction Under different immunosuppressant regimes, wound healing
disturbances are seen in 7-53% of kidney transplant recipients
[1-4]. The premise that all immunosuppressant drugs have a
negative effect on wound healing is widely accepted, although
often scientific proof is lacking or inadequate. Clinical studies
almost invariably use a regime of several immunosuppressant
drugs, making it difficult to attribute adverse effects to a single
component [4,5]. Thus, preclinical research is necessary to
elucidate potential effects of individual drugs. This way we
have demonstrated that everolimus, a m-TOR inhibitor, has a
negative, dose- and time-dependent effect on experimental
wounds in intestine and abdominal fascia [6,7]. Today, the typical standard regime of immunosuppressant
drugs in solid organ transplantation consists of a calcineurin
inhibitor such as cyclosporin or tacrolimus, an antiproliferative
agent (azathioprine or mycophenolate mofetil) and a steroid. In The present comprehensive study has been performed to
evaluate the effects of tacrolimus, used as a single drug in PLOS ONE | www.plosone.org September 2013 | Volume 8 | Issue 9 | e76348 September 2013 | Volume 8 | Issue 9 | e76348 1 Tacrolimus Does Not Affect Early Wound Healing three different doses, and at multiple time points during healing
of bowel anastomoses and abdominal fascia in rats. tissues and adhesions, and washed in saline. Bursting
pressure and breaking strength were measured in the same
segment as described previously [17]. In the abdominal wall
the breaking strength was measured in the same way; from
each segment of the abdominal wall, two separate strips of 1
by 2 cm were collected, with the suture line in the middle, and
the
breaking
strength
was
measured
in
both. After
biomechanical analysis, segments were cleaned from adhering
tissue and standard sized samples containing the suture line
were frozen in liquid nitrogen and stored at -80°C until further
processing. Surgical Procedure On day 0, a midline laparotomy was performed and followed
by a resection of 1 cm ileum 15 cm proximal to the ileocaecal
junction and 1 cm colon 3 cm proximal to the rectal peritoneal
reflection. End-to-end anastomoses were constructed with
eight single-layer, inverting, interrupted 8-0 ethilon (Ethicon)
sutures. The abdominal fascia was closed with an absorbable,
polygalactin 3-0 suture, the skin was closed with staples. A
heating pad was used to maintain body temperature at 38°C. The intestines were covered with gauze pads soaked with
0.9%
NaCl
to
minimize
desiccation. Fluid
loss
was
compensated by administering 10 ml of 0.9% subcutaneously
direct postoperative. The animals were weighed daily and
observed for signs of illness. All operative procedures were
performed by the same investigator (MW). Biochemical analysis and histology After
lyophilisation,
tissue
samples
were
weighed,
pulverized, and lyophilized again. Both hydroxyproline content
and gelatinase activity were measured in control, T2 and T5
groups. The hydroxyproline content, as a measure of the
collagen content, was measured by high-performance liquid
chromatography after hydrolysis with 6-N-hydrochloric acid and
derivatization with dabsyl-chloride. Ethic Statement This study was carried out in strict accordance with the
National Dutch Act on Experimental Animals. The protocol
(80320) was approved by the Animal Ethics Review Committee
of the Radboud University, Nijmegen (Permit number
DEC-2008-114). In order to minimize suffering all surgery was
performed under general anesthesia using isoflurane 3%, in a
mixture of oxygen and nitrous oxide. Postoperative analgesia
was
performed
with
buprenorphine,
0.02
mg/kg
subcutaneously, twice daily for two days. The animals were
killed by CO2/CO asphyxiation to reduce as much stress as
possible. An individual animal welfare logbook was kept and
reported back to the Animal Ethics Review Committee. Preparation of tissue extracts and procedures for gelatin
zymography have been described previously [18]. The protein
concentration of the extracts was measured using the
bicinchoninic acid reagent. The various gelatinase activities
were quantitated on the basis of lysed area and expressed as
arbitrary units. Comparison of values obtained on different gels
was performed by using collagenase type I (from Clostridium
histolyticum; Sigma Chemical) as an internal standard. The
presence of true matrix metalloproteinase (MMP) activity was
confirmed by adding 10 mmol/L EDTA or 1,10 phenanthrolene
to the buffers used after electrophoresis. Tacrolimus in whole
blood was assayed using a PRO-TracTM ELISA kit from
DiaSorin
(Still
water,
Minnesota,
USA). Sections
of
anastomoses originating from separate animals in the groups
sacrificed after 7 days that had not been subjected to strength
measurements were washed in 0.9% NaCl, spread out, and
fixed immediately in a 4% phosphate-buffered formaldehyde
solution. Subsequently, the samples were dehydrated and
embedded in paraffin blocks. Sections of 4 mm in thickness
were stained with hematoxylin and eosin (H&E). Statistical analysis To analyze differences in body weight and MMP-activity a
Kruskal Wallis followed by Dunn’s test was used. Data of
breaking strength, bursting pressure and hydroxyproline
content were analysed with ANOVA followed by Tukey-Kramer
post test. Figure 1. Postoperative course of body weight. Points represent average relative body weight, in relation to the weight prior to
operation, for the control group (□) and the groups receiving tacrolimus: T0.5 (◼), T2 (Δ) and T5 (●). doi: 10 1371/journal pone 0076348 g001 Figure 1. Postoperative course of body weight. Points represent average relative body weight, in relation to the weight prior to
operation, for the control group (□) and the groups receiving tacrolimus: T0.5 (◼), T2 (Δ) and T5 (●). doi: 10.1371/journal.pone.0076348.g001 (two after excessive weight loss and two of unknown reasons). Diarrhea, observed at least once during the experiment, was
found in one thirty-second of the surviving rats in the control
group and in 0/32, 2/31 and 7/29 (p=0.022) in the T0.5, T2 and
T5 groups, respectively. Results Ten rats per group were killed on day 3 and day 5 each, and
the remaining animals were killed on day 7. In the latter group,
EDTA whole blood was sampled for tacrolimus assay (see
below). Relaparotomy was performed by excision of a part of
the abdominal wall of approximately 4 by 4 cm, including the
suture line of the fascia. The anastomoses of ileum and colon
were resected with adjacent bowel of approximately 4 cm in
length and the suture line in the middle. The intestinal
segments were carefully resected, including surrounding The mean trough level of tacrolimus, as measured in whole
blood collected on day 7 after operation, was 0.3 ± 0.2 (SD)
ng/ml in the control group and 4.9 ± 2.4, 10.1 ± 2.0 and 12.3 ±
5.6 ng/ml, respectively, in the T0.5, T2 and T5 groups. Eight animals died prematurely or were taken out of the
experiment because of poor health: one each in the control and
T0.5 groups (ileus), two in the T2 group (unknown reasons and
excessive weight loss, respectively) and four in the T5 group PLOS ONE | www.plosone.org September 2013 | Volume 8 | Issue 9 | e76348 2 Tacrolimus Does Not Affect Early Wound Healing Figure 1. Postoperative course of body weight. Points represent average relative body weight, in relation to the weight prior to
operation, for the control group (□) and the groups receiving tacrolimus: T0.5 (◼), T2 (Δ) and T5 (●). doi: 10.1371/journal.pone.0076348.g001
y
g Wound strength Individual values for anastomotic bursting pressures in the
intestine are given in Figure 2. They increased with time from
day 3 onwards and, at all time points, median values were
comparable in all four groups. From day 5 the bursting site was
increasingly frequent outside the true anastomotic area (Table
1). An increase in the number of anastomoses bursting outside
the suture line represents an increase in anastomotic strength. Altogether, this phenomenon occurred equally frequent in
control and tacrolimus groups. All animals experienced a transient weight loss of
approximately 10-15% of their body weight. From day 4
onwards they regained weight, those in the control group
approximating their pre-operative weight at day 7 (Figure 1). However, the weight gain in animals receiving tacrolimus was
less than in the control group. The relative weight in all
experimental groups at day 7 was significantly (p<0.05) lower
than in the control group. Wound breaking strength is depicted in Figure 3. After 3
days fascia strength was very low but increased rapidly
thereafter. For all groups, the gain in fascia strength was very PLOS ONE | www.plosone.org September 2013 | Volume 8 | Issue 9 | e76348 3 Tacrolimus Does Not Affect Early Wound Healing Figure 2. Anastomotic bursting pressure. Individual values and medians (horizontal lines) in ileum and colon. A,B,C = ileum 3,5
and 7 days postoperative. D,E,F = colon 3, 5 and 7 days postoperative. X-axis: study groups. Open symbols denote rupture outside
the suture line and closed symbols rupture inside the suture line. doi: 10.1371/journal.pone.0076348.g002 Figure 2. Anastomotic bursting pressure. Individual values and medians (horizontal lines) in ileum and colon. A,B,C = ileum 3,5
and 7 days postoperative. D,E,F = colon 3, 5 and 7 days postoperative. X-axis: study groups. Open symbols denote rupture outside
the suture line and closed symbols rupture inside the suture line. doi: 10.1371/journal.pone.0076348.g002 significant (comparison of values at 3, 5 and 7 days by
ANOVA: p<0.0001) and similar. At no time there were
significant differences between the four groups. For the
intestinal anastomoses, the gain in strength between day 3 and
day 5 was less explicit. Still, for all groups anastomotic strength
increased significantly (p<0.05) with time, values at day 7
always being higher (Tukey-Kramer, p<0.05) than those at day
3. Wound strength A significant difference between groups was only found for
ileal anastomoses at day 7 where strength was higher in the T5
group than in the control group. Breaking always occurred
within the suture line. the T5 group were lower than in the T2 group but equivalent to
those in controls. In fascia, the hydroxyproline content was
highest in the T5 groups. The results of the zymographic measurements of gelatinase
activity, in ileal and colonic tissue at day 3 and 7, are
summarized in Figure 5. The activities of proMMP-9 and
proMMP-2 were similar in control and tacrolimus groups. Although MMP-9 activities were low and varied considerably
between animals, they appeared higher in the tacrolimus
groups, especially in ileum. For MMP-2, differences were seen
in colon where tacrolimus apparently lowered activity at day 3
while increasing it after 7 days. Histology Wound hydroxyproline, as a measure for collagen content is
given in Figure 4. Generally speaking, it increased with time,
values at day 7 almost invariably being significantly (p<0.05)
higher than those at day 3. In ileum, there were no differences
between controls and experimental groups. In colon, values in A comprehensive examination of sections obtained from
controls and the T0.5 and T2 groups failed to reveal any
obvious architectural differences at day 7. Semiquantitative
analysis also failed to indicate any differences between control PLOS ONE | www.plosone.org September 2013 | Volume 8 | Issue 9 | e76348 4 Tacrolimus Does Not Affect Early Wound Healing studies wound repair was analyzed at one time point only. Raptis et al. also used a low tacrolimus dose of 0.1 mg/kg/day
and reported evidence of enhanced rodent colonic anastomotic
healing, measured as bursting pressure at 4 and 8 days
postoperatively [16]. Table 1. Anastomotic bursting site. Ileum
Colon
C
0/10
0/10
Day 3
T0.5
0/10
0/10
T2
0/9
0/10
T5
1/10
0/10
C
0/9
7/9
Day 5
T0.5
2/10
4/10
T2
5/10
8/9
T5
0/10
4/10
C
3/9
6/10
Day 7
T0.5
5/9
8/9
T2
2/9
8/9
T5
8/9
6/9
Numbers represent the frequency of the bursting site being without the actual
suture line. doi: 10.1371/journal.pone.0076348.t001 In order to obtain data which would allow a comprehensive
analysis of the possible effects of tacrolimus on soft tissue
repair we analyzed wounds in intestine and abdominal fascia. Tacrolimus was administered in three doses which, dose-
dependently, led to trough levels ranging from 5 to 12 ng/ml. These levels are in the range often reported in clinical studies
[20]. Finally, the study included three time points, covering the
inflammatory and early proliferative phases of the healing
sequence. The first week after operation is particularly
important because wound strength remains low during the first
few days and increases from day 3 onwards. Any interference
in this period will enhance chances on wound dehiscence. The results presented here are unambiguous. Tacrolimus, in
three different clinically relevant dosages, does not interfere
with and does not promote wound strength, which is the
primary functional outcome parameter. This result holds for
wounds in both small and large bowel and in the abdominal
fascia at any of the three time points measured. For the bowel
anastomoses, we measured two independent parameters for
strength, the bursting pressure and the breaking strength. Discussion Although clinical studies of the effects on wound healing of
single
immunosuppressive
drugs
are
lacking,
wound
complications after solid organ transplantation are often
attributed to these drugs. Regimes including rapamycin
derivates have been shown to be associated with more wound
complications than those with calcineurin inhibitors. Our earlier
experimental studies demonstrated a profound negative effect
of everolimus on wound healing in the rat [6,7]. The present
data clearly show that tacrolimus has no such effect and that
surgical wounds demonstrate normal repair in the critical first
week after operation, even during administration of doses
leading to high trough levels of the drug. There is also no
evidence for improvement of wound healing with tacrolimus. The introduction of new immunosuppressant agents has
increased graft survival. However, at the same time, long term
complications not related to graft function, become increasingly
important, much of them due to development of cardiovascular
disease
or
malignancies,
related
to
the
use
of
immunosuppressant drugs. The proportion of deaths attributed
to malignancy in the first decade after transplantation is as high
as 26% and rising [21]. Presumably, this phenomenon will
result in a rise in future operations not related to the
transplanted organ. Surgery needs to be executed under
immunosuppressant therapy, possibly with increased chances
of wound complications such as bowel leakage or incisional
hernia. The present data emphasize the fact that tacrolimus,
contrary to other drugs used for immunosuppression, does not
have a negative effect on wound healing. This may be of
clinical consequence in the direct post-transplant phase, as
well as in patients on immunosuppressant therapy that have to
undergo surgical procedures for other reasons. Such
knowledge, obtained from preclinical studies as the present
one,
is
very
relevant
for
determining
an
optimal
immunosuppressant regime in terms of composition, timing and
dosage. Calcineurin inhibitors are notoriously known for their chronic
toxicity and consequent chance of graft loss. Although
cyclosporine and tacrolimus essentially inhibit the action of
calcineurin in the same way, their side effects differ slightly. Tacrolimus is superior to cyclosporine in preventing acute
rejection and improving graft survival which has resulted in an
enormous increase in use of the agent since introduction in
1989 [10]. Tacrolimus has a greater effect on impairing the
expression of alloantigen stimulated T-lymfocytes than does
cyclosporine [19] but supposedly a less significant effect on
wound healing. Histology The
bursting pressure, which represents the ability to withstand
intraluminal pressure, only reflects wound strength if the
bursting site is within the suture line which will not always be
the case after day 3. Therefore, it is very relevant to collect
additional data for the breaking strength, which reflects wound
strength over the entire period analysed here. Interestingly,
undisturbed healing proceeded despite the fact that the rats in
the experimental groups were clearly in a more catabolic state
than those in the control group (Figure 1). and the tacrolimus groups with respect to histologic parameters
such as mucosal repair, epithelial damage, wound area
surface, degree of necrosis, and cellular infiltration. and the tacrolimus groups with respect to histologic parameters
such as mucosal repair, epithelial damage, wound area
surface, degree of necrosis, and cellular infiltration. Discussion Clinically, it is always used together with other
drugs, therefore, its safety in terms of interference with wound
repair must be assessed in a preclinical model. Preclinical data on the effects of tacrolimus on wound
healing are few and contradictory. Doses of 2 mg/kg/day
reportedly inhibit skin healing, but not colonic or ileal
anastomotic healing [11,12,14,15]. Kiyama et al. even found
that low doses (0.01-1 mg/kg/day) increased wound strength in
the colon but not in the ileum [13]. In all these experimental September 2013 | Volume 8 | Issue 9 | e76348 PLOS ONE | www.plosone.org 5 Tacrolimus Does Not Affect Early Wound Healing . Wound breaking strength. Data represent mean and SEM in the control groups (white bars) an
rs), T2 (grey bars) and T5 (black bars) tacrolimus groups. A= ileum anastomoses, B= colon anastomose
/journal.pone.0076348.g003
NE |
plosone org
6
September 2013 | Vol m Figure 3. Wound breaking strength. Data represent mean and SEM in the control groups (white bars) and the T0.5 (black &
white bars), T2 (grey bars) and T5 (black bars) tacrolimus groups. A= ileum anastomoses, B= colon anastomoses, C = fascia. doi: 10.1371/journal.pone.0076348.g003 September 2013 | Volume 8 | Issue 9 | e76348 PLOS ONE | www.plosone.org 6 Tacrolimus Does Not Affect Early Wound Healing e 4. Wound hydroxyproline content. Data are expressed as hydroxyproline content per 5 mm tissue lengt
and SEM for the controls (white bars) and the T2 (grey bars) and T5 (black bars) tacrolimus groups. A= ileum
. *: p<0.05 vs T2 group; #: p<0.05 vs control group. 1371/journal.pone.0076348.g004 Figure 4. Wound hydroxyproline content. Data are expressed as hydroxyproline content per 5 mm tissue length and represent
mean and SEM for the controls (white bars) and the T2 (grey bars) and T5 (black bars) tacrolimus groups. A= ileum, B= colon, C =
fascia. *: p<0.05 vs T2 group; #: p<0.05 vs control group. doi: 10.1371/journal.pone.0076348.g004 Figure 4. Wound hydroxyproline content. Data are expressed as hydroxyproline content per 5 mm tissue length and represent
mean and SEM for the controls (white bars) and the T2 (grey bars) and T5 (black bars) tacrolimus groups. A= ileum, B= colon, C =
fascia. *: p<0.05 vs T2 group; #: p<0.05 vs control group. doi: 10.1371/journal.pone.0076348.g004 September 2013 | Volume 8 | Issue 9 | e76348 7 7 PLOS ONE | www.plosone.org Tacrolimus Does Not Affect Early Wound Healing igure 5. References 1. Dean PG, Lund WJ, Larson TS, Prieto M, Nyberg SL et al. (2004)
Wound-healing
complications
after
kidney
transplantations:
A
prospective, randomized comparison of sirolimus and tracolimus. Transplantation
77:
1555-1561. doi:10.1097/01.TP. 0000123082.31092.53. PubMed: 15239621. CD003961. Art. No. CD003961. doi:
10.1002/14651858.CD003961.pub2. PubMed: 16235347. 1. Dean PG, Lund WJ, Larson TS, Prieto M, Nyberg SL et al. (2004)
Wound-healing
complications
after
kidney
transplantations:
A
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grey bars) and T5 (black bars) tacrolimus groups. Data represent total activities, in arbitrary units, per 5-mm segment for proMMP-9
A), MMP-9 (B), proMMP-2 (C), and MMP-2 (D). *: p<0.05 vs control group. oi: 10.1371/journal.pone.0076348.g005
LOS ONE | www.plosone.org
8
September 2013 | Volume 8 | Issue 9 | e76348 Figure 5. MMP activity in intestinal anastomoses. Columns represent mean values + SEM for controls (white bars) and the T2
(grey bars) and T5 (black bars) tacrolimus groups. Data represent total activities, in arbitrary units, per 5-mm segment for proMMP-9
(A), MMP-9 (B), proMMP-2 (C), and MMP-2 (D). *: p<0.05 vs control group. doi: 10.1371/journal.pone.0076348.g005 September 2013 | Volume 8 | Issue 9 | e76348 PLOS ONE | www.plosone.org 8 Tacrolimus Does Not Affect Early Wound Healing Author Contributions Tacrolimus, as a single drug, does not influence the repair
sequence in soft tissues during the first week after operation. Conceived and designed the experiments: MW JvdV TH. Performed the experiments: MW RL. Analyzed the data: MW
JvdV RL TH. Wrote the manuscript: MW JvdV RL TH. Conceived and designed the experiments: MW JvdV TH. Performed the experiments: MW RL. Analyzed the data: MW
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Body shame and problematic social networking sites use: the mediating effect of perfectionistic self-presentation style and body image control in photos
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Current psychology
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Abstract Previous studies have shown that body shame and body image control in photos are associated with Problematic Social
Networking Sites Use. The current study aims to build upon previous evidence by examining the role of perfectionis
tic self-presentation in the relationship between body shame, on the one hand, and body image control in photos and
Problematic Social Networking Sites Use, on the other hand. The sample included 695 participants (%F = 61.29; Mage =
21.01 ± 5.05; age range = 14–30). The hypothesized serial mediation effect of perfectionistic self-presentation style and
body image control in photos in the association between body shame and Problematic Social Networking Sites Use was
significant (indirect effect = 0.05; 95% CI: [0.02, 0.07] for young women; indirect effect = 0.02; 95% CI: [0.002, 0.04]
for young men). The present study contributes toward the understanding of the possible predictors of Problematic Social
Networking Sites Use and leads novel findings in the field of self-objectification research. Regardless of gender, young
people who feel ashamed of their body may develop a perfectionistic self-presentation (by promoting a perfect image
and hiding imperfections) as compensatory strategy. However, the gratification of the need for self-presentation through
body image control in Social Networks photos activities could in turn lead to Problematic Social Networking Sites Use. Keywords Body shame · Body image · Perfectionistic self-presentation style · Problematic social Current Psychology (2024) 43:4073–4084
https://doi.org/10.1007/s12144-023-04644-8 Current Psychology (2024) 43:4073–4084
https://doi.org/10.1007/s12144-023-04644-8 Body shame and problematic social networking sites use: the
mediating effect of perfectionistic self-presentation style and body
image control in photos Giulia Fioravanti1 · Sara Bocci Benucci2
· Viola Vinciarelli3 · Silvia Casale1 Accepted: 2 April 2023 / Published online: 14 April 2023
© The Author(s) 2023 Accepted: 2 April 2023 / Published online: 14 April 2023
© The Author(s) 2023 Sara Bocci Benucci
sara.boccibenucci@unifi.it 1
Department of Health Sciences, Psychology Unit, University
of Florence, Via di San Salvi 12, Florence 50135, Italy 2
Department of Experimental and Clinical Medicine,
University of Florence, Largo Brambilla, 3, Florence
50134, Italy 3
School of Psychology, University of Florence, Via della
Torretta, 16, Florence 50037, Italy Body shame and problematic social networking
sites use According to the dual-factor model (Nadkarni & Hoffmann,
2012), the need for self-presentation can be considered a
motivational factor that can lead individuals to excessively
use Social Networking Sites. The self-presentation style of
individuals experiencing high levels of body shame might
be characterized by the need to hide one’s own imperfec
tions and shortcomings and the active promotion of a per
fect image (i.e., perfectionistic self-presentation). This
affirmation found empirical support in a previous study by
Ferreira and colleagues (2017) who found that experience
of shame lead to act self-presentation strategies as defen
sive responses. In other words, shame experiences may trig
ger striving to present a perfect body image. Accordingly,
Nepon et al. (2016) found a strong positive correlation
between self-image goals and perfectionistic self-presenta
tion. Perfectionistic self-presentation style represents a state
in which an individual presents him/herself to others in a
way aimed at hiding imperfections (Hewitt et al., 2003). Individuals with a high need to present themselves as per
fect might consider Social Networks a space in which they
can have the opportunity to manage their self-presentation. In fact, a previous study showed that a self-presentation
style characterized by the need to avoid showing or dem
onstrating any perceived shortcomings is associated with As cultural beauty standards are often unattainable, inter
nalization of such standards has been found to be positively
associated with body shame (e.g., Kim et al., 2013). In fact,
body shame has been defined as a psychological phenom
enon that arises when individuals feel ashamed of their bod
ies due to the perceived inability to satisfy cultural beauty
standards (McKinley & Hyde, 1996). According to self-
objectification theory (Fredrickson & Roberts, 1997), self-
objectification occurs when women adopt a third-person
perspective on the body, which leads them to look at their
bodies as objects that they have to constantly monitor and
judge, giving a high value to how they look to others instead
of how they feel. The vigilant body surveillance activity (or
body monitoring) leads individuals to have negative subjec
tive experiences such as body shame. Although the majority
of research has focused on investigating self-objectification
in female populations (for a review see Daniels et al., 2020),
some studies have also involved male samples, demonstrat
ing that the theory’s basic tenets can also be applied to men
(e.g., Calogero, 2009; Morrison et al., 2003; Strelan & Harg
reaves, 2005a). Introduction face-to-face interactions, Social Networks let individuals
control the information about themselves, thus enhancing
the possibilities to manage self-presentation (Buffardi &
Campbell, 2008). Self-presentation refers to “the process of
controlling how one is perceived by other people” (Leary,
1995, p. 2), which is described as goal-driven behaviour
(Leary & Kowalski, 1990). According to the uses and grati
fication framework (Katz et al., 1973), different media are
chosen by users to fulfil specific needs, and the need for
self-presentation is one of the main reasons for using Social
Networks (for an overview see Nadkarni & Hoffman, 2012). Adolescents and young adults are the populations who
use Social Networking Sites the most (D’Arienzo et al.,
2019; Kuss & Griffiths, 2017). Social networks are online
platforms that allow individuals to create profiles, share
and view content and interact with other users and their
posts through “likes”, comments and private messages
(Tiggemann & Vellissaris, 2020). Compared to traditional Given the high focus on visual self-presentation and
appearance promoted by several photo-based Social Net
works (i.e., Instagram), users might manage their self-pre
sentations by hiding personal attributes that they consider
unattractive, such as body size, or manage how they look by
editing their pictures or selfies (Fox & Rooney, 2015). Unfor
tunately, levels of body shame and the extent to which indi
viduals control their body images in pictures before posting
them on Social Networks appears to be strongly related to 3
School of Psychology, University of Florence, Via della
Torretta, 16, Florence 50037, Italy 1 3 Current Psychology (2024) 43:4073–4084 4074 levels of self-objectification report desiring more muscular
bodies (Oehlhof et al., 2009). According to self-objectifi
cation theory, body shame is a central experience for those
individuals who self-objectify their bodies, and research has
documented negative outcomes related to body shame, such
as eating disorders (e.g., Mustapic et al., 2015), depression
(e.g., Grabe et al., 2007), body dysmorphic disorder (e.g.,
Weingarden et al., 2017) and psychological distress (e.g.,
Brownstone & Bardone-Cone, 2021). In regard to Problem
atic Social Networking Sites Use, it has been shown that
shame experiences and Problematic Social Networking
Sites Use are strongly associated, and this link is mediated
by the perceived benefits of computer-mediated commu
nication (i.e., escapism, control over self-presentation and
approval/acceptance). Introduction Meta-analyses showed
that Problematic Social Networking Sites Use is associated
with several issues, including depression (Cunningham et
al., 2021), low self-esteem (Saiphoo et al., 2020), suicidal
ideation (Nesi et al., 2021), lower well-being (Huang, 2020)
and higher psychological distress (Shannon et al., 2022),
and – as already mentioned – body shame. Building upon previous evidence, the current study
focuses the attention on the potential role of perfectionistic-
self-presentation as a behavioral strategy that might explain
how body shame leads to body image control in photos
which, in turn, leads to Problematic Social Networking
Sites Use. Introduction In detail, social networking sites offer
more control than face-to-face contact over self-presenta
tion, which might be particularly appealing for individuals
who see themselves as having negative and unattractive fea
tures (see Caplan, 2005, 2007). It is therefore plausible to
assume that those who experience body shame might use
social networking sites not only as a way to escape from
real-life issues and manage negative emotions (Casale &
Fioravanti, 2017; Tangney & Dearing, 2002) but also for
the enhanced control over self-presentation. Problematic Social Networking Sites Use (PSNSU) (Casale
& Fioravanti, 2017; Gioia et al., 2020). Problematic Social
Networking Sites Use can be defined as an excessive use of
Social Networks characterized by being overly concerned
about social networks and a strong motivation to use them
which, in turn, impairs social lives, scholastic success, work
lives and/or psychological health and well-being (Andreas
sen & Pallesen, 2014). A recent research has enlightened
the core symptoms associated with Problematic Social Net
working Sites Use which can help in distinguishing between
problematic and non-problematic social networking site
use: (i) difficulties in controlling the use, (ii) thinking obses
sively about going online; (iii) and a preference for online
interactions (Svicher et al., 2021). Meta-analyses showed
that Problematic Social Networking Sites Use is associated
with several issues, including depression (Cunningham et
al., 2021), low self-esteem (Saiphoo et al., 2020), suicidal
ideation (Nesi et al., 2021), lower well-being (Huang, 2020)
and higher psychological distress (Shannon et al., 2022),
and – as already mentioned – body shame. Problematic Social Networking Sites Use (PSNSU) (Casale
& Fioravanti, 2017; Gioia et al., 2020). Problematic Social
Networking Sites Use can be defined as an excessive use of
Social Networks characterized by being overly concerned
about social networks and a strong motivation to use them
which, in turn, impairs social lives, scholastic success, work
lives and/or psychological health and well-being (Andreas
sen & Pallesen, 2014). A recent research has enlightened
the core symptoms associated with Problematic Social Net
working Sites Use which can help in distinguishing between
problematic and non-problematic social networking site
use: (i) difficulties in controlling the use, (ii) thinking obses
sively about going online; (iii) and a preference for online
interactions (Svicher et al., 2021). Body shame and problematic social networking
sites use While women desire to achieve the standard
of beauty of a thin body promoted by society, men with high 1 3 Current Psychology (2024) 43:4073–4084 4075 Problematic Social Networking Sites Use (Casale et al.,
2015). Problematic Social Networking Sites Use (Casale et al.,
2015). Gender differences Gender differences are a relevant issue in social media and
body image research. For what concerns the current study,
previous studies have evidenced that women report higher
levels of body shame than men (e.g., Dakanalis et al.,
2015, 2017; Gioia et al., 2020), as well as higher levels of
appearance control beliefs and body image control in pho
tos (Boursier et al., 2020). Moreover, young women tend to
invest more time in taking selfies as a means of promoting
their best self-presentation, expressing their identities, and
controlling their body images, and they apply more privacy
restrictions to their images. Young men, instead, tend to
control their body images in photos to improve their sexual
attractiveness (Boursier et al., 2020; Boursier & Manna,
2019). To date, only one study (Gioia et al., 2020) has inves
tigated gender differences concerning the risk of develop
ing Problematic Social Networking Sites Use in individuals
experiencing body shame. It was found that body shame
strongly predicted photo investment and control, leading
to problematic social networking in both young men and
women, but with higher effects among young women. These
results might confirm the self-objectification framework’s
assumption that women compare their bodies with cultural
body standards more than men, with consequent greater
internalization and perception of these standards as a per
sonal choice (Grabe et al., 2007; McKinley & Hyde, 1996). In the present study, we go a step further by arguing that
body image control in photos might be a behavioural strat
egy used by individuals who experience high levels of body
shame to meet their needs to present an image to others that
is less negatively impacted by their presumed body imper
fections. This might also be consistent with the idealized
virtual identity hypothesis (Back et al., 2010), which argues
that some individuals display idealized attributes that do not
depict their actual personalities on social networking sites. It is therefore plausible to assume that for individuals expe
riencing body shame, social networking sites provide the
opportunity to hide their imperfections and promote their
bodies by controlling/manipulating their photos before post
ing them. Body shame and problematic social networking
sites use However, the opportunities provided by social
networks to hide one’s own imperfections might, in turn,
put a person at risk of developing Problematic Social Net
working Sites Use. Previous observational studies showed an association
between high levels of body-related concerns and the fre
quency of manipulation of photos for online posting, espe
cially in young individuals (e.g., McLean et al., 2015; Meier
& Grey, 2013; Zheng et al., 2019), and findings from experi
mental studies tend to support these results. Tiggemann and
Zinoviev (2019) found that women who digitally manipu
late their own photos report improvements in their body
images after being exposed to enhancement-free images,
which suggests an association between negative body image
and photo manipulation behaviours. Similarly, Salomon and
Brown (2020) demonstrate that the simple action of taking
a selfie resulted in an increase in state self-objectification in
those participants who were informed that the picture would
have been posted on Facebook. In addition, a parallel line
of research has shown a positive association between body
appearance control in photos and the intensity of the use of
Social Networks in adolescent samples (e.g., Manago et al.,
2015; Tiggemann & Slater, 2017). Hypotheses As previously reported, previous studies found that body
shame is positively associated with body image control
in photos, which, in turn, is associated with Problematic
Social Networking Sites Use (Gioia et al., 2020). However,
the psychological processes that might explain how body
shame — an affective state —leads to body image control in
photos (a behaviour) have been less investigated. The cur
rent study contributes to fill this gap by investigating the
potential role of a motivational factor, that is the need for
self-presentation, and in particular the need to appear perfect
in the above mentioned links. Accordingly, a previous study
showed that perfectionistic self-presentation is positively
associated with Problematic Social Networking Sites Use
(Casale et al., 2015). The goal of the present study was to
provide an integration of these two research lines by testing
a model that proposes that body shame generates the need to
hide perceived imperfections (i.e., a perfectionistic self-pre
sentation style), which leads to body image control in pho
tos, which, in turn, leads to Problematic Social Networking
Sites Use. In other words, we argue that for people report
ing high levels of body shame, the use of Social Networks
could represent a way of hiding imperfections/promoting a Very relevant to the current study, a recent study that
combined these two lines of research showed a mediat
ing role of body image control in photos in the association
between body shame and Problematic Social Networking
Sites Use in adolescents (Gioia et al., 2020). This study has
shown that higher levels of body shame explain—at least in
part— the strategies that an individual implements before
and after having taken a picture prior to sharing it on Social
Networks (i.e., control of the perspective, use of filters,
digital correction, etc.), which in turn predicts Problematic
Social Networking Sites Use levels. 1 3 4076 Current Psychology (2024) 43:4073–4084 Participants were recruited using advertisements on
Social Networks, and they were informed that participation
was voluntary and anonymous and that confidentiality was
guaranteed. A web link directed the participants to the study
website, and if they consented to participate, they were
asked to answer some demographic information, questions
about their use of Social Networks and to complete self-
report questionnaires. Since it was not possible to submit
the form without filling in all the required fields, the results
did not present missing data. Demographic information Demographic information was collected, including respon
dents’ age (in years), gender, marital and occupational
status and level of education. Respondents were asked to
indicate how many hours per day they use social networks
and which Social Networks they use the most. Finally, par
ticipants were asked to indicate their weight and height to
calculate their BMI. Participants and procedure A sample of 695 participants (%F = 61.29; Mage= 21.01 ± 5.05
years; age range = 14–30) agreed to participate in the study. Regarding educational qualifications, 39.9% of the sample
reported having a middle school diploma, 28.5%, a high
school diploma, 17.0%, a bachelor’s degree, 12.1%, a mas
ter’s degree, 2.3%, a higher degree (e.g., Ph.D.), and 0.3%
had an elementary school diploma. In terms of occupation,
the majority were students (63.9%), 19.9% were workers
and 12.1% were working students. Concerning participants’
marital status, 52.8% were single, 33.7% reported having a
noncohabiting partner, 13.2% had a cohabiting partner, and
0.3% declared “other” without specification. Hypotheses Data were collected between
September and November 2021, and no remuneration was
given. Informed consent was obtained from all participants. According to Italian law, parental consent was not required
for participants over 14 years old. The study procedures
were carried out in accordance with the Declaration of Hel
sinki. The Institutional Review Board of the University of
Florence approved the study. perfect image, and this opportunity is created by the ability
to control and manage one’s own photos. However, these
enhanced chances of controlling self-presentation might
lead individuals to lose control over their use of Social Net
works. The hypothesized model is displayed in Fig. 1.f yp
p y
g
Due to the above-mentioned gender differences, we will
explore if men and women differ on the study variables
(expecting to find women reporting high levels of body
shame and body image control in photos) and examine
the validity of the proposed model separately for women
and men (expecting to find higher effects among women). Finally, since a large number of studies (e .g., Smolak,
2009; Cheng et al., 2021) found that young individuals are
at more risk of experiencing body shame and also report
higher levels of Problematic Social Networking Sites Use
age will be included as covariate in the model. The results
of the current study may contribute to the understanding of
Problematic Social Networking Sites use by identifying a
potential explaining pathway: People who experience body
shame may satisfy their need to appear perfect on social net
work by posting photos in which they look attractive. The
gratification of this need could act as a positive reinforce
ment leading the individuals to lose control over their social
network sites use. Statistical analyses Descriptive statistics, zero-order correlations between the
study variables, and a one-way ANOVA for examining
gender differences were computed using IBM Statistical
Package for the Social Sciences (SPSS), version 23.0 (IBM
Corp., Armonk, NY, USA). We then tested the hypoth
esized conceptual model (serial mediation model) using
the PROCESS macro for SPSS (Model 6) developed by
Hayes (2013) separated for men and women, including age
as a covariate. Bias-corrected bootstrap confidence intervals
(CIs) derived from 5,000 bootstrap resamples are estimated
to test for the significance of conditional direct and indirect
effects. The effects are considered significant if the CI val
ues do not include zero. Body shame Body shame was measured using the Italian version of the
shame subscale (Dakanalis et al., 2017) from the Objecti
fied Body Consciousness Scale (OBCS; Mckinley & Hyde,
1996). This subscale is composed of eight items and mea
sures shame over one’s body that extends to the self as a
result of a perceived failure to achieve cultural ideals and
social standards of appearance. A simple item is “When I’m
not the size I think I should be, I feel ashamed”. Partici
pants are asked to respond on a 7-point Likert scale from
1 (strongly disagree) to 7 (strongly agree). Higher scores Fig. 1 The hypothesized media
tion model, all the hypothesized
relationships are positive Fig. 1 The hypothesized media
tion model, all the hypothesized
relationships are positive 1 3 1 3 4077 Current Psychology (2024) 43:4073–4084 indicate higher levels of body shame. Cronbach’s alpha in
the current study was 0.85. indicate higher levels of body shame. Cronbach’s alpha in
the current study was 0.85. core aspects of addictions (i.e., salience, mood modifica
tion, tolerance, withdrawal, conflict, and relapse). Each item
addresses experiences within a time frame of 12 months and
is answered on a 5-point Likert scale ranging from 1 (very
rarely) to 5 (very often). A sample item is “How often dur
ing the last year have you felt an urge to use social media
more and more?“. Higher scores indicate greater Problem
atic Social Networking Sites Use. Cronbach’s alpha in the
current study was 0.78. Body image control in photos In the present study, the revised Italian version (Boursier &
Manna, 2019) of the 16-item Body Image Control in Photos
– Revised (BICP-R) questionnaire (original version Pelosi
et al., 2014) was used. Answers are rated on a five-point
Likert scale, from 1 (never) to 5 (always), and the question
naire assesses body image control in photos. The scale com
prises five factors: selfie-related (e.g., “I prefer my image
as it appears in self-portraits, because I know how to make
it look better”), privacy filter (e.g., “I use privacy filters in
order to show photos in which I appear more attractive only
to certain people”), positive body image (e.g., “I post those
photos which I hope will receive praise for my appearance”),
sexual attraction (e.g., “I have posted provocative photos on
Facebook in order to attract attention to myself”), and nega
tive body image (e.g., “I feel awkward if I notice that some
one has posted photos that show my body’s defects”). A
total score can be computed. Higher scores indicate higher
levels of body image control in photos. Cronbach’s alpha in
the current study for the total BICP-R was 0.87. Descriptive statistics and correlations Regarding participants’ use of Social Networks, the total
sample (n = 695) reported spending 3.24 ± 2.32 hours a day
using Social Networks. The Social Networks they declared
to use the most were Instagram (63.5%), TikTok (15.4%),
YouTube (14.7%) and Facebook (3.6%). Descriptive statistics and correlations among the study
variables are presented in Table 1. Body shame was posi
tively correlated with perfectionistic self-presentation, body
image control in photos and Problematic Social Network
ing Sites Use. Having a higher BMI was also associated
with higher levels of body shame. Perfectionistic self-pre
sentation was positively associated with both body image
control in photos and Problematic Social Networking Sites
Use. Finally, body image control in photos was positively
associated with Problematic Social Networking Sites Use. Age was significantly and negatively associated with all the
study variables.f Perfectionistic self-presentation The Italian version (Borroni et al., 2016) of the 27-item
Perfectionistic Self-Presentation Scale (Hewitt et al., 2003)
was used to assess perfectionistic self-presentation style. Answers are rated on a seven-point Likert scale, from 1
(strongly disagree) to 7 (strongly agree), and the scale com
prises 3 subscales: Perfectionistic Self-Promotion (e.g., “I
try always to present a picture of perfection”) which con
tains 10 items that reflect the need to appear perfect to oth
ers; Nondisplay of Imperfection (e.g., “It would be awful if
I made a fool of myself in front of others”), which includes
10 items that assess the need to avoid appearing imperfect to
others. Nondisclosure of imperfection (e.g., “I should solve
my own problems rather than admit them to others”), which
comprises 7 items measuring the need to hide one’s imper
fections. A total score can be computed. Higher scores indi
cate higher levels of a perfectionistic self-presentation style. Cronbach’s alpha in the current study for the total PSPS was
0.91. Problematic social networking site use Problematic Social Networking Site Use was measured
using the Italian version (Monacis et al., 2017) of the 6-item
Bergen Social Media Addiction Scale (BSMAS; Andreassen
et al., 2016). The BSMAS consists of six items reflecting Gender differences were computed using one-way
ANOVA. As displayed in Table 2, women reported higher
scores in body shame and body image control in photos than
men, whereas no significant differences between women 1 3 Current Psychology (2024) 43:4073–4084 4078 Table 1 Descriptive statistics and Pearson’s correlations among the study variables
M ± SD
(1)
(2)
(3)
(4)
(5)
(6)
(1) Body Shame
3.65 ± 1.39
-
(2) Perfectionistic Self-Presentation
106.58 ± 26.10
0.53**
-
(3) Body Image Control in Photos
36.62 ± 11.80
0.47**
0.40**
-
(4) PSNSU
15.49 ± 5.28
0.31**
0.34**
0.46**
-
(5) BMI
21.72 ± 3.54
0.24**
− 0.03
− 0.06
0.02
-
(6) Age
21.01 ± 5.05
− 0.13**
− 0.19**
− 0.22**
− 0.19**
0.18**
-
Notes. BMI = Body Mass Index
** p < 0.001; * p < 0.05 and men were found for perfectionistic self-presentation
and Problematic Social Networking Sites Use. Table 2 Gender differences among study variables
Men
Women
M ± SD
M ± SD
F
p
η2
Body Shame 3.30 ± 1.13
3.86 ± 1.48
27.88 < 0.001 0.04
Perfection
istic Self-
Presentation
106.62 ± 22.85 106.51 ± 27.88 0.00
0.95
Body Image
Control in
Photos
33.50 ± 11.27
38.54 ± 11.71
31.13 < 0.001 0.04
Problem
atic Social
Network
Site Use
15.09 ± 5.31
15.73 ± 5.24
2.46
0.12 Table 2 Gender differences among study variables (total indirect effect = 0.26; 95% CI: [0.18, 0.33]; direct
effect = − 0.0008; 95% CI: [-0.38, 0.37]). Specifically, per
fectionistic self-presentation style mediated the relation
between body shame and Problematic Social Networking
Sites Use (indirect effect = 0.11; 95% CI: [0.05, 0.18]) and
body image control in photos mediated this relationship
(indirect effect = 0.09; 95% CI: [0.06, 0.14]). The hypoth
esized serial mediation effect of perfectionistic self-pre
sentation style and body image control in photos on the
association between body shame and Problematic Social
Networking Sites Use was significant (indirect effect = 0.05;
95% CI: [0.02, 0.07]). Problematic social networking site use A significant negative effect of age
was observed on perfectionistic self-presentation style (β =
− 0.13, SE = 0.22, t = -3.27, p = 0.001) and on body image
control in photos (β = − 0.18, SE = 0.10, t = -4.39, p = 0.001),
while the effect of age on Problematic Social Networking
Sites Use was not significant. The model explained 10% of
the variance in Problematic Social Networking Sites Use. and men were found for perfectionistic self-presentation
and Problematic Social Networking Sites Use. and men were found for perfectionistic self-presentation
and Problematic Social Networking Sites Use. Mediation analysis C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 Fig. 3 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the male subsample. Values
shown are standardized coeffi
cients. C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 Fig. 3 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the male subsample. Values
shown are standardized coeffi
cients. C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 use strategies to control their body images in photos, such
as engaging in photo manipulation activities, photo shar
ing and selfie-related behaviours. However, it is important
to note that the difference in body shame scores between
women and men, despite the significativity, was not so high
in effect size, indicating that men might also be at risk of
developing self-objectification processes (Gioia et al., 2020;
Vandenbosch & Eggermont, 2013). Next, the the validity
of the hypothesized mediation model was tested separately
for men and women. The first path confirms—regardless
of gender—what was previously reported on the mediat
ing role of body image control in photos in the relationship
between body shame and Problematic Social Networking
Sites Use (Boursier & Manna, 2019; Gioia et al., 2020). Individuals who experienced body shame tended to adopt
image-centred coping strategies (Cash et al., 2005; Choma
et al., 2009), such as body image control in photos on Social
Networks, to improve their appearance and social accep
tance (Fox & Vandemia, 2016). However, the gratification
obtained may lead them to spend more time on Social Net
works and related activities (i.e., spending much time editing
their photos to post them on Social Networks) and develop
ing Problematic Social Networking Sites Use. These results
are not surprising in that this path was already highlighted in
a recent study (Gioia et al., 2020). Our study adds to previ
ous literature by also highlighting a second path— among
women—which showed for the first time the mediating
role of perfectionistic self-presentation in the relationship
between body shame and Problematic Social Networking
Sites Use. According to Hewitt et al. Mediation analysis Hayes’s (2013) SPSS macro PROCESS (Model 6), with a
95% bias corrected confidence interval (CI) based on 5,000
bootstrap samples, was used to examine the indirect effects
of body shame on Problematic Social Networking Sites Use
through perfectionistic self-presentation and body image
control in photos in men and women separately. Age was
included as a covariate in the model. The indirect effect was
considered statistically significant if the CI did not contain
zero. Among men, the results (see Fig. 3) showed that per
fectionistic self-presentation style and body image control
in photos mediated the relationship between body shame
and Problematic Social Networking Sites Use (total indi
rect effect = 0.17; 95% CI: [0.09, 0.26]; direct effect = 0.15;
95% CI: [0.16, 1.29]). There is therefore both a total indi
rect effect and a significant direct relationship between body
shame and Problematic Social Networking Sites Use.i Specifically, body image control in photos mediated the
relationship between body shame and Problematic Social
Networking Sites Use (indirect effect = 0.11; 95% CI: [0.06,
0.18]) whereas perfectionistic self-presentation did not
mediate this relationship (indirect effect = 0.04; 95% CI: Among women, the results (see Fig. 2) showed that per
fectionistic self-presentation style and body image control
in photos completely mediated the relationship between
body shame and Problematic Social Networking Sites Use Fig. 2 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the female subsample. Values
shown are standardized coeffi
cients. C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 Fig. 2 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the female subsample. Values
shown are standardized coeffi
cients. C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 Fig. 2 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the female subsample. Values
shown are standardized coeffi
cients. C’ = direct effect; C = total
effect. *p < 0.05, **p < 0.001 1 3 Current Psychology (2024) 43:4073–4084 4079 Fig. 3 Serial mediation model of
perfectionistic self-presentation
style and body image control
in photos in the relationship
between body shame and PSNSU
in the male subsample. Values
shown are standardized coeffi
cients. Mediation analysis (2003), the perfection
istic self-presentation style may act as a compensatory strat
egy that individuals engage in to deal with feelings of shame
and inadequacy for obtaining acceptance, and this was sup
ported by empirical research that showed the role of per
fectionistic self-presentation as a mediator between internal
and external shame and the drive for thinness (Ferreira et
al., 2015). The current study highlights for the first time that
the experience of body shame is associated with perfection
istic self-presentation, which, in turn, leads to Problematic
Social Networking Sites Use. When individuals engage in a
perfectionistic self-presentation style on Social Networks,
they might satisfy the need to appear perfect online without [-0.009, 0.09]). The hypothesized serial mediation effect of
perfectionistic self-presentation style and body image con
trol in photos on the association between body shame and
Problematic Social Networking Sites Use was significant
(indirect effect = 0.02; 95% CI: [0.002, 0.04]). However,
a significant direct effect of body shame on Problematic
Social Networking Sites Use was also found. A significant
negative effect of age on body image control in photos was
found (β = − 0.13, SE = 0.12, t = -2.36, p = 0.019), while the
effect of age on perfectionistic self-presentation style and
Problematic Social Networking Sites Use was not signifi
cant. The model explains 15% of the variance in Problem
atic Social Networking Sites Use. Limitations and future directions Although this is the first study to investigate the role of
perfectionistic self-presentation style in the association
between body shame and Problematic Social Networking
Sites Use, some limitations should be addressed. First, the cross-sectional design prevents to establish
a cause-effect relationship and to clarify the direction of
the relationship between body image issues and Prob
lematic Social Networking Sites Use. In fact, according
to the hypothesis of the bidirectional nature of the social
networking-self-objectification relationship (Strelan &
Harhreaves, 2005b), adolescents and young adults who
experience body shame might develop Problematic Social
Networking Sites Use due to the positive or negative rein
forcement obtained on Social Networks, but they could also
experience increases in their body image concerns due to
the prolonged exposure to idealized body images on Social
Networks (Fioravanti et al., 2022). As previously suggested
(e.g., Boursier et al., 2020; Gioia et al., 2020), self-objecti
fication and Problematic Social Networking Sites Use could
mutually reinforce each other. The online environment
allows users with appearance-related concerns to manage
how their body image appears by editing pictures prior to
posting them, and at the same time, these behaviours may
lead individuals to overestimate the importance of their
appearance, reinforcing self-objectification processes (Fox
& Rooney, 2015; Gioia et al., 2020; McLean et al., 2015). Indeed, experimental designs have shown that exposure to
appearance-focused Instagram profiles leads to greater body
dissatisfaction among women and also increases the extent
to which they define themselves and their self-worth by
their physical appearance (Casale et al., 2019). The issue of
reverse causation concerning the association between social
networking sites use and negative consequences on psycho
logical well-being was already pointed out (e.g., Hartanto
et al., 2021). Future longitudinal and experimental studies
are needed to ascertain directionality. However, the current
study contributes to the existing debate about the psycho
logical correlates of Problematic Social Networking Sites
Use, by (i) confirming the association between body shame,
body image control in photos and problematic social net
working and (ii) evidencing for the first time the role of per
fectionistic self-presentation style as a motivational factor The model tested showed some gender-related differ
ences. While the link between body shame and Problematic
Social Networking Sites Use was totally mediated among
women, this study also highlights the direct effect of the for
mer on the latter among men. Discussion In line
with the Uses and Gratification Theory (Katz et al., 1973),
adolescents and young adults may choose to use Social
Networks to decrease their body shame and to satisfy their
needs to self-present in a perfectionistic way to reach—at
least online— gratification by displaying an ideal body by
posting edited photos of themselves. This gratification may
allow them to experience a decrease in body shame and may
act as a rewarding experience in the increase of Problematic
Social Networking Sites Use. norms (Hewitt et al., 2011). Finally, age did not predict
Problematic Social Networking Sites Use among either
male or female participants. This result was not surprising
given that the sample was entirely composed of young peo
ple and younger generations are at a greater risk of develop
ing Problematic Social Networking Sites Use (e.g., Kuss &
Griffiths, 2017). Discussion The current study explores for the first time the role of per
fectionistic self-presentation in the relationship between
body shame and Problematic Social Networking Sites Use
in adolescents and young adults, contributing to the existing
debate about predictors of Problematic Social Networking
Sites Use. Specifically, the study tested a serial mediation
model to explore the role of perfectionistic self-presenta
tion style and body image control in photos as mediators
in the relationship between body shame and Problematic
Social Networking Sites Use. Since previous studies have
indicated that women report higher levels of body shame,
appearance control beliefs and body image control in pho
tos than men (e.g., Dakanalis et al., 2015, 2017; Gioia et
al., 2020; Boursier et al., 2020), we first explored gender
differences among the study variables. The results were in
line with previous research (Dakanalis et al., 2015, 2017;
Gioia et al., 2020; Manago et al., 2015), with women report
ing higher levels of body shame and body image control in
photos than men. This is consistent with self-objectification
theory (Fredrickson & Roberts, 1997), which postulates that
women are at higher risk of internalizing a third-person per
spective and experiencing their bodies as objects that lead
them to feel ashamed when they do not meet (unrealistic)
cultural beauty standards (McKinley, 1998). Women’s high
awareness of cultural beauty standards may cause them to 1 3 Current Psychology (2024) 43:4073–4084 4080 showing imperfections and flaws (Hewitt et al., 2003), and
Social Networks represent an ideal environment in which
individuals can hide their true self (e.g., Michikyan et al.,
2015). Most importantly, the serial mediating role of per
fectionistic self-presentation style and body image con
trol in photos in the association between body shame and
Problematic Social Networking Sites Use emerged, and this
path was confirmed among both young men and women. As expected, individuals who experience feelings of body
shame could develop Problematic Social Networking Sites
Use since Social Networks may represent an ideal environ
ment to control one’s own self-presentation by promoting a
perfect image and hiding imperfections through self-presen
tation tactics, such as body image control in photos. 1 3 Conclusion The present study contributes to the understanding of the
possible predictors of Problematic Social Networking
Sites Use and demonstrates novel findings in the field of
self-objectification research. Specifically, the previously
unexplored role of perfectionistic self-presentation style
in the association between self-objectification dimensions
(i.e., body shame and body monitoring) and Problematic
Social Networking Sites Use was confirmed in the current
study. Young people who feel ashamed of their bodies may
develop perfectionistic self-presentation as a compensatory
strategy (by promoting a perfect image and hiding imper
fections). The gratification of the need for self-presentation
through body image control in social networking sites photo
activities could in turn lead to Problematic Social Network
ing Sites Use. This pathway was found to be relevant to both
young women and young men, suggesting that self-objec
tification experiences are not limited to young women, at
least in the context of Social Networks. Second, this study used self-report measures that do not
give us the possibility to exclude some response bias (e.g.,
social desirability) or misunderstanding of measures’ pur
poses (Rosenman et al., 2011). Specifically, it is not possible
to rule out that those participants with high perfectionistic
self-presentation might have underestimated their levels of
body shame or Problematic Social Networking Sites Use
since previous research have discussed that perfectionis
tic self-presentation style might lead individuals which are
experiencing psychologically related issues to keep their
distress hidden due to their tendency to present themselves
perfectly (Flett & Hewitt, 2013). Third, the opportunistic sample of adolescents and young
adults restricts the generalizability of the results. Our sam
ple was primarily composed of women and individuals with
a mean body mass index of 21.72 (which is classified as nor
mal weight). Future research may include people across the
whole spectrum of BMI to better understand whether these
results are also generalized to underweight and overweight
individuals. For example individuals with higher BMI could
report higher scores in body shame as well as in Problematic
Social Networking Sites Use, since previous studies have
showed that these individuals are more dissatisfied with
their body image and feel more avoidant in social situations
(e.g., Annis et al., 2004). Therefore they could tend to com
pensate these negative feelings with heavy and problematic
use of Social Networks. Funding Open access funding provided by Università degli Studi di
Firenze within the CRUI-CARE Agreement. Conclusion Data Availability The data that support the findings of this study are
available from the corresponding author upon request. Limitations and future directions Men are usually less exposed
than women to body-ideal images, and they are less cul
turally socialized to alter their appearances to meet cultural
beauty standards (Fox & Vandemia, 2016; McKinley, 2011). Consequently, it is possible that for men with high levels of
body shame, social networking sites are used for reasons that
are not necessarily related to self-presentation. For instance,
Social Networks might be used an attempt to escape from or
minimize negative moods and/or try to alleviate distressing
feelings arising from body shame. This might be in line with
the abundance of research showing a positive link between
emotion dysregulation and Problematic Social Networking
Sites Use (e.g., Hussain et al., 2021).l Regarding the influence of age in the tested models, age
was negatively associated with body image control in pho
tos among both men and women, suggesting that younger
people are more frequently engaged in photo-editing activi
ties on Social Networks, as previously reported (Boursier
& Manna, 2019; Gioia et al., 2020). The effect of age on
perfectionistic self-presentation was significant only among
women. These results could be explained by the fact that
younger women feel more pressure to meet societal beauty
standards (e.g., Daniels et al., 2020), and consequently,
perfectionistic self-presentation may result from attempts
to perfectly satisfy perceived prevailing expectations and 1 3 Current Psychology (2024) 43:4073–4084 4081 involved in the relationship between body shame and Prob
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Casale, S., & Fioravanti, G. (2017). Declarations Competing interests The authors have no competing interests to de
clare that are relevant to the content of this article. In addition, we did not investigate the participants’ eth
nicity or race, although researchers (e.g., Opara & Santos,
2019; Watson et al., 2019) suggested the importance to con
sider the issue of intersectionality (i.e., how an individual’s
multiple identities interact and intersect to shape personal
experiences). Relevant to the current study, it is plausible to
assume that individuals who live in one country but come
from a different culture (for example African americans
individuals) might face with a double internalization of
cultural beauty standards, those from their original culture,
and those of the dominant culture in which they live. There
fore, the sociocultural pressures associated with cultural
beauty standards could be more stronger, leading to more
severe body image-related concerns. In the future, it will be
important to collect data on a wider range of sociocultural
demographic variables (such as race/ethnicity, gender, sex
ual orientation, socioeconomic status/class, and education
level) in order to examine how they influence each other in
social media and body image research. Ethics approval The study procedures were carried out in accordance
with the Declaration of Helsinki. The Institutional Review Board of
the University of the authors approved the study. Informed consent Informed consent was obtained from all individual
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https://openalex.org/W2257823342
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https://hal.univ-lorraine.fr/hal-02086232/file/Stefan_NatureComm_2015.pdf
|
English
| null |
Supramolecular amplification of amyloid self-assembly by iodination
|
Nature communications
| 2,015
|
cc-by
| 9,540
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To cite this version: Arianna Bertolani, Lisa Pirrie, Loïc Stefan, Nikolay Houbenov, Johannes S Haataja, et al.. Supramolecular amplification of amyloid self-assembly by iodination. Nature Communications, 2015,
6 (1), 10.1038/ncomms8574. hal-02086232 Supramolecular amplification of amyloid self-assembly
by iodination Arianna Bertolani, Lisa Pirrie, Loïc Stefan, Nikolay Houbenov, Johannes S
Haataja, Luca Catalano, Giancarlo Terraneo, Gabriele Giancane, Ludovico
Valli, Roberto Milani, et al. ARTICLE Received 5 Mar 2015 | Accepted 19 May 2015 | Published 30 Jun 2015 HAL Id: hal-02086232
https://hal.univ-lorraine.fr/hal-02086232v1
Submitted on 1 Apr 2019 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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lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Results
Si
l Single crystal X-ray structure of p-iodo-phenylalanine. The
halogen bond21 is the strong, specific and directional interaction
involving halogen atoms as electrophilic species22. Increasing in
strength
with
halogen
atom
polarizability,
halogen
bonds
are most efficient with iodine substituents. This rather new
interaction is virtually unexplored in the field of amino acid and
peptide self-assembly. For this reason, to evaluate the possibility
of exploiting the halogen bond in the self-assembly of amyloid
peptides/proteins, we have first studied the single crystal X-ray
structure of the amino acid p-I-Phe. Amyloid
fibrils are
characterized
by their
cross-b-sheet
structures whereby bundles of b-strands form highly ordered
filaments that run perpendicular to the fibre axis11,13. The
stability of amyloid structures can be attributed to noncovalent
interactions,
namely
hydrogen
bonds,
p–p
stacking
and
hydrophobic interactions occurring between both side chain
and backbone atoms, which hold the b-sheets and strands
together11. On the basis of the assumption that noncovalent
interactions are key to the formation of the amyloid structure,
and since halogen bonds have been recently appreciated as new
tools for supramolecular engineering14, we decided to study the
impact of introducing halogen-bond donor groups, for example,
iodine atoms, into an already known amyloidogenic motif
to study the potential of halogen bonding in controlling and
promoting amyloid self-assembly. The crystal structure of p-I-Phe (Supplementary Fig. 1 and
Supplementary Table 1) highlights the amphoteric behaviour of
the iodine atom, which functions as Lewis acid along the
extension of the C–I bond and as Lewis base at the belt
perpendicular to it (Supplementary Fig. 2a). In fact, the crystal
packing of this iodinated amino acid is characterized by two
strands of amino acids running along the b crystallographic axis
and connected through hydrogen bonds (Supplementary Fig. 2b). These strands are then laterally assembled into two-dimensional
supramolecular
sheets
thanks
to
type
II
iodine iodine
contacts23, that is, halogen bonds (I I distance 3.7517(4) Å,
I I I angle 89.66), occurring at the strand surface
(Supplementary Fig. 2c). Importantly, no sign of p–p stacking
is observed, while C–H p interactions involving the benzyl
hydrogens contribute to aromatic side-chain ordering. Despite
the fact that inferring structural information on the amyloid state
from high-resolution X-ray diffraction analysis of small-molecule
models is difficult, we introduced the p-I-Phe residue into the
amyloidogenic core sequence DFNKF24 (NH2-Asp-Phe-Asn-Lys-
Phe-COOH, Fig. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 A
1 A
myloid fibrils are a class of nanomaterials that can be
assembled from a wide variety of peptides and proteins
and have an array of functional and pathological roles in
nature1. In the latter, the self-assembly process can be triggered
by peptide mutations and leads to the formation of insoluble
fibrillar
aggregates
that
are
associated
with
Alzheimer’s,
Parkinson’s, Creutzfeldt–Jakob and Huntington’s diseases2–6. Amyloid fibrils also perform a number of physiological roles
including being constituents of protective envelopes of fish and
insect eggs, essential amphipathic materials of fungi and bacteria
and a vital constituent of spider silk7. This wide variety of
physiological
functions
of
amyloids
has
inspired
many
nanocomposites thanks to the robustness of these fibrillar
materials, which are comparable to dragline silk and collagen,
as well as biomaterial applications like tissue engineering8–11. In
this
context,
it
is
important
that
the
amyloidogenic
peptide/protein self-assembles in a tunable and controlled
manner to provide fibrils of well-defined architecture12. of the obtained hydrogels. This has been explained by the
significant electronic effects of fluorine and the subsequent
perturbation of the energetics of the p–p stacking interactions,
although
hydrophobic
and
steric
effects
could
not
be
discounted20. Conversely, there is only one report on the
fibrillar nanostructures given by a diiodinated dipeptide17 but,
to the best of our knowledge, no detailed study on the effect of
iodination
on
promoting/inhibiting
the
self-assembly
of
amyloidogenic peptides. Under the hypothesis that introducing
an iodine atom on the p-position of the benzyl side chain of an
aromatic amino acid may result in the formation of halogen
bonding thus promoting fibrils’ formation, we studied the
structure
of
p-iodo-phenylalanine
(p-I-Phe)
and
the
self-
assembly behaviour of a series of iodinated derivatives of a
known amyloidogenic core sequence. Results
Si
l 1), with the purpose of exploiting similar Although many modifications of amyloidogenic sequences
have been utilized to tune their self-assembly behaviour12,
halogenation has rarely been pursued and only on single amino
acids or on a dipeptide15–17. The advantage of a strategy based on
the introduction of halogen atoms on amyloidogenic motifs lies
in the fact that halogenation is a minimal structural modification,
which, on the other hand, may induce a large difference in the
peptide supramolecular behaviour as a consequence of the rich
variety of noncovalent interactions given by halogen atoms18. It
has been shown previously that incorporation of single halogen
substituents on the aromatic side chain of amino acids enhances
their
self-assembly
into
amyloid-like
fibrils
that
promote
hydrogelation in aqueous solvents19. In particular, fluorinated
amino acids were found to function better than chlorinated and
brominated analogues in terms of assembly kinetics and rigidity O
O
O
O
O
OH
O
OH
H
H2N
NH2
NH2
R2
R2
R1
R1
DFNKF
H
H
H
H
I
Br
Br
CI
CI
I
I
I
DFNKF(I)
DF(I)NKF
DF(I)NKF(I)
DF(Br)NKF(Br)
DF(CI)NKF(CI)
hCT15–19
NH2 – Asp – Phe – Asn – Lys – Phe – COOH
1
2
3
4
5
O
N
H
H
N
N
H
N
Figure 1 | Molecular formulae of the peptides used in this study. The natural peptide DFNKF was modified by halogenation on the phenylalanine
residues in the para position. Modifications are shown in the peptide sequence in brackets where F(I) denotes 4-iodophenylalanine, F(Br) denotes
4-bromophenylalanine and F(Cl) denotes 4-chlorophenylalanine. O
O
O
O
O
OH
O
OH
H
H2N
NH2
NH2
R2
R1
hCT15–19
NH2 – Asp – Phe – Asn – Lys – Phe – COOH
1
2
3
4
5
O
N
H
H
N
N
H
N hCT15–19 Figure 1 | Molecular formulae of the peptides used in this study. The natural peptide DFNKF was modified by halogenation on the phenylalanine
residues in the para position. Modifications are shown in the peptide sequence in brackets where F(I) denotes 4-iodophenylalanine, F(Br) denotes
4-bromophenylalanine and F(Cl) denotes 4-chlorophenylalanine. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
Macmillan Publishers Limited All rights reserved NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 2 2 |
|
/
|
/
& 2015 Macmillan Publishers Limited. All rights reserved. Supramolecular amplification of amyloid
self-assembly by iodination Arianna Bertolani1, Lisa Pirrie1,2, Loic Stefan1, Nikolay Houbenov3, Johannes S. Haataja3, Luca Catalano1,
Giancarlo Terraneo1, Gabriele Giancane4, Ludovico Valli4, Roberto Milani2, Olli Ikkala3, Giuseppe Resnati1 &
Pierangelo Metrangolo1,2 Amyloid supramolecular assemblies have found widespread exploitation as ordered
nanomaterials in a range of applications from materials science to biotechnology. New strategies are, however, required for understanding and promoting mature fibril
formation from simple monomer motifs through easy and scalable processes. Noncovalent
interactions are key to forming and holding the amyloid structure together. On the other hand,
the halogen bond has never been used purposefully to achieve control over amyloid
self-assembly. Here we show that single atom replacement of hydrogen with iodine,
a halogen-bond donor, in the human calcitonin-derived amyloidogenic fragment DFNKF
results in a super-gelator peptide, which forms a strong and shape-persistent hydrogel at
30-fold lower concentration than the wild-type pentapeptide. This is remarkable for such
a modest perturbation in structure. Iodination of aromatic amino acids may thus develop as
a general strategy for the design of new hydrogels from unprotected peptides and without
using organic solvents. 1 Laboratory of Nanostructured Fluorinated Materials (NFMLab), Department of Chemistry, Materials, and Chemical Engineering ‘Giulio Natta’, Politecnico di
Milano, Via Mancinelli 7, Milano I-20131, Italy. 2 VTT-Technical Research Centre of Finland, PO Box 1000, Espoo FI-02044, Finland. 3 Department of Applied
Physics, Aalto University, PO Box 15100, Espoo FI-02150, Finland. 4 Dipartimento Beni Culturali, Universita` del Salento, Lecce I-73100, Italy. Correspondence
and requests for materials should be addressed to P.M. (email: pierangelo.metrangolo@polimi.it). NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications 1 1 & 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 halogen bonds at the fibril strand surface to promote fibril–fibril
lamination effects. fluorescence was observed upon mixing ThT with peptide
solutions. This is well in accordance with the literature since
previous studies have demonstrated that DFNKF does not bind
this fibril marker dye29. DFNKF is a short segment (residues 15–19) of the human
calcitonin (hCT) hormone25, an amyloidogenic protein with 32
amino acids, whose amyloid formation is related to medullary
carcinoma of the thyroid24. This particular pentapeptide is widely
used for investigating the nanoscopic arrangement of a fibril
complex since DFNKF forms well-ordered fibrils similar to the
aggregates of hCT24,25. For this reason, we selected DFNKF as a
simple model compound for fibril formation and obtained its
halogenated derivatives by introducing I, Br and Cl atoms at the
p-position of the phenylalanine (Phe) benzene ring. To study the
effect on fibrillation of the introduction of halogen atoms on
specific positions of the pentapeptide, we studied the 5-p-iodo-
Phe derivative DFNKF(I), the 2-p-iodo-Phe derivative DF(I)NKF,
the 2,5-bis-p-iodo-Phe derivative DF(I)NKF(I), as well as its bis-
brominated and bis-chlorinated analogues DF(Br)NKF(Br) and
DF(Cl)NKF(Cl), respectively (Fig. 1). Importantly, all of the
studied peptides carry free amino (N) and carboxyl (C) termini. y
Subsequently, a working concentration of 15 mM was chosen
where all halogenated peptides formed clear and elastic gels
within a reasonable time (r12 h). At this concentration, the
speed of hydrogel formation followed the order DF(I)NK-
F(I)4DF(I)NKFZDF(Br)NKF(Br)4DF(Cl)NKF(Cl)ZDFNKF(I),
whereas DFNKF did not form a gel even after 30 days
(Supplementary Table 3). The diiodinated peptide formed the
most homogeneous and shape-persistent gel (Fig. 2b), whereas
peptides DF(Cl)NKF(Cl) and DFNKF(I) showed phase separation
of the fibrous aggregates from the aqueous phase. The obtained
hydrogels were all thermoreversible with gel–sol transition
temperatures
ranging
from
65 C
(DFNKF(I)
to
119 C
(DF(l)NKF(l); Fig. 2c). In particular, the observed transition
temperatures followed the same order of the gel forming kinetics
reported above. These results clearly show that, in general,
halogenation of the DFNKF model peptide greatly promotes
hydrogel formation, with the diiodinated peptide being the most
efficient. This efficiency decreases with the polarizability of
the halogen atom, that is, DF(l)NKF(l)4DF(Br)NKF(Br)4
DF(CI)NKF(CI), and also depends on the specific position of
the halogen atom in the peptide scaffold, that is, the peptide
iodinated at the Phe in the second position is more efficient than
the one iodinated in the fifth. & 2015 Macmillan Publishers Limited. All rights reserved. Hydrogelation properties of halogenated DFNKF derivatives. Hydrogelation is highly indicative of fibrillation, therefore all
peptides were in the first instance assessed for their ability to form
hydrogels26,27. All of the studied peptides were found to self-
assemble into hydrogels over a minimum gelation concentration. Only the hydrogel of the wild-type peptide DFNKF has been
previously reported, though of its N-acetylated form at the N
terminus28. All the reported halogenated peptides are novel
types of gelators and, importantly, formed gels (Fig. 2a and
Supplementary Table 2) at concentrations much lower than that
of their wild-type parent DFNKF, that is, 75 mM, with the super-
gelator peptide DF(I)NKF that showed a minimum gelation
concentration of o0.2% (2.5 mM; 30-fold lower than DFNKF). Characterization of the different halogenated peptide hydrogels
was done by oscillatory rheology (ring-cast method) using the
15 mM concentration. At this low concentration, the wild-type
peptide DFNKF only formed a viscous fluid and was not studied
further. The diiodinated peptide DF(I)NKF(I) was confirmed to
form the stiffest gel, which is reflected in its high elastic modulus
(G04104 Pa and G044G00; Fig. 2d and Supplementary Fig. 3) and
by the fact that the gel assumes the well-defined shape of the
mould (Fig. 2b). The G0 value for DF(I)NKF(I) is comparable to Attempts to study the kinetics of fibril formation using
Thioflavin T (ThT) were unsuccessful since no increase in 1
10
100
1,000
10,000
100,000
Storage modulus, G′ (Pa)
Oscillation strain (%)
Amplitude sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
1
10
100
1,000
10,000
100,000
0.1
Storage modulus, G′ (Pa)
Angular frequency (rad s–1)
Frequency sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
Peptide
DFNKF(I)
DF(I)NKF
DF(I)NKF(I)
DF(Br)NKF(Br)
DF(Cl)NKF(Cl)
WT Halogenated
Transition T (°C)
64.7–69.0
88.2–92.7
114.0–119.0
92.1–96.4
78.1–82.4
100
10
1
100
10
1
0.1
0.01
Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. & 2015 Macmillan Publishers Limited. All rights reserved. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. WT Halogenated 1
10
100
1,000
10,000
100,000
Storage modulus, G′ (Pa)
Oscillation strain (%)
Amplitude sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
100
10
1
0.1
0.01 1
10
100
1,000
10,000
100,000
0.1
Storage modulus, G′ (Pa)
Angular frequency (rad s–1)
Frequency sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
100
10
1 Storage modulus, G′ (Pa) ) a) Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. & 2015 Macmillan Publishers Limited. All rights reserved. Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials contain rogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions up
d, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fl concentration and imaged after 48 h. (c) Gel sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. 3 & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 that of Ac-LIVAGD, a hexamer that forms one of the best
performing hydrogels in terms of ease of hydrogel formation and
strength30,31. Interestingly, the trend of G0 values parallels those
of gel formation efficiency and thermal stability whereby gels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br) are
the stiffest and DFNKF(I) and DF(Cl)NKF(Cl) formed the
weakest ones. similar to those of the diiodinated peptide DF(I)NKF(I) (Fig. 4a
and Supplementary Fig. 4a), which, in turn, had the most
complex structures with twisted ribbon-like fibrils tens of
nanometre wide and micrometre long. & 2015 Macmillan Publishers Limited. All rights reserved. These results highlight
the importance of the specific position of the iodine atom in the
peptide structure and therefore the subsequent specific inter-
actions, which result in different amyloid fibril topographies. That
the fibrillation and twisting is not due to drying is excluded by
high-resolution cryo-TEM and electron tomography (ET) studies. This is exemplified for the peptide DF(I)NKF(I) corresponding
to the strongest hydrogel. It shows fibrils with lateral sizes of
20–25 nm and helical twisting with periodicities between 250 and
140 nm (Fig. 4h and Supplementary Fig. 4b). Such periodicities
correspond to the different maturation steps of amyloid fibrils
as previously reported for b-lactoglobulin fibrils33. ET allowed
three-dimensional visualization of the twisting morphology of a
DF(I)NKF(I) fibril imaged in solution (Fig. 4i). Morphology and microarchitecture of the self-assembled
fibrillar networks constituting the halogenated hydrogels were
evaluated by confocal microscopy (Fig. 3)32. The network of the
hydrogel of DF(I)NKF(I) appeared to be very filamentous with
micrometre-long fibrils assembled in bundles with a helical sense,
which propagate along the same direction. These micrometre-
long
fibrils
become
fewer
and
thinner
on
going
from
DF(I)NKF(I) to DF(I)NKF and DF(Br)NKF(Br), and disappear
in the hydrogels of DF(CI)NKF(CI) and DFNKF(I) where only
entangled matrices of small fibrils and aggregates were observed. These observations fit well with the rheology data where the
strongest gels result from the entanglement of the longest fibrils. In agreement with the confocal microscopy study, the hydrogel
formed by the peptide DF(I)NKF(I) showed an intertwined
network of long fibrils in its transmission electron microscopy
(TEM) image (Fig. 3f). Amyloid structure of fibrils of halogenated peptides. There are
three criteria that define a protein aggregate as an amyloid fibril:
green birefringence upon staining with Congo Red, fibrillar
morphology and b-sheet secondary structure34. Therefore, Congo
red staining was carried out for all the peptides (at the same
15 mM concentration) and strong green-gold birefringence was
observed under polarized light, which is a reporter for long-range
cross-b structure (Supplementary Fig. 5). The nanostructure of the halogenated fibrils was revealed by
atomic force microscopy (AFM) (Fig. 4). The peptides were first
imaged after incubation in dilute aqueous conditions for 9 days
(see also Supplementary Fig. 4) and Fig. 4a–c highlight the most
strongly
fibrillating
peptides
DF(I)NKF(I),
DF(I)NKF
and
DF(Br)NKF(Br). While only small spherical aggregates were
observed for the wild-type peptide DFNKF (Supplementary
Fig. 4f), all of the halogenated peptides showed pronounced
fibrillar structures. & 2015 Macmillan Publishers Limited. All rights reserved. Large differences were, however, observed
between the monoiodinated peptides DFNKF(I) and DF(I)NKF:
Peptide DFNKF(I) (Supplementary Fig. 4e) showed only small
protofibrils and aggregates, whereas the peptide DF(I)NKF
(Fig. 4b and Supplementary Fig. 4c) showed large twisted fibrils Further evidence of amyloid nature was obtained by Fourier
transform infrared (FT-IR) spectroscopy. The FT-IR spectra of
both the solution and the gel state in D2O were recorded
(Supplementary Fig. 6). A solution of the wild-type peptide
DFNKF showed no significant amide I’ band, however, using a
concentration at which it forms a gel (75 mM), this band became
visible. This peak at around 1,630 cm 1 can be attributed to the
peptide bond carbonyl upon formation of the amyloid b-sheet
structure and subsequent gelation35. The spectra of the gel state DF(Br)NKF(Br) DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DF(Cl)NKF(Cl)
DFNKF(I)
DF(I)NKF(I)
Figure 3 | Fibrillar morphologies of halogenated hydrogels. (a–e) Confocal microscopy images of peptide hydrogels at a concentration of 15 mM
upon aging 48 h at RTand after staining with Rhodamine B (scale bar, 100 mm). Panels a, b and c show bundles of long twisted fibrils belonging to hydrogels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br), respectively. Panels d and e show much smaller fibrils of hydrogels of peptides DF(Cl)NKF(Cl)
and DFNKF(I), which intertwine and form a matrix-type structure. (f) TEM image of the dried hydrogel of peptide DF(I)NKF(I) showing an intertwined
network of long fibrils (scale bars, 0.5 mm and 5 nm). DF(I)NKF(I) DF(I)NKF DF(I)NKF(I) DF(Cl)NKF(Cl) DFNKF(I) DFNKF(I) Figure 3 | Fibrillar morphologies of halogenated hydrogels. (a–e) Confocal microscopy images of peptide hydrogels at a concentration of 15 mM
upon aging 48 h at RTand after staining with Rhodamine B (scale bar, 100 mm). Panels a, b and c show bundles of long twisted fibrils belonging to hydrogels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br), respectively. Panels d and e show much smaller fibrils of hydrogels of peptides DF(Cl)NKF(Cl)
and DFNKF(I), which intertwine and form a matrix-type structure. (f) TEM image of the dried hydrogel of peptide DF(I)NKF(I) showing an intertwined
network of long fibrils (scale bars, 0.5 mm and 5 nm). NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 4 & 2015 Macmillan Publishers Limited. All rights reserved. Electron tomography reconstructions were collected upon tilting of samples up to ±69 (scale bar, 25 nm). of the halogenated peptides showed this same amide I’ band
consistent with the formation of amyloid fibrillar species
comprising b-sheet elements. These data confirm that all the
studied halogenated derivatives of DFNKF form fibrils of the
same amyloid nature to their wild-type parent. Interestingly, this
1,630 cm 1 peak is red-shifted in the spectra of DF(I)NKF(I)
and DF(I)NKF, while it is not in the one of DFNKF(I)
(Supplementary Fig. 6). This red-shift indicates a reduced
electron density on the peptide bond and is consistent with the
involvement of the carbonyl oxygen in halogen bonding36. others41. A direct correlation exists between the role of oxidative
stress and protein fibrillation42. However, how halogenation
affects protein structure, folding and functioning is not yet
known. To study to what extent a partial degree of halogenation
may promote the amplified
formation of amyloid
fibrils,
we studied the co-assembly43 of the strongly self-assembling
diiodinated peptide DF(I)NKF(I) with the wild-type peptide
DFNKF. Mixing DFNKF and DF(I)NKF(I) at concentrations at
which normally neither form gels alone (Fig. 5a), 15 and 0.75 mM
(5%), respectively, resulted in a mixed hydrogel within 18 h. Characterization of the physical properties of the mixed
hydrogel was performed by oscillatory rheology (ring-cast
method) where the mixed hydrogel was found to be weaker than
the hydrogel containing only DF(I)NKF(I) (Fig. 5b versus
Fig. 2d). It was also observed that increasing the amount of the
strong gelator DF(I)NKF(I) led to an increase in the elastic
modulus value, whereas the gel containing 10% was stronger than
the one containing 5% of DF(I)NKF(I). Interestingly, circular
dichroism (CD) analysis of the mixed hydrogels showed the same
structural features observed in the CD spectra of the pure
iodinated peptides (see Supplementary Figs 8 and 9). Raman spectroscopy is a powerful tool to investigate the
occurrence of the halogen bond37. For this reason, we followed
the changes experienced by the C–I stretching band at around
167 cm 1 upon formation of the gel. Interestingly, compared
with the bulk powders of the starting materials, in the dried gels
of the iodinated peptides DF(I)NKF(I) and DF(I)NKF, this band
shifted to lower frequency (see Supplementary Fig. 7). This shift is
perfectly consistent with the weakening of the C–I bond as a
consequence of its involvement in halogen bonding upon
formation of the hydrogels37. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 0
0
4
0.4
0.8
1.2
μm
8
nm 0
0
0
0.1
0.2
0.3
0.4
0.5
0.6
4
0.4
0.8
1.2
μm
μm
Helical turn
Half-pitch helical cut
8
nm
0
1
3
2
nm
0
0
4
0.4
0.8
25 nm
25 nm
250 nm
20 nm
20 nm
255 nm
150 nm
150 nm
1.2
μm
8
nm
0
0
4
0.4
0.8
1.2
μm
8
12
nm
Figure 4 | Nanofibrillation of the halogenated pentapeptides. AFM image close-up insets of (a) peptide DF(I)NKF(I), (b) peptide DF(I)NKF, and (c)
peptide DF(Br)NKF(Br) evaporated on mica substrates after 9 days incubation in aqueous solutions (scale bar, 1 mm). (d–f) Height profiles of fibrils from a,
b and c (cross-section lines highlighted in white). (g) Cross-sectional analysis on the top of a fibril segment in a showing a helicoidal profile along the
longitudinal direction of the fibrils (highlighted in black). (h) Cryo-TEM images of the dried hydrogel of DF(I)NKF, showing a network of long fibrils
(scale bar, 200 nm). (i) In situ electron tomography of half-pitch helicoidal peptide DF(I)NKF(I) vitrified from aqueous solution. The twisted fibril
morphology is highlighted by arrows. Electron tomography reconstructions were collected upon tilting of samples up to ±69 (scale bar, 25 nm). 0
0
4
0.4
0.8
1.2
μm
8
nm 0
0
4
0.4
0.8
1.2
μm
8
12
nm 0
0.1
0.2
0.3
0.4
0.5
0.6
μm
μm
Helical turn
Half-pitch helical cut
0
1
3
2
nm 0
0.1
0.2
0.3
0.4
0.5
0.6
μm
0
1
3
2
nm 25 nm
20 nm
255 nm
150 nm 25 nm
250 nm
20 nm
150 nm Figure 4 | Nanofibrillation of the halogenated pentapeptides. AFM image close-up insets of (a) peptide DF(I)NKF(I), (b) peptide DF(I)NKF, and (c)
peptide DF(Br)NKF(Br) evaporated on mica substrates after 9 days incubation in aqueous solutions (scale bar, 1 mm). (d–f) Height profiles of fibrils from a,
b and c (cross-section lines highlighted in white). (g) Cross-sectional analysis on the top of a fibril segment in a showing a helicoidal profile along the
longitudinal direction of the fibrils (highlighted in black). (h) Cryo-TEM images of the dried hydrogel of DF(I)NKF, showing a network of long fibrils
(scale bar, 200 nm). (i) In situ electron tomography of half-pitch helicoidal peptide DF(I)NKF(I) vitrified from aqueous solution. The twisted fibril
morphology is highlighted by arrows. & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and
Raman spectroscopies are more consistent with the occurrence of type a
interaction, however, other interactions reported cannot be discounted. (a) Orthogonal hydrogen and halogen bonds involving the carbonyl oxygen
atom of the peptide bond36. (b) Type II iodine iodine contacts23. (c) Iodine p interactions49. (d) Triangular iodine synthon50. too small to crosslink and form a network (Fig. 5c). On the
addition of 10% DF(I)NKF(I), the resulting fibrils were much
longer and intertwined to form a fibrous network resulting in the
hydrogelation of the wild-type peptide DFNKF solution (Fig. 5d
and Supplementary Fig. 10a). The weakness of the resulting
mixed hydrogel compared with that of DF(I)NKF(I) alone can be
explained by the relative size and network formation of the fibrils
(Supplementary Fig. 10b). This result may have important
implications in a biological setting since only small amounts of
brominated or chlorinated peptides may be required to amplify
the supramolecular self-assembly of an amyloid fibril. Role of halogen bonding in hydrogels’ self-assembly. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep
10% DF(I)NKF(I) G′
10% DF(I)NKF(I) G″
5% DF(I)NKF(I) G′
5% DF(I)NKF(I) G″
15 mM DFNKF
1.5 mM DF(I)NKF(I) 15 mM DFNKF
1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep
10% DF(I)NKF(I) G′
10% DF(I)NKF(I) G″
5% DF(I)NKF(I) G′
5% DF(I)NKF(I) G″
II
III
IV
V
I
15 mM DFNKF
1.5 mM DF(I)NKF(I)
Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). 1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep II
III
IV
V
I 10% DF(I)NKF(I) G′
10% DF(I)NKF(I
5% DF(I)NKF(I) G′
5% DF(I)NKF(I)
15 mM DFNKF
1.5 mM DF(I)NKF(I) 15 mM DFNKF Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. & 2015 Macmillan Publishers Limited. All rights reserved. p p
pp
y
g
The resulting fibril morphologies in the mixed hydrogels were
studied by AFM (Fig. 5c,d). A 15 mM sample of the wild-type
peptide DFNKF showed only a mixture of intertwined aggregates
and small fibrils, which is consistent with the observation that no
gelation is observed at this concentration since the fibrils appear Co-assembly of wild-type peptide with diiodinated analogue. Bromination and chlorination of proteins in vivo has been related
to a series of oxidative stress-related diseases such as cystic
fibrosis38, atherosclerotic intima39, sepsis40 and asthma, among 5 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. Methods
R
t
C Congo red staining. All the samples were monitored for green birefringence using
an Olympus BX50 polarizing microscope with a SensiCam PCO camera used to
display and enhance images. An 80% ethanol solution saturated with NaCl and
Congo red was freshly prepared before each measurement. A piece of each peptide
hydrogel was placed on a glass microscope, allowed to air dry and then stained with
Congo red solution. Subsequently, excess Congo red solution was blotted off the
slide and the samples were analysed using both bright and polarized light. Reagents. Congo red, Rhodamine B, NaCl and D2O were purchased from Sigma-
Aldrich and used without further purification. Peptides with confirmed amino acid
analysis (purity Z98%), were purchased from Biopeptek (Malvern, USA). The
integrity of all peptides was confirmed by ion spray mass spectrometry and the
purity was determined by reverse phase high-pressure liquid chromatography. Hydrogel preparation. Hydrogels were prepared by dissolving each peptide
(15 mM for halogenated peptides and 75 mM for the wild-type peptide DFNKF) in
deionized water (18.2 Mo cm) or in D2O (Z99.9 atom % deuterium). The glass
vials containing the 500 ml solutions were sealed, sonicated for 20 s, heated using a
heat gun until complete dissolution of the peptides, before slow cooling to room
temperature (RT) All the samples were stored at RT for 48 h before analysis. Infrared spectroscopy (FT-IR). Infrared spectra were recorded at RT using a
Nicolet iS50 FT-IR spectrometer equipped with a DTGS detector. Peptides were
analysed as solutions (after heating at 100 C to break any pre-formed fibrils) or
gels at 15 mM in D2O (for DFNKF 75 mM concentration was used). Spectra
represent an average of 64 scans recorded in a single-beam mode with a 4 cm 1
resolution and corrected for the background. The second-derivative analyses of the
spectra were performed using the Nicolet FTIR software, Omnic 9.0, with a
13-point and third polynomial order Savitzky and Golay function. Second-
derivative spectra generated negative bands as compared with the original spectra,
thus for comparison all the second-derivative spectra were multiplied by 1. Preparation of peptide solutions. Peptide solutions (40 mM) were freshly
prepared in deionized water (18.2 Mo cm), sonicated for 20 s, and gently warmed
to reach 90 C before filtration through a 0.22 mm Millipore filter. The peptide
solutions were stored in sealed vials at RT for varying time points before analysis. X-ray crystallography. Discussion In summary, we have demonstrated that iodination of a
short amyloidogenic core sequence strongly promotes its fibril
formation ability and affects the structure of formed fibrils. In
particular,
the
2-p-iodo-Phe
derivative
DF(I)NKF
was
demonstrated to be 30-fold more efficient in forming hydrogels
than the wild-type pentapeptide DFNKF. This is remarkable for
such a modest perturbation in structure. Preliminary results
indicate that the strong effect of iodination on peptide self-
assembly is general and not limited to the core sequence reported
here. In fact, iodination of the amyloidogenic core sequence
KLVFF (residues 16–20 of Ab) as well as of the full-length hCT
similarly promotes fibril formation efficiency and self-assembly
(data not shown). Iodination of aromatic amino acids may thus
develop as a general strategy for the design of new hydrogels
starting from unprotected peptides and without the use of organic
solvents44,45. Rheology. Rheology experiments were performed using a TA instrument ARG2
Rheometer. A 20 mm stainless steel, parallel-plate geometry was used with a gap
distance of 1,000 mm. Oscillatory frequency sweep studies were performed for a
range of 0.1–100 rad s 1, using a 0.5% strain. Oscillatory amplitude sweep studies
were conducted from 0.01 to 100% strain with an angular frequency of 1 rad s 1. The ring-cast method was used for hydrogel preparation at a peptide concentration
of 15 mM. The peptide solution was sonicated for 20 s in a sealed glass vial before
heating to 90 C to afford complete dissolution of the peptide. After cooling, the
solutions were transferred into ring casts of 22 mm diameter and placed in tightly
sealed tissue-culture dishes for 48 h. All the measurements were repeated a
minimum of three times. Circular dichroism spectroscopy. All the CD experiments were carried out in
deionized water (18.2 MO cm) in a 0.01 mm detachable quartz cuvette, using a
JASCO J-815 CD spectrometer. Acquisitions were performed between 190 and
300 nm with a 0.1 nm data pitch, 1 nm bandwidth, 100 nm min 1 scanning speed
and 1 s response time. All the spectra are an average of 10 scans and were corrected
from a reference solution, comprising deionized water (18.2 MO.cm) alone. Discussion Raw data (y, in millidegree) were subsequently converted to mean residue
ellipticity ([y] in deg cm2 dmol 1) for the sake of comparison, in accordance
with the following formulae: The results reported in this paper are relevant in the field of the
programmed synthesis of amyloid supramolecular assemblies as well
as in the context of amyloid-dependent diseases. In the former field,
we have demonstrated that single atom mutations of amyloidogenic
core sequences by replacing hydrogen with iodine atoms greatly
promote fibril formation and self-assembly. Methods promoting the
formation of mature fibrils are advantageous for use, among others,
as scaffolds for tissue engineering, controlled drug release, surgical
reconstruction applications, microfluidic devices, biosensors and
bioswitches7–11. As
far
as
amyloid-dependent
diseases
are
concerned, our results suggest that oxidative stress-induced
halogenation of proteins might potentially be the triggering point
for the transformation of a natively folded protein into a halogen-
bonded and fibrillar malfunctioning form. Research in this
direction is currently being carried out in our laboratories and
will be reported elsewhere. y½ ¼
y
10lcðn 1Þ ;
ð1Þ ð1Þ where y is the observed ellipticity in millidegree, c is the concentration of the
sample in mol l 1, (n 1) is the number of peptide bonds and l is the path length
of the cuvette in centimetre. Confocal microscopy. Hydrogels were imaged using a Zeiss LSM 710 microscope
with a He/Ne laser (lex ¼ 543 nm). The fluorescent dye, Rhodamine B, was
incorporated into an aged hydrogel (48 h) scaffold by the addition of 10 ml of the
dye solution (0.1% w/v). Following complete absorption of the dye, the sample was
excited at 543 nm and emitted light recorded using the E570LP emission filter. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 DF(Br)NKF(Br) and DF(Cl)NKF(Cl) are both more hydrophobic
than DF(I)NKF (see Supplementary Table 6), which instead
forms the second stiffest gel. Moreover, the two monoiodinated
peptides, despite having similar hydrophobicity, display com-
pletely different properties. For the same reasons discussed above,
electrostatic and hydrophobic interactions also should not play an
important role in the interfibrillar association observed in the
halogenated gels. non-hydrogen atoms were refined anisotropically and hydrogen atoms were fixed
geometrically and refined isotropically (CCDC deposition number: 1049844). non-hydrogen atoms were refined anisotropically and hydrogen atoms were fixed
geometrically and refined isotropically (CCDC deposition number: 1049844). Mixed gels preparation. Mixed hydrogels were prepared using the same method
as previously described. Briefly, peptides were weighed into a glass vial and MilliQ
water added. The glass vial was sealed and sonicated for 20 s before heating with a
heat gun until complete solubilization of the peptides. The vials were allowed then
to cool slowly to RT and stored at RT for 7 days before analysis. Thermal stability. The vials containing the hydrogels at 15 mM were inverted and
fixed at the bottom of an oil bath with stirring. The temperature was kept at 25 C
for 10 min to equilibrate the system and then gradually increased from 25 to 140 C
(at 1 C min 1). The temperature at which the gels break is reported as a range: the
initial temperature corresponds to the fall of the first drop and the final one to the
complete breakdown of the gel. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Although
no direct structural evidence of halogen bonding between our
peptide monomers has been obtained, yet, the reported results, IR
and Raman in particular, provided corroborative evidence that
iodinated peptides DF(I)NKF and DF(I)NKF(I) potentially use
halogen bonds to efficiently self-assemble into mature amyloid
fibrils. In fact, the particular position of the iodinated residue in
the peptide sequence greatly influences the efficiency of its self-
assembly process, thus suggesting the involvement of the iodine
atom in a specific noncovalent interaction (Fig. 6a), rather than
nonspecific hydrophobic and/or steric effects. This is further
supported by considerations of halogen atom polarizability since
the dibrominated and dichlorinated derivatives DF(Br)NKF(Br)
and DF(Cl)NKF(Cl) showed less tendency to form fibrils than
their diiodinated analogue DF(I)NKF(I). This result allows
interactions involving halogen atoms as hydrogen bond acceptors
to be ruled out as Cl and Br would give stronger interactions than
I, which was not observed. Electrostatic interactions involving the
ionizable side chains of the peptides, Asp and Lys, may also be
ruled out as the formation of these halogenated hydrogels is
largely pH-independent (see Supplementary Table 4). As a Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and
Raman spectroscopies are more consistent with the occurrence of type a
interaction, however, other interactions reported cannot be discounted. (a) Orthogonal hydrogen and halogen bonds involving the carbonyl oxygen
atom of the peptide bond36. (b) Type II iodine iodine contacts23. (c) Iodine p interactions49. (d) Triangular iodine synthon50. confirmation of the minor role played by electrostatic attraction
in the self-assembly of the reported halogenated peptides,
increasing the ionic strength of the peptide solutions resulted in
accelerated formation of the hydrogels (see Supplementary
Table 5). It is also unlikely that aromatic p–p interactions are
playing an important role in the self-assembly of the halogenated
hydrogels, since this would not explain the polarizability depen-
dence that we observed. Finally, hydrophobic interactions could
not justify the observed trends in hydrogel properties because NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 6 & 2015 Macmillan Publishers Limited. All rights reserved. References 41. Wu, W. et al. Eosinophils generate brominating oxidants in allergen-induced
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21. Desiraju, G. R. et al. Definition of the halogen bond (IUPAC Recommendations
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Nanoscope V controller (Digital Instruments, Inc.). All the samples were prepared
on mica substrate and measured without treatment. Al-coated silicon AFM tips
(NSC 15/AIBS, MikroMasch, Estonia) with a tip radius of 10 nm were used to
probe the surface profiles of the films. Tapping-mode AFM imaging was used
according to well-established procedures. All the images were post-treated with
NanoScope Analysis 1.5 Software. pp
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(JEOL) operated at 300 kV in bright-field mode with Omega-type Zero-loss energy
filter. The images were acquired with ULTRASCAN 4,000 CCD camera (GATAN)
and with GATAN DIGITAL MICROGRAPH software, while the specimen
temperature was maintained at 187 C. Dried TEM and ET samples were
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grid (CFT200-Cu) and the excess removed with filter paper. 26. Steed, J. W. Supramolecular gel chemistry: developments over the last decade. Chem. Commun. 47, 1379–1383 (2011). 27. Meazza, L. et al. ARTICLE Halogen-bonding-triggered supramolecular gel formation. Nat. Chem. 5, 42–47 (2013). 28. Lakshmanana, A. et al. Aliphatic peptides show similar self-assembly to
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in 11-mercapto-1-undecanol ligand-coated gold particle solution (d ¼ 3–10 nm)
before sample deposition. ET tilt series were acquired with the SERIALEM-
software package between tilt angles of ±69. Prealignment of tilt image series was
done with IMOD and the fine alignment and cropping with JPEGANIM software
package48. The images were binned twice to reduce noise and computation time. Maximum entropy method reconstruction scheme was carried out with MEM
software package48 on Linux cluster with regularization parameter value of
d ¼ 5.0 10 2. Data visualization, volumetric graphics and analyses were
performed with the UCSF CHIMERA package. The tomogram was filtered with
CHIMERA’s Gaussian filter with 1.5 voxel width. 30. Hauser, C. A. E. et al. Natural tri- to hexapeptides self-assemble in water to
amyloid b-type fiber aggregates by unexpected a-helical intermediate 30. Hauser, C. A. E. et al. Natural tri- to hexapeptides self-assemble in water to
amyloid b-type fiber aggregates by unexpected a-helical intermediate
structures. Proc. Natl Acad. Sci. USA 108, 1361–1366 (2011). structures. Proc. Natl Acad. Sci. USA 108, 1361–1366 (2011 31. Mishra, A. et al. Ultrasmall natural peptides self-assemble to strong
temperature-resistant helical fibers in scaffolds suitable for tissue engineerin
Nano Today 6, 232–239 (2011). 32. Smith, D. K. In Supramolecular Chemistry: From Molecules to Nanomaterials
(John Wiley and Sons, Inc., 1999). y
33. Adamcik, J. et al. Understanding amyloid aggregation by statistical analysis of
atomic force microscopy images. Nat. Nanotechnol. 5, 423–428 (2010). 34. Nilsson, M. R. Techniques to study amyloid fibril formation in vitro. Methods
34, 151–160 (2004). Methods
R
t
C The p-iodo-phenylalanine was suspended in water at
RT and kept in an open vial under a hood. After 6 months, colourless crystalline
needles appeared. Suitable crystals for XRD measurements were analysed without
further manipulation. The crystals were measured using Mo-Ka radiation on a
Bruker KAPPA APEX II diffractometer with a Bruker KRYOFLEX low tempera-
ture device. The crystal structure was solved by direct method and refined against
F2 using SHELXL9746. Packing diagrams were generated using Mercury47. The Raman spectroscopy. Raman spectra were acquired at RT by using a Horiba
Xplora MicroRaman instrument equipped with an Olympus BX-41 Microscope. An excitation wavelength of 785 nm was used. Laser power was attenuated by
neutral density filters with a final power density of B0.07 mW mm 2. The low
wavenumber detection limit is 140 cm 1. Each spectrum was acquired with an
exposure time of 5 s over 35 cycles. The raw data were first corrected from the
baseline, using the JASCO Nicolet FTIR software, Omnic 9.0, between 140 7 7 NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Competing financial interests: The authors declare no competing financial
interests. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ How to cite this article: Bertolani, A. et al. Supramolecular amplification of
amyloid self-assembly by iodination. Nat. Commun. 6:7574 doi: 10.1038/ncomms8574
(2015). Author contributions A.B. and L.P. performed most of the peptide self-assembly work. L.S. performed the
IR spectroscopy and ionic strength-pH-dependence experiments. N.H. measured the
samples by AFM. J.S.H. measured the samples by TEM. L.C. and G.T. performed
the single crystal X-ray analysis. G.G. and L.V. performed the Raman spectroscopy. P.M., R.M., O.I., and G.R. conceived the experiments and contributed to results
discussion. All the authors contributed to manuscript writing. Acknowledgements 19. Ryan, D. M., Doran, T. M., Anderson, S. B. & Nilsson, B. L. Effect of C-terminal
modification on the self-assembly and hydrogelation of fluorinated Fmoc-Phe
derivatives. Langmuir 27, 4029–4039 (2011). The European Research Council is acknowledged for the Starting Grant ERC-2012- The European Research Council is acknowledged for the Starting Grant ERC-2012-
StG_20111012 FOLDHALO (Grant Agreement Number 307108) to P.M. Dr Claudia Piglia-
celli (Politecnico di Milano) is acknowledged for help with the TEM experiment of Fig. 3f. The European Research Council is acknowledged for the Starting Grant ERC-2012-
StG_20111012 FOLDHALO (Grant Agreement Number 307108) to P.M. Dr Claudia Piglia-
celli (Politecnico di Milano) is acknowledged for help with the TEM experiment of Fig. 3f. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature. 8 & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. Additional information Accession codes: The X-ray crystallographic coordinates for the structure reported in
this study have been deposited at the Cambridge Crystallographic Data Centre (CCDC),
under deposition number 1049844. These data can be obtained free of charge from The
Cambridge Crystallographic Data Centre via www.ccdc.cam.ac.uk/data_request/cif. This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Supplementary Information accompanies this paper at http://www.nature.com/
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A Miniature Dual-Biomarker-Based Sensing and Conditioning Device for Closed-Loop DBS
|
IEEE journal of translational engineering in health and medicine
| 2,019
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cc-by
| 7,537
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MAHBOUBEH PARASTARFEIZABADI
AND ABBAS Z. KOUZANI
, (Member, IEEE)
School of Engineering, Deakin University, Geelong, VIC 3216, Australia
CORRESPONDING AUTHOR: A. Z. KOUZANI (kouzani@deakin.edu.au) MAHBOUBEH PARASTARFEIZABADI
AND ABBAS Z. KOUZANI
, (Member, IEEE)
School of Engineering, Deakin University, Geelong, VIC 3216, Australia
CORRESPONDING AUTHOR: A. Z. KOUZANI (kouzani@deakin.edu.au) ABSTRACT
In this paper, a dual-biomarker-based neural sensing and conditioning device is proposed for
closing the feedback loop in deep brain stimulation devices. The device explores both local field potentials
(LFPs) and action potentials (APs) as measured biomarkers. It includes two channels, each having four main
parts: (1) a pre-amplifier with built-in low-pass filter, (2) a ground shifting circuit, (3) an amplifier with low-
pass function, and (4) a high-pass filter. The design specifications include miniature-size, light-weight, and
100 dB gain in the LFP and AP channels. This device has been validated through bench and in-vitro tests. The bench tests have been performed using different sinusoidal signals and pre-recorded neural signals. The
in-vitro tests have been conducted in the saline solution that mimics the brain environment. The total weight
of the device including a 3 V coin battery, and battery holder is 1.2 g. The diameter of the device is 11.2 mm. The device can be used to concurrently sense LFPs and APs for closing the feedback loop in closed-loop deep
brain stimulation systems. It provides a tetherless head-mountable platform suitable for pre-clinical trials. INDEX TERMS
Analog circuit, brain sensor, deep brain stimulation, fabrication, multiple biomarkers. NEUROVASCULAR DEVICES AND SYSTEMS NEUROVASCULAR DEVICES AND SYSTEMS Received 13 May 2018; revised 3 May 2019 and 8 August 2019; accepted 20 August 2019. Date of publication 30 August 2019;
date of current version 13 September 2019. Digital Object Identifier 10.1109/JTEHM.2019.2937776 Digital Object Identifier 10.1109/JTEHM.2019.2937776 This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see http://creativecommons.org/licenses/by/4.0/ A Miniature Dual-Biomarker-Based Sensing and
Conditioning Device for Closed-Loop DBS MAHBOUBEH PARASTARFEIZABADI
AND ABBAS Z. KOUZANI
, (Member, IEEE)
School of Engineering, Deakin University, Geelong, VIC 3216, Australia
CORRESPONDING AUTHOR: A. Z. KOUZANI (kouzani@deakin.edu.au) Received 13 May 2018; revised 3 May 2019 and 8 August 2019; accepted 20 August 2019. Date of publication 30 August 2019;
date of current version 13 September 2019.
Digital Object Identifier 10.1109/JTEHM.2019.2937776 II. METHODOLOGY
A. ACTION AND LOCAL FIELD POTENTIALS Any part of a neuron including soma, dendrites, axon, and
axon terminals, contributes to the ionic processes in the extra-
cellular space [23]. Extracellular potentials contain all the
information from fast potentials to slow fluctuations [23]. The fast potentials are called extracellular APs, and the slow
fluctuations are referred to as LFPs. APs include spikes and
spike-induced after-hyperpolarization potentials. LFPs, on
the other hand, are produced by spreading of APs through
axons. High-frequency power of extracellular potentials pro-
vides indirect access to the intracellular APs [24], mainly
indicating the spiking activities [23]. Hence, it is feasible to
measure the extracellular APs from the same electrodes as
LFPs. FIGURE 1. Multiple-biomarker-based closed-loop DBS architecture. multiple biomarkers can perform better than one with only
one biomarker [19]. Fig. 1 shows a closed-loop DBS system involving mul-
tiple biomarkers. The overall system includes four com-
ponents: (1) sensing/stimulating electrodes, (2) sensor and
conditioner, (3) digitizer, feature extractor, and controller,
and (4) stimulator. The first component includes sensing and
stimulating electrodes. The sensing electrodes are used to
read the biomarkers from the brain and other part of the
body. The sensed biomarkers are amplified and filtered within
the second component, sensor and conditioner, to produce
biomarkers signals. The third component, digitizer-feature
extractor-controller, samples the biomarkers signals, digitize
them, and then extract key features out of them. The fea-
tures are used as inputs to the controller which then forms
control signals for modifying the stimulation parameters in
the stimulator. The fourth component, stimulator, generates
stimulation signals based on the input control signals. Finally,
the stimulation signals are delivered to the brain via the
stimulating electrodes. It should be noted that LFPs and APs are not directly used
as biomarkers by themselves. They contain several frequency
bands, and activities within those bands are used as potential
biomarkers for symptoms of neurological disorders. These
frequency bands include alpha (8-14 Hz), beta (∼13–30 Hz),
slow-gamma (sG: 30-45 Hz), fast high-frequency oscilla-
tions (fHFOs: 300-400 Hz), and spikes (>500 Hz). Alpha
has been shown to be high in the limbic system of major
depressive disorder patients, correlating with severity symp-
tom [25]. Similarly, it is shown to be maximal in peduncu-
lopontine nucleus (PPN) region of PD patients, correlating
with improved gait performance [26]. In this situation, a
closed-loop DBS should work towards suppression of alpha
biomarker. I. INTRODUCTION devices can be used to measure more than one biomarker
(e.g., local field potentials (LFPs) and action potentials
(APs)) [7]–[9], [13], [14], they have not implemented parallel
acquisition of multiple biomarkers at the same time. There-
fore, they optimize the stimulation parameters based on only
one biomarker. Deep brain stimulation (DBS) devices are classified into
open-loop and closed-loop groups based on their internal
function. In the open-loop DBS, non-stop stimulation pulses
are delivered into the brain regardless of the variations in
the brain’s condition. In the closed-loop DBS, on the other
hand, the stimulation pulses are adjusted and delivered into
the brain according to the variations in the brain’s condition. Closing the feedback loop based on one biomarker may
not always ameliorate a spectrum of disease motor signs. For example, patients with Parkinson’s disease (PD) may
experience different primary (e.g. tremor, bradykinesia, rigid-
ity, postural instability, etc.) or secondary (e.g. freezing,
micrographia, mask-like expression, unwanted accelerations)
motor symptoms [16]. However, not all of these symptoms
are promoted by the same pathophysiological neuronal sys-
tems. For example, rigidity and bradykinesia are function-
ally discrete from tremor [17]. Therefore, they may require
separate neurophysiological biomarkers to adequately cap-
ture them [18]. Amelioration of a range of disease motor
symptoms through only one biomarker could be a challenging
task. Moreover, as discussed by Little and Brown [18], a
single biomarker closed-loop control, may be efficient for
tackling only some impairments. Therefore, in order to alle-
viate symptoms of a disease, a closed-loop system involving Most of the current DBS systems operate in an open-
loop manner. Open-loop DBS may however produce some
significant functional (e.g. induction of paresthesia, invol-
untary movements, worsening of gait or speech, gaze devi-
ation or paralysis), as well as cognitive, and mood side
effects [1]. Closed-loop DBS can alleviate these side effects
through optimization of the stimulation parameters (pulse
width, amplitude, and frequency) [1], [2]. For this purpose, a
biomarker is continuously measured and analyzed to optimize
stimulation pulses according to the brain’s clinical condition. Therefore, the risks of the brain over- or under-stimulation
can be minimized [3]–[6]. The existing closed-loop DBS devices [7]–[15] employ
only one biomarker as the input to their control module
to adjust the stimulation parameters. While some of these 2000308 2000308 VOLUME 7, 2019 M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device FIGURE 1. Multiple-biomarker-based closed-loop DBS architecture. I. INTRODUCTION dual-biomarker-based sensing and conditioning device. This
device is portable and head-mountable, and will form the
Sensor and Conditioner component of a closed DBS sys-
tem. It will provide a great tool for use in tetherless head-
mountable closed-loop DBS configurations for pre-clinical
animal investigations. II. METHODOLOGY
A. ACTION AND LOCAL FIELD POTENTIALS Beta, a well-known biomarker for PD [27], has
prominent synchronization in the STN region of PD human
and also animal models. A closed-loop DBS should work
towards beta suppression, which causes improvement of
rigidity, akinesia and bradykinesia [28], as well as the freez-
ing of gait [29] symptoms in PD. In humans with Tourette’s
syndrome, increased thalamic sG activity correlates with
symptom relief following DBS [30]. In addition, suppression
of sG oscillations is linked to DBS-induced tremor symp-
tom reduction in PD patients [31]. In PD [32], [33] and
epilepsy [34], [35], the existence of high-frequency oscilla-
tions (HFOs) is frequently detected. Furthermore, HFOs has
been observed in the STNs of patients suffering from essential
tremor and dystonia [36]. Specific changes in neuronal spike
firing rate may be representative of seizure occurrence in
epileptic patients [37], which could be used as a potential
biomarker in a closed-loop DBS device. Use of multiple biomarkers provide more information to
the controller. Therefore, a more accurate assessment of the
patient clinical state is carried out. Typical biomarkers that
have been used in closed-loop DBS include surface elec-
tromyogram (sEMG), cortical neuro-signals such as elec-
trocorticogram (ECoGs), subcortical neuro-signals such as
LFPs (low-frequency oscillations) and APs (high-frequency
oscillation), and neurochemical signals such as dopamine
neurotransmitter release. A review by Arlotti et al. [20] con-
cluded that, out of these biomarkers, LFP should be a primary
choice because it contains more information needed for an
ideal DBS biomarker. LFPs contain information about PD
major symptoms such as bradkykinesia and rigidity. Besides,
APs are considered to be a complementary biomarker for
LFPs which together may enhance the outcome of DBS [21]. Johnson et al. [22] concluded that closed-loop systems that
use multiple biomarkers, for example LFPs and APs, would
provide more effective control in the system. LFPs and APs are typically weak bio-potentials and need
amplification and filtering before being used in the feedback
loop. The magnitude of these potentials can be in a range This paper focuses on measurement of two biomark-
ers, LFPs and APs, simultaneously. It presents a miniature VOLUME 7, 2019 2000308 2000308 2000308 M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device FIGURE 2. Front-end circuit diagram of the dual-biomarker-based sensing device. The LFPs and
APs are differentially recorded from two contacts of a DBS microelectrode. The blue rectangles
signify pre-amplifier and low-pass filter. II. METHODOLOGY
A. ACTION AND LOCAL FIELD POTENTIALS The black rectangle demonstrates the ground shifting
circuit. The red rectangles indicate the amplifier and low-pass filter. And, the green rectangle
shows the high-pass filter circuit. FIGURE 2. Front-end circuit diagram of the dual-biomarker-based sensing device. The LFPs and
APs are differentially recorded from two contacts of a DBS microelectrode. The blue rectangles
signify pre-amplifier and low-pass filter. The black rectangle demonstrates the ground shifting
circuit. The red rectangles indicate the amplifier and low-pass filter. And, the green rectangle
shows the high-pass filter circuit. the APs similar to those of LFPs but with the band-width of
300 Hz - 6 kHz. from 10 µV to 1 mV depending upon the electrode type
and position [38], [39]. The frequency range of the LFPs
is variable between 1 to 500 Hz [39], [40], while that of
APs is much higher, and mainly changes between 300 Hz
−6 kHz [41]. Both the LFP and AP biomarkers can be differentially
measured from a two-channel electrode as can be seen in
Fig. 2. A low noise, low offset voltage, high common-mode
rejection ratio (CMRR) precision instrumentation amplifier
(IA), AD8293G160, was used in the pre-amplification stage
of each channel. This IA has a fixed gain of 160 V/V. By
means of two external capacitors (C2 and C3 in LFP and
C7 and C8 in AP paths), the IA also implements a 2-pole
low-pass filter. An internal 320 k resistor forms a low-
pass filter along with C2. Another 5 k internal resistor
forms a second low-pass filter together with C3. Based on
the filter equations, C2 and C3 were chosen as 12 nF and
0.8 uF, respectively, implementing a 40 Hz LPF in the LFP
channel. C7 and C8 capacitors were calculated 82 pF and
5.3 nF, respectively, to create a 6 kHz LPF in the AP path. To achieve optimum performance of the AD8293G160 chip,
a 0.1 µF capacitor (C1 in Fig. 2) was connected between the
supply (VCC) and the ground (GND) lines. This capacitor
suppresses the excessive noises on the VCC pin and prevents
undesired offset voltage in the output of the chip. B. BENCH-TEST VALIDATION The functionality of the device was validated through apply-
ing sinusoidal and pre-recorded neural signals. Three sinu-
soidal signals with 25 µv amplitude and different frequencies
(F1: 0.15 Hz, F2: 15 Hz, and F3: 150 Hz for LFP channel;
F4: 15 Hz, F5: 500 Hz, and F6: 15 kHz for AP channel)
were applied to the input of neural recorder using a signal
generator. The F1 and F3 were chosen out of the low-pass and
high-pass cut-off frequencies of the LFP channel. Similarly,
F4 and F6 were chosen out of the working frequencies of the
AP channel. To produce a 25 µv sine voltage, two voltage
dividers were used at the input of each differential electrode. These voltage dividers were used to convert a 2 V AC signal
to 45 µV and 20 µV AC signals for presenting to positive
and negative inputs of the device, respectively. Hence, the
device measured a 25 µV differential voltage (VIN+ - VIN-)
at its input, and amplified it with a gain of 100,000 V/V. The
observed outputs are presented in Fig 5 (A-F). As can be seen
from Fig. 5 (A-F), the F1, F3, F4 and F6 were filtered by the C. FABRICATION The neural recorder device was fabricated on a two-layer
printed circuit board (PCB) with a circular configuration as
shown in Fig. 3. In terms of the dimensions, this device bene-
fits from a miniature size with a radius of 5.6 mm that enables
head-mountable use with small laboratory animals such as
mice. The complete device with battery, battery holder, and
pins for connection to Plastic-One electrodes are shown in
Fig. 3 (D). The weight of the device is only 0.21 g without
the battery, 0.8 g with a CR1025 3 V coin battery, and 1.2 g
with attached battery holder (see Fig. 3 (D) and (E)). To the
best of our knowledge, this device is the lightest and smallest
existing neural recorder designed with discrete components. B. CIRCUIT The phase
response changes from roughly 100◦to 60◦, and 100◦to
50◦as the frequency is swept from 1 to 100 Hz and 100
to 10000 Hz in the LFP and AP channels, respectively. The
phase response showing a positive phase shift in the lower
frequencies and a negative phase shift in higher frequencies
(+50 to -150). However, it smoothly changes from positive
to the negative values with no fast variations, which indicates
the stability of the designed device over different frequency
ranges. Finally, the LFPs and APs can then be converted to digital
values, through a single-supply, ADC for processing and
adjustment of stimulation parameters. B. CIRCUIT Bode plot showing gain and phase responses of the LFP (A)
and AP (B) channels. M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device FIGURE 3. (A) Top view of the device. (B) Bottom view of the device. (C) Side view of the device. (D) Complete device. (E) Weight of the device without battery and battery holder. (F) Total weight of the complete device. FIGURE 3. (A) Top view of the device. (B) Bottom view of the device. (C) Side view of the device. (D) Complete device. (E) Weight of the device without battery and battery holder. (F) Total weight of the complete device. FIGURE 4. Bode plot showing gain and phase responses of the LFP (A)
and AP (B) channels. amplifiers, and to enable driving a single-supply analog-to-
digital converter (ADC). This circuit shifts the ground to the
mid-supply voltage. It comprises a voltage divider (R4, R5,
and C6 in Fig. 2) followed by a unity gain buffer (TSZ124). This circuit drives both the LFP and AP paths. Due to the use
of a supply voltage of 3 V from a CR1025 coin battery, the
signals are shifted with an offset of 1.5 V using this technique. FIGURE 4. Bode plot showing gain and phase responses of the LFP (A)
and AP (B) channels. Following the first stage, an amplifier with a single pole
active non-inverting LPF was used to further reject the signal
artifacts and boost the LFP and AP signals to a 105 V/V
overall gain factor. A TSZ124, a very high accuracy quad
operational amplifier chip, was used as the op-amps in the
circuits of amplifier and low-pass filter, and ground shifting
circuit. This chip benefits from a zero drift and micro-power
properties to suit battery-operated experiments. In the final
stage of the analog part, there is a first order passive HPF
(with 2 Hz and 300 Hz cut-off frequencies for LFPs and APs,
respectively) that removes the unwanted lower frequencies
from the biomarkers. LFP and AP channels. The signal bandwidth is designed to be
2 – 40 Hz and 300 Hz – 6 kHz for the LFP and AP channels,
respectively. The actual -3dB cut-off frequencies can be seen
slightly affected due to the use of resistors and capacitors
with 0.1-10% tolerances. The phase response of the LFP and
AP channels are presented in red color in Fig. 4. B. CIRCUIT The dual-biomarker-based neural recording device was
developed using discrete components to achieve higher flex-
ibility in modifying the design, lower production expenses,
and shorter manufacturing time, compared with application
specific integrated circuits (ASICs) [42]. The designed device
consists of four major parts: (1) a pre-amplifier combined
with a low-pass filter, (2) an amplifier combined with a low-
pass filter, (3) a high-pass filter, and (4) a ground shifting
circuit. A schematic of the circuit is presented in Fig. 2. This device has been specifically developed to be used in a
closed-loop DBS system. It meets the DBS requirements on
LFP and AP amplification and artifact rejection conditions. Rossi et al. [43] defined the requirements on LFPs as follows. A gain of 80 – 100 dB in the band-width of 2 – 40 Hz is needed
to remove the 130 Hz (−40 dB) stimulation artifact from the
LFP biomarker [43]. We have selected the requirements of A ground shifting circuit is developed to provide the single-
supply operation to the instrumentation and operational 2000308 VOLUME 7, 2019 VOLUME 7, 2019 r-Based Sensing and Conditioning Device
ottom view of the device. (C) Side view of the device. (D) Complete device. d battery holder. (F) Total weight of the complete device. ly analog-to-
ground to the
ider (R4, R5,
er (TSZ124). Due to the use
n battery, the
his technique. a single pole
ect the signal
FIGURE 4. Bode plot showing gain and phase responses of the LFP (A)
and AP (B) channels. eizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device
FIGURE 3. (A) Top view of the device. (B) Bottom view of the device. (C) Side view of the device. (D) Complete device. (E) Weight of the device without battery and battery holder. (F) Total weight of the complete device. s, and to enable driving a single-supply analog-to-
onverter (ADC). This circuit shifts the ground to the
ply voltage. It comprises a voltage divider (R4, R5,
n Fig. 2) followed by a unity gain buffer (TSZ124). uit drives both the LFP and AP paths. Due to the use
ply voltage of 3 V from a CR1025 coin battery, the
re shifted with an offset of 1.5 V using this technique. wing the first stage, an amplifier with a single pole
n-inverting LPF was used to further reject the signal
FIGURE 4. III. EXPERIMENTAL RESULTS
A. FREQUENCY RESPONSE The bode plot showing the gain and phase responses of the
LFP and AP channels is presented in Fig. 4. The data was
captured by a NI myDAQ device through its bode-plot soft-
ware, and then plotted within MATLAB software. As shown
in Fig. 4, the device has a fixed gain of 100 dB in both the 2000308 2000308 VOLUME 7, 2019 M. Parastarfeizabad
FIGURE 5. (A-F) The bench test outputs obtained from the LFP and AP
channels for sinusoidal input signals. (G) Implemented bench test setup
with pre-recorded neural signals. (H) LFP input applied to the voltage
divider (VD), and the observed output from the LFP OUT pin. (F) AP input
applied to the voltage divider and the observed output from the AP-OUT
pin. M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device FIGURE 6. (A) In-vitro setup used for measurements in the saline
solution. (B) Saline bath and copper electrodes used in the experiments. (C) Implemented in-vitro experimental setup. (D) LFP input to the voltage
divider (VD) and the observed output from the LFP OUT pin. (E) AP input
to the VD and the observed output from the AP-OUT pin. FIGURE 6. (A) In-vitro setup used for measurements in the saline
solution. (B) Saline bath and copper electrodes used in the experiments. (C) Implemented in-vitro experimental setup. (D) LFP input to the voltage
divider (VD) and the observed output from the LFP OUT pin. (E) AP input
to the VD and the observed output from the AP-OUT pin. FIGURE 5. (A-F) The bench test outputs obtained from the LFP and AP
channels for sinusoidal input signals. (G) Implemented bench test setup
with pre-recorded neural signals. (H) LFP input applied to the voltage
divider (VD), and the observed output from the LFP OUT pin. (F) AP input
applied to the voltage divider and the observed output from the AP-OUT
pin. The result of the LFP channel for the first 2 s is shown in
Fig. 5 (H). The output has less variations to the input and well
mimics the pattern. Fig. 5 (I) shows 100 ms of the input signal
(S1) injected to the voltage dividers, and also the obtained
output from the AP-OUT pin. As can be seen from the first
50 ms, the S1 contains low frequency variations which have
been combined with the high-frequency components. III. EXPERIMENTAL RESULTS
A. FREQUENCY RESPONSE These
low-frequency variations do not appear at the output of the AP
channel. Both the LFP and AP outputs are cantered at 1.5 V
with over 2.5 Vpk-pk amplified voltage. device due to being out of the neural recorders’ working area. Only the F2 and F5 were well amplified. Next, the procedure was repeated with pre-recorded neural
data. The data was provided by Prof. Benoit Gosselin and
Dr. Masoud Rezaei from Laval University, Canada. These
signals were recorded from a 23 g mouse from the hippocam-
pus area using a probe with approximately 8 M resistance. The pre-recorded neural signal was introduced to the inputs of
the device through the arbitrary waveform generator (ARB)
of NI myDAQ system (via the analog output (AO-0)). The
bench test setup and results are shown in Fig. 5 (G-I). The
raw neural signal contained mainly high-frequency compo-
nents recorded with a sampling frequency of 20 kS/s. The NI
myDAQ software provides the capability of sending a signal
with other sampling rates. Using this feature, high-frequency
signals can be presented as signals whose frequency has
been reduced. Therefore, to verify the LFP channel, we set
the sampling frequency to 600 S/s to create a neural signal
corresponding to a LFP signal. On other hand, to verify the
AP channel, the pre-recorded neural signal was injected into
the device with its original sampling frequency of 20 kS/s. Since the NI myDAQ device is not able to send low-amplitude
potentials, we first amplified the original signal in MATLAB. Then, we used two different voltage dividers (2.2 M with
22 , and 2.2 M with 48 ) at the output of the NI myDAQ
system to reduce the amplitude of the signal to µV level for
driving the In- and In+ inputs of the neural recorder device. IV. DISCUSSIONS This paper presents a dual-biomarker based neural recording
device designed for concurrent LFP and AP measurements. The LFP channel amplifies the neural signals in the range of
2 – 40 Hz, and the AP channel boosts the signals in the range
of 300 – 6000 Hz. A recent review by Amon and Alesch [47]
discusses the recent advances and technical features of the
electrodes and systems designed for DBS. Different electrode
types are manufactured by three large companies including:
(1) Medtronic, (2) Boston Scientific, and (3) St Jude. These
electrodes have a contact length of 1.5-3 mm [47]. DBS-style
macro-electrodes can be used to record LFPs. However, for
measurements of APs, their contact length is orders of magni-
tude larger than a typical microelectrode, and thus average the
signals from a much larger area around the contact. Plastics
One electrodes, with a bare electrode diameter of 75–250 µm,
have been developed for both electrophysiological recordings
and electrical stimulations. The very small surface contact
area of this electrode tip (0.004-0.049 mm2, versus ∼6 mm2
in 3389 Medtronic DBS lead) will allow the extracellular
APs to be collected from a much smaller area around the tip
contact. In addition, this device is intended to record LFPs
and APs in small animal primates (not humans). Usually in
the laboratory animals because of several reasons (small brain
size, costs, etc.), the use of Medtronic DBS lead (or other sim-
ilar electrodes from other companies) is not preferred. In this
case, usually microelectrodes or other electrodes with lower
surface contact are desired. Plastics One electrodes have been
frequently used in animal-based DBS experiments [48]. The phase response of the device in LFP and AP channels
is shown in Fig. 4 (A) and (B), respectively. The direction of
the phase shift (whether it is positive or negative) is usually
determined by the type of the filters [52], where the low-
pass filters produce a negative phase shift (lag-response of the
output in relation to the input) and high-pass filters produce a
positive phase shift (lead-response of the output in relation
to the input). The phase shift of the current device ranges
from near +50 to −150 degrees over different frequency
ranges because of the combination of low-pass and high-
pass filters. C. IN-VITRO VALIDATION The purpose of the in-vitro tests is to assess the sensing
and conditioning abilities of the device in an environment
that simulate a neuron-electrode interface in a neural record-
ing system [44], [45]. The in-vitro setting includes a saline
solution bath (0.9 % NaCl) prepared in the following steps:
(1) solving of nine grams NaCl in one litter of distilled
water, (2) gentle stirring of the solution for about ten sec-
onds, (3) boiling of the solution for fifteen minutes, and (4)
allowing the solution to reach the room temperature. Fig. 6
(A-B) illustrates the setup used for the in-vitro experiments. A copper electrode (E1) delivers the original pre-recorded
neural signal received from the NI myDAQ system into the
saline bath. This signal then propagates in different directions
within the solution. Two other copper electrodes (E2 and E3)
are placed near E1 to capture the signals propagating in the
solution [46]. The differentially captured signal on E2 and E3
is then amplified and filtered by the device and the LFP and
AP outputs are displayed on an oscilloscope for verification. In order to verify the LFP channel, we set the sampling
frequency of the original neural signal to 600 S/s to create 2000308 2000308 VOLUME 7, 2019 VOLUME 7, 2019 M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device from a 3 V (30 mAh) lithium manganese dioxide coin battery
(CR1025). Hence, the battery will last for 15 hours consid-
ering the collective 2 mA current requirement of the two
channels. a signal presenting LFPs. On other hand, to verify the AP
channel, the pre-recorded neural signal was injected into
the saline solution with its original sampling frequency of
20 kS/s. Due to the inability of the NI myDAQ system to
output signals in µV level, one voltage divider was used at
its output (AO-0) to provide the saline bath with the potential
in µV level. Fig. 6 (C-E) represents the in-vitro setup and
the results obtained for the LFP and AP channels. The results
demonstrate the correct functionality of the device. As can be
seen from Fig. 6 (D-E), the output follows the input pattern
and is centered at the mid-supply voltage. One of the factors worth considering is the impedance of
the recording electrodes in animal or human tissues. Higher
electrode impedances can cause larger signal distortions at the
input of the device [50]. IV. DISCUSSIONS However, it smoothly changes from positive to
negative values with no fast variations in between, which
shows the stability of the device over different frequency
ranges. In a future application of the current neural recorder
device in a closed-loop DBS paradigm, the phase shifts of
the signals could be corrected if some temporal events in the
brain (e.g. event based potentials) are considered as features
to be extracted from the biomarkers [53]. This neural recording device has been designed using dis-
crete components rather than ASICs. Therefore, we com-
pare its features against discrete components based devices. Although ASICs may benefit from a better performance
in terms of size and power consumption, they suffer from
low flexibility and adaptability, extended design time and
large prototyping costs [42]. In addition, ASICs are more
appropriate for human-based long-term experiments rather
than animal-based short-term trials. In the animal-based
short-term trials, lower expenses and shorter design times
are desirable [42], which can be provided by discrete-
components-based design. Due to the delivery of DBS [43], the 130 Hz artifact of
DBS must be rejected. It is recommended in the literature
that the artifact to be rejected in hardware instead of soft-
ware [43]. Software-based post-filtering [49] degrades the
signal quality due to the fact that neural signal amplitude is
approximately five to six times smaller than that of the DBS
artifact [43]. Therefore, manufacturing of a device with two
separate channels for each of LFPs and APs are preferred over
a 1-channel broadband neural recording device, despite the
additional space and power consumption required. Our device can provide simultaneous dual-biomarker-
based (LFP and AP) recordings, while most of the previous
devices [10], [54]–[57] only record one biomarker at the
same time. Although the gain and bandwidth of the current
device is fixed and non-adjustable compared to the devices
reported in ref. [54], [56], [57], our device benefits from a
gain of 100 dB which is the highest gain achieved amongst
the existing devices with a gain values between 35-100 dB. Moreover, in terms of the operating power supply, this device
requires lower power voltage (3 V) compared to most of the This device benefits from a miniature size (only 11.2 mm
in diameter) and a light weight (only 1.2 g including battery
and battery holder). These features enable head-mountable
closed-loop DBS investigations on small laboratory animals. C. IN-VITRO VALIDATION Clinical impedance measurements
of Plastics One electrodes show a range of 5 to 20 K vari-
ations [51]. The impedance of this electrodes is considered
to be low enough to prevent signal distortions. In addition,
the high CMRR (140 dB) precision instrumentation ampli-
fier, AD8293G160, at the input of our neural recorder can
handle signal distortions. This electrode, as recommended
in the manufacturer website, is a suitable option for both
electrophysiological recordings and electrical stimulations. IV. DISCUSSIONS The device is battery operated and consumes 2 mA current VOLUME 7, 2019 2000308 2000308 M. Parastarfeizabadi, A. Z. Kouzani: Miniature Dual-Biomarker-Based Sensing and Conditioning Device existing devices with a minimum of 3.3 – 4 V power supply
requirement [54]–[57]. The requirement for higher supply
voltages results in the use of larger and heavier batteries,
which can be avoided in our design because of lower supply
requirements. [3] B. Rosin et al., ‘‘Closed-loop deep brain stimulation is superior in amelio-
rating parkinsonism,’’ Neuron, vol. 72, pp. 370–384, 2011. [3] B. Rosin et al., ‘‘Closed-loop deep brain stimulation is superior in amelio-
rating parkinsonism,’’ Neuron, vol. 72, pp. 370–384, 2011. [4] C. Hamani, E. Richter, J. M. Schwalb, and A. M. Lozano, ‘‘Bilateral
subthalamic nucleus stimulation for Parkinson’s disease: A systematic
review of the clinical literature,’’ Neurosurgery, vol. 56, pp. 1313–1321,
Jun. 2005. [5] R. Ramasubbu, S. Lang, and Z. H. T. Kiss, ‘‘Dosing of electrical parameters
in deep brain stimulation (DBS) for intractable depression: A review of
clinical studies,’’ Front Psychiatry, vol. 9, p. 302, Jul. 2018. In terms of the power consumption, the neural recorder
by Irwin et al. [56] has the lowest power consumption per
channel (681 µW). Our neural recorder consumes 3 mW
power per channel from a small 3 V coin battery. In addition,
it has a reasonable battery lifetime of 15 hours for a 30 mAh
capacity battery. Use of larger capacity batteries will increase
the operation time. For example, a 3 V 1120 mAh lithium-ion
battery (similar to chestek et al. work [55]), would theoret-
ically provide over 23 days of continuous neural recording
with our device. [6] K. B. Hoang and D. A. Turner, ‘‘The emerging role of biomarkers in
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programmable closed-loop neurostimulator with 8 channel neural ampli-
fier and logarithmic ADC,’’ IEEE J. Solid-State Circuits, vol. 45, no. 9,
pp. 1935–1945, Sep. 2010. ACKNOWLEDGMENT [20] M. Arlotti, M. Rosa, S. Marceglia, S. Barbieri, and A. Priori, ‘‘The adaptive
deep brain stimulation challenge,’’ Parkinsonism Rel. Disorders, vol. 28,
pp. 12–17, Jul. 2016. We thank Prof. Benoit Gosselin and Dr. Masoud Rezaei from
Laval University, Canada for providing us with pre-recorded
neural data. [21] T. E. Özkurt et al., ‘‘High frequency oscillations in the subthalamic
nucleus: A neurophysiological marker of the motor state in Parkinson’s
disease,’’ Exp. Neurol., vol. 229, pp. 324–331, Jun. 2011. IV. DISCUSSIONS This device benefits from a miniature physical size
(11.2 mm in diameter, 0.6 cm in thickness) and is light in
weight (1.2 g including battery and battery holder). Although
this device might not be the smallest and lightest neural
recorder, it is small and light enough to facilitate tetherless
head-mountable battery-operated recording sessions on small
freely-moving laboratory animals. [9] M. Azin, D. J. Guggenmos, S. Barbay, R. J. Nudo, and P. Mohseni,
‘‘A battery-powered activity-dependent intracortical microstimulation IC
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no. 6, Aug. 2015, Art. no. 066015. [11] M. Arlotti, L. Rossi, M. Rosa, S. Marceglia, and A. Priori, ‘‘An exter-
nal portable device for adaptive deep brain stimulation (aDBS) clinical
research in advanced Parkinson’s Disease,’’ Med. Eng. Phys., vol. 38,
pp. 498–505, May 2016. This neural recording device has been designed using
discrete components rather than ASICs. Designing based
on ASICs can help further reduce the device size and also
minimize power consumption. Therefore, it is suggested as
a future direction to design a multi-biomarker based neural
recording device based on ASICs. [12] H.-G. Rhew, J. Jeong, J. A. Fredenburg, S. Dodani, P. G. Patil,
and M. P. Flynn, ‘‘A fully self-contained logarithmic closed-loop
deep brain stimulation SoC with wireless telemetry and wireless
power management,’’ IEEE J. Solid-State Circuits, vol. 49, no. 10,
pp. 2213–2227, Oct. 2014. [13] K. Abdelhalim, H. M. Jafari, L. Kokarovtseva, J. L. P. Velazquez, and
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a closed-loop phase synchrony-triggered neurostimulator,’’ IEEE J. Solid-
State Circuits, vol. 48, no. 10, pp. 2494–2510, Oct. 2013. V. CONCLUSION This paper presented a miniature (radius: 5.6 mm), light-
weight (total weight: 1.2 g) tetherless, and self-contained
dual-biomarker-based
neural
recording
device. It
was
designed to be used in conjunction with a DBS device to
create a closed-loop function for the adjustment of the stimu-
lation parameters. LFPs and APs are sensed and conditioned
simultaneously as the biomarkers for DBS pulse adjustments. This device performance was assessed through both bench
and in-vitro tests. The bench tests were conducted using
sinusoidal signals and pre-recorded neural signals. The in-
vitro assessments were performed in the saline solution which
is a brain environment simulator. The results obtained through
the bench and in-vitro experiments confirmed the recording
capabilities of the designed neural recorder device. p p
y
y
gg
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Application of an E-Tongue to the Analysis of Monovarietal and Blends of White Wines
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Sensors
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cc-by
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Sensors 2011, 11, 4840-4857; doi:10.3390/s110504840 Sensors 2011, 11, 4840-4857; doi:10.3390/s110504840 sensors
ISSN 1424-8220
www.mdpi.com/journal/sensors
OPEN ACCESS sensors
ISSN 1424-8220
www.mdpi.com/journal/sensors
OPEN ACCESS 1. Introduction Electronic tongues have been applied to many different fields in the last decades. However, it is in
the food quality control and safety where the applicability of these biomimetic systems has been
explored more [1]. Wine, which is a high added value product, is not an exception and to date one can
find more than 60 papers in the bibliography describing different electronic tongues for classifying
wines [2], quantifying parameters of interest for the wine-making industry [3] and even correlating
with sensorial descriptors provided by an expert panel [4]. However, these electronic tongue systems
are mainly optimized for the analysis of monovarietal wine samples [5,6]. The characterization,
identification and even quantification of grape varieties in must and wine mixtures are of great interest
to wine-makers [7]. Until now, most papers reporting the resolution of mixtures are based on the
analysis of the residual grape DNA by using microsatellite markers [7-9]. This technique is highly
reliable, but it requires several experimental steps (sample preparation, DNA extraction, microsatellite
amplification and gel electrophoresis) and skilled personnel to carry out. Thus, it is interesting for
winemakers to develop a simple and rapid method to characterize a must or wine blend. Recently, a review has covered the research done in the field of electronic and bioelectronic tongues
for the analysis of wine samples [10]. However, one special point that was not covered enough in
this review is the data fusion of various measurement techniques (potentiometry, amperometry,
conductance, spectrophotometry, gas sensing). These systems are called hybrid electronic tongues
because they merge variables of different nature. This approach was already reported in the end of
nineties by Toko and coworkers as a powerful way to improve the performance of sensor technologies
to the analysis of wines [11,12]. In this later work the combination of a taste sensor array [13] and a
smell sensor array was applied to discriminate wines. This fact was reinforced by the formulation of
the taste sense as the sum of taste, smell, texture, color, sound and temperature [14]. Since then, just
four hybrid electronic tongues for wine have appeared in the bibliography, including those that also
merge optical variables [4,15-17]. In our previous work [17], the application of a hybrid multiparametric system based on
electrochemical and colorimetric measurements was presented. Keywords: hybrid electronic tongue; electrochemical microsensors; photonic lab on a
chip; wine analysis; multivariate chemometric tools Keywords: hybrid electronic tongue; electrochemical microsensors; photonic lab on a
chip; wine analysis; multivariate chemometric tools Application of an E-Tongue to the Analysis of Monovarietal and
Blends of White Wines Manuel Gutiérrez 1, Andreu Llobera 1, Andrey Ipatov 1, Jordi Vila-Planas 1, Santiago Mínguez 2,
Stefanie Demming 3, Stephanus Büttgenbach 3, Fina Capdevila 2, Carme Domingo 2 and
Cecilia Jiménez-Jorquera 1,* 1 Instituto de Microelectrónica de Barcelona (IMB-CNM), CSIC. Campus UAB, 08193, Bellaterra,
Spain; E-Mails: manuel.gutierrez@imb-cnm.csic.es (M.G.); andreu.llobera@imb-cnm.csic.es (A.L.);
andrey.ipatov@imb-cnm.csic.es (A.I.); jordi.vila@imb-cnm.csic.es (J.V.-P.) 1 Instituto de Microelectrónica de Barcelona (IMB-CNM), CSIC. Campus UAB, 08193, Bellaterra,
Spain; E-Mails: manuel.gutierrez@imb-cnm.csic.es (M.G.); andreu.llobera@imb-cnm.csic.es (A.L.);
andrey.ipatov@imb-cnm.csic.es (A.I.); jordi.vila@imb-cnm.csic.es (J.V.-P.) 2 Estació de Viticultura i Enologia, Institut Català de la Vinya i el Vi (INCAVI). Plaça Àgora, 2-3,
08720, Vilafranca del Penedès, Spain; E-Mails: santiago.minguez@gencat.cat (S.M.);
fcapdevila@gencat.cat (F.C.); carme.domingo@gencat.cat (C.D.) 2 Estació de Viticultura i Enologia, Institut Català de la Vinya i el Vi (INCAVI). Plaça Àgora, 2-3,
08720, Vilafranca del Penedès, Spain; E-Mails: santiago.minguez@gencat.cat (S.M.);
fcapdevila@gencat.cat (F.C.); carme.domingo@gencat.cat (C.D.) 3 Institut für Mikrotechnik, Technische Universität Braunschweig, Alte Salzdahlumer Straβe 203,
38124, Braunschweig, Germany; E-Mails: s.demming@tu-bs.de (S.D.);
s.buettgenbach@tu-bs.de (S.B.) * Author to whom correspondence should be addressed; E-Mail: cecilia.jimenez@imb-cnm.csic.es;
Tel.: +34-93-594-7700; Fax: +34-93-580-1496. Received: 14 March 2011 / Accepted: 29 April 2011 / Published: 3 May 2011 Abstract: This work presents a multiparametric system capable of characterizing and
classifying white wines according to the grape variety and geographical origin. Besides, it
quantifies specific parameters of interest for quality control in wine. The system, known as
a hybrid electronic tongue, consists of an array of electrochemical microsensors—six ISFET
based sensors, a conductivity sensor, a redox potential sensor and two amperometric
electrodes, a gold microelectrode and a microelectrode for sensing electrochemical oxygen
demand—and a miniaturized optofluidic system. The test sample set comprised eighteen
Catalan monovarietal white wines from four different grape varieties, two Croatian
monovarietal white wines and seven bi- and trivarietal mixtures prepared from the Catalan
varieties. Different chemometric tools were used to characterize (i.e., Principal Component
Analysis), classify (i.e., Soft Independent Modeling Class Analogy) and quantify (i.e.,
Partial-Least Squares) some parameters of interest. The results demonstrate the usefulness
of the multisensor system for analysis of wine. 4841 Sensors 2011, 11 Keywords: hybrid electronic tongue; electrochemical microsensors; photonic lab on a
chip; wine analysis; multivariate chemometric tools Sensors 2011, 11 4842 Sensors 2011, 11 best models: Principal Component Analysis (PCA) combined with different strategies for
characterization, Soft Independent Modeling Class Analogy (SIMCA) for classification and
Partial-Least Squares (PLS) for quantification. Also in this work, the sample set is formed
by 20 monovarietal white samples from six grape varieties. This group of samples was complemented
with seven bi- and trivarietal wine mixtures. The analysis of these samples with the multiparametric
system formed by the array of electrochemical microsensors and a colorimetric optofluidic system has
demonstrated the feasibility of the system to classify white wines according to the grape varieties and
to analyse some specific parameters. 2.1. Reagents and Solutions All reagents used were of high purity, analytical grade or equivalent. All solutions were prepared with
de-ionized water. For ISFET calibration, solutions with ionic salts with concentrations between 10−2
and 10−4 M were prepared. In the case of those sensitive to cations (Na+, K+ and Ca2+), the
corresponding chloride salts were considered. For the Cl− and NO3
− ions, solutions of NaCl and KNO3,
respectively, were prepared. A solution containing 0.1 M KNO3 was used to activate the amperometric
gold (Au) sensor. In order to calibrate the conductivity sensor, two different standard solutions from
Crison (Barcelona, Spain), with nominal values of 1,413 and 147 µS/cm, were utilized. Two standard
redox solutions from Panreac (Barcelona, Spain), with values of 468 mV and 220 mV, were used to
calibrate the oxido-reduction potential (ORP) sensor. Finally, for the electrochemical oxygen demand
(EOD) electrode, a solution containing 0.1 M NaOH and a glucose stock solution of 25 g/L were used. For the ISFET measurements, a reference solution containing an average concentration of the
main species present in wine was prepared. The composition of this solution has been reported
elsewhere [17]. 1. Introduction That was the first time in which a
miniaturized optofluidic system was used as part of an electronic tongue for the analysis of white and
red wines. Now, we present the next steps in which some improvements are incorporated to the
system. First of all, the colorimetric analysis is performed using a multiple internal reflection (MIR)
photonic chip fabricated by soft-lithography [18]. The main advantage of the MIR configuration is an
increase in sensibility in comparison with the hollow prism configuration used in [17], thanks to the
use of a longer optical path. This is especially important in the analysis of white wine, given the small
absorbance values of this type of sample. Secondly, a flow cell has been fabricated in order to
automate part of the measurements, concretely the potentiometric ones using Ion-Sensitive Field Effect
Transistors (ISFETs). Besides, many different chemometric tools have been used in order to obtain the Sensors 2011, 11 one week. Two hours before the analysis, they were removed from the fridge to equilibrate at room
temperature. During the analysis, the aliquots were successively opened and analyzed to prevent the
possible changes of composition. Besides, two monovarietal white wines from Croatia based on
Grasěvina and Zelenac grape varieties were included in the model and seven different wine mixtures
were prepared from the Catalan samples, thus giving bivarietal and trivarietal wines, whose
composition is shown in Table 1. These blends are typical for still white wines and sparkling wines by
considering the oenological properties of these varieties: the Macabeu one gives light and fruity wines,
the Xarel.lo gives wines with body and acidity and the Parellada, light and aromatic wines. Table 1. Composition of the seven wine mixtures prepared from the Catalan monovarietal samples. Mixture
Macabeu
Parellada
Chardonnay
Xarel·lo
Sample
(%)
Sample
(%)
Sample
(%)
Sample
(%)
1
17/07
33.33
79/07
33.33
-
-
44/07
33.33
2
12/07
15
-
-
01/07
85
-
-
3
12/07
15
77/07
85
-
-
-
-
4
12/07
15
-
-
-
-
43/07
85
5
11/07
33.33
78/07
33.33
-
-
45/07
33.33
6
10/07
66.66
80/07
33.33
-
-
-
-
7
10/07
66.66
-
-
-
-
45/07
33.33 Table 1. Composition of the seven wine mixtures prepared from the Catalan monovari mposition of the seven wine mixtures prepared from the Catalan monovarietal samples. Certain chemical parameters in these wines were determined by the INCAVI using standard
methods. These methods are dictated by the European Union [19] and are well-established by the
INCAVI laboratories. The routine protocol consists on one measurement for sample, without
repetitions. Some of parameters, such as the volumetric alcoholic degree (VAD), the pH, the
magnesium and calcium ions, are analyzed to evaluate the technological efficiency of the process,
while others such as the total acidity are to meet legal limits. Some optical parameters were also
determined by the INCAVI, such as the color of the wines by means of CIELab coordinates [20], the
intensity of color and the tonality. These last two parameters correspond to the sum of absorbances
at 620, 520 and 420 nm, and the ratio between the absorbance at 420 nm and 520 nm [19], respectively. 2.2. Wine Samples and Mixtures The set of samples consisted of 18 monovarietal (100%) white wines based on the following grape
varieties: Macabeu (samples 09/07, 10/07, 11/07, 12/07 and 17/07), Parellada (samples 77/07, 78/07,
79/07, 80/07 and 81/07), Chardonnay (samples 01/07, 02/07, 03/07 and 04/07) and Xarel·lo (samples
43/07, 44/07, 45/07 and 63/07), all provided by the Catalan Institute of Vineyard and Wine (INCAVI). The index “07” indicates that the samples correspond to the 2007 vintage. All the samples have the
same geographical origin (Penedes), except the Macabeu samples 11/07 and 12/07, which came from
the Garraf zone. The winemaking process for all these samples is the same. It begins with the reception
of the grapes in the winery. Processes of crushing, pressing and the addition of sulfites to the grape
juice are performed successively. Then, a first clarification in order to eliminate the suspended solids
and the alcoholic fermentation that transform the grape juice into wine are done. Once the wine is
obtained, a second stage of clarification followed by stabilization and filtration steps and a second
addition of sulfites are performed, before bottling the final product. Samples were provided by INCAVI in 750 mL bottles. Aliquots of 25 mL were collected from each
wine sample in bottles protected against light and put into the refrigerator at 4 °C for a maximum of 4843 2.3. Hybrid Electronic Tongue A set of six ISFET sensors were fabricated using standard microelectronic technology [21]. One
ISFET was used for measuring pH and the rest were modified with polymeric membranes sensitive to
Na+, K+, Ca2+, Cl− and NO3
− ions. Polymeric membranes were based on photocurable polymers with
commercial ionophores from Fluka (Buchs, Switzerland). The ionophores used in each case were:
4-tert-butylcalix[4]arenetetraacetic acid tetraethyl ester (Ionophore X) for Na+, valinomycin
(Ionophore I) for K+, N,N,N′,N′-tetracyclohexyl-3-oxapentanediamide (Ionophore II, ETH 129) for
Ca2+, tridodecylmethylammonium chloride for Cl− and tetraoctylammonium nitrate for NO3
−. All these
ionophores are selective to the principal ion, but are not specific and they present a certain degree of
cross-response to other ions in solution. Membrane composition, preparation and characterization has
been presented elsewhere [22,23]. An Orion 90-02-00 double junction Ag/AgCl reference electrode
(Thermo Electron, Waltham, MA, USA) with 0.1 M CH3COOLi solution in its outer chamber was Sensors 2011, 11 Sensors 2011, 11 4844 employed for all the potentiometric measurements. These were performed with the aid of a laboratory
constructed data-acquisition system, which was connected to a computer through the RS-232 board. The readings were done employing specially designed software programmed with VisualBasic
(Microsoft, Seattle, WA, USA). A flow cell (presented in Figure 1) to incorporate the ISFETs was made of a polymethyl-methacrylate
(PMMA) plate with the help of a micro-milling machine (Stepfour GmbH, Salzburg, Austria). Different milled parts of the PMMA were glued together with methacrylic acid. For tight contact
between the flow cell and the individual ISFET, a PDMS (polydimethylsiloxane) gasket formed in a
special mould was used. To ensure that all the ISFET cells have no leakage three separate covers
were made. The flow cell channel has 0.5 mm width and 0.5 mm high. Each ISFET has a
4 mm × 2 mm × 0.5 mm cell with a wall jet inlet configuration. The outlet from this cell is connected
with inlet of the next ISFET, so all six ISFETs were placed sequentially. Standard 0.8 mm inner
diameter tubing for flow injection analysis was connected to the inlet and outlet of the cell. The
reference electrode (Orion) was mounted in a special flow-through cell connected to the output of the
ISFET cell. Figure 1. (a) Picture of the flow cell employed for the ISFETs measurements and (b) a
detailed scheme of an ISFET cell. Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
(b)
Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
(b)
Sensors based on a Pt 4-electrode configuration were employed as conductivity sensor and ORP
sensor. Their fabrication and characterization are reported elsewhere [24]. For signal conditioning and
control data acquisition, a versatile and portable system developed at the IMB was used. This system
was connected to the PC through the USB link. The control programs were based on LabView graphic
language (National Instruments, Austin, TX, USA). T
diff
t
ti
i
l
d
ti
l A
i
l
t
d (b)
(b) Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
(b)
Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
Inlet
Outlet
ISFET
PDMS gasket
Supporting PMMA parts
(b) Supporting PMMA parts
Supporting PMMA parts
Supporting PMMA parts PDMS gasket
PDMS gasket
PDMS gasket Sensors based on a Pt 4-electrode configuration were employed as conductivity sensor and ORP
sensor. 2.4. Methodology Sample analysis was carried out under batch conditions, except for the ISFET set, which was
performed under flow conditions. A complete analysis of a wine sample took around 15 min. No
replications of each sample were done following the INCAVI protocol and also to get a rapid analysis
and prevent changes of the wine sample. All the sensors that form the array were characterized before
the analysis. The response characteristics are reported in [17], including the precision for the
measurement of one wine sample. For the ISFET set, the output signals corresponded to the relative measurements of each sensor with
respect to the reference solution, which was checked periodically. This is a common strategy to correct
the possible drift of the sensors. The 4-electrode sensor was firstly chemically cleaned successively with ethanol 96%, H2SO4 6.0 M
and de-ionized water. Calibration of the conductivity sensor was carried out using two standard
solutions (1,413 and 147 µS/cm). For ORP sensor evaluation, a test with standard redox solutions
of 220 and 468 mV (at 25 °C) versus the Ag/AgCl reference electrode was performed. Once the good
behaviour of the sensors was confirmed, they were immersed in the wine sample and the signals were
recorded every 30 seconds during 3 minutes. The Au microelectrode was firstly chemically cleaned as before, followed by an electrochemical
activation carried out in 0.1 M KNO3 where the electrode was cycled from +0.8 to −2.2 V for at least
20 times. Then the electrode was immersed in the sample under studied and two cyclic
voltammograms (CV) from +1.6 to −0.5 V at a scan rate of 0.1 V/s were run: the first one to stabilize
the signal and the second one to obtain the information. Finally, the electrode was activated after
measuring each wine samples by running five CV in 0.1 M KNO3. Regarding the electrochemical oxygen demand sensor (EOD) based on a CPE, previous studies in
our laboratories have demonstrated the response of this electrode towards glucose and some other
sugars. For this reason, analyses were performed using glucose as internal standard. Using the
chronoamperometric mode and setting the potential at +600 mV, the CPE was immersed in NaOH
0.1 M. Then 50 µL of glucose 25 g/L was added. When the response became stable, 100 µL of the
studied wine was added. Sensors 2011, 11 4845 Optical measurements were done using an MIR configuration fabricated in poly(dimethylsiloxane)
(PDMS). The photonic lab on a chip comprises microlenses, self-alignment structures, microfluidic
channels and air mirrors for highly sensitive absorbance measurements [18]. The light was emitted
from broadband light source (Ocean Optics HL-2000, Redwood Shores, CA, USA). The readout
multimode optical fibre was connected to a spectrometer (Ocean Optics HR-4000) with a spectral
resolution of 2 nm. Using the Ocean Optics SpectraSuite software, the absorption of the sample from
200 to 1,100 nm wavelengths was recorded. Sensors 2011, 11 Their fabrication and characterization are reported elsewhere [24]. For signal conditioning and
control data acquisition, a versatile and portable system developed at the IMB was used. This system
was connected to the PC through the USB link. The control programs were based on LabView graphic
language (National Instruments, Austin, TX, USA). Sensors based on a Pt 4-electrode configuration were employed as conductivity sensor and ORP
sensor. Their fabrication and characterization are reported elsewhere [24]. For signal conditioning and
control data acquisition, a versatile and portable system developed at the IMB was used. This system
was connected to the PC through the USB link. The control programs were based on LabView graphic
language (National Instruments, Austin, TX, USA). Two different amperometic microsensors were employed: a conventional Au microelectrode
fabricated according to standard photolithographic techniques and a composite planar electrode (CPE)
for sensing electrochemical oxygen demand developed by our group [25]. In both cases, the
amperometric cell contained the working electrode, a Pt commercial electrode as counter electrode
(Radiometer, Lyon, France) and a Ag/AgCl/10% (w/v) KNO3 reference electrode (Metrohm 0726
100, Herisau, Switzerland). A µ-Autolab potentiostat/galvanostat (Ecochemie, Utrecht, The
Netherlands), using GPES 4.7 software package (General Purpose Electrochemical System) was used
for all voltammetric and amperometric measurements. 2.5. Data Management Obtained data were treated using different multivariate methods. Principal Component Analysis
(PCA) was used as the first technique to evaluate the characterization power of the system for
monovarietal and mixture samples. The Soft Independent Modeling Class Analogy (SIMCA) method
was also utilized to achieve a good classification model for the wine mixtures. The Partial Least
Squares (PLS) regression was employed to perform the quantification of different parameters of the
samples [26]. In this work, the PLS-1 algorithm was used in order to obtain more accurate predictions. For all these methods, the original values were previously autoscaled—all the variables were
centered and set to a standard deviation equal to 1—to avoid variables from having a different
influence on the model. Besides, all the obtained models were centered. For the PCA and SIMCA
analyses, the cross-validation technique was used in order to ensure the performance of the generated
model. In typical cross-validation, the training and validation sets of samples cross-over in successive
iterations such that each sample has a chance of being validated against. Contrary, the test-set
validation technique was used for the PLS regressions. In this case, a fixed calibration and prediction
sets of samples are chosen. To control all these parameters and to perform the analyses, the
Unscrambler v.9.1 informatics package (CAMO ASA, Oslo, Norway) was used. Sensors 2011, 11 Sensors 2011, 11 4846 between the experimental errors, confirming the reversibility of the photonic lab on a chip. Finally, for
statistical purposes, for each wine type, the average of 10 consecutive scans was considered. 2.4. Methodology In this case, the output signals used to construct the model were the ratio of
the wine signal to the glucose signal. In case of the photonic lab on a chip, measurements were carried out by filling the system with the
sample to be analyzed. In order to obtain the spectra in absorbance units, de-ionized (DI) water was
used as reference. Measurements were taken prior and after each wine to determine signal drifts due to
non-specific adsorption at the walls. Throughout the experiments, the DI water reached the same value Table 2. Variables considered for constructing the models.
Devices
Variables
ISFETs
pH, Na+, K+, Ca2+, Cl− and NO3
−
4-bars electrode
Au microelectrode
Composite microelectrode
Conductivity and ORP
Current at 1.31 V, 1.01 V, 0.65 V and −0.38 V
EOD
Optofluidic system
Absorbance values at 420, 520 and 620 nm 3.1. Input Variables for the Models Once all the samples were passed through the sensors, a data matrix was constructed with the
different variables to be used as the input of the chemometric tool. These variables are fixed for ISFET
sensors, conductivity, ORP and EOD sensors but the value of current and the absorbance depends on
the specific response of the sensor to the samples. For this reason the election of the variables is an
important step in a multivariable analysis. In other words, the goodness of the models generated by the
algorithms depends essentially on the success of this choice. In the present study, the input data was
composed by 16 variables as shown in Table 2. Table 2. Variables considered for constructing the models. Devices
Variables
ISFETs
pH, Na+, K+, Ca2+, Cl− and NO3
−
4-bars electrode
Au microelectrode
Composite microelectrode
Conductivity and ORP
Current at 1.31 V, 1.01 V, 0.65 V and −0.38 V
EOD
Optofluidic system
Absorbance values at 420, 520 and 620 nm Table 2. Variables considered for constructing the models. Table 2. Variables considered for constructing the models. Table 2. Variables considered for constructing the models. Devices
Variables
ISFETs
pH, Na+, K+, Ca2+, Cl− and NO3
−
4-bars electrode
Au microelectrode
Composite microelectrode
Conductivity and ORP
Current at 1.31 V, 1.01 V, 0.65 V and −0.38 V
EOD
Optofluidic system
Absorbance values at 420, 520 and 620 nm The input data of the six ISFETs correspond to the relative signal in mV of each ISFET with respect
to the reference solution. It is also the case of the conductivity, ORP and EOD sensors, which give an
absolute signal as a result. For the measurements with the Au microelectrode, cyclic voltammograms 4847 Sensors 2011, 11 (CV) were carried out. In Figure 2, the obtained CVs for four Catalan wines, one of each grape variety,
are represented. The results show two redox peaks corresponding to the oxidation (+1.31 V) and
reduction of Au (+0.65 V) from the electrode. Besides, two smaller peaks are observed at +1.01 V and
at −0.38 V, which maybe correspond to the polyphenols content since their antioxidant capacity is
well-known [27]. Therefore, the intensity of these four peaks was used as new variables. Also for the
optofluidic system a spectrum of absorbance as function of the wavelength is obtained. In order to
choose the variables, we applied the EU method that defines the color of wine at absorbance of
420, 520 and 620 nm [19]. With these variables, we obtained the maximum information about the
wine samples. Figure 2. Cyclic voltammograms obtained with the Au microelectrode for four Catalan
wines, one of each grape variety. Intensities for the indicated peaks were used as variables
for the model. -30
-20
-10
0
10
20
30
40
50
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
E (V) vs. Ag/AgCl
I (µA)
Macabeu
Parellada
Chardonnay
Xarel·lo
I. +1.31 V
I. -0.38 V
I. +0.65 V
I. +1.01 V
-30
-20
-10
0
10
20
30
40
50
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
E (V) vs. Ag/AgCl
I (µA)
Macabeu
Parellada
Chardonnay
Xarel·lo
I. +1.31 V
I. -0.38 V
I. +0.65 V
I. +1.01 V Macabeu
Parellada
Chardonnay
Xarel·lo
Macabeu
Parellada
Chardonnay
Xarel·lo I. +1.31 V
I. +1.31 V I. +1.01 V
I. +1.01 V I (µA)
I (µA) E (V) vs. Ag/AgCl
E (V) vs. Ag/AgCl As an example of the values obtained by the different sensors, the response of three representative
variables for the 20 monovarietal wines is represented in Figure 3. Figure 3. Response of sensors for the 20 monovarietal wines: (a) pH ISFET, (b) Au
microelectrode at +1.01 V and (c) optofluidic system at 420 nm. Figure 3. Response of sensors for the 20 monovarietal wines: (a) pH ISFET, (b) Au
microelectrode at +1.01 V and (c) optofluidic system at 420 nm. Sensors 2011, 11 0
5
10
15
20
25
30
35
40
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
ISFET pH (mV)
(a)
0
5
10
15
20
25
30
35
40
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
ISFET pH (mV)
(a)
0
2
4
6
8
10
12
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Intensity at 1.01 V (µA)
(b)
0
2
4
6
8
10
12
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Intensity at 1.01 V (µA)
(b) 4848 Sensors 2011, 11 Figure 3. Cont. 0
0.005
0.01
0.015
0.02
0.025
0.03
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Absorbance at 420 nm
(c)
0
0.005
0.01
0.015
0.02
0.025
0.03
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Absorbance at 420 nm
(c)
For the pH ISFET [Figure 3(a)] similar values can be observed for the Macabeu and Parellada
samples, and also comparable values for Chardonnay and Xarel·lo samples. However, values for the
Croatian wines are significantly different due to the higher pH of these wines [28]. Figure 3(b) shows
the intensity of current at +1.01 V using the gold microelectrode. The analysis of this graph shows
homogeneous values for the Perallada group and more variability within the rest of grape varieties. For
example, this is the case of the Macabeu samples, which form two groups with three and two samples,
respectively. Finally, the results for the absorbance at 420 nm using the optofluidic system
[Figure 3(c)] show again the differences between the Croatian wines and the rest. Besides, it can be
observed some variability between the Catalan grape varieties with the highest values of absorbance
for the Chardonnay group and the lowest for the Parellada group. Figure 3. Cont. 0
0.005
0.01
0.015
0.02
0.025
0.03
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Absorbance at 420 nm
(c)
0
0.005
0.01
0.015
0.02
0.025
0.03
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian
Absorbance at 420 nm
(c) Parellada
Parellada Croatian
Croatian For the pH ISFET [Figure 3(a)] similar values can be observed for the Macabeu and Parellada
samples, and also comparable values for Chardonnay and Xarel·lo samples. However, values for the
Croatian wines are significantly different due to the higher pH of these wines [28]. Figure 3(b) shows
the intensity of current at +1.01 V using the gold microelectrode. The analysis of this graph shows
homogeneous values for the Perallada group and more variability within the rest of grape varieties. Sensors 2011, 11 For
example, this is the case of the Macabeu samples, which form two groups with three and two samples,
respectively. Finally, the results for the absorbance at 420 nm using the optofluidic system
[Figure 3(c)] show again the differences between the Croatian wines and the rest. Besides, it can be
observed some variability between the Catalan grape varieties with the highest values of absorbance
for the Chardonnay group and the lowest for the Parellada group. Sensors 2011, 11 Sensors 2011, 11 the PC 2 is composed basically by two variables of the Au microelectrode (intensities at +1.31 and
+0.65 V). However, the three optical variables have a discrete contribution both to the first component
(between 0.21 and 0.27) and to the second component (between 0.27 and 0.30). In other words, the
electrochemical variables have a higher weight for the monovarietal white wine classification than the
optical ones, and could be removed of this first model. Figure 4. PCA results for the 20 monovarietal wine samples: (a) scores plot and (b) loadings
plot with a grey circumference which corresponds with the zone of low significance. -4
-3
-2
-1
0
1
2
3
4
-4
-2
0
2
4
6
8
PC 1 (41%)
PC 2 (20%)
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines
Zelenac
Grasěvina
(a)
Catalan Wines
-4
-3
-2
-1
0
1
2
3
4
-4
-2
0
2
4
6
8
PC 1 (41%)
PC 2 (20%)
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines
Zelenac
Grasěvina
(a)
Catalan Wines
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm
next study performed with this system was the characterization of the 18 Catalan wine s
PCA was performed using the raw data obtained from the selected variables. In Figure
t principal components, which explain 52% of the total variance, are represented. In thi
e four varieties are distributed in the four quadrants: Macabeu, Parellada, Chardon
o. Sensors 2011, 11 However, the two Macabeu samples from the Garraf zone (Mac 12/07 and Mac 11
d
f th
f
th
P
d
d th
f
di ti
i h d
Th -4
-3
-2
-1
0
1
2
3
4
-4
-2
0
2
4
6
8
PC 2 (20%)
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines
Zelenac
Grasěvina
(a)
Catalan Wines
-4
-3
-2
-1
0
1
2
3
4
-4
-2
0
2
4
6
8
PC 2 (20%)
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines
Zelenac
Grasěvina
(a)
Catalan Wines Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines
Macabeu
Parellada
Chardonnay
Xarel·lo
Croatian Wines (a)
(a) Grasěvina
Grasěvina 8 Catalan Wines
Catalan Wines -4
PC 1 (41%)
-4
PC 1 (41%)
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm 4
PC 1 (41%)
4
PC 1 (41%)
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
-0.5
-0.3
-0.1
0.1
0.3
PC 1 (41%)
PC 2 (20%)
ISFET Cl-
Cond. EOD
ISFET NO3
-
ORP
I. 1.01 V
I. 1.31 V
Abs. 420 nm
pH
I. 0.65 V
ISFET K+
ISFET Na+
ISFET Ca2+
Abs. 620 nm
I. -0.38 V
(b)
Abs. 520 nm (b)
(b) The next study performed with this system was the characterization of the 18 Catalan wine samples. A new PCA was performed using the raw data obtained from the selected variables. In Figure 5(a) the
two first principal components, which explain 52% of the total variance, are represented. 3.2. Characterization of the Monovarietal Samples In order to prove the capability of the system to differentiate monovarietal samples from different
geographical origin, a PCA was performed using the 20 monovarietal wines: the 18 Catalan samples
and the two Croatian samples. These Croatian wines are based on two characteristic grape varieties
from the Slavonia zone: Grasěvina White and Zelenac. In Figure 4(a) is represented the scores plot
with the two first principal components (PC), which explain 61% of the total variance. In this model,
the first clear conclusion is that the Croatian wines are outliers of the population; they are completely
different from the Catalan white wines. Grasěvina and Zelenac grape varieties are very distinguishable
even between each other. On the contrary, the Catalan wines are intermixed forming a unique group. However, a slight separation is glimpsed between the Macabeu and Parellada samples placed in the
negative PC1 axis and the Chardonnay and the Xarel·lo samples placed in the positive PC1 axis. It is interesting to analyze which is the weight of each original variable in the constructed model. We can observe in Figure 4(b) that all the used variables are located far from the origin (0, 0), except
the EOD sensor that is situated in the border of the low-significant zone. The significance of the
variables is directly related with the distance to the origin: the more away, the more importance in the
model. Therefore, the pH ISFET has the biggest weight in the PC 1, which explains the 41% of the
variance. The ORP sensor and the ISFETs for K+ and Ca2+ have also importance in the first PC, while 4849 Sensors 2011, 11 Macabeu wines correspond to the samples with lower values for the intensity of current at +1.01 V
[Figure 3(b)]. Besides, some variability inside the Parellada, Chardonnay and Xarel·lo groups can be
observed. As can be observed in Figure 5(b), the PC 3 of this model explains 14% of the variation of
the Catalan wines and clearly separates the two Macabeu samples from Garraf of the rest of the
Macabeu samples from Penedès. On the other hand, this third component does not discriminate
between the Macabeu and Parellada wines, nor between the Chardonnay and Xarel.lo wines. In the
loadings plot of this new model (data non-shown), the most important variables are again the
electrochemical ones: pH ISFET and the variables of the Au microelectrode (intensities at +1.01,
+0.65 and −0.38 V). However, the optical variables have more weight in comparison with the previous
model, especially the absorbance at 620 nm that has a contribution of 0.32 in the first PC. Figure 5. PCA scores plots for the monovarietal Catalan wines using the values obtained with
the hybrid system: (a) PC 1 (35%) vs. PC 2 (17%) and (b) PC 1 (35%) vs. PC 3 (14%). Sensors 2011, 11 In this scores
plot, the four varieties are distributed in the four quadrants: Macabeu, Parellada, Chardonnay and
Xarel·lo. However, the two Macabeu samples from the Garraf zone (Mac 12/07 and Mac 11/07) are
separated of those from the Penedes zone and they form a new distinguished group. These two 4850 Sensors 2011, 11 -4
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(a) (a)
(a)
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(b) 4851 Sensors 2011, 11 In order to compare the capability of our system to differentiate Catalan wine samples with the data
from standard methods, a PCA using the chemical and optical data provided by the INCAVI was
performed. The obtained scores plot along the first two components is shown in Figure 6. The white
wine samples are aligned on the plot according to the grape variety along the first principal
component, which explains 43% of the variance. Besides, the second component increases the
dispersion of the Parellada samples, which seem to form two groups, as we observed in the PCA using
the hybrid system [Figure 5(a)]. This PC 2 distinguishes Char 04/07 from the other Chardonnay
samples and separates better the Xarel·lo group from the rest. Besides, the two Macabeu samples from
the Garraf zone are also separated of the rest of the Macabeu group. In this case, these two samples are
intermixed with the Chardonnay group. This fact confirms the differences within the Macabeu group
depending on the geographical origin that are detected not only by the hybrid electronic tongue but
also by data from standard methods of analysis. However, it is noticeable the highest power of wine
samples classification of our system. Figure 6. PCA scores plot for the monovarietal Catalan wines using the chemical and
optical parameters determined by standard methods of analysis. -3
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Mac 10
Mac 09
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Mac 11
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Mac 12
Par 77
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Par 81
3.3. Sensors 2011, 11 4852 Sensors 2011, 11 order to study in more detail the feasibility of the hybrid electronic tongue to distinguish between the
monovarietal (100%) wines and the mixtures, the SIMCA classification method was applied. In
Figure 7(b), the Coomans diagram (probability of 75%) obtained for the classification of the seven
wine mixtures among the Macabeu and Xarel·lo models is depicted. These two groups are studied
because they are well characterized by the system. In the x-axis of the Coomans diagram, the mixture
distance to the Macabeu model is shown. Thus, mixtures that are placed between 0 and 1.75 on the
x-axis belong to the Macabeu model. On the y-axis, the mixture distance to the Xarel·lo model is
shown. Hence, mixtures that are placed between 0 and 1.75 on the y-axis belong to this group. Mixtures that are placed in the area corresponding to x, y > 1.75 do not belong to any of the
represented models and can be distinguished from the monovarietal wine samples. Contrary, mixtures
that are located in the area x, y < 1.75 of the plot belong to both represented models. As can be
observed, the monovarietal Macabeu wines (blue diamonds) are located inside their model and are
well separated of the rest of wine mixtures. It is important to say that all these mixtures have at least
15% of a Macabeu wine. However, the two Macabeu samples from the Garraf zone (Mac 11 and 12)
are located outside the Macabeu group, which is formed by the Penedes samples, confirming that the
hybrid system is capable of differentiating between them. At the same time, the monovarietal Xarel·lo
wines (pink squares) are also inside their own model and are well distinguished of the rest of wine
mixtures, in general. The case of the Xar 43/07 and the mixture with 85% Xarel·lo is remarkable in
that, with a y value of 1.70 and 1.71 respectively, are just in the border of the Xarel·lo model. It is
important to say that although the probability of the classification model is 75%, this is a first step to
evaluate the feasibility of the system in the resolution of wine mixtures. Figure 7. (a) Interpolation of the multivarietal mixtures in the PCA model; (b) Coomans
diagram for the Macabeu and Xarel·lo models with a probability of 75%. Sensors 2011, 11 Characterization of the Bi- and Trivarietal Samples Xar 44
Xar 44
Xar 44 Xar 43
Xar 43
Xar 43 Par 81
Par 81
Par 81 Xar 45
Xar 45
Xar 45 5 Char 02
Char 02
Char 02 Char 03
Char 03
Char 03 Mac 11
Mac 11
Mac 11 3.3. Characterization of the Bi- and Trivarietal Samples Once the model using raw data from the sensor variables was constructed, the values obtained for
the seven mixtures were interpolated in the PCA. The situation of these samples inside the model is
shown in Figure 7(a). As can be observed, trivarietal mixtures, which are formed by 33.33% of each
variety, tend to be near the origin (0,0). Bivarietal samples with 85% of one variety are inside the
group of the major variety, being almost impossible to distinguish them from the monovarietal wines. However, the mixtures that content 66.66% Mac 10/07 and 33.33% Parellada or Xarel·lo seem to be
halfway between the two groups, as if there is a gradation in terms of percentage of each variety. In Sensors 2011, 11 The relative standard errors of the calibration set (RSEC) and the prediction set (RSEP) were
calculated in order to compare the precision of the different PLS regressions. The RSEC values were
between 1.0 and 5.0% for all the determinations and the RSEP values were between 2.2 and 7.6%,
without excluding any value. Figure 7. Cont. 0
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7
0
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7
8
9
Mixture distance to Macabeu
Mixture distance to Xarel·lo
Macabeu 100%
Xarel·lo 100%
Bivarietal Mixtures
Trivarietal Mixtures
(b)
p = 75%
p = 75%
Mac 11
Mac 12
Xar 43
85% Xar
0
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Mixture distance to Macabeu
Mixture distance to Xarel·lo
Macabeu 100%
Xarel·lo 100%
Bivarietal Mixtures
Trivarietal Mixtures
(b)
p = 75%
p = 75%
Mac 11
Mac 12
Xar 43
85% Xar
3.4. Quantification of Chemical and Optical Parameters Figure 7. Cont. Figure 7. Cont. Figure 7. Cont. 0
1
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6
7
0
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8
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Mixture distance to Macabeu
Mixture distance to Xarel·lo
Macabeu 100%
Xarel·lo 100%
Bivarietal Mixtures
Trivarietal Mixtures
(b)
p = 75%
p = 75%
Mac 11
Mac 12
Xar 43
85% Xar
0
1
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Mixture distance to Macabeu
Mixture distance to Xarel·lo
Macabeu 100%
Xarel·lo 100%
Bivarietal Mixtures
Trivarietal Mixtures
(b)
p = 75%
p = 75%
Mac 11
Mac 12
Xar 43
85% Xar Mixture distance to Macabeu
Mixture distance to Macabeu 3.4. Quantification of Chemical and Optical Parameters Next, a PLS was realized in order to assess if the system was able to quantify some quality
parameters of the samples already analyzed with standard methods. For the regression, the calibration
set was formed by 14 samples: four Macabeu samples (10/07, 11/07, 12/07 and 17/07), four Parellada
samples (78/07, 79/07, 80/07 and 81/07), three Chardonnay samples (01/07, 03/07 and 04/07) and
three Xarel·lo samples (43/07, 45/07 and 63/07). The rest of the samples were used as the prediction
data set. The relative standard errors of the calibration set (RSEC) and the prediction set (RSEP) were
calculated in order to compare the precision of the different PLS regressions. Sensors 2011, 11 -4
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Trivarietal Mixtures
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85% Xar
33% Par
85% Par
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85% Xar
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85% Par
Mac 10 (a)
(a) Chardonnay
Chardonnay 4853 Sensors 2011, 11 Figure 7. Cont. 0
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7
0
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Mixture distance to Macabeu
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Macabeu 100%
Xarel·lo 100%
Bivarietal Mixtures
Trivarietal Mixtures
(b)
p = 75%
p = 75%
Mac 11
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Xar 43
85% Xar
0
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(b)
p = 75%
p = 75%
Mac 11
Mac 12
Xar 43
85% Xar
3.4. Quantification of Chemical and Optical Parameters
Next, a PLS was realized in order to assess if the system was able to quantify some quality
parameters of the samples already analyzed with standard methods. For the regression, the calibration
set was formed by 14 samples: four Macabeu samples (10/07, 11/07, 12/07 and 17/07), four Parellada
samples (78/07, 79/07, 80/07 and 81/07), three Chardonnay samples (01/07, 03/07 and 04/07) and
three Xarel·lo samples (43/07, 45/07 and 63/07). The rest of the samples were used as the prediction
data set. Sensors 2011, 11 4854 The data of optical and chemical parameters for the prediction set obtained with our system and with
standard methods are shown in Tables 3 and 4, respectively. The interpolated values are in good
agreement with the data obtained using standard methods. The relative errors are below 10% for all the
predictions, except for the determination of glycerol in the 44/07 Xar sample. Especially good results are
obtained for VAD, pH and magnesium predictions, with errors below 5%. Besides, the inclusion of the
three optical variables permits to quantify with a high precision the intensity of color and the tonality of
the wine. As can be observed, for these two parameters the errors are in general below 5%. Table 4. Quantification with PLS technique of some chemical parameters of white wine
samples with the system. Standard method’s data were provided by INCAVI and relative
error refers to these data. Sample
Standard
method
Multiparametric
system
Relative
error (%)
VAD (%)
Macabeu 09/07
9.59
9.86
2.82
Parellada 77/07
9.37
9.38
0.07
Chardonnay 02/07
11.90
12.30
3.32
Xarel·lo 44/07
13.86
13.77
−0.62
Total acidity (g/L)
Macabeu 09/07
5.9
5.7
−3.7
Parellada 77/07
7.7
8.4
9.5
Chardonnay 02/07
8.0
7.8
−2.7
Xarel·lo 44/07
5.7
5.8
1.0
pH
Macabeu 09/07
3.03
3.01
−0.79
Parellada 77/07
2.93
2.83
−3.55
Chardonnay 02/07
3.10
3.14
1.16
Xarel·lo 44/07
3.34
3.18
−4.76
Calcium (mg/L)
Macabeu 09/07
71
70
−0.7
Parellada 77/07
69
72
5.1
Chardonnay 02/07
59
62
5.7
Xarel·lo 44/07
43
45
4.0
Magnesium (mg/L)
Macabeu 09/07
48
46
−4.9
Parellada 77/07
43
43
−0.1
Chardonnay 02/07
65
64
−2.2
Xarel·lo 44/07
46
45
−2.8
Glycerol (g/L)
Macabeu 09/07
6.1
6.5
6.0
Parellada 77/07
4.8
4.9
2.0
Chardonnay 02/07
7.6
7.3
−4.3
Xarel·lo 44/07
6.3
7.1
12.3 Sensors 2011, 11 The RSEC values were
between 1.0 and 5.0% for all the determinations and the RSEP values were between 2.2 and 7.6%,
without excluding any value. Table 3. Quantification with PLS technique of some optical parameters of white wine
samples with the system. Standard method’s data were provided by INCAVI and relative
error refers to these data. Sample
Standard
method
Multiparametric
system
Relative
error (%)
Intensity of color
Macabeu 09/07
0.0540
0.0565
4.67
Parellada 77/07
0.0520
0.0544
4.56
Chardonnay 02/07
0.0700
0.0706
0.87
Xarel·lo 44/07
0.0960
0.103
7.29
Tonality
Macabeu 09/07
4.777
4.829
1.09
Parellada 77/07
4.777
4.952
3.66
Chardonnay 02/07
5.272
5.403
2.48
Xarel·lo 44/07
3.000
2.873
−4.23 Sensors 2011, 11 4855 Sensors 2011, 11 to obtain the maximum sample information. Then, this obtained data is treated with powerful
chemometric tool to extract useful chemical information. The qualitative results using PCA technique confirm that this system is capable of distinguishing the
samples according to the grape origin and even to the geographical origin. Using the SIMCA
classification technique, the ability of the system to differentiate between the monovarietal samples and
their mixtures has been demonstrated with a probability of 75%. In addition, the application of the PLS
technique to the collected data, permits one to quantify some chemical and optical parameters with
relative errors smaller than 10% in general, obtaining especially good results for the prediction of VAD,
pH, magnesium and tonality. Even though the electrochemical variables seem to be more significant for
these analyses, the optical ones cannot be undervalued because they are essential for some applications,
like the correct differentiation of the Catalan wine set and the quantification of optical parameters. In conclusion, good results are obtained both for discrimination and quantification methodologies
that confirm the viability of the multisensor system. Ongoing experiments are focused on processing a
higher number of samples, from different varieties, vintage years and origin to improve the reliability
of the system. Moreover, an important effort will be performed to analyze qualitatively bi- and
trivarietal samples and even to quantify the proportion of each grape variety presents in the wine
mixture. Besides the integration of sensors in the same substrate in order to obtain a compact system
that could be applied to flow measurements will permit more automated and feasible analysis. Acknowledgements We acknowledge funding from the Spanish R & D National Program (MICINN Project
TEC2007-68012-C03-01/03), the CIDEM network GTQ-Tecnio and the Juan de la Cierva scholarship
(Manuel Gutiérrez). The technical assistance of Nidia Santamaría, Alfredo Cadarso and Héctor
Cabezas is highly appreciated. 4. Conclusions This work demonstrates the feasibility of using the proposed hybrid electronic tongue to analyze
monovarietal white wines and their bi- and trivarietal mixtures. The high complexity of the wine
matrix makes particularly interesting the combination of electrochemical and optical variables in order 5.
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of the electronic tongue as a rapid analytical tool for wine age prediction and quantification of the
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means of Genetic Algorithm regression models. Food Chem. 2007, 100, 211-218. 4. Buratti, S.; Ballabio, D.; Benedetti, S.; Cosio, M.S. Prediction of Italian red wine sensorial
descriptors from electronic nose, electronic tongue and spectrophotometric measurements by
means of Genetic Algorithm regression models. Food Chem. 2007, 100, 211-218. 5. Moreno-Codinachs, L.; Kloock, J.P.; Schöning, M.J.; Baldi, A.; Ipatov, A.; Bratov, A.;
Jiménez-Jorquera, C. Electronic integrated multisensor tongue applied to grape juice and wine
analysis. Analyst 2008, 133, 1440-1448. 5. Moreno-Codinachs, L.; Kloock, J.P.; Schöning, M.J.; Baldi, A.; Ipatov, A.; Bratov, A.;
Jiménez-Jorquera, C. Electronic integrated multisensor tongue applied to grape juice and wine
analysis. Analyst 2008, 133, 1440-1448. Sensors 2011, 11 20. Colorimetry, 2nd ed.; CIE Central Bureau: Vienna, Austria, 1986. 21. Jiménez, C.; Bratov, A.; Abramova, N.; Baldi, A. ISFET based sensors: fundamentals and
applications. In Encyclopedia of Sensors; Grimes, C.A., Dickey, E.C., Pishko, M.V., Eds.;
American Scientific Publishers: New York, NY, USA, 2005; Volume X, Chapter 106. 22. Artigas, J.; Beltran, A.; Jiménez, C.; Baldi, A.; Mas, R.; Domínguez, C.; Alonso, J. Application of
ion selective field effect transistor based sensors to soil analysis. Comput. Electron. Agric. 2001,
31, 281-293. 4857 Sensors 2011, 11 Sensors 2011, 11 23. Bratov, A.; Abramova, N.; Domínguez, C. Investigation of chloride sensitive ISFETs with
different membrane compositions suitable for medical applications. Anal. Chim. Acta 2004, 514,
99-106. 24. Orozco, J.; Baldi, A.; Baena, R.; Cadarso, A.; Bratov, A.; Jiménez, C. Portable system base on
microsensors for environmental monitoring applications. Meas. Sci. Tech. 2007, 18, 935-940. 25. Orozco, J.; Fernández-Sánchez, C.; Mendoza, E.; Baeza, M.; Céspedes, F.; Jiménez-Jorquera, C. Composite planar electrode for sensing electrochemical oxygen demand. Anal. Chim. Acta 2008,
607, 176-182. 26. Scott, S.M.; James, D.; Ali, Z. Data analysis for electronic nose systems. Microchim. Acta 2007,
156, 183-207. 27. Blasco, A.J.; Rogerio, M.C.; González, M.C.; Escarpa, A. “Electrochemical Index” as a screening
method to determine “total polyphenolics” in foods: A proposal. Anal. Chim. Acta 2005, 539,
237-244. 28. Dikanović-Lučan, Ž.; Palić, A. Redox-potential of wines from a Croatian market. Z. Lebensm. Unters. Forsch. 1992, 195, 133-136. © 2011 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/).
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KEBENARAN ALKITAB MENDEWASAKAN UMAT ALLAH MENURUT II TIMOTIUS 3:14-16
|
Excelsis Deo
| 2,022
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cc-by-sa
| 7,984
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UTH MAKES GOD'S PEOPLE GROW ACCORDING TO II TIMOTHY 3:14-16 Abstract: The Bible is the Word of God, the book of all books, and the greatest miracle in the history of
mankind. The benefits that we can get when we study it are truly incalculable. The Bible is the ultimate
authority and true source of truth. In his letter to Timothy, the apostle Paul emphasized the importance of
God's Word. He wrote, “You must hold fast to the things you have learned and about which you have been
persuaded to believe.” The “things” that Paul mentioned were Bible truths that moved Timothy to faith in
the good news. Research Methods: The method used in this research is a qualitative method of literature
with a descriptive approach and the objectives to be achieved by the author in this study are (1) to explain
the meaning of the Bible etymologically, namely, the Bible is useful for educating people in the truth. After
the Bible corrects behavior, He is also willing to lead people in the direction God wants, as long as we
approach Him (2) provide evidence of Bible truth. All Scriptures that are inspired by God are indeed useful
for teaching, for rebuking, for correcting behavior and for educating people in the truth' (3) explaining the
importences of the Bible on the faith of believers who grow to maturity first, the Bible is useful for teaching,
second, God's Word Useful for declaring error, Third Bible is useful for Correcting behavior, Fourth Bible
Useful for educating people in righteousness. g p
p
g
Keywords: Bible, Teaching, Error, Correction, Behavior, Educate, Truth Keywords: Bible, Teaching, Error, Correction, Behavior, Educate, Truth Abstrak: Alkitab adalah Firman Tuhan, buku dan mukjizat terbesar dalam sejarah umat manusia. Manfaat
yang bisa kita dapatkan ketika kita mempelajarinya sungguh tak terhitung. Alkitab adalah otoritas tertinggi
dan sumber kebenaran yang sejati. Dalam suratnya kepada Timotius, rasul Paulus menekankan pentingnya
Firman Tuhan. Dia menulis, “Kamu harus berpegang teguh pada hal-hal yang telah kamu pelajari dan yang
tentangnya kamu telah dibujuk untuk percaya.” ”Hal-hal” yang Paulus sebutkan adalah kebenaran Alkitab
yang menggerakkan Timotius kepada iman akan kabar baik. Metode Penelitian : Metode yang digunakan
dalam penelitian ini adalah metode kualitatif kepustakaan dengan pendekatan deskriptif dan tujuan yang
ingin dicapai oleh penulis dalam penelitian ini adalah (1) menjelaskan pengertian alkitab secara etimologis
yaitu alkitab berguna untuk mendidik manusia dalam kebenaran. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Kata Kunci: Alkitab, Mengajar,Kesalahan,perbaiki,Kelakuan,mendidik, Kebenaran Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 99 KEBENARAN ALKITAB MENDEWASAKAN UMAT ALLAH
MENURUT II TIMOTIUS 3:14-16 Yulian Anouw1*
1Universitas Kristen Papua (UKIP)
*Email: Anouwyulian55@gmail.com UTH MAKES GOD'S PEOPLE GROW ACCORDING TO II TIMOTHY 3:14-16 Setelah Alkitab mengoreksi perilaku, Dia
juga bersedia memimpin orang ke arah yang Tuhan inginkan, selama kita mendekati-Nya (2) memberikan
bukti kebenaran Alkitab. Semua Kitab Suci yang diilhamkan Tuhan memang berguna untuk mengajar,
untuk menegur, untuk mengoreksi tingkah laku dan untuk mendidik manusia dalam kebenaran' (3)
menjelaskan pentingnya Alkitab terhadap iman orang percaya yang bertumbuh menjadi dewasa terlebih
dahulu, Alkitab adalah berguna untuk pengajaran, kedua, Firman Tuhan Berguna untuk menyatakan
kesalahan, Alkitab Ketiga berguna untuk Memperbaiki perilaku, Alkitab Keempat Berguna untuk mendidik
orang dalam kebenaran. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 99 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 1Henry C. Thiessen, Teologi Sistematika
(Malang: Gandum Mas,1995), 66. 2Charles C. Ryrie, Teologi Dasar I
(Yogyakarta: Yayasan Andi, 1991), 103.
3Ibid.,68. 100 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan 4S. Wismoady Wahono, Di Sini Kutemukan
(Jakarta: Gunung Mulia,1998), 22. PENDAHULUAN Dasar I sebagai be-rikut: “Mereka yang
menentang atau ingin mengurangi pen-
tingnya ketidak keliruan Alkitab sering
membuat per-nyataan ini: “Karena Alkitab
tidak jelas mengajarkannya, demikian pula
kami”. Paling
sedikit
pernyataan
ini
menempatkan mereka yang menekankan
pentingnya ketidakkeliruan Alkitab pada
posisi mau melebihi Alkitab. Maksimalnya
mereka ingin menegaskannya bahwa ketidak
keliruan bukanlah ajaran Alkitab.2 Alkitab marupakan kitab unik dan
luarbiasa, oleh karena keunikannya ini, maka
penulis sangat tertarik untuk menulis skripsi
dengan
judul,
Kebenaran
Alkitab
Mendewasakan Umat Allah Menurut II
Timotius 3:16. Selain itu penulisan ini juga
dilator belakangi oleh beberapa masalah
antara lain: Pertama,
ada
keraguan
tentang
kebenaran Alkitab sebagai manifestasi dari
wahyu Tuhan, seperti yang dikatakan Henry
C. Thiessen dalam bukunya Systematic
Theology sebagai berikut: Mengakui bahwa
penalaran ini tidak dapat memberikan
keyakinan yang lebih dalam daripada
keyakinan bahwa sangat mungkin bahwa
Alkitab adalah bentuk wahyu ilahi. . Karena
walaupun Tuhan adalah kasih dan kasih itu
dipakai dalam Ketuhanan, selain pernyataan
yang jelas dengan maksud itu tidak tahu
apakah Tuhan yang pengasih juga mengasihi
orang berdosa, karena jika demikian, maka
kasih tidak lagi kasih, belas kasihan tidak lagi
jadilah rahmat dan kasih karunia bukan lagi
kasih karunia. Ketiga,
adanya
usaha
untuk
memusnahkan
Alkitab
dan
membatasi
pengajaran-pengajarannya bagi kaum awam
pada masa pemerintahan Romawi, salah
satunya ialah Kaisar Diocletianus melalui
dekrit pada tahun 303 M. Hal ini dinyatakan
oleh Henry C. Thiessen dalam bukunya yang
berjudul
Systematic
Theology
sebagai
berikut: 'Kaisar Diocletian menuntut agar
setiap jilid Alkitab dibakar. Dia membunuh
begitu
banyak
orang
Kristen
dan
menghancurkan Alkitab sehingga dia merasa
telah
berhasil
menghancurkan
Alkitab
sepenuhnya ketika orang-orang Kristen
begitu menganggur selama beberapa waktu. Diocletian berkata, "Kekristenan telah binasa
dan penyembahan para dewa telah diilhami.3 Kemauan harus dilestarikan dalam
ketiganya, karena manusia kehilangan semua
haknya untuk memperoleh kasih, rahmat, dan
anugerah Tuhan. Tapi alasan ini tetap
berharga
karena
bisa
membangkitkan
harapan bahwa Allah berkenaan melalui
kebutuhan manusia.1 Keempat
Alkitab
mempunyai
otoritas untuk memimpin orang kepada
kebenaran (II Tim 3:16). Alkitab itu dapat
memberikan pengertian untuk mendapat
keselamatan melalui iman kepada Yesus
Kristus. Semua yang tertulis di dalam
Alkitab, diilhami oleh Allah dan berguna
untuk mengajarkan yang benar, untuk
menegur dan membetulkan yang salah, dan Kedua,
Adanya
pendapat
yang
mengatakan bahwa terdapat kekeliruan
dalam Alkitab seperti yang dinyatakan oleh
Charles C.Ryrie dalam bukunya Teologi 100 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 101 HASIL DAN PEMBAHASAN Untuk menyatakan kebenaran tentang
sesuatu hal, harus ada fakta yang kongkrit,
maka diakui bahwa sesuatu itu benar adanya. Demikian pula sama halnya dengan Alkitab. Jika Alkitab diakui dan dinyatakan sebagai
Firman Allah, maka Alkitab sendiri harus
mempunyai bukti yang nyata. Oleh karena
itu, dalam bab akan membahas dan
memberikan bukti kebenaran Alkitab sebagai
Firman Allah, dengan beberapa pokok
penting sebagai berikut. Alkitab adalah nama kumpulan buku
yang diakui sebagai kanonik, dan diakui
sebagai Firman Tuhan oleh gereja Kristen. Nama ini didasarkan pada penggunaan kata
Yunani biblia (jamak buku) untuk seluruh
buku seolah-olah hanya satu buku.9 METODE PENELITIAN biblia dalam bentuk jamak yang berarti buku
atau buku. Barcley M. Newman dalam
bukunya
kamus
Yunani-Indonesia
menyebutkannya demikian, “biblos, kitab
yang suci, kata sifat ini pada umumnya
digunakan untuk menunjukkan kepada buku-
buku (kitab-kitab).7 Metode
yang
digunakan
dalam
penulisan ini adalah metode kualitatif
kepustakaan dengan pendekatan deskriptif. Adapun teknik pengumpulan data yang
digunakan penulis adalah kajian kepustakaan
dengan menggali terhadap kata kunci
berhubungan konsep mesianik dalam II
Timotius 3:16 dan melihat relevansinya
dengan orang Percaya masa kini.5 Dalam bahasa Inggris, Bible berasal
dari kata bible yang diambil dari bahasa
Inggris Yunani biblia, hingga pengertiannya
sama yakni buku-buku (kitab-kitab). Jadi
Alkitab merupakan sebua kumpulan buku
yang telah dikanonkan. Tentang hal ini W. R. F. Browning dalam bukunya Dictionary of
the Bible memberikan penjelasan sebagai
berikut: "Bible, kata bahasa Inggris "bible"
berasal dari kata Yunani biblia, yang berarti
buku. Bentuk jamak menunjukkan fakta
bahwa
Alkitab
Kristen
bukanlah
keseluruhan,
tetapi
koleksi.8”
Pada
Ensklopedi Alkitab masa kini menjelaskan
hal yang sama sebagai berikut 7Ibid., 28.
8W. R. F. Bruning, Kamus Alkitab (Jakarta:
Gunung Mulia, 2007), 13.
9Ibid., 28. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 kembali kepercayaan mereka secara tuntas4. Kalau orang-orang yang ingin mempelajari
Alkitab itu pertanyaan-pertanyaan tersebut
tepat untuk memahami isi Alkitab, Alkitab dapat memberikan pemahaman
untuk mendapatkan keselamatan melalui
iman kepada Yesus Kristus. Segala sesuatu
yang tertulis dalam Alkitab, diilhami oleh
Tuhan dan berguna untuk mengajarkan apa
yang benar, untuk menegur dan mengajar
orang untuk hidup sesuai dengan kehendak
Tuhan. Dengan Alkitab, mereka yang
melayani Tuhan dapat diperlengkapi dengan
sempurna untuk segala macam perbuatan
baik, mengoreksi kesalahan. Keenam,
Adanya
paham
yang
menentang sifat Alkitab tentang bebas dari
kesalahan dan tak mungkin bersalah. Seperti
yang dijelaskan oleh Willian W. Manzies &
Stanley M. Horton dalam bukunya Doktrin
Alkitab, sebagai berikut“Ketidakpercayaan
paham
humanisme
merupakan
sumber
sebenarnya dari berbagai keberatan terhadap
sifat tak mungkin bersalah dari Alkitab. Alasan-alasan mereka tidak baru. Para
penulis kuno seperti Irenius, Tertulianus dan
Agustinus menentang beberapa pan-dangan
mereka dan dengan berbuat demikian
mereka mengaku bahwa mereka percaya
Alkitab. Para pem-baharu seperti Swingli,
Calvin,
dan
Luther
juga
menerima
sepenuhnya
wibawa
Alkitab. Selama
bertahun-tahun, para kritikus yang tidak
percaya telah membuat daftar penting tentang
apa yang mereka sebut inkonsistensi dalam
Alkitab,
dan
beberapa
dari
mereka
berpendapat bahwa Alkitab mengandung
kesalahan yang tidak dapat disangkal. Adapun tujuan yang ingin dicapai penulis
dalam penelitian ini adalah (1) menjelaskan
Definisi Alkitab secara etimologi? (2)
memberikan bukti-bukti tentang kebenaran
Alkitab. (3) menjelaskan pentingnya Alkitab
bagi iman orang percaya yang semakin
bertumbuh menjadi dewasa. Jika Alkitab
dipahami dan diakui sebagai Firman Allah,
serta diterapkan dalam kehidupan ini, maka
iman orang akan bertumbuh dan dilengkapi
dalam tujuan pekerjaan yang baik.percaya Kelima, Pada abad 18 munculnya
studi kritis terhadap Alkitab. Studi tersebut
selalu mulai dengan mempertanyakan segala
sesuatu yang diterima secara umum, terutama
gereja dan Kristen, ketika seluruh dunia
menunjukkan
tanda-tanda
keme-rosotan
yang hebat. Seperti yang dinyatakan oleh
S.Wismoady Wahono dalam bukunya disini
kutemukan
adalah
sebagai
berikut:
Perubahan-perubahan sosial dan politik
terjadi dimana-mana. Bersamaan dengan itu
terjadi juga perubahan di bidan ide dan
pemikiran,
munculnya
pertanyaan-
pertanyaan filosofis serta metode-metode
ilmia yang baru. Semuanya harus dipelajari,
karena prinsip-prinsip baru mulai berlaku. Alkitab juga tidak dan harus ditinjau! Pertanyaan yang kemudian muncul adalah:
kalau hal itu benar, bagai mana bisa terjadi
seperti itu? Apakah Alkitab memang berbeda
dari buku-buku lain? Jalan satu-satunya
untuk
menemukan
jawabannya
adalah
mempelajari Alkitab itu sendiri. Orang-orang
yang mengajukan per-tanyaan-pertanyaan
seperti tersebut diatas bukanlah orang luar. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Mereka adalah orang-orang Kristen sendiri
yang tidal sengan-sengan untuk mengkaji Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 101 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 102 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan 5Mestika
Zed.
Metode
Penelitian
Kepustakaan
(Jakarta:
Yayasan
Pustaka
Obor
Indonesia, 2004), 3-5.
6Ibid., 31. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Allah yang dituangkan secara tertulis untuk
manusia. merupakan kata sifat. Sehingga penyusunan
kalimatnya menjadi segala apa yang tertulis
dalam Alkitab diilhami oleh Tuhan, seperti
yang dijelaskan oleh B. F. Drewes, Wilfrit
Haebech & Heinrich Vonsiebnthal dalam
bukunya Kunci Bahasa Yunani Perjanjian
Baru, sebagai berikut setiap bagian Kitab
Suci = segala sesuatu yang tertulis dalam
Kitab Suci. kata sifat yang diilhami oleh
Tuhan; kata benda predikatif, segala sesuatu
yang tertulis dalam kitab suci diilhami oleh
Tuhan, dan mungkin sebuah atribut, segala
sesuatu yang tertulis dalam kitab suci yang
diilhami oleh Tuhan adalah juga.10 10 B. F. Drewes, Wilfrit Haebech & Heinrich
Vonsiebenthal Kunci Bahasa Yunani Perjanjian
Baru, Jakarta: Gunung Mulia, 2006, hal. 233 Definisi Istilah Alkitab Secara Etimologi Alkitab merupakan kitab suci yang
diakui sebagai Firman Allah oleh umat
nasrani,
sebagaimana
tercantum
dalam
Kamus Besar Bahasa Indonesia, sebagai
berikut: “Alkitab adalah kitab suci agama
Kristen yang terdiri dari Perjanjian Lama dan
Perjanjian Baru.6 Dikarenakan pengertian Alkitab dari
bahasa aslinya adalah buku (kitab), maka
perlu diketahui bahwa pengertian sebuah
buku
terkandung
pada
tulisannya. Berhubungan dengan penyataan tersebut,
maka Alkitab diakui sebagai kitab yang
bernilai dan bermutu tinggi bagi orang
percaya. Karena Alkitab berisikan Firman Namun bila dikaji secara etimologi,
Alkitab berasal dari kata Yunani biblion
bentuk tunggal artinya buku atau buku. Dan 5Mestika
Zed. Metode
Penelitian
Kepustakaan
(Jakarta:
Yayasan
Pustaka
Obor
Indonesia, 2004), 3-5. 6Ibid., 31. 102 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 11 Tafsiran Alkitab Wyliffe , Malang:
Gandum Mas, 2001, hal. 895 12Ibid., 420.
13 George Sandison, Bible Answers for 1000
Difficulty Questions (Malang: Gandum Mas, 2006),
8. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 pemeliharaan, wahyu kepada dan melalui
para nabi, pencarian atau penghakiman. Demikian juga semua yang termasuk dalam
kategori “Kitab Suci” yaitu semua kata-kata
yang terdapat dalam Alkitab (Kitab Suci)
adalah suatu hasil karya Allah melalui
hembusan atau Roh-Nya. Seperti yang
dinyatakan dalam Ensklopedi Alkitab Masa
Kini, dengan berdasarkan II Timotius 3:16,
sebagai berikut: Alkitab diilhamkan – Kepastian. Mengandung otoritas ilahi dan pengaruhnya
dapat terwujud nyata bagi manusia. Seperti
yang dinyatakan oleh George Sandison
dalam bukunya, Bible answers for 1000
difficult Questions, mengutip perkatan dan
keyakinan bapak Moody sebagai berikut:
“Bapak Moody evangelis Amerika terhebat
pernah ditanyai apakah anda menganggap
kalau Alkitab diilhamkan, jawabannya
singkat dan tepat: yakin Alkitab telah
diilhamkan, karena Alkitab mengilhami.13”
Jawaban ini adalah salah satunya dan banyak
orang akan mengulanginya. Namun bukan
berarti bahwa pengilhman berdasarkan
tanggapan pendengarnya, atau berdasarkan
pengalaman subjektif penulisnya, tetapi
berdasarkan bukti bahwa "semua tulisan
dihembuskan oleh Tuhan" inilah arti harafiah
yang diterjemahkan 'diilhami'. Jadi poin
terpenting adalah terinspirasi itu saja untuk
hal-hal yang disebutkan disini. Pernyataan
tersebut berlaku untuk “Kitab Suci” secara
keseluruhan “Berdasarkan ayat Dalam teologi ini
biasanya menggunakan kata 'ilham' (ilham)
untuk menyatakan asal usul dan kualitas
ketuhanan Kitab Suci. Secara aktif kata
benda itu mengungkapkan pekerjaan Tuhan
yang 'menembus' secara lahiriah untuk
menghasilkan Kitab Suci; secara pasif,
keadaan Kitab Suci telah dihembuskan dan
itu terjadi dengan cara ini. Kata itu juga lebih
umum digunakan untuk pengaruh ilahi, yang
memungkinkan
orang-orang
pewahyuan,
nabi, pemazmur, orang bijak dan rasul, untuk
mewartakan dan juga menuliskan Sabda
Allah.12 Orang yang tidak rohani tidak
memiliki hubungan dengan Roh dan tidak
memiliki kemampuan untuk memahami dan
menafsirkan Kitab Suci bagaimanapun
pengetahuannya. Jadi manusia alamiah tidak
dapat menuliskan kata-kata dalam Alkitab
sebagai Firman Allah. Oleh karena itu Rasul
Petrus dengan jelas menegaskan bahwa:
“tidak pernah nubuat yang dihasilkan oleh
kehendak manusia, tetapi oleh dorongan Roh
Kudus orang-orang berbicara atas nama
Allah” (II Pet. 1:21). Para nabi mengatakan
begini: “Firman Tuhan yang datang
kepadaku” (Hos. 1:1; Yoel 1:1). Bukti Bukti Alkitab Sebagai Firman Allah
Menurut II Timotius 3:16 Jika manusia hanya mengaku bahwa
setiap catatan yang tertulis dalam Alkitab
adalah suatu ungkapan ilahi yang terbukti
asli, dapat dipercaya dan sangat sah sebagai
bentuk ungkapan itu, tanpa menunjukan
bukti tentang kebenarannya, maka masih
menjadi orang-orang yang dikelabui oleh
tulisan-tulisan kuno yang tak berwibawa atau
merupakan cerita fiktif belaka. Oleh karena
itu tugas jangan hanya menghafal. Setiap
kata-kata yang tertulis didalam Alkitab tetapi
berusaha untuk memberikan penjelasan
seakurat mungkin tentangnya. Sesuai kata
pemazmur: “tetapi yang kesukaannya ialah
Taurat Tuhan, dan merenungkan Taurat itu
siang dan malam” (Maz. 1:2). Betapa aku
mencintai hukum-Mu, aku tahu sepanjang
hari (Maz. 1:97) alasannya, jadi pada bagian
berikut, penulis akan memberikan bukti
kebenaran Alkitab sebagai Firman Tuhan
berdasarkan kutipan dari Rasul Paulus dalam
II Timotius 3:16 yang berbunyi “Semua
tulisan yang diilhami Allah memang berguna
untuk pengajaran, untuk menegur kesalahan,
mengoreksi perilaku dan untuk mendidik
orang dalam kebenaran. Namun kata diilhamkan pneustos
dapat di artikan sebagai “dihembuskan” ,
seperti yang dijelaska dalam Tafsiran Alkitab
Wycliffe, sebagai berikut: “terinspirasi oleh
Tuhan dalam bahasa Inggris adalah kata yang
berarti dihembuskan oleh Tuhan, Alkitab
datang ke tingkat otoritas ilahi sepenuhnya
karena itu adalah kebenaran mutlak dan
karena itu berguna. Ada versi terjemahan
tertentu yang menerjemahkan istilah segala
sesuatu dengan tulisannya masing-masing,
dan keduanya dapat dijelaskan karena
penjelasannya sama: jika setiap tulisan, maka
pasti semua tulisan juga.11 Menurut Kamus Singkat Bahasa
Iberani “dihembuskan atau diilhamkan
disebut “ruakh” artinya roh angin, Roh atau
nafas. Sebagai contoh (Kej. 1: 2) ‘ruakh’
Roh
(Roh
Allah),
sedangkan
(Yunus
1:4)‘ruakh’ angin. Hembusan atau Roh
Allah dengan secara aktifnya mengelaurkan
daya kuasa ilahi. Sehingga menghasilkan
sesuatu, apakah itu dalam penciptaan, Khususnya pada kalimat “Segala
tulisan yang diilhamkan Allah” dalam
bahasa Yunani “pasa grafe theopneutos
katatiap nas dari Kitab Suci, sejajar dengan
segala yang tertulis dalam Kitab Suci,
sementara
berarti
diilhamkan
Allah 11 Tafsiran Alkitab Wyliffe , Malang:
Gandum Mas, 2001, hal. 895 11 Tafsiran Alkitab Wyliffe , Malang:
Gandum Mas, 2001, hal. 895 Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 103 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Keunikkan Sifat Alkitab Istilah keunikkan , kata dasarnya
“unik” Menurut Kamus Besar Bahasa
Indonesia, “unik” berarti “terpisah dalam
bentuk atau jenisnya, berbeda dengan yang
lain” atau tidak persamaan dengan yang
lain.14 Sedangkan kata “sifat” artinya rupa
atau keadaan yang tampak pada sesuatu
benda. Kedua
pengertian
tersebut
menunjukkan kepada sesuatu hal atau benda
yang
memangnya
ada
dan
taraf 14Ibid., 1247. 14Ibid., 1247. 104 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan 104 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 bukunya
Teologi
Sistematika
sebagai
berikut: “Para raja Romawi segera sadar
bahwa orang-orang Kristen melandaskan
kepercayaan mereka pada Alkitab. Oleh
karenanya mereka berusaha untuk menumpas
atau memusnahkan Alkitab. Melalui sebuah
dekrit pada Tahun 303 Masehi, Kaisar
Diocletianus menuntut agar setiap jilid
Alkitab dibakar. Ia membunuh begitu banyak
orang Kristen dan menghancurkan begitu
banyak Alkitab, sehingga itu merasa telah
berhasil memusnahkan Alkitab secara tuntas,
ketika orang-orang Kristen bersembunyi dan
tidak memperlihatkan selama beberapa
waktu. Diocletianus menyuruh membuat
sebuah
medali
yang
bertuliskan,“
Kekristenan telah binasa dan penyembahan
dewa-dewa telah dipertunjukkan.16 keberadaannya lebih unggul dari sesuatu
yang pernah ada. Dalam hal membahas
masalah keunikkan sifat Alkitab, maka harus
memberikan
fakta
jelas
yang
membedakannya. Apakah faktanya? Kalau menempuh
jalan singkat dan mengatakan, “Alkitab
memiliki keunggulan yang luar biasa, adalah
sebuah jawaban yang tepat. Tetapi masih ada
terdapat orang-orang yang di zaman modern
ini masih mempersoalkan keunggulannya. Seperti yang dijelaskan oleh S. Wisma Adi
Wahono dalam bukunya, saya menemukan di
sini, sebagai berikut: “Apakah Alkitab itu? Pertanyaan ini biasanya dijawab dengan
mengatakan: Alkitab adalah buku dari semua
buku. Alkitab adalah kitab suci yang berisi
Firman Tuhan dan Wahyu Tuhan. Jawaban
seperti itu memang bagus, tetapi orang yang
hidup di zaman kemajuan seperti sekarang ini
sering kali menimbulkan ambiguitas dan
kebingungan ketidak-jelasan.15 Oleh karena
itu
jalan
lain
yang
harus
ditempuh
untukmencari jawaban yang tepat adalah
mempelajari dan mengerti secara benar akan
sifat-sifat Alkitab yang unik dan yang
membedakan dari kitab-kitab apapun di
dunia ini. Adapun dua keunikan sifat Alkitab
yang akan dibahas pada bagian berikut ini. Kemudian pada masa Reformasi,
Roma Katolik berupaya untuk membatasi
pembacaan dan pemahaman Alkitab bagi
kaum awam dengan dalih bahwa hanya orang
terkemuka
yang
dapat
memahaminya,
bahkan mereka pun membuat hukum tertentu
yang melarang proses penerbitan Alkitab,
tentang hal ini dapat dijelaskan oleh Henry C. Keunikkan Sifat Alkitab Thiessen dalam bukunya teologi sistematika,
sebagai berikut: “Pada masa Reformasi yaitu
ketika Alkitab diterjemakan ke dalam bahasa
yang dapat dipahami umum, gereja yang
resmi membatasi secara ketat pembacaan
Alkitab dengan alasan bahwa kaum awam
tidak mampu mengartikan isi Alkitab. Orang
awam
tidak
diizinkan
membaca
dan
menafsirkan isi Alkitab itu sendiri. Banyak
orang yang harus berkorban jiwa karena
mereka merupakan pengikut Kristus yang
percaya pada Alkitab. Bahkan pada masa itu 15Wismoady Wahono, Disini kutemukan
(Jakarta: Gunung Mulia), 2004), 17. Alkitab tidak bisa dimusnahkan Alkitab adalah Firman Allah tertulis
yang ada dan walaupun kerap kali ada orang-
orang
tertentu
yang
berusaha
untuk
memusnahkan Alkitab dari muka bumi tetapi
usaha itu selalu gagal, karena terbukti sampai
hari ini. Firman Allah tetap ada, tentang hal
ini Henry C. Thiessen menyatakan dalam 16Ibid.,68-69. 16Ibid.,68-69. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 105 Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 105 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 106 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 dibuat hukum-hukum tertentu yang melarang
penerbitan Alkitab.17” kekerasan badani. Walaupun pengantaraan
pribadi dari penatua pada akhirnya akan
menentukan kekuasaan dari surat-suratnya,
bisa saja dibatalkan oleh pengaruh yang ada
sekarang pada Diotlefes (III Yoh. 9-10).18 Alasan yang dipakai oleh gereja resmi
(gereja Roma Katolik) itu kurang tepat. Karena memahami dan menafsirkan keberan
Firman Tuhan itu bukan hanya menggunakan
kemampuan mental dan pengetahuan yang
diperoleh secara alamiah, akan tetapi oleh
dorongan Roh. Seperti yang dinyatakan oleh
Rasul Paulus sebagai berikut: “Dan karena
kami menafsirkan hal-hal rohani kepada
mereka yang mempunyai Roh, kami berkata-
kata tentang karunia-karunia Allah dengan
perkataan yang bukan diajarkan kepada kami
dengan hikmat manusia, tetapi oleh Roh”. (I
Kor. 2:13) Ini salah satu alasan yang dipakai
oleh Para reformator. Karena para reformator
ingin menafsirkan Kitab Suci secara benar
dan juga menghendaki agar isinya diketahui
dan dimengerti semua orang termasuk kaum
awam
sekalipun. Inilah
tujuan
para
reformator supaya kepercayaan dan tradisi-
tradisi kekristenan itu ditundukkan pada
otoritas utama Alkitab. Selain itu hadir pula
seorang bernama Ditrefes yang bersikap anti-
kekristenan dengan tidak sengan-sengan
menyerang dan menolak Yohanes murid
Tuhan
Yesus
bahkan
mengucilkannya. Hanya karena berambisi untuk menghalangi
pemberitaan Firman Allah. Penyataan ini
dijelaskan dalam Ensklopedi Alkitab Masa
Kini, sebagai berikut: “Diotrefes seorang
yang keras kepala dan mempunyai cita-cita
yang angkuh sekali. Ia tidak mau mengakui
penatua (Yoh) bahkan menyerang penatua
itu secara terbuka, ia melarang menerima
penatua-penatua itu dan mengucilkan mereka
yang tetap menerimanya, atau dengan jalan
ilk
i
t Diotrefes berkelakuan buruk dan
bertindak menghalangi jalan pemberitaan
Injil
dengan
kata-kata
yang
tidak
bermakna.(III
Yoh. 9-10). Dalam
AlkitabYunani-
Indonesia
menyebutkan
“sebab ia berbicara tanpa makna dengan
melontarkan
kata
kata
yang
kasar”. Diotrefes berbicara dengan kasar, oleh
karena ia telah memiliki cita-cita yang
angkuh. Dalam Kamus bahasa Yunani-
Indonesia
“filoproteuon
artinya
ingin
mendahului atau ingin menjadi pemimpin”. Dan makna lain yang dapat disejajarkan
dengan Filoproteuon adalah kesombongan. Dimana ada sifat kesombongan makin lama
makin
muncul
kekacauan
sehingga
kekacauan
menghasilkan
penceraian. Penceraian itu adalah puncak dari akar kata
sifat kesombongan. Sekalipun Diotrefes
dengan bersikap keras dan berusaha
menghalangi jalannya pemberitaan Injil,
akan tetapi ia tidak berhasil. Baik keputusan
Negara Romawi maupun peraturan-peraturan
kegerejaan
tidak
pernah
berhasil
memusnahkan Alkitab. Makin keras usaha
memusnahkan Alkitab makin luas pula
Alkitab itu tersebar. Robrt Backhouse
mengutip kata Napoleon dalam bukunya
5000 Kata Hikmat sebagai berikut: Alkitab
bukanlah sembarang buku, melainkan sebuah
Makhluk yang Hidup, dengan kekuatan 18Ibib., 249. 17Ibid., 69. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 untuk
manak-lukkan
siapa
pun
yang
menentangnya.19 penyelamatan itu adalah tanpa syarat dan
tiada tuntutan atau perintah yang dilampirkan
dan dapat digunahkan sebagai syarat yang
kepadanya kasih karunia itu bergantung. Seperti yang tertera dalam (Yoh. 3:16),
demikian: “karena begitu besar kasih Allah
akan
dunia
ini,
sehingga
Ia
telah
mengaruniakan anak-Nya yang tunggal,
supaya setiap otang yang percaya kepada-
Nya tidak binasa, melainkan beroleh hidup
yang kekal.” Kesatuan
berita
kitab-kitab
dalam
Alkitab Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 106 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 19 Robert Backhouse, 5000 Kata Hikmat
(Yogyakarta: Andi, 2006), 13. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 107 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Pentatehuk (Lima kitab Taurat Musa). Penta-
tehuk adalah kelima kitab pertama dalam
Alkitab, adalah Kejadian, Keluaran, Imamat,
Bilangan dan Ulangan. Nama itu berasal dari
kata Yunani artinya, lima gulungan kitab. penyelamatan yang khas itu akan menuntut
sebagai lapangan tempat terjadinya satu
sejarah umum manusia. Itulah sebabnya
kutuk
perjanjian
yang
dipatahkan
itu
diberitakan kepada sepanjang manusia yang
jatuh sebagai wakil dari umat manusia
seluruhnya, dilunakkan (ayat 16-19) dengan
asas kasih karunia yang umum.21 Pentateukh dikenal sebagai hukum
Musa
(dalam
Bahasa
Ibrani
‘Tora’). Pentateukh
dipandang
sebagai
bagian
Alkitab yang paling suci bagi orang Yahudi. Dan biasanya gulungan Tora ini diberi
tempat terhormat di dalam sinagoge. Kedua,
kitab-kitab sejarah terdiri dari dua belas
kitab yaitu: Yosua, Hakim-hakim, Rut, 1 dan
2 Samuel, 1 dan 2 Raja-raja, 1 dan 2
Tawarikh, Ezra, Nehemia dan Ester. Seperti
yang dijelaskan oleh Andrew E. Hill dan
John H. Walton dalam bukunya Survei
Perjanjian
Lama,
demikian:“Pengaturan
kitab-kitab sejarah Perjanjian Lama dalam
Akitab bahasa Inggris meliputi Yosua,
Hakim-hakim, Rut, 1 dan 2 Sa-muel, 1 dan 2
Raja-Raja, 1 dan 2 Tawarikh, Ezra, Nehemia
dan Ester.22 Ketiga, Kitab Puisi (Syair))
terdiri dari lima kitab yaitu: Ayub, Mazmur,
Amsal, Pengkhotbah dan Kidung Agung. Keempat, Kitab Para Nabi. Ada enam belas
nabi disebut namanya, dan memiliki tujuh
belas kitab yang berisi visi dan nubuatan
mereka. Ratapan, versi Yunani dikenal
sebagai “Ratapan Yeremia”. Empat nabi
Besar dan duabelas Nabi kecil. Kitab nabi-
nabi besar adalah Yesaya, Yeremia, Ratapan,
Yehezkiel dan Daniel. Sedangkan kitab nabi-
nabi kecil adalah, Hosea, Yoel, Amos, Obaja,
Yunus, Mikha, Nahum, Habakuk, Sefanya,
Hagai, Zakaria dan Maleakhi. Seorang Nabi
adalah seorang yang berbicara atas nama Perjanjian
Lama
terus-menerus
mengacu ke depan tentang keselamatan yang
akan mencapai puncaknya dalam gambar
Hamba
yang
menderita,
seperti
yang
dinubuatkan oleh Nabi Yesaya dalam pasal
53:5 bahwa: “Tetapi dia tertikam oleh karena
pemberontakan, dia diremukkan oleh karena
kejahatan; ganjaran yang mendatangkan
keselamatan bagi ditimpakan kepadanya”
Pasal ini memberikan serangkain gambaran
mengenai hamba Allah dan misi pelayanan-
Nya. Hamba yang menderita mengacu
kepada pribadi wakil Israel yang sebenarnya,
yang masih akan datang. Alkitab secara
keseluruhan dianggap hanya memiliki satu
tujuan dari Allah yaitu, tujuan penyelamatan
bagi manusia. 21Y Mahengkeng, Tafsiran Alkitab Masa
Kini (Jakarta: Komunikasi Bina Kasih/ OMF, 2005),
86. 22Andrew E. Hill dan John H. Walton,
Survei Perjanjian Lama (Malang: Gadum Mas,
2004), 117. Kesatuan
berita
kitab-kitab
dalam
Alkitab Alkitab yang ditulis oleh sekitar
empat puluh penulis yang dari latar belakang
budaya yang berbeda. Enam puluh enam
kitab dalam Alkitab ditulis sekitar waktu
seribu enam ratus (1600) tahun, namun
amanat intinya satu. Apakah amanat inti
tersebut? Pesan inti dari Alkitab adalah janji
Tuhan kepada umat manusia untuk setiap
zaman. Dan tentang hal ini telah dijelaskan
dalam Encyclopedia of the Bible Today,
sebagai berikut: “Pesan inti dari Alkitab
adalah sejarah sejarah; melalui kedua
Perjanjian ini mekar, dan dalam hal ini tiga
elemen utama dapat dilihat: Pembawa
keselamatan, jalan keselamatan, dan ahli
waris keselamatan.20 Kedua Perjanjian (Perjanjian Lama
dan Perjanjian Baru) mengaku bahwa janji
penyelamatan adalah anugera Allah kepada
manusia. Dari sejak kejatuhan manusia
pertama (Adam dan Hawa) kedalam dosa di
taman Eden merupakan titik tolak pemikiran
Allah bagi penetapan janji tersebut. Seperti
yang diungkapkan dalam (Kej 3:15), tentang
ayat ini Tafsiran Alkitab Masa Kini Jilid 1
menafsirkan:
“Keturunannya
akan
meremukkan kepalamu, dan engkau akan
meremukkan tunitnya, ‘Engkau’ yang akan
masih bertanding di hari depan yang masih
jauh, dengan malalui ular menunjuk kepada
Iblis. Karena
itu
yang
dimaksudkan
dengannya (tumitnya) itu juga bukan beni
perempuan secara kolektif, tapi juga adalah
perorangan (Kristus). Karena ayat ini
memperluas pengumuman yang baru saja
dibuat tentang pengutukan Iblis, maka pokok
pertentangan antara peremukan kepala dan
tumit itu adalah demikian, bahwa yang
pertama adalah mematikan, sedang yang
kedua tidak. Tapi terang bahwa kemenangan
yang menyelamatkan itu akan mengandung
di
dalamnya
penderitaan. Program Keselamatan bersumber dari Allah,
dengan berdasarkan anugera-Nya. Alkitab
memberikan pernyataan-pernyataan yang
makin lama makin jelas tentang bagaimana
Allah
menyediakan
dasar
keselamatan,
menawarkannya dan bagaimana Dia sen-diri
pada
diri-Nya
adalah
satu-satunya
keselamatan
manusia. Keselamatan
bersumber dari Allah, dengan berdasarkan
anugera-Nya. Alkitab
memberikan
pernyataan-pernyataan yang makin lama
makin
jelas
tentang
bagaimana
Allah
menyediakan
dasar
keselamatan,
menawarkannya dan bagaimana Dia sendiri
pada
diri-Nya
adalah
satu-satunya
keselamatan
manusia. Jadi
janji di 20 Ibid., 30. 20 Ibid., 30. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 107 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 108 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Perjanjian Baru Alkitab Perjanjian Baru terdiri dari
dua puluh tujuh kitab. Kedua puluh tujuh
kitab itu dapat dibagi juga dalam lima bagian
besar: Pertama, kitab-kitab Injil. Apabila kita
membuka halaman depan dari Perjanjian
Baru maka menemui empat kitab yang
dikenal dengan empat kitab injil yaitu:
Matius, Markus, Lukas, dan Yohanes. Keempat kitab ini merupakan kelompok
tersendiri. Kedua, kitab sejarah, terdiri dari
satu kitab yaitu: Kisah Para Rasul. Ketiga,
surat-surat kiriman Rasul Paulus, setelah
kitab Kisah Para Rasul , terdapat tiga belas
kitab kiriman Paulus. Ketiga belas kitab
dibagi dalam dua bagian yaitu: pertama,
surat-surat am atau umum terdiri dari
sembilan kitab, ialah “Roma, 1 dan 2
Korintus, Galatia, Efesus, Pilipi, Kolose, dan
1 dan 2 Tesaloni. Kedua, empat surat-surat
Penggembalaan. Surat-surat
ini
tidak
ditujukan kepada jemaat-jemaat Kristen,
tetapi
masin-masin
dikirim
kepada
perorangan. Dua surat Pertama dituliskan
kepada Timotius, yaitu anak kekasih Paulus. Yang ketiga kepada Titus . keempat, kepada
Filemon. Keempat,
surat-surat
kiriman
kepada orang-orang Kristen Iberani, ada
delapan surat yaitu: Iberani, Yakobus, 1 dan
2 Petrus, 1, 2 dan 3 Yohanes dan Yudas. Kelima, Wahyu, adalah kitab terhakir dalam
Alkitab. Kitab tersebut ini merupakan kitab
nubuat atau penyataan Allah kepada Rasul
Yohanes. Kitab-kitab baik yang terdapat
dalam Perjanjian Lama maupun dalam Pentingnya Alkitab bagi orang percaya
menurut II Timotius 3 : 16 Alkita memiliki otoritas ilahi dan
keunikkan sifatnya telah terwujud dalam
kehidupan
orang
percaya. Alkitab
memainkan peranan penting dalam segala
hal. Relevansinya bukan hanya di kalangan
orang percaya, tapi juga bagi masyarakat. Namun penjelasan dalam bab ini, penulis
hanya berfokus pada pengaruh Alkitab
bagi setiap orang percaya menurut II
Timotius 3:16. Dalam ayat tersebut ada
empat M yang hendak menjadi pokok
pembahasan di sepanjang bab ketiga ini
adalah,
mengajar,
menyatakan
,
memperbaiki dan mendidik. Pembagian Kitab-kitab dalam Alkitab Alkitab terdiri dari enam puluh enam
kitab dan dibagi dalam dua bagian besar
yaitu, Perjanjian Lama dengan Per-janjian
Baru. Kedua Perjanjian itu dapat dibagi juga
dalam
beberapa
bagian,
seperti
yang
dijelaskan pada bagian berikut ini:
Perjanjian Lama Alkitab Perjanjian Lama terdiri atas
tiga puluh sembilan kitab, dapat dibagi juga
dalam empat bagian besar yaitu: Pertama, 108 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan 108 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Allah, dan disebut sebagai jurubicara atau
penyambung lidah Allah. Sebagai contoh,
mereka berkata “beginilah Firman Tuhan”
(Yer. 1:9), dan “Firman Tuhan datang
kepada” (Yer. 47 :1; Yehz. 17:1). Perjanjian Baru diakui dan diterima sebagai
Firman Allah. (dikanonikasikan). Kitab-kitab Perjanjian Lama menjadi
satu, sehingga menjadi pedoman hidup dan
kepercayaan orang-orang Yahudi. Akhirnya
Tuhan Yesus dan para rasul menerima kitab
itu sebagai Firman Tuhan. Jadi umat Tuhan
dalam Perjanjian Baru menerima Perjanjian
Lama sebagai Firman Tuhan. Seluruh
Alkitab adalah apa yang dilihat umat Allah
sebagai kumpulan yang dengan baik dan
benar menyaksikan pekerjaan Allah di dalam
Kristus. Oleh karena itu, buku-buku ini
dipandang sebagai alat Roh Kudus untuk
bersaksi tentang Kristus. Alkitab Berguna Untuk Mengajar Istilah ‘mengajar’ dalam bahasa
Yunani
didaskalia
feminim,
artinya
mengajarkan atau pengajaran. Menurut
Kamus Besar Bahasa Indonesia “Mengajar, Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 109 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 24 Ibid., 22. 110 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 110 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 belum,
sekalipun
gembala
sidang
mengajak kepada anggota jemaatnya
bahwa semua umat harus menerima dan
melakukannya Firman Tuhan. Dan dalam
situasi berkhotbah masih belum bisah
mengenal perkembangan kualitas iman
seseorang. Justru Gembala sidang harus ada
kesempatan untuk mengajar. Kesempatan
mengajar merupakan suatu kesempatan
bagi semua orang, yaitu dimana gembala
sidang
atau
pengajar
mengajukan
pertanyaan-pertanyaan dan memberikan
kesempatan kepada orang lain untuk
berbicara. Kesempatan yang baik ialah di
kelas
Sekolah
Minggu,
dimana
bisa
menemukan
bermacam-macam
orang
Kristen. Seperti J Seth Msweli dan Donald
Crider dimana mereka menganggap sekolah
Minggu begitu penting bagi setiap anggota
jemaat baik anak-anak mau pun orang
dewasa seperti yang disampaikan lewat
bukunya Gembala sidang dan Pelayanannya
sebagai berikut: “Sekolah Minggu adalah
kelompok-kelompok pemahaman Alkitab
pada hari Minggu, bukan hanya untuk anak-
anak tetapi jua untuk orang dewasa”.25 Kelas
Sekolah Minggu untuk setiap anggota jemaat
itu sangat penting, karena melaluinya adalah
suatu
kesempatan
yang
baik
untuk
mengajarkan tentang, peristiwa-peristiwa,
tokoh-tokoh dan pengalaman hidupnya, serta
menghafalkan ayat-ayat Firman Allah. Selain
sekolah Minggu kelas katekisasi untuk orang
Kristen baru. Gembala sidang juga harus
mengajar di kebaktian pemuda dengan
mengajukan pertanyaan-pertanyaan sesuai
dengan topik yang diangkat. Ajarkan, agar belum,
sekalipun
gembala
sidang
mengajak kepada anggota jemaatnya
bahwa semua umat harus menerima dan
melakukannya Firman Tuhan. Dan dalam
situasi berkhotbah masih belum bisah
mengenal perkembangan kualitas iman
seseorang. Justru Gembala sidang harus ada
kesempatan untuk mengajar. Kesempatan
mengajar merupakan suatu kesempatan
bagi semua orang, yaitu dimana gembala
sidang
atau
pengajar
mengajukan
pertanyaan-pertanyaan dan memberikan
kesempatan kepada orang lain untuk
berbicara. Kesempatan yang baik ialah di
kelas
Sekolah
Minggu,
dimana
bisa
menemukan
bermacam-macam
orang
Kristen. Seperti J Seth Msweli dan Donald
Crider dimana mereka menganggap sekolah
Minggu begitu penting bagi setiap anggota
jemaat baik anak-anak mau pun orang
dewasa seperti yang disampaikan lewat
bukunya Gembala sidang dan Pelayanannya
sebagai berikut: “Sekolah Minggu adalah
kelompok-kelompok pemahaman Alkitab
pada hari Minggu, bukan hanya untuk anak-
anak tetapi jua untuk orang dewasa”.25 Kelas
Sekolah Minggu untuk setiap anggota jemaat
itu sangat penting, karena melaluinya adalah
suatu
kesempatan
yang
baik
untuk
mengajarkan tentang, peristiwa-peristiwa,
tokoh-tokoh dan pengalaman hidupnya, serta
menghafalkan ayat-ayat Firman Allah. Selain
sekolah Minggu kelas katekisasi untuk orang
Kristen baru. Gembala sidang juga harus
mengajar di kebaktian pemuda dengan
mengajukan pertanyaan-pertanyaan sesuai
dengan topik yang diangkat. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Ajarkan, agar mereka mengetahui akan hal apa yang harus
diketahui, dan mereka melakukan akan hal
apa yang harus dilakukan. 25Seth Moweli dan Donald Crider, Gembala
Sidang dan Pelayanan (Bandung: Kalam Hidup,
2003), 204. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 memberikan pengajaran kepada. 23 “Dalam
Perjanjian Lama istilah ini terutama
disebut ‘laqakh’ artinya diterima, seperti
penjelsan kamus singkat Ibrani Indonesia
diterjemahkan
“mengambil”
atau
“diterima” dari naska aslinya ‘liqikhi’ arti
harfiah yang biasa gunahkan ‘pengajaran’,
(Ay. 11:2). Sebagai contoh (Mat. 7: 28)
‘didache’ artinya ajaran atau pengajaran. Mengajar merupakan suatu tugas dalam
memberikan pelajaran tertentu kepada
orang lain. Pergeseran pada Alkitab II
Timotius 3:16 mendapatkan sebuah istilah
mengajar, yang diikuti oleh istilah
“bermanfaat” (berguna, dalam Alkitab
Kabar Baik) berarti Alkitab berguna untuk
mengajarkan orang lain (umat Allah). Alkitab bukan hanya digunakan untuk
berkhotbah, tapi juga berguna untuk
mengajar. Karena berkhotbah itu hampir
berbeda dengan mengajar. Khotbah lebih
bersifat
memberitakan,
sedangkan
mengajar lebih cenderung ke pelayanan
pastoral
Kedua
pekerjaan
ini
harus
dilakukan oleh seorang hamba Tuhan
terutama oleh gembala sidang sebagai tugas
yang mulia. Sebab pekerjaan gembala
sidang
bukan
hanya
sebatas
pada
berkhotbah, tetapi juga dalam mengajar. Kedua-duanya mempunyai fungsi masing-
masing dalam menolong anggota
jemaatnya. Dalam Perjanjian Baru terdapat
dua kata yang berhubungan dengan istilah
tersebut dan mempunyai pengertian yang
sama, dan digunakan oleh Paulus sebanyak
sembilan belas kali, lima belas diantaranya
terdapat pada surat-surat penggembalaan,
pertama, didaskalia itu mencakup baik
pekerjaan mengajar maupun isi ajaran itu
sendiri. Tafsiran Alktab Wycliffe
Perjanjian Baru mengatakannya, sebagai
berikut:“ditekankan didalam surat-surat
penggembalaan sembilan belas antara dua
puluh pemakaian kata ini di dalam
Perjanjian Baru yang terdapat dalam surat-
surat Paulus dari sembilan belas tersebut,
lima belas diantaranya terdapat didalam
surat-surat penggembalaan kata mengajar
kira-kira terdapat tiga kata didalam kitab
II Timotius, seperti (II Tim. 2:22) didaxai
aorit infinitif didasko mengajar atau
mengajarkan, (II Tim. 2:24) didaktikon
artinya cakap megajar, (II Tim. 3:16
didaskalia mengajar.” Istilah kedua yang
sama dengan diatas adalah didache. Menurut Ensklopedi Alkitab masa kini
Jilid 1 menjelaskan mengenai kata tersebut
demikian: “dipakai lebih sering dalam
bagian terbanyak pasal Pejanjian Baru. Kata ini juga dapat berarti baik pekerjaan
mengajar mau pun isi ajaran itu sendiri.24 Lihatlah pelayanan Yesus, ketika
Ia memberitakan Injil di se-kitar Galilea,
Markus
9:35
“Demikianlah
Yesus
berkeliling ke semua kota dan desa; Ia
mengajar dalam rumah-rumah Ibadat dan
memberitakan Injil kerajaan sorga.” Yesus
mengajar dan berkhotbah merupakan suatu
teladan yang baik bagi seorang hamba
Tuhan
atau
Gembala
sidang,
agar
melakukan
kedua
pekerjaan
tersebut. Perbedaan
Pengertian
antara
kedua
pekerjaan ini. Pada saat gembala sidang
berkhotbah, ia sendiri yang berbicara dan
belum tentu juga apa mereka mengerti atau 24 Ibid., 22. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 111 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 yang
hebat. Firman
Allah
sungguh
memperbaiki karakter-karakter kita yang
rusak untuk menjadi lebih baik lewat
penyerahan hidup. Oleh karena itu Alktab
baik Perjanjian Lama maupun Perjanjian
Baru menekankan bahwa umat Allah harus
berbeda sikap kelakuannya dengan orang-
orang dunia lainnya. Maka Alkitab
menyoroti kepada perubahan tingkalaku
kearah yang lebih baik seperti yang
tercantum dalam surat pertama kepada
Timotius
1:18-19,
disini
demikian
bunyinya: “Tugas ini kuberikan kepadamu
Timotius anakku, sesuai dengan apa yang
telah dinubuatkan tentang dirimu supaya
dikuatkan
oleh
nubuat
itu
engkau
memperjuangkan perjuangan yang baik
dengan iman dan hati nurani yang murni. Beberapa orang telah menolak hati nurani
yang murni itu dan karena itu kandaslah
Iman mereka” memisahkan jiwa dan roh yang paling erat
sekalipun,
dan
sanggup
membedakan
pikiran dan hati yang sulit dibedakan oleh
manusia. Dengan cara inilah Firman Allah
mengungkapkan
manusia
seutuhnya,
terutama dalam kaitan dengan sikap hati
dan imannya. J. Stephen Lang mengatakan
dalam bukunya Pedoman Lengkap Janji-
janji Alkitab, sebagai berikut: “Sebab
apapun yang dikatakan Allah kepada
selalu penuh dengan kuasa yang hidup:
Firman Allah lebih tajam dari pada pedan
bermata dua yang paling tajam yang dapat
dengan cepat menembusi pikiran dan
keinginan yang paling dalam sehingga
memperlihatkan diri yang sebenarnya. Ia
mengetahui seluk beluk di mana pun
juga.”26 J. Stephen Lang mengatakan
dalam bukunya Pedoman Lengkap Janji-
janji Alkitab, sebagai berikut: “Sebab
apapun yang dikatakan Allah kepada
selalu penuh dengan kuasa yang hidup:
Firman Allah lebih tajam dari pada pedan
bermata dua yang paling tajam yang dapat
dengan cepat menembusi pikiran dan
keinginan yang paling dalam sehingga
memperlihatkan diri yang sebenarnya. Ia
mengetahui seluk beluk di mana pun
juga.”26 Firman Setelah anggota jemaat (umat
Allah) mengetahui yang telah diajarkan,
maka sesuatu hal itu telah nyata bagi
mereka. Menyatakan kesalahan, dalam
bahasa Yunani elegmos kata Yunani
tersebut mengandung dua pengertian dalam
bahasa
Indonesia. Karena
pengertian
“menyatakan”
adalah,
proses
dalam
menunjukkan
sesuatu,
sedangakan
“kesalahan” artinya prihal salah atau
kekeliruan yang terjadi. Jadi elegmos
artinya proses untuk menunjukkan sesuatu
yang dianggap sudah salah atau keliru. Alkitab itu berguna dan masih
berproses di dalam diri orang percaya, dan
berkuasa menyelidiki bahkan mengubah
hidup seseorang, seperti yang tertulis dalam
(Ibr. 4:12,13) adalah sebagai berikut sebab
Firman Tuhan itu hidup dan kuat dan lebih
tajam dari pada pedang bermata dua mana
pun; ia menusuk amat dalam sampai
memisahkan jiwa dan roh sendi-sendi dan
sum-sum
ia
sanggup
membedakan
pertimbangan dan pikiran hati. Dan tidak
ada suatu makhluk pun yang tersembunyi
dihadapan-Nya,
sebab
segala
sesuatu
telanjang dan terbuka dihadapan mata Dia,
yang
kepada-Nya
harus
memberikan
pertanggungan jawab Firman Allah yang
diilhami mengandung kuasa ilahi yang
sanggup menyatakan kesalahan dan Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 111 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 26J. Stephen Lang, Pedoman Lengkap Janji- 112 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan 112 | Jurnal Excelsis Deo: Teologi, Misiologi
26J. Stephen Lang, Pedoman Lengkap Janji-
janji Alkitab (Bandung: Kalam Hidup, 2001), 21. 26J. Stephen Lang, Pedoman Lengkap Janji-
janji Alkitab (Bandung: Kalam Hidup, 2001), 21. Alkitab Berguna Untuk Memperbaiki
kelakuan Rasul Paulus telah mengarahkan
perhatian
kepada
pentingnya
mempertahankan standar tingka laku yang
benar
disamping
mempertahankan
keyakinan yang benar. Pedoman Lengkap
Pendalaman
Alkitab
mengatakan
“memperjuangkan perjuangan yang baik
dengan iman dan hati nurani yang murni.”
Jadi harus ada perbedaan antara iman dan
kelakuan (perbuatan). Iman adalah apa
yang yakini tentang Kristus. Hati nurani
adalah
hati
yang
bersih
atau
tidak
mengizinkan
nurani
dikotor
dengan
kebiasaan-kebiasaan
berdosa
yang
bertentangan dengan doktrin Alkitab. Jika
doktrin yang benar (doktrin Alkitab) tidak
ditaati,
maka
sesungguhnya
doktrin Setelah
Alkitab
menyatakan
kesalahan, maka ia juga bersedia untuk
memperbaikinya.IstilahYunani panorthosis
perbaikan kelakuan. Diterjamahkan dalam
bahasa
Indonesia,
sebagai
perbaiki,
membetulkan sesuatu yang dianggap salah
menjadi
labih
baik
atau
rapi,
dari
semulanya. Inilah tujuan utama dalam
perbaikan sesuatu hal atau benda apa pun. Hasil yang baik menyenangkan hati dan
menjadi kebahagiaan bagi diri dan sering
bagi
keluarga
dan
lingkungannya. Pentingannya Perbaikan kelakuan, Karena
tanpa ada proses perbaikan, maka kelakuan
yang salah malah sering menjadi kerusakan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 27John Hunter, Kehidupan Kristen yang
Sukses (Bandung: Kalam Hidup, 1994), 27. Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 113
en yang
27.
28Cahya R, Pola hidup Kristen (Malang:
Gandum Mas, 2002), 282. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 tersebut ditolak dan menjadi “iman yang
mati”, sehingga kemajuan iman pun
“kandas”. Jika tingka laku tidak benar,
maka
hal
itu
akan
menghancurkan
keyakinan yang benar. perbuatan kebenaran, perbuatan keadilan
dan perbuatan kemurahan. Jika iman yang
tidak menghasilkan perbuatan yang benar
iman itu mati.28” Tentang kedua hal tersebut diatas
mana yang lebih penting, iman atau
perbuatan. Bagi
orang
yang
belum
diselamatkan didahulukan dengan iman,
tetapi
bagi
yang
telah
diselamatkan
perbuatan yang diutamakan. Iman yang
benar
kepada
Yesus
Kristus
menyenangkan hati Allah (Ibr. 11:6)
demikian bunyinya: tetapi tanpa iman tidak
mungkin orang berkenan kepada Allah. sebab barang siapa berpaling kepada Allah,
ia harus percaya bahwa Allah ada, dan
bahwa Allah memberi upa kepada orang-
orang yang sungguh-sungguh mencari Dia John Hunter mengatakan dalam
bukunya kehidupan Kristen yang sukses,
sebagai berikut: “Banyak orang Kristen
yang layani adalah orang-orang Kristen
sejati yang sudah mengalami pengalaman
rohani yang sangat penting . Mereka sudah
percaya
kepada
Kristus
sebagai
Juruselamat pribadi mereka dan memang
mereka bersungguh-sungguh dalam soal. Ketika Alkitab menembus ke dalam diri
manusia,
maka
ia
akan
menyatakan
kelakuan yang kurang menyenangkan
mengasihi dan melayani Kristus. Mereka
tidak puas hanya dengan diampuni tetapi
setelah mereka meneliti dan mengakui
dosa-dosa
mereka,
mereka
masih
mendapatkan
diri
mereka
dalam
kelemahan dan kegagalan yang belum
teratasi. Kepercayaan mereka memang
benar tetapi kelakuan mereka tidak seperti
yang mereka harapkan.27 Bagi orang yang mempunyai iman
seperti ini, adalah diciptakan didalam
Kristus Yesus untuk melakukan pekerjaan
yang baik , seperti dalam (Efe. 2:10),
sebagai berikut:“Karena ini buatan Allah,
diciptakan di dalam Kristus Yesus untuk
melakukan pekerjaan yang baik, yang
dipersipkan Allah sebelumnya. Ia mau
supaya hidup didalamnya.”Demikian juga
dalam surat Yakobus dapat melengkapi
kedua hal yaitu iman dan perbuatan baik,
sebagai berikut: “Apa gunanya saudara-
saudaraku jika orang mengataan bahwa ia
mempunyai iman, pada hal ia tidak
mempunyai perbuatan? Dapatkah iman itu
menyelamatkan dia? Jika seorang suadara
atau saudari tidak mempunyai pakaian dan
kekurangan
makanan
sehari-hari,
dan
seorang dari antara kamu berkata: “Selamat
jalan knakanlah kain panas dan makanlah Kebanyakan
orang
telah
mengetahui rahasia untuk menjadi orang
Kristen,
tetapi
mereka
masih
belum
mengetahui rahasia untuk berkelakuan
sebagai orang kudus. Kelakuan sebagai
orang percaya dapat terlihat dalam aspek
kehidupan sebagai bukti iman. Jika iman
yang benar senantiasa mengahasilkan
perbuatan
yang
benar. Seperti
yang
dijelaskan dalam buku Pola Hidup Kristen,
sebagai berikut: “Iman Kristen yang benar
harus terlihat dalam perbuatan yang benar 28Cahya R, Pola hidup Kristen (Malang:
Gandum Mas, 2002), 282. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan| 113 Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 dalam soal-soal pokok iman. dan dalam
ajaran
sehat”. Maksud
Paulus
agar
pendidikan atau pembinaan bagi setiap
orang percaya itu sangat penting. Karena
melalui didikan (pembinaan), maka umat
Allah akan bertumbuh dengan baik dan
dapat
mempertahankan
iman
kepada
Kristus, sehingga mereka dapat menginjak
pada posisi kedewasaan secara rohani. percaya itu sangat penting. Karena melalui
didikan (pembinaan), maka umat Allah
akan bertumbuh dengan baik dan dapat
mempertahankan iman kepada Kristus,
sehingga mereka dapat menginjak pada
posisi kedewasaan secara rohani. sampai kenyang!” tapi ia tidak memberikan
kepadanya apa yang perlu bagi tubuhnya
apa gunanya itu? Demikian juga halnya
dengan iman: jika iman itu tidak disertai
perbuatan, maka iman itu pada hakekatnya
adalah mati” (Yak. 2:14-17). Iman Kristen
yang benar senantiasa menghasilkan buah
yang baik. Seperti kasih, kemurahan dan
lain sebagainya. Jadi iman dan perbuatan
yang benar bergandengan. 114 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan KESIMPULAN Dalam pembahasan masalah tentang
nilai kebenaran dan Alkitab bagi umat
manusia yang terutama kepada umat Allah
menurut II Timotius 3:16, maka kini menjadi
kesempatan untuk menyimpulkan masalah
tersebut. Pengaruh alkitab bagi orang percaya
menurut II Timotius 3: 16 yang pertama,
Alkitab berguna untuk mengajar, kedua,
Firman Allah Berguna untuk menyatakan
kesalahan, Ketiga Alkitab berguna untuk
Memperbaiki kelakuan, Keempat Alkitab
Berguna untuk mendidik orang dalam
kebenaran. Dengan adanya alasan-alasan
dasar tersebut diatas, maka tidak meragukan
lagi untuk mengatakan dengan jelas:
bahwa “Alkitab adalah Firman Allah. Alkitab
orang
Kristen
secara
etimologi adalah sebuah kitab yang bersifat
unik dan luar biasa. Nilai kebenaran dan
pengaruh Alkitab bagi umat Allah telah
terbukti, sehingga hampir seluruh umat
Kristen terasa akan kuasa pengaruhnya. Oleh karena itu dengan hati yang penuh
kesadaran percaya dan mengakui bahwa
seluruh isi Alkitab itu adalah Firman Allah. Pengakuan
tersebut
bukan
asal
mengungkapkannya,
tetapi,
sudah
mempunyai dasar keyakinan akan hal
tersebut seperti yang telah membahas diatas. Bawah “Segala tulisan diilhamkan Allah”
atau “dihembuskan oleh Allah” jadi setiap
kata yang mengambil bagian di dalam
Alkitab telah diilhami. Pengilhaman Allah
bukan jatuh pada para penulisnya, tetapi
melalui para penulis. Seperti menurut ayat
pokok II Tim. 3:16) “pasa grafe” “segala”
atau “setiap tulisan” atau “nast” hal ini
menunjukan kepada tulisannya. Alkitab
berguna untuk mendidik orang dalam
kebenaran. Setelah Alkitab memperbaiki
kelakuan, maka Ia juga bersedia untuk
memimpin orang kearah yang dikehendaki
Allah, asalkan mendekati kepadanya. Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 Tulisan yang diilhamkan Allah memang
bermanfaat
untuk
mengajar,
untuk
menyatakan kesalahan, untuk memperbaiki
kelakuan dan untuk mendidik orang dalam
kebenaran’
yang
Pertama
melihat;
Keunikkan Sifat Alkitab, Kedua, Alkitab
tidak bisa dimusnahkan, Ketiga, Kesatuan
berita kitab-kitab dalam Alkitab, keempat,
Pembagian Kitab-Kitab dalam Alkitab. “Bagi- Nya kemuliaan, sekarang sampai
selama-lamanya. Alkitab Berguna Untuk mendidik orang
dalam kebenaran Pengaruh
Alkitab
bagi
orang
percaya bukan hanya terbatas pada
memperbaiki sikap kelakuan yang salah. Namun Alkitab masih terus berperang
memainkan
peranan
penting
untuk
mendidik (membina) orang percaya ke arah
yang dikehendakinya. Penjelasan lebih
lanjutnya
sebagai
berikut:
Pengertian
istilah mendidik (pembinaan) bagi umat
Allah, Istilah Yunani ‘paideia’ yang
diterjemahkan dengan “disiplin” atau
“didikan”. Istilah tersebut menurut Kamus
Besar Bahasa Indonesia me-ngatakan,
“memelihara, memberi pelatihan ajaran,
tuntunan, pimpinan” mengenai kelakuan
hidup
dan
kecerdasan
pikiran”. Jadi
“mendidik
orang
dalam
kebenaran”
menunjuk kepada latihan atau pembinaan
yang harus diadakan di jalan kebenaran
atau di dalam iman. Istilah paidia yang
terdapat
dalam
surat-surat
Paulus
mencakup pada pengajaran atau pembinaan
bagi orang percaya baik didikan orang tua
terhadap anak-anak, seperti (Ef. 6:4)
“didiklah mereka dalam ajaran Tuhan,
maupun seorang hamba Kristus terhadap
umat Allah, seperti (I Tim. 4:6) “terdidik Pokok utama dalam pembinaan bagi
umat Allah, Pembinaan umat Allah adalah
pembinaan yang berpusat pada Kristus dan
di dalam Kristus serta ke arah Dia, Kristus. Seperti Paulus mengatakan dalam, (Ef. 4:14-16) “sehingga bukan lagi anak-anak
yang diombang ambingkan oleh rupa-rupa
angina pengajaran, oleh Permainan palsu
manusia dalam kelicikan mereka yang
menyesatkan,
tetapi
dengan
teguh
berpegang kepada kebenaran didalam
kasih bertumbuh didalam segala hal kearah
Dia, Kristus, yang adalah Kepala. Dari
pada-Nyalah seluruh tubuh yang rapi
tersusun dan diikat menjadi satu oleh
pelayanan semua bagiannya, sesuai dengan
kadar
pekerjaan
tiap-tiap
anggota
–
menerima
pertumbuhannya
dan
membangun diri dalam kasih. ”Sama hal
juga Petrus menekankan kepada orang
percaya
“bertumbuhlah
dalam
kasih
karunia dan dalam pengenalan akan Tuhan
dan Juruselamat, Yesus Kristus” (II Pet. 3:18). Kepada Kristus, yang adalah awal,
proses, dan penggenapan dari keselamatan. 114 | Jurnal Excelsis Deo: Teologi, Misiologi, dan Pendidikan Jurnal Excelsisi Deo: Vol. 6 No.1 Juni 2022 DAFTAR PUSTAKA Subagyo, Andreas Bambang. Pengantar
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https://bmcpublichealth.biomedcentral.com/counter/pdf/10.1186/1471-2458-10-472
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English
| null |
High risk behavior for HIV transmission among former injecting drug users:a survey from Indonesia
|
BMC public health
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Abstract Background: Injecting drug use is an increasingly important cause of HIV transmission in most countries
worldwide, especially in eastern Europe, South America, and east and southeast Asia. Among people actively
injecting drugs, provision of clean needles and opioid substitution reduce HIV-transmission. However, former
injecting drug users (fIDUs) are often overlooked as a high risk group for HIV transmission. We compared HIV risk
behavior among current and former injecting drug users (IDUs) in Indonesia, which has a rapidly growing HIV-
epidemic largely driven by injecting drug use. Methods: Current and former IDUs were recruited by respondent driven sampling in an urban setting in Java, and
interviewed regarding drug use and HIV risk behavior using the European Addiction Severity Index and the Blood
Borne Virus Transmission Questionnaire. Drug use and HIV transmission risk behavior were compared between
current IDUs and former IDUs, using the Mann-Whitney and Pearson Chi-square test. Results: Ninety-two out of 210 participants (44%) were self reported former IDUs. Risk behavior related to sex,
tattooing or piercing was common among current as well as former IDUs, 13% of former IDUs were still exposed
to contaminated injecting equipment. HIV-infection was high among former (66%) and current (60%) IDUs. Conclusion: Former IDUs may contribute significantly to the HIV-epidemic in Indonesia, and HIV-prevention should Conclusion: Former IDUs may contribute significantly to the HIV-epidemic in Indonesia, and HIV-prevention should
therefore also target this group, addressing sexual and other risk behavior. HIV to others [2,3]. To our knowledge, no studies on
fIDUs have been reported from low- or middle-income
countries. RESEARCH ARTICLE Open Access © 2010 Iskandar 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. High risk behavior for HIV transmission among
former injecting drug users:a survey from
Indonesia Shelly Iskandar1,2*, Diba Basar2, Teddy Hidayat1, Ike MP Siregar1, Lucas Pinxten2,3, Reinout van Crevel2,4,
Andre JAM Van der Ven 2,4, Cor AJ De Jong5 Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 * Correspondence: shelly_bdg@yahoo.com
1Department of Psychiatry, Faculty of Medicine, Padjajaran University/Hasan
Sadikin Hospital, Bandung, Indonesia
Full list of author information is available at the end of the article Background Worldwide, injecting drug use is estimated to account
for just less than one-third of new infections outside
sub-Saharan Africa [1]. HIV-prevention programs for
injecting drug users (IDUs) therefore put emphasis on
people actively injecting drugs, especially through needle
exchange or opioid replacement. Besides active IDUs,
people who have a previous history of injecting drug use
(former IDUs) are probably also an important risk
group for HIV transmission. However, relatively little is
known about this group. Sporadic studies from western
countries have shown that former IDUs (fIDUs) may
have a high risk of becoming HIV-infected or spreading Injecting drug use increased dramatically in the late
‘90s in Indonesia, acting as the main force driving the
HIV-epidemic. Among the general population, the pre-
valence of HIV-infection is still low (0.3%), but up to
50% or more of IDUs are already HIV-infected [4]. Drug
use is illegal in Indonesia, and harm reduction pro-
grams, although officially supported by the Indonesian
government, only reach a minority of IDUs. Apart from
sharing needles, sexual risk behavior is also common
among drug users [5]. In three large cities in Indonesia,
over two thirds of IDUs were sexually active, of whom
many reported having multiple partners (48%) and sex
with female sex workers (40%) in the preceding year. * Correspondence: shelly_bdg@yahoo.com
1Department of Psychiatry, Faculty of Medicine, Padjajaran University/Hasan
Sadikin Hospital, Bandung, Indonesia
Full list of author information is available at the end of the article Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Page 2 of 7 entering the study twice, physical marks such as tattoos,
scars, or birth marks were recorded. Consistent condom use was only reported by 10% of
sexually active IDUs [5]. We know of no reported data concerning HIV risk
behavior among fIDUs in Indonesia, and fIDUs receive
very little attention in current prevention programs in
general. This may seriously limit the success of HIV-
prevention focusing on drug injection, as a considerable
number of IDUs change from injection to non-injection
drug administration or completely abstain from illicit
drug use [6]. The prevalence of HIV may be high in
fIDUs. Transmission of blood borne viruses may con-
tinue to occur through sexual behavior and/or by con-
taminating equipment that is subsequently used by
others for drug use, tattooing and/or piercing [2,7,8]. Only those candidates who were or had previously
been IDUs were eligible to be included in the study. Setting and patients From June to September 2008, 210 IDUs were recruited
in Bandung, the capital of West-Java and epicenter of
the epidemic of injecting drug use in Indonesia. Respon-
dent driven sampling, a form of peer recruitment, was
used for recruitment of IDUs from the community [11]. With help from local non-governmental organizations
involved in outreach to IDUs, three cIDUs and three
fIDUs from different parts of Bandung were selected to
act as ‘seeds’ for RDS and invited to a community clinic
which has a specific program for IDUs. Following their
inclusion in the study, these six seeds were asked to
recruit two other persons injecting drugs, either in the
last six months (cIDUs) or longer ago (fIDU), by giving
individually numbered coupons. IDUs presenting at the
community clinic with the coupons, were asked them-
selves to recruit two other (current or former) IDUs. This process of recruitment continued until the desired
sample size was achieved. Numerical simulations have
shown that respondent driven sampling estimates con-
verge to the true values even if the seeds are not drawn
as desired [12]. g
The interviewers used two validated questionnaires:
the European Addiction Severity Index (EuropASI) and
the Blood Borne Virus Transmission Questionnaires
(BBV-TRAQ). The EuropASI is an adaptation of the
Addiction Severity Index (fifth version). It is a semi-
structured interview which takes about one hour, cover-
ing issues that may contribute to patients’ substance-
abuse problems, such as medical status, employment/
support status, drug/alcohol use, legal status, family
social relationship, and psychiatric problems [14]. Parti-
cipants are asked if they ever used a number of listed
drugs regularly (more than 3 times or 2 consecutive
days a week). For regularly used drugs, further informa-
tion is recorded including the first time the particular
drug was used, the duration of use in a life time, the fre-
quency of drug use in the previous 30 days, and drug
route of administration [14]. ASI has shown excellent
reliability and validity across a range of types of patients
and treatment settings in many countries [15]. For the
translation into Bahasa Indonesia, WHO translation
procedures were used [16]. As a part of the RDS process, an incentive was offered
for participating in the interview ($3) and for recruiting
two injecting drug using peers ($2 per eligible peer
recruited). Background Two outreach workers from non-governmental harm
reduction organizations, both with a previous history of
drug use, confirmed that the respondents were indeed
IDUs. To this purpose they looked for possible needle
tracks, asked each respondent to demonstrate how he/
she injected drugs, and to clarify specific ‘slang’ used by
IDUs. All IDUs who passed this screening then provided
informed consent. The study was approved by the regio-
nal medical-ethical committee (The Health Research
Ethics Committee, Faculty of Medicine, Padjadjaran
University/Dr. Hasan Sadikin General Hospital Ban-
dung) and conducted within the context of program on
prevention and treatment of HIV in the context of
injecting drug use in Indonesia [13]. Furthermore, fIDUs may also play an important role
in transmitting HIV infections to the general population
because, compared with current IDUs (cIDUs), fIDUs
have more sexual contact with people who do not use
drugs [9,10]. Hopefully, a better characterization of for-
mer IDUs may contribute to improve HIV-prevention. Therefore, the aim of the present study was to explore
the characteristics and the risk behavior of former IDUs
in Indonesia in comparison with current IDUs. Assessment The interview was done at the community health center
by trained interviewers who assured all participants that
their anonymity would be strictly maintained. All parti-
cipants who completed the interview session received a
coupon for free HIV, HBV, HCV and syphilis testing at
Hasan Sadikin hospital, Bandung. If found positive for
HIV, participants were offered CD4-cell counts, chest
X-ray and if needed, antiretroviral and/or syphilis treat-
ment, all free of charge. Setting and patients After the initial seeds were recruited, only
those people who presented coupons were permitted to
participate in the study. The study was completely anon-
ymous, but to prevent the same participant from The BBV-TRAQ questionnaire assesses how often
injecting drug users participate in specific injecting, sex-
ual and other risk-practices that may expose them to
blood-borne viruses. The instrument consists of Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Page 3 of 7 34 questions divided in three sub-scales which measure
frequency of current risk behavior related to blood to
blood transfer (20 questions); sexual practices (8 ques-
tions); and other skin penetration activities (6 questions)
in the previous month. With respect to possible blood
to blood transfer, information is collected about contact
with contaminated needles and syringes, other drug
injecting equipment sharing and involvement of other
people in the drug preparation and injecting process. Questions related to sexual risk behavior address unpro-
tected vaginal, anal, oral, and manual sex with other
people, with or without lubricant, and during menstrua-
tion or not. Other questions address skin penetration
risk behavior (tattooing and piercing), and shared use of
toothbrush, razor, and personal hygiene equipment. The
administration time for the instrument is short (around
15 minutes), and it has been shown good reliability and
validity [17,18]. after non-injecting drug administration, and the period
of injecting drugs averaged 7 (± 4) years. Three quarters
of the participants had been tested for HIV and among
those tested 63% reported to be HIV-infected. There
was no significant association between the cumulative
years of drug injecting and HIV-status (P = 0.47). One
third of those who were HIV-infected reported to have
developed AIDS. Although cIDUs had injected for a
longer period than fIDUs, HIV-infected individuals in
the latter group more commonly reported having AIDS
(44% vs 18%; P = 0,01). The most used substance by all participants was her-
oin. Ninety four percent of the total participants had at
some point used heroin regularly (at least three times a
week or for two consecutive days in a week for more
than 6 months). The other most used substances were
cannabis, benzodiazepines, and alcohol. Data analysis and statistics A former IDU (fIDU) was defined as a person who
reported to have injected an illicit drug at some point in
his/her life, but not to have injected any drugs in the six
months prior to the interview (17, 18). A current IDU
(cIDU) was defined as a person who reported that he/
she had injected any type of illicit drug in the six
months prior to the interview [6,10]. Data were analyzed
both descriptively and inferentially. Descriptive data are
presented in terms of percentage, mean, and standard
deviation. Subjects engaging in at least one risk taking
behavior in a subscale of the BBV-TRAQ were regarded
as taking risks in that domain. Data were analyzed infer-
entially for differences between fIDUs and cIDUs. Pear-
son Chi-Square was used for dichotomous data and the
Mann-Whitney test for non-parametric continuous data. All tests were two-sided, with a P-value of 0.05 or less
considered to indicate statistical significance. Analyses
were performed with the use of SPSS, version 11.5. In the last 30 days, cIDUs had typically used more
drugs than fIDUs but neither cIDUs nor fIDUs reported
total abstinence in the last 30 days. The most used sub-
stances by fIDUs in the last 30 days were alcohol, licit
or illicit methadone/buprenorphine while cIDUs mostly
used licit or illicit methadone/buprenorphine, heroin,
benzodiazepines, and cannabis (table 2). Licit or illicit
use of methadone or buprenorphin cannot be differen-
tiated with the ASI. Risk behavior related to transmission of blood-borne
viruses Blood to blood transfer risk behavior was reported by
76% of cIDUs and 13% of fIDUs (X2 = 82,73; p < 0,01)
(table 3). Risk behavior of ninety cIDUs (76%) was
related to sharing of contaminated drug injecting
equipment. Current IDUs often reported behavior
associated with a very high risk of transmission of
blood-borne pathogens, including injecting with
another person’s used needle or syringe (reported by
15% of cIDUs), re-use of a needle or syringe taken out
of a shared disposal/sharps container without using
bleaching (9%), and sharp injuries from another per-
son’s used needle/syringe (15%). cIDUs also reported
behavior associated with a somewhat lower risk of
transmission. For example, they had exposure to con-
taminated drug injecting equipment included shared
use of a tourniquet (43%); injecting a drug prepared
with water previously used by another person (41%);
handling another person’s used needle or syringe when
wounded at his or her hand (34%); wiping his/her own
injection site with an object that had been used by Setting and patients More than three
quarters of participants had ever used or still used dif-
ferent drugs at the same time (poly drug use) and 70%
of the total IDUs had ever used or still used ampheta-
mine or methamphetamine regularly (median 2 years
(range less than 1 year until 15 years). Characteristics of IDUs in Bandung BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Page 4 of 7 Table 1 Sociodemographic characteristics of former and current injecting drug users
Total group (N = 210)
fIDUs (N = 92)
cIDUs (N = 118)
P
Age, mean
27,8 (3,8)
28,1 (4,0)
27,5 (3,8)
0,64
Male gender
92%
89%
95%
0,12
Drug use
0,35
Age of first drug use, mean
14,0 (2,8)
14,2 (3,3)
13,8 (2,2)
0,31
Age of first drug injection, mean
18,0 (3,1)
18,4 (3,1)
17,8 (3,1)
0,17
Years of injecting in life time, mean
7,1 (3,8)
5,5 (3,6)
8,4 (3,4)
< 0,01
Marital Status
0,35
Married/remarried
30%
36%
25%
Widowed
2%
3%
2%
Separated/divorced
11%
6%
14%
Never married
57%
55%
59%
Employment in the past 3 years
0,13
Full time
41%
48%
36%
Part-time
37%
36%
39%
Student
5%
5%
4%
Unemployed or housewife
17%
11%
21%
Education
0,48
Junior high school or less
6%
4%
7%
Senior high school
87%
87%
87%
Undergraduate or higher
7%
7%
6%
HIV-AIDS
Ever HIV-tested
75%
71%
78%
0,23
HIV-infected#
63%
66%
60%
0,47
Have developed AIDS##
30%
44%
18%
0,01
All data are presented in percentage unless stated otherwise
# n = 145; no data available for 12 subjects; ## n = 83; no data for 8 HIV-positive subjects odemographic characteristics of former and current injecting drug users All data are presented in percentage unless stated otherwise
# n = 145; no data available for 12 subjects; ## n = 83; no data for 8 HIV-positive subjects All data are presented in percentage unless stated otherwise
# n = 145; no data available for 12 subjects; ## n = 83; no data for 8 HIV-positive subjects sucking or licking and other handling of another per-
son’s used needle/syringe. Interestingly, benzodiazepine
use was more common among IDUs engaging in risky
injecting behavior, 56% vs. 39% among cIDUs (X2 =
2,26; P = 0,19) and fIDUs (33% vs 9%; X2 = 5,99; P =
0,03). Injecting risk behavior was not associated with
use of alcohol, cannabis or methadone/buprenorphin
(data not shown). another person (27%); touching his/her own injection
site soon after ‘assisting’ another person with their
injection (26%); and injecting a drug that was prepared
immediately after ‘assisting’ another person with their
injection but without washing hands between activities
(26%). egular use (more than 3 times or 2 consecutive days a week). ## ≥3 drinks in 1-2 hours, ≥3 times or 2 consecutive days a week. g
(
y
)
,
y
Note: Less than three participants used inhalant, hallucinogens or cocaine in the last 30 days. # regular use (more than 3 times or 2 consecutive days a week). ## ≥3 drinks in 1-2 hours, ≥3 times or 2 consecutive days a w
Note: Less than three participants used inhalant hallucinogens or cocaine in the last 30 days Note: Less than three participants used inhalant, hallucinogens or cocaine in the last 30 days. # regular use (more than 3 times or 2 consecutive days a week). ## ≥3 drinks in 1-2 hours, ≥3 times or 2 consecutive
Note: Less than three participants used inhalant, hallucinogens or cocaine in the last 30 days. Characteristics of IDUs in Bandung Characteristics of IDUs in Bandung
A total of 210 IDUs were recruited, of whom 194 were
men (92%), 92 were fIDUs (44%), and 118 were cIDUs
(56%). Thirty-three out of 92 fIDUs (35.9%) were invited
by cIDUs, while 34 of 118 cIDUs (30.3%) were invited
by fIDUs, showing extensive social linking between the
two groups. Most of the demographic characteristics of
fIDUs and cIDUs did not differ, except for the length of
injecting drug and percentage of those who developed
AIDS (table 1). The mean age was 28 (±4) years and
most participants had graduated from senior high school
and had been employed at some point in the last 3years. They had started using drugs at a young age (14 (± 3)
years). Injection of drugs had typically started 4 years Iskandar et al. regular use (more than 3 times or 2 consecutive days a week)
≥3 drinks in 1-2 hours, ≥3 times or 2 consecutive days a week.
Note: Less than three participants used inhalant, hallucinogens or cocaine in the last 30 days. Table 3 Risk behavior among former (fIDUs) and current injecting drug users (cIDUs) in the last 30 days
Risk Behavior
fIDUs
(N = 92)
cIDUs
(N = 118)
X2
P Table 3 Risk behavior among former (fIDUs) and current injecting drug users (cIDUs) in the last 30 days
Risk Behavior
fIDUs
(N = 92)
cIDUs
(N = 118)
X2
P
Blood-blood transfer, n (%)
13%
76%
82,73
<0,01
Suck or lick a filter which had been used by another person
4%
14%
5,81
0,02
Inject a drug prepared with water which had been used by another person
0%
41%
45,30
<0,01
Been injected by another person who had already injected or assisted in someone else’s injection
0%
20%
21,13
<0,01
Receive an accidental needle-stick/prick from another person’s used needle/syringe
3%
15%
7,56
<0,01
Re-use a needle/syringe taken out of a shared disposal/sharps container
0%
9%
8,26
<0,01
Sexual risk behavior, n (%)
42%
56%
3,57
0,06
Engage in unprotected vaginal sex with another person
35%
47%
2,98
0,08
Engage in unprotected vaginal sex with another person during menstruation
11%
20%
2,90
0,09
Engage in unprotected anal sex with another person
7%
8%
0,10
0,76
Tattoo or piercing, n (%)
52%
53%
0,02
0,90
Tattooed by someone who was not a professional tattooist
4%
15%
6,56
<0,01
Been pierced by someone who was not a professional piercer
10%
14%
0,96
0,327
Use another person’s toothbrush
3%
14%
7,45
<0,01 Table 3 Risk behavior among former (fIDUs) and current injecting drug users (cIDUs) in the last 30 days Engage in unprotected vaginal sex with another person Tattooed by someone who was not a professional tattooist
Been pierced by someone who was not a professional piercer Tattooed by someone who was not a professional tattooist
Been pierced by someone who was not a professional piercer Use another person’s toothbrush Use another person’s toothbrush with previous local and national data [4]. The prevalence
of AIDS was higher among fIDUs; concern about their
general health or the development of AIDS may cause
them to move from injecting drugs [6]. Sexual risk behavior of some form was reported by
56% of cIDUs and 42% of fIDUs (X2 = 3,57; P = 0,06). The most common sexual risk behavior for cIDUs and
fIDUs was unprotected vaginal sex (47% respectively
35%, NS); reported unprotected anal sex was much
lower (8% respectively 7%, NS). No statistical significant
differences were found between former and current
IDUs regarding oral and manual sex (data not shown). Table 3 Risk behavior among former (fIDUs) and current injecting drug users (cIDUs) in the last 30 days
Risk Behavior
fIDUs
(N = 92)
cIDUs
(N = 118)
X2
P Excessive alcohol use was more common in IDUs enga-
ging in risky sexual behavior, both among cIDUs (51%
vs 33%; X2 = 3,86; P = 0,06) and fIDUs (46% vs 11%;
X2 = 14,14; P < 0.01). Other risk behavior such as tat-
tooing and piercing, which confer a much lower risk of
HIV transmission compared to needle-sharing, was
reported by half of all respondents (52% of fIDUs and
53% of cIDUs). Injecting with needles or syringe from other people
(15%) or from shared disposal/sharps containers without
bleaching (9%) was reported by a substantial proportion
of IDUs, although lower compared to previous research
in Indonesia (24% - 80%) [5,20]. The high rate of needle
stick injuries is no surprise given the fact 40% of IDUs
fail to discard used needles safely [21]. Risk related to
injecting drugs was especially high in cIDUs, but fIDUs
are experience certain things (e.g. needle sticks or shar-
ing of injecting equipment) which may have a low risk
of HIV-transmission, but which may pose a significiant
risk of transmitting HCV. This is important, as the pre-
valence of HCV is very high among IDUs in this setting;
among 633 HIV patients with a history of IDU 87.7%
were HCV-infected [19]. Characteristics of IDUs in Bandung While fIDUs did not inject anymore, 13% still
had some risk of blood borne pathogens transmission,
especially through accidental needle stick injuries and Table 2 Drug use among former and current injecting drug users
Kind of drug #
Life time drug use
Drug use in last 30 days
fIDUs (n = 92)
cIDUs (n = 118)
P
fIDUs (n = 92)
cIDUs (n = 118)
P
Any use of alcohol
91%
97%
0,14
42%
59%
0,03
Alcohol, over threshold ##
66%
70%
0,66
26%
42%
0,02
Heroin
99%
100%
0,44
0%
79%
< 0,01
Methadone or buprenorphine
33%
65%
< 0,01
12%
53%
< 0,01
Other opiates
22%
23%
0,87
1%
5%
0,14
Benzodiazepines
66%
79%
0,06
12%
52%
< 0,01
Amphetamine
52%
53%
0,89
1%
9%
0,03
Cannabis
84%
87%
0,55
13%
47%
< 0,01
Ecstasy (MDMA)
44%
37%
0,40
9%
14%
0,28
More than one substance
78%
83%
0,38
12%
55%
< 0,01
#
l
(
th
3 ti
2
ti
d
k) ## ≥3 d i k i
1 2 h
≥3 ti
2
ti
d
k Table 2 Drug use among former and current injecting drug users Table 2 Drug use among former and current injecting drug users
Kind of drug #
Life time drug use Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Page 5 of 7 Table 3 Risk behavior among former (fIDUs) and current injecting drug users (cIDUs) in the last 30 days
Risk Behavior
fIDUs
cIDUs g
We would like to thank Prof. Tri Hanggono Ahmad, Dean of the Medical
Faculty Padjadjaran University for encouraging and accommodating research
in Padjadjaran University. We also thank the interviewers, Rinske de Graaff
Stoffers, Mark Holland, staffs and ORC from Salam Primary Health Center.
Rumah Cemara, Bahtera, PKBI, and Grapiks are thanked for their valuable
help. Discussion
h This cross-sectional study from Indonesia shows a high
prevalence of HIV-infection among relatively young and
well-educated former and current IDUs. Current IDUs
obviously had much higher risks of viral transmission
related to injecting drugs, but also former IDUs had
risks related to blood to blood transmission. Impor-
tantly, both groups engaged in substantial risks related
to sexual transmission of HIV. Almost half of respon-
dents in our study were former IDUs, showing that this
group may contribute significantly to HIV transmission. Injecting drug use is the main factor driving the HIV-
epidemic in Indonesia. In a large cohort of HIV patients
in our setting, two thirds had a history of IDU [19]. In
line with this finding, the prevalence of HIV-infection
among fIDUs and cIDUs in this study was high (66%
respectively 60%), similar or slightly higher compared Both among current and former IDUs, sexual risk
behavior may contribute significantly to HIV transmis-
sion. Sexual risk behavior was equally high in both
groups, which is in contrast with previous studies
reporting associations between injecting drug use and
unsafe sex [22,23]. Condom use among IDUs has found
to be inconsistent and especially low with sex workers
and other risk groups for HIV transmission [20]. As
IDUs often have multiple sex partners, including sex
workers, HIV transmission may easily spread to people
outside the IDU community. Heroin was the most frequently used drug among IDUs
in this sample but many reported use of cannabis, benzo-
diazepines and alcohol as well, in line with reports from
China, Thailand, Ukraine, Lithuania, and Poland [24]. Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Iskandar et al. BMC Public Health 2010, 10:472
http://www.biomedcentral.com/1471-2458/10/472 Page 6 of 7 The use of methadone or buprenorphine among cIDUs
was higher compared to fIDUs. The EuropASI question-
naire does not allow us to verify whether this was as part
of substitution treatment or not. Both drugs are officially
registered in Indonesia for substitution treatment but
illegal use is quite common. Buprenorphine injection has
been reported in many countries including Indonesia,
and can be regarded as a response to inadequate care,
rather than simply as misuse [25]. Competing interests The authors declare that they have no competing interests. The authors declare that they have no competing interests. Received: 28 January 2010 Accepted: 10 August 2010
Published: 10 August 2010 Received: 28 January 2010 Accepted: 10 August 2010
Published: 10 August 2010 Authors’ contributions SI made and carried out the research protocol, performed the statistical
analysis, and drafted the manuscript. DB and LP participated in making the
research protocol. TH and IS participated in the design of the study. RvC,
AvV, CdJ conceived of the study, and participated in its design and
coordination and helped to draft the manuscript. All authors read and
approved the final manuscript. This study suffers form the limitations of a cross-sec-
tional study in a population which is difficult to reach,
and the question is therefore how representative the
samples are. By using RDS, we tried to minimize this
risk [12,29]. Numerical simulations have shown that the
possible bias, even if the seeds are not drawn randomly,
is extremely small (0.3%) for all sample sizes greater
than 200 [12]. Still, some IDUs who are not in the social
networks with these participants can not be recruited
through respondent driven sampling [30]. Conclusions Neaigus A, Gyarmathy VA, Zhao M, Miller M, Friedman SR, Des Jarlais DC:
Sexual and other noninjection risks for HBV and HCV seroconversions
among noninjecting heroin users. J Infect Dis 2007, 195(7):1052-1061. 7. Neaigus A, Gyarmathy VA, Zhao M, Miller M, Friedman SR, Des Jarlais DC:
Sexual and other noninjection risks for HBV and HCV seroconversions
among noninjecting heroin users. J Infect Dis 2007, 195(7):1052-1061. 8. Tortu S, McMahon JM, Pouget ER, Hamid R: Sharing of noninjection drug-
use implements as a risk factor for hepatitis C. Subst Use Misuse 2004,
39(2):211-224. 8. Tortu S, McMahon JM, Pouget ER, Hamid R: Sharing of noninjection drug-
use implements as a risk factor for hepatitis C. Subst Use Misuse 2004,
39(2):211-224. 9. Gyarmathy VA, Neaigus A, Miller M, Friedman SR, Des Jarlais DC: Risk
correlates of prevalent HIV, hepatitis B virus, and hepatitis C virus
infections among noninjecting heroin users. J Acquir Immune Defic Syndr
2002, 30(4):448-456. Conclusions 2. Des Jarlais DC, Arasteh K, Perlis T, Hagan H, Abdul-Quader A,
Heckathorn DD, McKnight C, Bramson H, Nemeth C, Torian LV, et al:
Convergence of HIV seroprevalence among injecting and non-injecting
drug users in New York City. AIDS 2007, 21(2):231-235. 2. Des Jarlais DC, Arasteh K, Perlis T, Hagan H, Abdul-Quader A,
Heckathorn DD, McKnight C, Bramson H, Nemeth C, Torian LV, et al:
Convergence of HIV seroprevalence among injecting and non-injecting
drug users in New York City. AIDS 2007, 21(2):231-235. In conclusion, this study from Indonesia shows that for-
mer IDUs, when compared to current IDUs, may have
similar high HIV prevalence rates and high sexual risk
behavior. Specific programs focusing on the reduction of
sexual risk behavior are needed among former and cur-
rent IDUs, in order to prevent further transmission to
the general community. Drug-use treatment and inter-
ventions that examine the relationship between drug use
and sexuality should be conducted. In addition, earlier
HIV treatment may lower transmission among IDUs by
reducing the ‘community viral load’[31]. We have
recently shown that patients with a history of injecting
drug use in our setting have a similar clinical and virolo-
gical response to anti-retroviral treatment compared to
non-IDUs [19]. Finally, evidence-based prevention
should also be targeted at schoolchildren and young
adolescents as injecting drug use starts at an early age
in this setting. 3. Darke S, Ross J, Teesson M: Twelve-month outcomes for heroin
dependence treatments: does route of administration matter? Drug
Alcohol Rev 2005, 24(2):165-171. 4. NAC: Country Report on The Follow Up to The Declaration of
Commitment on HIV/AIDS: UNGASS Reporting Period 2006-2007. Committee NA 2007. 5. Pisani E, Dadun , Sucahya PK, Kamil O, Jazan S: Sexual behavior among
injection drug users in 3 indonesian cities carries a high potential for
HIV spread to noninjectors. J Acquir Immune Defic Syndr 2003,
34(4):403-406. 6. Des Jarlais DC, Arasteh K, Perlis T, Hagan H, Heckathorn DD, McKnight C,
Bramson H, Friedman SR: The transition from injection to non-injection
drug use: long-term outcomes among heroin and cocaine users in New
York City. Addiction 2007, 102(5):778-785. 6. Des Jarlais DC, Arasteh K, Perlis T, Hagan H, Heckathorn DD, McKnight C,
Bramson H, Friedman SR: The transition from injection to non-injection
drug use: long-term outcomes among heroin and cocaine users in New
York City. Addiction 2007, 102(5):778-785. 7. Financial support SI received fellowship from Radboud University, The Netherlands. Financial
support was provided by ‘IMPACT’ (Integrated Management of Prevention
And Care and Treatment of HIV/AIDS), a collaborative research and
implementation program of Padjadjaran University, Bandung, Indonesia;
Maastricht University and Radboud University, Nijmegen, the Netherlands;
and Antwerpen University, Belgium. IMPACT is funded by the European
Commission (SANTE/2005/105-033), and contracted by CORDAID. Author details 1Department of Psychiatry, Faculty of Medicine, Padjajaran University/Hasan
Sadikin Hospital, Bandung, Indonesia. 2Health Research Unit, Faculty of
Medicine, Padjadjaran University/Dr. Hasan Sadikin Hospital, Bandung,
Indonesia. 3Department of Health Education and Health Promotion, Faculty
of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the
Netherlands. 4Department of General Internal Medicine and Nijmegen
Institute for Inflammation, Infection and Immunity, Radboud University
Nijmegen Medical Centre, Nijmegen, the Netherlands. 5Nijmegen Institute
for Scientist-Practitioners in Addiction (NISPA), Nijmegen, the Netherlands. Alcohol abuse was common, and was associated with
risky sexual behavior, as has been reported previously
[26]. The same has been reported for methamphetamine
and amphetamine use [27], but this seems still relatively
rare in this setting. Our study also showed a high preva-
lence of tattooing and piercing in former and current
IDUs, both of which have may lead to transmission of
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doi:10.1186/1471-2458-10-472
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Submit your manuscript at
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and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 29. Platt L, Wall M, Rhodes T, Judd A, Hickman M, Johnston LG, Renton A,
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МИРОВАЯ ПОЛИТИКА МИРОВАЯ ПОЛИТИКА ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Ю.А. Русакова Московский государственный институт международных отношений (университет)
МИД России. Россия, 119454, Москва, пр. Вернадского, 76. Международная экологическая безопасность является сегодня в выс
шей степени актуальной проблемой, от решения которой зависит сохране
ние окружающей среды пригодной для проживания человечества. Отсутствие
такой среды делает бессмысленным решение всех остальных проблем совре
менности. Автор статьи рассматривает теоретические аспекты решения
проблемы экологической безопасности. В частности, анализируется пробле
ма негативных социальных экстерналиев и связанная с ней «трагедия общин». Эти проблемы создают принципиальные препятствия для реализации эколо
гической безопасности на глобальном уровне. Традиционно с проблемой экстер
налиев в экологической сфере боролись с помощью экономических инструмен
тов, обязывая производителей данных экстерналиев оплачивать их в форме
дополнительных налогов. Однако практика показывает, что экономические
решения экологической безопасности малоэффективны. Автор предлагает аль
тернативные, неэкономические подходы, связанные с укреплением и развитием
системы институтов постоянных международных переговоров по вопросам
экологической безопасности и стимулированием экологического самосознания. Решение острейших экологических проблем невозможно без смены по
литической философии правящих элит в большинстве государств, отказа от
реалистской политики и традиционной ставки на силовые методы решения
проблем в пользу поиска компромиссов и сотрудничества в интересах решения
глобальных, общечеловеческих, в том числе экологических проблем. Необходимо
постоянное утверждение – политически и в международном праве – обязатель
ных гуманистических и экологических норм и правил для сосуществования двух
сотен государств в мире, их развития и реализации главного, общечеловеческого
(биологического) интереса. Международная экологическая безопасность является сегодня в выс
шей степени актуальной проблемой, от решения которой зависит сохране
ние окружающей среды пригодной для проживания человечества. Отсутствие
такой среды делает бессмысленным решение всех остальных проблем совре
менности. Автор статьи рассматривает теоретические аспекты решения
проблемы экологической безопасности. В частности, анализируется пробле
ма негативных социальных экстерналиев и связанная с ней «трагедия общин». Эти проблемы создают принципиальные препятствия для реализации эколо
гической безопасности на глобальном уровне. Традиционно с проблемой экстер
налиев в экологической сфере боролись с помощью экономических инструмен
тов, обязывая производителей данных экстерналиев оплачивать их в форме
дополнительных налогов. Однако практика показывает, что экономические
решения экологической безопасности малоэффективны. Автор предлагает аль
тернативные, неэкономические подходы, связанные с укреплением и развитием
системы институтов постоянных международных переговоров по вопросам
экологической безопасности и стимулированием экологического самосознания. Решение острейших экологических проблем невозможно без смены по у
Решение острейших экологических проблем невозможно без смены по
литической философии правящих элит в большинстве государств, отказа от
реалистской политики и традиционной ставки на силовые методы решения
проблем в пользу поиска компромиссов и сотрудничества в интересах решения
глобальных, общечеловеческих, в том числе экологических проблем. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Необходимо
постоянное утверждение – политически и в международном праве – обязатель
ных гуманистических и экологических норм и правил для сосуществования двух
сотен государств в мире, их развития и реализации главного, общечеловеческого
(биологического) интереса. Ключевые слова: экологическая безопасность, реализм, экстерналии, меж
дународные переговоры, новая экологическая философия. 162 Ю.А. Русакова Ю.А. Русакова этой парадигмой в целом рассматривается в на
стоящее время как: П П
онятие «международная экологическая
безопасность» возникло и широко вошло
в политический оборот во второй поло
вине ХХ в. в результате бурного экономического
и технологического развития человечества после
Второй мировой войны и возникших во многом
в связи с этим объективных потребностей в лик
видации негативных последствий для экологии
и самого существования человечества. - результат противоречий политического,
общественного и экономического развития на
национальном и международном уровне, кото
рые привели к появлению множества не только
положительных, но и, прежде всего, отрица
тельных экстерналий. Речь, прежде всего, идет
о темпоральных отрицательных экстерналий,
имеющих такие глобальное последствия, как из
менение климата, ухудшение качества воздуха,
воды и т.п. у
Теоретические проблемы и подходы к изу
чению различных аспектов международной
экологической безопасности возникли и ста
ли исследоваться практически одновременно
с возникновением глобальных экологических
проблем во второй половине ХХ в. параллельно
в научных и политических кругах различных
стран. Но первые наблюдения ученых можно от
нести к более раннему периоду. В США, напри
мер, еще в 1933 г. известный геолог Ч. Шухерт
писал о геологических последствиях деятельно
сти человека, а в СССР внимание к ним пока ещё
в самых общих чертах стал привлекать в 30-х
и 40-х гг. академик В.И. Вернадский, сформули
ровавший концепцию ноосферы как результата
взаимодействия человечества, геологических
сил природы и творчества [2]. - наиболее актуальная проблема, требующая
объединенных усилий всего мирового сообще
ства, и не допускающая отсрочки или медлен
ного решения. На 70-ой сессии Генеральной
Ассамблеи ООН, например, все важнейшие
инициативы лидеров ведущих государств и
министров иностранных дел непосредственно
были обращены к этой теме. Так, в выступлении
президента РФ В.В. Путина) на 70-ой сессии Ге
нассамблеи ООН отчетливо прозвучала, во-пер
вых, взаимосвязь между геополитическими и
экологическими проблемами международной
безопасности и, во вторых, не только готовность,
но и примеры конкретных шагов России в эко
логической области; Позже, в 50-е и особенно в 70-е гг. после
появления модели Форрестора и Медоуза, а
также работ Римского клуба обеспокоенность
неконтролируемым ростом производства и про
мышленных отходов нарастала, превратившись
в признанную угрозу международной безопас
ности вообще и экологической безопасности, в
частности. С конца ХХ в. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ проблемы междуна
родной экологической безопасности становятся
частью постоянной повестки дня международ
ного сообщества и международных отношений
как в широком контексте безопасности, так и в
узких ее аспектах. - как проблема международной безопас
ности, требующая особого политического
внимания и значительных материальных и
финансовых ресурсов. Президент Казахстана
Н. Назарбаев, например, на юбилейной сес
сии ООН вновь предложил целенаправленно
выделять 1% военных расходов на эти цели), а
президент Белоруссии А. Лукашенко ясно сфор
мулировал проблему «кризиса международной
системы безопасности», ставшего следствием
нерешенных геополитических и экологических
проблем международной безопасности; у
В 70-е гг. стали формироваться первые тео
ретические концепции предотвращения угроз
экологической безопасности, которые условно
разделились на внешние и внутренние в зави
симости прежде всего от последствий (между
народных, техногенных, глобальных и др. – для
внешних угроз) и характера самих угроз – ис
точников этих угроз. Так, источниками угроз
экологической безопасности техногенного ха
рактера стали признаваться не силы природы,
а деятельность (или бездеятельность) человека
и государства. Это, в свою очередь, привело к
появлению целой группы общественных отно
шений, целью которых стала профилактика и
борьба с угрозами экологической безопасности
в самых различных областях – экономической,
военной, социальной и международной. р
у
р
- как труднорешаемая в принципе полити
ческая и экономическая проблема, требующая
особенно серьезных международных усилий
на самом высоком политико-дипломатическом
уровне, темпы и эффективность решения кото
рой, как показывает практика, заведомо отстают
от темпов обострения угроз международной эко
логической безопасности). Эта политико-дипло
матическая специфика экологических проблем
создаёт объективные трудности даже в тех слу
чаях, когда не существует принципиальных по
литических разногласий в понимании решения
проблем. - как труднорешаемая в принципе полити
ческая и экономическая проблема, требующая
особенно серьезных международных усилий
на самом высоком политико-дипломатическом
уровне, темпы и эффективность решения кото
рой, как показывает практика, заведомо отстают
от темпов обострения угроз международной эко
логической безопасности). Эта политико-дипло
матическая специфика экологических проблем
создаёт объективные трудности даже в тех слу
чаях, когда не существует принципиальных по
литических разногласий в понимании решения
проблем. В эти же годы в целом в мировом обще
ственном мнении и научных кругах сложился
достаточно устойчивый консенсус относительно
того, что общие причины деградации окружа
ющей среды и нерационального использования
природных ресурсов и возникновение в этой
связи угрозы международной безопасности
прежде всего связаны: у
р
Ко второму десятилетию ХХI в. в мировом
общественном мнении в основных чертах сло
жилась парадигма международной экологиче
ской безопасности, в основе которой лежали
исследования и политические реалии второй
половины ХХ – начала ХХI вв. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Международная
экологическая безопасность в соответствии с р
во-первых, с общей неэффективностью,
существующей в механизмах регулирования
глобального рынка, ориентированного на из 163 Мировая политика внешние эффекты (экстерналии), общественные
блага, транзакционные издержки, отсутствие
знаний и неопределённость информации, не
дальновидность политико-экономической эли
ты. Общепринято считать, например, что «в
концептуальном плане провалы рынка в охра
не окружающей среды связаны, прежде всего, с
практически невозможным адекватным учетом
таких экстерналий, как социальные издержки
общества от деградации окружающей среды». влечение максимальной прибыли, что, в свою
очередь, связано нередко с нанесением ущерба
природной среде; во-вторых, с отсутствием эффективных
механизмов международного регулирования,
неразвитостью соответствующей нормативно-
правовой базы и несогласованности действий
отдельных государств, международных органи
заций и международных акторов; у
р
р
в-третьих, со слабым развитием, либо даже
отсутствием вообще, средств и собственно
институциональных механизмов регулирования
природопользования в отдельных государствах
и у отдельных акторов мировой политики. Ска
занное означает, что даже в тех случаях, когда
признается актуальность решения экологи
ческих проблем, у целого ряда государств нет
средств и способов их решения, и без междуна
родной помощи они не способны их решить в
принципе. Становление института иностранной
помощи в экологической области стало проис
ходить только после того, как в 2000 г. все 191
государств договорились о том, чтобы в качестве
седьмой (из 8) целей ООН объявить «обеспече
ние экологической устойчивости». Что касается социальных экстерналий, то
их невозможно адекватно учесть, в связи с чем
цены на природные блага занижены. Транзакци
онные издержки также могут быть достаточно
велики по отношению к ожидаемым выгодам
(расходы, связанные с получением информации,
ведением многосторонних переговоров, обеспе
чением соблюдения переговоров и т.д.). О существенной проблеме для рынка –
«экологической близорукости» – сказал еще
Ф. Энгельс: «Не будем, однако, слишком обо
льщаться нашими победами над природой. Каждая из этих побед имеет, правда, в первую
очередь те последствия, на которые мы рассчи
тывали, но во вторую и третью очередь совсем
другие, непредвиденные последствия, которые
очень часто уничтожают значение первых» [8]. По своей природе рынок ориентируется на по
лучение быстрых результатов, большой прибыли
и не учитывает долгосрочный ущерб и будущие
выгоды. у
Это признание, однако, до сих пор мало ска
залось на повышении эффективности усилий
отдельных стан и всего мирового сообщества в
области международной экологической безопас
ности. Что касается, например, первой причи
ны, то можно по-прежнему утверждать наличие
у рынка особенностей в экологической сфере. «Экологические товары представляют собой ти
пичные общественные блага и внешние эффек
ты, которые трудно продать индивидуальному
потребителю» [9]. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Фактически современное между
народное право установило международно-пра
вовую обязанность сотрудничества государств
независимо от их политических, экономических
и социальных систем во имя общего благососто
яния народов, в интересах всего человечества [4]. лишь часть издержек, связанных с потравой вы
паса. Хардин делает следующий вывод: «В этом
и состоит трагедия. Каждый замкнут в рамках
системы, побуждающей его беспредельно увели
чивать свое стадо, — в мире, который является
ограниченным. Конечным пунктом, к которо
му все спешат, является катастрофа, — каждый
преследует свой интерес в обществе, верящем в
свободу общин» [14]. у
Трагедия общин была известна до Хардина. Задолго до него Аристотель писал: «К тому, что
составляет предмет владения очень большого
числа людей, прилагается наименьшая забота. Люди заботятся всего более о том, что принад
лежит лично им и менее заботятся они о том,
что является общим». В 1833 г. Уильям Форстер
Ллойд разработал теорию общин, согласно кото
рой предсказывалось, что люди будут склонны
расточительно использовать имущество, нахо
дящееся в их совместном владении [15].Более
чем за десять лет до статьи Хардина Эйч Скотт
Гордон убедительно продемонстрировал схожую
логику в другом классическом труде: «Исследо
вание экономической теории общей собствен
ности: рыболовство». Гордон описывает ту же
динамику, что и Хардин: «Выясняется, что ста
рое изречение, согласно которому общая соб
ственность означает ничейную собственность,
содержит некоторую истину. Богатство, которым
свободно распоряжаются все, никем не ценится,
потому что тот, кто настолько безумен, чтобы
выжидать, пока не наступит подходящее время
для использования ресурса, обнаружит лишь
то, что все уже использовано другими… Рыба,
имеющаяся в море, не имеет ценности для ры
бака, поскольку он не уверен в том, что, если
сегодня он воздержится от лова, она будет ждать
его завтра» [13]. р
р
Вторая модель – региональные организации
и союзы, способные консолидировать авторитет
и ресурсы целого ряда стран, например, Евро
союза. Третья модель – создание новых механизмов
двустороннего и регионального сотрудничества,
«выработка общих подходов “снизу”. «Сперва –
внутри сложившихся региональных структур –
ЕС, НАФТА, АТЭС, АСЕАН и других, а затем –
путем диалога между нами. Именно из таких
“кирпичиков” может сложиться более устойчи
вый характер мировой экономики» [11]. Следует сказать, что единая экологическая
стратегия возможна только в рамках единой
стратегии развития, точнее – устойчивого раз
вития, когда интересы всех государств в той или
иной мере учитываются основными политиче
скими игроками, а не в рамках традиционно су
ществующей системы, «правила игры» которой
создаются, определяются и контролируются ве
дущими мировыми державами. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Действия, направленные на
охрану природной среды, часто не дают в итоге
какой-либо материализованный продукт. Они
могут привести, например, к недопущеннию или
предотвращению ущерба экосистемам, народно
му хозяйству и населению, или оказать воздей
ствие на стабилизацию или улучшение качества
среды обитания людей, что, однако, далеко не
всегда видно общественности и далеко не всегда
оправдывает вложенные средства. Представляется, что необходимо более по
дробно остановиться на неизбежности возник
новения и развития локальных экстерналиев. Локальные экстерналии возникают на огра
ниченной территории, когда деятельность ка
кого-либо предприятия приводит к внешним
издержкам среди местного населения, других
предприятий и т.п. В научной литературе данная
проблема известна как «трагедия общин». После
публикации в 1968 г. в журнале «Science» статьи
Гарретта Хардина [14], выражение «трагедия об
щин» стало широко использоваться для обозна
чения процесса деградации окружающей среды,
которой следует ожидать в ситуациях, когда
множество индивидов совместно используют
некий ограниченный ресурс. Средства, вложенные в природоохранную
деятельность, выпадают из активов, так как
положительный эффект (положительные экс
терналии) получают безвозмездно другие пред
приятия (а, иногда, и конкуренты) и население. Например, восстановление лесного массива ока
зывает благотворное влияние на окружающую
среду, речной сток, предотвращает эрозию почв
и т.д., но не приносит ни непосредственной при
были на вложенные затраты, ни общественно-
политических дивидентов. Для иллюстрации логической структуры
своей модели Хардин обращался к читателю с
предложением вообразить пастбище, «открытое
для всех». Затем он анализировал особенности
такой ситуации с точки зрения рационального
владельца стада. Каждый владелец стада получа
ет непосредственную выгоду от принадлежащих
ему животных и несет отложенные издержки
из-за того, что общинное пастбище постепенно
приходит в негодность, будучи вытоптанным
его собственными животными и животными,
принадлежащими другим владельцам. Каждый
владелец стада мотивирован увеличивать стадо
и выгонять на пастбище дополнительных живот
ных, поскольку он удерживает непосредствен
ные выгоды, связанные с владением ими, и несет В экологической сфере мы часто становимся
свидетелями «недостаточной» эффективности
механизмов или даже «провалов» рынка. Эти
же «провалы» являются по своей сути потен
циалом будущих экологических угроз и даже
катаклизмов. Конкретными источниками та
ких «провалов», как уже говорилось, являются: 164 Ю.А. Русакова Ю.А. Русакова зультаты возможны только в том случае, когда
в совместные действия вовлечено большинство
ведущих государств, а принцип международного
сотрудничества, закрепленный в международ
ном праве, становится практическим принци
пом политического сотрудничества. «Значение
принципа сотрудничества во имя экономиче
ского и социального прогресса всех народов в
деле поддержания международного мира и без
опасности (в том числе экологической) трудно
переоценить. Список литературы М.: МГИМО(У), 2010. 12. Экономическая дипломатия в условиях глобализации / под общ.ред. Л.М. Капицы. М.: МГИМО(У), 2010. 13
Gordon The Economic Theory of a Common-Property Research: The Fishery 1954 Экономическая дипломатия в условиях глобализации / под общ.ред. Л.М. Капицы. М.: МГИМО(У), 201
Gordon. The Economic Theory of a Common-Property Research: The Fishery 1954. Hardin G. The Tragedy of the Commons // Science. 13 December 1968: Vol. 162 no. 3859 pp. 1243-1248 14. Hardin G. The Tragedy of the Commons // Science. 13 December 1968: Vol. 162 no. 3859 pp. 1 14. Hardin G. The Tragedy of the Commons // Science. 13 December 1968: Vol. 162 no. 3859 pp. 1243-1248
15. William Foster Lloyd. Population and Development Review Vol. 6, No. 3 (Sep., 1980), pp. 473-496 g
y
pp
15. William Foster Lloyd. Population and Development Review Vol. 6, No. 3 (Sep., 1980), pp. 473-496 Мировая политика Мировая политика пользовать как уже сложившееся направленные
на это культурные традиции, так и развивать и
пропагандировать культуру устойчивого разви
тия. Данная культура должна определить новое
отношение к природе, которым и будет опреде
ляться характер экономической, технической,
инженерной и др. видов деятельности. Культура
устойчивого развития должна создать механиз
мы и экономические, и социальные, и правовые
для перехода к устойчивому развитию. стических и экологических норм и правил для
сосуществования двух сотен государств в мире,
их развития и реализации главного, общечело
веческого (биологического) интереса. р
Важно отметить, что сильно возрастает роль
переговоров как инструментов регулирования
международных отношений, что стало заметным
во второй половине ХХ века и абсолютно необ
ходимым с конца прошлого столетия. Прежде
всего, отчетливо прослеживается зависимость
роста глобальных проблем и интенсификации
международных переговоров. Можно констати
ровать, что по мере увеличения значения гло
бальных проблем, в том числе экологических,
будет усиливаться значение механизмов между
народного сотрудничества, а также численности
и интенсивности международных переговоров,
развитие существующих и неизбежное появле
ние новых структур и механизмов международ
ного сотрудничества. Культура устойчивого развития непосред
ственно связана с понятием «экологической ци
вилизации» [7]. Целью перехода современного
общества к устойчивому развитию является
гармонизация социально-экономических от
ношений, технологического и экологического
развития, т.е. достижение основного показателя
экологической цивилизации. «Можно считать,
что понятие «экологическая цивилизация» ха
рактеризует качественную специфику будущего
общества, его состояние, тогда как «устойчивое
развитие» – динамику этого общества, особен
ности его связей с природной средой» [7]. б Объективно этот процесс усиливает и дру
гая тенденция – изменение в соотношении сил в
мире, появление новых центров силы, которые
прежде активно не участвовали в таких между
народных переговорах. Прежде всего, речь идет
о новых политико-экономических гигантах –
Китае и Индии. Решение острейших экологических проблем
невозможно без смены политической филосо
фии правящих элит в большинстве государств,
отказа от реалистской политики и традиционной
ставки на силовые методы решения проблем в
пользу поиска компромиссов и сотрудничества
в интересах решения глобальных, общечелове
ческих, в т.ч. экологических проблем. Необходи
мо постоянное утверждение – политически и в
международном праве – обязательных гумани Таким образом, наиболее реалистичным
подходом к решению проблем низкой специ
фикации прав собственности на глобальные
общины и высоких транзакционных издержек
является международные переговоры и укреп
ление ценностей «экологической цивилизации». Русакова Юлия Анатольевна – аспирант МГИМО(У) МИД России. E-mail: vestnik@mgimo.ru. ТЕОРЕТИЧЕСКИЕ
АСПЕКТЫ АНАЛИЗА
МЕЖДУНАРОДНОЙ
ЭКОЛОГИЧЕСКОЙ
БЕЗОПАСНОСТИ Эта сверхтрудная задача сегодня кажется
иллюзорной, но время говорит в пользу того, что
она все настойчивее переходит из области фило
софско-гуманитарной в политико-прикладную. Как отмечают исследователи МГИМО, «сложив
шиеся обстоятельства диктуют необходимость
выработки единой общепланетарной стратегии
и синхронизированной политики развития, что
представляется чрезвычайно трудной задачей
в свете названных социально-экономических
различий между странами и регионами мира. Решению именно этой задаче и подчинена ди
пломатия устойчивого развития» [12]. О Преодоление «трагедии общин» связано с
интернализацией экстерналиев. «Методами ин
тернационализации внешних эффектов могут
быть всевозможные платежи, налоги и другие
рычаги как административного, так и эконо
мического характера» [6]. Интернализовать
негативные внешние эффекты можно путем
введения корректирующего налога (так назы
ваемого, налога Пигу) или путем приватизациий
общественных благ. Для решения экологических проблем и фор
мирования экологической мировой политики
необходимы как увеличение внимание к эко
логической проблематике на уровне государств,
так и создание прочных стабильных наднацио
нальных структур. Отдельное направление заключается в том,
что такие инициативы должны претендовать на
формирование новой системы ценностей. Для того, чтобы избежать экологической
катастрофы и сохранить природу для последу
ющих поколений человеку предстоит на основе
новых реалий преобразовать не только преиму
щественно разрушительный тип деятельности,
но и всю систему культурных ценностей. В настоящее время теоретически существует
три наднациональные модели, которые можно
взять за основу [10]. Первая модель – глобальная, использующая
все (или большинство) мировое сообщество, в
которой задействованы ведущие международ
ные институты, прежде всего ООН. На смену стратегиям, которые ориентиро
ваны исключительно на развитие экономики,
должна прийти стратегия, которая в центр ста
вит человека. Для этого важно правильно ис у
р
Применительно к такой глобальной пробле
ме как климат, очевидно, что позитивные ре 165 Список литературы Бобылев С.Н., Ходжаев А.Ш. Экономика природопользования. М.: Изд-во ИНФРА, 2004.с.84 2. Вернадский В.И. Научная мысль как планетное явление /Отв. Ред. А.Л.Яншин.- М.; Наука,1991 г. 2. Вернадский В.И. Научная мысль как планетное явление /Отв. Ред. А.Л.Яншин.- М.; Наука,1991 г. 3. Иностранная помощь: монография/ под общ. ред. Л.М. Капицы. М.: МГИМО-Университет, 2013. с.562. 4. Клюканова Л.Г. Экологический аспект интеграционных процессов в ЕС и СНГ (международно-правовой
анализ) / СПб.: Издательство Юридического института (Санкт-Петербург). 2001. р
щ
р ф
д
щ р д
ц
р
,
4. Клюканова Л.Г. Экологический аспект интеграционных процессов в ЕС и СНГ (международно-правовой
анализ) / СПб.: Издательство Юридического института (Санкт-Петербург). 2001. 4. Клюканова Л.Г. Экологический аспект интеграционных процессов в ЕС и СНГ (международно-правовой
анализ) / СПб.: Издательство Юридического института (Санкт-Петербург). 2001. 5. Кравченко С.А. Словарь новейшей социологической лексики: теории, понятия, персоналии (с англ. эквивалентами). М.: МГИМО(У), 2011. С. 364. 5. Кравченко С.А. Словарь новейшей социологической лексики: теории, понятия, персоналии (с англ. эквивалентами). М.: МГИМО(У), 2011. С. 364. 6. Макар С.В., Основы экономики природопользования. - М.: ИМПиЭ??? 7. Мамедов Н.М. Культурные предпосылки становления экологической цивилизации / Электронное
периодическое научное издание «Вестник Международной академии наук. Русская секция». 2012. № 1. 7. Мамедов Н.М. Культурные предпосылки становления экологической цивилизации / Электронное
периодическое научное издание «Вестник Международной академии наук. Русская секция». 2012. № 1. 8. Маркс, К. Сочинения / К. Маркс, Ф. Энгельс. - 2-е изд. - М.: Госполитиздат, 1961. Т. 20. С. 495-496. 9
П
Н В Р
К К Э
й
СПб И 8. Маркс, К. Сочинения / К. Маркс, Ф. Энгельс. - 2-е изд. - М.: Госполитиздат, 1961. Т. 20. С. 495-496. 9. Пахомова Н.В., Рихтер К.К., Экономика природопользования и охраны окружающей среды.- СПб.:Изд. 9. Пахомова Н.В., Рихтер К.К., Экономика природопользования и охраны окружающей среды.- С
СПбГУ, 2000. 10. Подберезкин А.И. «Национальный человеческий капиталъ»./ Т. II. Эволюция идеологии российской
политической элиты (1990-2011 гг.)/ Издательство «МГИМО-Университет», 2012. 10. Подберезкин А.И. «Национальный человеческий капиталъ»./ Т. II. Эволюция идеологии российской
политической элиты (1990-2011 гг.)/ Издательство «МГИМО-Университет», 2012. 11. Путин В.В. Новый интеграционный проект для Евразии – будущее, которое рождается сегодня //
Известия. 2011. 4 октября. 11. Путин В.В. Новый интеграционный проект для Евразии – будущее, которое рождается сегодня //
Известия. 2011. 4 октября. р
12. Экономическая дипломатия в условиях глобализации / под общ.ред. Л.М. Капицы. М.: МГИМО(У), 2010. 13. Gordon. The Economic Theory of a Common-Property Research: The Fishery 1954. 12. Экономическая дипломатия в условиях глобализации / под общ.ред. Л.М. Капицы. References 1. Bobylev S.N., Khodzhaev A.Ş. Environmental economics. Moscow: Publishing House INFRA, 2 2. Vernadsky V.I .Scientific Thought as a Planetary Phenomenon. Moscow.; Science, 1991. 3. Foreign aid: monograph / Ed. by L.M. Kapitsa. Moscow: MGIMO-University, 2013. 4. Klyukanova L.G. The environmental aspect of the integration process in the EU and the CIS (international
legal analysis) / SPb.: Publishing Law Institute (St. Petersburg). 2001. 5. Kravchenko S.A. Dictionary of contemporary sociological vocabulary: theories, concepts, personalities. Moscow, 2011. 364 p. 6. Makar S.V. Fundamentals of Environmental Economics. - M.: IMPiE. 7. Mamedov N.M. The cultural background of formation of ecological civilization / Electronic periodical
edition "Herald of the International Academy of Sciences. Russian Section". 2012. № 1. 8. Marx K. Works. 2nd ed. M oscow.: Gospolitizdat, 1961. Vol. 20. pp. 495-496. 9. Pakhomov N. Richter K.K., Environmental Economics and Environmental a medium, St. Petersburg. Univ. St. Petersburg State University, 2000. 9. Pakhomov N. Richter K.K., Environmental Economics and Environmental a medium, St. Petersburg. Univ. St. Petersburg State University, 2000. Padbyarozkin AI "National Human Capital". Vol. II. The evolution of the ideology of the Russian political eli
1990-2011 gg.). Moscow: MGIMO-University, 2012. 11. Putin VV. A new integration project for Eurasia - a future that is born today // Izvestia. 2011 Octob 12. Economic diplomacy in the conditions of globalization / under obsch. red. LM Kapitsa. M. 2010. 13. Gordon. The Economic Theory of a Common-Property Research: The Fishery 1954. 13. Gordon. The Economic Theory of a Common-Property Research: The Fishery 1954. 14. Hardin G. The Tragedy of the Commons // Science. December 13, 1968: Vol. 162 no. 3859 pp. 1243-1248
15. William Foster Lloyd. Population and Development Review Vol. 6, No. 3 (Sep., 1980), pp. 473-496 14. Hardin G. The Tragedy of the Commons // Science. December 13, 1968: Vol. 162 no. 3859 pp. 1243-1248
15. William Foster Lloyd. Population and Development Review Vol. 6, No. 3 (Sep., 1980), pp. 473-496 15. William Foster Lloyd. Population and Development Review Vol. 6, No. 3 (Sep., 1980), pp. 473-496 Об авторе усакова Юлия Анатольевна – аспирант МГИМО(У) МИД России. E-mail: vestnik@mgimo.ru. 166 Ю.А. Русакова Ю.А. Русакова THEORETICAL ASPECTS OF ANALYSIS OF INTERNATIONAL ENVIRONMENTAL
SECURITY Yu.A. Rusakova Moscow State Institute of International Relations (University), 76 Prospect Vernadskogo, Moscow,
119454, Russia. Abstract: International environmental security is a very hot contemporary issue of world politics,
which in a large part defines the future of our environment. Dealing with this issue is of outmost importance
since its failure will render all other issues and challenges as negligible. The article examines the theoretical
aspects of solving the problem of environmental security. In particular, it analyzes the problem of negative
social externalities, and the related concept of "tragedy of the commons." These problems create a
fundamental obstacle to the implementation of environmental security at the global level. Traditionally,
the problem of externalities in the environmental field have been approached economically, states and
their manufacturers were to pay for the externalities in the form of additional taxes. However, experience
shows that the economic tools of dealing with environmental security are not effective. The author suggests
alternative non-economic approaches: strengthening and developing the system of permanent institutions
of international negotiations on environmental security and promotion of environmental awareness. l
h
l
bl
bl
h
h
f h
l
l h l
h Solving the acute environmental problems is impossible without a change of the political philosophy
of the ruling elites in most states. Key words: ecological safety, realism, externalities, international negotiations, a new environmental
philosophy. Juliya A. Rusakova – post-graduate student (University) of the MFA of Russia. E-mail: vestnik@mgimo.ru. About the author 167
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English
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Chronic Kidney Disease, Fluid Overload and Diuretics: A Complicated Triangle
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PloS one
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cc-by
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Results Copyright: © 2016 Khan 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. Out of 312 patients, 64 (20.5%) were hypovolemic while euvolemia and hypervolemia were
observed in 113 (36.1%) and 135 (43.4%) patients. Overall 144 patients were using diuret-
ics among which 98 (72.6%) were hypervolemic, 35 (30.9%) euvolemic and 11 (17.2%)
were hypovolemic. The mean decline in estimated GFR of entire cohort was -2.5 ± 1.4 ml/
min/1.73m2 at the end of follow up. The use of diuretics was significantly associated with
decline in eGFR. A total of 36 (11.5%) patients initiated renal replacement therapy (RRT)
and need of RRT was more profound among diuretic users. Data Availability Statement: Individual data points
are available upon request due to ethical restrictions
by Medical Research Advisory Committee
[Jawatankuasa Etika Penyelidikan Manusia USM
(JEPeM-USM)] as stated in “Rule Number 3” (Privacy
and Confidentiality of data) of “Ethical
Considerations” and these rules are available on its
official website (www.jepem.kk.usm.my) by
downloading “Template for Research Protocol”. Furthermore, confidentiality of medical information of
patients is strictly required by ethical board and
following statement was also consented to the
patients during data collection. However, individual OPEN ACCESS Despite promising role of diuretics to manage fluid overload among chronic kidney disease
(CKD) patients, their use is associated with adverse renal outcomes. Current study aimed
to determine the extent of renal deterioration with diuretic therapy. Citation: Khan YH, Sarriff A, Adnan AS, Khan AH,
Mallhi TH (2016) Chronic Kidney Disease, Fluid
Overload and Diuretics: A Complicated Triangle. PLoS ONE 11(7): e0159335. doi:10.1371/journal. pone.0159335 RESEARCH ARTICLE Methods A total 312 non-dialysis dependent CKD (NDD-CKD) patients were prospectively followed-
up for one year. Fluid overload was assessed via bioimpedance spectroscopy. Estimated
GFR (eGFR) was calculated from serum creatinine values by using Chronic Kidney Dis-
ease- Epidemiology Collaboration (CKD-EPI) equation. Editor: Jaap A. Joles, University Medical Center
Utrecht, NETHERLANDS
Received: March 28, 2016
Accepted: June 30, 2016
Published: July 21, 2016 Editor: Jaap A. Joles, University Medical Center
Utrecht, NETHERLANDS Editor: Jaap A. Joles, University Medical Center
Utrecht, NETHERLANDS
Received: March 28, 2016
Accepted: June 30, 2016
Published: July 21, 2016 Editor: Jaap A. Joles, University Medical Center
Utrecht, NETHERLANDS Editor: Jaap A. Joles, University Medical Center
Utrecht, NETHERLANDS
Received: March 28, 2016
Accepted: June 30, 2016
Published: July 21, 2016 Yusra Habib Khan1,2*, Azmi Sarriff1, Azreen Syazril Adnan2*, Amer Hayat Khan1, Tauqeer
Hussain Mallhi1,2 1 Discipline of Clinical Pharmacy, School of Pharmaceutical Sciences, University Sains Malaysia, Penang,
11800, Malaysia, 2 Chronic Kidney Disease Resource Centre, School of Medical Sciences, Health Campus,
University Sains Malaysia, Kubang Kerain, 16150, Kelantan, Malaysia * yusrahabib@ymail.com (YHK); drazreenadnan@gmail.com (ASA) * yusrahabib@ymail.com (YHK); drazreenadnan@gmail.com (ASA) a1111 Chronic Kidney Disease, Fluid Overload and
Diuretics: A Complicated Triangle Yusra Habib Khan1,2*, Azmi Sarriff1, Azreen Syazril Adnan2*, Amer Hayat Khan1, Tauqe
Hussain Mallhi1,2 Introduction data points can be provided to the researchers who
meet the criteria for access to confidential data via
approval from the Medical Research Advisory
Committee and the Chronic Kidney Disease
Resource Center, School of Medical Sciences
University Sains Malaysia; contact person (In-charge
Data and Records) zamli@usm.my. Chronic kidney disease (CKD) is a global health concern that substantially increases the risk of
mortality and the use of specialized health care [1]. Progressive loss of renal function causes
reduced sodium filtration and inappropriate suppression of tubular reabsorption that ulti-
mately lead to volume expansion [2]. Fluid overload frequently manifests in patients with mod-
erate to particularly late stages of CKD and has been associated with hypertension, congestive
heart failure (CHF), left ventricular hypertrophy (LVH) as well as edema. In such cases, diuret-
ics are frequently prescribed to control blood pressure and for symptomatic relief of fluid over-
load [3, 4]. However, the role of diuretics remains quite controversial in CKD patients. Apart
from their beneficial effects, these agents also decrease glomerular filtration rate (GFR) and
cause metabolic disturbances that in turn increases risk of cardiovascular events [5, 6]. Funding: The authors have no support or funding to
report. Funding: The authors have no support or funding to
report. Competing Interests: The authors have declared
that no competing interests exist. Competing Interests: The authors have declared
that no competing interests exist. Various guidelines suggest the use of loop (GFR<30ml/min/1.73m2) and thiazide diuretics
(GFR >30ml/min/1.73m2) in CKD patients [7]. Unfortunately, randomized controlled trials
demonstrating clinical benefits and subsequent harms of diuretic therapy in mild to moderate
CKD patients do not exist. Observational studies with small sample size and short duration
have shown that diuretics decrease blood pressure (BP) and improve edema in CKD patients
but their use, particularly at higher doses, is associated with rise in serum creatinine and several
metabolic complications [4,8–9]. The clinical assessment of fluid overload is relatively difficult and diuretics are mostly pre-
scribed in clinical settings on the basis of high blood pressure and physical signs of edema. Although edema can roughly estimate excess extravascular volume but it is of limited value in
assessing excess intravascular volume. Moreover, several liters of water should be retained
before physical signs of edema become visible [10]. Other techniques to assess fluid status
include ultrasonic evaluation of inferior vena cava diameter but it is subjected to interpatient
and interoperator variability. Methodology Study location and Participants Diuretics Use in Chronic Kidney Disease Introduction Biomarkers such as brain natriuretic peptide (BNP) and N-termi-
nal pro brain natriuretic peptide (NT-pro BNP) can reflect changes in fluid status but both are
influenced by presence of cardiovascular disease (CVD) and are also accumulated in CKD
patients, rendering these methods inappropriate for evaluation of fluid status in CKD patients
[11]. Recently few studies have used bioimpedance spectroscopy i.e. Body Composition Monitor-
ing (BCM) for assessment of fluid status in CKD patients and have shown association of fluid
overload with decline in renal function in non-dialysis dependent (NDD) CKD patients [2, 11–
13]. However, all except one have not addressed the use of diuretics and its association with
both volume overload and decline in renal function [4]. In order to overcome this clinical
issue, we conducted a prospective observational study to assess association of diuretics use with
severity of fluid overload and loss of renal function/decline in eGFR. The purpose of current
study was not to devalue the potential benefits of diuretic therapy among CKD patients. We
intended to see the extent of eGFR decline and odds of RRT initiation among NDD-CKD
patients receiving diuretics. The findings of the present study could be hypothesis-generating,
forming evidence to be considered during future research. Conclusions The use of diuretics was associated with adverse renal outcomes indicated by decline in
eGFR and increasing risk of RRT initiation in our cohort of NDD-CKD patients. Therefore, it
is cautiously suggested to carefully prescribe diuretics by keeping in view benefit versus
harm for each patient. 1 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Ethical consideration Current study was approved by ethical committee [Jawatankuasa Etika Penyelidikan-Manusia
(JEPeM] of Hospital University Sains Malaysia. All the patients were asked to sign a consent
form before participating in study. Identity of each patient was kept confidential and patients
were anonymized during data analysis. Study location and Participants Current study was conducted at a tertiary care hospital in North-Eastern part of Malaysia. All
patients visiting outpatient nephrology clinic with confirm diagnosis of CKD (stage 3 to 5ND
i.e. non dialysis) according to K/DOQI were invited to participate in the study. Subjects with
active infection, decompensated liver disease (liver cirrhosis, ascites), acute kidney injury and 2 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Diuretics Use in Chronic Kidney Disease Fig 1. Methodological flow chart of study. doi:10.1371/journal.pone.0159335.g001 Fig 1. Methodological flow chart of study. doi:10.1371/journal.pone.0159335.g001 Fig 1. Methodological flow chart of study. doi:10.1371/journal.pone.0159335.g001 doi:10.1371/journal.pone.0159335.g001 autoimmune disorders i.e. systemic lupus erythematous (SLE) were excluded on account of
rapid decline in eGFR (>5ml/min/1.73m2). Moreover, participants with pregnancy, malignan-
cies, prosthesis, pacemakers, implanted metal devices (vales, stents or sutures), disabilities and
impaired skin integrity were excluded from study due to pre- requirements of BCM (Fig 1). Subjects with uncontrolled hypertension (BP >180/110 mmHg), urinary tract obstruction,
unstable CKD (having >15% increase in serum creatinine over last 3 months), congestive
heart failure, allergy to sulfa drugs and using diuretics or NSAIDs at the time of beginning of
study were excluded at the preliminary stage (before physical examination) of patient
recruitment. autoimmune disorders i.e. systemic lupus erythematous (SLE) were excluded on account of
rapid decline in eGFR (>5ml/min/1.73m2). Moreover, participants with pregnancy, malignan-
cies, prosthesis, pacemakers, implanted metal devices (vales, stents or sutures), disabilities and
impaired skin integrity were excluded from study due to pre- requirements of BCM (Fig 1). Subjects with uncontrolled hypertension (BP >180/110 mmHg), urinary tract obstruction,
unstable CKD (having >15% increase in serum creatinine over last 3 months), congestive
heart failure, allergy to sulfa drugs and using diuretics or NSAIDs at the time of beginning of
study were excluded at the preliminary stage (before physical examination) of patient
recruitment. Diuretics Use in Chronic Kidney Disease using one single calibrated manual sphygmomanometer. Comorbidities were defined as follow:
diabetes; repeated determination of fasting plasma glucose (>6.4mmol/L), high blood pressure;
an average systolic/diastolic blood pressure of 140/90mm Hg or prescription of anti-hyper-
tensive medications, hyperlipidemia; low density lipoprotein (LDL)level of >100 mg/dl and
cholesterol level >200mg/dl, Cardiovascular disease (CV); CV disease includes coronary artery
disease or ischemic heart disease (blockage of coronary artery by artherosclerosis that results in
reduced blood supply to heart) and includes stroke, angina and myocardial infarction. Body
mass index (BMI) was subsequently calculated as weight/height (kg/m2). Following an over-
night fasting, 5 ml of blood was withdrawn to measure full blood count, serum creatinine, cal-
cium, phosphorous, albumin and lipid profile. Estimated GFR (eGFR) was calculated from
serum creatinine values by using Chronic Kidney Disease- Epidemiology Collaboration
(CKD-EPI) renal function predictive equation [14]. Severity of leg edema was graded on a
4-point scale as: 0 (none), 1 (mild), 2 (moderate), 3 (severe) via assessment chart used in hospi-
tal. After routine examination, patient then underwent measurement of fluid status by means
of Bioimpedance spectroscopy followed by their scheduled check-up at clinic. Both patients
and consulting physicians were unaware of BCM results. Prescription of diuretics was then
checked via Hospital online prescription database by entering patient code. All patients were
followed up at outpatient nephrology clinic at 3 months interval to ascertain vital status and
renal function for a period of one year. Measurement of Fluid status A multi frequency (5–1000kHz) bioimpedance spectroscopy device (Body composition Moni-
tor, BCM, Fresenius Medical Care, Germany) was used to assess fluid status. The principle of
measuring current flow through body is dependent on applied frequency. At low frequencies,
current predominantly passes through extracellular space while at higher frequencies it passes
through both intracellular and extracellular water. This device has been intensively validated
against different gold standards in general and hemodialysis population [10,15,16]. However
few studies have shown its validation in NDD-CKD population [11–13,17]. The measurements
were performed after a 5 minute resting period with patient lying in the supine position. Elec-
trodes were attached to one foot and one hand at the ipsilateral side. Metal and electronic
devices that might interact with transmission were removed before start of procedure. Further-
more, the procedure was performed after ensuring that patient had not consumed a heavy
meal at least within 4 to 5 hour, had not exercised within 12 hours prior to test and had not
consumed any beverages including alcohol and caffeine within 24 hours before the test. In the
present study, absolute overhydration/fluid overload (OH), intracellular water (ICW), extracel-
lular water (ECW) and total body water (TBW) were calculated based on bioelectrical imped-
ance analysis following the model of Moissl et al [18]. The value of overhydration (OH) as
calculated by BCM was used as an indicator of fluid overload. In general population, the 90th
percentile of OH is +1.1 L. Accordingly, OH > 1.1L was classified as fluid overload (hypervole-
mia). Hypovolemia was defined as OH value lower than 10th percentile -1.1 L. An OH value
between ± 1 was defined as euvolemia i.e. normal hydration status [19, 20]. Bioimpedance anal-
ysis (BIA) was done twice i.e. at the time of beginning of study and at the end of follow-up (1
year). Data collection Patient demographics were recorded from hospital database and by in person interviewing. A
physical examination was performed to measure height, weight and blood pressure. Blood
pressure was recorded as mean of three consecutive measurements with 5 minutes interval, 3 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Results Baseline demographics and clinical characteristics of study participants for each category of
fluid status are shown in Table 1. After applying exclusion criteria, a total of 312 clinically sta-
ble NDD-CKD patients (mean age 64.5 ± 6.43, 57% male) were enrolled in current study. All
patients had moderate to severe CKD with mean eGFR 21.4 ± 9.2 ml/min/1.73 m2 (32%, 36%
and 31% in CKD stage 3, 4, 5ND respectively). About 81% of study participants were hyperten-
sive and 64% were diabetics. Pre-existing and documented cardiovascular and cerebrovascular
disease were noted in 29% and 10% patients, respectively. Distribution of absolute overhydration (OH) in entire cohort is shown in Fig 2. On the basis
of OH value, 64 (20.5%) patients were hypovolemic while euvolemia and hypervolemia were
observed in 113 (36.2%) and 135 (43.3%) patients, respectively. Majority of the hypovolemic
and euvolemic patients belonged to CKD stage 3 followed by CKD stage 4 while CKD stage 5
was more prevalent in hypervolemic group. Hyperlipidemia was found to be equally distrib-
uted among three categories of fluid status while all other comorbidities were more prevalent
among hypervolemic patients. With the exception of β blockers, there was statistically signifi-
cant difference in medication use of three groups, with hypervolemic patients receiving more
medications than the two other groups. Inter-comparison between three groups showed that
there was a step-wise increase in levels of extracellular water, total body water, systolic blood
pressure, urinary protein excretion, glycated hemoglobin, serum uric acid, blood urea nitrogen
(BUN) and leg edema score from hypovolemic to hypervolemic group. On the other hand, a
stepwise decline was observed in lean tissue mass, serum hemoglobin, cholesterol and albumin
from hypervolemic to hypovolemic group. Diuretics Use in Chronic Kidney Disease total number of patients served as denominator. Relevant denominator was stated before pro-
portion, where it varied. Comparison of categorical variables between two groups was done by
using Chi-Square test (if at least 80 percent of cells have expected frequencies of 5 or more) or
Fisher`s Exact test (if less than 80 percent of cells have expected frequencies of 5 or more). Comparison of continuous variables was done by a Student’s t-test when comparing two
groups and by ANOVA when comparing more than two groups. Decline in kidney function
was assessed by eGFR slope, defined as regression coefficient between eGFR and time. Univariate correlation between eGFR decline and potential explanatory variables was
assessed by Pearson Correlation analysis. Correlations were analyzed to determine strength of
relationship between continuous variables. Significant variables in univariate were then entered
into multivariate regression analysis to identify variables that are independently associated
with decline in eGFR. By keeping overhydration (OH), blood pressure and baseline eGFR as
continuous variable, univariate and multivariate cox regression analysis was done to find haz-
ard ratio (HR) of diuretic users and non-users in terms of adverse renal outcomes (initiation of
RRT, decline in eGFR). For all analysis a p-value of <0.05 was considered statistically signifi-
cant. All categorical data were entered by coding 0 indicating absence/ no while 1 showing
presence/yes. Data were analyzed by using SPSS 20.0.0. Statistical analysis The accordance of quantitative data with normal distribution was examined with the Kolmo-
gorov-Smirnov test. Continuous data were presented as mean (standard deviation). Categorical
data were presented as frequency (proportion) for which frequency served as numerator and 4 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Diuretics Use in Chronic Kidney Disease Table 1. Clinical characteristics of CKD patients stratified by OH values. Diuretics and Fluid Overload A total of 153 (49.0%) patients received diuretics based on physician assessment of leg edema,
blood pressure and cardiovascular complications. During follow-up period, diuretics were dis-
continued in 9 patients for clinical reasons; therefore these patients were excluded from final
analysis leaving 144 (46.1%) patients receiving diuretics until end of follow-up. Baseline eGFR
of patients receiving diuretics versus non-users is shown in Table 2. Out of 144 patients pre-
scribed with diuretics, majority of the patients (72.6%) were hypervolemic while euvolemia and 5 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Demographics
Overall N = 312
Hypovolemic N = 64
Euvolemic N = 113
HypervolemicN = 135
p-value
Age (years)
64.5 ± 6.43
67.0 ± 7.68
62.3 ± 5.81
65.1 ± 6.73
0.2
Male gender
178 (57.0%)
28 (43.8%)
57 (50.4)%
93 (68.9%)
0.001
Body mass index (kg/m2)
24.1 ± 5.4
24.3 ± 3.8
23.7 ± 3.8
24.6 ± 3.9
0.5
Current Smoker
96 (30.7%)
20 (31.2%)
27 (23.8%)
49 (36.2%)
0.1
Current alcohol drinkers
0
0
0
0
Comorbidities
Hypertension
252(80.7%)
44(68.7%)
89(78.7%)
119(88.1%)
0.01
Diabetes mellitus
200 (64.1%)
28 (43.7%)
66 (58.4%)
106 (78.5%)
<0.001
Hyperlipidemia
166 (53.2%)
35 (54.6%)
55 (48.6%)
76 (56.2%)
0.8
Cardiovascular disease
90 (28.8%)
14 (21.8%)
30 (26.5%)
46 (34.0)%
0.04
Cerebrovascular disease
33 (10.6%)
3.0 (4.6%)
12 (10.6%)
20 (14.8%)
0.003
CKD staging
Stage 3
101 (32.4%)
34 (53.1%)
50 (44.2%)
17 (12.6%)
<0.001
Stage 4
113 (36.2%)
22 (34.4%)
42 (37.2%)
49 (36.3%)
0.03
Stage 5ND (non-dialysis)
98 (31.4%)
8.0 (12.5%)
21 (18.6%)
69 (51.1%)
<0.001
eGFR ml/min/1.73m2
21.4 ± 9.2
27.1 ± 9.9
27.0 ± 10.3
16.4 ± 9.6
0.03
Systolic BP(mmHg)
140.4 ± 21.3
133.5 ± 15.4
138.2 ± 18.7
147.8 ± 10.1
<0.001
Diastolic BP(mmHg)
74.5 ± 10.1
75.4 ± 9.1
73.3 ± 10.3
75.2 ± 11.4
0.6
Leg edema score>1
72 (23.0%)
3 (4.6%)
13 (11.5%)
56 (41.4%)
<0.001
Body composition parameters
Lean tissue index(kg/m2)
13.9 ± 3.1
14.2 ± 2.8
13.5 ± 2.5
13.8 ± 2.7
0.04
Fat tissue index (kg/m2)
9.6 ± 3.5
10.3 ± 4.1
9.7 ± 3.8
9.4 ± 3.5
0.07
Total body water (TBW) L
34.9 ± 5.4
33.0 ± 5.8
34.3 ± 5.6
37.4 ± 7.6
0.001
Intracellular water (ICW) L
18.2 ± 3.4
17.6 ± 3.4
18.4 ± 3.3
18.5 ± 4.2
0.7
Extracellular water(ECW) L
16.7 ± 3.7
15.4 ± 2.4
15.9 ± 2.9
18.9 ± 4.1
<0.001
ECW: ICW ratio
0.91 ± 0.2
0.87 ± 0.2
0.86 ± 0.2
1.02 ± 0.2
0.001
Fluid overload (OH) L
1.0 (0.5–2.3)
-1.6 (-1.2 - -2.3)
1.0(-0.4–0.9)
2.9 (2.2–4.2)
<0.001
Laboratory profile
Na (mmol/L)
138.54 ± 3.35
138 ± 3.4
138.40 ± 3.2
140.67 ± 3.0
0.4
K (mmol/L)
4.36 ± 0.53
4.36±0.59
4.32 ± 0.48
4.96 ± 0.45
0.3
Urea (mmol/L)
10.21 ± 5.77
8.81 ± 3.69
8.84 ± 4.78
12.07 ± 6.31
0.04
Uric acid (mg/dl)
7.9 ± 1.5
7.6 ± 1.4
7.9 ± 1.9
8.2 ± 1.8
0.02
Ca-phosphate product (mg2/dl2)
37.3
37.7
36.5
37.9
0.6
Albumin (g/dl)
4.2 ± 0.4
4.4 ± 0.5
4.3 ± 0.6
4.0 ± 0.3
0.03
Fasting blood sugar (g/dl)
101
101
99
106
0.4
Glycated hemoglobin (%)
5.7
5.6
5.6
6.1
0.03
Cholesterol (mg/dl)
182 (155–212)
188 (164–216)
183 (160–212)
175 (141–204)
0.03
Triglycerides (mg/dl)
119 (83–169)
126 (90–167)
109 (80–172)
115 (75–161)
0.425
Urine protein >1+ *
162 (51.9%)
25 (39.0%)
48 (42.5%)
89 (65.9%)
<0.001
Medication
Beta blockers (BB)
110 (35.3%)
18 (28.1%)
38 (33.6%)
54 (40%)
0.318
Calcium channel blockers (CCB)
190 (60.9%)
26 (40.6%)
60 (53.1%)
104 (77%)
0.02
RAAS blockers
177 (56.7%)
24 (37.5%)
63 (55.8%)
90 (66.6%)
0.04
Diuretics Therapy
144 (46.1%)
11 (17.2%)
35 (30.9%)
98 (72.6%)
Mono Diuretic therapy
108 (34.6%)
11 (14%)
35 (32.7%)
62 (45.9%)
• Loop diuretics
69 (22.1%)
7 (10.9%)
10 (8.8%)
52 (38.5%)
• Thiazide Diuretics
39 (12.5%)
4 (6.3%)
25 (22.1%)
10 (7.4%)
(Continued) Table 1. Diuretics Use in Chronic Kidney Disease Table 1. (Continued)
Demographics
Overall N = 312
Hypovolemic N = 64
Euvolemic N = 113
HypervolemicN = 135
p-value
Multiple diuretic therapy
36 (11.5%)
0
0
36 (15.6%)
Values of categorical variables are presented as percentages (%) whereas continuous variables are shown as mean ± SD or median with interquartile range. P-value for continuous variables is calculated by one way ANOVA or Kruskal-Wallis H test, as appropriate, p-value for categorical variables is calculated by
X2 test
P-value are calculated by comparing three groups (hypovolemic, hypervolemic and euvolemic)
*Assessment of urine protein was done via dipstick test
Mono diuretic therapy: either loop or thiazide diuretic, Multiple diuretic therapy: concomitant use of more than one diuretic
RAAS: renin-angiotensin aldosterone system blockers (include ACEI &ARBS)
doi:10 1371/journal pone 0159335 t001 doi:10.1371/journal.pone.0159335.t001 hypovolemia were observed in 35 (30.9%) and 11 (17.2%) patients, respectively. Loop diuretics
were predominantly prescribed in hypervolemic patients [52 (38.5%)] while thiazide diuretics
were received by euvolemic patients [25 (22.1%)]. Multiple diuretic therapies were observed in
36 (15.6%) patients and all of them were hypervolemic. Clinical characteristics of CKD patients stratified by OH values. PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 6 / 13 Diuretics Use in Chronic Kidney Disease Table 2. Baseline value of eGFR in different fluid status categories with respect to diuretic use. Fluid status category
eGFR ml/min/1.73m2 Diuretics users
eGFR ml/min/1.73m2 Diuretics non-users
P-value
Hypovolemic
28.9 ± 9.6
28.5 ± 10.1
0.26
Euvolemic
28.4 ± 10.8
29.8 ± 11.1
0.07
Hypervolemic
19.9 ± 8.2
21.5 ± 8.4
0.42
doi:10 1371/journal pone 0159335 t002 Table 2. Baseline value of eGFR in different fluid status categories with respect to diuretic use. to multivariate regression analysis in order to find out independent determinants of GFR to multivariate regression analysis in order to find out independent determinants of GFR
decline (Table 4). Systolic blood pressure, Diabetes mellitus, fluid overload, proteinuria, diuret-
ics use and baseline eGFR were found to be significantly associated with GFR decline in current
study. to multivariate regression analysis in order to find out independent determinants of GFR
decline (Table 4). Systolic blood pressure, Diabetes mellitus, fluid overload, proteinuria, diuret-
ics use and baseline eGFR were found to be significantly associated with GFR decline in current
study. Renal replacement therapy (RRT) was initiated in 36 (11.5%) patients at the end of follow-
up period. It is worthwhile to mention that among patients who initiated RRT, 30 patients
were using diuretics. Majority of these patients (n = 28) initiated hemodialysis while peritoneal
dialysis was chosen by 8 patients. With respect to CKD staging, out of 36 patients who pro-
gressed to RRT, 19 (63.3%) belonged to CKD stage 5 while 11 patients (36.7%) had CKD stage
4. Fortunately, none of the patient in CKD stage 3 initiated RRT. Mortality was observed in
two cases and it is interesting to note that these patients belonged to CKD stage 5 hypervolemic
group receiving diuretic therapy. Cardiogenic shock was the documented cause of fatality in
both cases. We did not observe any death among patients with CKD stage 3 and stage 4. We further performed multivariate regression analysis to evaluate risk of initiation of dialy-
sis and eGFR decline with respect to diuretic use. The unadjusted and adjusted risk of com-
mencing RRT in diuretic users and non-users is shown in Table 5. Regardless of fluid status
category, diuretic users had increased risk of RRT initiation and eGFR decline than non-users. Clinical Outcomes In order to assess the impact of diuretics on clinical outcomes of patients, we categorized
patients on the basis of diuretic use (Table 3) and assessed outcomes in terms of decline in
eGFR, initiation of RRT and death. At the end of follow-up, the mean decline in eGFR of entire
cohort was -2.5 ± 1.4 ml/min/1.73m2. Inter-comparison between diuretic users and non-users
showed that decline in eGFR and initiation of RRT were more profound among diuretic users
compared to non-users (Table 3). Possible and well documented progression factors of GFR decline along with diuretic use
were tested by Pearson`s correlation. Factors that showed significant correlation were subjected Fig 2. Distribution of absolute overhydration (0H) in 312 NDD-CKD patients, ranging between -2.1–4.4
L (82± 1.79). d i 10 1371/j
l
0159335 002 Fig 2. Distribution of absolute overhydration (0H) in 312 NDD-CKD patients, ranging between -2.1–4.4
L (82± 1.79). doi:10.1371/journal.pone.0159335.g002 doi:10.1371/journal.pone.0159335.g002 7 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 p-value calculated by student t-test for continuous variables and chi-square test for categorical variables between diuretic users and non-users
S-cr: serum creatinine, ΔeGFR: change in estimated glomerular filtration rate. RRT: renal replacement therapy Diuretics Use in Chronic Kidney Disease Table 4. Determinants of eGFR decline in entire cohort (n = 312). Variables
Univariate
Multivariate
Beta Coefficient (β)
R2
p-value
Beta Coefficient (β)
R2
Incremental R2
p-value
Age
-0.358
0.128
<0.001
-0.241
0.058
0.058
0.067
Male sex
-0.517
0.267
0.001
-0.283
0.080
0.136
0.082
Smoking
0.224
0.050
0.081
0.137
0.018
0.006
0.253
Systolic Blood pressure
-0.530
0.281
0.003
-0.368
0.135
0.104
0.012
Diabetes mellitus
-0.715
0.511
<0.001
-0.427
0.182
0.123
0.005
Cardiovascular disease
-0.217
0.047
<0.001
-0.092
0.008
0.042
0.142
Hyperlipidaemia
0.364
0.132
0.083
0.211
0.044
0.003
0.360
Fluid overload (OH)
-0.792
0.627
0.001
-0.497
0.247
0.122
0.003
Proteinuria
-0.699
0.489
<0.001
-0.562
0.315
0.041
<0.001
Diuretics
-0.583
0.340
<0.001
-0.384
0.147
0.062
0.016
Baseline eGFR
0.738
0.545
<0.001
0.544
0.295
0.071
<0.001 Table 4. Determinants of eGFR decline in entire cohort (n = 312). Multivariate Model R2 = 0.768 Multivariate Model R2 = 0.768 Dichotomous variables: male sex (0: female/1: male), smoking (0: non-smokers/1: smokers), diabetes mellitus (0: absent/1: present), cardiovascular disease
(0: absent/1: present), Hyperlipidemia (0: absent/1: present), Proteinuria (0: absent/1: present), diuretics (0: non-users/1: users)
Multivariate regression analysis was performed by enter method Dichotomous variables: male sex (0: female/1: male), smoking (0: non-smokers/1: smokers), diabetes mellitus (0: absent/1: present), cardiovascular disease
(0: absent/1: present), Hyperlipidemia (0: absent/1: present), Proteinuria (0: absent/1: present), diuretics (0: non-users/1: users)
Multivariate regression analysis was performed by enter method doi:10.1371/journal.pone.0159335.t004 hypervolemic indicating approximately half of NDD-CKD patients are not getting adequate
care, despite of their regular visits to nephrology clinic where much attention is paid to volume
status. These findings suggest that current clinical and technical tools for aiding physicians to
diagnose fluid status and achieve euvolemia are not sufficient. An additional non-invasive tool
such as BCM can be useful for routine clinical use in hospitals and would effectively aid diag-
nosis of fluid overload in NDD-CKD patients. A total of 144 (46.1%) patients received diuretics at baseline. Apart from management of
hypertension and peripheral edema, diuretics are prescribed to control fluid overload [3]. It is
interesting to note that diuretics were found to be associated with adverse renal outcomes in
our study cohort. Poor renal outcomes among diuretic users might be contributed to several
factors. Firstly, maximum diuretic use was observed in hypervolemic patients. As evident from
the term “hypervolemia”, these patients were having higher ECW as compared to the other
two groups. Discussion Current study evaluated fluid status in a cohort of 312 NDD-CKD patients by using noninva-
sive technique of bioimpedance spectroscopy (BIS). By using cutoff values of absolute overhy-
dration (OH), study subjects were divided into 3 categories of fluid status i.e. hypovolemia,
euvolemia and hypervolemia. A total of 135 (43.2%) patients met the definition criteria of
hypervolemia that is less than to what reported in different studies. Reason for low prevalence
of hypervolemia in our study might be attributed to difference in cutoff values of fluid overload. On the basis of absolute OH range (0.9–4.1L), maximum prevalence of hypervolemia (65%)
was reported by Tsai et al [12]. We did not include 0.9 to 1.1 L in our cutoff range. Similarly in
other studies hypervolemia was reported to be 52% and 54.6% based on OH > 7% and OH/
ECW 0.15 respectively [11, 13]. Although the prevalence of hypervolemia reported in our
study is less than to what reported in other studies, still 43% of our study subjects were Table 3. Comparison of outcomes between diuretic users and non-users. Outcomes
Total cohort N = 312
Diuretic users N = 144
Non-users N = 168
p-value
S-cr measurements
4 (3–7)
5 (3–7)
5 (3–7)
eGFR
23.7±7.1
22.3 ± 7.4
25.1 ± 6.8
<0.001
ΔeGFR (ml/min/1.73m2)
-2.5±1.4
-3.5 ± 1.6
-1.6 ± 0.77
0.02
RRT
36 (11.5%)
30 (20.8%)
6 (3.5%)
<0.001
Death
2 (0.6%)
2 (1.4%)
0 Table 3. Comparison of outcomes between diuretic users and non-users. Outcomes
Total cohort N = 312
Diuretic users N = 144
Non-users N = 168
p-value
S-cr measurements
4 (3–7)
5 (3–7)
5 (3–7)
eGFR
23.7±7.1
22.3 ± 7.4
25.1 ± 6.8
<0.001
ΔeGFR (ml/min/1.73m2)
-2.5±1.4
-3.5 ± 1.6
-1.6 ± 0.77
0.02
RRT
36 (11.5%)
30 (20.8%)
6 (3.5%)
<0.001
Death
2 (0.6%)
2 (1.4%)
0
p-value calculated by student t-test for continuous variables and chi-square test for categorical variables between diuretic users and non-users
S-cr: serum creatinine, ΔeGFR: change in estimated glomerular filtration rate. RRT: renal replacement therapy
doi:10.1371/journal.pone.0159335.t003 Table 3. Comparison of outcomes between diuretic users and non-users. PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 8 / 13 Continuous variables: age, systolic blood pressure, fluid overload, baseline eGFR Continuous variables: age systolic blood pressure fluid overload baseline eGFR g
y
p
Dichotomous variables: male sex (0: female/1: male), smoking (0: non-smokers/1: smokers), diabetes mellitus (0: absent/1: present), cardiovascular disease
(0: absent/1: present), Hyperlipidemia (0: absent/1: present), Proteinuria (0: absent/1: present), diuretics (0: non-users/1: users)
Multivariate regression analysis was performed by enter method stolic blood pressure, fluid overload, baseline eGFR Continuous variables: age, systolic blood pressure, fluid overload, baseline eGFR Multivariate Model R = 0.768 Hypervolemia itself causes eGFR decline by independently effecting vascular and
endothelial cells leading to artheosclerosis and arterial stiffness [21]. Moreover, fluid over-
loaded patients have increased extravascular volume and decreased intravascular volume Table 5. Hazard ratio of diuretic users and non-users in relation to renal outcomes. Renal outcomes
Unadjusted univariate HR (95% CI)
p-value
Adjusted multivariate HR (95% CI)
p-value
Initiation of RRT
Non-users (Reference)
1
1
Diuretic users
3.4 (1.29–2.56)
<0.001
2.5 (1.69–3.12)
0.03
Decline in eGFR
Non-users (Reference)
1
1
Diuretic users
5.6 (2.57–4.83)
<0.001
3.8 (2.32–4.61)
0.01
Model adjusted for fluid status, systolic BP, baseline eGFR as continuous variable
CV disease, proteinuria, diabetes mellitus were adjusted as categorically
doi:10.1371/journal.pone.0159335.t005 Table 5. Hazard ratio of diuretic users and non-users in relation to renal outcomes. Renal outcomes
Unadjusted univariate HR (95% CI)
p-value
Adjusted multivariate HR (95% CI)
p-value
Initiation of RRT
Non-users (Reference)
1
1
Diuretic users
3.4 (1.29–2.56)
<0.001
2.5 (1.69–3.12)
0.03
Decline in eGFR
Non-users (Reference)
1
1
Diuretic users
5.6 (2.57–4.83)
<0.001
3.8 (2.32–4.61)
0.01
Model adjusted for fluid status, systolic BP, baseline eGFR as continuous variable
CV disease, proteinuria, diabetes mellitus were adjusted as categorically Table 5. Hazard ratio of diuretic users and non-users in relation to renal outcomes. PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 9 / 13 Diuretics Use in Chronic Kidney Disease leading to decrease blood flow towards kidney [22, 23]. In addition, a recent study has shown
strong association between fluid overload and proteinuria. As proteinuria significantly causes
decline in eGFR, this might add to another possibility of poor renal outcomes in hypervolemic
patients [24]. Secondly, systolic blood pressure (SBP) was significantly higher among these
patients causing more use of other classes of anti-hypertensives. Both RAAS and CCB alter
intra-glomerular hemodynamics leading to nephrotoxicity [25, 26]. However, the attribution
of hypervolemia, proteinuria, higher SBP and use of anti-hypertensives was adjusted in all sta-
tistical analysis (Tables 3–5). Despite adjustment of these confounders, diuretics were found to
be independently associated with poor renal outcomes indicated by decline in eGFR and initia-
tion of RRT in NDD-CKD patients (Tables 4 and 5). Previously, a number of evidences have reported that diuretic therapy is either detrimental
to renal function or it significantly allows quantifiable renal impairment [4, 9, 27]. Secondary
analysis of major hypertensive trials have shown that diuretics cause significant increase in
serum creatinine values [28–30]. Data analysis of NHANES III survey reported that increase
creatinine level is directly proportional to diuretic prescriptions [31]. Similar results were
reported by Hawkins and Houston in their retrospective analysis of United States Renal Data
System (USRDS). By using data fusion methodology, authors found that increase diuretic dis-
tribution is directly associated with ESRD incidence [32]. Similar few small sample size obser-
vational studies conducted in CKD patients have also reported rise in serum creatinine with
diuretic use [9]. To the best of our knowledge, our study is first hospital based clinical study demonstrating
association of diuretic use with decline in eGFR and initiation of RRT in NDD-CKD patients. The exact mechanism by which diuretics cause renal injury is not clear. Apart from metabolic
disturbances, diuretics directly cause apoptosis in distal tubular cells of nephron [33]. Hypoka-
lemia that is the major metabolic disturbance of both thiazide and loop diuretics leads to renal
hypertrophy and tubulointerstitial fibrosis. Concomitant administration of more than one
diuretic causes massive volume loss that results in renal vasoconstriction with increased tubular
uptake of sodium chloride (NaCl) and decreased urine output (UO). Prolonged vasoconstric-
tion then leads to tubular dysfunction and necrosis [34]. Moreover, co-administration of
diuretics with other anti-hypertensives especially vasodilators (calcium channel blockers)
results in rapid fluctuations of BP causing pre-renal azotemia [33]. The purpose of current study is not to the challenge the potential benefits of diuretics in
NDD-CKD patients. There is a well reported evidence for potential benefits of diuretics as not
only anti-hypertensive agents but they also significantly reduce risk of cardiovascular and cere-
brovascular diseases. However, we made an attempt to highlight the potential risks of diuretics
with an intent to underscore clinicians’ attention towards dark side of diuretic therapy that can
be potentially fatal for patients in long run. Need of the hour is careful selection of hypervole-
mic NDD-CKD patients where benefit of using diuretic therapy outweighs subsequent risks
and use of other equally rational treatments (CCB, RAAS blockers). Diuretics Use in Chronic Kidney Disease that BCM gives appropriate results of fluid status in CKD patients. Furthermore, fluid overload
might lead to underestimation of creatinine levels and therefore gives misleading creatinine
values in hypervolemic patients. Use of diuretics was recorded categorically, not as time vary-
ing dose of medication. Our study lacks information regarding salt consumption and dietary
intake, as both of them affect fluid status and diuretic efficacy; therefore it might affect study
results. Lastly, the follow-up period was only 12 months. A longer follow-up period will give
better understanding of outcomes of diuretics especially in terms of decline in eGFR and dis-
ease progression. Despite mentioned limitations, current study is strengthened by its prospec-
tive nature and being first study in Asia that shows association between diuretic use and
decline in renal function in clinical settings. Author Contributions Conceived and designed the experiments: YHK AS ASA. Performed the experiments: YHK
ASA. Analyzed the data: YKH AHK THM. Contributed reagents/materials/analysis tools:
THM YHK. Wrote the paper: YHK THM. Final approval of manuscript: AS ASA. Conclusions In conclusion, current study demonstrates that diuretic use is an independent predictor of
adverse renal outcomes in NDD-CKD patients causing decline in eGFR and increasing the risk
of RRT initiation. Unless a contradictory data from randomized controlled trial discourages
above findings, it is cautiously concluded that irrespective of fluid overload, diuretics cause
adverse renal outcomes. Future interventional studies or double blinded randomized con-
trolled studies with large sample size are needed to rule out the association between diuretic
use (type and dose) and renal outcomes in NDD-CKD patients, as this complicated triangle is
present in majority of NDD-CKD patients. Such studies should be designed to include time
averaged defined daily dose of diuretics. PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 Limitation Some potential limitations of current study are needed to be addressed. Being an observational
study, confounding by indication was the main limitation. Efforts were made to minimize bias
by adjusting confounders in all statistical analysis. Fluid status was measured once only at the
time of beginning of study, therefore changes in fluid status over time were not considered. Sec-
ondly, BCM device has not been validated in CKD patients but previous studies in CKD popu-
lation has shown that there is a linear relationship between leg edema score and severity of
fluid overload as assessed by BCM device. Therefore, it is widely assumed in clinical practice 10 / 13 PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 References 1. Khan YH, Sarriff A, Adnan AS, Khan AH, Mallhi TH, Jummaat F. Progression and outcomes of non‐dial-
ysis dependent chronic kidney disease patients: A single center longitudinal follow‐up study. Nephrol. 2015 (doi: 10.1111/nep.12713). 2. Hung SC, Kuo KL, Peng CH, Wu CH, Lien YC, Wang YC, et al. Volume overload correlates with cardio-
vascular risk factors in patients with chronic kidney disease. Kidney Int. 2014; 85(3): 703–709. doi: 10. 1038/ki.2013.336 PMID: 24025647 3. London GM. Cardiovascular disease in chronic renal failure: pathophysiologic aspects. Semin Dial. 2003; 16(2): 85–94. PMID: 12641870 4. Vasavada N, Agarwal R. Role of excess volume in the pathophysiology of hypertension in chronic kid-
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mate glomerular filtration rate. Ann Intern Med. 2009; 150(9): 604–12. PMID: 19414839 15. Wabel P, Chamney P, Moissl U, Jirka T. Importance of whole-body bioimpedance spectroscopy for the
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(2): 350–357. 22. Hur E, Usta M, Toz H, Asci G, Wabel P, Kahvecioglu S, et al. Effect of fluid management guided by
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S216–23. doi: 10.1097/CCM.0b013e318168e375 PMID: 18382197 27. Dussol B, Moussi‐Frances J, Morange S, Somma‐Delpero C, Mundler O, Berland Y. A pilot study com-
paring furosemide and hydrochlorothiazide in patients with hypertension and stage 4 or 5 chronic kid-
ney disease. J Clin Hypetens. 2012; 14(1): 32–7. 28. Franse LV, Pahor M, Di Bari M, Somes GW, Cushman WC, Applegate WB. Hypokalemia associated
with diuretic use and cardiovascular events in the Systolic Hypertension in the Elderly Program. Hyper-
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and elevated serum creatinine level in the United States: findings from the third National Health and
Nutrition Examination Survey (1988–1994). Arch Intern Med. 2001; 161(9): 1207–16. PMID: 11343443 32. Hawkins RG, Houston MC. Is Population-Wide Diuretic Use Directly Associated With the Incidence of
End-Stage Renal Disease in the United States?* A Hypothesis. PLOS ONE | DOI:10.1371/journal.pone.0159335
July 21, 2016 30.
ALLHAT Collaborative Research Group. Major outcomes in high-risk hypertensive patients randomized
to angiotensin-converting enzyme inhibitor or calcium channel blocker vs diuretic: the Antihypertensive
and Lipid-Lowering Treatment to Prevent Heart Attack Trial (ALLHAT). J Am Med Assoc. 2002; 288
(23): 2981–97. References Am J Hypertens. 2005; 18(6): 744–9. PMID: 15925729 33. Choudhury D, Ahmed Z. Drug-associated renal dysfunction and injury. Nat Clin Pract Nephrol. 2006; 2
(2): 80–91. PMID: 16932399 34. Cotter G, Metra M, Milo‐Cotter O, Dittrich HC, Gheorghiade M. Fluid overload in acute heart failure—
Re‐distribution and other mechanisms beyond fluid accumulation. Eur J Heart Fail. 2008; 10(2): 165–
9. doi: 10.1016/j.ejheart.2008.01.007 PMID: 18279771 13 / 13
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Ancient DNA from the skeletons of Roopkund Lake reveals Mediterranean migrants in India
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Nature communications
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1 Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA. 2 The Max Planck-Harvard Research Center for the
Archaeoscience of the Ancient Mediterranean, Cambridge, MA 02138, USA. 3 Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.
4 Department of Archaeology, Max Planck Institute for the Science of Human History, D-07745 Jena, Germany. 5 Broad Institute of Harvard and MIT, Cambridge,
MA 02142 USA, USA. 6 Department of Human Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA. 7 Deccan College, Pune 411006, India.
8 Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA. 9 Institutes of Energy and the Environment, The Pennsylvania State
University, University Park, PA 16802, USA. 10Department of Anthropology, The Pennsylvania State University, University Park, PA 16802, USA. 11 The Max
Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, D-07745 Jena, Germany. 12Anthropological Survey of India, North West
Regional Centre, Dehradun 248195, India. 13CSIR Centre for Cellular and Molecular Biology, Hyderabad, Telangana 500007, India. 14Birbal Sahni Institute of
Palaeosciences, Lucknow, Uttar Pradesh 226007, India. 15Gautam Budh Health Care Foundation, Noida, Uttar Pradesh 201301, India. 16Department of
Anthropology, University of California, Santa Barbara, CA 93106, USA. 17These authors jointly directed this work: Ayushi Nayak, Douglas J. Kennett, Kumarasamy
Thangaraj, David Reich, Niraj Rai. Correspondence and requests for materials should be addressed to D.R. (email: reich@genetics.med.harvard.edu)
or to N.R. (email: nirajrai@bsip.res.in) NATURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 N Results N
estled deep in the Himalayan mountains at 5029 m above
sea level, Roopkund Lake is a small body of water (~40 m
in diameter) that is colloquially referred to as Skeleton
Lake due to the remains of several hundred ancient humans
scattered around its shores (Fig. 1)1. Little is known about the
origin of these skeletons, as they have never been subjected to
systematic anthropological or archaeological scrutiny, in part due
to the disturbed nature of the site, which is frequently affected by
rockslides2, and which is often visited by local pilgrims and hikers
who have manipulated the skeletons and removed many of the
artifacts3. There have been multiple proposals to explain the
origins of these skeletons. Local folklore describes a pilgrimage to
the nearby shrine of the mountain goddess, Nanda Devi,
undertaken by a king and queen and their many attendants, who
—due to their inappropriate, celebratory behavior—were struck
down by the wrath of Nanda Devi4. It has also been suggested
that these are the remains of an army or group of merchants who
were caught in a storm. Finally, it has been suggested that they
were the victims of an epidemic5. Bioarcheological analysis of the Roopkund skeletons. We
obtained genome-wide data from 38 individuals by extracting
DNA from powder drilled from long bones, producing next-
generation
sequencing
libraries,
and
enriching
them
for
approximately 1.2 million single nucleotide polymorphisms
(SNPs) from across the genome6–9, obtaining an average coverage
of 0.51 × at targeted positions (Table 1, Supplementary Data 1). We also obtained PCR-based mitochondrial haplogroup deter-
minations for 71 individuals (35 of these were ones for whom we
also obtained genome-wide data that confirmed the PCR-based
determinations) (Table 2, Supplementary Note 1). We generated
stable isotope measurements (δ13C and δ15N) from 45 indivi-
duals, including 37 for whom we obtained genome-wide genetic
data, and we obtained direct radiocarbon dates for 37 individuals
for whom we also had both genetic and isotope data (Table 1). g
p
In this study, we also present an osteological assessment of
health and stature performed on a different set of bones from
Roopkund; this report was drafted well before genetic results
from Roopkund were available but was never formally published
(an edited version of the original report is presented here as
Supplementary Note 2). Ancient DNA from the skeletons of Roopkund Lake
reveals Mediterranean migrants in India Ancient DNA from the skeletons of Roopkund Lake
reveals Mediterranean migrants in India Ancient DNA from the skeletons of Roopkund Lake
reveals Mediterranean migrants in India Éadaoin Harney1,2,3, Ayushi Nayak4,17, Nick Patterson5,6, Pramod Joglekar7, Veena Mushrif-Tripathy
7,
Swapan Mallick3,5,8, Nadin Rohland3, Jakob Sedig
3, Nicole Adamski3,8, Rebecca Bernardos3,
Nasreen Broomandkhoshbacht
3,8, Brendan J. Culleton9,10, Matthew Ferry3,8, Thomas K. Harper10,
Megan Michel3,8,11, Jonas Oppenheimer3,8, Kristin Stewardson3,8, Zhao Zhang3, Harashawaradhana12,
Maanwendra Singh Bartwal12, Sachin Kumar13,14, Subhash Chandra Diyundi
15, Patrick Roberts
4,
Nicole Boivin4, Douglas J. Kennett16,17, Kumarasamy Thangaraj13,17, David Reich2,3,5,8,17 & Niraj Rai13,14,17 Situated at over 5,000 meters above sea level in the Himalayan Mountains, Roopkund Lake is
home to the scattered skeletal remains of several hundred individuals of unknown origin. We
report genome-wide ancient DNA for 38 skeletons from Roopkund Lake, and find that they
cluster into three distinct groups. A group of 23 individuals have ancestry that falls within the
range of variation of present-day South Asians. A further 14 have ancestry typical of the
eastern Mediterranean. We also identify one individual with Southeast Asian-related
ancestry. Radiocarbon dating indicates that these remains were not deposited simulta-
neously. Instead, all of the individuals with South Asian-related ancestry date to ~800 CE (but
with evidence of being deposited in more than one event), while all other individuals date to
~1800 CE. These differences are also reflected in stable isotope measurements, which reveal
a distinct dietary profile for the two main groups. 1 1 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 ARTICLE Results The analysis suggests that the Roopkund
individuals were broadly healthy, but also identifies three
individuals with unhealed compression fractures; the report
hypothesizes that these injuries could have transpired during a
violent hailstorm of the type that sometimes occurs in the vicinity
of Roopkund Lake, while also recognizing that other scenarios are
plausible. The report also identifies the presence of both very To shed light on the origin of the skeletons of Roopkund, we
analyzed their remains using a series of bioarcheological analyses,
including ancient DNA, stable isotope dietary reconstruction,
radiocarbon dating, and osteological analysis. We find that the
Roopkund skeletons belong to three genetically distinct groups
that were deposited during multiple events, separated in time by
approximately 1000 years. These findings refute previous sug-
gestions that the skeletons of Roopkund Lake were deposited in a
single catastrophic event. ~ 1000 km
~ 25 km
b
c
a
Roopkund lake
Start
Finish
Roopkund
Fig. 1 Context of Roopkund Lake. a Map showing the location of Roopkund Lake. The approximate route of the Nanda Devi Raj Jat pilgrimage relative to
Roopkund Lake is shown in the inset. b Image of disarticulated skeletal elements scattered around the Roopkund Lake site. Photo by Himadri Sinha Roy. c Image of Roopkund Lake and surrounding mountains. Photo by Atish Waghwase b a Roopkund lake c Fig. 1 Context of Roopkund Lake. a Map showing the location of Roopkund Lake. The approximate route of the Nanda Devi Raj Jat pilgrimage relative to
Roopkund Lake is shown in the inset. b Image of disarticulated skeletal elements scattered around the Roopkund Lake site. Photo by Himadri Sinha Roy. c Image of Roopkund Lake and surrounding mountains. Photo by Atish Waghwase NATURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 D
Skeletal codes
No. libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNPs)
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d
R01
3
Roopkund_A
M
M1a1c
M33d
H1a2a1
0.014
0.868
570995
0.071
.. 0.996
890–982 CE
−19.40
−7.69
R04
4
Roopkund_A
F
M3C1
M3c1a
.. 0.005
0.579
441880
0.049
.. Results 0.997
773–940 CE
−16.32
−9.77
R06
4
Roopkund_A
F
M3c2
M3c2
.. 0.003
0.199
196393
0.046
.. 1.000
773–940 CE
−19.00
−9.24
R08
1
Roopkund_A
M
M3a2
M3a2
H1a1d2
0.007
0.577
403739
0.047
0.013
1.000
773–940 CE
−18.94
(−18.88)
−9.69
(−9.85)
R10
1
Roopkund_A
F
M3
M3
.. 0.006
0.223
203058
0.055
.. 1.000
773–890 CE
−19.74
−9.99
R11
1
Roopkund_A
F
U
U2c1
.. 0.003
0.105
111184
0.049
.. 1.000
775–890 CE
−11.45
−8.71
R15
1
Roopkund_A
M
.. M30c
E1b1b1
0.004
0.304
271560
0.065
0.008
1.000
717–889 CE
−15.93
−10.29
R17
1
Roopkund_A
F
.. M5a
.. 0.004
0.133
136268
0.059
.. 0.998
770–945 CE
−10.74
−9.58
R19
1
Roopkund_A
M
M3a1
M4
Jb
0.006
0.044
50278
0.057
.. 0.994
770–887 CE
−14.47
(−14.42)
−9.39
(−9.63)
R20
1
Roopkund_A
M
HV
HV14
R2a3a2b2c
0.017
1.476
591844
0.041
0.004
0.998
689–876 CE
−16.27
−9.13
R25
1
Roopkund_A
M
M5a
U1a1a
H3b
0.002
0.118
125762
0.036
.. 1.000
770–887 CE
−17.18
−10.36
R43
1
Roopkund_A
M
M30
M30
J2a1
0.016
0.295
251527
0.045
.. 0.999
885–980 CE
−18.46
(−18.07)
7.95 (−8.23)
R44
1
Roopkund_A
M
M3a1
M3a1
H1a1d2
0.011
0.105
110441
0.045
.. 0.976
775–961 CE
−18.22
(−18.27)
−9.85
(−9.69)
R45
1
Roopkund_A
F
.. .. .. 0.034
0.861
521678
0.033
.. 1.000
773–890 CE
−16.53
−8.41
R51
1
Roopkund_A
F
X
X2p
.. 0.011
0.481
405124
0.058
.. 0.999
694–875 CE
−18.62
(−18.16)
−8.25 (−8.4)
R55
1
Roopkund_A
M
J1b1a1
J1b1a1
.. 0.009
0.590
452228
0.044
−0.001
1.000
894–985 CE
−10.13
−8.90
R57
1
Roopkund_A
M
P4b1
R30b2a
.. 0.008
0.602
470065
0.047
−0.001
1.000
770–887 CE
−18.66
(−18.42)
−8.22
(−8.33)
R61
1
Roopkund_A
M
M3a1
M3a1
.. 0.007
0.133
145489
0.064
.. 0.999
675–769 CE
−10.10
−8.24
R62
1
Roopkund_A
F
U2e3
U4d3
.. 0.009
0.340
313369
0.055
.. 1.000
726–885 CE
−18.00
(−18.10)
−8.58 (−7.9)
R64
1
Roopkund_A
F
M4″67
M30 + 16234
.. 0.007
0.035
40150
0.045
.. 0.997
687–870 CE
−17.08
−8.92
R65
1
Roopkund_A
M
U2a1
U8b1a1
.. 0.005
0.349
328001
0.055
−0.002
1.000
773–890 CE
−10.21
−10.09
R68
1
Roopkund_A
F
U7
U7a2
.. 0.008
0.565
446699
0.041
.. 0.999
889–971 CE
−16.74
(−16.50)
−10.19
(−10.21)
R69
1
Roopkund_A
M
H
H13a2a
.. 0.009
0.370
342426
0.057
0.005
1.000
778–988 CE
−18.59
−9.33
R02
4
Roopkund_B
M
H
H6b1
J1a3a
0.036
0.782
578890
0.057
.. Results 0.997
1668–1945 CE
−18.69
−10.89
R03
2
Roopkund_B
F
T1
T1a
.. 0.024
0.028
31880
0.039
.. 0.938
1706–1915 CE
−18.67
−11.15
R13
1
Roopkund_B
M
H1
H1
R1a1a1b1a2b
0.056
1.547
706651
0.059
0.002
0.997
1681–1939 CE
−18.93
−10.76
R16
1
Roopkund_B
F
H1
H1c
.. 0.006
0.409
352584
0.051
.. 1.000
1682–1932 CE
−19.23
−9.21
R18
1
Roopkund_B
M
H
H60a
G2a2b2a1a1c1a2
0.031
1.349
614489
0.069
0.004
0.995
1675–1943 CE
−19.41
(−19.10)
−9.95
(−10.02)
R22
1
Roopkund_B
M
N2
W1
R1b1ab
0.005
0.049
56291
0.056
.. 1.000
.. .. .. R39
1
Roopkund_B
M
N
X2d
T1a2
0.018
0.492
379935
0.035
0.005
0.995
1691–1925 CE
−18.60
(−18.19)
−10.77
(−10.61)
R40
1
Roopkund_B
M
H
H12
E1b1b1b2
0.040
1.077
541763
0.041
0.006
0.997
1706–1915 CE
−19.23
−9.62
R42
1
Roopkund_B
F
J1b
J1b
.. 0.019
0.514
346216
0.031
.. 1.000
1656-… CE
−19.72
−10.07
R46
1
Roopkund_B
F
HV
.. .. 0.017
0.627
524922
0.060
.. 0.997
1668–1945 CE
−18.97
−8.91
R48
1
Roopkund_B
M
M2a1a
H1b
.. 0.034
1.371
728448
0.043
0.005
0.998
1681–1939 CE
−18.79
−9.79
R49
1
Roopkund_B
F
H12
H12a
.. 0.026
0.837
584656
0.035
.. 1.000
1661-… CE
−19.56
−8.93
R53
1
Roopkund_B
M
H1
H1
.. 0.008
0.605
476797
0.037
0.006
0.999
1680–1939 CE
−19.22
−10.46
R66
1
Roopkund_B
M
K
K1a
.. 0.050
0.026
30592
0.025
.. 0.940
1675–1943 CE
−18.95
−9.96
R54
1
Roopkund_C
M
M24
M24a
O1b1a1a1b
0.011
0.489
419098
0.047
0.022
1.000
1653-… CE
−19.25
(−18.32)
−9.98
(−9.74)
ndrial DNA haplogroups that are inconsistent between the capture and PCR-based methods are indicated
osome calls that should be interpreted with caution due to low coverage
onfidence interval, rounded to nearest 5 years. Intervals that extend beyond the year 1950 CE are indicated with “..”
11 individuals generated at the Max Planck Institute for the Science of Human History in Jena are reported in parentheses; the other data were generated at the Yale Analytical and Stable Isotope Center Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d R39
N
2706, 9540, 12705, 8701, 11719,
14766, 16223
I3403
X2d
R40
H
2706, 9540, 12705
I3404
H12
R41
T1
16223, 14766, 11719, 8701, 12705, 9540,
2706, 16126, 15043, 4491
.. .. R42
J1b
709, 1888, 4216, 12633, 16126, 8697, 9540,
14905, 15607, 8701, 15452, 11251,
12633, 16223
I3405
J1b
R43
M30
4216, 16126, 3010, 9540, 16612, 12705,
8701, 12406, 15452, 16069, 11251, 16223
I3406
M30
R44
M3a1
12007, 15043
I3407
M3a1
R45
.. .. I6934
.. R46
HV
15043, 16126, 482, 4703
I6935
.. R47
H
2706, 9540, 12705, 8701, 11719, 14766
.. .. R48
M2a1a
15670, 207, 4703
I6936
H1a
R49
H12
2706, 9540, 12705, 16223
I6937
H12a
R50
U4
11467, 12308
.. .. R51
X
6221, 9540, 8701
I6938
X2p
R52
M6
15043, 5082, 5301
.. .. R53
H1
2706, 3010, 9540, 12705, 8701, 11719,
14766, 16223
I6939
H1
R54
M24
15043, 13359, 15607
I6940
M24
R55
J1b1a1
4216, 12007, 16126, 3010, 9540, 12612,
12705, 8701, 15452, 16069, 16172,
11251, 16223
I6941
J1b1a
R56
M
15043
.. .. R57
P4b1
12007, 15043
I6942
R30b
R59
D4
15043, 3010, 5178, 8414
.. .. R60
M4″67
12007, 15043
.. .. R61
M3a1
15043, 16126, 482, 4703
I6943
M3a1
R62
U2e3
16223, 1811, 8701, 12705, 9540,
12308, 11467
I6944
U4d3
R63
U2e3
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. R64
M4″67
12007, 15043
I6945
M30
R65
U2a1
11467, 12308, 9540, 12705, 8701, 10609,
1811, 16223
I6946
U8b1
R66
K
11467, 12308, 8701, 1811, 16223
I6947
K1a
R67
M
15043
.. .. R68
U7
11467, 12308, 9540, 12705, 8701, 14569,
1811, 16223
I7035
U7a2
R69
H
709, 2706, 9540, 12705, 8701, 11719,
14766, 16223
I7036
H13a
R72
T
4216, 16126, 9540, 12705, 8701, 16223
.. .. R73
U
3741, 12308, 11467
.. .. Table 2 Mitochondrial DNA haplogroup determination for 71 individuals
Skeletal codes
mt-DNA haplogroup
(determined via multiplex PCR
analysis)
Mutational differences from rCRS
(determined via multiplex PCR analysis)
Whole-genome ID
mt-DNA haplogroup (determined
via whole-genome sequencing)
Population label (determined
via whole-genome sequencing)
R01
M1a1c
15043, 3384, 7094, 11215
I2868
M33d
Roopkund_A
R02
H
2706, 12705, 11719, 14766, 16223
I2869
H6b1
Roopkund_B
R03
T1
16294, 16223, 12633, 11251, 15452, 8701,
15607, 1888, 14905, 11215, 9540, 8697,
16126, 12633, 4216, 709
I2870
T1a
Roopkund_B
R04
M3C1
15043, 482, 16294
I2871
M3c1a
Roopkund_A
R05
M2c
15043, 4216
.. .. .. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d R06
M3c2
15043, 16126, 482
I2872
M3c2
Roopkund_A
R07
U4b2
11467, 8701
.. .. .. R08
M3a2
15043, 16126, 482, 5783, 10727
I3342
M3a2
Roopkund_A
R09
U2b2
1888, 11467, 12308, 2706, 12705, 8701, 1811
.. .. .. R10
M3
15043, 16126
I3343
M3
Roopkund_A
R11
U
11467, 12308, 8701, 3714, 13188
I3344
U2c1
Roopkund_A
R12
M4″67
12007, 15043
.. .. .. R13
H1
16223, 14766, 11719, 12705, 9540,
3010, 2706
I3345
H1
Roopkund_B
R14
N1b
9540, 8701, 1598
.. .. .. R15
.. .. I3346
M30c
Roopkund_A
R16
H1
16223, 11719, 5301, 3434, 12705, 9540,
3010, 2706
I3348
H1c
Roopkund_B
R17
.. 16223, 14766, 11719, 8701, 12705,
9540, 2706
I3349
M5a
Roopkund_A
R18
H
15043, 482, 4703
I3350
H60a
Roopkund_B
R19
M3a1
9540, 12705, 8701, 11719, 14766, 16223
I3351
M4
Roopkund_A
R20
HV
9540, 12705, 8701, 11719, 14766, 16223
I3352
HV14
Roopkund_A
R21
HV
709, 16126, 207, 9540, 8701
.. .. .. R22
N2
8701, 11719, 14766, 16223
I3401
W1
Roopkund_B
R23
HV
15043, 9540, 8701, 12361
.. .. .. R24
N1a1b1
1888, 15043, 7094, 7859, 11215, 8701,
16172, 13104, 16223
.. .. .. R25
M5a
709, 11083, 15043, 8502, 16274, 12810
I3402
U1a1a
Roopkund_A
R26
M2a
709, 1888, 15043
.. .. .. R28
M5
9540, 12705, 8701, 16223
.. .. .. R29
R2
15043, 16126, 5301
.. .. .. R31
M6
1888, 15043
.. .. .. R32
M5
15043
.. .. .. R33
M
12007, 15043, 5301, 3714, 13104,
16223, 16294
.. .. .. R34
M4″67
1888, 11467, 12308, 2706, 9540, 12705,
8701, 1811
.. .. .. R35
U2b
15043
.. .. .. R36
M9a2
16126, 9540, 12705, 8701, 1811, 16223
.. .. .. R37
HV
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. .. R38
U2e
6221, 6371, 9540, 8701
.. .. .. R39
N
2706, 9540, 12705, 8701, 11719,
14766, 16223
I3403
X2d
Roopkund_B
R40
H
2706, 9540, 12705
I3404
H12
Roopkund_B
R41
T1
16223, 14766, 11719, 8701, 12705, 9540,
2706, 16126, 15043, 4491
.. .. .. R42
J1b
709, 1888, 4216, 12633, 16126, 8697, 9540,
14905, 15607, 8701, 15452, 11251,
12633, 16223
I3405
J1b
Roopkund_B
R43
M30
4216, 16126, 3010, 9540, 16612, 12705,
8701, 12406, 15452, 16069, 11251, 16223
I3406
M30
Roopkund_A
R44
M3a1
12007, 15043
I3407
M3a1
Roopkund_A
R45
.. .. I6934
.. Roopkund_A
R46
HV
15043, 16126, 482, 4703
I6935
.. Roopkund_B
R47
H
2706, 9540, 12705, 8701, 11719, 14766
.. .. .. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d 11467, 12308, 9540, 12705, 8701, 14569,
1811, 16223
I7035
709, 2706, 9540, 12705, 8701, 11719,
14766, 16223
I7036
4216, 16126, 9540, 12705, 8701, 16223
.. 3741, 12308, 11467
.. 11467, 12308
.. 16126, 12308
.. 11467, 12308
.. Table 2 Mitochondrial DNA haplogroup determination for 71 individuals
Skeletal codes
mt-DNA haplogroup
(determined via multiplex PCR
analysis)
Mutational differences from rCRS
(determined via multiplex PCR analysis)
Whole-genome ID
mt-D
via w
R01
M1a1c
15043, 3384, 7094, 11215
I2868
M33d
R02
H
2706, 12705, 11719, 14766, 16223
I2869
H6b1
R03
T1
16294, 16223, 12633, 11251, 15452, 8701,
15607, 1888, 14905, 11215, 9540, 8697,
16126, 12633, 4216, 709
I2870
T1a
R04
M3C1
15043, 482, 16294
I2871
M3c1
R05
M2c
15043, 4216
.. .. R06
M3c2
15043, 16126, 482
I2872
M3c2
R07
U4b2
11467, 8701
.. .. R08
M3a2
15043, 16126, 482, 5783, 10727
I3342
M3a2
R09
U2b2
1888, 11467, 12308, 2706, 12705, 8701, 1811
.. .. R10
M3
15043, 16126
I3343
M3
R11
U
11467, 12308, 8701, 3714, 13188
I3344
U2c1
R12
M4″67
12007, 15043
.. .. R13
H1
16223, 14766, 11719, 12705, 9540,
3010, 2706
I3345
H1
R14
N1b
9540, 8701, 1598
.. .. R15
.. .. I3346
M30
R16
H1
16223, 11719, 5301, 3434, 12705, 9540,
3010, 2706
I3348
H1c
R17
.. 16223, 14766, 11719, 8701, 12705,
9540, 2706
I3349
M5a
R18
H
15043, 482, 4703
I3350
H60a
R19
M3a1
9540, 12705, 8701, 11719, 14766, 16223
I3351
M4
R20
HV
9540, 12705, 8701, 11719, 14766, 16223
I3352
HV14
R21
HV
709, 16126, 207, 9540, 8701
.. .. R22
N2
8701, 11719, 14766, 16223
I3401
W1
R23
HV
15043, 9540, 8701, 12361
.. .. R24
N1a1b1
1888, 15043, 7094, 7859, 11215, 8701,
16172, 13104, 16223
.. .. R25
M5a
709, 11083, 15043, 8502, 16274, 12810
I3402
U1a1a
R26
M2a
709, 1888, 15043
.. .. R28
M5
9540, 12705, 8701, 16223
.. .. R29
R2
15043, 16126, 5301
.. .. R31
M6
1888, 15043
.. .. R32
M5
15043
.. .. R33
M
12007, 15043, 5301, 3714, 13104,
16223, 16294
.. .. R34
M4″67
1888, 11467, 12308, 2706, 9540, 12705,
8701, 1811
.. .. R35
U2b
15043
.. .. R36
M9a2
16126, 9540, 12705, 8701, 1811, 16223
.. .. R37
HV
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. R38
U2e
6221, 6371, 9540, 8701
.. .. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d 3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 Table 2 Mitochondrial
Skeletal codes
mt-DNA h
(determine
analysis)
R01
M1a1c
R02
H
R03
T1
R04
M3C1
R05
M2c
R06
M3c2
R07
U4b2
R08
M3a2
R09
U2b2
R10
M3
R11
U
R12
M4″67
R13
H1
R14
N1b
R15
.. R16
H1
R17
.. R18
H
R19
M3a1
R20
HV
R21
HV
R22
N2
R23
HV
R24
N1a1b1
R25
M5a
R26
M2a
R28
M5
R29
R2
R31
M6
R32
M5
R33
M
R34
M4″67
R35
U2b
R36
M9a2
R37
HV
R38
U2e
R39
N
R40
H
R41
T1
R42
J1b
R43
M30
R44
M3a1
R45
.. R46
HV
R47
H
R48
M2a1a
R49
H12
R50
U4
R51
X
R52
M6
R53
H1
R54
M24
R55
J1b1a1
R56
M
R57
P4b1
R59
D4
R60
M4″67
R61
M3a1
R62
U2e3
R63
U2e3
R64
M4″67
R65
U2a1
R66
K
R67
M
R68
U7
R69
H
R72
T
R73
U
R74
U
R76
JT
R77
U
aD
t
h
it
h
d
ARTICLE A haplogroup determination for 71 individuals
oup
multiplex PCR
Mutational differences from rCRS
(determined via multiplex PCR analysis)
Whole-genome ID
mt-DNA haplogroup (determined
via whole-genome sequencing)
Population label (determin
via whole-genome sequenc
15043, 3384, 7094, 11215
I2868
M33d
Roopkund_A
2706, 12705, 11719, 14766, 16223
I2869
H6b1
Roopkund_B
16294, 16223, 12633, 11251, 15452, 8701,
15607, 1888, 14905, 11215, 9540, 8697,
16126, 12633, 4216, 709
I2870
T1a
Roopkund_B
15043, 482, 16294
I2871
M3c1a
Roopkund_A
15043, 4216
.. .. .. 15043, 16126, 482
I2872
M3c2
Roopkund_A
11467, 8701
.. .. .. 15043, 16126, 482, 5783, 10727
I3342
M3a2
Roopkund_A
1888, 11467, 12308, 2706, 12705, 8701, 1811
.. .. .. 15043, 16126
I3343
M3
Roopkund_A
11467, 12308, 8701, 3714, 13188
I3344
U2c1
Roopkund_A
12007, 15043
.. .. .. 16223, 14766, 11719, 12705, 9540,
3010, 2706
I3345
H1
Roopkund_B
9540, 8701, 1598
.. .. .. .. I3346
M30c
Roopkund_A
16223, 11719, 5301, 3434, 12705, 9540,
3010, 2706
I3348
H1c
Roopkund_B
16223, 14766, 11719, 8701, 12705,
9540, 2706
I3349
M5a
Roopkund_A
15043, 482, 4703
I3350
H60a
Roopkund_B
9540, 12705, 8701, 11719, 14766, 16223
I3351
M4
Roopkund_A
9540, 12705, 8701, 11719, 14766, 16223
I3352
HV14
Roopkund_A
709, 16126, 207, 9540, 8701
.. .. .. 8701, 11719, 14766, 16223
I3401
W1
Roopkund_B
15043, 9540, 8701, 12361
.. .. .. 1888, 15043, 7094, 7859, 11215, 8701,
16172, 13104, 16223
.. .. .. 709, 11083, 15043, 8502, 16274, 12810
I3402
U1a1a
Roopkund_A
709, 1888, 15043
.. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d .. .. 9540, 12705, 8701, 16223
.. .. .. 15043, 16126, 5301
.. .. .. 1888, 15043
.. .. .. 15043
.. .. .. 12007, 15043, 5301, 3714, 13104,
16223, 16294
.. .. .. 1888, 11467, 12308, 2706, 9540, 12705,
8701, 1811
.. .. .. 15043
.. .. .. 16126, 9540, 12705, 8701, 1811, 16223
.. .. .. 11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. .. 6221, 6371, 9540, 8701
.. .. .. 2706, 9540, 12705, 8701, 11719,
14766, 16223
I3403
X2d
Roopkund_B
2706, 9540, 12705
I3404
H12
Roopkund_B
16223, 14766, 11719, 8701, 12705, 9540,
2706, 16126, 15043, 4491
.. .. .. 709, 1888, 4216, 12633, 16126, 8697, 9540,
14905, 15607, 8701, 15452, 11251,
12633, 16223
I3405
J1b
Roopkund_B
4216, 16126, 3010, 9540, 16612, 12705,
8701, 12406, 15452, 16069, 11251, 16223
I3406
M30
Roopkund_A
12007, 15043
I3407
M3a1
Roopkund_A
.. I6934
.. Roopkund_A
15043, 16126, 482, 4703
I6935
.. Roopkund_B
2706, 9540, 12705, 8701, 11719, 14766
.. .. .. 15670, 207, 4703
I6936
H1a
Roopkund_B
2706, 9540, 12705, 16223
I6937
H12a
Roopkund_B
11467, 12308
.. .. .. 6221, 9540, 8701
I6938
X2p
Roopkund_A
15043, 5082, 5301
.. .. .. 2706, 3010, 9540, 12705, 8701, 11719,
14766, 16223
I6939
H1
Roopkund_B
15043, 13359, 15607
I6940
M24a
Roopkund_C
4216, 12007, 16126, 3010, 9540, 12612,
12705, 8701, 15452, 16069, 16172,
11251, 16223
I6941
J1b1a1
Roopkund_A
15043
.. .. .. 12007, 15043
I6942
R30b2a
Roopkund_A
15043, 3010, 5178, 8414
.. .. .. 12007, 15043
.. .. .. 15043, 16126, 482, 4703
I6943
M3a1
Roopkund_A
16223, 1811, 8701, 12705, 9540,
12308, 11467
I6944
U4d3
Roopkund_A
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. .. 12007, 15043
I6945
M30 + 16234
Roopkund_A
11467, 12308, 9540, 12705, 8701, 10609,
1811, 16223
I6946
U8b1a1
Roopkund_A
11467, 12308, 8701, 1811, 16223
I6947
K1a
Roopkund_B
15043
.. .. .. 11467, 12308, 9540, 12705, 8701, 14569,
1811, 16223
I7035
U7a2
Roopkund_A
709, 2706, 9540, 12705, 8701, 11719,
14766, 16223
I7036
H13a2a
Roopkund_A
4216, 16126, 9540, 12705, 8701, 16223
.. .. .. 3741, 12308, 11467
.. .. .. 11467, 12308
.. .. .. 16126, 12308
.. .. .. 11467, 12308
.. .. .. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d logroup determination for 71 individuals
x PCR
Mutational differences from rCRS
(determined via multiplex PCR analysis)
Whole-genom
15043, 3384, 7094, 11215
I2868
2706, 12705, 11719, 14766, 16223
I2869
16294, 16223, 12633, 11251, 15452, 8701,
15607, 1888, 14905, 11215, 9540, 8697,
16126, 12633, 4216, 709
I2870
15043, 482, 16294
I2871
15043, 4216
.. 15043, 16126, 482
I2872
11467, 8701
.. 15043, 16126, 482, 5783, 10727
I3342
1888, 11467, 12308, 2706, 12705, 8701, 1811
.. 15043, 16126
I3343
11467, 12308, 8701, 3714, 13188
I3344
12007, 15043
.. 16223, 14766, 11719, 12705, 9540,
3010, 2706
I3345
9540, 8701, 1598
.. .. I3346
16223, 11719, 5301, 3434, 12705, 9540,
3010, 2706
I3348
16223, 14766, 11719, 8701, 12705,
9540, 2706
I3349
15043, 482, 4703
I3350
9540, 12705, 8701, 11719, 14766, 16223
I3351
9540, 12705, 8701, 11719, 14766, 16223
I3352
709, 16126, 207, 9540, 8701
.. 8701, 11719, 14766, 16223
I3401
15043, 9540, 8701, 12361
.. 1888, 15043, 7094, 7859, 11215, 8701,
16172, 13104, 16223
.. 709, 11083, 15043, 8502, 16274, 12810
I3402
709, 1888, 15043
.. 9540, 12705, 8701, 16223
.. 15043, 16126, 5301
.. 1888, 15043
.. 15043
.. 12007, 15043, 5301, 3714, 13104,
16223, 16294
.. 1888, 11467, 12308, 2706, 9540, 12705,
8701, 1811
.. 15043
.. 16126, 9540, 12705, 8701, 1811, 16223
.. 11467, 12308, 9540, 12705, 8701,
1811, 16223
.. 6221, 6371, 9540, 8701
.. 2706, 9540, 12705, 8701, 11719,
14766, 16223
I3403
2706, 9540, 12705
I3404
16223, 14766, 11719, 8701, 12705, 9540,
2706, 16126, 15043, 4491
.. 709, 1888, 4216, 12633, 16126, 8697, 9540,
14905, 15607, 8701, 15452, 11251,
12633, 16223
I3405
4216, 16126, 3010, 9540, 16612, 12705,
8701, 12406, 15452, 16069, 11251, 16223
I3406
12007, 15043
I3407
.. I6934
15043, 16126, 482, 4703
I6935
2706, 9540, 12705, 8701, 11719, 14766
.. 15670, 207, 4703
I6936
2706, 9540, 12705, 16223
I6937
11467, 12308
.. 6221, 9540, 8701
I6938
15043, 5082, 5301
.. 2706, 3010, 9540, 12705, 8701, 11719,
14766, 16223
I6939
15043, 13359, 15607
I6940
4216, 12007, 16126, 3010, 9540, 12612,
12705, 8701, 15452, 16069, 16172,
11251, 16223
I6941
15043
.. 12007, 15043
I6942
15043, 3010, 5178, 8414
.. 12007, 15043
.. 15043, 16126, 482, 4703
I6943
16223, 1811, 8701, 12705, 9540,
12308, 11467
I6944
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. 12007, 15043
I6945
11467, 12308, 9540, 12705, 8701, 10609,
1811, 16223
I6946
11467, 12308, 8701, 1811, 16223
I6947
15043
.. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d We also found no evidence that the individuals were
infected with bacterial pathogens, providing no support for the
suggestion that these individuals died in an epidemic, although
we caution that failure to find evidence for pathogen DNA in long
bone powder may simply reflect the fact that it was present at too
low a concentration to detect (Supplementary Note 3)11. Skeletons at Roopkund Lake were deposited in multiple events. The discovery of multiple, genetically distinct groups among the
skeletons of Roopkund Lake raises the question of whether these
individuals died simultaneously or during separate events. We
used Accelerator Mass Spectrometry (AMS) radiocarbon dating
to determine the age of the remains. We successfully generated
radiocarbon dates from all but one of the individuals for which
we have genetic data, using the same stocks of bone powder that
we used for genetic analysis to ensure that the dates correspond
directly to the genetic groupings. We find that the Roopkund_A
and Roopkund_B groups are separated in time by ~1000 years,
with the calibrated dates for individuals assigned to the Roop-
kund_A group ranging from the 7th–10th centuries CE, and the
calibrated dates for individuals assigned to the Roopkund_B
group ranging from the 17th–20th centuries CE (Table 1; Fig. 3a;
Supplementary Data 4). The single individual assigned to Roop-
kund_C also dates to this later period. These results demonstrate
that the skeletons of Roopkund Lake perished in at least two
separate events. For Roopkund_A, we detect non-overlapping
95% confidence intervals (for example individual I6943 dates to
675–769 CE, while individual I6941 dates to 894–985 CE), sug-
gesting that even these individuals may not have died simulta-
neously (Fig. 3a). In contrast, the calibrated dates obtained for 13
Roopkund_B individuals and the single Roopkund_C individual
all have mutually overlapping 95% confidence intervals. Roopkund skeletons form three genetically distinct groups. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d We
explored the genetic diversity of the 38 Roopkund individuals
using a previously established Principal Component Analysis
(PCA) that is effective at visualizing genetic variation of diverse
present-day people from South Asia (a term we use to refer to
the territories of the present day countries of India, Pakistan,
Nepal, Bhutan, Bangladesh, and Bhutan) relative to West
Eurasian-related groups (a term we use to refer to the cluster of
ancestry types common in Europe, the Near East, and Iran) and
East Asian-related groups (a term we apply to the cluster of
ancestry types common in East Asia including China, Japan,
Southeast Asia, and western Indonesia)12. We find that the
Roopkund individuals cluster into three distinct groups, which we
will henceforth refer to as Roopkund_A, Roopkund_B, and
Roopkund_C (Fig. 2a). Individuals in Roopkund_A (n = 23) fall
along a genetic gradient that includes most present-day South
Asians. However, they do not fall in a tight cluster along this
gradient, suggesting that they do not comprise a single endoga-
mous group, and instead derive from a diversity of groups. Individuals belonging to the Roopkund_B cluster (n = 14) do not
fall along this gradient, and instead fall near present-day West
Eurasians, suggesting that Roopkund_B individuals possess West
Eurasian-related ancestry. A single individual, Roopkund_C, falls
far from all other Roopkund individuals in the PCA, between the
Onge (Andaman Islands) and Han Chinese, suggesting East
Asian-related ancestry. Differences in diet correlate with genetic groupings. We carried
out carbon and nitrogen isotope analysis of femur bone collagen
for 45 individuals. Femur bone collagen is determined by diet in
the last 10–20 years of life17, and therefore is not necessarily
correlated with the genetic ancestry of a population, which
reflects processes occurring over generations. Nevertheless, we
find evidence of dietary heterogeneity across the genetic ancestry
groupings, providing additional support for the presence of
multiple distinct groups at Roopkund Lake. We first observed
that the Roopkund individuals are characterized by a range of
δ13C values indicating diets reliant on both C3 and C4 plant
sources, as well as δ15N values indicating varying degrees of
consumption of protein derived from terrestrial animals (Fig. 3b
and Supplementary Note 4). The δ13C values are non-randomly
associated with the genetic groupings for the 37 individuals for
whom we had both measurements. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d R48
M2a1a
15670, 207, 4703
I6936
H1a
Roopkund_B
R49
H12
2706, 9540, 12705, 16223
I6937
H12a
Roopkund_B
R50
U4
11467, 12308
.. .. .. R51
X
6221, 9540, 8701
I6938
X2p
Roopkund_A
R52
M6
15043, 5082, 5301
.. .. .. R53
H1
2706, 3010, 9540, 12705, 8701, 11719,
14766, 16223
I6939
H1
Roopkund_B
R54
M24
15043, 13359, 15607
I6940
M24a
Roopkund_C
R55
J1b1a1
4216, 12007, 16126, 3010, 9540, 12612,
12705, 8701, 15452, 16069, 16172,
11251, 16223
I6941
J1b1a1
Roopkund_A
R56
M
15043
.. .. .. R57
P4b1
12007, 15043
I6942
R30b2a
Roopkund_A
R59
D4
15043, 3010, 5178, 8414
.. .. .. R60
M4″67
12007, 15043
.. .. .. R61
M3a1
15043, 16126, 482, 4703
I6943
M3a1
Roopkund_A
R62
U2e3
16223, 1811, 8701, 12705, 9540,
12308, 11467
I6944
U4d3
Roopkund_A
R63
U2e3
11467, 12308, 9540, 12705, 8701,
1811, 16223
.. .. .. R64
M4″67
12007, 15043
I6945
M30 + 16234
Roopkund_A
R65
U2a1
11467, 12308, 9540, 12705, 8701, 10609,
1811, 16223
I6946
U8b1a1
Roopkund_A
R66
K
11467, 12308, 8701, 1811, 16223
I6947
K1a
Roopkund_B
R67
M
15043
.. .. .. R68
U7
11467, 12308, 9540, 12705, 8701, 14569,
1811, 16223
I7035
U7a2
Roopkund_A Table 2 Mitochondrial DNA haplogroup determination for 71 individuals NATURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunicatio 4 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 ancestry from individuals of the main Roopkund_B cluster
relative to diverse comparison populations (Supplementary
Data 3), and so we lump all the Roopkund_B individuals together
in what follows. robust and tall individuals (outside the range of almost all South
Asians), and more gracile individuals, and hypothesizes based on
this the presence of at least two distinct groups of individuals,
consistent with our genetic findings (Supplementary Note 2). g
g
pp
y
Our analysis of the genome-wide data from 38 Roopkund
individuals shows that they include both genetic males (n = 23)
and females (n = 15)—consistent with the physical anthropology
evidence for the presence of both males and females (Supple-
mentary Note 2). The relatively similar proportions of males and
females is difficult to reconcile with the suggestion that these
individuals might have been part of a military expedition. We
detected no relative pairs (3rd degree or closer) among the
sequenced individuals10, providing evidence against the idea that
the Roopkund skeletons might represent the remains of groups of
families. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 The plotted data are provided in a Source Data file d
Roopkund_A –0.04
–0.02
0.00
0.02
0.04
0.06
0.08
–0.08
–0.06
–0.04
–0.02
0.00
0.02
0.04
PC1
PC2
a
b
–0.04
–0.02
0.00
0.02
0.04
–0.02
0.00
0.02
0.04
0.06
0.08
PC1
PC2
Roopkund_A
Roopkund_B
Roopkund_C
Greek
Cretan
lranian
Onge
Han
French
Indian cline populations
Roopkund_A
Roopkund_A
Roopkund_B
Roopkund_B
Roopkund_C
Roopkund_C –0.04
–0.02
0.00
0.02
0.04
0.06
0.08
–0.08
–0.06
–0.04
–0.02
0.00
0.02
0.04
PC1
PC2
a
Onge
Han
French
Indian cline populations
Roopkund_A
Roopkund_A
Roopkund_B
Roopkund_B
Roopkund_C
Roopkund_C e
p b
–0.04
–0.02
0.00
0.02
0.04
–0.02
0.00
0.02
0.04
0.06
0.08
PC1
PC2
Roopkund_A
Roopkund_B
Roopkund_C
Greek
Cretan
lranian Roopkund_B c
Roopkund_B
WHG
EHG
Anatolia_N
Iran_N
Greek
Crete.DG
Roopkund_B
Roopkund_A
Roopkund_C
Brahmin_Tiwari
GujaratiB
GujaratiA
GujaratiC
GujaratiD
Palliyar
Mala
Han
Malay
Vietnamese Fig. 2 Genetic Structure of the Skeletons of Roopkund Lake. a Principal component analysis (PCA) of 1,453 present day individuals from selected groups
throughout mainland South Asia (highlighted in gray). French individuals (representing the location where West Eurasian populations are known to cluster)
are shown in purple, Chinese individuals are shown (representing the location where East Asian populations are known to cluster) in orange, and
Andamanese individuals are shown in teal; the 38 Roopkund individuals are projected. b PCA of 988 present day West Eurasians with the Roopkund
individuals projected. The PCA plot is truncated to remove Sardinians and southern Levantine groups; Present-day Greeks are shown in blue, Cretans in
pink, Iranians in green, and all other West Eurasian populations in gray. A gray polygon encloses all the individuals in each Roopkund group with > 100,000
SNPs. c ADMIXTURE analysis of 2344 present-day and 1877 ancient individuals with K = 4 ancestral components. Only a subset of individuals with
ancestries relevant to the interpretation of the Roopkund individuals are shown. Consistent with the PCA, Roopkund_A has ancestry most closely matching
Indian groups; Roopkund_B has ancestry most closely matching Greek and Cretan groups; and Roopkund_C has ancestry most closely matching Southeast
Asian groups. Genetic differentiation (FST) between Roopkund_A (d) and diverse present-day populations, and Roopkund_B (e) and diverse present-day
populations. We only plotted present-day populations for which we have latitudes and longitudes; deeper red coloration indicates less differentiation to the
Roopkund genetic cluster being analyzed. Sample ID
Skeletal codes
No.
libraries
produced
Population
label
Sex
Mitochondrial
DNA haplogroup
(based on
Sequenom
genotyping)
Mitochondrial
DNA
haplogroup
(based on mt
capture)
Y-chromosome
haplogroup
Proportion of
endogenous human
DNA before capture
(best library)
1240k
coverage
(average)
No. of
SNPs hit
on
autosomes
C-to-T damage
rate at terminal
bases (average)
X-chromosome
contamination
point estimate
(for males
with >
200 SNP )
Mitochondrial
DNA match
rate to
consensus
sequence
Calibrated
radiocarbon
datesc
δ13C
(‰)d
δ15N (‰)d We find that all the Roop-
kund_B
individuals
(with
typically
eastern
Mediterranean
ancestry), as well as the Roopkund_C individual, have δ13C
values between −19.7‰ and −18.2‰ reflecting consumption of
terrestrial C3 plants, such as wheat, barley, and rice (and/or
animals foddered on such plants). In contrast, the Roopkund_A
individuals (with typically South Asian ancestry) have much more
varied δ13C values (−18.9‰ to −10.1‰), with some implying C3
plant reliance and others reflecting either a mixed C3 and C4
derived diet, or alternatively consumption of C3 plants along with
animals foddered with millet, a C4 plant (a practice that has been
documented ethnographically in South Asia17). The difference in
the δ13C distribution between the Roopkund_A and Roopkund_B
groupings is highly significant (p = 0.00022 from a two-sided
Mann-Whitney test). y
To further understand the West Eurasian-related affinity in the
Roopkund_B cluster, we projected all the Roopkund individuals
onto a second PCA designed to distinguish between sub-
components of West Eurasian-related ancestry13,14 (Fig. 2b). Individuals assigned to the Roopkund_A and Roopkund_C
groups cluster towards the top right of the PCA plot, close to
present-day groups with Iranian ancestry, consistent with where
populations with South Asian or East Asian ancestry cluster when
projected onto such a plot13. Individuals belonging to the
Roopkund_B group cluster toward the center of the plot, close
to present-day people from mainland Greece and Crete15. We
observe consistent patterns using the automated clustering
software ADMIXTURE16 (Fig. 2c) and in pairwise FST statistics
(Fig. 2d, e, Supplementary Data 2). The visual evidence from the
PCA suggests that two individuals from the Roopkund_B group
might represent genetic outliers (Fig. 2b). However, symmetry f4-
statistics show that the two apparent outliers (one of which has
relatively low coverage) are statistically indistinguishable in Genetic affinities of the Roopkund subgroups. We used
qpWave18,19 to test whether Roopkund_B is consistent with
forming a genetic clade with any present-day population (that TURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunications 5 5 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 –0.04
–0.02
0.00
0.02
0.04
0.06
0.08
–0.08
–0.06
–0.04
–0.02
0.00
0.02
0.04
PC1
PC2
a
b
c
e
d
–0.04
–0.02
0.00
0.02
0.04
–0.02
0.00
0.02
0.04
0.06
0.08
PC1
PC2
Roopkund_A
Roopkund_B
Roopkund_C
Greek
Cretan
lranian
Onge
Han
French
Indian cline populations
10–1
10–2
10–3
Roopkund_A
Roopkund_A
Roopkund_A
Roopkund_B
Roopkund_B
Roopkund_B
Roopkund_C
Roopkund_C
WHG
EHG
Anatolia_N
Iran_N
Greek
Crete.DG
Roopkund_B
Roopkund_A
Roopkund_C
Brahmin_Tiwari
GujaratiB
GujaratiA
GujaratiC
GujaratiD
Palliyar
Mala
Han
Malay
Vietnamese
Fig. 2 Genetic Structure of the Skeletons of Roopkund Lake. a Principal component analysis (PCA) of 1,453 present day individuals from selected groups
throughout mainland South Asia (highlighted in gray). French individuals (representing the location where West Eurasian populations are known to cluster)
are shown in purple, Chinese individuals are shown (representing the location where East Asian populations are known to cluster) in orange, and
Andamanese individuals are shown in teal; the 38 Roopkund individuals are projected. b PCA of 988 present day West Eurasians with the Roopkund
individuals projected. The PCA plot is truncated to remove Sardinians and southern Levantine groups; Present-day Greeks are shown in blue, Cretans in
pink, Iranians in green, and all other West Eurasian populations in gray. A gray polygon encloses all the individuals in each Roopkund group with > 100,000
SNPs. c ADMIXTURE analysis of 2344 present-day and 1877 ancient individuals with K = 4 ancestral components. Only a subset of individuals with
ancestries relevant to the interpretation of the Roopkund individuals are shown. Consistent with the PCA, Roopkund_A has ancestry most closely matching
Indian groups; Roopkund_B has ancestry most closely matching Greek and Cretan groups; and Roopkund_C has ancestry most closely matching Southeast
Asian groups. Genetic differentiation (FST) between Roopkund_A (d) and diverse present-day populations, and Roopkund_B (e) and diverse present-day
populations. We only plotted present-day populations for which we have latitudes and longitudes; deeper red coloration indicates less differentiation to the
Roopkund genetic cluster being analyzed. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 b We show normalized δ13C and δ15N values for samples with isotopic data: 37 for which genetic data were generated (circles with
colors indicating their cluster), and eight for which no genetic data were generated (labeled Roopkund_U). In cases where multiple measurements were
obtained, we plot the average of all measurements. The plotted data are provided as a Source Data file Asians, we observe a weakly significant difference in the
proportion of West Eurasian-related ancestry in males and
females (p = 0.015 by a permutation test across individuals;
Supplementary Note 8), with systematically lower proportions of
West Eurasian-related ancestry in males than females. This
suggests that the males and females were drawn from significantly
different mixtures of groups within South Asia. Asians, we observe a weakly significant difference in the
proportion of West Eurasian-related ancestry in males and
females (p = 0.015 by a permutation test across individuals;
Supplementary Note 8), with systematically lower proportions of
West Eurasian-related ancestry in males than females. This
suggests that the males and females were drawn from significantly
different mixtures of groups within South Asia. a group would be expected to have admixture with groups with
more typical South Asian ancestry (as the Kalash do), or would
be expected to be inbred and to have relatively low genetic
diversity. However, the Roopkund_B individuals have evidence
for neither pattern (Supplementary Note 9). Combining dif-
ferent lines of evidence, the data suggest instead that what
we have sampled is a group of unrelated men and women
who were born in the eastern Mediterranean during the period
of Ottoman political control. As suggested by their consump-
tion of a predominantly terrestrial, rather than marine-based
diet, they may have lived in an inland location, eventually
traveling to and dying in the Himalayas. Whether they
were participating in a pilgrimage, or were drawn to Roopkund
Lake for other reasons, is a mystery. It would be surprising
for a Hindu pilgrimage to be practiced by a large group of
travelers from the eastern Mediterranean where Hindu prac-
tices have not been common; Hindu practice in this time might
be more plausible for a southeast Asian individual with an
ancestry type like that seen in the Roopkund_C individual. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 500
700
Radiocarbon dates
a
b
Stable isotopes
Roopkund_A
Roopkund_B
Roopkund_C
Roopkund (undefined)
Individuals
900
1100
Calibrated date (calCE)
1300
1500
1700
1900
–22
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
–20
–18
–16
δ13 C (‰)
δ15 N (‰)
–14
–12
–10
–8
Fig. 3 Radiocarbon and Isotopic Evidence of Distinct Origins of Roopkund Genetic Groups. a We generated 37 accelerator mass spectrometry radiocarbon
dates and calibrated them using OxCal v4.3.2. The dating reveals that the individuals were deposited in at least two events ~1000 years apart. In fact, the
Roopkund_A individuals (shown in yellow) may have been deposited over an extended period themselves, as the 95% confidence intervals for some of the
radiocarbon dates (for example I6943 and I6941) do not overlap. Radiocarbon dates indicate that Roopkund_B (shown in red) and Roopkund_C (shown in
white) individuals may have been deposited during a single event. Error bars indicate 95.4% confidence intervals. Calibration curves are shown in
Supplementary Fig. 1. b We show normalized δ13C and δ15N values for samples with isotopic data: 37 for which genetic data were generated (circles with
colors indicating their cluster), and eight for which no genetic data were generated (labeled Roopkund_U). In cases where multiple measurements were
obtained, we plot the average of all measurements. The plotted data are provided as a Source Data file b
Stable isotopes
Roopkund_A
Roopkund_B
Roopkund_C
Roopkund (undefined)
–22
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
–20
–18
–16
δ13 C (‰)
δ15 N (‰)
–14
–12
–10
–8 500
700
Radiocarbon dates
a
Individuals
900
1100
Calibrated date (calCE)
1300
1500
1700
1900 b a Fig. 3 Radiocarbon and Isotopic Evidence of Distinct Origins of Roopkund Genetic Groups. a We generated 37 accelerator mass spectrometry radiocarbon
dates and calibrated them using OxCal v4.3.2. The dating reveals that the individuals were deposited in at least two events ~1000 years apart. In fact, the
Roopkund_A individuals (shown in yellow) may have been deposited over an extended period themselves, as the 95% confidence intervals for some of the
radiocarbon dates (for example I6943 and I6941) do not overlap. Radiocarbon dates indicate that Roopkund_B (shown in red) and Roopkund_C (shown in
white) individuals may have been deposited during a single event. Error bars indicate 95.4% confidence intervals. Calibration curves are shown in
Supplementary Fig. 1. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 The plotted data are provided in a Source Data file We performed a similar analysis on individuals belonging to
the Roopkund_A group and find that they cannot be modeled as
deriving from a homogeneous group (Supplementary Note 6). Instead, Roopkund_A individuals vary significantly in their
relationship to a diverse set of present-day South Asians,
consistent with the heterogeneity evident in PCA (Fig. 2a). We
were unable to model the Roopkund_C individual as a genetic
clade with any present-day populations, but we were able to
model its ancestry as ~82% Malay-related and ~18% Vietnamese-
related using qpAdm7, showing that this individual is consistent
with being of Southeast Asian origin. We tested if any of the
Roopkund groups show specific genetic affinity to present-day
groups from the Himalayan region, including four neighboring
villages in the northern Ladakh region for which we report new
genome-wide sequence data, but we find no such evidence
(Supplementary Note 7). Within the Roopkund_A group which
has ancestry that falls within the variation of present-day South is, whether it is possible to model the two populations as des-
cending entirely from the same ancestral population with no
mixture with other groups since their split). We selected 26
present-day
populations
for
comparison,
with
particular
emphasis on West Eurasian-related groups (we analyzed the
West Eurasian-related groups Basque, Crete, Cypriot, Egyptian,
English, Estonian, Finnish, French, Georgian, German, Greek,
Hungarian, Italian_North, Italian_South, Norwegian, Spanish,
Syrian, Ukranian, and the non-West-Eurasian-related groups
Brahmin_Tiwari,
Chukchi,
Han,
Karitiana,
Mala,
Mbuti,
Onge, and Papuan). We find that Roopkund_B is consistent
with forming a genetic clade only with individuals from
present-day Crete. These results by no means imply that the
Roopkund_B individuals originated in the island of Crete itself,
although they suggest that their recent ancestors or they
themselves came from a nearby region (Supplementary Note 5;
Supplementary Data 5). NATURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunications 6 ARTICLE Discussion
Th The genetically, temporally, and isotopically heterogeneous
composition of the groups at Roopkund Lake was unanticipated
from the context in which the skeletons were found. Radiocarbon
dating reveals at least two key phases of deposition of human
remains separated by around one thousand years and with sig-
nificant heterogeneity in the dates for the earlier individuals
indicating that they could not all have died in a single
catastrophic event. Combining multiple lines of evidence, we suggest a possible
explanation for the origin of at least some of the Roopkund_A
individuals. Roopkund Lake is not situated on any major trade
route, but it is on a present-day pilgrimage route—the Nanda
Devi Raj Jat pilgrimage which today occurs every 12 years
(Fig. 1a). As part of the event, pilgrims gather for worship and
celebration along the route. Reliable descriptions of the pilgrim-
age ritual do not appear until the late-19th century, but inscrip-
tions in nearby temples dating to between the 8th and 10th
centuries suggest potential earlier origins20. We view the
hypothesis of a mass death during a pilgrimage event as a plau-
sible explanation for at least some of the individuals in the
Roopkund_A cluster. Taken together, these results have produced meaningful
insights about an enigmatic ancient site. More generally, this
study highlights the power of biomolecular analyses to obtain rich
information about the human story behind archaeological
deposits that are so highly disturbed that traditional archae-
ological methods are not as informative. p
The Roopkund_B cluster is more puzzling. It is tempting to
hypothesize that the Roopkund_B individuals descend from
Indo-Greek populations established after the time of Alexander
the Great, who may have contributed ancestry to some present-
day groups like the Kalash21. However, this is unlikely, as such NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 Given that the Roopkund_B and Roopkund_C individuals died
only in the last few centuries, an important direction for future
investigation will be to carry out archival research to determine
if there were reports of large foreign traveling parties dying in
the region over the last few hundred years. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 We used smartpca69 to compute FST between the two major Roopkund groups
(Roopkund_A and Roopkund_B) and all other groups composed of at least 2
individuals in the dataset, using default parameters, with the settings inbreed:YES
and fstonly:YES. We successfully generated genome-wide DNA for 38 individuals
(Supplementary Data 1). For each sample, approximately 75 mg of bone powder
originally prepared at CCMB was further processed in dedicated ancient DNA
clean rooms at Harvard Medical School using standard protocols, including DNA
extraction optimized for ancient DNA recovery23, modified by replacing the Zymo
extender/MinElute column assemblage with a preassembled spin column device24,
followed by library preparation with partial UDG treatment25. The quality of
authentic ancient DNA preservation in each sample was assessed by carrying out a
preliminary screening of all libraries via targeted DNA enrichment, designed to
capture mitochondrial DNA in addition to 50 nuclear targets26. We sequenced the
enriched libraries on an Illumina NextSeq500 instrument for 2 × 76 cycles with an
additional 2 × 7 cycles for identification of indices. Based on this preliminary
assessment, libraries that were deemed promising underwent a further enrichment
using a reagent that targeted ~1.2 million SNPs6–9, and then were sequenced using
an Illumina NextSeq500 instrument. We performed clustering using ADMIXTURE16. We carried out this analysis
on all samples used for the PCA analyses, although we display only selected
populations for the sake of clarity. Prior to analysis, SNPs in linkage disequilibrium
with one another were pruned in PLINK using the parameters–indep-pairwise 200
25 0.4. We performed an ADMIXTURE analysis on the remaining 344,363 SNPs in
the pruned dataset for values of k between 2 and 10, and carried out 20 replicates at
each value of k. We retained the highest likelihood replicate at each k and displayed
results for k (k = 4), which we chose because we observed that it is most visually
helpful for discriminating the ancestry of the groups of interest. p
g
y
g
p
We used qpWave18,19, with default parameters and allsnps:YES, to determine if
any of the Roopkund populations was consistent with being a clade with any
present-day populations. We included a base set of nine populations in each test,
chosen to represent diverse ancestry from throughout the world. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 Ancient DNA laboratory Work. A total of 76 skeletal samples (72 long bones and
four teeth) were sampled at the Anthropological Survey of India, Kolkata. Skeletal
sampling was performed for all samples in dedicated ancient DNA facilities at the
Centre for Cellular and Molecular Biology (CCMB) in Hyderabad, India. A subset
of samples that underwent preliminary ancient DNA screening at CCMB, Ancient DNA laboratory Work. A total of 76 skeletal samples (72 long bones and
four teeth) were sampled at the Anthropological Survey of India, Kolkata. Skeletal
sampling was performed for all samples in dedicated ancient DNA facilities at the
Centre for Cellular and Molecular Biology (CCMB) in Hyderabad, India. A subset
of samples that underwent preliminary ancient DNA screening at CCMB,
including three samples that did not yield sufficient data to assign mitochondrial
DNA haplogroups during preliminary screening (see Supplementary Note 1), were
further processed at Harvard Medical School, Boston, USA, consistent with
recommendations in the ancient DNA literature for repeating analyses in two
independent laboratories to increase confidence in results22. We used smartpca69 to perform principal component analysis (PCA) using
default parameters, with the settings lsqproject:YES and numoutlier:0. We
projected the Roopkund individuals onto two PCA plots designed either to reveal a
cline of West Eurasian-related ancestry in South Asian populations18, or to reveal
the genetic substructure in present-day West Eurasians13. The first PCA (Fig. 2a)
included 1453 present-day populations12 in addition to the Roopkund individuals,
while the second PCA (Fig. 2b) included 986 present-day populations13, in
addition to the Roopkund individuals and two individuals from present-day Crete
(population label Crete.DG). The PCA plots show that the samples cluster into
three distinct groups, which we label Roopkund_A, Roopkund_B and
Roopkund_C, and treat separately for subsequent analyses. 69 including three samples that did not yield sufficient data to assign mitochondrial
DNA haplogroups during preliminary screening (see Supplementary Note 1), were
further processed at Harvard Medical School, Boston, USA, consistent with
recommendations in the ancient DNA literature for repeating analyses in two
independent laboratories to increase confidence in results22. p
At CCMB, samples were prepared for processing by wiping with a bleach
solution, followed by deionized water. The samples were then subjected to UV
irradiation for 30 min on each side to minimize surface DNA contamination. Bone
powder was then produced using a sterile dentistry drill. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 We searched for 1st, 2nd, and 3rd degree relative pairs in the dataset by analyzing
patterns of allele sharing between pairs of individuals (we found none)10. To identify Y-chromosome haplogroups in genetically male individuals, we
used a modified version of the procedure reported in Poznik, et al.31, which
performs a breadth-first search of the Y-chromosome tree. We made Y
chromosome haplogroup calls using the ISOGG tree from 04.01.2016 [http://isogg. org], and recorded the derived and ancestral allele calls for each informative
position on the tree. We counted the number of mismatches in the observed
derived alleles on each branch of the tree and used this information to assign a
score to each haplogroup, accounting for damage by down-weighting derived
mutations that are the result of transitions to 1/3 of that of transversions. We
assigned the closest matching Y-chromosome reference haplogroup to each male
based on this score (Supplementary Data 6). We caution that males with fewer than
100,000 SNPs have too little data to confidently assign a haplogroup. In some instances, collagen samples were too poorly preserved and were pre-
treated at Penn State using a modified XAD process72 (Supplementary Data 4 shows
that there were no systematic differences in the dates obtained based on the XAD
and modified Longin pretreatment extraction methods.) Samples were
demineralized in 0.5 N HCl for 2–3 days at 5 °C. The demineralized collagen
pseudomorph was gelatinized at 60 °C in 1–2 mL 0.01 N HCl for 8–10 h. The
gelatin was then lyophilized and percent gelatinization and yield determined by
weight. The sample gelatin was then hydrolyzed in 2 mL 6 N HCl for 24 h at 110 °C. Supelco ENVI-Chrom® SPE (Solid Phase Extraction; Sigma-Aldrich) columns were
prepped with 2 washes of methanol (2 mL) and rinsed with 10 mL DI H2O. Supelco
ENVIChrom® SPE (Solid Phase Extraction; Sigma-Aldrich) columns with 0.45 µm
Millex Durapore filters attached were equilibrated with 50 mL 6 N HCl and the
washings discarded. 2 mL collagen hydrolyzate as HCl was pipetted onto the SPE
column and driven with an additional 10 mL 6 N HCl dropwise with the syringe
into a 20 mm culture tube. The hydrolyzate was finally dried into a viscous syrup by
passing UHP N2 gas over the sample heated at 50 °C for ~12 h. Population genetic analyses. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 (3)
We used ANGSD29 to determine the degree of heterogeneity on the X-
chromosome in males (who should only have one X chromosome) and excluded
from analysis individuals with contamination rates greater than 1.5%. AMS radiocarbon dating. We subjected bone powder from 37 samples to
radiocarbon dating. We dated the remaining bone powder (360–750 mg) from the
same samples that were processed for ancient DNA. We were unable to generate a
radiocarbon date for individual I3401, as there was not enough remaining bone
powder for analysis. AMS radiocarbon dating. We subjected bone powder from 37 samples to
radiocarbon dating. We dated the remaining bone powder (360–750 mg) from the
same samples that were processed for ancient DNA. We were unable to generate a
radiocarbon date for individual I3401, as there was not enough remaining bone
powder for analysis. chromosome in males (who should only have one X chromosome) and excluded
from analysis individuals with contamination rates greater than 1.5%. y
g
We determined the mitochondrial haplogroup of each individual in two ways. For individuals with whole mitochondrial genome data, we determined the
mitochondrial haplogroups using haplogrep230. We also determined mitochondrial
haplogroups from mitochondrial DNA genotyping using multiplex PCR (see
Supplementary Note 1). At the Pennsylvania State University AMS radiocarbon dating facility, bone
collagen for 14C and stable isotope analyses was extracted and purified using a
modified Longin method with ultrafiltration70. Samples (200–400 mg) were
demineralized for 24–36 h in 0.5 N HCl at 5 °C followed by a brief (<1 h) alkali
bath in 0.1 N NaOH at room temperature to remove humates. The residue was
rinsed to neutrality in multiple changes of Nanopure H2O, and then gelatinized for
12 h at 60 °C in 0.01 N HCl. The resulting gelatin was lyophilized and weighed to
determine percent yield as a first evaluation of the degree of bone collagen
preservation. Rehydrated gelatin solution was pipetted into pre-cleaned
Centriprep71 ultrafilters (retaining >30 kDa molecular weight gelatin) and
centrifuged 3 times for 20 min, diluted with Nanopure H2O and centrifuged 3 more
times for 20 min to desalt the solution. We determined the genetic sex of the individuals by computing the ratio of the
number of sequences that align to the X chromosome versus the Y chromosome. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11357-9 We include an
additional 5–15 populations of either South Asian, West Eurasian, or Southeast/
East Asian ancestry in tests involving Roopkund_A, Roopkund_B and
Roopkund_C respectively, chosen to provide additional resolution for each group
based on their position in the previous PCA. Based on the observed genetic
heterogeneity in the Roopkund_A population, we modeled each individual
separately (Supplementary Note 6). For each test, the Left population set included
the Roopkund population or individual of interest in addition to one of the selected
present-day analysis populations, while the remaining populations were included
in the Right population set. In the case of individuals belonging to the
Roopkund_A and Roopkund_C groups, we also used qpAdm7, with default
parameters and allsnps: YES, to determine whether these populations could be
considered to be the product of a two-way admixture between any of the selected
present-day populations (Supplementary Note 6). In this case, the Left population
set included the Roopkund individual of interest in addition to all possible
combinations of two of the selected present-day analysis populations, while the
remaining populations were included in the Right population set. Bioinformatic processing. We used SeqPrep to trim adapters and molecular
barcodes, and then merged paired-end reads that overlapped by a minimum of 15
base pairs (with up to one mismatch allowed) and aligned to the mitochondrial rsrs
genome27 (for the mitochondrial screening analysis) or hg19 (for whole-genome
analysis) using samse in bwa (v0.6.1)28. We identified duplicate sequences based on
having the same start position, end position, orientation, and library-specific
barcode, and only retained the copy with the highest quality sequence. We
restricted to sequences with a minimum mapping quality (MAPQ ≥10) and
minimum base quality (≥20) after excluding two bases from each end of the
sequence. We obtained pseudo-haploid SNP calls by using a single randomly
chosen sequence at SNPs covered by at least one sequence. We subjected the resulting data to three tests of ancient DNA authenticity: (1)
we analyzed the mitochondrial genome data to determine the rate of matching to
the consensus sequence using contamMix, and excluded from analysis samples that
exhibited a match rate less than 97%8. (2) We removed samples that exhibited a
rate of C-to-T substitutions less than 3%: the minimum recommended threshold
for authentic ancient DNA that has been subjected to partial UDG treatment25. Methods
h The genetic analysis of Himalayan populations (described in Supplementary
Note 7) was approved by the Institutional Ethical Committee of the Centre for
Cellular and Molecular Biology in Hyderabad, India. 7 NATURE COMMUNICATIONS | (2019) 10:3670 | https://doi.org/10.1038/s41467-019-11357-9 | www.nature.com/naturecommunications ARTICLE Collagen
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(2007). Stable isotope measurements. The isotopic measurement procedure at Yale
University for the 37 samples for which we performed direct radiocarbon dating
are described in the previous section. Stable isotope measurements. The isotopic measurement procedure at Yale
University for the 37 samples for which we performed direct radiocarbon dating
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at Yale) at the Max Planck Institute for the Science of Human History. Bone
samples of 1 g were subsequently cleaned using an air abrasive system with 5 μm
aluminum oxide powder and then crushed into chunks. Collagen was extracted
following standard procedures78. Approximately 1 g of pre-cleaned bone was
demineralized in 10 mL aliquots of 0.5 M HCl at 4 °C, with changes of acid until
CO2 stopped evolving. The residue was then rinsed three times in deionized water
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Two Dimensional Yau-Hausdorff Distance with Applications on Comparison of DNA and Protein Sequences
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RESEARCH ARTICLE OPEN ACCESS Citation: Tian K, Yang X, Kong Q, Yin C, He RL, Yau
SS-T (2015) Two Dimensional Yau-Hausdorff
Distance with Applications on Comparison of DNA
and Protein Sequences. PLoS ONE 10(9): e0136577. doi:10.1371/journal.pone.0136577 Editor: Yang Zhang, University of Michigan, UNITED
STATES Received: March 18, 2015
Accepted: August 5, 2015
Published: September 18, 2015 Copyright: © 2015 Tian 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: This work was supported by National
Nature Science Foundation of China (Grant No. 31271408), Tsinghua University startup fund and
Tsinghua University Independent Research Project
grant. Kun Tian1, Xiaoqian Yang1, Qin Kong1, Changchuan Yin2, Rong L. He3, Stephen S.-
T. Yau1* 1 Department of Mathematical Sciences, Tsinghua University, Beijing 100084, China, 2 Department of
Mathematics, Statistics and Computer Science, The University of Illinois at Chicago, Chicago, IL 60607-
7045, United States of America, 3 Department of Biological Sciences, Chicago State University, Chicago, IL
60628, United States of America * yau@uic.edu a1111 Abstract Comparing DNA or protein sequences plays an important role in the functional analysis of
genomes. Despite many methods available for sequences comparison, few methods retain
the information content of sequences. We propose a new approach, the Yau-Hausdorff
method, which considers all translations and rotations when seeking the best match of
graphical curves of DNA or protein sequences. The complexity of this method is lower than
that of any other two dimensional minimum Hausdorff algorithm. The Yau-Hausdorff method
can be used for measuring the similarity of DNA sequences based on two important tools:
the Yau-Hausdorff distance and graphical representation of DNA sequences. The graphical
representations of DNA sequences conserve all sequence information and the Yau-Haus-
dorff distance is mathematically proved as a true metric. Therefore, the proposed distance
can preciously measure the similarity of DNA sequences. The phylogenetic analyses of
DNA sequences by the Yau-Hausdorff distance show the accuracy and stability of our
approach in similarity comparison of DNA or protein sequences. This study demonstrates
that Yau-Hausdorff distance is a natural metric for DNA and protein sequences with high
level of stability. The approach can be also applied to similarity analysis of protein
sequences by graphic representations, as well as general two dimensional shape
matching. Two Dimensional Yau-Hausdorff Distance
with Applications on Comparison of DNA and
Protein Sequences Kun Tian1, Xiaoqian Yang1, Qin Kong1, Changchuan Yin2, Rong L. He3, Stephen S.-
T. Yau1* Two Dimensional Yau-Hausdorff Distance sequence alignment uses dynamic programming techniques to identify the globally optimal
alignment solution, and is the most popular method in sequence comparison. However, the
sequence alignment problem is NP-hard, making it infeasible for studying large data-sets. The
moment vector approach characterizes the DNA space by assigning each DNA sequence a
vector consisting of moments obtained from its graphical curve. The distance between
sequences is then defined to be the Euclidean distance between their corresponding vectors. This approach is effective and operates in linear time. There is no criterion yet to determine
the dimension of the moment vector, and the method does not present the DNA or protein
space accurately, as we will show in this paper. On the other hand, it is obvious that the corre-
spondence between feature vectors and DNA sequences is not one-to-one. Thus, the feature
vector method is not reliable due to loss of information about nucleotide. New methods on
sequence comparisons are being continuously developed. For example, Liu et al developed the
Python package for generating various modes of feature vectors for sequences [4]. This
method depends on fifteen types of feature vectors of sequence, which can be extremely large
for computing DNA sequences of long lengths. Zou et al proposed the centre star MSA strat-
egy for sequence alignment [5]. It offers new tools to address large-scale data for multiple
sequence alignment. In this article, we establish a new approach to measure the distance between DNA (or pro-
tein) sequences: the Yau-Hausdorff method. This study arises from the graphical representa-
tion of DNA or protein sequences proposed by Yau [2, 6], in which each DNA or protein
sequence is represented by a curve in two-dimensional plane. The graphical representation
method results in one-to-one mapping between DNA sequences and the graphical curves. However the question on how to measure the true distance between two DNA curves has not
been addressed up to now. The main contribution of this study is to introduce a new distance
between two dimensional curves defined by the DNA (or protein) sequences. Although many techniques for two dimensional distance are available, presently the most
useful criterion to measure the similarity between two-dimensional point sets is the Hausdorff
distance [7, 8]. This distance can be used to determine the degree of resemblance between two
point sets that are superimposed. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Introduction Comparison of DNA sequences or protein sequences is a problem that has been studied in
biological sciences for years. It is an important mean to understand the nature of known pro-
teins and predict the unknown functions of the sequences. Many approaches have been pro-
posed for measuring the similarity between DNA sequences and protein sequences, including
multiple sequence alignment [1], moment vectors [2] and feature vectors [3]. Multiple Competing Interests: The authors have declared
that no competing interests exist. 1 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Graphical representation of DNA sequences Yau proposed a unique method to represent DNA sequences by a two dimensional graph [6]. Compared with previous methods, the graphical representation resolves sequence degeneracy
and is proven to eliminate circuit formation. We use Yau’s method to generate graphical repre-
sentations of DNA sequences. We chose following four vectors to represent the four nucleo-
tides A, G, C and T respectively: (1,2/3) ! T, (1,1/3) ! A, (1, −1/3) ! C, (1, −2/3) ! G. An
illustrative example is given in Fig 1 for the graphic representation of the first 500 bp human
mtochondrial DNA sequence. However the general Hausdorff distance does not satisfy our
requirements, since we wish to measure the minimum distance between two point sets under
rigid motions including translation and rotation. The minimum Hausdorff distance under
rigid motions is a well-defined metric and not only measure the distance of two point sets, but
also the similarity of their shapes. Mathematicians have tried to find efficient algorithms to
compute this distance, but none of the existing algorithms reaches the level of efficiency
required for analyzing long DNA (or protein) sequences. In this article, we define the Yau-Hausdorff distance, a new metric which measures the simi-
larity between two-dimensional point sets. This new metric possesses some advantages: it is a
well-defined metric in mathematics; it is a natural generalization of the minimum one-dimen-
sional Hausdorff distance; it takes translation and rotation into full consideration; and it is
much more efficient to compute than the existing two-dimensional minimum Hausdorff dis-
tance. These advantages enable it to be a powerful tool for comparing two-dimensional point
sets, particularly for comparing DNA or protein sequences. In the first section, we introduce two important methods: the Yau-Hausdorff distance and
the graphical representation of DNA (or protein) sequences. In the second section, results
from applying the Yau-Hausdorff method to several biological examples are presented and
compared with results achieved by previous approaches. In the third section we discuss the
advantages of the Yau-Hausdorff method and its broader applications. 2 / 19 Two Dimensional Yau-Hausdorff Distance Two Dimensional Yau-Hausdorff Distance The construction procedure for the graphical representation is natural in that it only collects
information based on the hydrophobicity scale of the 20 amino acids and the protein sequence,
and the information is then transformed into an intuitive two-dimensional graph, which natu-
rally reflects the biological characteristics of a protein. Now that we have the graphical representation of DNA(or protein) sequences, all we need is
a criterion that measures the similarity between two curves to characterize similarity of
sequences. Huang proposed an approach using the feature vector as the numerical characteri-
zation of a DNA sequence [3]. The feature vector consists of a 10-dimensional vector formed
from the tallest peak, the lowest point, and the central points of the graphical representation of
a DNA sequence. However, the feature vector may not preserve the complete information in a
graphical representation because the feature vector does not contain enough information to
reconstruct the curve, and thus cannot fully represent the distribution of nucleotides in a DNA
sequence. Furthermore, translations or rotations of the curves are not considered in the
method, so the feature vector approach may be unreliable in DNA sequence comparison. Our approach differs from the feature vector method in that we compare DNA or protein
sequences by measuring the similarity between graphical representations directly, so our
approach does not lose information within DNA or protein sequences. In addition, we take
translation and rotation into account when making comparisons. To accomplish this, we pro-
pose a new criterion for two-dimensional point set comparison, the Yau-Hausdorff distance. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Graphical representation of protein sequences We use the approach proposed by Yau in 2008 [2] to generate graphical representations of pro-
tein sequences. Here is a brief description of the process. A protein sequence is a string composed of 20 fundamental amino acids. Fauchere and
Pliska assigned a value to each of these 20 amino acids according to its hydrophobicity [9], and
Yau [2] mapped each value to a number between -1 and 1, such that the 20 numbers are uni-
formly distributed on the positive and the negative axes respectively. Having determined the correspondence between each amino acid i and a real number yi 2
[−1,1], a vector can be defined with the horizontal component 1 and the vertical component yi. Given a protein sequence, its graphical representation is the collection of the corresponding
vectors of the amino acids in the protein sequence, i.e., a point set with the size l+1, where l is
the sequence length. Fig 1. Graphical representation of human mitochondrial DNA (1–500 bp, GenBank:X93334). doi:10.1371/journal.pone.0136577.g001 Fig 1. Graphical representation of human mitochondrial DNA (1–500 bp, GenBank:X93334). doi:10.1371/journal.pone.0136577.g001 doi:10.1371/journal.pone.0136577.g001 3 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Minimum two-dimensional Hausdorff distance We first introduce Hausdorff distance, one of the most widely used criteria for point set com-
parisons [7]. For two point sets A and B, the Hausdorff distance between point A and point B
sets is defined by ð1Þ hðA; BÞ ¼ max f max
a2A min
b2B ja bj; max
b2B min
a2A jb ajg
ð1Þ Intuitively, this can be considered as the minimum distance for which at least one point in
set B is accessible from any point of set A, and vice versa. Intuitively, this can be considered as the minimum distance for which at least one point in
set B is accessible from any point of set A, and vice versa. When comparing graphical representations of DNA or protein sequences, we emphasize
the level of shape similarity. Thus, the ideal metric should consider the optimal fit under rigid
motions including translation and rotation. Since the general Hausdorff distance measures the
distance between two fixed sets, it shall not be a good candidate for an ideal metric although
the general Hausdorff distance is a defined metric. The minimum two-dimensional Hausdorff distance as defined below is a well-defined met-
ric that indeed meets this requirement. H2ðA; BÞ ¼ min
y2½0;2p min
t2R2 hðA þ t; ByÞ
ð2Þ ð2Þ where h is Hausdorff distance defined in Eq (1) and h(A+t,Bθ) stands for the Hausdorff dis-
tance between A and B after shifting A rightward by t and rotating B counterclockwise by θ. The minimum two-dimensional Hausdorff distance is widely used in graph comparison, and
several algorithms have been proposed for this central distance. Some of the algorithms rely on
the assumption that there are only grid points in the point sets. These algorithms are mainly
used in pixel image matching such as photo identification and MRI analysis. But as comparing
graphical representations of sequences requires precise rotation of each point, clearly the grid
point assumption is not satisfied. The best matching of two shapes under translation and rota-
tion can be obtained by the minimum Hausdorff distance. For two point sets with size m and n,
the time complexity of the minimum Hausdorff distance by the Huttenlocher algorithm is O((m PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 4 / 19 Two Dimensional Yau-Hausdorff Distance +n)6log(mn)) [10]. That algorithm for minimum Hausdorff distance under Euclidean motion
was improved later with the complexity as O((m+n)5log2 mn)) [8]. Minimum two-dimensional Hausdorff distance However, these algorithms
are still not feasible for comparing graphic curves of long DNA (or protein) sequences of more
than 10000 bp. These limitations highlight the need to improve the algorithm of minimum
Hausdorff distance. In this study, we present a new metric, the Yau-Hausdorff distance, for
matching two-dimensional curves under translation and rotation. Yau-Hausdorff distance We propose here the Yau-Hausdorff distance in terms of the minimum one-dimensional
Hausdorff distance [11]. The minimum Hausdorff distance between two one-dimensional
point sets A and B under translation is defined as H1ðA; BÞ ¼ min
t2R hðA þ t; BÞ
ð3Þ ð3Þ where h(A+t,B) is the Hausdorff distance between A and B after shifting A rightward by t. This
equation can be rewritten as H1ðA; BÞ ¼ min
t2R max f max
a2Aþt min
b2B ja bj; max
b2B
min
a2Aþt jb ajg
ð4Þ ð4Þ The Yau-Hausdorff distance is then defined in terms of H1(A,B): The Yau-Hausdorff distance is then defined in terms of H1(A,B): DðA; BÞ ¼ max f max
y
min
φ
H1ðPxðAyÞ; PxðBφÞÞ;
max
φ
min
y
H1ðPxðAyÞ; PxðBφÞÞg
ð5Þ ð5Þ where Px(Aθ) is an one-dimensional point set representing the projection of A on the x-axis
after being rotated counterclockwise by θ. The Yau-Hausdorff distance D defined above possesses the following properties: The Yau-Hausdorff distance D defined above possesses the following properties: 1. D can be proven as an metric (the proof is available in the supplementary materials). 2. D is defined in terms of and inherits properties from the minimum one-dimensional Haus-
dorff distance. It is so far the most accurate criterion for two-dimensional point set
comparison. 3. D fully considers all translation and rotation in the two-dimensional space. 4. Using the projection of two-dimensional point sets, D successfully avoids calculation of the
Hausdorff distance of two-dimensional sets, and can be computed efficiently. The Yau-Hausdorf distance is not equal to the two-dimensional minimum Hausdorff dis-
tances. In fact, the Yau-Hausdorf distance is the lower bound of the minimum two-dimen-
sional Hausdorff distances. The proof that H2(A,B) D(A,B) and an example showing this
inequality are provided in the supplementary materials. Our algorithm to compute the Yau-Hausdorff distance D is as follows:
3
3 Let A = {a1, a2, . . ., an} ⊂R3, B = {b1, b2, . . ., bm} ⊂R3. Let A = {a1, a2, . . ., an} ⊂R3, B = {b1, b2, . . ., bm} ⊂R3. 1. Fix a1. For i = 2, 3, . . ., n rotate A such that a1 ai//x−axis. We get θ1, θ2, . . ., θn−1. 2. Fix a2. For i = 3, 4, . . ., n rotate A such that a2 ai//x−axis. We get θn, θn+1, . . ., θ2n−3. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Similarity analysis of DNA or protein sequences by the Yau-Hausdorff
distance Using the Yau-Hausdorff distance of graphic curves, similarity analysis of DNA or protein
sequences is performed by clustering the sequences into phylogenetic trees. The dissimilarity
matrix of given sequences is constructed from the Yau-Hausdorff distance of pairwise
sequences. UPGMA (Unweighted Pair Group Method with Arithmetic Mean) hierarchical
clustering method from a pairwise distance matrix is used to construct phylogenetic trees [13]. The resulting UPGMA tree reflects the structure and relationship of the sequences presented in
the distance matrix. Yau-Hausdorff distance 3. Fix a3. For i = 4, 5, . . ., n rotate A such that a3 ai//x−axis. We get θ2n−2, θ2n−1, . . ., θ3n−6
4. Randomly rotate 1000 times by y0
1; y0
2; :::; y0
1000. 4. Randomly rotate 1000 times by y0
1; y0
2; :::; y0
1000. 5. Let the set of these rotations be M ¼ fy1; y2; :::; y3n6; y0
1; y0
2; :::; y0
1000g. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 5 / 19 Two Dimensional Yau-Hausdorff Distance 6. Similarly we get the set of rotations for B N ¼ fφ1; φ2; :::; φ3m6; φ0
1; φ0
2; :::; φ0
1000g
7. For each θ 2 M, we compute minφ 2 N H1(Px(Aθ),Px(Bφ)). 8. For all θ 2 M, we get D1 = maxθ 2 Mminφ 2 N H1(Px(Aθ),Px(Bφ)). 9. Similarly we get D2 = maxφ 2 N minθ 2 M H1(Px(Aθ),Px(Bφ)). 10. Take D(A,B) = max{D1,D2}. It shall be noted that the algorithms for calculating the one-dimensional minimum Hausdorff
distance include the algorithm proposed by G.Rote in 1991 [11] and the improved algorithm
proposed by Li [12]. Because of the improved efficiency in Li’s algorithm, we chose the Li’s
algorithm for computing the Yau-Hausdorff distance. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 DNA sequence comparison We apply the Yau-Hausdorff method by comparing the DNA sequences of the COI genes, bar-
coding, H1N1, and the Influenza virus neuraminidase (NA) genes to verify the accuracy of our
method on its ability to cluster genomes. GenBank access numbers of DNA and protein
sequences used in this study are listed in S2 File. COI dataset analysis. Paul D. N. Hebert [14] claimed that the mitochondrial gene cyto-
chrome c oxidase I (COI) can serve as the core of a global bioidentification system for animals
[14]. First we applied our method on the COI gene of nine species, including one spider and
eight raptor. The average length of COI gene sequences is about 700 bp. These nine sequences
are transferred to graphical representations using Yau’s method [6], then the Yau-Hausdorff
distance between each two graphs is computed. We get the distance matrix and generated the
corresponding hierarchical tree. We also use the natural vector method [15] to test the result. The distance provided by natural vector method is Euclidean distance of the vectors presented
by DNA sequences in 12-dimensional space R12, while Yau-Hausdorff method is based on cal-
culating the minimum Hausdorff distance of point sets coming from the graphical representa-
tion of sequences. The clustering results of both the Yau-Hausdorff method and the natural
vector method are compared as shown in Fig 2. Callobius bennetti is a spider which should be separated from those eight raptor. Fig 2 dem-
onstrates that both methods successfully cluster Callobius bennetti outside the cluster of raptor. In addition, the Yau-Hausdorff method clusters Accipiter francesiae and Accipiter gularis
closer than the natural vector method. According to biological classification, Accipiter france-
siae and Accipiter gularis belong to the same genus Accipiter. Therefore, it is reasonable that
these two species are closer to each other than other species. In this case, Yau-Hausdorff
method is more reliable than the natural vector method. 6 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance Fig 2. Hierarchical tree of COI sequences (Yau-Hausdorff method and natural vector method). doi:10.1371/journal.pone.0136577.g002 Fig 2. Hierarchical tree of COI sequences (Yau-Hausdorff method and natural vector method). doi:10.1371/journal.pone.0136577.g002 Barcoding DNA analysis. DNA sequence comparison To compare the clustering accuracy by the Yau-Hausdorff
method and the feature vector method [3], we construct the UPGMA phylogentic trees of 18
species barcoding DNA data sets using the Yau-Hausdorff method and the feature vector
method, the results are shown in Figs 3 and 4, respectively. Fig 3 manifests that the species with
the same genus are grouped together accurately by Yau-Hausdorff method. The result is con-
sistent with the known biological classification, by which the 18 species belong to 9 genera and 7 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance Fig 3. Hierarchical tree of barcoding DNA sequences (Yau-Hausdorff method). d i 10 1371/j
l
0136577 003 Fig 3. Hierarchical tree of barcoding DNA sequences (Yau-Hausdorff method). Fig 3. Hierarchical tree of barcoding DNA sequences (Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g003 Fig 3. Hierarchical tree of barcoding DNA sequences (Yau-Hausdorff method). d i 10 1371/j
l
0136577 003 doi:10.1371/journal.pone.0136577.g003 doi:10.1371/journal.pone.0136577.g003 each genus contains two species. The hierarchical tree in Fig 4 shows that Eunicida sp BOL-
DACJ5892 is gathered with genus Capitellida instead of Eunicida sp BOLDACJ9615 although
they belong to the same genus, while our method clearly clusters the 18 species into 9 genera. each genus contains two species. The hierarchical tree in Fig 4 shows that Eunicida sp BOL-
DACJ5892 is gathered with genus Capitellida instead of Eunicida sp BOLDACJ9615 although
they belong to the same genus, while our method clearly clusters the 18 species into 9 genera. each genus contains two species. The hierarchical tree in Fig 4 shows that Eunicida sp BOL-
DACJ5892 is gathered with genus Capitellida instead of Eunicida sp BOLDACJ9615 although
they belong to the same genus, while our method clearly clusters the 18 species into 9 genera. The results acquired from Yau-Hausdorff method is better than that from feature vector
method. The feature vector does not preserve the information contained in a graphical repre-
sentation because the feature vector does not contain enough information to reconstruct the
curve from the vector, and thus cannot fully represent the distribution of nucleotides in a DNA
sequence. Furthermore, our method includes translations and rotations for the best match of
graphical curves. Thus our method offers a natural and accurate comparison of DNA
sequences through graphical representations. The results acquired from Yau-Hausdorff method is better than that from feature vector
method. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 DNA sequence comparison The feature vector does not preserve the information contained in a graphical repre-
sentation because the feature vector does not contain enough information to reconstruct the
curve from the vector, and thus cannot fully represent the distribution of nucleotides in a DNA
sequence. Furthermore, our method includes translations and rotations for the best match of
graphical curves. Thus our method offers a natural and accurate comparison of DNA
sequences through graphical representations. H1N1 virus analysis. We perform test on the Yau-Hausdorff method on H1N1 virus. The
pandemic in 2009 was a new strain of swine-origin influenza virus(S-OIV). We analyze the
polymerase PB2 segment of S-OIV (swine-origin influenza virus) 2009 as well as avian and tri-
ple reassortment swine viruses. Many researchers have conducted comprehensive computa-
tional searches to determine the origin of S-OIV. Previous study [16] indicated that the PB2
segment of S-OIV, avian, and triple reassortment swine viruses share a similar evolutionary
history. We construct the phylogentic tree from the Yau-Hausdorff distance between the 63 virus
genes (Fig 5). The hierarchical tree in Fig 5 contains four branches. The third and the fourth
clusters are the nearest, and their union is juxtaposed with the second cluster, while the first
cluster is the farthest from the other three. What we examine here is S-OIV 2009 PB2 genes, PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 8 / 19 Two Dimensional Yau-Hausdorff Distance Fig 4. Hierarchical tree of barcoding DNA sequences (Feature vector method). doi:10 1371/journal pone 0136577 g004 Fig 4. Hierarchical tree of barcoding DNA sequences (Feature vector method). doi:10.1371/journal.pone.0136577.g004 which are all placed into the third cluster. On the other hand, the third group contains some
Swine H3N2 and H1N2 triple reassortment viruses. These clustering results agree with previ-
ous study by Kingsford [16]. The fourth group is the closest cluster to the third group. This
group consists of human H1N1, triple reassortment H3N2, H2N1, chicken, and turkey virus. It
was pointed out by Kingsford’s paper [16] that the PB2 gene of avian virus, reassortment
H2N1, H3N2 and the S-OIV 2009 share evolutionary. The farthest group from S-OIV 2009 is
the first group. This group is composed mainly of H1N1 that has been circulating in swine
populations in Europe and Asia for decades. Again, these results coincide with Kingsford’s con-
clusion [16] which claimed that the Eurasian H1N1 has a different phylogenetic origin than
the 2009 outbreak strain sequences. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Protein sequence comparison To assess our method on characterization of the protein space, we apply the Yau-Hausdorff
method to classify the protein kinase C (PKC) family and the β-globin family. In addition to hierarchical tree, we employ the natural graph to represent the classifications
of protein families [17]. In the natural graph, if there is a level-1 directed edge from protein A
to protein B, it means B is the closest to A among the entire family, thus they are categorized
into the same level-1 cluster. Similarly a level-2 directed edge means that one level-1 cluster is
the closest to another level-1 cluster. The distance between two graphs is defined as the mini-
mum distance between any protein in one graph and any element in the other. The length of
an edge that connects two proteins is proportional to the Yau-Hausdorff distance between
them. A shorter line indicates a higher level of similarity between two proteins. The natural
graph allows us to view the relationship between proteins and subfamilies in an intuitive way. PKC family analysis. The protein kinase C family is a large group of enzymes regulating
the Ca2+-dependent pathways in cells [18]. PKC is classified into six subfamilies: cPKC, nPKC,
aPKC, PKCμ, PKC1 and PRK. We compute distance matrix from the Yau-Hausdorff distance
of each pair of the 124 protein sequences in the PKC family. The natural graph constructed
from the distance matrix is shown in Fig 7. The graph shows that Yau-Hausdorff method classifies the 124 PKC sequences into three
level-3 clusters with one uni-directional edge and one bi-directional edge. The first cluster con-
tains all two typical subfamilies: cPKC (conventional PKC) and nPKC (novel PKC). The sec-
ond cluster contains all aPKC sequences. One bi-directional edge connects it to the first cluster,
indicating that among all PKC subfamilies, aPKC has the highest similarity with nPKC and
cPKC. This matches what would be expected from their biology. The third cluster contains all
the controversial PKC subfamilies. PKCμ is considered to be PKD actually; PKC1 are found on
fungi; PRK (PKC-related kinase)are like PKC1 but they are found on animals [17]. We observe
from the graph that this cluster is far from the first two. Actually the graph tells us that the min-
imum distance between the aPKC subfamily and the subfamilies cPKC and nPKC is 58.44,
which is also the longest edge in the graph. DNA sequence comparison Influenza virus gene analysis. In the last example of DNA data set, we test the influenza
virus neuraminidase (NA) gene since sequence alignment does not work well for the influenza
virus NA genes. We applied our method to this data set which contains 52 sequences and got
the phylogenetic tree in Fig 6. The result obtained here is mainly consistent with the known
biological classification. The top of this figure includes some mallard, Zhejiang and winged-teal
influenza as a group. In the middle part of this figure, the Illinois influenza are gathered here. The middle and lower parts are mainly composed of H7N9 viruses, and Hong Kong influenza
are clustered at the bottom of this figure. Compared with the sequence alignment method
which is time consuming and not effective for the influenza virus genes, this example shows
that the Yau-Hausdorff distance method works better than sequence alignment method. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 9 / 19 Two Dimensional Yau-Hausdorff Distance Fig 5. Hierarchical tree of H1N1 virus sequences (Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g005 10 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance Fig 6. Hierarchical tree of the influenza virus NA genes(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g006 Fig 6. Hierarchical tree of the influenza virus NA genes(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g006 11 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Protein sequence comparison The Yau-Hausdorff method classifies the PKC family accurately except that PKC No. 84,
which is a cPKC, is clustered into the cluster containing all aPKCs. This observation coincides
with the result given by the natural vector method on the same dataset [17]. That article
ascribes this abnormality yet undiscovered cPKCs that should appear between PKC No.84 and
the cPKC subfamily, making PKC No.77 the closest to No.84. Our result obtained from the
Yau-Hausdorff method verifies this prediction. Examining the result more carefully we find that our clustering outcome is more accurate
than that of the natural vector method. Firstly, in the results of the natural vector method, the
nPKC subfamily is divided into two parts by two cPKC sequences, while the Yau-Hausdorff
method clusters the PKC family into complete subfamilies. Second, the natural vector method
cuts the PRK subfamily into two parts, while all pRKs are clustered into the same cluster, i.e.,
the same level-1 branch. That shows the Yau-Hausdorff method characterizes the distance
between proteins in a way that is closer to the actual nature of the proteins than the natural vec-
tor method does, resulting in a more accurate classification. β-globin analysis. We perform phylogenetic analysis of β-globin from 50 species by the
Yau-Hausdorff method (Fig 8) and the moment vector method (Fig 9). [2]. The hierarchical tree in Fig 9 shows that Yau-Hausdorff method categorizes the 50 β-globin
sequences better than moment vector method. Even though the moment vector method divides
the data-set into three complete parts: mammals, birds and fish, it is not as accurate as the Yau-
Hausdorff clustering in regard to the classification into subfamilies of mammals. The moment PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 12 / 19 Two Dimensional Yau-Hausdorff Distance Fig 7. Natural graph the PKC family(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g007 Fig 7 Natural graph the PKC family(Yau-Hausdorff method) Fig 7. Natural graph the PKC family(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g007 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 13 / 19 Two Dimensional Yau-Hausdorff Distance Fig 8. Hierarchical tree of 50 β-globin sequences (Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g008 Fig 8. Hierarchical tree of 50 β-globin sequences (Yau-Hausdorff method). Fig 8. Hierarchical tree of 50 β-globin sequences (Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g008 doi:10.1371/journal.pone.0136577.g008 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 14 / 19 Two Dimensional Yau-Hausdorff Distance Fig 9. Hierarchical tree of 50 β-globin sequences (Moment vector method). doi:10.1371/journal.pone.0136577.g009 Fig 9. Hierarchical tree of 50 β-globin sequences (Moment vector method). Stability analysis To analyze the stability of the Yau-Hausdorff method, we apply a random perturbation within
10% to the y-coordinates of each nucleotide (amino acid) in the graphical representation of
DNA (or protein) sequences. We repeat the tests on both DNA and protein data-sets several
times with perturbation, and observe no structural change in the hierarchical tree or the natural
graphical representation. This shows that Yau-Hausdorff distance is a natural metric with high
level of stability. Protein sequence comparison doi:10.1371/journal.pone.0136577.g009 Fig 9. Hierarchical tree of 50 β-globin sequences (Moment vector method). doi:10.1371/journal.pone.0136577.g009 vector approach leaves the subfamilies bovidae, artiodactyla, perissodactyl, whale and canidae
intermingled in the final results, while our method clearly clusters the 29 mammals into ele-
phants, bovidae, rodents, artiodactyla, perissodactyl, whales, primates, bears and canidae from
top to bottom. This result is in strong agreement with biological systematics, showing that our
algorithm accurately clusters the 50 species. We conclude that Yau-Hausdorff method gives a
more accurate result than the moment vector method. The only outlier in our result is that Shark is clustered to a single cluster instead of being
group with other fish. Looking into the original data we find that the β-globin sequence of
shark is the only one in the data-set with length 142, while all the 49 other sequences are of
length 148. This is probably the cause of this outlier, since the algorithm generating the hierar-
chical tree clusters the closest branches together in each iteration. The β-globin sequence of
shark is far from all other 49 β-globin (verified by observing the distance matrix) because it is
shorter, and consequently it becomes branch clustered in the last step of the iteration. To cor-
rect this outlier, we represent the distance matrix with the natural graph clustering as shown in
Fig 10. 15 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance Fig 10. Natural graph of 50 β-globin sequences(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g010 Fig 10. Natural graph of 50 β-globin sequences(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g010 Fig 10. Natural graph of 50 β-globin sequences(Yau-Hausdorff method). doi:10.1371/journal.pone.0136577.g010 The natural graph in Fig 10 shows that although the edge from Shark to Catfish is the lon-
gest in the directed graph, shark is clustered into fish by a level-1 uni-directional edge, which is
what we expect. This example shows that the outlier can be resolved by the natural graph, dem-
onstrating advantage of the natural graph and accuracy of the Yau-Hausdorff method. In sum-
mary, our method provides a distance matrix that completely agrees with established biological
clustering of all 50 species. Noise perturbation analysis We perform the noise perturbation analysis on the Yau-Hausdorff distance. We first construct
150 deletion mutations on random positions of an intron DNA sequence of length 350 bp. The
deletion mutation DNA sequences have lengths from 349 bp to 200 bp. The Yau-Hausdorff dis-
tances between each of the 150 mutation sequences and the original DNA sequence are shown in
Fig 11. The result shows that the correlation of Yau-Hausdorff distance and deletion length is
almost linear. This result indicates that the Yau-Hausdorff distance is robust when the complex-
ity of the graphic representations increases or noise is introduced in the representations. 16 / 19 PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Two Dimensional Yau-Hausdorff Distance Fig 11. The relationship between Yau-Hausdorff distance and deletion length of sequence. doi:10.1371/journal.pone.0136577.g011 Fig 11. The relationship between Yau-Hausdorff distance and deletion length of sequence. doi:10.1371/journal.pone.0136577.g011 doi:10.1371/journal.pone.0136577.g011 Complexity analysis Given two sequences with lengths m and n, the computational complexity of the Yau-Haus-
dorff distance between these sequence curves is O(m+n) times the minimum one-dimensional
Hausdorff distance. For two sets of m and n points, the complexity of their one-dimensional
minimum Hausdorff distance is O((m+n) log(m+n)) based on Li’s algorithm [12]. Therefore,
the complexity of our algorithm is O((m+n)2 log(m+n)). Existing algorithms which find the
minimum Hausdorff distance for point sets under Euclidean motion are highly complex, with
O((m+n)5 log2 mn)) for the fastest algorithm [8]. The Yau-Hausdorff distance method signifi-
cantly decreases computational complexity of finding the minimum Hausdorff distance
between two-dimensional shapes. PLOS ONE | DOI:10.1371/journal.pone.0136577
September 18, 2015 Conclusion This article proposes a new approach for comparing DNA sequences and protein sequences. We introduce two fundamental tools of our method: the graphical representation of DNA(or
protein) sequences and the Yau-Hausdorff distance. We then define the distance between two
sequences using the Yau-Hausdorff distance between the two-dimensional graphical represen-
tations of the sequences. Given a family of DNA(or protein), we use this approach to calculate
the distance between each pair of sequences, getting a distance matrix that contains informa-
tion about the family structure. In the tests on both DNA and protein data-sets, we use hierarchical tree and natural graphi-
cal representation to analyze the distance matrix. Based on different kinds of datasets, our
results show that the Yau-Hausdorff method gives the most accurate clustering compared with
several other approaches including natural vector method, feature vector method, moment
vector method and sequence alignment method on both DNA and protein families. In addi-
tion, we perform our test repeatedly with perturbation. The perturbation does not affect our
results. We conclude that the Yau-Hausdorff method is a natural, accurate and stable approach
for comparing DNA sequences and protein sequences, and has general applications in shape
and image matching. Two Dimensional Yau-Hausdorff Distance The minimum Hausdorff distance of shapes is an important measure for similarity compar-
ison and shape matching and retrievals, but computation of the Hausdorff distance in two and
higher dimensions is a challenging problem. We propose this novel solution to this problem
and prove that Yau-Hausdorff distance in d-dimensional Euclidean space Rd is also a metric
for d > 2 (proof available in S1 File). It has potential broad application prospects in measuring
the similarity of 2 or 3-dimensional curves, such as shape matching, image retrieval, and com-
parison of 3-dimensional protein structures. Although the Yau-Hausdorff method has these advantages, it also has some limitations. The
phylogenetic tree constructed by this distance may contain uncertainties. For example, the phy-
logenetic tree in Fig 8 constructed by this distance showed that shark is not grouped with other
fish. Another problem is that the computation complexity is high if the sequences contain mil-
lions of nucleotides. We will continue to solve the limitations and improve the complexity of
the algorithm. Author Contributions Conceived and designed the experiments: SSTY. Performed the experiments: KT XY QK CY. Analyzed the data: KT CY XY QK RH SSTY. Contributed reagents/materials/analysis tools: KT
XY QK CY. Wrote the paper: KT CY XY QK RH SSTY. Supporting Information S1 File. Proof that Yau-Hausdorff distance is a metric, and is always less than or equal to
the minimum two-dimensional Hausdorff distance. S1 File. Proof that Yau-Hausdorff distance is a metric, and is always less than or equal to
the minimum two-dimensional Hausdorff distance. (PDF) S2 File. GenBank access numbers of DNA and protein sequences used in this study. (XLSX) Discussion In this study, the Yau-Hausdorff method provides more accurate results compared with the
existing methods. Unlike previous methods that attempt to numerically characterize DNA or
protein sequence graphical curves, the Yau-Hausdorff method measures the distance between
sequences by directly comparing the curves via the Yau-Hausdorff distance. It avoids potential
information loss caused by the transformation from graphical curves into numerical character-
izations. Our approach takes translations and rotations into consideration the best match of
graphical curves. It offers a more natural and accurate comparison of the sequence graphical
representations. In addition, since the Yau-Hausdorff method is based on graphical representa-
tions of DNA(or protein) sequences, it also has the advantage of being intuitive. The graphical
representation serves to intuitively depict the distribution of nucleotides (amino acids) in a
sequence, and our method inherits that property. PLOS ONE | DOI:10.1371/journal.pone.0136577
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Studien zur Geschichte Kapitalistischer Organisationsformen, Monopole, Kartelle und Aktiengesellschaften im Mittelalter und zu Beginn der Neuzeit, <i>by Jakob Strieder</i>
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Political science quarterly
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public-domain
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Universitäts- und Landesbibliothek Tirol
Studien zur Geschichte kapitalistischer
Organisationsformen
Strieder, Jakob
München [u.a.], 1925
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Studien zur Geschichte
kapitalistischer Organisationsformen.
Von demselben Verfasser erschienen früher die
folgenden wirtschaftsgeschichtlichen
Werke:
Zur Genesis des modernen Kapitalismus . Forschungen
zur Entstehung der großen bürgerlichen Kapitalvermögen
zu
Ausgang des Mittelalters und zu Beginn der Neuzeit zunächst
in Augsburg . Leipzig (Duncker
& Humblot) 1904.
Die Inventur der Firma Fugger aus dem Jahre 1527.
Ergänzungsheft XVII der Zeitschrift für die gesamte Staats¬
wissenschaft , herausgegeben von Karl Bücher . Tübingen (Verlag
der Lauppschen
Buchhandlung)
1905.
Levantinisdie Handelsfahrten deutscher Kaufleute
des 16. Jahrhunderts . Meereskunde
, Heft 149
. Berlin
(E. S. Mittler
& Sohn) 1919.
Studien zur
Geschichte kapitalistischer
Org anisationsformen
Monopole, Kartelle und
Aktiengesellschaften im Mittelalter und zu Beginn der Neuzeit
Von
Jakob Strieder
o. Professor
der Wirtschaftsgesdiidite
Zweite
, Termehrte
an der Universität
München
Auflage
/
München und Leipzig
Verlag
von Duncker
1925
& Humblot
/
/n ?. .c a y
Alle
Rechte
Vorbehalte
».
Aloys Schulte
in Verehrung und Dankbarkeit.
V
s
Vît
Vorwort zur zweiten Auflage.
Seit längerer Zeit ist die erste Auflage des hier in zweiter, ver¬
mehrter Auflage vorliegenden Werkes vergriffen. Es war in der Zeit
der schweren deutschen Wirtschaftsnot , während der ich an die
Vorbereitung der zweiten Auflage ging, nicht denkbar, das ganze
Werk neu zu setzen, so daß sich die Möglichkeit geboten hätte , all
die größeren und kleineren Nachträge, Erweiterungen und Berich¬
tigungen aufzunehmen, die ich im Laufe der Zeit gesammelt hatte.
Ich mußte schon froh sein, wenn sich der Verleger entschloß, von der
ersten Auflage einen unveränderten (photo -chemischen) Neudruck
herstellen zu lassen und mir für Nachträge bis zu zwei Bogen neuen
Satzes konzedierte 1.
Wer die Aufnahme verfolgt hat , die die erste Auflage meiner
„Studien zur Geschichte kapitalistischer Organisationsformen, Mono¬
pole, Kartelle und Aktiengesellschaften im Mittelalter und zu Be¬
ginn der Neuzeit“ gefunden hat , wird vielleicht die Erwartung hegen,
ich würde mich in den Nachträgen besonders mit der Frage der An¬
fänge der Aktiengesellschaften beschäftigen. Hier haben manche
Kritiker mir insofern nicht folgen zu können erklärt , als sie die von
mir als embryonale Aktiengesellschaften angesprochenen handels¬
gesellschaftlichen Bildungen des Mittelalters und des 16. Jahr¬
hunderts als solche nicht anerkennen wollten. Die naheliegende
Frage freilich, unter welche Kategorie der Handelsgesellschafts¬
formen denn sonst die von mir herangezogenen Bildungen (etwa
die Steyrer-Allgemeine-Eisenhandelskompagnie) eingereiht werden
sollen, haben die Kritiker unbeantwortet gelassen. Es müßte denn
sein, daß man sich mit der Erklärung Silberschmidts beruhigt, der
die fraglichen Kompagnien als gemischt-wirtschaftliche Unterneh1Dagegen wird meine „ Genesis des modernen Kapitalismus,
Forschungen zur Entstehung der großen bürgerlichen Kapitalver¬
mögen zu Ausgang des Mittelalters und zu Beginn der Neuzeit zu¬
nächst in Augsburg“, die ebenfalls seit langem vergriffen ist, in völlig
umgearbeiteter Auflage (allerdings erst im Jahre 1926) erscheinen.
VIII
Vorwort zur zweiten Auflage.
mungen charakterisiert und damit die Streitfrage zu lösen glaubt.
Nun sind freilich mehrere dieser Gesellschaften auch nebenbei ge¬
mischt -wirtschaftliche Unternehmungen gewesen , so daß für die
Geschichte dieser angeblich ganz modernen kapitalistischen Orga¬
nisationsform schönes Material von mir geliefert werden konnte,
aber der Kernpunkt des Problems ist damit nicht getroffen , sondern
umgangen . Eine gemischt -wirtschaftliche Unternehmung kann ver¬
schiedenen gesellschaftsrechtlichen Charakters sein. Sie kann sich
der aktiengesellschaftlichen Form bedienen , braucht es aber nicht
zu tun.
So einfach liegen also die Dinge hier nicht . Ich denke im Ver¬
lauf der nächsten Jahre die Streitfrage in einem besonderen Werke,
„Die Entstehung
der Aktiengesellschaft “ betitelt , von neuem
aufzurollen . Es gilt dabei besonders noch eine Anzahl von Kom¬
pagnien in mühsamer , archivalischer Arbeit zu untersuchen , die einen
gewissen öffentlich -rechtlichen Einschlag haben , und die jenen Kom¬
pagnien ähnlich organisiert zu sein scheinen , die ich als embryonale
Aktiengesellschaften angesprochen habe . (Vgl. unten S. 140 f.) Es
gilt ferner auch eine Reihe englischer und anderer überseeischer
Kompagnien zu untersuchen , die schon im 16. Jahrhundert ent¬
standen sind , also vor der holländisch -ostindischen Kompagnie , von
der ab Karl Lehmann erst die Entwicklung der Aktiengesellschaft
datieren will.
In dem mir für diese zweite Auflage zur Verfügung stehenden
Raum gedenke ich nicht auf das Problem der Entstehung der Aktien¬
gesellschaft einzugehen . Hier sollen vielmehr folgende Erweite¬
rungen zur Geschichte der Kartelle und Monopole des 16. Jahr¬
hunderts geboten werden : Ein erster Abschnitt handelt über das
bisher unbekannte Kupfersyndikat der Firmen Fugger und Manlich,
geschlossen im Jahre 1548 ; hierbei werden auch ein paar Ergän¬
zungen zum Kartell der Fugger und Höchstetter vom Jahre 1515
gebracht . In einem zweiten Abschnitt wird die Stellung der Fugger
zu dem großen mitteleuropäischen Zinnmonopolisierungsprojekt in
der Mitte des 16. Jahrhunderts eingehend dargestellt . Die führende
Teilnahme Anton Fuggers an diesem Spekulationsunternehmen —
einem der kapitalgewaltigsten des ganzen Zeitalters — konnte über
die Vermutungen in der ersten Auflage hinaus genau festgelegt
werden . In dem dritten Abschnitt der Nachträge endlich ist einiges
Neue zur Geschichte des Idrianer Quecksilbermonopols geboten.
Vorwort zur zweiten Auflage.
IX
So darf ich denn diese zweite Auflage mit dem Gefühl einer
kleinen inneren Befriedigung hinausgehen lassen, daß sie — ob.wohl
in der Hauptsache nur ein unveränderter photo-chemischer Neu¬
druck der ersten — doch über diese hinaus einen Fortschritt unseres
wirtschaftsgeschichtlichen Wissens vom 16. Jahrhundert bedeutet.
Auch ohne diese Ergänzungen freilich hätte sich vielleicht gerade
in unserer Zeit eine Neuauflage meiner „ Studien zur Geschichte
kapitalistischer Organisationsformen“ empfohlen. Ein guter Teil des
Werkes ist der Geschichte des heute so aktuellen Monopol- und
Kartellwesens gewidmet. Dabei stellte ich das Verhältnis von Staat
und Gesellschaft zu diesen werdenden Kristallisationen moderner
Wirtschaftsgesinnung in den Vordergrund meiner Betrachtungen
und Untersuchungen. „ Staat und Wirtschaft “ ist ja auch heule
wieder ein Problem, das alle wirtschaftspolitisch Denkenden inter¬
essiert. Ich meine für diejenigen, die heute ein Kartellgesetz for¬
dern, um damit dem Staat wiederum die Führung unserer wirt¬
schaftlichen Politik zu sichern, wird ebenso wie für diejenigen, die
es ablehnen,
die Erinnerung daran von Wichtigkeit sein, wie
im 16. Jahrhundert staatliche Finanznot und finanzielle Abhängig¬
keit des Fürstentums vom Großkaufmann einer starken gesellschaft¬
lichen Antimonopolbewegung die Kraft des Sieges nahm.
München,
Ainmillerstraße 34, im August 1924.
Jakob Strieder.
*
XI
Vorwort und Einführung.
Für die Geschichte des Frühkapitalismus , der — in Deutsch¬
land — in der zweiten Hälfte des 16. Jahrhunderts seinen Höhe¬
punkt erreicht, ist die Einzeluntersuchung gegenwärtig das Ge¬
gebene. Man darf sogar noch weiter gehen und behaupten : die auf
neuem archivalischen Material aufgebaute Einzeluntersuchung ist
das, was uns auf diesem geschichtlichen Gebiete zurzeit nottut l.
Eine Zusammenfassung der bisherigen Literatur würde ebensowenig
wie eine Verarbeitung des spärlich nur gedruckten Quellenmaterials
ein den Kenner befriedigendes Bild der wirtschaftlichen Zustände
und Kräfte jener Zeit geben. Namentlich die die Wirtschaft neu¬
organisierenden Bildungen der frühkapitalistischen Epoche, die
neuen, aus dem Geiste des Kapitalismus geborenen Formen, ins¬
besondere der Groß Unternehmung, lassen sich nur mit Hilfe zeit¬
raubender und mühsamer archivalischer Untersuchung deutlich in
ihrer Entstehung und Wirksamkeit erkennen.
Eine solche Untersuchung ist im folgenden geboten. Ich bin
darin den früheren Monopol- und Kartellbildungen sowie denjenigen
Arten der Handelsvergesellschaftung nachgegangen, die über die
älteren Formen der Handelsgesellschaft hinaus auf die moderne
Aktiengesellschaft weisen. Mehr gelegentlich wurde auch, wo es
sich zum Verständnis der Darstellung notwendig erwies, auf die
Geschichte des Verlagssystems eingegangen. Selbstverständlich
konnten — weil vorwiegend Archivmaterial als Grundlage der
Arbeit in Frage kommt — nicht alle frühkapitalistischen Organi¬
sationsformen der genannten Art ausfindig gemacht und beschrieben
werden. Hier muß die lokale Geschichtsforschungweiter arbeiten.
Wohlverstanden die streng wissenschaftliche! Es würde mich freuen,
1 Noch vor einiger Zeit hat Gustav Schmoller in( seinem
Jahrbuch Jahrg . 1912, S. 880) darauf aufmerksam gemacht, daß
für viele unserer Nationalökonomen die Archivscheu das Haupt¬
hindernis fruchtbarer wissenschaftlicher Tätigkeit gewesen ist.
XII
Vorwort und Einlührung.
wenn ich der gerade für die Wirtschaftsgeschichte so außerordentlich
wichtigen lokalen Historik einen Erzgang gezeigt hätte , aus dem
sich noch mancher wertvolle Fund erwarten läßt . Ich wüßte kaum
ein Gebiet, das sich so gut für in sich abgeschlossene lokale Mono¬
graphien eignet, wie die Geschichte einzelner kapitalistischer Unter¬
nehmungen großen Stils, seien es nun Großgewerkschaften oder
allgemeine Handelsgesellschaften auf aktiengesellschaftlicher Grund¬
lage, wie sie im folgenden für Steyr, Iglau, Amberg nachgewiesen
werden, seien es Monopolunternehmungen oder Kartellbildungen etc.
Dem eigentlichen Hauptteil der Arbeit gehen längere grund¬
legende Ausführungen voraus. Davon sind die ersten, in Buch I,
Kapitel 1—3 untergebrachten , dem allgemeinen Nachweis der be¬
sonderen Bedeutung des Bergbaues und des Erzhandels für die
Entstehung und Entwicklung des Kapitalismus gewidmet. Die
anderen, in Buch II gegebenen, spüren dem Zusammenhang nach,
der zwischen Staat , Kirche und den fortgeschrittenen frühkapita¬
listischen Organisationsformen besteht h
Ich habe mich veranlaßt gefühlt, in einem Anhang, der etwas
umfangreicher ausgefallen ist, als ich selbst wünschte, die wich¬
tigsten archivalischen Quellen, auf die sich die folgende Darstellung
teilweise stützt , in extenso abzudrucken. So entstand eine Samm¬
lung von Dokumenten der frühkapitalistischen Wirtschaftsorgani¬
sation. Die Berechtigung zu dieser Aktenpublikation glaube ich
in dem fast völligen Fehlen ähnlicher wirtschafts- und handels¬
rechtsgeschichtlicher Quellenveröffentlichungenzu sehen. Der Ver¬
fasser wenigstens hätte früher öfters gern für wirtschaftsgeschicht¬
liche Übungen zur Entstehung des Frühkapitalismus ähnliches
Quellenmaterial bequem beieinander gehabt.
Das allermeiste des Quellenanhanges ist bisher ungedruckt.
Nur einige wenige Stücke finden sich bereits bei Franz
Anton
Schmidt,
Chronologisch -systematische Sammlung der Berg¬
gesetze der österreichischen Monarchie. Doch war dort der Druck
der betreffenden Akten so fehlerhaft, auch der Inhalt so entstellt
wiedergegeben, daß sich ein Neudruck nötig machte . Bei der
Technik der Quellenedition habe ich mich im ganzen an die Be1 Vgl . außer dem II . Buche hierfür auch die gelegentlichen
Hinweise im ganzen Verlaufe des III . Buches und schließlich noch
das Schlußwort.
Vorwort und Einführung.
XIII
Stimmungen über Herausgabe von Urkunden und Akten der königl.
sächsischen Kommission für Geschichte angelehnt.
Für die vorliegende Arbeit ist das urkundliche Material ins¬
besondere den folgenden Archiven entnommen worden:
Dem königlichen Hauptstaats -Archiv zu Dresden;
dem gemeinschaftlichen Hauptarchiv des Sachsen-Ernestinischen Hauses zu Weimar;
dem Stadtarchiv zu Leipzig;
dem Königl. allgemeinen Reichsarchiv in München;
dem Stadtarchiv zu Augsburg;
dem k. und k. gemeinsamen Finanzarchiv (Hofkammer-Archiv)
in Wien;
dem k. und k. Haus-, Hof- und Staatsarchiv in Wien;
dem ehemaligen Reichskammergerichtsarchiv in Wetzlar;
Ferner mit Hilfe von Akten- bzw. Abschriftenübersendung den
folgenden Archiven:
Dem R. Archivio di Stato in Rom;
dem R. Archivio di Stato in Neapel;
dem k. und k. Statthalterei -Archiv zu Prag;
dem Stadtarchiv zu Iglau in Mähren;
dem Stadtarchiv zu Steyr;
dem Stadtarchiv zu Leoben;
dem Königl. Staatsarchiv zu Königsberg i. Pr . ;
dem Königl. Staatsarchiv zu Danzig;
der Stadtbibliothek zu Danzig;
dem Stadtarchiv zu Elbing;
dem Stadtarchiv in Goslar.
dem Königl. bayrischen Kreisarchiv zu Amberg, O.-Pf.;
dem Stadtarchiv zu Lindau i. B.
Allen Herren Beamten der genannten Archive, die mich unter¬
stützt haben, möchte ich auch an dieser Stelle meinen herzlichsten
Dank sagen für die freundliche Beihilfe zur Vollendung des vor¬
liegenden Buches. Dieser Dank gilt besonders Herrn Dr. Boden¬
stein vom k. u. k. Finanzarchiv in Wien und Herrn Dr. Oskar Frei¬
herrn von Mitis vom dortigen Haus-, Hof- und Staatsarchiv . Durch
Kollationierung einer Abschrift aus dem römischen Archivio di
Stato und einige Nachforschungen in den vatikanischen Archiven
verpflichtete mich Herr Dr. Schäfer.
XIV
Inhaltsverzeichnis.
Seile
Vorwort zur zweiten Auflage
.
................
Vorwort und Einführung ....................
Inhaltsverzeichnis..................
VH—IX
XI—XIII
XIV -XXVII
Verzeichnis der zitierten wichtigeren gedruckten Quellenwerke und
der Literatur ...................
XXVIII- XXXV
Erstes Buch.
Montanindustrie und Friihkapitalismus ...........
Erstes Kapitel.
Die quantitative Bedeutung des Bergbaues und Erzhandels für die
Entwicklung der deutschen Volkswirtschaft am Ausgang des Mittel¬
alters und zu Beginn der Neuzeit .....
...
Bergbau und Erzhandel, die wichtigsten Zweige der
Wirtschaft des hl. röm. Reiches deutscher Nation zu Anfang des
16. JahrhundertsS. 3. Schätjung der quantitativen Bedeutung dieser
Erwerbszweige für die deutsche Volkswirtschaft jener Zeit in einer
Urkunde Karls V. vom Jahre 1525. S. 3. Nachprüfung der dort ge¬
gebenen Schäljungswerte unmöglich. S. 4. Jedenfalls nahm bis
Mitte des 16. Jahrhunderts das hl. röm. Reich im Bergbau und
Erzhandel der Erde die führende Stelle ein. S. 5. Werterhöhung
der deutschen Bergwerke durch Preissteigerung einzelner Metalle,
besonders des Kupfers im 16. Jahrhundert S. 5. Deutsche im aus¬
wärtigen Bergbau als Unternehmer und Bergarbeiter tätig. In
Spanien und dessen Kolonien, Schweden , England, Böhmen, Polen,
Ungarn. S. 7 f. Die Thurzo von Krakau in Goslar S. 9. Verbin¬
dung der Thurzo und Fugger im ungarischen Kupfer- und Silber¬
bergbau. S. 10. Gewinne der Fugger dort. S. 11. Uinsülje
deutscher Finnen im Erzhandel. S. 12. Zurücktreten des übrigen
Warenhandels . Das Finanzgeschäft, vielfach aus dem Erzhandel
erwachsen . S. 13.
Zweites
Kapitel.
Bergbau und frühkapitalistische Vermögensbildung ........
Frage nach der Bedeutung des Bergbaues und Erzhandels
für die ursprüngliche, erste Akkumulation bürgerlicher Geld¬
vermögen , auf denen sich dann der Frühkapitalismus aufrichtete.
S. 14 f. Zunächst arme , glückliche Fundgrübner waren in der
Regel von keiner direkten Bedeutung für die Entstehung des Früh¬
kapitalismus. S. 15. Ein größeres Kapitalvermögen war zu aller¬
meist die Voraussetjung, um im Bergbau und Erzhandel be-
l—52
3 —13
13—38
Inh altsverzelchnis.
deutende Gewinne machen zu können. S. 15. Beweise: Aus der
Entwicklung in Italien und Flandern. Manche Bergwerke wurden
nur im ganzen gegen hohe Summen verpachtet. S. 15f. Oft Aus¬
übung des Berg- und Hüttenbetriebes zunftmäßig organisiert (Er¬
haltung gleicher Kleinbetriebe). S. 16. Zychas Gegensalj zwischen
Kaufleute-Gewerken und einheimischen Gewerken nicht möglich.
S. 18 ff. Krokers Überschätjung der bergmännischen Gewinne für
die Genesis des modernen Kapitalismus. S. 20. Entwicklung in
Sadisen. S. 21f. Kosten des Bergbaus in Idria. S. 23. Das Ver¬
lagssystem blüht besonders im Bergbau. S. 24f. Mit seiner Hilfe
Eindringen schon reicher kapitalistischer Kaufleute in die Montan¬
industrie. Ebenso durch Übernahme kostspieliger technischer An¬
lagen. S, 25. Schlackenwald. S. 25. Thurzo in Ungarn. S, 26. In
Goslar. S. 27. Reiche Kaufleute werden aber besonders Erzhändler,
Abnehmer der Erzprodukte. S. 27f. Viel Kapital dazu nötig für
Verlag und Vorschüsse an die Regalherren usw. Gezeigt am
Mansfelder Kupferhandel. S. 29f. Der sog. Wechsel, das Vorkaufs¬
recht der Regalherren. S. 30f. Die »Erzkäufe«. S. 32ff.
Drittes Kapitel.
XV
Seite
Bergbau und Entfaltung der frühkapitalistischen Organisationsformen 38- 52
Die innere Organisation der Wirtschaft wird im Bergbau
und Erzhandel des endenden Mittelalters und der beginnenden
Neuzeit einer tiefen Umgestaltung entgegengeführt. S. 38Î. Frühes
Eindringen des Kapitalismus hier zu konstatieren. S. 39. Die
herrschende Unternehmungsforin ist schon im Mittelalter fast über¬
all im Bergbau die kapitalistische Gewerkschaft. S. 39. Bedeutung
des Bergbaues für die Entstehung des Proletariats in seiner
modernen charakteristischenEigenart. S. 40. Im Bergbau Massen
von Arbeitern konzentriert. Unsicherheit ihrer Existenz. Soziale
Arbeitslosigkeit. S. 41. Nomadenhaftigkeit der Bergarbeiter.
Deutsche Knappen in England, in Frankreich, in Spanien, in
Amerika usw. Im Bergbau früh die Probleme der Wohnungsnot,
der Kinder- und Frauenarbeit. S. 42. Trucksystem. Cottagesystem.
S. 43. Streike 44. Antistreikverbände der Unternehmer. S. 44—45.
In der Montanindustrie früh interessante wirtschafts- und betriebs¬
organisatorische Neubildungen: konzentrierte Großbetriebe. S. 46.
Z. B. die Mansfelder Saigerhütten- und Saigerhandelsgesellschaften.
S. 47. Tendenz der Erweiterung und Vergrößerung. S. 48. Größe
der Tiroler und der ungarischen Montanunternehmungender Firma
Haug, Langenauer, Link & Co. S. 48. Der Fugger besonders in
Ungarn. S. 49. Fusionen. S. 49/50. Versachlichung, Objektivierung
der Wirtschaftsbeziehungen im Bergbau und Erzhandel. An Stelle
der einzelnen Gewerken tritt die Gewerkschaft, eine unpersönliche
Gemeinschaft häufig wechselnder Kapitalisten. Die Kuxe werden
das erste bedeutungsvolle Inhaberpapier. Frage : Liegen viel¬
leicht auch noch die Anfänge anderer Erscheinungen der hoch¬
kapitalistischen Wirtschaft im kleinen schon in der Montanindustrie
des 16. Jahrhunderts verborgen ? Die Anfänge der Aktiengesell-
XVI
Inhaltsverzeichnis.
Seite
Schaft vielleicht , der Ursprung des Kartellwesens etwa oder die
ersten Versuche großer internationaler Monopole ? Stand nicht die
mittelalterliche Wirtschaftsethik einer solchen Betätigung kapita¬
listischen Geistes entgegen . S. 51/52.
Zweites
Buch.
Kirche, Staat und Frühkapitalismus ............
Entstehung des kapitalistischen Geistes als wirtschaftlicher
Individualismus im Italien der Renaissancezeit . S. 55. Verbreitung
über ganz Westeuropa . S. 57. Wie konnte das geschehen trog der
entgegenstehenden Wirtschaftsethik der mittelalterlichen Kirche
und gegen die Staatsgewalt , die der Kirche ihren weltlichen Arm
lieh ? S. 58. Die Wirtschaftsethik des Mittelalters . Ihre Licht- und
Schattenseiten . S. 58—59. Das kanonische Zinsverbot zunächst in
erster Linie gegen Konsumptionskredit erlassen , aber auch gegen
Produktionskredit in der Judikatur der Kirche gehandhabt , S. 60—61.
Volksprediger . Luther . S. 61. Lehre vom gerechten Preis . S. 61 f.
Geiler von Kaisersberg , Luther darüber . S. 62—63. Dagegen Konrad
Peutingers kapitalistische Auffassung der Preisbildung . S. 62. Erste
Jahrzehnte des 16. Jahrhunderts : Höhepunkt der antikapitalistischen
Tendenzen in Deutschland . S. 63. Kirche und Staat billigten theo¬
retisch diese Bestrebungen , in praxi hatten gerade diese zwei
Lebensmächte die mittelalterliche Wirtschaftsethik längst über¬
wunden . Ihre Finanzpolitik zwang sie dazu . S. 64. Papsttum und
kapitalistischer Kaufmann . S. 64—65. Staat und kapitalistischer
Kaufmann . S. 65—67. Folgen des Widerspruchs zwischen Theorie
und Praxis . S. 67. Bedeutung von Kirdie und Staat für die Ent¬
wicklung kapitalistischer Organisationsformen . S. 67. Von Konsor¬
tien und Aktienvereinen im mittelalterlichen Italien , der kapitalisti¬
schen Gewerkschaft . S. 68- 69. Der Kartelle und Monopole.
S. 69—70. Antimonopolbewegung in Deutschland in den ersten
Jahrzehnten des 16. Jahrhunderts auf den Reichstagen besonders
zum Ausdruck gelangt . S. 71—73. Vorgehen des Fiskals (Reichs¬
anwalt ) gegen Augsburger Kaufleute . Monopolprozesse durch
Karl V. niedergeschlagen . S. 73. Karl V . und die Handels¬
gesellschaften . S. 74—78. Die Habsburger und die Monopol¬
bewegung . S. 78 ff. »Majestätsbriefe * für die monopolistischen
Kaufleute . S. 81.
Gegeneinanderarbeiten
der kaiserlichen
Kanzlei und des Reichskammergerichts . S. 81. Das Toledaner
Mandat Karls V. vom 13. Mai 1525 mit seiner Bestimmung , daß die
Kontrakte , die den Erzgrosshandel in die Hand weniger Kaufleute
auslieferten , nicht als monopolistisch im Sinne der Reichstags¬
verhandlungen
angesehen werden sollten und dürften . S. 81.
Interpretation dieses Geseßes und seiner Begründung . S. 82—85.
Seine Wirkung . S. 85—86. Anklage der Welser wegen Monopol¬
vergehens . S. 87. Vorgehen gegen den Kapitalismus in Basel.
S. 88. Stimmen fortschrittlicher Theologen für den Kapitalismus.
S. 89- 92.
53—92
Inhaltsverzeichnis.
Drittes
Buch.
XVU
Seite
Monopole, Kartelle und Aktiengesellschaftenim Mittelalter
93- 363
und zu Beginn der Neuzeit.........
Erstes
Kapitel.
Deutsche Aktiengesellschaften
, vornehmlich des 16. Jahrhunderts . . 95- 156
Erster Abschnitt: Die führende Form der Unternehmung
95- 110
im f rühkapitalistischen deutschen Handel .......
Im 16.Jahrhundert haben die aus Familien wirtschaften her¬
vorgegangenen offenenHandelsgesellscbaften die Führung im großen
süddeutschen Handels-, Industrie- und Finanzgeschäft. S.95. Gegensatj zum hansischen Wirtschaftsgebiet. S. 96 ff. Die Loitj. S. 99—100.
Festverzinsliche Einlagen in den Handelsgesellschaften
des 16. Jahrhunderts. S. 101. Die rigorose Wirtschaftsethik da¬
gegen. Einlagen in die Höchstetter Kompagnie. S. 102.
Frage, ob die Wechsel, die für Depositen ausgestellt wurden,
jederzeit an Dritte weitergegeben werden konnten. S. 103.
Kommanditistische Beteiligung an den Handelsgesellschaften.
Nürnberger Privileg von 1464. Interpretation desselben gegen
Keutgen. S. 104f. Gelegentliche Vergesellschaftungen im süd¬
deutschen Handelsleben. Konsortialbeteiligungender großen Firmen
bei Finanzgeschäften. Gelegentliche Vergesellschaftungenzu Pfennwertshandelsgesellschaften. S. 105. Zu Gesellschaften des Bergund Schmelzwerkhandels S. 106. Die Fugger-Thurzosche Tochter¬
gesellschaft des «gemeinen ungarischen Handels». S. 106. Konsortien
der süddeutschen Kaufleute im Spekulationsgeschäft mit indischen
Gewürzen S. 107. Konrad Rott, seine Konsortien und Tochtergesellschaften.S.107— 108.DieMansfelderSaigerhandelsgesellschaftenS
.109.
Zweiter Abschnitt: Die Entstehung der Aktiengesellschaft: 110- 125
Frage : Wann treten Aktiengesellschaften zuerst auf?
Allgemeine Meinung: Im mittelalterlichen Italien. S. 111.
Diese Ansicht von Karl Lehmann bekämpft. S. 112. Von ihm die
Entstehung der Aktiengesellschaft ins 17. Jahrhundert verlegt
(Kolonialgesellschaften
). Ursprung des Wortes »Aktie« in Holland.
Autochthone Ausdrücke dafür in Frankreich, Deutschland und
England. S. 112f. Juden und Aktien S. 113 ff. Von Lehmann das
Spekulationsmoment bei der Aktiengesellschaft zu sehr in den
Vordergrund gedrängt. S. 115 ff. Spekulation in Wertpapieren,
besonders Kuxen, viel älter. S. 117. Das wesentlich neue bei
der Aktiengesellschaft ist die neue Art der Kapitalassoziation.
S. 117f. In ihr »Demokratisierung« des kapitalistischen Erwerbs¬
triebes. Aktiengesellschaft und Wirtschaftsethik. Letztere der
Entwicklung günstig. S. 119ff. Dr. Eck und der 5%-Streit Con¬
tractus trinus. S. 121. Die älteren Aktiengesellschaften tragen noch
nicht alle Kennzeichen der modernen Aktiengesellschaft an sich.
S. 123ff. Schmollers Charakteristik der Aktiengesellschaften des
17. und 18. Jahrhunderts trifft auch für die des 16. Jahrhunderts
zu. S. 125.
XVIII
Inhaltsverzeichnis.
Scite
Dritter Abschnitt : Aktiengesellschaften im steiermärkischen
und oberösterreichischen Eisenerzhandel des 15. und
16. Jahrhunderts .................
....
125—141
Die Leobener allgemeine Eisenhandelsgesellschaft. Aktien¬
gesellschaft. Gegründet um 1415. S. 127 fi. Die Gründung der
Steyrer allgemeinen Eisenhandelskompagnie-Aktiengesellschaft
(1582). S. 129 ff. Frühere Organisation des Steyrer Eisenverlags
und Handels. S. 129f. Ursachen der Änderung und Gründung
einer allgemeinen Eisenhandelskompagnie. S. 130f. Gegner der
Gründung. Gutachten Steinbergers S. 132f. Statuten und Organi¬
sation der Kompagnie. S. 133ÏÎ. Die »Gesellschaft des gestreckten
Stahls« der Kompagnie einverleibt. S. 139. Die kleine Kom¬
pagnie. S. 140. Erwähnungen anderer ähnlich organisierter Kom¬
pagnien. S. 141.
Vierter Abschnitt : Die Tglauer Tuchhandelskompagnie
(Aktiengesellschaft) ..................
.. . 142—145
Als Nachahmung der Steyrer Eisenhandels-Kompagnie
entstanden und 1592 von Kaiser Rudolf II. bestätigt. S. 142.
Statuten. S. 143. Monopolanklage. S. 144. Spätere Schicksale. S. 145.
Fünfter Abschnitt : Die Gesellschaft des Amberger Zinn¬
blechhandels (Aktiengesellschaft) 145
. ...........
- 156
Gründung aul Anregung der Regierung (1533/4
). Der
Landesherr und seine Räte bedeutende Anteilszeichner. S. 146.
Anteil der Bürgerschaft. S. 147 ff. Monopolanklage. S. 149—150.
Verhältnis zur öffentlichen Gewalt. S. 152f. Innere Organisation.
S. 153. Vereinigung mit den Nürnberger Zinngroßhändlern.
S. 154 ff.
Zweites
Kapitel.
Kartelle des 14.—18. Jahrhunderts ................
156—212
Frühe Kartellerscheinungen. Im römischen Altertum.
S. 15/f. In Deutschland während des 15.—18. Jahrhunderts. Kar¬
tell der Naumburger- und Weißenfelser Bettfedernhändler (1743).
S. 158. Kartelle in de- englischen Großindustrie des 18. Jahr¬
hunderts. S. 158. ln der Thüringer Glasindustrie des 18. Jahr¬
hunderts. S. 159. Kartelle der Mansfeldcr Saigerhttttengesellschaften des 16. Jahrhunderts. S. 159. Das Kupfersyndikat vom
Jahre 1498. S. 159. Kartellbestrebungen Konrad Rotts. S. 160.
Das Salzvertriebssyndikat der neapolitanischen und französischen
Regierung bzw. ihrer Pächter aus dem Jahre 1301. S. 161 ff. Fis¬
kalismus und Kartelle. S. 162. Syndikat der großen italienischen
Finanziers bei den Anleihen der Fürsten des Mittelalters. S. 166.
Kartellbildungen im hansischen Wirtschaftsgebiet des Mittel¬
alters. S. 167.
Das Aiaunkartell von 1470. S. 168 ff. Alaunhandel im Mittelalter bis ca. 1460 unter byzantinischer Herrschaft im Mittelmeer.
S. 168. Unter türkischer Herrschaft. S. 169. Entdeckung der päpstlich-Tolfaer Alaungruben (1461). Ausgebeutet durch die societates
Inhaltsverzeichnis.
XIX
Seite
aluminum. Deren Organisation. S. 170. Die Medici übernehmen
die Pacht der Tolfaer Gruben. Ihr Pachtkontrakt. S. 170f. Verbot
für die ganze Christenheit, türkischen Alaun zu kaufen. Päpst¬
liches Monopol. Gewinne der Kurie. S. 171. Für die Zwecke der
Cruciata verwendet. Kartell der Päpste mit dem König von
Neapel. (Besiger der Alaungruben von Ischia.) 11. Juni 1470.
S. 171. Genaue Wiedergabe des Inhalts ries Kartellstatuts.
S. 172ff. Sonstige Maßnahmen der Kurie, um sich für ihr Tolfaer
Alaun ein Monopol— wenigstens in der Christenheit —zu sichern.
Verträge mit den großen Alaunhändlern und mit den einzelnen,
besonders stark Alaun importierenden Staaten. S. 177 ff. Durch¬
brechung des päpstlichen Alaunmonopols. Starke Einfuhr türkischen
Alauns. Eröffnung von Alaungruben in den meisten europäischen
Staaten. S. 180. Sinken der päpstlichen Einnahmen aus der Ver¬
pachtung von Tolfa. S. 181. Um die Mitte des 16. Jahrhunderts
erneutes Steigen der Tolfaer päpstlichen Pachteinkünfte. Versuche
einer Erklärung hierfür. Die Antwerpener Firma Sehet; vereinigt
in ihrer Hand die Pacht von Tolfa und der spanischen Alaun¬
gruben. S. 182.
Kartellbestrebungen im süddeutschen Frühkapitalismus (be¬
sonders im 16. Jahrhundert). S. 183. Geseggebung und Kartelle im
16. Jahrhundert. S. 184 ff. Reichstagsverhandlungen darüber.
Sächsische Landesgeseggebung. S. 185. Einkäuferkartelle in
Sachsen, im böhmischen Bergbau, im bayrischen Salzhandel.
S. 185 ff. Zünfte und Kartelle; Prinzipielles dazu. S. 187f.
Sittenlehre und Kartelle im 16. Jahrhundert. S. 188f. Die Summistenliteratur. S. 188f. Geiler von Kaisersberg. S. 189ff.
Analekten zur Kartellgeschichte des 17. und IS. Jahrhunderts.
Salzkartelle zwischen der bayrischen und österreichischenRegie¬
rung als Monopolinhabem der Reichenhaller bzw. Haller (Inntal)
Salzproduktion und des dortigen Salzhandels. S. 193 ff. Bestim¬
mungen des Statuts. S. 194 ff. Das Kartell von 1649 öfters erneuert
und mit wichtigen Zusägen versehen. S. 196. Es liefert an das
Ausland billiger, um die Konkurrenz des burgundischen Salzes
abzuwehren. S. 197f. Kartell der österreichischen und bayrischen
Regierung mit den burgundischen Fermiers généraux. S. 198.
Monopolanklage. S. 199. Kartelle in der Calwer Zeugindustrie des
17. Jahrhunderts. S. 200. Kartelle in Brandenburg unter dem
großen Kurfürsten. S. 201 f.
Kartellbildungen in der böhmischen Glasindustrie des
18. Jahrhunderts. S. 202. Überblick über die Geschichte der böhmi¬
schen Glasindustrie und des böhmisenen Glashandels. S. 202 f.
Konvention aller böhmischen Glasproduzenten (Verleger) und
Glashändler, die nach Portugal exportieren (10. Oktober 1715).
S. 205. Bestimmungen der Konvention. S. 205 ff. Syndikat der
böhmischen Glasproduzenten (1739). S. 207. Ablehnende Stellung
der österreichischen Regierung. Begründung dieser Haltung aus
der Freiheit des commercium. Kartellfeindlichkeit der öster¬
reichischen Regierung bis heute erhalten. S. 208.
XX
Inhaltsverzeichnis.
Seile
Kartelle im schwedischen Eisenbergbau des 18. Jahrhunderts.
S. 209. In Frankreich zu derselben Zeit. S. 210. Desgleichen in
Sachsen (vogtländische Textilindustrie). S. 211.
Drittes Kapitel.
Monopole
, Kartellbestrebungen und Aktiengesellschaften im sächsischen
Zinnhandel des 15. und 16. Jahrhunderts ...........
212—257
Der »Zinnkauf* in Sachsen von 14S9—1497. Beteiligung
Herzog Albrechts daran. S. 212f. Die privilegierte »Gesellschaft
des Zinnkaufs« von 1498—1500. S. 214. Höhe des Gesellschafts¬
kapitals. Organisation. S. 215. Stellung im öffentlichen Recht.
S. 216f. Geschäftstätigkeit, Verlagssystem. S. 218. Dr. Christoph
Kuppener. S. 220. Die »Gesellschaft des Zinnhandels« vom Ende
des Jahres 1500 bis zur Aufhebung ihres Monopols. S. 220. Seit
dein Jahre 1500 genoß die Gesellschaft des Zinnhandels in Sachsen
ein Monopol. S. 221. Veränderung in der Geschäftsführung. S. 222.
Bestimmungen über Austritt. S. 222. Faktoren und Aufsichtsräte.
S. 223. Hervorragende Teilhaber. S. 224f. Luthers Beurteilung
des Kapitalismus. Herzog Georgs Bedeutung für die sächsische
Wirtschaftsgeschichte. S. 225f. Aufhebung des Monopols. S. 226 f.
Neue Versuche, eine große, mit Monopol ausgestattete Zinnhandels¬
kompagnie zu gründen (1518). S. 228. Die Denkschrift vom
Jahre 1518. Monopol. Produktionsbeschränkung. S. 229. Morali¬
sche Begründung. S. 230. Kapitalbeschaffung. S. 230f. Im Not¬
fälle Säkularisation. S. 232. Teilhaber. S. 233. Ordnung der Ge¬
schäftsführung. S. 234. Produktionskartell mit den böhmischen
Zinngewerken. S. 235. Die Zinnhandelsgesellschaft von 1521—1527.
S. 236f. Das Projekt von 1518 nicht zur Ausführung gelangt. Ver¬
handlungen zwischen den Zinngewerken und den Leipziger Kauf¬
leuten. Neue Zinnhandelsgesellschaft, die von 1521—1524 privi¬
legiert wird. Hauptteilnehmer Michael Puffler, Ulrich Mord eisen
und Hieronymus Walter, der Leipziger Faktor der Welser. Andreas
Madtstedt, der Leipziger Faktor der Fugger, hatte sich gleichzeitig
bemüht, den Zinnkauf in die Hände zu bekommen. Monopol. S. 238.
Hans Alnpeck jun. aus Freiberg, Faktor der Gesellschaft. Sein Sig
in Altenberg. Sein Kontrakt. S. 239. Zinnverlag der ärmeren Ge¬
werken von Geyer, Ehrenfriedersdorf und Thum durch Michael
Puffler und Ulrich Mordeisen (1525). S. 240. Kontrakt der Alten¬
berger Zinngewerken mit den Genannten und Hieronymus
Walter (1524). S. 240f. Freiverkaufskontingent für die Ge¬
werken. S. 241. Feste , billige Preise für die sächsischen
Zinnverarbeiter(Kannengießer) festgeseijt. Merkantilistische Hand¬
werkerpolitik. S. 241.
Das große Leipziger Monopolprojekt von 1527. S. 242ff.
Mächtiger Aufschwung Leipzigs um die Wende des 15. und in den
ersten Jahrzehnten des 16. Jahrhunderts. S. 242. Eifersucht der
Nürnberger. Ihre Versuche, die Hansen, die am stärksten die Leip¬
ziger Messen besuchten, aus dem Handel mit Mansfelder Kupfer
zu drängen. S. 243f. Monopolprojekt von 1527 als Gegenschlag
Inhaltsverzeichnis.
XXI
Seite
gedacht. Versuch, den gesamten mitteleuropäischen Metallhandel
jn die Hand weniger Leipziger Kapitalisten und Kaufleute zu
(bringen. S. 244 ff. Plan gescheitert.
i Zeiten
des freien Zinnverkaufs (bis 1538). Erneutes
Monopol (1538 ff.) und dessen Ende (1541). S. 251 ff. Versuche
Herzogs Georgs, wenigstens die sächsische Zinnproduktion
in eine Hand zu bringen. S. 252f. Die Antwerpener Firma
Scheg ins Auge dafür genommen. S. 253. Georg bringt das
Altenberger Zinnmonopol in seine Hand und gibt es an Michael
Puffler weiter. S. 254. Für Geyer, Ehrenfriedersdorf und Thum
vermitteln die herzoglichen Räte den Zinnkauf mit Puffler. S. 254 f.
Verlag. Höhe der Altenberger Zinnproduktion, Namen und Be¬
teiligungsziffern der einzelnen Gewerken der Jahre 1545/46
. S. 255.
Formen des Verlags. S. 256f. Im Jahre 1540 Kündigung des Zinn¬
kaufs durch Puffler. S. 257.
Viertes Kapitel.
Monopol
- und Kartellbestrebungenim böhmischen und sächsischen
Zinngroßhandel seit der Mitte des 16. Jahrhunderts ......
258—292
Erster Abschnitt : Die Monopolisierung der böhmischen
Zinnproduktion in der Hand des Augsburgers Konrad
Mayr ............................
258—271
Kurz vor der Mitte des 16. Jahrhunderts war der Zinngroßhandel in Böhmen frei. S. 259f. Wohl besonders Nürnberger
darin tätig. S. 260. Ende 1549 nimmt König Ferdinand I. den Zinn¬
kauf in Böhmen an sich. Verspricht den ärmeren Gewerken Ver¬
lag zu geben. S. 261. Welche Kapitalisten standen hinter Ferdi¬
nand I.? S. 262. Die Fugger , die Manlich und die Mayr werden
genannt. Unterhandlungen noch mit anderen. S. 262f. Konrad
Mayr. S. 264. Sein Vermögen. S. 265. Verbindung mit den
Fuggern ? S. 265. Anlage des Hauptbuches für das böhmische
Zinnmonopol Konrad Mayrs durch Mathäus Schwarz, Hauptbuch¬
halter der Fugger. S. 266. Einzelheiten des Kontraktes Mayrs mit
König Ferdinand. S. 267f. Bevorzugung der Amberger Gesell¬
schaft des Zinnblechhandels. S. 268f. Konrad Mayr läßt sich gegen
etwa vorkommende Belästigungen des Reichsanvvalts schüfen.
S. 270. Ferdinand verspricht mit dem Kurfürsten von Sachsen in
Unterhandlung einzutreten, die ein Kartell der Beherrscher der
sächsischen und böhmischen Zinnproduktion herbeiführen sollten.
S. 271.
Zweiter Abschnitt : Vergebliche Versuche , den böhmischen
und sächsischen Zinngroßhandel zu kartellieren (1549ff .) .
Konrad Mayrs Fall ..................
272- 278
Kurfürst Morig verspricht Ferdinand, auch in Sachsen einen
Zinnkauf einzuführen, der mit dem böhmischen korrespondieren
solle. S. 272f. Moritjens dahingehende Versuche scheitern an dem
Widerstand der großen sächsischen Zinngewerken. S. 273f. Damit
im Grunde auch Konrad Mayrs Projekt erledigt. Zwar Versuch
XXII
Inhaltsverzeichnis.
Seite
einer Sperrung der Grenzen der Habsburger Lande gegen aus¬
wärtiges Zinn. S. 276. Zinnabsatj durch Mayr zurückgehalten.
S. 277. Starke Kontrebande. S. 277. Sturz Mayrs. Preissturz des
Zinns. S. 278.
Dritter Abschnitt : Erneuter Plan einer Monopolisierung
oder wenigstens Kartellierung
der böhmischen und
sächsischen Zinnproduktion (1569) ...........
279—292
Von Kaiser Maximilian II. aus Finanznot neue Kartell¬
pläne eingeleitet. S. 279f. Der Kaiser nimmt den böhmischen
Zinnkauf in seine Hand. S. 281. Kein Kapitalist zu finden, der
ihn abnehmen will. Vergebliche Bemühungen Georg Ilsungs in
Augsburg usw. Alle Kaufleute dort fordern ein korrespondieren¬
des sächsisches Zinnmonopol. S. 281. In Sachsen die Lage für ein
Zinnmonopol ungünstig. S. 282 ff. Selbst die ärmeren Altenberger
Zinngewerken, mit einem Zinnkauf begabt , wie sie waren, ver¬
sagen sich. Die übrigen sächsischen Zinner erst redit . S. 284 f.
Kurfürst August an sich für ein Monopol. S. 286f. Bemühungen
Maximilians II. bei dem Kurfürsten. S. 287. Entweder sollte der
böhmische und der sächsische Zinnkauf in ein und desselben
Kapitalisten Hand gebracht werden oder an zwei verschiedene
Gesellschaften (eine in Böhmen und eine in Sachsen), die dann
ein Kartell zusammen abzuschließen hätten. & 288f. Kurfürst
August versagt sich dem Plan. S. 289f. Seine Gründe: Die
sächsischen Großgewerken sind dagegen. Handwerkspolitische
Erwägungen. S. 290f. Besonders aber konnte August deshalb
von dem gefährlichen Plan absehen, weil ihn nicht, wie
Maximilian II., bittere Geldnot zu Finanzprojekten trieb. S. 291.
Auch das böhmische Monopolprojekt fällt damit. Not der
dortigen Gewerken und Arbeiter. S. 291 f.
Fünftes
Kapitel.
Monopole und Kartelle im Idrianer Quecksilberhandeldes 16. Jahr¬
hunderts ..........................
292—359
Organisation des Idrianer Quecksilberbergwerks. Die ver¬
schiedenen Gewerkschaften. S. 292f. Kartell der Gewerkschaft des
Fürstenbaues und der »Idrianer Gewerkschaft«. S. 294. Handels¬
monopolisierung des Idrianer Quecksilbers in der Hand der Höch¬
stetter (im Jahre 1525). S. 295ff. Einzelheiten des Kontraktes. S. 296 f.
Schutj gegen den Reichsfiskal. S. 297f. Ferdinand I. Rücken¬
deckung bei Karl V. S. 298. Dessen Toledaner Mandat vom
13. Mai 1525 in erster Linie für Quecksilber- und Kupfermonopole
gedacht Also neben den Fuggern (Jakob Fuggers Kupfermono¬
polisierungsbestrebungen. S. 299 ff.) für die Höchstetter erlassen.
S. 299f. Die Höchstetter-Kompagnie, ihre Zusammense&ung und ihr
Ruf. S. 301 ff. Kartell der Höchstetter mit Wigkell, dem Beherrscher
der geringen böhmischen Quecksilberproduktion. S. 303. Plan der
Höchstetter, durch Vereinigung des Idrianer und Almadener Mono¬
pols in ihrer Hand ein Weltmonopol für Quecksilber zu schaffen.
Inhaltsverzeichnis .
XXIII
Seite
S. 304 ff. Die Pacht von Alinaden. S. 304f. Die Fugger . S. 305.
Ferdinand I. versucht die Pacht von Almaden für die Höchstetter
zu erhalten. S. 305f. Mißglückt. S. 306f. Bankerott der Höch¬
stetter. S. 307f. Die Fugger in Almaden . S. 308 f.
Die Idrianer Produktion geht seit 1529 erheblich zurück.
S, 309. »Einzelne Quecksilberkäufe« mit den Baumgartnern und
anderen abgeschlossen . Kontrakt mit dem Venezianer Nicola
Venier. S. 310f. Not in Idria. Kartellverabredungen mit der
Nürnberger Firma Steber (oder Stüber), die die böhmischen Queck¬
silbergruben beherrschte. S. 311. Versuche Ferdinands, bei
Karl V. durchzusetjen, daß spanisches Quecksilber dem idrianischen in Venedig keine Konkurrenz machen dürfe. S. 312f. Hans
Baumgartner übernimmt im Jahre 1539 einen fünfjährigen Idrianer
Quecksilbermonopolkontrakt. S. 313 ff. Erneuert 1544. S. 317. Dann
treten (im Jahre 1548) die Herwart in den Kontrakt. S. 317 ff.
Brand in Almaden (1550). S. 318. Seit 1556,57 in Amerika
starke Naclifrage nach Quecksilber für das Amalgamierungsverfahren in den dortigen Bergwerken . S. 319f. Almaden wieder
aufgenommen , Fugger . S. 320. Ihre Pachtperioden und Gewinne.
S. 321 f. Auch Idria hat enormen Vorteil von der erhöhten Nach¬
frage nach Quecksilber. S. 322. Die Herwart machen glänzende
Geschäfte, erneuern ihren Kontrakt. S. 322 f. Ferdinand I. kennt
■die günstige Konjunktur genau . Ratschläge treten an ihn heran,
den Idrianer Quecksilberhandel
zu verstaatlichen. S. 323ff.
Finanznot hindert ihn daran. S. 327. Im Jahre 1561 neuer Kontrakt
mit den Herwart, von dem aber der Kaiser zurücktritt, als König
Philipp II. von Spanien den Vorschlag eines festen Lieferungs¬
vertrags des idrianischen Quecksilbers an die Krone Spanien
macht. S. 328 ff. Plan infolge Differenzen in der Preisansetjung
gescheitert S. 331. Im Jahre 1562 neuer Kontrakt mit den Herwart.
S. 331 ff. Enormer Verdienst des Kaisers. S. 332. Um die Hoch¬
konjunktur auszunußen , muß der kaiserliche Finanzagent Ilsung
noch vor Ablauf des alten Kontraktes den Herwart einen neuen
vorschlagen (mit Antizipationen der kaiserlichen Gewinne dabei
natürlich). S. 333ff. Die Herwart lehnen ab und versuchen, sich über¬
haupt aus dem Monopol zu ziehen . S. 336 f. Unterhandlungen
Ilsungs mit Melchior Manlich, der zunächst ein hohes Angebot ge¬
macht hatte, sich aber doch schließlich auch versagt . S. 337 ff. Gründe.
S. 339 ff. Weitere vergebliche Versuche, das Idrianer Quecksilber¬
handelsmonopol unterzubringen. S. 341 ff. Die Fugger lehnen ab.
S. 341. Ilsung beruhigt die Gewerken . S. 342 f. Herantreten an
die spanische Regierung zwecks kontraktiver Übernahme der
Idrianer Produktion. S. 343ff. Philipp II. lehnt ab. S. 345f. End¬
lich wird die Augsburger Firma David Haug , Hans Langenauer
u. Co. bestimmt, das Monopol von Idria zu übernehmen . S. 346 ff.
Einzelheiten des Kontrakts. S. 347 ff. Kontrakt erneuert. S. 349f.
Zahlungsstockungen der Haug, Langenauer & Co. S. 350 if. Ver¬
legenheit der Habsburger als Idrianer Regalherren und der
dortigen Gewerken. S. 351 f.
XXIV
Inhaltsverzeichnis.
Seite
Verstaatlichung der Idrianer Gruben (1574). S. 352. Liste der
damaligen Kuxinhaber. S. 352f. Die Regierung übergibt von
neuem den Haug, Langenauer & Co. das Monopol. Gründe dafür.
S. 354 ff. Der Kontrakt darauf berechnet der Firma ein Moratorium
zu geben. S. 356 f.
Im Jahre 1595 tritt eine venetianische Firma Bart. Bontempelo dei Calice das Idrianer Monopol an. S. 357f. Andere
Italiener folgen. S. 359.
Sechstes Kapitel.
Einige sonstige Monopole
, besonders unter Ferdinand I. Schlußwort 359—363
Monopol der Danziger Firma Anton Schmidt& Co., Baiesalz in Schlesien einzuführen. S. 359f. Eibenholzungsmonopol in
Tirol und im Lande ob der Enns. S. 360. Ehrenberg und die
Monopolbewegung des 16. Jahrhunderts. S. 360f. Die Bedeutung
der staatlichen Archive (gegenüber denen privater Kapitalisten)
für die Erforschung der Geschichte kapitalistischer Organisations¬
formen. S. 361. Staat, Kirche und Kapitalismus. S. 362f.
Anhang.
Dokumente der frühkapitalistischen Wirtschaftsorganisation 365—475
I. Allgemeine Akten zur Geschichte des Monopolwesens im 16. Jahr¬
hundert ...........................
367—383
Nr. 1. Bernsteinappaltvertrag zwischen Albrecht von Bran¬
denburg und einer hansischen Handelsgesellschaft.
Königsberg, 9. Januar 1518 ............
367—368
Nr. 2. Kaiser Karl V. und Erzherzog Ferdinand verleihen
dem Jobst Günther das Monopol des Eibenholz¬
schlages in dem Lande ob der Enns. Worms,
10. Februar 1521 .................
368—370
Nr. 3. Kaiser Karl V. befiehlt dem Reichsfiskal das Ver¬
fahren wegen Monopolaufrichtung einzustellen, das
derselbe gegen verschiedene Augsburger Kaufleute
eingeleitet hatte. Burgos, 15. September 1523 . . . 370—371
Nr. 4. Kaiser KarlV. nimmt die Erben Jakob Fuggers gegen
jede Belästigung seitens des Reichsfiskals in Monopol¬
angelegenheiten in Schu^. Granada, 19. Oktober 1526 371—375
Nr. 5. Kaiser Karl V. bestimmt, daß die Kontrakte, die den
Erzgroßhandel in die Hände weniger reicher Kauf¬
leute ausliefem, nicht als monopolistisch im Sinne
der Reichstagsverhandlungen über Monopole an¬
gesehen werden sollen und dürfen. Toledo (Castilien), 13. Mai 1525 ................
375—381
Nr. 6. Der kaiserliche Fiskal beklagt Bartolome Welser
u. Co. vor dem Kammergericht, Monopole errichtet
und versucht zu haben. Speier, 9. März 1530 . . . 381—383
Inhal tsverzcich nis.
XXV
Seite
II. Materialien zur Geschichte der Spekulation mit Wertpapieren im
16. Jahrhundert .......................
384- 387
Nr. 7. Einige Bestimmungen über den Kuxhandel in
Sachsen während des 16. Jahrhunderls ......
384—387
III. Quellen zur Geschichte der Aktiengesellschaft im 16. Jahrhundert 388—404
Nr. 8. Statut der Allgemeinen Eisen-Handelskompagnie zu
Steyr (Aktiengesellschaft), 14. September 1581 . . . 388—404
IV. Akten zur Kartellgeschichtedes 14.—17. Jahrhunderts .....
405—413
Nr. 9. König Karl II. von Neapel befiehlt dem Seneschall
der Provence , in des Königs Namen das Salz¬
vertriebssyndikat abzuschließen, das der Pächter der
neapolitanischen Salinen in der Provence und der
Pächter der königlich französischen Salinen in Aiguesmortes miteinander verabredet hatten. 6. Dezem¬
ber 1301 .....................
405- 406
Nr. 10. Die bayrische und Tiroler (österreichische) Regierung
als Monopolinhaber der Reichenhaller bzw. Haller
(Inntal) Salinen und des dortigen Salzhandels
schließen ein Kartell, in welchem sie die Preise und
Konditionen festlegen, unter denen sie an die Gro߬
händler verkaufen dürfen. 5. August 1649. Mit
späteren Zusagen .................
406- 411
Nr. 11. Kartellvertrag der bayrischen und Tiroler (öster¬
reichischen) Regierung als Monopolinhabern der
Reichenhaller bzw. Haller (Inntal) Salinen und des
dortigen Salzhandels mit den Pächtern der burgundisdien Salinen. 3. November 1659 ......
411—413
V. Dokumente der kapitalistischen Wirtschaftsorganisation im sächsi¬
schen und böhmischen Zinnhandel des 16. Jahrhunderts. . . . 414 —457
Nr. 12. Herzog Georg von Sachsen bestätigt die Gesellschaft
des Zinnhandels 6. März 1498 ...........
414—415
Nr. 13. Aus dem Gutachten des Dr. Tileman Brander über
die Gesellschaft des Zinnhandels um 1500 .....
415—416
Nr. 14. Aus dem Gutachten des Dr. Christoph Kuppener über
die Gesellschaft des Zinnhandels um 1500 .....
416—418
Nr. 15. Das Monopolprivileg Herzog Georgs von Sachsen für
die Gesellschaft des Zinnhandels. 14. September 1500 418- 420
Nr. 16. Projekt einer großen sächsischen Zinnkaufsgesell¬
schaft und eines Kartells mit den Beherrschern der
böhmischen Zinnproduktion. 1518 .........
420—424
Nr. 17. Privileg des Herzogs Georg von Sachsen für die Ge¬
sellschaft des Zinnkaufs. 20. Dezember 1520. . . . 424—427
Nr. 18. Konvention zwischen den sächsischen Fürsten, den
Schlick von Joachimsthal und den Pflug v. SchlakkenWalde zur Regulierung des Angebots und der
Nachfrage von Arbeitern auf den Bergwerken der
Kontrahenten usw. 1521 .............
427—430
XXVI
Inhaltsverzeichnis.
Seite
Nr. 19. Herzogliche Bestätigung des Dienstvertrages, durch
den die Gesellschafter des Zinnkaufs den Hans Alnpeck jun. zu ihrem Faktor annehmen. 4. März 1521 430—431
Nr. 20. Die Leipziger Kaufleute Michael Puffler und Ulrich
Mordeisen verabreden mit den Gewerken von Geyer,
Thum und Ehrenfriedersdorf einen Zinnkauf auf drei
Jahre und eine Veriagsgewährung (zinslos) von
600 fl. pro Jahr. 24. April 1525 ..........
431—432
Nr. 21. Vorschläge eines Leipziger Bürgers (?), wie den
Leipziger Kaufleuten die Herrschaft über den mittel¬
europäischen Metallhandel verschafft werden könne.
Um Michaelis 1527 ................
432—435
Nr. 22. Herzog Georg nimmt auf drei Jahre den Zinnkauf in
Altenberg, Lauenstein und Bärenstein in seine Ver¬
fügungsgewalt. 27. Mai 1538 ...........
435—436
Nr. 23. Herzog Georg übergibt Michael Puffler den Zinnkauf
auf dem Altenberg, Bärenstein und Lauenstein auf
drei Jahre (nur die Alnpeck ausgenommen).
26. Mai 1538 ...................
436- 437
Nr. 24. Herzog Georg macht seinen Bergbeamten von der
Verleihung des Zinnkaufs an Michael Puffler Mit¬
teilung, befiehlt den öffentlichen Anschlag der Ver¬
ordnung und den Schuß und die Unterstützung
Pufflers bei der Ausübung seines Privilegs.
26. Mai 1538 ...................
437—438
Nr. 25. Herzog Georg vermittelt zwischen Michael Puffler
und den Gewerken von Geyer , Ehrenfriedersdorf
und Thum einen Zinnkauf auf drei Jahre.
29. Mai 1538 ...................
438
Nr. 26. Verlagskontrakt Michael Pufflers mit einigen Zinn¬
gewerken zu Altenberg. 1539 ..........
438—440
Nr. 27. Michael Puffler beklagt sich bei Herzog Heinrich von
Sachsen, daß einige Altenberger Zinngewerken, die
er verlegt hat, ihr Zinnprodukt ihm nicht übergeben
wollen. 1541 ...................
440—441
Nr. 28. König Ferdinand überträgt dem Augsburger Bürger
Konrad Mayr das böhmische Zinnhandelsmonopol
auf drei Jahre. 6. Dezember 1549 .........
441—446
Nr. 29. Errichtung eines Zinnkaufs zwischen den Gewerken
des Altenberger Radschachts und den Leipziger
Zinnhändlern. 6. Mai 1562 ............
446—451
Nr. 30. Kurfürst August verspricht dem Hans Jenitz, Hans
Harrer, Wolf Prager , Hans Biener und Hieronymus
Krahwider nach Ablauf des Kontraktes mit den Leip¬
ziger Zinnhändlem den Zinnkauf aus dem Altenberger
Radschacht auf acht Jahre unter der Bedingung,
daß sie den Dr. Blasius Grunwald und Dominikus
Breun aus Leipzig in die Zinnkaufsgesellschaftauf¬
nehmen. 24. August 1564 .............
451—452
Inhaltsverzeichnis.
Nr. 31.
XXVII
Seite
Zinnkaufs, bestehend
aus den in der vorigen Urkunde genannten Mit¬
gliedern, schließt mit den Gewerken des Altenberger
Radschachts wiederum einen Zinnkauf auf zwei
Jahre ab. 27. November 1566 ...........
452—457
Die Gesellschaft des Altenberger
VI. Dokumente der kapitalistischen Wirtschaftsorganisation im
Idrianer Quecksilberhandeldes 16. Jahrhunderts ........
458- 475
Nr. 32. Ferdinand I. und die Gewerken von Idria schließen
mit Ambrosius und Hans Höchstetter &Co. aus Augs¬
burg einen Quecksilber- und Zinnobermonopolkon¬
trakt. 1. Januar 1525 ...............
458—463
Nr. 33. Verabredung eines idrianiscben Quecksilberhandelsmonopols zwischen König Ferdinand, den Gewerken
von Idria und Hans Baumgartner. 1. August 1539 463—474
Nr. 34. Hans Langenauer, der Chef der Firma David Haug,
Hans Langenauer & Co. zu Augsburg ersucht seinen
englischen Faktor Hans Loner, von der Königin
Elisabeth eine größere Geldsumme zu verschaffen,
da sonst die Firma über ihren englischen Bergwerksuntemehmungen fallieren müsse. 22. September 1570 474—475
Orts- und Personenregister ..............
476- 486
Nachträge bei Gelegenheit der zweiten Auflage des voran¬
stehenden Werkes ....................
487—521
1. Das Kupfersyndikat der Firmen Fugger und Manlich (ge¬
schlossen im Jahre 1548) mit Ergänzungen zum Kartell der
Fugger-Höchstetter vom Jahre 1515 ...........
489—502
2. Die Fugger und das mitteleuropäische Zinnmonopolisierungs¬
projekt vom Jahre 1550 ff ..................
503—512
3. Einige Ergänzungen zum 5. Kapitel des 3. Buches, betitelt:
Monopole und Kartelle im Idrianer Quecksilberhandel des
16. Jahrhunderts .......................
513—521
Orts- und Personenregister der Nachträge bei Gelegenheit der
zweiten Auflage ..................
522—523
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Erstes Buch.
Montanindustrie und Frühkapitalismus.
Strieder
, Studien
z. Gösch , kapitalist
. Organisationsformen.
3
Erstes Kapitel.
Die quantitative
Bedeutung
des Bergbaues
und Erzhandels
für die Entwicklung
der
deutschen
Volkswirtschaft
am Ausgang
des Mittelalters
und zu Beginn der Neuzeit.
Wer sich mit der Geschichte des deutschen Frühkapitalismus
beschäftigt , wie es der Verfasser seit einer Reihe von Jahren tut,
der wird mit einer inneren Notwendigkeit dazu gezwungen , den
wirtschaftlichen Verhältnissen im deutschen Bergbau eine inten¬
sive Beachtung zu widmen . Der Bergbau und der Erzhandel
machten seit den letzten Jahrzehnten des 15. und in der ersten
Hälfte des 16. Jahrhunderts durchaus den bedeutendsten Zweig
der Wirtschaft des Heiligen Römischen Reichs Deutscher Nation
aus . Es war nicht zuviel gesagt , wenn Karl V. in einem Mandat
vom 13. Mai 1525 1die Bergwerke die größte Gabe und Nutzbar¬
keit nannte , „so der Almechtig teutschen Landen mitgetailt“ 2.
Es war sicherlich auch nicht übertrieben , wenn der Kaiser den
Wert der jährlichen Produktion aus den Gold-, Silber-, Kupfer -,
Zinn-, Quecksilber-, Blei-, Eisen- usw. Bergwerken des Heiligen
Römischen Reiches Deutscher Nation auf mindestens 2 000 000 Gold¬
florin schätzte . Und es war eher zu niedrig als zu hoch gegriffen,
wenn Karl V. in dem genannten Mandat vom Jahre 1525 die in
1 Das Mandat ist (unvollständig) abgedruckt: M. Jans e n,
Studien zur Fuggergeschichte. 3. Heft. Jakob Fugger der Reiche.
Studien und Quellen I. Leipzig 1910, S. 400 ff. Vollständig, aber
vielfach korrumpiert bei: F. A. Schmidt,
Chronologisch-syste¬
matische Sammlung der Berggesetze d. österr. Monarchie. 3. Abtlg.
Wien 1839, Nr. 52. Vgl. jetzt den Abdruck der neuaufgefnndenen
Originalurkunde bei mir im Anhang.
2 Wir können hier darauf verzichten, die vielen Stimmen jener
Zeit hören zu lassen, die sich in begeisterter Weise über die hohe
Bedeutung des deutschen Bergbaues im 16. Jahrhundert vernehmen
ließen.
1
4
Erstes Buch : Montanindustrie und Frühkapitalismus.
der Bergbau- und der Hüttenindustrie beschäftigten Gewerbe¬
treibenden des Heiligen Römischen Reiches mit 100 000 bezifferte L
Der Versuch, über die kaiserliche Schätzung hinaus die Höhe
der Metallproduktion im Heiligen Römischen Reiche Deutscher
Nation während des 15. und 16. Jahrhunderts statistisch einiger¬
maßen genau anzugeben, wird — mit untauglichen Mitteln nur
zu unternehmen — unterbleiben müssen. Soetbeer hat wenigstens
die deutsche Edelmetallproduktion jener Zeit zu schätzen versucht.
Es muß hier genügen, auf seine Übersichten hinzuweisen 2. Wenn
zwar neuerdings die Aufstellungen Soetbeers, für ihren spanischamerikanischen Teil der gewaltigsten Überschätzung überführt 3,
1 Zum Vergleich, obwohl selbstverständlich die Zahl in Karl V.
Mandat nur einen Schätzungswert hat : Die deutsche Gewerbestatistik
zählte nach dem ungeheuren Aufschwung in den siebziger Jahren
(Gründerzeit ) 1882 430 134 im Bergbau, Hütten - und Salinenwesen
Tätige.
2 Ad. Soetbeer,
Edelmetallproduktion und Wertverhältnis
zwischen Gold und Silber seit der Entdeckung Amerikas bis zur
Gegenwart . 57. Ergänzungsheft zu Petermanns Mitteilungen . Gotha
1879, S. 107 f.
3 Durch F. de Laiglesia,
Los caudales de Indias en la
primera mitad dei Siglo XVI Madrid 1904. Der spanische Autor
gelangt auf Grund ausgezeichneten Quellenmaterials (die Ab¬
rechnungen der spanischen Kroneinnahmen aus den amerikanischen
Kolonien, im Indienarchiv zu Sevilla befindlich) zu folgenden Sum¬
men im gegenwärtigen Geldwerte:
1509—1514 .........
995 925 Pesetas
1516—1523 .........
634 210
1525
2 121 460
1526—1529 .........
943 152
1530—1540 .........
3 110 896
1541—1546 .........
2 419 840
1547—1550 .........
1 225 312
1551—1555 .........
10 145 760
Summa : 21 596 555 Pesetas
= 17 277 244 Mark.
Nach Soetbeer dagegen betrug ungefähr in derselben Zeit die spanischamerikanische Edelmetallproduktion nach gegenwärtigem Geldwert
gerechnet 1521—1544 .........
13 645 000 Mark
1545—1560 .......
. . 59 549 000 „
Summa :73 194 000 Mark.
Das ist nicht ein relativ geringes Abweichen, sondern Ergebnisse,
die sich nicht vereinigen lassen.
Erstes Kapitel: Bergbau, Erzhandclu. quantitative Wirtschaftsentwicklung
. 5
auch in ihrer Gesamtheit an Wert bedeutend verloren haben , so
dürfte doch die aus den genannten Tabellen ersichtliche Tatsache
bestehen , daß bis um das Jahr 1545 etwa (d. h. bis zum Aufkommen
der Silberminen von Potosi und der starken Steigerung der peru¬
anischen und mexikanischen Produktion ) die Silberproduktion im
Heiligen Römischen Reiche die Gesamtproduktion der übrigen
Erdteile übertraf . Noch erheblicher war das Übergewicht Deutsch¬
lands in anderen Metallen , besonders in Kupfer . Das bedeutete
einen um so größeren Gewinn für die deutsche Volkswirtschaft
des 16. Jahrhunderts , als zweifellos eine enorme Preissteigerung
gerade dieses Metalles damals statthatte 1. Nach Dobels Forschungen 2
verkauften die Fugger ihr Tiroler Kupfer
im Jahre 1527 den Zentner für 5 fl. 45 kr . bis 6 fl. 15 kr.
„
„
1537 .....
. 6 „ 50 „ „ 7 „ 45 „
,,
,,
1556 ,,
,,
,, 10 ,, — ,, ,, 11 ,, 45 ,,
»,
»» 1557 ,,
,,
,, 11 ,, - ,, ,, 12 ,,
,,
Auch die Preise für das ungarische Kupfer der Fugger erlebten
im Verlaufe der ersten Hälfte des 16. Jahrhunderts schon eine
mächtige Steigerung . Dachkupfer z. B., das im Jahre 1536 pro
Zentner 5 }Z ö - kostete , stieg bis zum Jahre 1547 auf 11 fl. Der
Preis von Libether Kupfer erhöhte sich von 4 fl. auf 9— 11 fl. usw. 3.
Ähnliche Preiserhöhungen für Kupfer lassen sich auch aus den un¬
veröffentlichten Handlungsbüchern anderer süddeutscher Firmen
ablesen . Auf die Werterhöhung anderer Produkte der deutschen
Bergwerke , besonders Zinn und Quecksilber , kommen wir noch
in einem späteren Zusammenhänge zu sprechen . Hier genüge der
flüchtige Hinweis , daß im Verlaufe des 16. Jahrhunderts die Er¬
zeugnisse des deutschen Bergbaues (mit Ausnahme des Silbers)
an Wert gewannen , mithin dem deutschen Kapital ein bedeutender
Anreiz gegeben war , diese Schätze so intensiv wie möglich auszunutzen.
1 Verursacht wohl besonders durch die erhöhte Nachfrage nach
Kupfer für Kriegsmaterialien . Cfr . W . Sombart,
Krieg
und
Kapitalismus . Leipzig 1913 , S. 104.
! Fr . Dobel,
Über den Bergbau und Handel des Jakob und
Anton Fugger in Kärnten und Tirol (1495— 1560 ). Zeitschr . d . histor.
Vereins für Schwaben -Ncuburg , Bd . 9 (1882 ), S. 207.
3 E . Fink,
Die
Bergwerksunternehmungen
der Fugger in
Schlesien . Zeitschr . d. Vereins f. Gesch . u . Altertum Schlesiens.
Bd . 28 (1894 ), S. 324.
6
Erstes Buch : Montanindustrie und Friihkapitalismus.
Der glänzend entwickelte Bergbau des Heiligen Römischen
Reiches, der der gesamten deutschen Volkswirtschaft einen ge¬
waltigen Vorsprung gegenüber anderen Ländern gab, kam nun
manchen deutschen Landschaften, Städten und Personen besonders
zugute. Die Blüte einzelner deutscher Landschaften und Fürsten¬
tümer beruhte durchaus auf dem Bergbau. Tirol blühte schon
im 15. Jahrhundert besonders durch seinen Silber- und Kupfer¬
segen, desgleichen Sachsen und die Gegend am Harz. Steiermark
machte der Eisenstein des steirischen Erzberges bei Leoben reich
usw. usw. Die fortgeschrittene sächsische Volkswirtschaft des
16. Jahrhunderts , wie sie Georg der Bärtige anbahnte und August
dann zur Blüte brachte, ist nicht denkbar ohne das Silbererz, ohne
das Zinnerz usw., das in den sächsischen Bergen wuchs. Auf dieser
wirtschaftlichen Blüte wiederum erwuchs Sachsens hervorragende
politische Stellung unter den deutschen Staaten des 16. Jahr¬
hunderts. Ebenso können wir uns das Emporsteigen des Hauses
Habsburg zur Weltmacht um die Wende des 15. und lb . Jahr¬
hunderts nur schwer denken ohne den Silberstrom, der aus Tirol
fließend, die habsburgischen Söldnerscharen bezahlte, und ohne
die gewaltigen Mengen edler und unedler Mineralien, die in den habs¬
burgischen Ländern gefunden wurden.
Einzelne kleinere Herren, wie die Grafen von Mansfeld, die
Grafen Schlick, die Pflug, die Herzoge von Münsterberg, erlangten
auf Grund des Erzreichtums ihrer Ländchen und Herrschaften
ein Ansehen und eine Macht, die in keinem Verhältnis zur Größe
ihrer Gebiete stand.
Hunderte deutscher Städte und von deutschen Bergleuten
gegründete oder emporgebrachte außerdeutsche Städte verdanken
ihr Entstehen und ihr Wachstum unmittelbar dem Bergsegen.
Mittelbar aber nehmen alle deutschen Städte — die einen mehr,
die anderen weniger — an der Ausbeute teil. Was die deutschen
Kaufleute des 15. und 16. Jahrhunderts im Bergbau und im Handel
mit Bergwerksprodukten verdient haben, geht in die Millionen,
ja man darf sagen in die Milliarden. Dabei muß aber noch bei der
Beurteilung der statistischen Angaben in dem obengenannten Er¬
lasse Karls V. das Folgende berücksichtigt werden: Weit über die
Grenzen des Heiligen Römischen Reiches Deutscher Nation hinaus
erstreckte sich die Betätigung deutschen Kapitals und deutscher
Unternehmungslustim Bergbau und Erzhandel. Im spanischen
Erstes Kapitel: Bergbau, Erzhandelu. quantitative wirtschaftsentwicklung. 7
Quecksilber- und Silberbergbau des 16. Jahrhunderts spielten die
Fugger eine ganz hervorragende Rolle l. Die Welser griffen sogar
in den Bergbau der spanischen Kolonien tätig ein 2. Wie im 14.
und 15. Jahrhundert die hansischen Kaufleute, so wurden im
16. Jahrhundert die süddeutschen Großhändler für den schwe¬
dischen Kupferbergbau als Gewerken und Abnehmer von Be¬
deutung 3. Ebenso stand es in England.
Auch dort hatte
hansische Unternehmungslust schon seit dem 14. Jahrhundert
große Gewinne, besonders aus dem hervorragenden Zinnbergbau,
geschöpft4. Dann waren Metalle, besonders Blei und Zinn, immer
bedeutende Artikel des hansischen Handels aus England gewesen.
Im 16. Jahrhundert blickte die englische Regierung mit Vorliebe
nach Süddeutschland, wenn cs galt, auswärtiges Kapital und fremde
Unternehmungslust für die Ausdehnung des englischen Bergbaues
und Erzhandels nutzbar zu machen 5. Hervorragend war auch
1 Vgl
. besonders K. H ä b 1e r , Die Geschichte der Fuggerschen
Handlung in Spanien . Weimar 1897.
2 K. Häbler,
Die überseeischen Unternehmungen der Welser
und ihrer Gesellschafter. Leipzig 1903, S. 50.
3 M
. Jansen,
Jakob Fugger der Reiche . S. 58, 123.
4 So überließ am 25. Juni 1347 Kronprinz Eduard dem Kölner
(Dortmunder ) Kaufmann Tidemann von Limberg gegen ein Dar¬
lehn von 3000 Pfund Sterling auf drei Jahre das Monopol für den
Zinnhandel in Cornwall und Devonshire, sowie den Schlagschatz
der Zinnbergwerke in Cornwall. Cfr. Joseph
Hansen,
Der
englische Staatskredit unter König Eduard III . (1327—1377) und
die hansischen Kaufleute . Zugleich ein Beitrag zur Geschichte des
kirchlichen Zinsverbotes und des rheinischen Geldgeschäftes im
Mittelalter . In : Hansische Geschichtsblätter 16 (1910), S. 391.
5 Cfr
. R . Ehrenberg,
Das Zeitalter der Fugger. Geldkapital
und Kreditverkehr im 16. Jahrhundert . 2 Bde. Jena 1896. Anastati¬
scher Neudruck Jena 1912. I, S. 217 f., S. 234. Derselbe,
Ham¬
burg und England im Zeitalter der Königin Elisabeth . Jena 1896,
S. 4 f. Dazu W. R . Scott,
The Constitution and finance of an english copper mining company in the sixteenth and seventeenth cen¬
turies : being an account of “the society of the mines royal ’’ in Vierteljahrsselirift für Sozial- und Wirtschaftsgesch . 5 (1907), S. 525 ff.
Zu den verfehlten Bergbauspekulationen der Augsburger Firma
David I-Iaug, Hans Langenauer &Co. vgl. jetzt auch W. G. Collingw o o d , Elizabethan Keswick. Extracts from the original account
books 1564—1577 of the german miners in the archives of Augsburg.
Cumberland and Westmorland antiquarian and archaeological society,
Tract series Nr. VIII , Kendal 1912.
2
5
8
Erstes Buch : Montanindustrie und Frühkapitalismus.
seit altersher die Betätigung deutschen Kapitals im böhmischen,
polnischen 1und ungarischen Bergbau und Erzhandel. Jn Ungarn,
das erst 1527 zum Heiligen Römischen Reich kam, hatten im frühen
Mittelalter deutsche Bergknappen den Bergbau recht eigentlich
erst zu systematischem Betriebe erhoben. Dann waren hansische*
und seit dem 15. Jahrhundert in wachsendem Maße süddeutsche
Kaufleute 3 die bedeutendsten Abnehmer der Produkte des ungari¬
schen Bergbaues geworden. Eine neue glänzende Epoche des un¬
garischen Bergbaues — und damit auch der deutschen Arbeit dort —
begann im letzten Viertel des 15. Jahrhunderts. Wahrscheinlich
war es die in der zweiten Hälfte des 15. Jahrhunderts in Sachsen 4,
in Tirol 8, im Mansfeldischen 6 und sonst in großem Stil anhebende
bergbauliche Tätigkeit , die auch in den Karpathen einen neuen
Aufschwung des Bergbaues veranlaßte. Diese Hebung des ungari¬
schen Bergbaues verknüpfte sich mit der Person eines Krakauer
Bürgers und Ratmannes, Johann Thurzo mit Namen 7. Thurzo
1 Besonders für Blei cfr. M. Jansen,
Jakob Fugger der
Reiche , S. 141. Polen als Bleigewinnungsland auch genannt in „Die
drei Flugschriften über den Münzstreit der sächs. Albertiner und
Ernestiner um 1530" . Ed . W. L o t z , Leipzig 1893, S. 72/3.
2 E . R . Daenell,
Die Blütezeit der deutschen Hanse . 2 Bde.
Berlin 1906. I. Bd., S. 61 f., 89, 95. Die Hansen (bes. Kaufleute aus
Thorn ) waren auch über Krakau hinaus direkt in den ungarischen
Bergbau vorgedrungen , bis die polnischen Könige, Krakaus Stapelrecht aufrichtend , den Hansen das Vordringen über diese Stadt
hinaus verwehrten.
3 Schon in der ersten Hälfte des 15. Jahrhunderts begegnen uns
Nürnberger Firmen im ungarischen Bergbau . J o h. Falke,
Die
Geschichte des deutschen Handels . 2 Teile. Leipzig 1859—60. II,
S. 49. Schon im 14. Jahrhundert erwähnt sie dort E. R . Daenell,
Der Ostseeverkehr und die Hansestädte von der Mitte des 14. bis
zur Mitte des 15. Jahrhunderts . Hansische Geschichtsblätter Jahr¬
gang 1902, S. 44 ff.
4 O
. Hoppe,
Der Silberbergbau zu Schneeberg bis zum Jahre
1500. Heidelberger Dissertation 1908, S. 8.
5 Archiv f. österr . Geschichte 53. Bd., S. 343. A. Z y c h a ,
Zur neuesten Literatur über die Wirtschafts - und Rechtsgeschichte
des deutschen Bergbaues . Vierteljahrsschrift für Soz. u. Wirtschaftsgesch . Bd . 5 (1907), S. 238 ff. ; Bd . 6 (1908), S. 8.5 ff.
6 W. Möllenberg,
Die Eroberung des Weltmarktes durch
das Mansfeldische Kupfer . Gotha 1911, S. 10.
7 Jansen,
Jakob Fugger der Reiche, S. 132. Auch Zycha
a. a . O. Bd . 6 (1908), S. 114.
Erstes Kapitel : Bergbau , Erzhandel u. quantitative Wirt Schaftsentwicklung .
9
scheint einer jener Bergsachverständigen gewesen zu sein, wie sie
uns im 15. Jahrhundert öfters begegnen . Ein Mann , der es ver¬
stand , mit Hilfe einer Wasserkunst ersoffene Gruben wieder gang¬
bar zu machen , der aber zugleich auch die Kunst des Metallscheidens,
des Saigerns 1 zu handhaben wußte . Thurzo begegnet uns ungefähr
um dieselbe Zeit , als er im ungarischen Bergbau auftaucht , auch
in Goslar. Das Goslarer Stadtarchiv besitzt eine Reihe Urkunden,
die uns Johann Thurzo schon in den siebziger Jahren des 15. Jahr¬
hunderts als angesehenen Bergherrn zeigen . So beurkunden am
18. September 1478 vor Rat und Gemeinde zu Goslar Gewerken
des Rammeisberges (mit Namen genannte Bürger der Stadt ), daß
sie für die Zukunft jeder die Hälfte seines Teiles unter der Trostes¬
fahrt an Johann Thurzo , Bürger und Ratmann zu Krakau , an
Johann Koler 2 aus Nürnberg und Johann Pedek aus Bautzen ab¬
getreten haben . Die Abtretung ist dafür geschehen , daß Thurzo
ein Verfahren in Anwendung brachte , mit dessen Hilfe man die
kupferhaltigen Erze des Berges zu Kupfer scheiden konnte , statt
sie wie bisher in unrationeller Weise mit dem Bleierz zu ver¬
schmelzen 3. Koler und Pedek stellten bald ihre Zubußezahlungen
1 Die Kunst , mit Hilfe von Blei das Silber aus den silberhaltigen
Kupfererzen
zu ziehen (Saigerverfahren ), die nach der Mitte des
15. Jahrhunderts allgemeiner bekannt wurde , bedeutete das wichtigste
technische Ereignis in der Geschichte des Kupferbergbaues , dessen
Wert , Ertrag und Produktion damit eine gewaltige Steigerung er¬
fahren hat . W . M ück, Der Mansfelder Kupferschieferbergbau
in
seiner rechtsgeschichtlichen
Entwicklung . Bd . 1. Geschichte des
Mansfelder Bergregals ; Bd . 2 : Urkunden des Mansfelder Bergbaues.
Eisleben 1910 , I . Bd . S. 57.
2 Ein Joh . Koler erscheint um 1489 im Dienste der Fugger ; vgl.
M. Jansen,
Studien
zur Fuggergeschichte , herausgegeben von
Max Jansen . I. Heft : Die Anfänge der Fugger (bis 1494), Leipzig
1907 , S. 53 und sonst . Es wäre sehr interessant zu wissen , ob das
ein und dieselbe Person ist . Vielleicht läßt es sich mit Hilfe des Wappens
feststellen . Der Mitgewerke Thurzos hat einen Kreis im Wappenschild,
auf der Wappenzier einen Kreis , aus dem oben Strahlen ausgehen.
Vgl . Siegel in einer Urk . vom 20. Sept . 1478 , Goslarer Stadtarchiv.
3 Stadtarchiv Goslar , Urkunde Nr . 863 . . . „ darum dat syn der
Lydt de Ramelsbergk geweldiget wart de kopperertz de uth dem
berge g'ekom (m )en syn (nicht eyn kleyne menige sunde vele ) nymands
to nutte gekomen syn , sundern manck dem blygertz mit grotem
schaden verschmulten . Welche kopperertz der ergute Johan Tursso
mit synen medebenomten dorch hulpe godes unde ore kunst willen
*
6
*
10
Erstes Buch: Montanindustrie und Frühkapitalismus.
zu dem Unternehmen ein 1, Thurzo brachte eine neue Gewerk¬
schaft zusammen2, trat aber kurz darauf seine Rechte an Ulrich
Schütz, den berühmten Chemnitzer Gewerken, Hans Leimbach,
den Zehntner und Rentmeister der Herzoge von Sachsen, Merten
Bauer aus Leipzig u. a. ab 3.
Mit Johann Thurzo vereinigten sich in den neunziger Jahren
des 15. Jahrhunderts die Fugger zur Pacht und Ausbeutung der
Neusohler Silber- und Kupfergruben 4 in einer besonderen. Handels¬
gesellschaft, die in den Fuggerschen Handelspapieren „der gemeine
ungarische Handel“ genannt wird 5. Über 30 Jahre blieben die
Gesellschafter beisammen. Erst nach der Katastrophe, welche
die nationale ungarische Eifersucht u. a. der Gesellschaft im Jahre
1525 bereitete
9, übernahmen
die Fugger
allein die Pacht
der Neu¬
sohler Bergwerke7. Das ungarische Geschäft behielt auch jetzt
noch als sog. ungarische Handlung neben der „gemeinen Handlung“
der Fugger eine selbständige Verwaltung. An Sorgen fehlte es dabei
nicht. Die Türkengefahr, die Eifersucht der Ungarn auf die
Deutschen, der Neid, häufige Streiks der Bergarbeiter usw. ließen
die ungarische Unternehmung nicht zu ruhigem Fortgang kommen.
Im Jahre
1546 hielt es Anton Fugger , der damalige
Chef des Welt¬
handelshauses, für geraten, „bei diesen allersorglichsten und ge¬
fährlichsten Zeiten und Läufen“ König Ferdinand den Pacht¬
vertrag zu kündigen. Der Augsburger Handelsherr mochte erleichtert
to gude und kopper daruth maken .“
Den ungarischen
Berg¬
werken stellte Hans Thurzo schon 1475 seine technischen Kennt¬
nisse zur Verfügung . M. Jansen,
Jakob
Fugger der Reiche,
S. 132.
1 Vgl. Urk . 891 des Goslarer Stadtarchivs.
2 Vgl. Urk . 890 daselbst.
3 Vgl. Urk . 903 und 951 daselbst.
■» Näheres darüber bei M. Jansen,
Jakob Fugger der Reiche,
S. 133 ff.
5 Vgl
. auch das in Buch II Kapitel II , Abschnitt 1 von mir über
diese Tochtergesellschaft
der Fugger und Thurzo Gesagte.
6 M
. Jansen,
Jakob Fugger der Reiche , S. 160 ff ., besonders
S. 179 ff.
7 Ein interessantes Privileg König Sigismund I. von Polen (10 . April
1527 ) mit dem den Fuggern die Abmachungen
bestätigt werden,
die sie mit der Stadt Krakau getroffen hatten , bei Franziscus
Piekosinski,
Acta
historica res gestas Poloniae illustrantia
(1507 — 1795) Tom . VIII Leges , privilegia et statuta civitatis Cracoviensis . I, 2. Nr . 750.
Erstes Kapitel : Bergbau , Erzhandel u. quantitative Wirtschaftsentwicklung . 11
aufatmen , als er der Sorgen um seine Kapitalien in dem von inneren
Zwistigkeiten und von äußeren Feinden bedrohten Lande ledig
war . Darnach nahm die ungarische Regierung die .Neusohler Berg¬
werke auf einige Zeit in eigene Regie , aber sehr bald begegnen uns
wieder große Augsburger Firmen als Pächter . So 1548 Mathias
Manlich, dem 1560 die Gesellschafter Melchior Manlicll, Hans
Langenauer , Melchior Link und Mitverwandte folgten . 1570 er¬
scheinen die Augsburger Wolfgang Paller , David Weiß & Co. als
Pächter der Neusohler Gruben , 1603 Wolfgang Paller neben Bar¬
tholome Caste und Lazarus Henckel von Donnersmark 1.
Es war offensichtlich : ohne das deutsche Kapital und ohne
die deutsche Unternehmungslust waren die ungarischen wie die
meisten anderen Bergwerke der Deutschland benachbarten Länder
nicht mit dem möglichst höchsten Nutzen für die betreffenden
Landesherren usw. instand zu setzen und instand zu erhalten.
Die Geschichte des Eindringens der süddeutschen Kapitalisten
in den ungarischen Bergbau ist nun deshalb so interessant und auch
deshalb so vergleichsweise breit hier behandelt worden , weil wir
wenigstens für die Fugger -Thurzo -Periode einen numerisch fa߬
baren Begriff für die Gewinne geben können , welche die deutschen
Kaufleute im Bergbau und Erzhandel des 15. und 16. Jahrhunderts
machten . Max Jansen hat auf Grund älterer Untersuchungen
von Dobel und auf durchaus zuverlässiges Material gestützt , be¬
rechnet , daß die Fugger in jener Handelsgesellschaft , die sie mit
der Familie Thurzo zwecks Ausbeutung der Neusohler Kupfer¬
gruben schlossen , in der Zeit von 1495 bis 1525 anderthalb Millionen
Goldgulden verdienten 2. ln Wahrheit betrug der Verdienst der
Fugger noch bedeutend mehr . Das ungarische Geschäft war nicht
nur ein Kupfergeschäft . In den Saigerhütten in Ungarn , Kärnten
und Thüringen gewann der „gemeine ungarische Handel “ auch aus
1 Nähere Literatur zusammengestellt bei H e i n r. v. S r b i k ,
Der staatl . Exporthandel Österreichs von Leopold I. bis Maria Theresia.
Wien und Leipzig 1907, S. 35 Anin. 1. Mathias Manlich & Co. waren
schon 1548 den Fuggern in der Pacht von Neusohl nachgefolgt . Vgl.
für ihre und ihrer Nachfolger Tätigkeit in Ungarn und Polen auch
F. PiekosiAski
a. a. O. Nr . 757 (1548), Nr . 762 (1553), Nr. 763
(1553), Nr. 764 (1560); dazu S. 1052, Nr. 770 (1570).
9 M . Jansen,
Jakob Fugger der Reiche , S. 152 ff. Auf die
Gewinne der Firma im Almadener Quecksilberbergbau komme ich
später zu sprechen.
12
Erstes Buch : Montanindustrie und Frühkapitalismus.
den ungarischen Rolkupfererzen bedeutende Mengen Silber. Zweifel¬
los kauften nun die Fugger und ebenso die Thurzo, wie sie von
ihrer Tochterfirma, dem „gemeinen ungarischen Handel“, Kupfer
kauften, auch Silber. Der Verdienst an diesem Verkauf fiel nun
wohl der Tochterfirma zu, aber durch den Weiterverkauf des Silbers
gewannen auch die zwei Mutterfirmen bedeutende Summen. Leider
wissen wir nicht, wie viel Silber (und zu welchem Preise) die Fugger
von dem „gemeinen ungarischen Handel“ erwarben. Erst dann
könnte der ganze Gewinn geschätzt werden, der den Fuggern unter
Jakob dem Reichen aus ihrem Eindringen in den ungarischen
Bergbau und aus ihrer Verbindung mit dem Thurzo erwuchs.
Um welche Umsätze es sich bei dem Erzhandel der süddeutschen
Großhandelsfirmenoft handelte, erkennt man deutlich aus einigen
Inventuren Augsburger Kaufleute des 16. Jahrhunderts . Die
Inventur der Firma Fugger aus dem Jahre 1527 berechnet ein
Warenkonto von insgesamt 380 000 fl. in den einzelnen Faktoreien
der Firma. „Die vorhandenen Waren bestanden größtenteils aus
Kupfer, wovon in Antwerpen allein für über 200 000 fl. lagerte,
sodann auch aus Silber, etwas Messing und ganz wenig Tuch,
Damast und sonstigen Geweben1“.
In der Bilanz von 1536 ist das Warenkonto auf 415 000 fl.
berechnet. Davon fallen 289 000 fl. auf Kupfer, Silber und Messing2.
Im Jahre 1546 erreichte das Fuggersche Warenlager einen Wert
von 1 250 000 fl. Davon entfallen mehr als 1 000 000 fl. auf Kupfer.
An Barchent, dem zweitwichtigsten damaligen Handelsartikel der
Fugger war nur für 125 000 fl. vorrätig 3.
In ähnlicher Weise wie in dem Fuggerschen Geschäft zeigt
sich auch in anderen süddeutschen Großhandelsgesellschaftendes
16. Jahrhunderts bei wachsender Ausdehnung und Bedeutung der
Firma ein Zurücktreten der übrigen Handelswaren gegenüber den
Metallen4. Vielleicht wird man später einmal, wenn uns eine größere
1 R. Ehrenberg
, Zeitalter der Fugger. I, S. 122. Näheres
bei Jakob
Strieder,
Die Inventur der Firma Fugger aus dem
Jahre 1527. Tübingen 1905.
2 R. Ehrenberg
a. a. O., S. 133.
3 R. Ehrenberg
a. a. O., S. 146.
4 Zum Beispiel bei der Firma Anton Haug, Hans Langenauer,
Ulrich Link und Mitverwandte. Cfr. J. Hartung,
Aus dem Geheim¬
buche eines deutschen Handelshauses im 16. Jahrhundert. Zeitschr.
f. Soz. u. Wirtschaftsgesch. Bd. 6. (1898) S. 46.
Zweites Kapitel : Bergbau und frühkapitalistische Vermögensentwicklung .
13
Anzahl frühkapitalistischer Handelsbücher im Druck vorliegt, diesen
Verlauf als typisch bezeichnen dürfen. Die Ursache für das starke
Hervortreten der Metalle als Handelsartikel der ganz großen
Firmen liegt im folgenden. Je größer die einzelnen Handelshäuser
wurden, um so mehr lenkten sich die Blicke der kaiserlichen, der
fürstlichen usw. Finanzagenten, Anleihen suchend, auf sie. Als
Äquivalent konnten die Regierungen, namentlich die stets geldbedürftigen Habsburger, unter anderem besonders den Erzreichtum
ihrer Länder bieten, über den sie in verschiedenen Formen — wir
kommen noch darauf zu sprechen — ein Verfügungs- oder doch
Mitverfügungsrecht besaßen. Auf diese Weise gelangten die großen
Handelsgesellschaften zugleich mit dem Anleihegeschäft in den
Erzhandel, um häufig darin enorme Summen zu verdienen. Vom
Erzhandel war dann nur ein Schritt zum Eigenerwerb von Berg¬
werksteilen und Hüttenwerken, also zum Eintritt in die Montan¬
industrie selbst.
Zweites Kapitel.
Bergbau und frühkapitalistische Vermögens¬
bildung.
Die Erkenntnis der Bedeutung des Bergsegens für die gesamte
deutsche Wirtschaft des ausgehenden Mittelalters und der be¬
ginnenden Neuzeit hat zu einer neuen These über die Genesis des
modernen Kapitalismus Veranlassung gegeben. Bekanntlich sind
in den letzten Jahren besonders folgende zwei geschichtliche Pro¬
bleme des modernen Kapitalismus behandelt worden. Einmal hat
man sich gefragt: Wie sind die großen bürgerlichen Kapitalver¬
mögen entstanden, auf deren Grund sich in Italien und Flandern
schon früh im Mittelalter, in den übrigen Kulturländern gegen Aus¬
gang jenes Zeitalters der Frühkapitalismus aufrichtete ? Und
zweitens hat man die Frage aufgeworfen: Welches ist die Genesis
des kapitalistischen Geistes, jenes außerordentlichstark entwickelten
Erwerbstriebes, der die neue Wirtschaftsordnung schuf, die wir
kurz die kapitalistische nennen?
Werner Sombart hat die erste der ebengenannten Fragen
mit seiner bekannten „ Grundrentenakkumulationstheorie“ beant-
14
Erstes Buch: Montanindustrie und Frühkapitaüsmus.
wortet I. Ich habe diese Theorie auf zwei Wegen, auf einem mehr de¬
duktiven und einem mehr induktiven , zu widerlegen versucht 2. Auf de¬
duktivem durch einerechtsgeschichtlicheZurückf ührung der vermögen¬
bildenden Kraft der städtischen Grundrente im Mittelalter auf ihren
relativ bescheidenen Stand . Auf induktivem mit Hilfe der kon¬
kreten Vermögensgeschichte der führenden Frühkapitalistenfamilien
der handelsgeschichtlich wichtigsten Stadt Deutschlands zu Aus¬
gang des Mittelalters und zu Beginn der Neuzeit (Augsburg ). Als
Resultat dieser induktiven Beweisführung ergab sich, daß die über¬
ragende Mehrzahl der großen Vermögen , die in der Hochburg des
deutschen Kapitalismus in jener Zeit entstanden und die Grund¬
lage der dortigen frühkapitalistischen Entwicklung bildeten , nach¬
weislich in der Hand von handeltreibenden Emporkömmlingen ge¬
schaffen worden sind . Grundrentenakkumulation hat dabei keine
Rolle gespielt . Für Venedig , Florenz und andere Zentren des Früh¬
kapitalismus ist Sombarts Theorie ebenfalls abgelehnt worden.
Es dürfte demnach nichts anderes übrig bleiben , als den Handel
als die Kraft anzusehen , mit deren Hilfe die großen bürgerlichen
Vermögen entstanden , auf denen sich der Frühkapitalismus auf¬
richtete . Freilich nicht der Handel schlechtweg , sondern ein Gro߬
handel , wie er sich in einer Anzahl durch Verkehrslage usw. be¬
günstigter Städte vielfach in Verbindung mit einem Exportgewerbe
schon im Mittelalter zu bilden vermochte . Die Schöpfer und Träger
dieses Großhandels waren zumeist Emporkömmlinge aus den Kreisen
der Handwerker und der Kaufleute älteren , kleineren Stils.
In letzter Zeit hat , wie eben erwähnt , die Erkenntnis der Be¬
deutung des Bergsegens für die gesamte deutsche Volkswirtschaft
des endenden Mittelalters und der beginnenden Neuzeit zu einer
neuen These über die Entstehung der großen Vermögen geführt,
auf denen sich der deutsche Frühkapitalismus aufrichtete . Man
liât sich gefragt : Ja sind es denn nicht noch mehr als Handelsprofite
die Schürfe glücklicher Gewerken gewesen, aus denen sich die Ver¬
mögen oder doch viele von den Vermögen bildeten , auf deren Grund
1 W . Sombart,
Der moderne Kapitalismus . 2 Bde . Leipzig
1902 . I. Bd ., bes . S. 218 ff.
2 J a k obStried
er, Zur Genesis des modernen Kapitalismus.
Forschungen zur Entstehung der großen bürgerlichen Kapitalvermögen
am Ausgang des Mittelalters und zu Beginn der Neuzeit , zunächst
in Augsburg . Leipzig 1904 , S. 29 ff.
1
Zweites Kapitel: Bergbau und frülikapitalistische Verinügensentwicklung
. 15
der deutsche Frühkapitalismus basiert werden konnte ? Die Frage
muß meines Erachtens verneint werden. So bedeutsam die Berg¬
werksgewinne manchmal für die Vergrößerung schon vorhandener
großer Vermögen wurden, so gering ist die Rolle der unmittelbaren
(Edel-)Metallakkumulation bei der ursprünglichen ersten Ver¬
mögensakkumulationx. Und auf letztere kommt es doch in erster
Linie an, wenn man der Genesis des Frühkapitalismus bis in die
Keime nachforschen will.
Schon duich einen Hinweis auf die Entwicklung in Flandern
und Italien erhält unsere Verneinung einen hohen Grad von Wahr¬
scheinlichkeit. In Italien und Flandern, wo der europäische Früh¬
kapitalismus zuerst sich breit entfaltete, waren im Lande selbst
Bergwerksgewinne in größerem Maßstabe nicht zu machen. Aus
dem einfachen Grunde, weil keine bedeutenden Bergwerke dortzu¬
lande vorhanden waren. Und es versteht sich von selbst, daß zu
auswärtigen
Bergwerksunternehmungen der Flanderer und
der Italiener (etwa in der Levante oder im Balkangebiete 2 usw .)
bereits beträchtliche Kapitalien nötig waren, deren Ursprung eben
zu erklären ist. So bliebe also die Entwicklung in den mit Bergwerken
gesegneten Ländern, vor allem also im Heiligen Römischen Reiche
Deutscher Nation, aber auch in Spanien (mit seinen bedeutenden
Silber- und Quecksilbergruben), in England (besonders Blei- und
Zinnbergwerke) usw. auf das genannte Problem zu untersuchen.
Da scheiden nun vorerst als Quellen der Vermögensbildung
für zunächst arme, aber glückliche Gewerken alle diejenigen Berg¬
werke aus, die als Ganzes von den betreffenden Eigentümern an
einzelne große Kapitalisten gegen hohe, im voraus zu zahlende Geld¬
summen verpachtet wurden. Also z. B. die Neusohler Kupfer- und
Silbergruben, welche den Fugger-Thurzo 1494 für eine Jahrespacht
von 3000 Goldguldcn von dem Bischof von Fünfkirchen verliehen
wurden 3. Oder die Almadcner Quecksilberbergwerke, die 1516 ff.
1 Auch Sombart,
Moderner Kapitalismus , I, S. 280 L, ver¬
neint im ganzen die Frage der Vermögens b i 1 d u n g durch Berg¬
werksgewinn.
2 „Die serbischen Gold- und Silberbergwerke von Nowobrdo,
Janowr und Kratowo waren um das Jahr 1433 für eine jährliche
Zahlung von 200 000 Dukaten an die Venetianer verpachtet .“ S o el¬
be e r a. a. O. S. 37.
3 M
. Jansen,
Jakob Fugger der Reiche , S. 13'2 ff.
16
Erstes Buch : Montanindustrie und Frühkapitalismus.
Alfonso Guttierez gepachtet hatte , bis 1525 die Fugger die Pacht
auf Jahrzehnte hinaus übernahmen 1. Oder die Tolfaner Alaun¬
gruben , die von Anfang an — wir kommen noch hierauf zu sprechen —
durch ihre Eigentümer , die Päpste , kapitalkräftigen Gesellschaftern,
den sogenannten societates aluminum , verliehen wurden usw. usw.
Die Beispiele ließen sich mehren , die angeführten dürften zum Be¬
lege der These genügen , daß in manchen Bergwerken schon auf Grund
der Eigentumsverhältnisse an ein Reichwerden zunächst armer Ge¬
werken durch allmähliche Akkumulation besonders glücklicher Aus¬
beuten nicht zu denken war.
In anderen Distrikten war ein Reichwerden der Bergbau enden
in dem Bergbau
selbst
aus folgendem Grunde zumeist
unmöglich . In vielen Gebieten war die Ausübung des Berg - und
Hüttenbetriebes durchaus zunftmäßig organisiert . So hatten z. B.
in dem wichtigsten Eisengewinnungsgebiete zwischen Donau und
Main, im Sulzbachischen , die Hammerwerksbesitzer (Hammer¬
meister ) der Städtchen Sulzbach und Amberg bereits 1387 „eine
zünftlerisch -kartellartige “ Vereinigung mit Aufteilung der Pro¬
duktion , Festsetzung der Arbeitslöhne usw. geschlossen 2. Auch
die Ordnung der Produktion im steiermärkischen Eisenerz gab
durchaus ein Seitenstück zur zünftigen Gewerbeordnung , wie sie
allgemein aus den Städten des Mittelalters bekannt ist . „Betrieb
mit eigenem Rücken , Erforderung des Bürgerrechts (1539), ins¬
besondere aber die Erhaltung der gleich
en K leinbet
riebe’
nach zünftlcrischem System , rücken die steiermärkischen Rad¬
meister den städtischen Handwerkern einigermaßen nahe . Gleiche
1 K . H übler,
Geschichte
der Fuggerschen
Handlung
in
Spanien , S. 93 ff., S. 75.
2 Einiges über diese interessante , Jahrhunderte
währende Organi¬
sation bietet Ludwig
Beck,
Die Geschichte des Eisens in lechnischer und kulturgeschichtlicher
Beziehung . 5 Bde . Braunschweig
1884/1901 . I. Bd . S. 766 ff. ; IL Bd . S. 666 ff. Ich hatte die Absicht,
die kurzen , dort nach Lori (Sammlung des bayrischen Bergrechts
1764) gegebenen Notizen zu einer Monographie der Hammerwerks¬
vereinigung erweitern zu lassen , höre aber , daß von anderer Seite
diese hübsche Aufgabe schon übernommen ist.
s Z y c h a a . a . O. Bd . 6 (1908 ), S. 88. Vgl . auch für das Schwarz¬
waldgebiet
E . G o t h e i n , Wirtschaftsgeschichte
des Schwarzwaldcs und der angrenzenden Landschaften . I . Bd . Straßburg 1892,
S. 653 f.
1
Zweites Kapitel: Bergbau und frtihkapitalistlsche Vermögensentwicklung
. 17
Leistungen unter gleichen Bedingungen , mit gleichem Gewinn, war
auch da der Grundgedanke .” Mit Recht zieht Zycha aus dieser Ord¬
nung der Produktion den Schluß : „Darum ist aber auch die wirt¬
schaftliche Lage der Radmeister immer nur eine bescheidene ge¬
wesen. Unter den drei Gliedern des steiermärkischen Eisenwesens
haben
nur die Eisenhändler
Reichtümer
sam¬
meln können
und nur als H ä n d 1e r zugleich haben es Radund Hammermeister zu Vermögen gebracht x“.
Es lassen sich noch eine Anzahl anderer Gründe anführen , die
es in manchen Bergbaudistrikten unmöglich machten , daß einzelne
besonders glüokliche und tüchtige , zunächst arme Bergbauer i m
Bergbau
selbst
Vermögen akkumulierten , groß genug , um
darauf eine kapitalistische Unternehmung zu begründen . Aber in
anderen Bergbaugebieten war diese Möglichkeit — durch die Wirt¬
schaftsverfassung wenigstens — theoretisch und praktisch nicht
ausgeschlossen . Es soll nicht geleugnet werden , daß in manchen
Bergbaudistrikten hie und da einem besonders vom Glück be¬
günstigten , zunächst armen Bergbauunternehmer durch eine Reihe
glücklicher Schürfe in seinen Bergwerksteilen eine Reichtumsbildung
möglich wurde . Vorausgesetzt , daß der betreffende Glückspilz
dann den so erworbenen Reichtum kapitalistisch weiter nutzte
— was von der größeren oder geringeren Ausbildung seines Ervyerbstriebes abhing —, so hätten wir hier eine der Quellen von Ver¬
mögen vor uns , auf deren Grund sich der Frühkapitalismus auf¬
richtete.
Aber es fragt sich, ob diese Art von Vätern des modernen
Kapitalismus häufig genug war , um von der Wissenschaft , die auf
die Erkenntnis des typischen Verlaufs (d. h . der Regel und nicht
der Ausnahme ) zielt , in Rechnung gestellt werden zu müssen 2.
1 Z y c h a a. a. O., 6. Bd. (1908), S. 88. — So-gelang es auch im
Mansfeldischenmanchem Hüttenmeister vorwärts zu kommen, „sich
aus dem Kreise der Standesgenossen herauszuheben.“ Sie fingen
an, sich selber dem Saiger handel zuzuwenden. Möllenberg
a. a. O. S. 31.
2 Für das 19. Jahrhundert werden wir uns die Möglichkeit denken
können, daß einmal ein Glückspilz auf einem Lotteriegewinn das
Fundament eines kapitalistischen Unternehmens aufrichtete. Trotz¬
dem wird man bei der Frage nach der Herkunft der großen Ver¬
mögen, auf denen sich der Hochkapitalismus des 19. Jahrhunderts
aufrichtete, solche seltene Zufälle außer acht lassen dürfen.
Strieder
, Studien z. Geach . kapitnlist . Or, 'anisfttioneformen .
2
23
18
Erstes Buch : Montanindustrie und Frühkapi talis mus.
Verschiedene Momente weisen darauf hin , daß dies nicht der Fall
ist . Was wir in den alten Bergstadtchroniken und bei ihren späteren
Ausschreibern von dem Reichwerden „glücklicher Fundgrübner“
lesen, muß mit der größten Vorsicht aufgenommen werden . Wir
müssen bei jedem Fall uns fragen , ob auch wirklich der Bergbau
als solcher und nicht etwa der Handel
mit Bergwerksprodukten
die Reichtumsgrundlage des Betreffenden — der daneben auch
Bergwerksunternehmer gewesen sein kann — schuf . Ferner muß
auch in jedem einzelnen Falle untersucht werden , ob der „glück¬
liche Fundgrübner “ nicht schon vermögend
war , als er durch
den Bergbau reich wurde . Ob also hier wohl eine Kapitalver¬
mehrung , eine Kapitalvervielfachung , aber nicht eine Kapital¬
bildung durch bergbauliche Produktion vorliegt . In dieser Beziehung
hat neuerdings 0 . Hoppe darauf hingewiesen, daß Martin Römer
und andere hervorragende sächsische Gewerken schon vermögend
waren , als sie in der denkwürdigen Entwicklung des Schneeberger
Silberbergbaues der siebziger Jahre des 15. Jahrhunderts Reich¬
tum auf Reichtum häuften 1. Und gerade Martin Römer galt den
alten Bergchronisten als Prototyp des glücklichen Gewerken, der
im Bergbau
sein Vermögen gewann.
Auch Zycha neigt der Ansicht zu, daß ein Teil der großen
Kapitalvermögen , die wir im Bergbau um die Wende des 15. Jahr¬
hunderts sehen , im Bergbau selbst aus dem Nichts heraus sich ge¬
bildet hätten . Der genannte Forscher stellt in seinem mehrfach
schon zitierten Aufsatz „Zur neuesten Literatur über die Wirt¬
schafts - und Rechtsgeschichte des deutschen Bergbaues “ die süd¬
deutschen Kapitalisten , die im Tiroler (Schwazer) Silberbergbau
seit den letzten Jahrzehnten des 15. Jahrhunderts als Großge¬
werken vordrangen , als „Kaufleute “ in scharfen Gegensatz zu den
einheimischen Tiroler Großgewerken , den Tänntzl , den Füger usw.*.
Für die auswärtigen Kaufleute gibt er ohne weiteres zu, daß sie
ein bedeutendes „bergfremdes “ Kapital in den Bergbau mitbrachten,
aber nicht für die einheimischen Großgewerken . Zycha will die
Genesis der Vermögen , die diese in den Tiroler Bergen investiert
hatten , aus „bergmäßigem Gewinn“ , also in der „bergmännischen
Produktion “ entstanden , erklären ®. Ja , aber wer sagt denn Zycha,
1O. H o p p e , Der Silberbergbau zu Schneeberg, S. 8, 25 Anm. 27.
2 Z y c h a a. a. O., 5. Bd . (1907), S. 287, 279.
3 Kein „Handelskapital “ , S. 274.
*
Zweites Kapitel : Bergbau und frlihkapitalistisclie Vermogeusentwicklung .
19
daß die Tänntzl, die Füger und andere keine Kaufleute
waren, als sie in den Bergbau eindrangen, sich also nicht erst im
Handel ein Vermögen erworben hatten , das sie dann in den Berg¬
bau investierend bedeutend vergrößerten? Der genannte Autor
sagt auf den schlesischen Goldbergbau exemplifizierend selbst,
daß es ganz verkehrt wäre, sich die Hauptmasse der Gewerken als
nur Gewerken vorzustellen, „d. h. anzunehmen, daß ihnen ein
eigener bürgerlicher Wirtschaftsstand fehlte. Es war nicht etwa
ein Teil der Bürger der Bergstädte lediglich Bergbauunternehmer,
ein anderer tätig im Gewerbe und Handel. Vielmehr gab es unter
den bürgerlichen Berufen zahlreiche Gewerken und zwar gerade
auch unter den städtischen Handwerkern. Gerade
das bür¬
gerliche
Einkommen
bildete
den Rückhalt
der
Gewerken.
Die meisten hätten andernfalls nicht durchhalten
können 1.“
Was insbesondere die Entwicklung in Tirol angeht, so gilt es
zu beachten, daß die meisten erfolgreichen einheimischen Tiroler
Großgewerken aus Städten stammten, die durchaus die Möglichkeit
boten, im Handel ein Vermögen zu erwerben 2. So wird ein Jakob
Tänntzl schon im Jahre 1370 unter den Bürgern Innsbrucks
genannt, während erst seit den dreißiger Jahren des 15. Jahrhunderts
Belehnungen der Familie mit Schwazer Grubenrechten bekannt
sind 3. Der erfolgreiche Gewerke Hermann Ringsmaul, der spätestens
seit den sechziger Jahren bis 1478 in Schwaz (Falkensteiner Berg¬
revier) baute, entstammte einer Familie, die 1420 nach Hall
eingewandert war. Hermann Ringsmaul selbst wird schon 1459
im Haller Salzwerk als Unternehmer genannt 4. Ebenso stammten
die beiden bedeutenden Schwazer Gewerken Hans Sigwein und Hans
Füger (Fieger) aus alten vermögenden
Haller Familien 6.
Der Kaufherr Voglmair, der um 1580 eine große Rolle im Unterinntaler Kupferhandel spielte, „besaß zunächst ein Krämereigeschäft
in Schwaz. 1575 übernahm er nebst dem Erzgießer Löffler
den Handel mit dem im Unterinntal gewonnenen erzherzoglichen
1 Zycha a. a. O., 6. Bd. (1908), S. 122.
2 Besonders aus Innsbruck und Hall. Zycha
(1907), S. 260 Anm. 4.
8 Daselbst S. 261.
4 Daselbst S. 262.
6 Daselbst S. 262; besonders auch Anm. 8.
a . a. O., 5. Bd.
2*
20
Erstes Buch : Montanindustrie und Frühkapitalismus.
Kupfer. Zu gleicher Zeit errichtete er eine Filiale seines Schwazer
Geschäfts in Innsbruck und wurde bald der erste inländische Hof¬
lieferant für Seide, Wolle, Wachs, Fastenspeis und Spezereien1.“
Wie nötig es ist, hier die Fragen absolut eindeutig zu stellen,
das sieht man an den Aufsätzen Krokers 2 über Leipziger Wirt¬
schaftsgeschichteim 16. Jahrhundert . Der genannte Autor meint
einmal: „Bei den Untersuchungen über die Entstehung des Kapital¬
reichtums in den süddeutschen Städten sei die Tatsache der Be¬
teiligung der süddeutschen Kaufleute an dem Bergbau ihrer Zeit
fast gar nicht berücksichtigt worden. Er glaube, auch in den älteren
süddeutschen Städten stamme ein großer Teil des Kapitals, der
sich dort aufgehäuft habe, aus den Bergwerken3.“
Daß beträchtliche Mittel- und Schlußstücke von den großen
Vermögen, die uns in der Mitte etwa des 16. Jahrhunderts in Augs¬
burg, Nürnberg usw. begegnen, ihren Ursprung im Bergbau haben,
ist so unzweifelhaft, daß es von niemandem geleugnet werden
dürfte. Darauf kam es aber bei den Untersuchungen über die
Genesis des modernen Kapitalismus, über die „Entstehung
der großen bürgerlichen Kapitalvermögen am Ausgange des Mittel¬
alters und zu Beginn der Neuzeit“ gar nicht an. Dort fragte es sich
nicht um die einzelnen Wirtschaftszweige, mit deren Hilfe die Gro߬
vermögen des 16. Jahrhunderts entstanden waren, dort handelte
es sich darum, die wichtigste der subjektiven Voraussetzungender
kapitalistischen Unternehmungen zu erkennen, die Frage nämlich:
Auf welche Weise entstanden in der Hand einzelner Wirtschafts1 Jos . Hirn, Erzherzog Ferdinand II . von Tirol. Geschichte
seiner Regierung und seiner Länder . 2 Bde. Innsbruck 1885/88.
I, S. 414.
2 E
. Kroker,
Leipzig und die sächs. Bergwerke. In Schriften
des Vereins für die Gesch. Leipzigs. IX (1909), S. 25 ff. Derselbe,
Beiträge zur Geschichte der Stadt Leipzig im Rcformationszeitalter.
In Neujahrsblätter der Bibliothek und des Archivs der Stadt Leipzig,
1908. (Nr. 3: Heinz Probst , ein Leipziger Wucherer ; Nr. 5 : Die sächs.
Bergwerke und Leipzig; Martin Leubel, Heinz Scherl.) Derselbe,
Leipzig und die alte Fundgrube in Schneeberg. In Leipziger Kalender
1909, S. 129 ff. Derselbe,
Heinrich Kramer von Claußbrucb , ein
Leipziger Handelsherr des 16. Jahrhunderts . In Quellen zur Ge¬
schichte der Stadt Leipzig II . Bd . (Leipzig 1895). S. 355 ff.
3 Kroker,
Leipzig und die sächsischen Bergwerke, S. 34.
Gemeint sein können nur meine Untersuchungen in dem Buche „ Zur
Genesis des modernen Kapitalismus “ .
Zweites Kapitel : Bergbau und frühkapitalistische Vermögensentwicklung ,
21
Subjekte jene
Urver mögen , auf welche gestützt eben diese
Wirtschaftssubjekte an die Gründung kapitalistischer Unter¬
nehmungen gehen konnten ? Wenn Leipziger Bürger am Ende des
15. und zu Beginn des 16. Jahrhunderts Kuxe erwarben, Hütten¬
gesellschaften gründeten usw. und dadurch ihre Vermögen be¬
trächtlich vergrößerten, wenn Leipziger „K auf h erre n“, also
Großhändler, sich am Bergbau zu beteiligen 1 anfingen , so wirt¬
schafteten sie bereits kapitalistisch. Es fragt sich aber für die Genesis
des Kapitalismus, woher hatten sie die Vermögen, mit deren Hilfe
sie Bergwerksteile kaufen und Hütten anlegen konnten ? Wenn wir
diese Frage an die verschiedenen dankenswerten Skizzen halten,
die uns Kroker aus dem Leipziger Wirtschaftsleben des 16. Jahr¬
hunderts geschenkt hat, so kommen wir zu demselben Resultat,
zu dem wir auch für die Bewohner von Augsburg, der Metropole
des deutschen Frühkapitalismus, gelangten. Es sind im Handel
erworbene Vermögen, die die Basis zu den weiteren kapitalistischen
Unternehmungen der Leipziger (in der Montanindustrie) abgeben.
So war es bei Heinz Scherl, der von Nürnberg nach Leipzig einge¬
wandert, als armer Krämer seine kaufmännische Laufbahn begann,
dann einen Handel in kostbaren italienischen Seidenstoffen führte,
um erst später in den Montanbetrieb als Gesellschafter der Hütte
Eisfeld und besonders der Hütte Luderstadt überzugehen2. Und
genau so lag die Sache wohl bei Martin Leubel, der gleichfalls aus
der Kramerinnung emporstieg3. Auch Georg Kreuziger hat sich
erst mit Hilfe des Kramhandels das Vermögen erworben, das er
dann in einer wachsenden Anzahl von Kuxen anlegen und in einer
glücklich geführten Spekulation in Bergwerksteilen bedeutend ver¬
mehren konnte 4.
Man mußte — es war nicht anders —, wollte man was Rechtes
aus den Bergen ziehen, schon was Rechtes hineinzustecken haben.
Der Bergbau, wenn er wirklich rentabel, also Vermögen in großem
Stile bildend, betrieben werden sollte, erforderte je länger, je mehr,
bedeutende Betriebskapitalien. Die ganz kleinen Gewerken, statt
reich zu werden, büßten nicht selten ihre mühsam ersparten kleinen
1 Kroker
a. a. O. S.-32, 33.
2 Kroker,
Neujahrsblätter IV, S. 81 ff.
3 DaselbstS. 74.
4 Kroker,
Schriften des Vereins für die Geschichte Leipzigs,
IX, S. 55.
22
Erstes Buch : Montanindustrie und Frühkapitalismus.
Vermögen durch Zubußzahlungen für komplizierte Stollenanlagen,
für Wasserbehebungsvorrichtungen usw. wiederum ein.
Gerade Kroker hat darauf aufmerksam gemacht und unter
Benutzung sicherer Quellen (der Leipziger Stadtkassenrechnungen)
den Nachweis geführt , daß selbst ein so kapitalkräftiger Gewerke
wie die Stadt Leipzig in allen sächsischen Bergwerken schließlich
mit Verlust spekulierte und nur im Schneeberger Bergbau einen
— allerdings für die Höhe des Risikos — recht bescheidenen Gewinn
davontrug . Von den 60 Schneeberger Zechen, an denen der Rat
der Stadt Leipzig von 1472— 1535 Mitgewerke war , gaben überhaupt
nur 15 Ausbeute ; 45 bedurften mehr oder weniger erheblicher , den
Gewinn vernichtender Zubußen . Und unter den 15 guten Zechen
waren nur 2 wirklich gute , die „ alte Fundgrube “ und der „Fürsten¬
stollen “ . Hätte man nicht in diesen beiden Gruben je vier Jahre
lang ein erstaunliches Glück gehabt , so hätte die Rechnung mit
einem sehr hohen Verlust abgeschlossen 1. Ähnlich ist es sicherlich
einem großen Teile der Gewerken gegangen ; was sie in einer Zeche
verdienten , davon setzten sie in anderen einen erheblichen Teil
wieder zu. Oder was sie in guten Jahren in einer anfänglich reichen
Zeche gewannen , das ging in den Jahren der Zubuße wieder darauf.
Nur wenige ganz vorsichtige Gewerken zogen sich zur rechten Zeit
zurück und hielten sich dann dauernd dem riskanten Bergbaubetrieb
fern . Schon der Wunsch , ihr Kapital hochverzinslich anzulegen,
drängte die meisten zu erneuter Investierung . Methodologisch
ergibt sich daraus folgende Notwendigkeit für die Erforschung der
Vermögensbildung im Bergbau . Man muß die Bergbauunterneh¬
mungen und zwar alle Bergbäuunternehmungen eines bestimmten
Gewerken für eine möglichst lange Zeit untersuchen , um zu sicheren
Resultaten und Schlüssen über die vermögenbildende Kraft des
Bergbaues als solchen zu kommen . Ich lasse hier noch ein Ausbeuteund Unkosten - („ Samcost -“) Verzeichnis aus dem Idrianer Queck¬
silberbergwerk , dem bedeutendsten des 16. Jahrhunderts , folgen 2.
Man ersieht daraus , daß der Idrianer Bergwerksgewinn bescheiden
genannt werden muß . Währenddeß waren — wir kommen noch
hierauf zu sprechen — die Gewinne, die die Großhändler mit Idrianer
Quecksilber machten , ganz enorm.
1 K rok er , Leipzig und die sächsischen Bergwerke, a. a. O. S. 45.
2 Nach einem Manuskript des Finanzarchivs Wien. Inneröstr.
Quecksilber 23, Nr. 18 321.
Zweites Kapitel: Bergbau und frühkapitalistische Vermögenscntwicklung
. 23
In Summa wurde vom 1. August 1539 bis zum April 1573 ver¬
kauft :
Idrianer Quecksilber : 33 540 Centner 60 Pfund,
Fein Zinnober : 6114 Centner 85 Pfund,
Erlöst wurde daraus 1 100 611 fl. 2 kr.
Davon geht ab für Fron und Wechsel (d. h. der zehnte und der
achte Teil) 1233 879 fl. 50 kr . 2 Pfg. Bleibt den Gewerken 866 731 fl.
11 kr . 2 Pfg.
An Samcost
Jahr
fl.
kr.
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
7 519
11 130
10 056
12 546
9 711
10 080
22 067
7 956
8 903
15 363
20 214
16 004
10 743
14 821
14 251
8 214
15 331
14 140
26
9
34
10
55
56
19
1
22
13
12
50
45
27
39
6
19
33
wurde
gebraucht:
|
fl.
Pf.
Jahr
2
3
2
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573 2
—
2
3
2
3
3
3
1
2
1
1
2
—
1
3
11 280
14 616
13 677
16 290
576
17 337
13 274
16 519
28 268
23 997
19 995
10 363
15 966
21 464
14 488
16 068
4 953
kr.
26
1
25
47
40
33
24
12
52
10
35
30
24
58
44
16
1
Pf.
_
—
2
3.
1
1
1
1
1
—
2
2
—
2
2
—
—
I
Summa aller Samcost von 1539 bis 31. März 1573: 504 196 fl. 7 kr. 1 Pf.
Zieht man diese Summe von obigen 866 731 fl. 11 kr . 2 Pfg.
ab , so beträgt der Gewinn der Gewerken in der genannten Zeit
362 535 fl. 4 kr . 1 Pfg ., kommt Ausbeute auf ein Jahr : 10 358 fl.
8% kr . und auf einen Kux jährlich im Durchschnitt 80 fl. 55 kr.
*
*
*
Die Ausdehnung , die das sogenannte Verlagssystem in allen
Bergwerksdistrikten nahm , ist der beste Beweis für das Gesagte.
1 Über diese Abgaben an den Regalherren später näheres.
2 Bis zum 31. März.
5
24
Erstes Buch: Montanindustrie und Frühkapitalismus.
Überall mußten die meisten Gewerken Vorschüsse von Betriebs¬
mitteln zu bekommen suchen . Sie erhielten sie zumeist von den
Kaufleuten der benachbarten oder entfernteren Städte , die durch
den Erzhandel mit ihnen in Beziehungen standen . So war es in
dem steirischen Eisenbergbau , wo die Rad - und Hammermeister
durch die Kaufleute von Leoben und Steyr verlegt wurden 1. So
im Mansfelder Kupferbergbau , wo die kleinen Bergbau - und Hütten¬
unternehmer , die sogenannten Hüttenmeister , je intensiver der
Bergbau betrieben wurde , um so weniger fähig waren , ohne Hilfe
von auswärtigem Kapital auszukommen 2'. Fast durchgängig bildete
sich auch im Mansfeldischen ein Verlagssystem heraus : Geldgeber
war der Kupferhändler , der dem Hüttenmeister zur Bestreitung
von dessen Betriebsunkosten eine bestimmte Summe (den soge¬
nannten Verlag) — meist in Raten — vorschoß , wofür sich der
Hüttenmeister verpflichtete , dem Kaufmann (Verleger) die von
ihm innerhalb einer bestimmten Zeit produzierten Rohkupfer zu
einem vertragsmäßigen Preise zu liefern . Dieselbe Sache im fchlesischen Gold- und Zinnbergbau 3, im sächsischen Zinn-, Silber¬
und Kupferbergbau 4, im böhmischen Zinn- und Silberbergbau 6U3W.
Durch das Verlagssystem sind sehr häufig kapitalistische
Kaufleute dann zu Gewerken geworden . Sie ließen sich nicht selten
1 L. Bittner,
Das Eisenwesen in Innerberg-Eisenerz bis zur
Gründung der Innerberger Hauptgewerkschaftim Jahre 1625. Archiv
f. Österr. Gesch. Bd. 89, S. 514 ff.
2 W
. Möllenberg
a. a. O. S. 14 f.
3 C
. Faulhaber,
Die ehemalige schlesische Goldproduktion.
Breslauer Dissertation 1896, S. 17 f. und E. F i n k a. a. O. S. 309.
Aemilius
Steinbeck,
Geschichte des schlesischen Berg¬
baues. 2 Bde. Breslau 1857. II, S. 10. Zycha a. a. O., 6. Bd.
(1908), S. 126.
4 Auf die Verhältnisse im sächsischen Zinnbergbau kommen wir
im Verlaufe dieses Werkes noch ausführlich zu sprechen. Für Verlag
sächs. Silbergewerken in Geyer um 1470 vgl. die interessanten Bitt¬
schriften, abgedruckt in den Mitteilungen des sächsischen Altertums¬
vereins 15. Heft, S. 26 f. und sonst: Für Schnceberg daselbst S. 113.
Für Kupfer vgl. Dresden H. St. A. Loc. 7249 Bleyhandel 1524—32
Bl. 60. Die Besitzer von Saigerhütten verlegten oft die kupferbauenden
Gewerken. In der angeführten Urkunde sagt ein gewisser Hans Flick:
„Diese nachfolgenden 26 habe ich auf Kupfer verlegt."
5 A
. von Sclieurl,
Christoph von Scheurl. Auch über den
böhmischen Zinnbergbau mit seinem Verlagswesen wird noch öfter
zu sprechen sein.
Zweites Kapitel: Bergbau und früh kapitalistische Vermögensentwicklung
. 25
ihre Vorschüsse durch „Verhypothezierung “ der Bergwerksanteile
der Verlagnehmer sicherstellen . Bei Zahlungsunfähigkeit des Ge¬
werken gingen seine verpfändeten „Kuxe “ dann an den kapita¬
listischen Kaufmann über 1.
Vielfach vollzog sich das Eindringen des kapitalistischen Kauf¬
mannes in den Bergbaubetrieb als solchen auf folgende Weise. Man
brauchte sein Geld zur Bewältigung größerer technischer Aufgaben,
die sich überall in den Gruben mit der Zeit ergaben . Zunächst war
das Abbauen des Erzes nicht allzu schwierig gewesen. Der Tagbau
hatte vorgeherrscht . Aber je mehr der Bau in die Tiefe ging, um so
größer wurden die Baukosten 2. Es mußten Stollen , d. h. Tunnel
angelegt werden , die dem Bergwerk das Wasser nehmen und frische
Luft bringen sollten usw. Weder der Grundherr noch die Gewerken
konnten und wollten in den meisten Fällen ihr Geld an diese kost¬
spieligen und langwierigen Bauarbeiten wagen . Da überließen sie
gern kapitalkräftigen auswärtigen Kaufleuten die Kosten und Ge¬
fahren der Stollenbauten usw . und gaben ihnen dafür die Mehrzahl
der neuen Kuxe , gewisse Bergwerksgerechtigkeiten usw. So über¬
ließen Grundherr und Gewerken der böhmischen Bergstadt Schlacken¬
wald einem Konsortium süddeutscher Geldmänner , bestehend aus
den Firmen Hans Schnöd, Welser und Scheuerl , gegen die
Übernahme von umfangreichen Stollenbauten folgende Gerechtig¬
keiten :
1 O. O p e t , Das Gewerkschaftsrecht nach den deutschen Berg¬
rechtsquellen des Mittelalters in Zeitschr . f. Bergrecht 34 (1893 ),
S. 309 . Z y c h a a. a. O. 5. Bd . (1907 ), S. 277 . Ein Beispiel , wie ver¬
schiedene süddeutsche Kaufleute (Jakob und Anton Welser , die
Vöhlin - Gesellschaft , Peter Imhof & Gebr., die Humpiß - Gesellschaft,
Lienhart Hirschfogel und Brüder , Hans Baumgartner , die Herwart,
die Bimmel u. a.) in den Pfandbesitz von Bergteilen im schlesischen
Goldbergbau gelangten , siehe K . W u 11 k e , Schlesiens Bergbau
und Hüttenwesen (Codex dipl . Silesiae XX u . XXI ) 1900/01 , Nr . 329
bis 331 ; auch Z y c h a a. a. O. 6 . Bd . (1908 ), S. 116 f. Für die Fugger
W u 11 k e a. a. O. Nr . 333 , Z y c h a , 6 . Bd . (1908 ), S. 117. Weitere
Beispiele Z y c h a , 6 . Bd . S. 127.
2 Vgl . für das folgende E . Reyer,
Städtisches Leben im
16. Jahrhundert . Kulturbilder aus der freien Bergstadt Schlacken¬
wald . Leipzig 1904 . Dazu K . Th . von Inama
- Sternegg,
Deutsche Wirtschaftsgeschichte , III . Bd . 2. Teil .
Leipzig 1901.
S. 163.
26
Erstes Buch : Montanindustrie und Frühkapitalismus.
1. Alle Erzvorkommnisse, welche der zu bauende Stollen an¬
fährt, sollen den Stollenbesitzern gehören bis auf 17 Lachter im
Umkreis.
2. Alle Bergwerke, die durch den tiefen Stollen vom Wasser
befreit und mit gutem „Wetter “ (d. h. Luft) versorgt werden,
sollen den Gewerken des tiefen Erbstollens den Neunten der ge¬
samten Erzgewinnung abgeben.
Im Jahre 1539 begannen die Arbeiten, elf Jahre später, so be¬
richtet Reyer, wurde das erzreiche Gebiet in der Hub’ angefahren
und nun schüttete ein Kux, welcher vordem um ein paar Goldgulden
erkauft werden konnte, in einem Jahre 30—40 fl. Ausbeute. Zu
Ende des 16. Jahrhunderts war der Stollen mit seinen Strecken
nahezu 4 Kilometer(eine Marschstunde) lang; 24 Schächte mündeten
in denselben ein.
In ähnlicher Weise wie hier die genannten drei Firmen wurde
in Ungarn ein Krakauer Bürger und Ratsherr Großgewerke im
Karpathengebict 1. Die dortigen ungarischen Bergwerke hatten
bereits im früheren Mittelalter, von eingewanderten deutschen
Bergleuten gefördert, eine gewisse Bedeutung gewonnen. Seit Ende
des 14. Jahrhunderts aber war Wasser in die Gruben eingedrungen,
das die damalige Technik nicht bewältigen konnte. Erst gegen Ende
des 15. Jahrhunderts begann eine neue Epoche des ungarischen
Silber- und Kupferbergbaues. Damals gewannen die sieben un¬
garischen Bergstädte Kremnitz, Neusohl, Schemnitz, Königsberg,
Pukancz, Dilln und Libethen einen Bürger und Ratsherrn von
Krakau, Job. Thurzo mit Namen, zu einem Versuch, das Wasser
aus den Gruben mittels Hebemaschinen zu entfernen. In dem Ver¬
trag (vom 24. April 1475) wurde dem Thurzo ein ungarischer Gold¬
gulden als Wochenlohn versprochen, besonders aber sollte er 1/6
des mit Hilfe seiner Wasserkunst gewonnenen Erzes erhalten. In
der Bestätigung, die König Mathias (am 15. Mai 1475) dem Vertrag
zuteil werden ließ, gab er Johann Thurzo das Recht, „aus allen
verlassenen Gruben das Wasser zu heben und dann nach Silber zu
schürfen.” Für jede Gewichtsmark Silber wurden ihm 4 Goldgulden
1Vgl . für das Folgende Jansen,
Jakob Fugger der Reiche,
S. 132 f. Dort auch in Anm. 1 die Literatur. Dazu meine Besprechung
in der Historischen VierteljahrsschriftJahrg. 1912. S. 98 ff. Endlich
Z y c h a a. a. O. 6. Bd. (1908), S. 114 f.
1
Zweites Kapitel : Bergbau und frühkapitalistische Vermögensentwicklung .
27
als Entschädigung versprochen. Außerdem durfte er die für ihn und
die Arbeiter notwendigen Lebensmittel abgabenfrei einführen.
Um dieselbe Zeit , als die Tliurzo mit Hilfe des Besitzes einer
fortgeschrittenen Technik und mit Hilfe von eigenem oder von ihnen
aufgebrachtem Kapital als Gewerken in den ungarischen Bergbau
eindrangen, diente ihnen dasselbe Mittel auch dazu, um sich in der
Goslarer Erzproduktion einzunisten L*
Auf den geschilderten Wegen der Kapitalbeschaffung für die
Bergwerksproduzenten sind die vermögenden Kaufleute der näheren
und entfernteren Städte in wachsendem Maße in den Bergbau selbst
als Gewerken eingedrungen. Lange vorher hatten sie aber schon
als E r z h ä n d 1e r an dem Bergsegen teilgenommen. Seit alters
erwarben Kaufleute von den Gewerken oder von den Landesfürsten
oder von sonstwie Bezugsberechtigten Erze und verkauften sie in
alle Welt weiter. Verdienten die Kaufleute dabei Geld — und zu¬
meist taten sie es in hohem Grade —, so war es ein Handel mit
Bergbauprodukten und nicht der Bergbaubetrieb selbst, der für
die bürgerliche Reichtumsentwicklung von Bedeutung wurde. So
sind die Fugger erst ziemlich spät in den Tiroler Bergbau einge¬
drungen. Sie waren bis zum Jahre 1522 nicht als Gewerken
im Tiroler Bergbau tätig 2. Bis zum Jahre 1522, in welchem Jahre
Jakob Fugger bedeutende Bergwerksanteile bei Scliwaz, Ratten¬
berg und Lienz aus der Konkursmasse des Martin Baumgartner
erwarb, war der Anteil der Fugger an den bedeutendsten Tiroler
Bergwerken, denen um Schwaz, von einer anderen Art. Von jener
mehr kaufmännischen
Art , wie sie sich auch nach 1522 noch
neben der neuen erhielt. Seit 1488 traten die Fugger in verschiedenen,
gleich noch zu besprechenden Formen, als Großkäufer von Tiroler
Bergwerksprodukten, besonders Silber und Kupfer, bei den ver¬
schiedenen Bezugsberechtigten auf. In ähnlicher Weise wissen wir
1 Siehe oben i>. y. Wie mir Herr Archivdirektor Professor
Dr. Hölscher freundlichst mitteilt, gibt es im Goslarer Stadtarchiv
außer den von mir benutzten noch eine größere Anzahl Urkunden
über Tliurzo, so daß dieser „deutlich im historischen Lichte“ dasteht.
Ich behalte mir vor, auf diesen interessanten Krakauer Kapitalisten
und Techniker, der sich so international im Bergbau betätigte, näher
zurückzukommen.
2 Vgl
. für das Folgende Strieder,
Die Inventur der Firma
Fugger aus dem Jahre 1527, S. 41 ff. Jetzt auch Z y c h a a. a. O.
5. Bd. (1907), S. 274 f.
13
5
28
Erstes Buch : Montanindustrie
und FrühkapitaUsmus.
aus den Handlung'sbüchern der Firma Ulrich Link, Anton Haug
und Mitverwandten \ daß die Gesellschaft erst um 1553 Bergwerks¬
anteile zu Schwaz, Sterzing und Gossensass aus dem Besitz des
Mathias Manlich 2 an sich brachte s. Bis dahin hatte die Firma
keine 4 Kuxe besessen und nur einen bedeutenden Handel mit Berg¬
werksprodukten betrieben.
Solche Beispiele relativ späten Eindringens der großen süd¬
deutschen Kapitalisten in den eigentlichen Bergbaubetrieb selbst
legen die Vermutung nahe, daß es den großen Kaufleuten gar nicht
so sehr darauf ankam, als Gewerken in den Anfang der bergbaulichen
Produktion zu kommen. Wenn nicht eine zwingende Notwendigkeit
vorlag, blieben sie lieber am Ende des Prozesses als Abnehmer stehen.
Mochten andere die Gefahren tragen, die das Gewerkesein in Zu¬
bußen usw. mit sich brachte, der kluge Kaufmann begnügte sich
mit dem größeren und sicheren Gewinne aus dem Absatz bergbau¬
licher Produkte 6.
1 Die Gesellschaft war unter der Firma „Anton Haug , Hans
Langenauer , Ulrich Link & Co.“ 1531 auf der Grundlage des alten
Bimmelschen Geschäftes (vgl. Strieder,
Zur Genesis des modernen
Kapitalismus , S. 146) errichtet worden und bestand als eine führende
Augsburger Großunternehmung unter wechselnden Führern aus dem
Verwandtenkreise der Haug und Link bis um das Jahr 1574. Von
1533 bis 1562 sind die Bilanzen der Handelsunternehmung in zwei
starken Foliobänden im Augsburger Stadtarchiv erhalten (Geheim¬
buch I und II im folgenden zitiert ). Näheres über das Geschäft bei
Ehrenberg,
Zeitalter der Fugger I, S. 227 ff. Ferner bei Har¬
tung, Aus dem Geheimbuche eines deutschen Handelshauses,
a. a. O. S. 36 ff.
2 Mathias Manlich war ein bedeutender Schuldner der Firma;
vgl . Geheimbuch II , Bl. 41 a.
3 Geheimbuch II , Bl. 42.
4 Nur in Joachimstal hatten die Link noch aus der Zeit der
Bimmel (Geheimbuch II , Bl. 35 a) einige Bergwerksteile mit Hans
Rosenberg und Erasmus Herwart zusammen . Aber die Kuxe brachten
keine Ausbeute.
5 Vgl
. auch Artur
Salz, Geschichte der böhmischen Industrie
in der Neuzeit . München und Leipzig 1913, S. 70. Einmal bemerkt
Kroker
sehr richtig : „Andre Männer wurden in Schneeberg und
in den übrigen Bergstädten reich, besonders solche, die mit dem
Erz nur handelten , oder die in ihren Saigerhütten das Silber vom
Kupfer scheiden ließen ; das war in den Händen eines guten Geschäfts¬
mannes ein gutes und sicheres Geschäft. Leipzig und die sächsischen
Bergwerke, a. a. O. S. 47.
1
Zweites Kapitel : Bergbau und frühkapitalistisehe Vermögensentwicklung .
29
Es ist nun für die hier behandelte Frage von Bedeutung, daß
im Verlaufe des endenden 15. und beginnenden 16. Jahrhunderts
die Kapitalbasis, die dazu nötig war, um in größerem, bedeutenden
Gewinn abwerfenden Stile den Handel mit Bergwerksprodukten
zu treiben, sich immer mehr vergrößerte. Da mußten große Hütten¬
werke angelegt werden, um die Roherze, wie man sie von den Ge¬
werken erwarb, verkaufsfähig (zu Kaufmannsgut) zu machen, da
mußte man den ärmeren Gewerken, auf deren Produkte man re¬
flektierte, oft Vorschüsse(Verlag) geben, usw. Wir werden an einer
anderen Stelle darauf zu sprechen kommen, welch große Kapitalien
für die Anlage solcher Hüttenwerke oft nötig waren. Aber auch
die Verlagssummen nahmen oft riesige Dimensionen an. Wir kennen
jetzt durch die Veröffentlichungvon M ü c k die Summen, um die
es sich bei dem Verlag der Mansfelder Hüttenmeister (der Gewerken
des vereinigten Mansfeldischen Berg- und Hüttenbetriebs) durch
die kapitalistischen Kupferhändler oft handelte. Je mehr die Wert¬
schätzung des Kupfers und sein Preis im Verlaufe des 16. Jahr¬
hunderts stieg x, um so höher wurde der Verlag. Hatte man früher
etwa 500 fl. auf die Jahresproduktion eines Feuers vorgestreckt,
so betrug schon 1523 die „Leibung“ erheblich mehr. So mußte der
Nürnberger Kupferhändler Sigmund Pfinzing, als er 1523 mit dem
Hüttenmeister Dietrich Pockler einen Verlagskontrakt schloß, für
die Hergabe der Jahresproduktion von dessen zwei Feuern (zum
Preise von 11% fl. pro Zentner) 1400 fl. „zu guter Förderung und
Verlegung der Kupfer“ vorschießen 2. Seitdem stieg die Höhe des
Verlags rasch. In vier Kupferkaufverträgen, die verschiedene, be¬
sonders von Nürnberger und Leipziger Kapitalisten gebildete Saiger¬
handelsgesellschaften im Jahre 1524 mit Mansfelder Hüttenmeistern
abschlossen3, wurden auf 4 gräfliche (Drachstedtsche) Feuer 8000,
auf 2 Feuer des Hans Stelle 3000, auf drei Feuer des
Wilh. Rincke und Merten Knebbel 3000, auf 3 Feuer des
Jakob Luder und Hans Stellwagen 3000 fl. Verlag gewährt.
In den beiden Kupferkaufkontrakten 4, welche die Grafen Ernst,
Hoyer, Gebhart und Albrecht von Mansfeld am 14. August 1528
für 8 gräfliche (Drachstedtsche) Feuer mit der Arnstädter bzw. der
1 Siehe oben S. 5.
2 Über die Art der Rückzahlung
Miick
a . a. O. I , S. 103.
3 Vgl
. Mü c k I, S. 103, und II, Nr. 275—278.
•Jlück
a . a . O. II , Nr . 280 , 281.
1
30
Erstes Buch : Montanindustrie und FrühkapitaUsmus.
Leutenberger Saigerhandelsgesellschaft schlossen , wurden 26 000 fl.
Verlag ausbedungen . Auf 2 Feuer des Hans Brugkner 3000 fl. *. Um
das Jahr 1530 wurden im Durchschnitt 1500 fl. auf die Jahreskupfer¬
produktion vorgeschossen 2. Vergrößert wurde das Kapitalbedürfnis
von Einzelkapitalisten oder Gesellschaften , die Kupfer von den Hütten¬
meistern kauften , über die Verlagsforderungen hinaus noch dadurch,
daß die Vcrlagssummen oft nicht rechtzeitig zurückgezahlt werden
konnten und bei Ablauf des Kontrakts noch teilweise ausstanden 3.
Die liier angeführten Zustände sind nun nicht etwa für den Mansfelder Kupferbergbau und Kupferhandel charakteristisch , sic sind
vielmehr wirtschaftliche Organisationsformen , die im Bergbau bzw.
Erzhandel des 16. Jahrhunderts allgemein üblich waren . Es braucht
nur angedeutet zu werden , wie stark das auf die Ausbildung von
konzentrierten Großbetrieben im frühkapitalistischen Erz - und
Metallhandel wirken mußte . Von entscheidenderer Bedeutung
für diese Entwicklung aber wurde fast noch das folgende : Die meisten
Metalle waren dem freien Handel dadurch entzogen 4, daß öffent¬
liche Gewalten , der Landesfürst usw. alle gewonnenen Erze für sich
forderten . Natürlich gegen Bezahlung , die aber weit niedriger war
als der jeweilige Marktpreis der betreffenden Ware . Dieses Vorkaufs¬
recht der öffentlichen Gewalt nannte man den Wechsel (cambium,
Lösung) s. Oft wird auch der Gewinn, der „Wechselgewinn “, den
der Landesherr dabei machte , kurz „Wechsel “ genannt.
Der Wechsel, das eben skizzierte Vorkaufsrecht , „ erscheint im
Salzburgischen durch eine Urkunde König Heinrichs von 1195 auf
Grund eines Reichsspruches für die dortigen Erzbischöfe sicher¬
gestellt ." Und noch in der „allgemeinen Freiheit “ von 1477 war
1 Mü c k a. a. O. II, Nr. 287.
2 Mü c k a. a. O. I, S. 103.
3 Vgl
. darüber das Schreiben des Grafen Albrecht von Mansfeld
an den Kurfürsten von Sachsen vom 2. Juli 1539. M ü c k a. a. O. I,
S. 103.
4 Aber es gab auch Metalle und Gegenden, wo nicht ein Vorkaufs¬
recht der öffentlichen Gewalt den freien Verkehr mit Bergwerks¬
produkten hemmte. Vgl. z. B. E. G o t h e i n , Geschichte des Berg¬
baues im Schwarzwald. Zeitschr. f. Gesch. d. Oberrheins XLI (1887),
S. 629 ff.
3 Z y c h a a. a. O. 5. Bd. (1907), S. 266 ff. Dort nähere Literatur.
Vgl. auch Acta Tirolensia. Urkundl. Quellen zur Geschichte Tirols.
III. Bd. I. Teil. Innsbruck 1908. S. 32 Anm. 3.
Zweites Kapitel : Bergbau und t'rühkapitalistische Vermögensentwlcklun «.
31
vorgesehen, daß Kupfer und Blei dem Erzbischof „ um ein ziemlich
landläufigen Kauf“ anzubieten sei.
In Tirol begegnet uns das Vorkaufsrecht der Herzoge auf
Silber zu Anfang des 15. Jahrhunderts deutlich ausgebildet In
Sachsen
wohl noch früher KIn Schlesien besaßen die Herzoge
von Münsterberg das Vorkaufsrecht für das in ihren Bergen ge¬
wonnene Gold 2. In Goslar hatte der Rat der Stadt im Verlaufe des
14. und 15. Jahrhunderts die Verpflichtung durchzusetzen ver¬
standen, daß alles aus den Rammeisberger Bergwerken gewonnene
Erz (es handelte sich besonders um Blei) nach seiner Verhüttung
an ihn verkauft werden mußte 3. Im 16. Jahrhundert wußten dann
die Herzoge von Braunschweig dieses Regal an sich zu bringen. Im
preußischen Ordenslande war aller gefundene Bernstein an die
Wirtschaftsbeamten des Ordens abzuliefern usw. usw.
Es versteht sich leicht, daß das Erzvorkaufsrecht der öffent¬
lichen Gewalten und damit die Konzentration bedeutender Erz¬
quantitäten in einer Hand einen Großbetrieb im Erzhandel erzeugen
mußte. Die öffentlichen Gewalten hatten nicht Lust und auch
keinen genügenden Beämtenapparat, um die an sie abgelieferten
Erzmengen im einzelnen zu verkaufen. Sie suchten womöglich
einen einzigen und womöglich einen Abnehmer auf längere
Zeit zu bekommen. Besonders auch aus dem folgenden Grunde!
Während des 15. und 16. Jahrhunderts , in der Zeit also der Blüte
des deutschen Bergbaues, war das Geldbedürfnis der Fürsten usw.
aus den verschiedensten Gründen (Kriege, neue Verwaltungsauf¬
gaben, wachsende Kultur und damit Luxus usw.) außerordentlich
gestiegen. Da bot sich in Abschlüssen langjähriger Erzlieferungen
mit kapitalkräftigen Kaufleuten ein bequemes Mittel, um große
Gelddarlehen zu erhalten. Wie überhaupt die vergleichsweise primi¬
tive Finanzwirtschaft des Mittelalters „ teilweise oder gar vornehmlich
nicht mit den Einkünften selbst, sondern mit dem Kredit der Ein¬
künfte arbeitete 4, wurden sofort Kreditgeschäfte auf das Erz1 H. Ermisch,
Das sächsische Bergrecht des Mittelalters.
Leipzig 1887, S. CXXXVIII.
2 Zy cha a. a. O., 6. Bd. (1908), S. 118.
3 Vgl
. darüber C. Neuburg,
Goslars Bergbau bis 1552. Ein
Beitrag zur Wirtschafts- und Verfassungsgeschichte des Mittelalters,
Hannover 1892, an verschiedenen Stellen.
4 Vgl. die noch heute analogen Verhältnisse bei chinesischen
und anderen Anleihen vonseiten europäischer großer Bankgruppen,
*
32
Erstes Buch : Montanindustrie und Frülikapitallsmus.
Vorkaufsrecht der Krone fundiert 1.“ So entstanden als Kontrakte
alleiniger Lieferung die sogenannten Erzkäufe (Silber-, Kupfer -,
Blei-Käufe usw.), die eine so bedeutende Rolle in der Wirtschafts¬
organisation besonders des 16. Jahrhunderts spielen.
Der erste Tiroler „ Silberkauf “ von großem Umfange 2 wurde
im Jahre 1456 von dem Herzog von Tirol mit einem Augsburger
Kaufmann und seiner Gesellschaft abgeschlossen . Ludwig Meuting 3
u, Co. liehen dem Herzog Sigmund 20 000 und dazu noch 15 000 fl.
für den Ankauf des Silbers von den Gewerken bzw. Schmelzern.
Dafür sollte der Gesellschaft und niemandem sonst bis zur völligen
Rückzahlung der Schuldsumme alles Silber , das in den Berg¬
werken zu Schwaz und Gossensass und allenthalben in der Graf¬
schaft Tirol „gevellet und gemacht wirdt, “ zum Preise von 7% fl.
rh . für die Mark Wiener Gewichts „kaufswéise “ überantwortet
werden . Der Silberbedarf des Herzogs für seine Münze mußte gegen
bare Bezahlung zu demselben Preise zurückgekauft werden 4. Nach
den Meuting scheinen die Baumgartner von Kufstein einige Silber¬
käufe mit Sigismund abgeschlossen zu haben , bis seit 1488 die
Fugger auf lange Zeit hinaus die führende Macht für die Silber¬
käufe der Herzoge von Tirol wurden s.
Für sächsisches Silber war Nürnberg — neben Frankfurt a. M.
und Venedig — der Hauptverkaufsplatz . Nürnberger Kaufleutc
haben denn auch spätestens seit den achtziger Jahren neben dem
die auf zukünftige Zoll- usw. Einkünfte basiert sind. Vgl. für das
Folgende auch die Analogien, die sich noch heute z. B. im Kaffeeund Baumwollhandel finden . Die Großen von Turkestan und Siam
verkaufen die Baumwolle ihrer Plantagen schon in Le Havre (zu¬
meist an die dortige Liquidationskasse ), wenn sie noch ungeerntet
auf den zcntralasiatischen Feldern steht . So gewinnen sie bequem
Kapital für neue Anpflanzungen . Ebenso die Kaffeepflanzer Bra¬
siliens. Köln. Zeitung 18. April 1913.
1 Z y c h a a. a. O., 5. Bd. (1907), S. 270.
2 Kleinere waren schon in der ersten Hälfte des 15. Jahrhunderts
vorausgegangen . Vgl. Zycha,
S . 270.
3 Für dieses Handelshaus vgl. Strieder,
Zur Genesis des
modernen Kapitalismus , besonders S. 102 ff.
4 Zycha S . 271.
8 Näheres darüber bei Zycha S . 271 ff. Ferner jetzt bei
Jansen,
Die Anfänge der Fugger, S. 44, 54 ff. und (Urkunden)
S. 114 ff. und 150 ff. Derselbe,
Jakob Fugger der Reiche, S. '10 ff.,
79 ff.
1
Zweites Kapitel : Bergbau und frühkapitulistlsche Vermögensentwicklung .
33
Verkaufe sächsischen Silbers für Rechnung des Herzogs auch schon
den „ Silberkauf “ im oben gekennzeichneten weiteren Sinne inne¬
gehabt \
Die Organisation des Goslarer Bleikaufs wird Maximilian
Schmid demnächst in einer Monographie behandeln . Hier genüge
zu sagen, daß der Großhandel mit Goslarer Blei während der ersten
Hälfte des 16. Jahrhunderts stets durch sogenannte Bleikontrakte
der Stadt Goslar (bzw. dann der Herzoge von Braunschweig ) als
Monopol in die Hände von Leipziger Kapitalisten 2 gelegt wurde.
Selbstverständlich gegen bedeutende Vorschüsse der letzteren ! Die
Leipziger Kaufleute wurden bald von der sächsischen Regierung,
die ebensowenig wie die sächsischen bergbauenden Gewerken das
Goslarer Blei zur Silbergewinnung entbehren konnte , monopolistisch
herangezogen . Die Kaufleute durften das Goslarer Blei nur in die
sächsischen Silberbergwerke liefern , wenigstens solange als dort
Bedarf dafür vorhanden war . Kurfürst August nahm dann den Blei¬
handel nach Jahren als zum Regal des Bergbaues gehörig überhaupt
direkt an sich und „versorgte aus seinen oft sehr bedeutenden Vor¬
räten zu Freiberg und Dresden die bergbauenden Gewerken seines
Landes “. Auch seine Hauptbezugsquelle war der Rammeisberg
bei Goslar , wo er sich durch stets erneute Verträge mit den Her¬
zogen von Braunschweig den ungestörten Vorkauf von allem ge¬
wonnenen Blei zu sichern suchte . Am 31. Mai 1556 schloß er einen
solchen Vertrag auf drei Jahre mit dem Herzog Heinrich , demzu¬
folge der Kurfürst alles im Rammeisberge gewonnene Blei, den Zent¬
ner zu 45 Schneeberger Silbergroschen , erhielt . Im Jahre 1558
wurde dieser Betrag unter Erhöhung des Bezugspreises auf 47
Groschen erneuert usw. 3. Für die sächsischen Schmelzer bestand
dann natürlich die Verpflichtung , das Blei für den Schmelzprozeß
von der herzoglichen Kammer zu beziehen . Dieselbe Pflicht war
für Reichenstein . (Schlesien) von den Herzogen von Münsterberg
schon zu Anfang des 16. Jahrhunderts (spätestens ) aufgerichtet . 4
1 Vgl
. A. P u f f , Die Finanzen Albrechts des Beherzten. Leipzig
1911, S. 86 ff.
2 Z. B. Ulrich Lintacher, Wolfgang Wiedemann, Lucas Straub,
Ulrich Rauscher usw.
3 Job. Falke,
Die Geschichte des Kurfürsten August in
volkswirtschaftlicher Beziehung. Leipzig 1868, S. 295 ff.
1 Z y c h a a. a. O., G. Bd., S. 118.
Stfiv
«liT , Stu <1ifi » l . Gesch . kapitalist . Organi sationaformen .
.*{
1
5
34
Erstes Buch : Montanindustrie und Erühkapttulismus.
Uber die Art der Bernstein
kontrakte
gibt ein Ver¬
tragsentwurf Aufschluß (Königsberg, 9. Januar 1518) demzufolge
sich Albrecht von Brandenburg den Handelsgesellschaftern Nicolaus
Pflaume und Georg Kramer zu Königsberg, Ebert Roge zu Danzig
und Claus Lang zu Lübeck gegenüber 2zur alleinigen Lieferung des
Bernsteins zu festbestimmtem Preise verpflichtete. Dafür hatten
die genannten Kaufleute dem Herzog Albrecht 10 000 Mk. (geringer
preußischer Münze) zinslos zu leihen.
Großartig, was die Höhe der dabei von den Kapitalisten ge¬
zahlten Vorschüsse angeht, waren auch die Kupferlieferungskon¬
trakte , die Kupferkäufe, die die Mansfelder Grafen seit Übernahme
des Regalbetriebes der Hütten und Bergwerke (1536) 3 schlossen 4.
In dem Kupferkaufvertrage der vorderortischen Grafen mit der
Firma Manlich vom 11. April 1557 verpflichtete sich das Augsburger
Handelshaus zur Gewährung eines Darlehns in der Höhe von
300 000 fl. an die Grafen gegen Verpfändung ihrer drei Bergwerks¬
fünfteile s. Die Fürer von Nürnberg liehen 1561 bei Gelegenheit
eines Kupferkaufs auf 1)4 vorderortische Bergwerksfünfteile
140 000 fl. 6; Wolfgang von Lindenau und Martin Mertens aus
Leipzig 1561 auf ein hinterortisches 150 000 fl. 7,1562 auf ein vorderortisches Bergwerksfünf teil 50 000 fl. 8 usw . usw. Man nannte die
Darlehen der Kapitalisten, die unter Pfandsetzung der betreffenden
Berg- und Hüttenwerke gegeben waren, „Hauptgüter“. Da die
Grafen zu allermeist nicht imstande waren, bei Endigung des Kupferkaufs die Hauptgüter zurückzuzahlen, so wurde entweder unter
Weiterbelassung des „Hauptgutes“ der Kupferkauf mit dem bis1 Im Staatsarchiv zu Königsberg. Ich habe den interessanten
Kontrakt im Anhang abgedruckt.
2 Die Genannten hatten schon vorher Bernsteinkontrakte mit
dem Herzoge von Preußen abgeschlossen; siehe den Text des oben¬
genannten Vertragsentwurfes.
3 Im Jahre 1536 teilten die fünf verschiedenen Linien der Mans¬
felder Grafen ihren gemeinschaftlichen Besitz an den Berg- und
Hüttenwerken; vgl. Mück a. a. O., I, S. 61 f.
1 Mücli a. a. O., I, S. 107 ff., besonders S. 111 die wichtigsten
aufgeführt.
5 Mü c k a. a. O., I, S. 104, und II. Bei. Urk. Nr. 306.
6 Daselbst II. Bd. Urk.-Nr. 307.
TDaselbst II. Bd. Nr. 308.
* Daselbst II. Bd. Nr. 309.
1
Zweites Kapitel : Bergbau und frühkapitalistische Vermögensentwicklung. 35
herigen Kontrahenten verlängert \ oder der neue Kupferkaufs¬
kontrahent mußte seinerseits das „Hauptgut “ seines Vorläufers,
womöglich noch unter neuen Darlehensgewährungen, über¬
nehmen.
Aber mit der Darleihung der sogenannten Hauptgüter an die
Mansfelder Grafen waren die Anforderungen an die Kapitalisten,
die Mansfelder Kupferkäufe abschließen wollten, noch nicht er¬
ledigt. „Neben den Hauptgütern hatten die Kupferhändler den
Verlag auch weiterhin noch zu gewähren.“ Denn die Grafen
waren trotz der Betriebsübernahme der Berg- und Hüttenwerke
dazu nicht imstande. So enthielt jeder Kupferkauf neben der An¬
leihegewährung an die Grafen auch noch die Verpflichtung, den
Hüttenleuten die Betriebsmittel vorzustrecken (Vorlegung, Ver¬
lag) 2. Auch das erforderte zumeist ganz enorme Summen. So be¬
trugen z. B. die mit den drei vorderortischen Bergwerksfünf teilen
versicherten Forderungen der Kupferhändler im Jahre 1570 rund
650 000 fl. 3. Kein Wunder , wenn dann öfters selbst kapitalkräftige
Händler bzw. Handelsgesellschaftenmit dem weiteren Verlage in
Zahlungsschwierigkeiten gerieten 4.
Weit über das Gebiet des Erzgroßhandels hinaus haben sich
die sogenannten Käufe oder Kontrakte ausgedehnt. So schloß
Sebastian Neidhart am 8. Juli 1530 einen Perlenkontrakt ab. Der
Augsburger Großhändler lieh Karl V. 40 000 fl. Der Kaiser sollte
die Schuldsumme binnen 3(4 Jahren zurückzahlen und zwar „durch
allerhand Perlen“, die von Amerika in der Sevillaner Casa de con¬
tra tacion während der genannten Zeit eingingen. Würde, durch
die Perleneingänge die geschuldete Summe in 3(4 Jahren nicht ge¬
deckt, so solle. Neidhart zwischen der sofortigen Bezahlung der
Schuld oder einer Verlängerung des Perlenkontraktes wählen 5.
Bekannt sind ferner die. Pfefferkontrakte, die die portugiesische
Regierung mit den größten Kaufleuten Europas abschloß. In einem
anderen Zusammenhang wird noch hierauf zu sprechen zu kommen
1 Mü c k a. a. O., I, S. 104.
2 Über die Art, wie das Verlagssystem ausgebildet wurde vgl.
M lick a. a. O., I, S. 104 ff.
3 M ü c k a. a. O., I, S. 107.
4 Beispiele Mück a . a. ()., I, S. 107 Anin. 1.
5 Zeitschrift des historischen Vereins für Schwaben und Neuhurg 1911, S. 139.
3
36
Erstes Buch : Montanindustrie und Frühknpitalisinus.
sein. Zunächst mag hier noch der Tatsache Erwähnung geschehen,
daß auch in denjenigen Teilen des Bergbaues sogenannte Käufe
vorkamen, in welchen den Fürsten nicht der Vorkauf des Berg¬
werksproduktes rechtlich zustand.
Es wurde zum fürstlichen Bergwerksregal gerechnet, daß die
Gewerken eines bestimmten Erzproduktionsgebietes von seiten der
Regierung gezwungen werden konnten, auf eine bestimmte Anzahl
Jahre einen alleinigen Erzlieferungskontrakt mit einer bestimmten
Firma zu schließen. Sehr oft haben die Regierungen von diesem
Teile ihres ßergwerksregals Gebrauch gemacht. Wir werden in
späteren Abschnitten dieses Buches von „Zinnkäufen“ zu reden
haben, die die sächsischen und auch die böhmischen Zinngewerken
durch Vermittlung der betreffenden Regierungen mit Großkauf¬
leuten abschlossen. Ebenso von „ Quecksilberkäufen“, die die
Idrianer Gewerken mit verschiedenen Augsburger Handelsgesell¬
schaften eingingen. Hier sei noch auf einige solche„Käufe“ im Erzliandel hingewiesen.
Im Jahre 1586 schloß Wilhelm von Rosenberg durch Vermittlung
Kaiser Rudolphs mit den Gewerken zu Tabor, Ratiborzicz und
Przbram einen Erzkauf auf 30 Jahre ab 1. Interessant sind die
Kobaltkontrakte, die die sächsischen Gewerken unter Zustimmung
der Regierung mit — zumeist auswärtigen — Kaufleuten im 16.,
17. und 18. Jahrhundert eingingen2. Zumeist drang die Regierung
deshalb auf den Abschluß solcher Käufe, weil sie dann von dem
betreffenden Kapitalisten eine Anleihe gewährt erhielt. Aber oft
tat sie es auch aus weniger eigennützigen Gründen, um den Ge¬
werken und der Bergbevölkerung überhaupt mit einem gesicherten
Verlag bzw. Absatz ihrer Erze die Grundlage einer gesicherten
Existenz zu verschaffen. Aus letzteren Gründen verlieh Kurfürst
August von Sachsen in den sechziger Jahren des 16. Jahrhunderts
1 A. Voigt, Beschreibung der böhmischen Münzen, III, S . 253.
2 Vgl
. Christ . Melzer,
Bergkläuftige Beschreibung der . . .
Stadt Schneebergk . . . Schneeberg 1684, S. 484 ff. Dazu der Auf¬
satz „Kurzer Abriß des Schneeberger Silber- und Kobaltbergbaues
von 1471 bis 1719“ in Bergmännisches Journal, I. Bd. (1793), S. 160 ff.,
und Meitzer,
Stadt - und Bergchronik von Schneeberg 1716.
Besonders aber W. Bruchmüller,
Der Kobaltbergbau und die
Blaufarbenwerkein Sachsen bis zum Jahre 1653. Leipziger Disser¬
tation 1897. Dort sind auch im Anhang verschiedene interessante
Kobaltkontrakte abgedruckt.
Zweites Kapitel : Bergbau und frühkapitallstischeVermögeusentwicklung
.
37
dem Annaberger Kaufmann Hieronymus Kettwig mehrmals einen
Eisensteinkauf in den „ oberen Bergstädten Annaberg , Marienberg,
Schneeberg und den einverleibten Bergwerken, “ wo es bis dahin
vielfach an Eisensteinkäufern gefehlt hatte . Auf Grund des „ Stein¬
kaufs “ waren die Gewerken gehalten , allen erbeuteten Eisenstein
an Kettwig zu verkaufen 1. Auch die sächsischen Zinnkäufe , auf
die wir noch in einem anderen Zusammenhang des längeren zu
sprechen kommen werden , sind offenbar von der Regierung in un¬
eigennütziger Weise geschaffen worden.
In manchen Bergwerksdistrikten scheint es oft nicht einmal
des Eingreifens der staatlichen Gewalt bedurft zu haben , um die
Gesamtheit
der Gewerken 2 zum Abschluß von Erzkäufen mit
reichen Kapitalisten zu veranlassen . So hören wir davon nichts
bei dem Goldkauf , den im Jahre 1493 der reiche Breslauer Kauf¬
mann Franz Bottner mit der Gesamtheit der Reichensteiner Ge¬
werken abschloß . Dem Vertrage zufolge übernahm der Breslauer
Kapitalist den Verlag der ärmeren Gewerken im dortigen Gold¬
bergbau unter der Bedingung , daß ihm alles gewonnene Gold
„auf Abrechnung vom Vorschuß zu jenem Preise geliefert werde,
der dem gemeinen Kauf zu Breslau entspräche 3.“
Unbeeinflußt von der Regierung scheint auch der „Vitriol¬
kauf “ zustande gekommen zu sein, den am 6. Mai 1523 die in Goslar
zum Vitriolsicden Berechtigten mit einigen Braunschweigern schlossen.
Dem Lieferungsvertrage entsprechend mußten die Vitriolsieder drei
Jahre hindurch ihr sämtliches Produkt (nur etwas Weniges durften
sie nach Frankfurt abgeben ) an die Braunschweiger Kapitalisten
zum Preise von 2 Mk. pro Zentner liefern . Die jährliche Mindestlicferung sollte 100 Faß , a 12 Zentner betragen 4.
1 F a 1k e , Geschichte des Kurfürsten August in volkswirtschaft¬
licher Beziehung, S. 168, nennt einen Eisensteinkauf Kettwigs vom
Jahre 1564 auf drei Jahre. Der Vertrag ist 1568 erneuert (wiederum
auf drei Jahre). Hauptstaatsarchiv Dresden, Loc. 4491 Allerhand
Privilegien, Bl. 27. Vgl. auch F a 1k e a. a. O., S. 188.
2 Daß einzelne
Gewerken „Käufe“ abschlossen, d. h. gegen
Vorschüsse sich zur alleinigen Lieferung ihres Produktes an einen
Händler verpflichteten, war selbstverständlich etwas Altes.
3 Z y c h a a. a. O., 6. Bd. (1908), S. 126 nach K. Wuttke,
Schlesiens Bergbau und Hüttenwesen (= Codex diplomaticus Silesiae
XX und XXI , 1900) Nr. 265.
4 Neuburg,
Goslars Bergbau, S. 275.
38
Erstes Buch : Montanindustrie und Frühkapitalismus.
Leicht ließe sich die Aufreihung solcher „Käufe“ im Erzhandel
des 16. Jahrhunderts noch um Dutzende von Beispielen vermehren 1.
Was wir erkennen wollen, erkennen wir mit Hilfe der angeführten
schon deutlich genug: Es unterliegt keinem Zweifel, daß die Aus¬
bildung des Systems der Erzkäufe wie nichts anderes die Entstehung
von Großbetrieben im Erzhandel förderte und damit dem mittelmäßig
Begüterten, der etwa Erzhandel aus erster Hand treiben wollte, den
Weg verlegte. Es galt im allgemeinen erst in anderen Handelszweigen
ein größeres Vermögen zu verdienen, ehe man Erzhandel aus erster
Hand treiben konnte. Hier konnten je länger je mehr nur erste
Firmen wirken. Der Erzgroßhandel gab, wie wir noch sehen
werden, das wichtigste Feld von bedeutsamen Monopolisierungs¬
versuchen der ganz großen süddeutschen Handelsgesellschaftenab.
Als Gesamtresultat der Untersuchungen dieses Kapitels mag dem¬
nach vielleicht das folgende angeführt werden: Auch der Bergbau,
die bergmännische Produktion als solche, dürfte den Handel nicht
aus seiner Stellung am Anfang, au der Schwelle des europäischen
Frühkapitalismus abdrängen. Im Anfang war der Handel,
heißt es für die Geschichte des modernen Kapitalismus nach wie vor.
Drittes Kapitel.
Bergbau und Entfaltung
der frühkapitalistisdien Organisationsformen.
Das erste Kapitel dieses Buches versuchte einen Begriff zu
geben von der quantitativen Bedeutung des Bergbaues und des
Erzhandels für die deutsche Wirtschaft des 15. und 16. Jahrhunderts.
Wir sahen, daß diese Bedeutung nicht leicht überschätzt werden
kann. Aber nicht nur die extensive, die numerische Wichtigkeit
für die deutsche Volkswirtschaft im Zeitalter des Frühkapitalismus
ist es, was die Wirtschaftshistoriker zu einem näheren Eingehen
auf die Verhältnisse im Bergbau und Erzhandel der damaligen Zeit
1 Z. B. aus B eck a. a. O., II, S. 1062, S. 790, 1208 (17. Jahr¬
hundert).
Drittes Kapitel: Bergbauu. Entfaltung frtthknpftallsl. Orgunisationsforim
n. 39
veranlassen sollte ; wichtiger ist ein Zweites : Nirgends mehr als
im Bergbau und Erzhandel wurde im Verlaufe des endenden Mittel¬
alters und der beginnenden Neuzeit auch das Quale der Wirtschaft
einer tiefen Umgestaltung entgegengeführt . In keinem anderen
Wirtschaftszweige ist das Eindringen des Frühkapitalismus so rasch
und so tiefgreifend vor sich gegangen wie gerade in den genannten
Produktionszweigen . Schon im Verlaufe des Mittelalters hatte sich
aus der älteren Produktivgenossenschaft , in der alle Teilnehmer
auch selbst am Berge mitarbeiteten , die spezifisch kapitalistische
Gewerkschaft entwickelt . Als der Bergbau im Heiligen Römischen
Reiche Deutscher Nation und den von deutschen Kaufleuten wirt¬
schaftlich beherrschten Ländern im 15, Jahrhundert seinen großen
Aufschwung nahm , war überall die Unternehmungsform der kapi¬
talistischen Gewerkschaft schon völlig ausgebildet und durchaus
die vorherrschende Wirtschaftsform im Bergbau . Mit Recht hat
noch neuerdings ein so guter Kenner der geschichtlichen Verhältnisse
des europäischen Bergbaues wie Zycha die Vorstellung zurück¬
gewiesen, als ob sich der spezifisch kapitalistische Betrieb während
des 15. Jahrhunderts noch in einem Übergangsstadium aus der
Periode der Arbeitsgenossenschaft befunden hätte
Die Umwandlung der handwerksmäßigen Organisation des Ge¬
werbes in eine kapitalistische , die sich im Bergbau und Hüttenbetriebe
früher durchsetzte als irgendwo anders in der Sphäre deutscher gewerb¬
licher Produktion , hat beizeiten in den Zentren der Montanindustrie
die Begleiterscheinungen des modernen Kapitalismus geweckt.
Eine große Anzahl der wirtschaftstheoretischen und sozialen Pro¬
bleme des viel später erst entstehenden Hochkapitalismus sind im
deutschen Montangewerbe des 15. und 16. Jahrhunderts gleichsam
in nuce schon vorgebildet . Die Zustände in der Berg- und Hütten¬
industrie des 16. Jahrhunderts lassen dem Beobachter diese Welt
oft wie einen Mikrokosmos erscheinen , in welchem das meiste des¬
jenigen bereits im kleinen lebend erscheint , was dann später größten¬
teils erst in dem hochkapitalistischen Makrokosmos des 19. Jahr¬
hunderts seine völlige Ausbildung erfährt.
So entstand in den Mittelpunkten des Montangewerbes früh
1 Zycha
a. a. O., 5. Bd. (1907), S. 249, und sonst in dessen
schon vielgenannten Artikeln „Zur neuesten Literatur über die
Wirtschafts- und Rechtsgeschichte des deutschen Bergbaues“.
40
Erstes Buch: Montanindustrie und Frühkapltalismus.
ein Proletariat . Der Ausdruck „Arbeiter “ in seinem spezifischen
engeren Sinne taucht in den Quellen zur Bergwerksgeschichte des
Mittelalters zuerst auf 1, um seitdem als Klassenbezeichnung für
die Lohnarbeiter der kapitalistischen Industrie beibehalten zu
werden . Und mit dem Namen ward damals die Sache geboren:
eine neue soziale Schicht von ihrem Wochenlohn lebender , besitz¬
loser Lohnarbeiter , wie sie in der Menge
und charakte¬
ristischen
Eigenart
noch nicht vorhanden gewesen war,
taucht vor unseren Blicken auf . Wir hören von vergleichsweise
bedeutenden Arbeitermassen , die sich in den Bergwerksdistrikt .en
zusammenballten . Die Fugger -Thurzo hatten in ihren ungarischen
Bergwerken um 1525 mehr als 500 Häuer im Dienst 2. Dazu kamen
noch die übrigen Arbeiter , die Hüttenleute usw. Allein am Falken¬
stein , dem bedeutendsten Tiroler Bergwerk , war der Knappen¬
stand laut zuverlässiger Forschungen folgender 3:
1526 : 4596 Mann
1554 : 7460 „
1589 : 4490 „
(4166).
Mitte des 16. Jahrhunderts dürfte der Knappenstand aller Scljwazer
Baue mit 12 000 Mann nicht zu hoch bemessen sein 4. Auch hierzu
sind — um die Gesamtmenge der dortigen Arbeiterschaft fcstzustellen — die „ungelernten Arbeiter “ zu addieren . So arbeiteten
nach dem sog. Ettenhardtschen Bergbuche im Jahre 1532 beim
Falkensteiner Tiefbau täglich 500 bis 600 Wasserheber (jährlich
zirka 20 000 fl. Arbeitslohn) B. Und diese Bergarbeitermassen,
die uns hier begegnen , haben schon früh wichtige Eigenarten des
modernen Proletariats ausgebildet . Sie haben schon die Mehrzahl
der entscheidenden Charakteristika des modernen Proletariertums
an sich, wie sie uns Sombart mit seiner künstlerisch -feinen Be¬
gabung für sozial - psychologische Nachempfindung geschildert
1 Auch schon der Ausdruck Lohnarbeiter kommt früh vor ; vgl.
Gasteiner Goldrecht (1300—1350 ), S. 198 : „Welcher lonarbeiter
seiner samchost und verdienten Ion von den gruebmeistern nit bezalet wirdet . . ." K . Th . v . Inama
- Stemegg,
Deutsche
Wirtschaftsgeschichte III , 2, S. 162 Anm . 2.
2 Jansen,
Jakob Fugger der Reiche , S. 170.
3 Z y c h a a. a. O., 5. Bd . (1907), S. 256.
4 Ebenda S . 256 Anm . 3.
* Ebenda S. 256 Anm . 1.
*
*
Drittes Kapitel: Bergbauu. Entfaltung frühkapltalisL Organisationsformen
. 41
hat 1. Da ist die Unsicherheit der Existenz bedingt durch nicht selten
auftretende „ soziale Arbeitslosigkeit“ . Eine Grube ersäuft oder Feuer
zerstört das mühsam geschaffene Werk der Schächte2. Ein Bergwerk
erscheint nicht mehr lohnend. Hunderte verlieren Arbeit und Brot.
Da ist schon die Nomadenhaftigkeit. Wenn das Proletariat
des 19. Jahrhunderts in besonderer Weise dadurch mit charak¬
terisiert wird, daß ihm die Seßhaftigkeit fehlt, daß es „von Stadt
zu Stadt , von Land zu Land zieht, wohin es gerade die Konjunktur,
der Arbeiter heischende Kapitalismus“ ruft , so hat auch hier das
19. Jahrhundert nur etwas vergrößert und intensiviert, was wir
im Keime schon im Leben des Bergarbeiters des 15. und 16. Jahr¬
hunderts finden. Es gibt kaum ein europäisches Land im 15. und
16.Jahrhundert , das nicht deutscheBergarbeiter—gerufen zumeist von
deutschen kapitalistischen Unternehmern -— in größerer Anzahl sah.
So ließen sich, um nur einige Beispiele zu nennen, deutsche
Bergknappen zur Aufbesserung des Betriebes in die Bergwerke
der spanischen Provinz Galicien anwerben s. Im Jahre 1528 konnte
der Augsburger Kapitalist Joachim Höchstetter, den der König
von England zum „principal surveyor and master of all mines in
England and Ireland“ ernannt hatte , sich erbieten, die von ihm
entdeckten Bergwerke mit sechs anderen deutschen Unternehmern
und 1000 Arbeitern zu bearbeiten 4. In den französischen Minen
sind in erster Linie Deutsche als Bergarbeiter beschäftigt 6. Ja,
als man in den Bergen der amerikanischen Kolonien Spaniens
Edelmetalle fand und Krone und Kapitalismus dadurch zum Berg1 W. So mb art,
Das Proletariat , Bilder und Studien . In:
Die Gesellschaft. Sammlung sozial-psychologischer Monographien,
herausgegeben von Martin Buber.
2 „Ein schwerer Schlag traf 1585 die Knappen am Röhrerbühel
in Tirol . In einem Hauptschachte dieses Bergwerks brach Feuer
aus, welches mehrere Tage nicht unterdrückt werden konnte . 11 Ar¬
beiter verloren dabei das Leben, mehr als 1000 andere mußten längere
Zeit die Arbeit einstellen.“ Jos . Hirn, Erzherzog Ferdinand II.
von Tirol. Bd . I, S. 559.
8 K . Häbler,
Die überseeischen Unternehmungen der Welser,
S. 61.
4 R . Ehrenberg,
Hamburg und England im Zeitalter der
Königin Elisabeth , S. 5.
*P . ImbartdelaTour,
Les origines de la Réforme. 2 Bde.
Paris 1905/09. Bd. I, S. 232 Anm. 1: „En 1483, dans le Conserans,
le personnel des mines est encore presque entièrement allemand .“
42
Erstes Ruch : Montanindustrie und Frühkapitulismus.
bau angereizt wurden , da fanden sich in Joachimstal und Schwaz
Bergleute , die dem Rufe des Kapitalismus auch über das Welt¬
meer willig folgten . Mehr als 50 Bergknappen warben allein die
Welser für die spanischen Kolonien an 1.
Mit der Massenhaftigkeit und der „Unseßhaftigkeit “ der prole¬
tarischen Bergwerksbevölkerung des 15. und 16. Jahrhunderts tritt
auch das Problem der Wohnungsnot bereits in den Kreis der sozial¬
psychologischen Geschichtsbetrachtung . Erst eine eingehende Er¬
forschung der sozialen Lage der Bergarbeiterschaft im Zeitalter des
Frühkapitalismus , die vielfach auf noch ungedrucktem Quellen¬
material zu beruhen hat , wird uns die vielerlei Fragen nach den
Wohnungsverhältnissen des damaligen Industrieproletariats
be¬
antworten können . Auch die Frage , inwieweit das Elend der Frauenund Kinderarbeit schon in der Montanindustrie und den damit
zusammenhängenden Industrien um sich gegriffen hatte , wird dabei
näher zu erforschen sein 2. Zweifellos waren beide Übel schon vor¬
handen . So wissen wir , daß Anfang des 17. Jahrhunderts im Steyrer
Eisenhandwerk die Zahl der weiblichen Hilfskräfte überwog . Für
300 Messerermeister arbeiteten nur 150 Gesellen, aber 1500 Mägde 3.
Was aber die Kinderarbeit im Bergbau angeht , so wird man an die
schlimmsten Zustände etwa in der englischen Industrie zu Anfang
des 19. Jahrhunderts erinnert , wenn man Schilderungen des 16. Jahr¬
hunderts wie folgt liest : „ Knaben im zarten Alter von 10 bis 12 Jahren
müssen als „Kläuberbuben “ schon zur Tagarbeit heran , um „Bruch
und Zagei“ zu scheiden und zu säubern . Waren sie soweit erstarkt,
um mit beladener Bergtruhe laufen zu können , dann traten sie
in den Dienst als .Truhenläufer oder Hundzieher “. Erst nach Ab¬
lauf dieser Bubendienste wurden sie .Hauer mit Schlägel und Eisen “.
In der Hüttenindustrie begann mancher Junge zuerst als Kaener
(Kohlenbrenner ) und Holzknecht seine harte Laufbahn , um dann
bei günstigem Geschick an einem Plähhaus oder Schmelzwerk Plähknecht (Schmelzer) oder Wäscher zu werden “ 4.
‘Häblera
. a. 0 „ S. 61 ff.
2 Ebenso die Frage der Sonntagsruhe. Vgl. hierzu Oberbair.
Archiv XIX S. 127: Ludwig dem Reichen wird von Rom aus er¬
laubt, Sonntags in den Salinen von Reichenhall arbeiten zu lassen.
3 Bittner
a . a. 0 „ S. 549, 551.
1 H. P e e t z , Volkswissenschaftliche Studien. München 1880,
S. 17 ff. Z y c h a a. a. O., 5. Bd. (1907), S. 255 Anm. 5.
2
*6
Drittes Kapitel: Bergbauu. Entfaltung frühkapltallst. Organisationsformen
. 43
Die Beispiele würden sich aus der berggeschichtlichen Literatur
und besonders aus Archivalien leicht mehren lassen , hier muß
ich dazu übergehen , auf einige andere , besonders augenfällige Er¬
scheinungen in der Sozialgeschichte der Bergarbeiterschaft des
ausgehenden Mittelalters und der beginnenden Neuzeit aufmerksam
zu machen , die deutliche Analogien zur späteren hochkapitalistischen
Entwicklung bieten . Da gilt es zunächst auf das Trucksystem
hinzuweisen ! Ein echtes Kind der frühkapitalistischen Montan¬
industrie , ist es zuerst als eine Wohltat für die Arbeiterschaft ent¬
standen . Es war für die oft sehr zahlreiche Bergarbeiterschaft
unmöglich , genügende Nahrung und Kleidung usw. in der näheren
Umgebung ihrer Arbeitsstätte zu bekommen . Oft lagen ja auch
die Gruben fern ab jeder sonstigen Ansiedelung 1. Da war es gut,
wenn die Bergarbeiter ihren Lohn nicht lediglich in Bargeld , sondern
teilweise in „Pfriend “ erhielten , d. h. in Korn oder Mehl, Schmalz,
Tuch oder sonstigen unentbehrlichen Bedürfnissen , Pfennigwirtschaft
oder Pfennwertshandlung genannt 3. Aber bald wußten manche
Unternehmer die „Pfennwertshandlung “ dazu zu benutzen , um
sich zu bereichern 3. Dagegen erhob sich vielerorts ein Kampf
der Bergarbeiter , der, unterstützt von den Regierungen und oft
von den Bürgern der den Bergwerken benachbarten Städte 4, zu¬
meist von Erfolg gekrönt war B. Vielfach gingen mit den Be1 Im Jahre 1558 bewilligte Kurfürst August von Sachsen dem
Schneeberger Andreas Sonnebrunn u. a. für ein neu anzulegendes
Zinnbergwerk ein größeres Terrain , damit er, „w eil die Gegend
unbewohn
t “ , seine Bergleute und Arbeiter auf dem verliehenen
Boden „bauen , wohnen und denselben zu irem underhalt erblich
brauchen und geniessen lassen möge .“ Dresden , H . St . A . Loc . 4491
Allerhand Privilegien usw . Bl . 13 a.
2 Vgl. besonders Zycha
a. a. O., 5. Bd . (1907 ), S. 256 , wo
wichtiges berggeschichtliches Material über das Trucksystem zusammen¬
gestellt ist . Dazu Salz
a. a. 0 ., S. 96.
3 Gute Beispiele bei Hirn
a. a. O., Bd . I, S. 557 f.
4 Die sich natürlich durch das Trucksystem um einen Teil ihrer
Kundschaft bedroht sahen . Vgl . die Bewegung der ungarischen
Bergstädte , besonders Neusohl , gegen die Pfennwertshandlung der
Fugger -Thurzo dort . Jansen,
Jakob Fugger der Reiche , S. 165 ff.
6 Auch das sog . Cottagesystem (der Unternehmer baut Wohnhäuschen und zwingt die Arbeiter , sie ihm äbzumieten ) ist wohl
schon im 16 . Jahrhundert bekannt . Aus dem 17. Jahrhundert sei
folgendes Beispiel aus den Akten des Hauptstaatsarchives zu Dresden
(Loc . 4491 Allerhand Privilegien ) angeführt : Im Jahre 1680 wird
*
*
44
Erstes Buch : Montanindustrie
und Frühkai >italismus,
schwerden über die Auswüchse des Trucksystems Klagen über
allzu lange Arbeitszeit 1und besonders Lohn Streitigkeiten Hand
in Hand. Oft kamen diese aber auch gesondert vor und waren
vielfach mit heftigen Streiken verbunden. Eine ausführliche inter¬
essante Schilderung eines solchen Bergarbeiterstreikes hat uns
neuerdings Jansen in seinem „Jakob Fugger“ gegeben 2. Andere
Beispiele mit Bedrohung der Streikbrecher usw. waren in größerer
Anzahl schon vorher durch die Literatur bekannt 3. Bekannt ist
es auch, wie vielfach in den Bauernaufständen des 16. Jahrhunderts
sich das Bergarbeiterproletariat mit dem bäuerlichen Proletariat
verband 4. Dagegen dürfte es noch neu sein, daß auch schon Unter¬
nehmer des beginnenden 16. Jahrhunderts eine Art Antistrikeverbände schlossen. Im Jahre 1520 vereinigten sich die Herzoge
von Sachsen, die Schlick als Herren von Joachimstal und die Pflug
als Herrschaftsbesitzer in dem böhmischen Schlackenwald 6 zu
einem Abkommen, das einen interessanten Beitrag zur Wirtschafts¬
und Sozialgeschichte jener Zeit darstellt 6. Das Abkommen sollte
einer Firma , die neue Eisenhämmer in menschenleerer Gegend er¬
bauen will, bewilligt „etliche Wohnhäuserlein vor die Arbeiter , Bergund Handwerksleute . . . aufzubauen und sie mit Leuten zu besetzen.“
1 Die Unternehmer suchten die normale Arbeitszeit dadurch zu
umgehen , daß sie dem Arbeiter die Zeit des Einfahrens in die tiefen
Stollen nicht anrechneten . Hirn a. a. O., I, S. 560.
2 a. a. O. S. 175 ff.
3 Streik der Schneeberger Bergleute im Jahre 1496. Vgl. Chr.
Heizer,
Bergkläufftige Beschreibung der Bergk-Stadt Schneebergk . 2. Aufl. S. 924. Der damalige deutsche Ausdruck für Streik
ist „Aufstehen , Uflauf“ üsw. Streik der Joachimstaler Bergleute
bei P . A 1b i n u s , Meißnische Bergchronik , S. 76. Der Mansfeldischen
in Verbindung mit dem Bauernkrieg : Albinus
a. a. O., S. 109.
Vgl. weitere Meldungen von Bergarbeiterstreiken bei Salz, S . 31
und Anmerkungen ; Mück a. a. O., I, S. 115.
4 Vgl
. auch Sitzungsberichte der Wiener Akademie der Wissen¬
schaften , hist .-pliil. Klasse X (1853), S. 403.
8 Alle drei Bergherren hatten bedeutende eigene Bergwerke und
Bergwerksteile.
6 H. St . A. Dresden, Loc. 4486. - Bergwerkssachen de anno 1487
bis 1599. Bl. 72—74. Bei mir im Anhang abgedruckt ; für
die Vorverhandlungen vgl. auch Loc. 9848 , Handlung durch der
Herzoge zu Sachsen Räte in Altenburg , usw. Bl. 1 ff. Die Ver¬
abredung ist 1540 erneuert worden. Loc. 7215. Schlicksche Sachen
usw. 1520—1540. Bl. 68 ff. Vgl. auch Ernestinisches Gesamtarchiv
zu Weimar . Reg.T. Abt . 2. Bl. 258.
Drittes Kapitel: Bergbauu. Entfaltung fl'Ubkapitalisl. Oiganisatiimsforinen
. 45
die Abwanderung der Bergleute von einem Bergwerksgebiet in
das benachbarte andere verhindern. Zu dem Zwecke verabredeten
die genannten Kontrahenten, in ihren Bergwerken auf keinen Fall
eine Lohnerhöhung eintreten zu lassen; vielmehr sollte auf allen
Bergwerken ein gleicher Lohn (berechnet nach dem Werte der
Münze des betreffenden Landes) gezahlt werden (§ 1). Ferner
sollte es keinem Häuer in den Bergwerken der genannten Herren
gestattet werden, zwei Schichten einzufahren (§ 2). Wenn ein
Schichtmeister, ein Steiger oder ein anderer Bergmann Schulden
bei den Gewerken oder den Bergarbeitern oder auch der Berg¬
herrschaft (aus dem Zehnten) mache und nun auf das Bergwerks¬
gebiet eines der Kontrahenten' entfliehen würde, so soll der bös¬
willige Schuldner dort „keine Freiheit noch Sicherung genießen“
(§ 4). Ebensowenig soll ein Agitator, der „bei den Bergleuten Un¬
willen, Aufstehen und Aufruhr“, d. h. Streik, anstifte und deshalb
ausgewiesen würde, auf einem Bergwerk der Kontrahenten Arbeit
bekommen (§ 5). Schwarzes Buch!
Einen tiefen Einblick in die sozialen Verhältnisse des 16. Jahr¬
hunderts gestattet auch § 7. Dort verabreden die genannten Berg¬
herren, daß sie streikende Bergarbeiter, die in hellen Haufen aus
den Gebieten des einen Kontrahenten in die Gebiete der anderen
ziehen, nicht aufnehmen, sondern „die Entwichenen zu der Ge¬
rechtigkeit halten und ihres Mutwillens strafen“ wollen.
Man sieht, die Verabredungen der Bergherren sind im Grunde
wirtschaftlicher Natur ; sie sollen dazu dienen, Angebot und Nach¬
frage von Arbeitskräften in einer den Kontrahenten günstigen
Weise zu regeln 1.
Aber nicht nur soziale Probleme des modernen Kapitalismus
begegnen uns in großer Anzahl bereits in der Geschichte der Montan¬
industrie des ausgehenden Mittelalters und der beginnenden Neu¬
zeit. Interessant ist es auch, zu beobachten, wie sich hier viele von
jenen wirtschafts- und betriebsorganisatorischenUmbildungen schon
zeigen, die später, besonders im 19. Jahrhundert , ihre bisher höchste
Ausbildung erfahren haben.
1Uber heutige Verbände der Arbeitgeber gegen die Arbeiter
(Antistreikverbände ) vgl . R . Liefmann,
Die
Untemehmerverbände (Konventionen , Kartelle ), ihr Wesen und ihre Bedeutung.
Freiburg i. Breisgau 1807 , S. 72 f.
46
Erstes Buch : Montanindustrie und Frühkapitalisinus.
Ich denke dabei zunächst an die Tatsache , daß in Deutschland
erst innerhalb der Montanindustrie des 16. Jahrhunderts wirkliche
konzentrierte kapitalistische Großbetriebe
in größerer An¬
zahl zu entstehen begannen 1. Hatten bis dahin die kapitalistischen
Kaufleute die gewerbliche Produktion in manchen Gewerbszweigen
mit Hilfe des Verlagssystems schon mittelbar dirigiert , so schufen
sie sich jetzt selbst eigene industrielle Großbetriebe und wurden
außer Kaufleuten auch unmittelbar gewerbliche Produzenten . Das
ungarische Geschäft der Fugger -Thurzo und ihrer Nachfolger , das
Unternehmen der Fugger in den spanischen Quecksilbergruben von
Almaden , die vielen Hüttenwerke , die vereinigten Hütten - und
Bergwerksbetriebe einzelner und vergesellschafteter süddeutscher
Kaufleute in Tirol und sonst („ Gesellschaften des Berg- und Schmelz¬
handels “ genannt) 2, die großen Saigerhandelsgesellschaften im
Mansfeldischen , die uns neuerdings Möllenberg beschrieben hat,
das alles waren konzentrierte Großbetriebe , in denen sich Pro¬
duktion
und Handel zu modernen , bis dahin nicht gekannten
kapitalistischen Unternehmungsformen vereinigten.
Zweifellos hatte der Fortschritt in der Technik des Berg - und
Hüttenwesens zu der gekennzeichneten Entwicklung sein gut Teil
beigetragen , wie umgekehrt gerade die Ausbildung von Gro߬
betrieben in der Sphäre des Berg- und Hüttenwesens (wir könnten
auch sagen das Eindringen des Kapitalismus ) wie nichts anderes
den Fortschritt der Technik dort begünstigte und ermöglichte.
Vorzüglich kann man den Zusammenhang von technischem Fort¬
schritt und der Bildung von Montangroßbetrieben in der Geschichte
der Thüringer Saigerhandelsgesellschaften beobachten . Seit die
Technik des Kupfersaigerns 3 in den sechziger und siebziger Jahren
des 15. Jahrhunderts allgemeiner bekannt wurde , schossen die
1 Wenn wir von einigen Buchdruckereigroßbetriebenabsehen.
Sombart,
Der moderne Kapitalismus I, S. 405.
2 Beispiele bei Zycliaa. a. O., 5. Bd. (1907), S. 285 ff. und sonst
aus der Literatur zusammengestellt.
„Verbindungen der berg¬
männischen Produktion mit dem Fernhandel in Metallen, insofern
nämlich die hervorragendsten Händler auch die ersten Gewerken
und Schmelzer wurden.“
8 D . h. die Kunst, das Silber mit Hilfe von Blei aus den silber¬
haltigen Kupfererzen zu ziehen. Näheres über das Verfahren bei
M ö 11e n b e r g a. a. O., S. 5.
3
Drittes Kapitel: Bergbauu. Entfaltung frühkapitulist. Orge nisationsformen
. 47
Saigerhütten und Saigerhandelsgesellschaftenwie Pilze aus dem
Boden 1. Hauptsächlich Nürnberger, aber auch Augsburger und
bald Leipziger Kapitalisten gründeten Saigerhandelsgesellschaften
und bauten Saigerhütten in großer Anzahl. Solche Hütten aber
waren sehr kostspielige Anlagen und deshalb dem Kleinbetrieb
entzogen. „Die Einrichtung einer auf etwa 7000 Zentner Kupfer
jährlich berechneten Saigerhütte bestand aus 8 Schmelzöfen,
10 Saigeröfen, 3 Garherden, 3 Treibherden und 2 Dörröfen“ 2.
Der Bau der Hütte Leutenberg dauerte mehrere Jahre und be¬
anspruchte ein Kapital von weit mehr als 10 000 fl. a. Es versteht
sich von selbst, daß bei solchen Anforderungen nur das Großkapital
auf dem von der Technik neu gewonnenen Gebiete arbeiten konnte.
Und auch das Großkapital mußte sich oft noch gesellschaftlich
zusammentun, um die neuen Aufgaben erfüllen zu können. Uni
so mehr als die jungen Großbetriebe nun ihrerseits wieder eine starke
Tendenz der Ausweitung in sich trugen. Gerade wie ihre Nach¬
kömmlinge im 19. Jahrhundert.
Auch schon aus dem geringen Material, das uns bis jetzt über
diese Dinge vorliegt, können wir diese Tendenz der montanistischen
Großindustrie erkennen. Als die Fugger-Thurzo im Jahre 1494 bei
Neusohl eine Saigerhütte zur Verarbeitung der dortigen Kupfer¬
erze bauten, da warfen sie 1000 fl. für den Bau aus und berechneten
die Bauzeit auf etwa ein halbes Jahr 4. Die Leutenberger Saiger¬
handelsgesellschaft, die Mansfelder Kupfererze verarbeitete, brauchte,
wie gesagt, schon mehrere Jahre und ein Kapital von weit über
10 000 fl. für die Herstellung ihrer Hütte . Gerade die Geschichte
der Mansfeldischen Saigerhandelsgesellschaften zeigt die Schnellig1 Mö 11 e n b e r g a. a. O., S. 7.
2 Mö 11e n b e r g a. a. O., S. 5.
3 Möllenberg
a. a. O., S. 25. — Eine Geschichte der tech¬
nischen Fortschritte im Berg- und Hüttenwesen des endenden 15.
und 16. Jahrhunderts tut uns bitter not ! Im Bergbau dieser Zeit
liegen auch die Anfänge eines Erfinderschutzes. Man kannte dort
schon im 16. Jahrhundert Patente. Vgl. z. B. Falke, Geschichte
Kurfürst Augusts von Sachsen in volkswirtschaftlicher Beziehung,
S. 202.
'Jansen,
Jakob Fugger der Reiche, S. 135. Außer dem Neusohler besaßen die Fugger noch ein Saigerhüttenwerk in Kärnten
und eines in Thüringen (Hütte Hochkirch).
23
5
48
Erstes Buch : Montanindustrie und Frühkapitullsmus.
keit , mit der sich Kapitalien in solchen neuen , industriellen Gro߬
betrieben zu konzentrieren pflegten . Die Gesellschaft der Hütten
Schwarza und Mansfeld , im Jahre 1472 gegründet , hatte noch mit
einem Stammkapital von 6000 fl. auskommen zu können gemeint;
in die 1502 gegründete Arnstädter Hüttengesellschaft hatten die
Inhaber bereits 31 500 fl. eingeschossen. Die höchste Entwicklung
zeigte dann die Gesellschaft der Hütte unter Leutenberg . Die
Gesellschaft hatte mit dem gewiß stattlichen Stammkapital von
70 000 fl. ihre Geschäftsfähigkeit im Jahre 1524 eröffnet , 1526
waren bereits 91 000 fl., 1527: 108 380 fl., 1532: 120 710 fl. in¬
vestiert 1. Auf ähnlicher Höhe standen die Stammkapitalien der
1536 resp . 1537 neugegründeten Hütten Luderstadt (80 000 fl.)
und Steinach (93 000 fl. eingezahlt ). Zeitweise hatte ein einziger
Gesellschafter der Hütte Luderstadt , der Leipziger Kapitalist
Heinrich Scherl, 40 000 fl. investiert a. Das Betriebskapital der
Steinadler stieg bis 1554 auf über 236 000 fl. ®, später , wie es scheint,
noch über diese enorme Summe hinaus 4.
Nicht minder groß als die in den führenden Mansfeldischen
Saigerhandelsgesellschaften eingeschossenen Kapitalien waren die
Kapitalien , die sich in anderen montanindustriellen Großbetrieben
des 16. Jahrhunderts konzentrierten . Die Aktiva , welche die Firma
Haug , Langenauer , Link & Co . in ihren Schwazer Montanunter¬
nehmungen angelegt hatten , stiegen von 60 262 fl. im Jahre 1533
auf 194 416 fl. im Jahre 1555 6. In den Faktoreien des ungarischen
Erzhandels stiegen die Aktiva der genannten Firma von 13 873 fl.
im Jahre 1560 auf 87,016 fl. im Jahre 1562 6. Die Fugger und
Thurzo schossen bei der Gründung ihres ungarischen BergwerksUnternehmens im Jahre 1494 kein bestimmtes Kapital ein, die
Fugger legten vielmehr dem Unternehmen das nötige Betriebs¬
kapital nach Bedarf allmählich vor . Von Ende 1494 bis Mai 1504
1 Möllenberg
a. a. O., S. 25.
2 I.aut seinem Testament. Kroker,
Neujahrsblätter IV, S. 82.
3 Mö 1l e n b e r g a. a. O., S. 109.
4 Fr i e d r. B o t h e . Frankfurter Patriziervermögen im 16. Jahr¬
hundert. Berlin 1908, S. 61.
5 Vgl. die Tabelle I bei Hartung. Aus dem Geheimbuch eines
deutschen Handelshauses a. a. O., S. 39.
6 Vgl
. die Tabelle I bei Hartung
a. a. O., S. 39.
Drittes Kapitel: Bergbauu. Entfaltung fvühkapitalist.Organisationsformcn
. 49
hatten die Fugger für „offizielle Erfordernisse , Pachtgelder , Wege¬
bau u. a . und offizielle Schmiergelder , um bei den Herren den
Handel zu bekommen und zu behalten , 1 064 499 ungarische Gold¬
gulden 65 Pfennige ausgegeben “. Dieser Summe standen an Bar¬
einnahmen nur 1 001 837 fl. (ungarische ) 64 Pfennige gegenüber.
Der „gemeine ungarische Handel “ blieb daher den Fuggern 82 662 fl.
(ungarisch ) 1 Pfennig (= 83 589 fl. rh . 35 Pfennig ) schuldig . An
Materialvorrat war für 241 913 fl. ungarisch vorhanden , so daß die
Aktiva der Fugger -Thurzoschen Montanunternehmung (abzüglich
des Fuggerschen Guthabens von 62 662 fl. ungarisch ) noch 179 251 fl.
ungarisch betrugen 1.
Groß waren auch die Kapitalien , die sich in dem „ Schwazer
Berg-, Schmelz- und Pfennwerthandel “ konzentrierten , den 1526
die Fugger mit Benedikt Burkhart , Christof Herwart aus Augsburg,
Anton und Hans Bimmel aus Augsburg — alles Firmen , die längst
im Tiroler Berg- und Schrnelzhandel tätig waren — schlossen.
„Das zusammengeschossene Kapital betrug 84 000 fl., wovon
Burkhart mit 12 000 fl., die anderen drei Parteien mit je 24 000 fl.
partizipierten . Mit Schluß des Jahres 1527 verkaufte Burkhart
zwei Drittel seines Anteiles an die Gebrüder Bimmel, ein Drittel
an die Fugger “ 2. Noch bedeutender war die Gründung des „ Jenbaclier Berg- und Schmelzwerkhandels “, an dem neben den Fuggern
zunächst auch die Haug & Co. und Michael Katzbeck erheblichen
Anteil hatten . Die Fugger investierten in die neue Gesellschaft
„ihre auf 114 422 fl. veranschlagten Bergteile im Inn -, Eisack - und
Etschtal mit den dazugehörigen Hütten - und Schmelzwerken .“
1575 brachten die Fugger den Haugschen , 1578 den Katzbeckschen
Anteil des „ Jenbacher Handels “ an sich 3.
Mit vollständigen
Fusionen scheinen wir cs bei der
Jenbacher und der Schwazer Gründung nicht zu tun zu haben.
Wenigstens reservierten sich die Fugger nach der Gründung des
Jenbacher Berg- und Schmelzwerkhandcls ihre Anteile in Kärnten
und am Röhrerbühel mit dem Hüttenwerk Litzlfeldcn als „Tiroler
und Kärtner Propriohandel“
oder auch „ Schwazer Proprio1 Jansen , Jakob Fugger der Reiche, S. 152 ff.
2 Dobel, Bergbau und Handel d. Jak. und Ant. Fugger in
Kärnten und Tirol, a. a. O., S. 202.
3 DaselbstS. 213.
Strieder
, Studien x. Gesch . kapit &list . Organisations rönnen .
4
1
50
Erstes Buch: Montanindustrie und Frühkapitalismus.
handel “. Vielleicht haben aber die anderen Firmen sich keinen
„Propriohandel “ zurüekbehalten , sondex-n alle ihre Tiroler Bergwerks¬
unternehmungen und ihren gesamten dortigen Erzhandel in die
Jenbacher Gesellschaft fusioniert . Hier werden uns monographische
Untersuchungen über die Organisationsformen solcher einzelner
Großunternehmungen , die ein Bedürfnis vertiefter wirtschafts¬
geschichtlicher Forschung sind , später erst ganz klar blicken lassen.
Die Fusionierung einzelner montanindustrieller Unternehmungen
in großen Gesellschaften des „Berg- und Schmelzwerkhandels “ be¬
deutet einen Schritt weiter auf dem Wege der Versachlichung , der
Objektivierung der Wirtschaftsbeziehungen in dem Montangro߬
gewerbe, auf die wir als Ausdruck fortgeschrittener kapitalistischer
Wirtschaftsorganisation nunmehr einen Blick werfen wollen
Im
eigentlichen Bergbau hatte die Versachlichung der Wirtschafts¬
beziehungen bereits früher bedeutende Fortschritte gemacht . Zu¬
nächst hatte z. B. der einzelne Gewerke (durch die Hand des Bergbeamten ) und nicht etwa die Gewerkschaft als Ganzes den Berg¬
arbeitern den Lohn gezahlt 2. Dieses persönliche Verhältnis ver¬
wandelte sich allmählich in ein. sachliches . Der einzelne Gewerke
entrückt dem Gesichtskreise des Arbeiters , die Lohnzahlung über¬
nimmt die Gewerkschaft , eine unpersönliche Gemeinschaft häufig
wechselnder Kapitalisten.
In den Kuxen über Bergwerksanteile war ferner das erste
versachlichte
Kreditverhältnis
im
( weitesten Sinne
des Wortes Kredit ), das erste bedeutungsvolle Inhaberpapier ge¬
schaffen worden . Was wir über den Kuxhandei und die Kux¬
spekulation schon aus dem 16. Jahrhundert wissen, läßt keinen
Zweifel darüber , daß viele Inhaber von Kuxen persönlich dem
1 In seinem Buche „ Die Juden und das Wirtschaftsleben “ (Leipzig
1911) hat Werner Sombart auf die verschiedenen Arten der Ver¬
sachlichung der wirtschaftlichen Beziehungen als eine „ für alles
hochkapitalistische Wesen mehr denn irgendein anderer Vorgang
kennzeichnende Erscheinung “ hingewiesen. Man wird die sub¬
tilen Untersuchungen auch dann mit Genuß lesen, wenn man den
Anteil der Juden bei dieser Entwicklung nicht so hoch wie Sombart
einschiilzt und wenn man dieAn länge der „Kommerzialisierung"
des europäischen Wirtschaftslebens etwas früher ansetzt als es der
genannte Autor tut.
2 O
. O p e t , Das Gewerkschaftsrecht , a. a. O., S. 312 f. ; Z y c h a
a. a. O., 5. Bd. (1907), S. 256 f.; S a 1z a. a. O., S. 26.
Drittes Kapitel : Bergbau u. Entfaltung Irühkapitalist , Organisationsformen .
51
Unternehmen , dessen Mitbesitzer sie durch ihre Anteilscheine waren,
durchaus fremd gegenüberstanden l .
Zeigt sich in all den genannten Organisationsformen die Montan¬
industrie des 16. Jahrhunderts als ein Vorbild des späteren Hoch¬
kapitalismus im kleinen , so erhebt sich für uns die Frage : Liegen
vielleicht auch noch die Anfänge anderer Erscheinungen der hoch¬
kapitalistischen Wirtschaft im kleinen schon in der Montanindustrie
des 16. Jahrhunderts verborgen ? Die Anfänge der Aktiengesellschaft
vielleicht , der Ursprung des Kartellwesens etwa oder die eisten
Versuche großer internationaler Monopole ? Da sind nun bei solcher
Fragestellung unsere Theoretiker schnell bei der Hand , eine innere
Unmöglichkeit zu konstatieren , der zufolge Gebilde wie Aktien¬
gesellschaften nicht im „Mittelalter “ entstanden sein können . So
schreibt F . Wernicke in seinem Buche „Der Kampf um den wirt¬
schaftlichen Fortschritt “ 2, nachdem er hervorgehoben hat , wie die
kanonische Wucherlehre der Bildung von Kapitalassoziationen
widerstrebte : „ So suchen wir denn auch die Form einer Gesellschaft,
die lediglich durch den Zusammenfluß von Kapitalbeträgen ohne.
Arbeitstätigkeit irgendeines der Zuschießenden entsteht , im Mittelalter vergebens , kein einziger kanonistischer Schriftsteller hat den
Begriff einer reinen Kapitalassoziation konstruiert , weil eine solche
Gesellschaft handgreiflich ein Widerspruch gegen die Unfruchtbar¬
keit des Geldes gewesen wäre , für den sich wohl keine Rechtfertigung
hätte finden lassen 3“ . Und nach Endemann fügt dann Wernicke
in Sperrdruck hinzu : „Es ist sonach kein Zufall, daß wir reine
Kapitalvereine in den großen Handelskompagnien zuerst in Eng¬
land und den Niederlanden , also in protestantischen Ländern und
zu einer Zeit , da es mit der Wucherlehre dort reißend bergab ging,
entstehen sehen“ 4. Die methodische Geschichtsforschung hat ge¬
lehrt , daß man mit Urteilen aus Gesetzesvorschriften aller Art
1 Vgl. Anhang, auch unten den Abschnitt: Entstehung der
Aktiengesellschaft.
Georg Kreuziger, ein Leipziger Kaufmann,
spekulierte in der ersten Hälfte des 16. Jahrhunderts mit mehr als
einem halben Tausend von Kuxen. K r o k e r , Schriften des Vereins
für die Geschichte Leipzigs IX, S. 38 ff., besonders S. 58.
2 .Jena 1910, S. 40 ff.
3 We r n i c k e a. a. O., S. 40.
4 W
. Ende mann, Studien in der romanisch-kanonistischen
Wirtschafts- und Rechtslehre bis gegen Ende des 17. Jahrhunderts.
2 Bde. Berlin 1874, 1883. I. ßd ., S. 371 ff.
4*
52
Erstes Buch: Montanindustrie und Frühkapitalismus.
auf die Realität der Dinge sehr vorsichtig sein muß. Wir wissen
heute , daß die Wirtschaftsethik der mittelalterlichen Kirche die
Ausbreitung kapitalistischen Geistes und kapitalistischer Wirtschaft
wohl hat hemmen, aber nicht — auch schon im Mittelalter nicht —
hat aufhalten können.
Ein besonderer Teil „ Staat ,Kirche und Frühkapitalismus “ soll
zunächst hierüber näheren Aufschluß geben, che wir uns im dritten
Buche den neuen, aus dem kapitalistischen Geiste geborenen wirt¬
schaftlichen Organisationsformen selbst zuwenden.
Zweites
Buch.
Kirche, Staat und Frühkapitalismus.
55
Kirche, Staat und Frühkapitalismus.
„Not kennt kein Gebot .“
Die Geschichte der Entfaltung des kapitalistischen Geistes in
Europa ist die Geschichte der Entfaltung des Individuums , der
einzelnen kräftigen Persönlichkeit auf dem besonderen Gebiete
der materiellen Kultur , auf dem Gebiete . des Wirtschaftslebens.
Wie der Gesamtindividualismus in jener Kulturbewegung , die wir
Renaissance nennen , so tritt auch der wirtschaftliche Individualismus
zuerst in 11 a 1i e n in einem größeren Maßstabe in die Erscheinung
als eine Teilmanifestation des gewaltigen Geistes, der an die Arbeit
geht , die moderne Welt zu begründen . Wie auf politischen , auf
religiösen, auf künstlerischen Gebieten , so hoben sich in Italien
schon seit dem 10. Jahrhundert auch auf dem Gebiete des Wirt¬
schaftslebens zuerst einzelne, dann im Verlaufe des 12. und 13. Jahr¬
hunderts immer mehr besonders kräftige Individualitäten aus der
großen Masse heraus . Menschen, die über ihre Kreise , über ihre
Handels - und Gewerbsgenossen hinauszukommen suchten und
hinauszukommen wußten . Männer , die sich nicht mit der im all¬
gemeinen üblichen Wirtschaftsweise begnügten , mit der Wirtschafts¬
form, die wohl eine gewisse standesgemäße Nahrung verbürgte,
aber nicht viel darüber hinaus . Persönlichkeiten , die neue Erwerbs¬
möglichkeiten kühnen Geistes erfaßten , die neue Methoden der
Betätigung eines gesteigerten Erwerbstriebes sich zu eigen machten.
Es fragt sich, welches waren die Motive, die diese Naturen zu
einer so intensiven Betätigung des Erwerbstriebes vermochten?
Der Wunsch , in die sozial höhere Klasse hinaufzusteigen , Ehrgeiz,
Ruhmsucht , Sorge um die Familie ? Das und manches andere noch
hat zweifellos mitgespielt , aber im Grunde , und gerade bei den
schöpferischsten dieser Naturen am meisten , war es noch etwas
anderes . Im Untergründe , oft hinter der Bewußtseinsschwelle,
trieb sie das Betätigungsbedürfnis der eigenen kräftigen Persönlich¬
keit . Jener unaufhörliche Schaffensdrang , der sich betätigen muß
auf dem Gebiete , auf das sein Träger — man möchte sagen zufällig —
56
Zweites Buch : Kirche , Staat und Frühkapitalismus.
gestellt ist . Diese stete Schaffensbereitschaft , die immerfort nach
Befriedigung drängt , läßt sich nicht erklären , läßt sich nicht rest¬
los in einzelne Komponenten auflösen . Sie ist mehr als Freude
am Gelingen und an der Macht , mehr als Gewohnheit , obgleich dies
alles und vieles andere mitspricht . Sie muß in ihrer tiefsten Wesen¬
heit schlechterdings als etwas allen schöpferischen Naturen Eigenes
angesehen und hingenommen werden .
In klassischer Reinheit
kommt die geschilderte Seelenstimmung in einem vielzitierten
Worte Jakob Fuggers , des bedeutendsten deutschen Frühkapitalisten,
zum Ausdruck . Als dem einst sein Schwager riet , er solle sich vom
Geschäft zurückziehen und den so mühsam erworbenen Reichtum
in einem ruhigen Lebensherbst genießen , da gab ihm der Fugger
zur Antwort : „Er hätte viel einen anderen Sinn, er wolle gewinnen,
dieweil er könnte .“ Warum , ist nicht gesagt , konnte auch von Jakob
Fugger nicht gesagt werden . Der Erwerb von Geld und immer wieder
von Geld ist in seinem Ausspruch als eine Art Selbstzweck gedacht.
Die äußeren Umstände , die wirtschaftliche Weltlage , wenn man
sich so ausdrücken darf , war seit dem 11. Jahrhundert günstig für
die Entfaltung und Verbreitung des kapitalistischen Geistes in
Italien . Auf die schlechten Zeiten des 9. und 10. Jahrhunderts
mit ihren Sarazenen - und Magyarenstürmen und anderen Schädi¬
gungen des Wirtschaftslebens waren bessere Zeiten gefolgt . Der
nie ganz unterbrochene Handel mit Byzanz und der Levante über¬
haupt konnte in größerem Stil aufgenommen werden . Dann brachten
die Kreuzzüge die italienischen Kaufleute direkt in die griechisch¬
arabische Welt hinein , .die sich ihnen bis dahin fast nur auf dem
Markt von Byzanz durch Vermittlung der Byzantiner dargeboten
hatte . Eine Fülle von Betätigungsmöglichkeiten ergab sich in¬
folge dieser Vorgänge kühnen , aufwärtsstrebenden Naturen unter
den italienischen Kaufleuten . Aber nicht genug , daß sich lohnendere
Einkaufsgebiete eröffneten , auch Käufer von orientalischen Waren
traten in wachsendem Maße seit dem 11. Jahrhundert an Italien
heran . Die steigende Kultur in Flandern , in Deutschland , in Frank¬
reich , England usw., später auch in den skandinavischen und
slawischen Ländern forderte orientalische Waren . In erster Linie
waren es naturgemäß die italienischen Städte , bei denen man die
steigende Nachfrage zu decken suchte.
In und mit den genannten und vielen anderen Betätigungs¬
möglichkeiten , sie teilweise verursachend und von ihnen wiederum
Zweites Buch ; Kirche , Staat und Frühkapitalismus.
57
angeregt und beeinflußt, hat sich der kapitalistische Geist, der
Geist des ökonomischen Individualismus in Italien seit dem 12. Jahr¬
hundert besonders in großem Stil und in glänzender Weise ent¬
wickelt. Als seine Träger kommen kräftige, unermüdliche Per¬
sönlichkeiten im Wirtschaftsleben aller Städte empor. Ihre Ver¬
mögen wachsen in diesem Auf steigen. Kredit und Einlagen von
Verwandten und Fremden vergrößern noch deren kapitalbildende
Wirkung. Man glaubt an diese rastlos tätigen Menschen, man
gibt ihnen Glauben, d. h. Kredit. Ein Großhändlerstand bildet
sich und ein Bankierstand von bald internationaler Bedeutung.
Ein großer Teil der orientalischen Industrien wird nach Italien
verpflanzt. Im Mittelmeer entsteht eine Kolonialwirtschaft der
italienischen Stadtstaaten , die in ihren Organisationsformen für die
Spanier und Portugiesen des 15. und 16. Jahrhunderts , ja selbst
für die Holländer des 17. Jahrhunderts noch vorbildlich werden
konnte. Wie der Geist der italienischen Renaissance rationelle, das
heißt vernunftgemäß ausgesonnene Methoden der Staatsregierung,
der Verwaltung, der Diplomatie, der Kriegskunst usw. ersann,
so schuf er auf wirtschaftlichem Gebiete den ökonomischen Ratio¬
nalismus. In großartigen, fein durchdachten Formen der Handelstechnik, des Kredits, des Gesellschaftswesens usw., besonders aber
in der doppelten Buchführung schuf sich der Renaissancegeist
des italienischen Unternehmertums eine durch und durch rationelle
Grundlage seiner Wirksamkeit. Der größten Schöpfung des Gesamt¬
geistes der italienischen Renaissance, dem Staate als Kunstwerk,
stellt sich eine aus demselben Geiste geborene Schöpfung der auf
sich selbst gestellten Persönlichkeit an die Seite: Die Wirtschaft
als Kunstwerk, das moderne Geschäft, die kapitalistische Unter¬
nehmung.
Von Italien aus hat sich dann der kapitalistische Geist über
ganz Westeuropa verbreitet. Zum Teil in direkter Übernahme,
dadurch, daß die Kaufleute jener Länder bei den Italienern in die
Lehre, gingen. Oft im wahren Sinne des Wortes. Mehr aber noch,
weil sich auch in den übrigen westeuropäischen Ländern eine
individualistische Geistesrichtungangebahnt hatte , die naturgemäß
auch auf das wirtschaftliche Gebiet Übergriff und sich hier, weil
die äußeren Bedingungen günstig waren, in einzelnen kräftigen
Persönlichkeiten entwickeln, auswirken und von ihnen aus ver¬
breiten konnte.
58
Zweites Huch: Kirche, Staat, und Frühkapitalismus.
Am Ende des 15. und zu Anfang des 16. Jahrhunderts ist der
kapitalistische Geist über eine ansehnliche Oberschicht der wirt¬
schaftlich Tätigen in ganz Europa verbreitet. Für den, der diese
Entwicklung genauer verfolgt, erhebt sich dabei immer und immer
wieder die Frage: Wie konnte sich der kapitalistische Geist durch¬
setzen gegen die enlgegenstehende Wirtschaftsethik der mittelalter¬
lichen Kirche und gegen einen Staat, der der Kirche seinen welt¬
lichen Arm lieh?
Es kann hier nicht meine Aufgabe sein, im einzelnen zu schildern,
wie die Wirtschaftsethik der mittelalterlichen Menschheit aussah.
Ich kann nur ganz flüchtig darauf eingehen, um zu zeigen, welche
wirtschaftsmoralischen Anschauungen der aufkommende und umsichgreifende kapitalistische Geist zu zersetzen sich anschickte.
Die mittelalterliche Wirtschaftsmoral, wie sic beispielsweise
bei Thomas von Aquino zusammengefaßt niedergelegt ist, beruht
durchaus auf der Idee der gerade auskömmlichen Nahrung, auf
der Forderung, der einzelne solle danach streben, sein standes¬
gemäßes Auskommen zu haben, aber auch nicht viel darüber hinaus l.
In der Zunftverfassung liât die mittelalterliche Stadt, hat der
mittelalterliche Staat versucht, diese wirtschaftsethische Forderung
zu verwirklichen. Es wird meines Erachtens für die bekannte
Streitfrage nach der Entstehung der Zünfte im Mittelalter viel zu
wenig oder vielmehr gar nicht beachtet, daß das wichtigste Motiv
für die bischöflichen Stadtherrn 2, die Zunftbildung zuzulassen, in
dem Wunsche bestand, durch Innungen das christliche Wirtschafts¬
ideal zu verwirklichen. Das christliche Wirtschaftsideal mit
seinem Ausschluß der heftigen Konkurrenz, mit seiner Garan¬
tierung eines standesgemäßen Auskommens für möglichst alle
Bewohner der Stadt. Man hat mit Recht betont 3, daß dieses
Ideal nicht zu wirtschaftlichen Großtaten hinzureißen imstande ist,
daß es vielmehr leicht zu „quietistischer Behaglichkeit und Ruhe¬
seligkeit“ verführe. Aber derselbe Beurteiler ist weitherzig genug,
um diesem Verdikt die folgende Würdigung hinzuzufügen: Solange
1 Vgl. etwa Max Maurenbrecher,
Thomas von Aquinos
Stellung zum Wirtschaftsleben seiner Zeit . 1. Teil . Leipzig 1898.
2 Die meisten und wichtigsten ersten Städte des früheren Mittel¬
alters waren Bischofsstädte.
2 W . Wygodzinski,
Wandlungen
der deutschen Volks¬
wirtschaft im 19. Jahrhundert . Köln 1907 , S. 14.
Zweites Buch : Kirche , Staat und Frühkapitalismus.
59
das Wirtschaftsideal des Mittelalters nicht „Ausartungen der Re¬
pression“ erzeugte, basierte es doch auf einer „Weltanschauung, der
niemand seine Achtung versagen kann. Es setzt nicht den höchsten
Wert des Lebens in den Geldgewinn, sondern es betrachtet um¬
gekehrt nur den Erwerb als notwendige Grundlage für ein Leben,
das anderen und höheren Zielen zu dienen bestimmt ist. Es will
den Kampf ums Dasein auf wirtschaftlichemGebiete, das rücksichts¬
lose Niederkämpfen des Schwächeren nach Möglichkeit ausschalten,
indem es allen eine zwar bescheidene, aber sichere Existenz gewähr¬
leistet.“ Wygodzinski hat auch bereits erkannt, daß das Wirtschafts¬
ideal des Mittelalters „in voller Reinheit nur durchzuführen ist, so¬
lange die Bevölkerung stationär bleibt.“ Also in der geschlossenen
Stadtwirtschaft, die ja notwendigerweise zum mittelalterlichen
Wirtschaftsideal gehört und die auch von Thomas von Aquino
als Ideal proklamiert wird. Es ist kein Zufall, wenn ein neuzeit¬
licher katholischer Sozialethiker, Kempel mit Namen, der aller¬
dings von den berufenen Organen der katholischen Kirche ab¬
gelehnt worden ist, die Beseitigung des Kapitalismus etwa folgender¬
maßen fordert: „Man beschränke jede einzelne Stadtgemeinde,
große und kleine, auf möglichst allen Gütererzeugungsgebieten
wieder auf sich selber und ordne in ihr selber die Erwerbs- und
übrigen Gesellschaftsverhältnisse . . . Die tolle, ungebundene
Provinzial-, Volks- und Weltwirtschaft hat dann alsbald von selbst
ein Ende; die der Freiwirtschaft eigene, grenzenlose Verwicklung
aller Geschäfte, das dadurch bedingte Emporkommen der Stärkeren
über die Schwächeren, die Ansammlung der materiellen Güter¬
erzeugungsmittel in immer wenigen Händen, die Dienstbarmachung
breiter Arbeitermassen durch wenige Schlotbarone, das Gewerk¬
schaftswesen, Kartellwesen und alle anderen, den Gesellschafts¬
körper wild durchwühlenden Interessenbestrebungen, kurz der
ganze neuzeitliche industrielle Kapitalismus hat sein Ende ge¬
funden“ 1. So toll die Forderung ist, logisch ist die Erkenntnis,
daß ein unkapitalistisches Wirtschaftsleben nur in einer ge¬
schlossenen Stadtwirtschaft mit Zünften usw. existieren kann.
Der Versuch, das gesamte Wirtschaftsleben der mittelalter¬
lichen Städte in das Zunftsystem zu bringen, ist aber doch nur
sehr teilweise geglückt. Es ist zweifellos, daß schon zu Thomas
1F . Kempel, Göttliches Sittengesetz und neuzeitliches Er¬
werbsleben. Mainz 1902.
60
Zweites Buch: Kirche, Staat und Frühkapitalismus.
von Aquinos Zeiten, in Italien besonders, sein wirtschaftliches
Idealbild mit der Wirklichkeit in den bedeutenden Handelsstädten
in krassem Widerspruche stand. Die großen Kaufleute von Pisa
und Florenz, von Venedig, Genua usw. hatten „ viel einen anderen
Sinn“ als den, sich mit einem knappen, standesgemäßen Auskommen
zu begnügen. In ihnen hatte der kapitalistische Geist die zünftige
Beschränkung der Betätigung des Erwerbssinnes längst zunichte
gemacht. Älinlich lagen die Dinge in dem wirtschaftlich so fort¬
geschrittenen Flandern schon im 13. Jahrhundert . Auch in Deutsch¬
land gab es in Köln, Mainz, Regensburg usw. schon im 13. Jahr¬
hundert Städte, in denen sich ein wachsender Stand von Gro߬
händlern über die handwerksmäßige Auffassung des Erwerbslebens
erhob. Im 14. und 15. Jahrhundert vermehrte sich dann überall
die Zahl der Städte mit kapitalistisch fühlenden und kapitalistisch
handelnden Kaufleuten bedeutend.
Es fragt sich, wie hatte sich der kapitalistische Geist, der
kapitalistische Kaufmann durchzusetzen vermocht gegen die ent¬
gegenstehende Wirtschaftsethik der Kirche und des Staates?
Sprechen wir zunächst von der Kirche. Wie hatte sich der
kapitalistische Geist ausbreiten können gegenüber einer kirch¬
lichen Leime, die im kanonischen Zinsverbote einen Riegel vor die
Ausbreitung jeder Kreditwirtschaft zu schieben sich mühte ? Bei
der Macht, die die mittelalterliche Kirche über die Gemüter aus¬
übte, ist diese Frage besonders wichtig.
Man hat hier und da den Umfang des kanonischen Zinsverbotes
abzuschwgchen versucht. Man hat behauptet, das kanonische
Zinsverbot habe sich nur auf den Konsumtionskredit bezogen,
nicht aber auf den Produktivkredit, es sei nur gegen die Ausbeutung
der Notlage des Kreditsuchenden erlassen worden. Neuerdings
hat Franz
Keller in einer interessanten Schrift 1Unter¬
„
nehmung und Meinwert" die genannte Ansicht wieder vertreten.
So angenehm seine Anschauung für eine Erklärung des Eindringens
des kapitalistischen Geistes in die Wirtschaftsordnung des Mittel¬
alters wäre, so wenig läßt sie sich mit den liistorischen Tatsachen in
Einklang bringen. Wohl ist das Zinsverbot von der Kirche in einer
•FranzKeller
, Unternehmung und Mehrwert. Eine sozial¬
ethische Studie zur Geschäftsmoral. Köln 1912. (Vereinsschrift
der Görresgesellschaft.)
Zweites Buch : Kirche , Staut und Frühkapitalismus.
61
Zeit vorwiegend naturaler Wirtschaft aufgestellt worden , zu einer
Zeit, als Geldkapital noch eine geringe Rolle spielte , als die Kapital¬
eigenschaft des Geldes noch kaum erkannt war und die zinsbare
Verwertung des Geldes dem allgemeinen Stande der Wirtschaft
zuwiderlief 1. Zu einer Zeit also, wo man fast allein Geld zu dem
Zwecke lieh , um sich Konsumtionsmittel damit zu kaufen , und
nicht zu produktiven Zwecken , d. h. um mit Hilfe des geliehenen
Geldes Geschäfte zu treiben . Das alles ist richtig und für die Be¬
urteilung der Entstehung des Zinsverbotes von Bedeutung . Aber
es muß für unsere Frage ''hervorgehoben werden , daß die Kirche
theoretisch und in der Judikatur das kanonische Zinsverbot noch
aufrecht erhalten hat , als es durch die veränderten wirtschaftlichen
Zustände unhaltbar geworden war . Das ganze Mittelalter hindurch
haben besonders die einflußreichen Volksprediger und Volksbeichtiger
der Dominikaner und Franziskaner sich gegen das Zinsnehmen
gewendet . Noch Luther verwarf es ganz generell . Er steht hier
völlig auf dem Standpunkte der extremsten Scholastik.
Das Zinsverbot war nun aber nur ein Teil der wirtschafts¬
ethischen Anschauungen der christlichen Kirche , die einer schnellen
und ungehinderten Entfaltung des kapitalistischen Geistes hindernd
im Wege standen 2. Andere Anschauungen wirkten in derselben,
die Ausbreitung des Kapitalismus aufhaltenden Richtung . Ich
hebe hier nur noch die Forderung des „gerechten Preises “ hervor.
Die Frage nach dem justum pretium , nach dem turpe lucrum , nach
der moralisch erlaubten Höhe auch des Warengewinnes , hat das
ganze Mittelalter , mit Einschluß des 16. Jahrhunderts , lebhaft be¬
schäftigt . Die Kanonisten unterschieden drei Stufen des gerechten
Preises einer Ware ; einen niedrigsten oder gnädigen Preis (pretium
1 Handwörterbuch der Staatswissenschaften. 2. Aufl. 7. Bd.
S. 961.
2 Der Begriff Wucher umfaßte im Mittelalter nicht nur Wucher
im Darlehen, sondern auch im Kauf. Wucherer war jeder, der den
gerechten Preis überschritt. Wucher schließlich jeder übermäßige
Gebrauch des Kapitals im alltäglichen Verkehr. M. Neumann.
Geschichte des Wuchers in Deutschland bis zur Begründung der
heutigen Zinsengesetze (1654). Halle 1865, S. 91. Noch am Ende
des 17. Jahrhunderts wird von einem Monopolpächtergesagt: „Die
Einwohner werden eines Privati Kontribuenten und seines Wuchers
Sklaven.“ Vgl. von S r b i k , Der staatliche Exporthandel Öster¬
reichs, S. XXXII Anm. 3.
62
Zweites Buch : Kirche , Staat und Frühkapitalismus.
infimum seu pium), unter welchem man gerechterweise nichts kaufen
dürfe, einen mittleren oder mäßigen Preis (pretium medium seu
moderatum) und einen höchsten oder harten Preis (pretium supre¬
mum seu rigorosum) , über welchen hinaus man gerechterweise
nichts verkaufen dürfe. Jenseits dieser letzten Stufe beginnt der
ungerechte Preis, das turpe lucrum 1. Dementsprechend lehrte noch
Geiler von Kaisersberg (1445—1510) : „Der kaufen will als wolfail
er immer mag und einer verkaufet als thüer er verkaufen immer
mag, denen beiden soi man daz heilig Sacrament nicht geben . . .
das ist wider brüderliche liebe . . . Du soit deinen zimlichen gewin
daruff setzen, dein müe und arbeit magst du wol darin schlahen,
aber als thüer
kaufen
und verkaufen
als du
immer magst , daz ist falsch
(confessores debent esse
occulatissimi!) 2. Und fast wörtlich schrieb dann auch Luther
in seiner bekannten Schrift „Vom Kaufshandel und Wucher“ :
„Es sollt nicht so heißen, ich mag meine Waar so theur geben als
ich kann oder will; sondern also: Ich mag meine Waar so theur
geben als ich soll , oder , als recht und billig ist .“
Man beachte, wie anders etwa Konrad Peutinger, der juristische
Berater der Augsburger Hochfinanz des beginnenden 16. Jahr¬
hunderts die Dinge auffaßte, wenn er schrieb: „Unusquisque mer¬
cator merces suas prout potest et in facultate eius est de iure vendit
et in hoc contra ius nihil admittit nec illicita pacta facit, sicut etiam
saepe contingit quod species viliori pretio quam emerunt merca¬
tores vendere solent et sic potius damnum quam lucrum procurant
et sentiunt 3.
Das Ideal des christlichen Kaufmanns, wie es noch durchaus
in mittelalterlicher Art und Weise auch den einflußreichen Volks¬
predigern des 15. und 16. Jahrhunderts vorschwebte, hat Geiler
von Kaisersberg wie folgt gezeichnet: „Ein kaufman soi ein rechte
meinung hon. Sein meinung nit daruff setz und sein sach uff vil
1 Vgl
. noch L u d o v i c u s Molinaim
2 . Bde. seines Werkes
de jure et justicia, der „ de contractibus" betitelt ist. Disputatio 347.
„De pretio justo.“ Hier wird die Meinung der Doktoren, d. h. der
alten Kanonisten, wiedergegeben.
2 Kaiserbergs Brösamlein. S. XLVIII.
3 Aus einem lateinischen Gutachten Dr. Konrad Peutingers über
Monopole und Handelsgesellschaften de anno 1530. Manuskript in
der Augsburger Stadtbibliothek Cod. 2 ° Aug. 380 fol. 180v.
Zweites Buch : Kirche , Staat und Frühkapitalismus .
63
gewins und uff gross guet zu heuffcn ; aber darum , dass er sein
kind und weib erner als recht und billig ist und dass er armen lüten
zu hilff kum und gotes dinst fürdern mög.“ Und an einer anderen
Stelle : ..... Ist auch böss, da einer kaufmanschatz treibt uss gitickeit
(propter inexplebilem avaritiam ). An seinem gewin ist kein endt,
er kan nitt uffhören und der sack mag nit fol werden . Er hat keinen
boden . Er ist bodenlos . Er facht hübschlich an und gat stetz für
sich. Zu dem ersten , so treit er seinen krom in einem wenlin hin
und her , streel und Spiegel. Wan er etwas überkumpt , so will er
darnach ein gedemli haben und würt darnach ein kaufman und
haltet hüss . Er hört nit uff, er sei denn in einer geselschaft . Noch
hört er nit auf, als für und für . Er wil ein Galeen uff dem mer haben.
Und also huglet er uff sein gütt und gedencket nit weiter me an
seinen anfang und vergisst seins ends got des allemechtigen und
seins tods . Er lügt allein das er vil güts gewönne “ 1. In ähnlicher
Weise wendet sich dann später auch Luther und andere protestan¬
tische Theologen gegen ein übermäßiges Gewinnstreben und gegen
die Erhebung aus dem sozialen Stande , in den der einzelne hinein¬
geboren ist.
*
*
*
Zu Anfang des 16. Jahrhunderts ist in Deutschland von den
Bußpredigern die Forderung einer strengen Wirtschaftsethik am
schärfsten betont worden , wie überhaupt die antikapitalistische
Tendenz im 16. Jahrhundert in Deutschland ihren Höhepunkt er¬
reicht . Man muß die Reichstagsverhandlungen über Monopole
lesen, wie sie besonders seit 1512 einsetzten , um den ganzen In¬
grimm der kleineren öffentlichen Gewalten gegen den kapitalistischen
Geist zu erkennen . Was im Mittelalter unter „Fürkauf “ bekämpft
worden war , der Versuch , durch einen teilweisen Aufkauf der Waren
sich einen gewissen Monopolpreis zu verschaffen , das bekämpfte
man jetzt unter dem neuen Schlagworte der Monopolia. Jede Ver¬
abredung kartellartiger oder monopolistischer Natur , die einen
Ausschluß der Konkurrenz und damit eine Hebung der Preise be¬
zweckte , wird als „wucherischer Kontrakt “ gebrandmarkt und
1 Aus der Predigt. „Von dem Wannenkremer und der Kaufleute
Handtierung.“ In den Brösamlein S. XCII.
64
Zweites Buch : Kirche, Staat und Frühkapitalismus.
streng in verschiedenen Reichstagsabschieden verboten 1.
Ich
werde gleich noch ausführlicher auf diese Dinge zu sprechen kommen,
hiev müssen wir zunächst zu der Frage zurückkehren , die ich vorhin
stellte , und die wir nach dem inzwischen Gesagten noch tiefer ver¬
stehen gelernt haben werden . Ich frage von neuem : Wie kam es,
daß sich der kapitalistische Geist, daß sich der kapitalistische Kauf¬
mann gegen die Unsumme von Hemmungen durchzusetzen ver¬
mochten , die sich aus den wirtschaftsethischen Anschauungen der
mittelalterlichen Kirche und des Staates heraus ihnen entgegen¬
stemmten ?
Die Antwort auf diese Frage ist nicht schwer zu geben . Die
Kirche und der Staat konnten den kapitalistischen Kaufmann
für ihre eigenen stattlichen Aufgaben , für die sich mehrenden Aus¬
gaben der großen Politik , des Kriegswesens , der Verwaltung usw.,
schon im Mittelalter nicht mehr entbehren . Sie waren durch ihre
damit zusammenhängenden Geldbedürfnisse und ihre zunehmenden
Geldgeschäfte gezwungen , den kapitalistischen Kaufmann zu Hilfe
zu rufen , ihn zu gebrauchen und so seine Bedeutung und Wirksam¬
keit zu vergrößern . Was sie theoretisch so streng verurteilten , die
beiden Mächte Kirche und Staat , das konnten sie in praxi nicht
entbehren 2. Es ist ein eigenes Geschick um Ideen in der Welt¬
geschichte . Als eines der sonderbarsten ist mir immer die Tatsache
erschienen , daß vielleicht nichts die Verbreitung der Kreditwirtschaft
und der kapitalistischen Wirtschaft praktisch mehr gefördert hat
als das Papsttum , also als die Spitze jener Institution , die theoretisch
sich am heftigsten gegen den kapitalistischen Geist gewendet hatte
und sich trotz ihrer entgegenstehenden Praxis im Verlaufe des
Mittelalters immer wieder wandte.
Im großen Zuge gesehen , verlief die praktische Förderung des
kapitalistischen Kaufmanns durch die Kurie etwa folgendermaßen:
Die römische Kurie sah sich, besonders seit dem Anfänge des 13. Jahr¬
hunderts , infolge ihrer wachsenden Verwaltungsaufgaben und in1 Auch in den Niederlanden wurden unter Karl V. scharfe Monopol¬
verbote erlassen. A. Henne, Histoire du règne de Charles V. en
Belgique. V. Bd. S, 354 f. Die englische Entwicklung siehe bei
L e v y a. a. O.
2 Vgl. Beispiele bei R. Pöhlmann,
Die Wirtschaftspolitik
der Florentiner Renaissance und das Prinzip der Verkehrsfreiheit.
Leipzig 1878, S. 85 ff.
Zweites Buch : Kirche, Staat und Frulikapitalismus .
65
folge ihrer zunehmenden Weltmachtspolitik gezwungen, ein dichter
und dichter werdendes System von Steuern und Abgaben über die
Christenheit, namentlich über den Klerus zu legen 1. Für die Über¬
weisung der Abgaben aus den verschiedenen Ländern nach Rom,
bald auch für Vorschüsse auf diese Abgaben und auf anderes hin,
konnten die Päpste, ebensowenig wie die Abgaben leistenden Kleriker,
je länger je weniger den kapitalistischen Kaufmann der italienischen
Städte entbehren. Oft brauchte die Kurie die Kaufleute auch,
um größere Geldsummen bei ihnen als Depositen niederzulegen und
zur rentablen Anlage zu bringen. Es ist bekannt, wie gerade die
vielfachen Aufgaben, die das päpstliche Finanzsystem stellte, dazu
beitrugen, aus der italienischen Kaufmannswelt als Oberschicht ein
mächtiges, internationales Bankiertum erwachsen zu lassen. Dabei
kann es nach den grundlegenden Forschungen Gottlobs und anderer
nicht, mehr zweifelhaft sein, daß die Päpste schon im 13. Jahrhundert
bewußt und mit Absicht in verschiedenen Formen ihren kauf¬
männischen Helfern und Gläubigern Zins gezahlt haben. Selbst
die religiösesten Päpste mußten sich, „ wie alle anderen Menschen
dem Machtgebot der Umstände beugen“ 2. Ohne Zinsenzahlung
war kein Geld zu beschaffen für die wachsenden Aufgaben einer
Weltorganisation, wie sie die Kirche geworden war. So blieb nichts
anderes übrig, als im Widerspruch zum kanonischen Ideal in praxi
Zinsen zu zahlen und damit den sich verbreitenden kapitalistischen
Geist moralisch und praktisch zu fördern.
Und wie es der Kirche gegangen war, so ging es auch dem
Staate. Auch der Staat, der zunächst durchaus auf dem Stand¬
punkte der mittelalterlichen Wirtschaftsethik gestanden hatte,
konnte bald für seine Zwecke, in erster Linie für seine Kriegszwecke3,
den kapitalistischen Kaufmann nicht mehr entbehren. Das zeigte
sich schon deutlich in den italienischen Renaissancestaaten seit
1 A. Gottlob,
Päpstliche
Darlehnsschulden
des 13. Jahr¬
hunderts . Historisches Jahrbuch 20 (1899 ), S. 665 ff.
2 A. Schulte,
Geschichte
des mittelalterlichen
Handels und
Verkehrs zwischen Westdeutschland
und Italien , mit Ausschluß von
Venedig . 2 Bde . Leipzig 1900 . I. Bd ., S. 268.
3 Neuerdings hat W . S o m b a r t die Bedeutung des Kriegs¬
wesens für die Entwicklung
des Kapitalismus
ausführlich und ein¬
dringend klargelegt . Krieg und Kapitalismus . München und Leipzig
1913.
Strieder
, Studien z. Gescl «. kapitatist . Or ^anisationsformen
.
b
66
Zweites Buch : Kirche , Staat und Frühkapitalismus.
dem 13. Jahrhundert . Hier wurde der Satz „pecunia nervus belli“
zuerst ausgesprochen. Aber auch in jedem anderen christlichen
Staate schon des 14. und 15. Jahrhunderts scheiterte jeglicher
Wunsch, gegen den vordringenden kapitalistischen Geist Stellung
zu nehmen, an den realen Geldbedürfnissen des Alltags. Solange
dabei in den außeritalienischen christlichen Staaten die Juden und
die landesfremden italienischen Geldwechsler, die sogenannten Lom¬
barden oder Kawertschen, das Geldbedürfnis der Fürsten befriedigten,
war der Widerspruch zwischen Theorie und Praxis noch nicht so
auffällig. Für die Juden galt nach einer verbreiteten Anschauung
das kanonische Zinsverbot nicht, und den landesfremden Lom¬
barden zählte man auch kaum unter die Christenmenschen.
Anders wurde die Sache, als die Kaufleute des eigenen Landes
die Juden und die Kawertschen immer mehr aus dem reichen Ge¬
winn abwerfenden Geldgeschäft verdrängten und die staatlichen
Gewalten nun mit diesen heimischen Kapitalisten arbeiten mußten.
Erst jetzt klaffte zwischen der kanonischen Zinstheorie des christ¬
lichen Staates und der Praxis ein unüberbrückbarer Widerspruch.
Und doch konnten selbst die gewissenhaftesten Fürsten daran nichts
ändern. Auch sie kamen ohne den kapitalistischen Kaufmann nicht
mehr aus. Die gewissenlosen Fürsten aber haben nicht selten den
Widerstreit zwischen dem christlichen Wirtschaftsideal, das noch
immer die öffentliche Meinung beherrschte, und der Praxis be¬
nutzt, um reiche Gläubiger zu vernichten oder doch um ihre her¬
geliehenen Kapitalien zu bringen. Zumeist stand selbst in dem
Europa des 16. Jahrhunderts noch die öffentliche Meinung auf
der Seite des Fürsten , der sich bankrott erklärte und den Kapita¬
listen, die ihm aus schweren Finanznöten geholfen hatten , die
Zahlung verweigerte. Für die große Menge waren die Kaufleute,
die sich mit Geldgeschäften befaßten, eben alle mehr oder weniger
Wucherer. Selbst Matheus Schwarz, der Hauptbuchhalter der
Fugger, schreibt zu Anfang des 16. Jahrhunderts noch in einem
Lehrbuche über Buchhaltung an der Stelle, wo er die im kauf¬
männischen Leben üblichen Fremdworte verdeutschte : „ Interesse,
das ist höflich gewuchert; Finanzen [d. h. Finanzgeschäfte treiben] \
ist gleich höflich gestohlen.“
1„
Sono sempre intrigati e obligati con l’usure, che loro chiamano
finanze“. A 1b è r i , Relazioni degli ambasciatori veneti al senato I.
2. S. 204.
Zweites Buch: Kirche, Staat und Frühkapitalismus.
67
Der vielgenannte Zwiespalt zwischen Theorie und Praxis
wirkte natürlich hemmend auf das Wirtschaftsleben und korrum¬
pierend auf die öffentliche Moral. Die kleinste staatliche Gewalt
und nicht wenige Privatleute glaubten sich bei Zahlungsunfähigkeit
oder bei Zahlungsunlust hinter den Wucherparagraphen und das
kanonische Zinsverbot zurückziehen zu können. Und selbst das
Raubrittertum , das die Kaufleute plünderte, suchte sich gern aus
der antikapitalistischen Tendenz der mittelalterlichen Wirtschafts¬
ethik ein Mäntelchen für sein gewalttätiges Gewerbe zu machen.
*
*
*
Man kann noch weiter gehen als zu sagen, das Geldbedürfnis
von Staat und Kirche für Verwaltungs-, Kriegs- und weltmachts¬
politische Zwecke hat das Aufkommen des Kapitalismus, aller
mittelalterlichen Wirtschaftsethik zum Trotz, zugelassen und ge¬
fördert. Man darf ohne Übertreibung sagen, das kirchliche und das
staatliche Geldbedürfnis hat nicht selten bedeutungsvolle kapita¬
listische Organisationsformen unmittelbar selbst mit geschaffen.
Ich denke dabei z. B. an Konsortien von Kaufleuten, die sich —
oft durchaus schon international — bildeten, um besonders große
oder besonders gefährliche Anleihen der Kurie oder der Fürsten
unterzubringen 1. Bei manchen fürstlichen Finanzgeschäften, z. B.
den sogenannten Silber- und Kupferkäufen mit den Habsburgern
als den Landesherren von Tirol, mußten auch aus dem Grunde
1 Beispiele
bei Gottlob,
Päpstliche
Darlehensschulden,
a. a. O., S. 697 . Ferner bei O. M e 11 z i n g , Das Bankhaus der
Medici und seine Vorläufer . Jena 1906 , S. 49 ff ., S. 58 ff ., 77 usw . ;
Georg
Schneider,
Die finanziellen Beziehungen der florentinischen Bankiers zur Kirche von 1285 bis 1304 . Leipzig 1899 ; auch
in dem zusammenfassenden Aufsatz von Josef
Kulischer,
Warenhändler und Geldausieiher im Mittelalter .
Zeitschrift für
Volkswirtschaft , Sozialpolitik und Verwaltung . Bd . XVII (1908 ),
S. 29 ff . Für die Konsortien hansischer Kaufleute in England im
14. Jahrhundert vgl . Josef
Hansen,
Der englische Staatskredit
unter König Eduard III . und die hansischen Kaufleute . Hansische
Geschichtsblätter 1910 , S. 323 ff . Auch G. Grosch, Geldgeschäfte
hansischer Kaufleute mit englischen Königen im 13 . und 14 . Jahr¬
hundert , im Archiv für Kulturgeschichte , Bd . II (1904 ). In Frank¬
reich mußte sich zu Anfang des 15. Jahrhunderts ein Konsortium
von 20 Kapitalisten bilden , um Karl VII . Geld zu verschaffen . Cfr.
5*
*
68
Zweites Buch : Kirche, Staat und Frühhapitalismus.
oft mehrere große Handelsgesellschaftenzu Konsortien zusammen¬
treten, weil die Habsburger mehreren Firmen gegenüber Geld¬
verpflichtungen hatten , die sie durch Gewährung von Kontrakten
der genannten Art auf einmal befriedigen wollten 1. In ähnlicher
Weise veranlaßte der Wunsch der Fürsten, auf einen Schlag mehrere
Gläubiger zu befriedigen und deren gegenseitige Eifersucht zu
dämpfen, die Entstehung von Konsortien im Gewürzhandel der
portugiesischen Krone usw. Obwohl natürlich auch hier zugleich
die Größe der Gefahr die Kaufleute zu gemeinsamem Vorgehen in
Konsortialbeteiligungen bewog.
Ich denke ferner bei der oben genannten These über den Zu¬
sammenhang obrigkeitlicher Finanznot und der Entstehung wichtiger
kapitalistischer Organisationsformen an die frühen italienischen
Aktienvereine, die ins Leben traten , um öffentliche Anleihen auf¬
zubringen 2, oder auch an die älteren Bankgründungen, die notorisch
oft aus dem Grunde geschahen, um dem Staate damit neue Ein¬
nahmequellen zu eröffnen3. Es mag in diesem Zusammenhänge
auch nicht unerwähnt bleiben, daß die rasche Verbreitung der
kapitalistischen Gewerkschaft und die damit zusammenhängende
Verdrängung der älteren Arbeitsgenossenschaftaus dem Bergbau
— seit dem 13. Jahrhundert etwa — wesentlich durch die Finanz¬
bedürfnisse der Regalherren gefördert wurde. Das Interesse der
Bergherren, das zunächst in einer möglichst hohen Quote des
Zehnten und der übrigen obrigkeitlichen Anteile an der Ausbeute
H . P r utz, Jacques Coeur von Bourges . Geschichte eines patrio¬
tischen Kaufmannes aus dem 15. Jahrhundert . Berlin 1911 , S. 51.
Für die großen Konsortien , besonders italienischer und süddeutscher
Kaufleute des 16. Jahrhunderts , ist natürlich vor allem Ehren¬
berg,
Zeitalter
der Fugger , heranzuziehen . Vgl . dort besonders
auch I. Bd . S. 399 f.
1 Für solcher Art Konsortialbeteiligungen
der Fugger vgl . M.
Jansen,
Jakob
Fugger der Reiche , S. 80 f, 83, 85, 88, 96, 115
und sonst . Für Frankreich vgl . P . Imbart
de la Tour,
Les
origines de la Réforme . Bd . I, S. 424.
2 L. Goldschmidt,
Universalgeschichte
des Handelsrechts.
Stuttgart 1891 , S. 291 . Trotz des Widerspruchs von Karl
Leh¬
mann Die
(
geschichtliche Entwicklung des Aktienrechts
bis zum
Code de commerce . Berlin 1895) halte ich daran fest , daß die Wiege
der modernen Aktiengesellschaft
in Italien stand . Näheres darüber
unten im dritten Buch Kapitel I Abschnitt 2.
3 Schindlers Jahrbuch 1913 , S. 1168.
*8
Zweites Buch : Kirche, Staat und Frühkapitalismus .
69
gesehen wurde, „führte von selbst darauf, daß eine rasche und
intensive Ausbeutung der Erzlager viel eher von größeren Betrieben,
die mit einer zahlreichen Belegschaft arbeiten konnten, zu erwarten
sei, als von den alten kleinen Arbeitsgenossenschaften, die in selbst¬
genügsamer Beschränkung nur einen Schacht nach dem anderen
anschlugen“ 1.
Besonders gut aber läßt sich der Zusammenhang zwischen
„Fiskalismus“ und „Kapitalismus“ an der Entstehung der kapita¬
listischen Organisationsformen der Monopole und Kartelle ver¬
folgen2. Die frühesten Kartelle, die mir bisher bekannt geworden
sind, erscheinen nicht so sehr als Schöpfungen von Kaufleuten,
sondern ebensoviel als Erzeugnisse einer staatlichen Finanzpolitik,
die für sich die Berechtigung in Anspruch nahm, ein Regal, das ihr
zustand, durch vertragsmäßigen Ausschluß einer lästigen Konkurrenz
vor der Wertminderung zu bewahren. Das gilt z. B. von dem Salz¬
vertriebssyndikat, das im Jahre 1301 König Karl II . von Neapel
als Besitzer von provenealischen Salinen und Philipp der Schöne
von Frankreich als Regalherr der Salinen von Aiguesmortes ihre
Bankiers und Salinenpächter, die Florentiner Kaufleute Franzesi
und Bardi, abschließen ließen 3. Das gilt auch von dem Kartell,
1 Inama - Sternegg
, Deutsche Wirtschaftsgeschichte . III.
Band . 2. Teil, S. 165 f.
2 Auch für die ältere Geschichte des Seeversicherungswesens ist
die fiskalische Wirtschaft von Bedeutung geworden . Gegen eine
Prämie von 6 % übernahm im 16. Jahrhundert der König von Por¬
tugal , selbst während der Kriege Karls V. gegen Frankreich , die Ver¬
sicherung der Schiffe, die indisches Gewürz von Portugal nach Ant¬
werpen usw. brachten . Nach dem Kriege wurde die Prämie sehr
ermäßigt . Cfr. das Gutachten Peutingers de anno 1530, Msc. Augs¬
burger Stadtbibliothek . Cod. 2 ° Aug. 386 fol. 189r f.
. . mani¬
festum est, quod regia celsitudo Portugallensis negotiatores nationum
omnium qui solent cum ea contrahere ac in Germaniam inferiorem
transnavigantes etiam bellorum tempore , quae inter sacram caes.
maiestatem et Francorum regem sunt gesta salvos et cum omni
securitate mercium suarum acceptis sex pro centum et etiam extra
illa bella pro minori summa hactenus conservavit . .
Fol . 200 r
nennt Peutinger diese Versicherung direkt „Securitates “ . In Portugal
hatte übrigens 1367—1387 schon eine „ Zwangssozietät zum Zwecke
der Seeversicherung“ existiert . Handwörterbuch der Staatswissen¬
schaften , 3. Aufl., VII , 1250.
8 Der Syndikatsvertrag ist in den Regesten Davidsohns For¬
(
schungen zur Geschichte von Florenz . III. Berlin 1901, Nr . 382) erwähnt.
2
70
Zweites Buch: Kirche, Staat und Frühkapitaiismus.
das im Jahre 1470 Papst Paul II . mit König Ferrante von Neapel
einging, um die gegenseitige Konkurrenz ihrer Alaungruben von
Tolfa und Ischia auszuschalten 1.
,
Auch die bedeutendsten Monopole des Mittelalters und der
beginnenden Neuzeit sind im wesentlichen Schöpfungen der staat¬
lichen Finanzpolitik. Dieser Satz gilt von den Monopolen im sizilischen Königreich und sonst seit dem 12. und 13. Jahrhundert *,
ja noch früher. Er gilt von dem päpstlichen Alaunmonopol des
15. Jahrhunderts , a«r das wir noch zu sprechen kommen werden.
Er gilt auch besonders von den Monopolen im Gewürzhandel3 und
im Erzgroßhandel des 16. Jahrhunderts , also jenen Formen einer
kapitalistischen Wirtschaft, die besonders stark von den Sozialethikern der Zeit bekämpft wurden. Gerade hier haben wir es ganz
offenbar mit Schöpfungen fürstlicher Finanzpolitik zu tun . Um in
außergewöhnlich schwierigen Finanznöten besonders hohe Darlehns¬
summen von den Kaufleuten zu erhalten, bewilligten ihnen die
Fürsten das alleinige Großhandelsrecht mit einer Ware, über die
den Landesherren auf Grund von Regalien ein gewisses Verfügungs¬
recht oder Mitverfügungsrechtzustand. Die kapitalistischen Kauf¬
leute griffen bei einem solchen Angebot zumeist gern zu. Oft gaben
sie auch entsprechende Anregungen4. Vielfach waren eben ihre
1 Vgl. A. Gottlob,
Aus der Camera apostolica des 15. Jahr¬
hunderts. Innsbruck 1889, S. 296; ferner G. Zippel,
L’allume dl
Tolfa e il suo commercio. In Archivio délia R. Società Romana di
Storia Patria. Vol. XXX (1907), S. 34 ff. Das hochinteressanteKartell¬
instrument ist in extenso abgedruckt bei A. Theiner,
Codex dipl.
dominii temporalis sanctae sedis. 3. Bd. Rom 1862, S. 463 ff. Wir
müssen in einem späteren Kapitel dieses Werkes noch einmal auf diese
frühen Kartelle zurückkommen. Dann werden auch „fiskalische
Kartelle" der späteren Jahrhunderte genannt werden.
2 Ad. Schaube,
Handelsgeschichte der romanischen Völker
des Mittelmeergebiets bis zum Ende der Kreuzzüge. München und Berlin
1906, S. 509 f., und sonst, vgl. Register unter Monopol.
3 R
. Ehrenberg,
Das Zeitalter der Fugger. II. Bd. S. 14,
I. Bd. S. 398f.
4 Selbstverständlichhatten die großen Kaufleute ihre eigenen
Gedanken über die ethische Beurteilung von Monopolbestrebungen.
Conrad Peutinger, ihr beredter Anwalt, dürfte die communis opinio
wenigstens der Augsburger Großfinanz treffen, wenn er einmal schrieb:
„Praeterea etiam in praetensa consultatione et in eius articulis pluri¬
bus haec verba ,aigennutzig handtierungen' usurpantur, quae studium
*
Zweites Buch : Kirche , Staat und Frühkapitalismus.
71
Darlehen an die Fürsten so hoch angelaufen , daß sie überhaupt
nur noch mit Hilfe von so außerordentlichen Maßregeln wie Mono¬
polen getilgt werden konnten . Nichts ist verkehrter , als die Monopol¬
bewegung des 16. Jahrhunderts nur aus einer exorbitanten Gewinn¬
begierde der Kaufleute erklären zu wollen. Das lebendige Interesse,
das z. B . die deutsche königliche und kaiserliche Finanzpolitik hier
hatte , zeigt sich deutlich an dem Eifer , mit dem sie die monopol¬
inhabenden Kaufleute gegen eine Belästigung durch das Reichs¬
regiment schützte 1. Während
auf den deutschen Reichstagen
seit Beginn des 16. Jahrhunderts die kleinen staatlichen und stän¬
dischen Gewalten gegen die Monopole wetterten und ihre strenge
Bestrafung beschlossen, verpflichteten sich der deutsche König Fer¬
dinand und sein kaiserlicher Bruder Karl V. in den Monopolkontrakten , die sic mit den Kaufleuten abschlossen , heimlich , die
Monopolisten gegen jedes Eingreifen der Reichsgewalt zu ver¬
teidigen . Nur so waren vielfach die Kaufleute zur Annahme der
Monopole zu bewegen.
Wir müssen , um hier deutlich zu sehen , einen Blick auf die
deutsche Antimonopolbewegung des 16. Jahrhunderts werfen , wie
sie besonders auf den Reichstagen sich abspielte . Der Reichstags¬
abschied von Trier -Köln (1512) brachte in den Paragraphen 16 und
folgende des 4. Stückes eine scharfe Absage an die Monopolisten.
Da heißt es : „Und nachdem etwa viel grosse Gesellschafft in
Kauffmannsschafften in kurtzen Jahren im Reich aufgestanden,
auch etliche sondere Personen sind , die allerley Waar tind Kauffmanns -Giiter , als Specerey , Ertz , Wöllen -Tuch und dergleichen
proprii commodi in illis negotiationibus interpretari solent, et licet
indebite societatibus ad iniuriam referuntur , cum tamen proprium
commodum quaerere prout de jure non solum in negotiationibus sed
etiam aliis in actionibus omnibus permittitur , nulli prohibetur , sic
etiam omnibus mercatoribus et eorundem societatibus , qui non solum
bona et res, sed et corpora laboribus et periculis exponunt , dum
contra ius non contrabunt , proprium commodum sicut et aliis qui
otiosi acquirunt fovere et illi studere convenit “,
1Unser vorliegendes Werk dürfte die völlig falschen Auffassungen
korrigieren , die H. L e v y (Monopole, Kartelle und Trusts in ihren
Beziehungen zur Organisation der kapitalistischen Industrie . Dar¬
gestellt an der Entwicklung in Großbritannien . Jena 1909, S. 68) über
die Verbreitung des Monopolwesens in Deutschland im frühkapitalis¬
tischen Zeitalter vertreten hat.
72
Zweites Buch: Kirche, Staat und Fxühkapitalismus.
in ihre Händ und Gewalt allein zu bringen unterstehen , Fürkauff
damit zu treiben , setzen und machen ihnen zum Vortheil solcher
Güter den Wehrt ihres Gefallens , fügen damit dem hl. Reich und
allen Ständen desselbigen mercklichen Schaden zu, wider gemein
beschriebene Kayserliche Recht und alle Erbarkeit : Haben Wir,
zur Fürderung gemeines Nutz und der Nothdurfft nach , geordnet
und gesetzt und thun das hiemit ernstlich und wollen, dass solche
schädliche Handthierung hinführo verboten und ab sey und sie
niemands treiben oder üben soll. Welche aber wider solches thun
würden , deren Haab und Güther sollen confiscirt und der Obrig¬
keit jeglichen Orts verfallen sevn . Auch dieselbe Gesellschafft
und Kaufficut hinführo durch kein Obrigkeit im Reich geleitet
werden , sie auch desselben nicht fähig seyn , mit was Worten , Meynungen oder Clausuln solche Geleit gegeben werden.
§ 17. Doch soll hiedurch niemands verboten seyn , sich mit
jemand in Gesellschafft zu thun , Waar , wo ihnen gefällt , zu kaufl’en
und zu verliandthicrcn ; dann allein , dass er die Waar nicht unter¬
stehe in eine Hand zu bringen und derselben Waar einen Wehrt
nach seinem Willen und Gefallen zu setzen , oder dem Kauffer
oder Verkauffer andinge solche Waar niemands dann ihm zu kauften
zu geben oder zu behalten ; oder dass er sie nicht näher geben wolle,
dann wie er mit ihm überkommen hat.
§ 18. Wo aber die, denen liierinn Kauffmannssehafft zu treiben,
wie obsteht , unerlaubt ist , unziemliche Theueruug in ihren Waaren
zu machen unterstehen würden , darin soll eine jede Obrigkeit mit
Fleiss und Ernst sehen , solche Theueruug abzuschaffen und einen
redlichen , ziemlichen Kauff verfügen . Wo aber einige Obrigkeit
in solchem lässig oder säumig seyn und das an unsern kayserlichen
Fiscal gelangen wird , so soll unser Fiscal solches der Obrigkeit,
da solche Kauffleut oder Handthierer gesessen oder wohnend
seyn , zu erkennen geben und sie ermahnen , solche beschwerliche
Handlung abzuschaffen und zu straffen in Monats -Frist . Dann wo
die Obrigkeit solches in bestimmter Zeit nicht thät , so wolt und
müsst er auss seinem Amte in solchem procediren und fürnehmen,
wie sich gebührt ; alsdann er auch solches zu thun , Macht und Recht
haben , auch unverzüglich thun soll.“ 1
1 Neue und vollständigere Sammlung der Reichs-Abschiede,
4 Teile. Frankfurt 1747. II . Teil, S. 144.
Zweites Buch : Kirche, Staat und Frühkapitalismus.
73
Der Reichstagsabscliied von Trier-Köhl (1512) brachte die
Reichsverhandlungen über die Monopole nicht zum Stillstand.
Auch in den nächsten Jahrzehnten sollten sich das Regiment, Reichs¬
tag und Reichskammergericht mit der Frage der Monopole lebhaft
beschäftigen. Besonders eindringlich setzten die Verhandlungen
im Regiment 1522/23 ein, nachdem man dort schon vorher über
die reichsrechtliche Behandlung von Monopolien verhandelt hatte 1.
Soviel ich sehe, hat denn auch zuerst im Jahre 1523 der Fiskal
yon der Gewalt Gebrauch gemacht, die ihm der Reichstag im
Jahre 1512 in die Hand gegeben hatte . Eine ganze Anzahl Augs¬
burger Handelsherren, Jakob Fugger, Andreas Grander, Christoff
Herwart, Ambrosius Höchstetter, Bartholome Welser, Andreas
Rem und ihre Mitgesellschafter wurden von Caspar Marth, dem
damaligen Anwalt des Reiches, vor Gericht geladen. Mit fieber¬
hafter Eile suchten die bedrohten Augsbui'ger Schutz vor dem
nahenden Unheil. Sie zogen von allen Seiten hochmögende Bundes¬
genossen heran. Jakob Fugger wandte sich an Herzog Georg von
Sachsen, mit dem er in enger geschäftlicher Verbindung stand 2,
ebenso an Erzherzog Ferdinand. Besonders aber baten die Augs¬
burger Kaufleute Karl V. um Hilfe. Nicht umsonst! Von Burgos
in Kastilien aus richtete der Kaiser schon am 15. September 1523
ein energisches Schreiben an den Fiskal und befahl ihm, sofort
das Verfahren gegen die Augsburger Kaufleute einzustellen3.
Gleichzeitig forderte der Kaiser auch seinen Bruder, den Erzherzog
Ferdinand, auf, den Prozeß des Fiskals gegen die Augsburger
Handelsherren niederzuschlagen4. Ferdinand möge dem Fiskal
befehlen, „daß er all information und unterricht des handeis, so
er wider die öbgemelt kaufleut, hat “, dem Kaiser „unter seinem
betschaff zuschick“. Karl werde die Akten „übersehen und weiter
darin nach des heiligen reichs Ordnung, gemainen rechten, der
1 Die Verhandlungenvon 1522/23 sind ausführlich wiedergegeben
in „Deutsche Reichstagsakten jüng. Reihe“. 3. Bd. (1901). Bearbeitet
von Adolf Wrede. S. 554 ff. Die Wormser von 1521 daselbst 2. Bd.
S. 351.
2 Jansen,
Jacob Fugger der Reiche, S. 261.
3 Urkunde im Anhang abgedruckt.
4 Burgos in Castilien, 15. September 1523. K. und K. Haus-,
Hof- und Staatsarchiv in Wien. Reichsregistratur Bd. 3 Fol. 235/236.
Am 16. Dezember 1524 wiederholte der Kaiser noch energischer die
Mahnung an Caspar Marth. Reichsregistratur 5. Bd. Bl. 11 ff.
1
74
Zweites Buch : Kirche, Staat und Frühkapitalismus.
pilligkait und wie des hl. reichs notturft und aufnemung erfordern
wirdet, handeln lassen und solchs alles alsdan“ dem Regiment
und dem Reichskammergericht mitteilen. Sollte schon etwas
gegen die angeklagten Augsburger Kaufleute „gehandelt, aus¬
gesprochen oder furgenomen“ worden sein, so möge Ferdinand
das „von stund an genzlich bis auf weitern bevelh abthun und
nichtigen und in vorigs wesen sezen und stellen.“
Im Ernst dachte natürlich Karl V„ finanziell völlig abhängig
von den süddeutschen Geldmännern wie er war, gar nicht daran,
den Prozeß des Reichsfiskals gegen die vorhin genannten Augs¬
burger Kaufleute wieder aufleben zu lassen. Das ergibt sich deut¬
lich genug schon aus der Tatsache, daß die Augsburger keine Mühen
und Kosten scheuten, um es auf dem Nürnberger Reichstage
(1523/24) durchzusetzen, daß die endgültige Regelung der Monopolienfrage dem Kaiser übertragen würde L Tatsächlich erreichte
man diese Übertragung. Wenn auch mit der Beschränkung, daß
der Kaiser verpflichtet sein sollte, bis zur Frankfurter Fastenmesse
des nächsten Jahres eine Entscheidung über die Monopolangelegen¬
heit zu treffen. Geschah das nicht, so sollten die Bestimmungen des
Kölner Abschieds von 1512 in Kraft treten 2.
Erich König hat aus dem Peutinger-Nachlaß, der in der Augs¬
burger Stadtbibliothek aufbewahrt wird, den Nachweis geliefert,
daß die Augsburger Kaufmannschaft alle Hebel in Bewegung setzte,
um den Kaiser zum schnellen Erlaß eines Handelsgesetzes zu be¬
wegen, in welchem die Monopolfrage erledigt wurde. Namentlich
darauf kam es den Augsburgern an, gegen ein willkürliches, instanzen¬
überspringendes Eingreifen des Reichsfiskals einen stärkeren gesetz¬
lichen Schutz zu haben als die Formulierung des Trier-Kölner
Abschieds (1512) bot. Zwar wurde dort die gerichtliche Zuständig¬
keit der ordentlichen Obrigkeit (also des städtischen Rats für Augs¬
burg usw.) auch für Monopolprozesseaufrechterhalten, aber sie
wurde doch nicht entschieden genug betont und gegen Übergriffe
1 Laut einer Denkschrift Dr. Konrad Peutingers, vgl. Erich
König, Peutingcrstudien. In Studien und Darstellungen aus dem
Gebiete der Geschichte. IX. 1. und 2. München 1914, S, 119.
2 Deutsche Reichstagsakten jüngere Reihe. 4. Bd. (1905). Heraus¬
gegeben von Adolf Wrede. Nr. 110, Art. 4 und Nr. 149 § 27, IV.
(Endgültige Beschlußfassung und Abschied.)
Zweites Buch: Kirche
, Staat und Friilikapitalismus
.
75
#
anderer Behörden geschützt 1. Das sollte in Zukunft anders werden.
Höchstwahrscheinlich hat Konrad Peutinger selbst das Handels¬
gesetz entworfen, das nach längeren Bemühungen der Augsburger
am spanischen Hofe von Karl V. am 10. März 1525 zu Madrid
Rechtskraft erhielt. Das Gesetz bestimmt im wesentlichen das
folgende bezüglich der Gerichtszuständigkeit in Monopolprozessen2.
Als Ankläger wegen Monopolvergehens darf nur die Obrigkeit des¬
jenigen Ortes auftreten, in welchem der Führer der betreffenden
Firma seinen Wohnsitz hat (nicht etwa die Obrigkeit des Ortes,
nach dem die monopolisiertenWaren verbracht worden sind oder
die Obrigkeit der das Geschäft vermittelnden Faktoren). Nur
dann, wenn die zuständige Obrigkeit bei offenkundigen Über¬
tretungen der Monopolverbote nicht einschreitet, oder wenn sie
verdächtige Fälle nicht untersucht, bzw. in einem eröffneten Ver¬
fahren willkürlich Stillstand eintreten läßt, nur dann hat der kaiser¬
liche Kammergerichtsfiskal ein Recht, seinerseits vorzugehen; er
muß aber zunächst die erste Instanz mahnen und erst, wenn sie
daraufhin einen Monat untätig verstreichen läßt , hat er die Be¬
fugnis, den Fall vor das Kammergericht zu ziehen.
Wurde so die Gerichtshoheit der Städte usw. bei Monopol¬
vergehen einem willkürlichen Eingreifen des Fiskals gegenüber
sichergestellt, so blieb die Ächtung und Strafbedrohung bei Mono¬
polen und Monopolversuchen, die auf gleiche Stufe mit Fälschungen
und Betrug gestellt wurden, selbst bestehen. Ebenso das Verbot
aller Syndikate, die den Zweck der Preissteigerung verfolgten.
Wichtig ist es, daß nur diejenigen Monopole mit Strafe bedroht
wurden, deren das gemeine Recht Erwähnung tut . Erwähnens¬
wert erscheint mir auch die Tatsache, daß die schweren Straf¬
bestimmungen des Kölner Reichstages in Karls V. Gesetz vom
10. März 1525 einigermaßen gemildert auftreten . So sollte in
Zukunft nicht mehr das ganze Vermögen des Monopolisten der
Obrigkeit verfallen sein, sondern nur derjenige Teil, mit dem das
Monopolvergehen ausgeübt worden war. Ferner sollte jetzt der
Käufer monopolistischer Waren ungestraft bleiben, gleichviel ob
1 Kö n i g a. a. O. S. 115 ff.
2 Die folgende Inhaltswiedergabe des Gesetzes vom 10. März
1525 lehnt sich größtenteils frei an König an, der auch im Anhang
seines Werkes die wichtige Quelle in extenso abgedruckt hat. S. 169 ff.
1
76
Zweites Buch ; Kirche , Staat und Frühkapitalismus.
er von dem Monopol gewußt hat oder nicht ; der Verkäufer wird
mit der Konfiskation des erzielten Kaufpreises bestraft.
Man wird der Bedeutung des Gesetzes vom 10. März 1525 am
meisten gerecht werden, wenn man es nicht so sehr in der Monopolienfrage, als vielmehr in der Frage der obrigkeitlichen Be¬
schränkung einer freien Entwicklung der Handelsgesellschaften
epochebildend
ansieht.
Heftiger nämlich fast noch als die Bemühungen gewisser Kreise,
im Reiche die Monopolien zu vernichten, waren die Versuche dieser
Idealisten, die Ausdehnung der Kapitalkraft derHandelsgesellschaften
zu verhindern. Seit Generationen waren bereits Angriffe auf das
Sozietätswesen erfolgt. Schon in den Zunftaufständen von 1425—1429
wurde in Konstanz die Abschaffung der Handelsgesellschaftenge¬
fordert h In dasselbe Horn stieß die Reformation Kaiser Sigis¬
munds im 7. Kapitel, „von den geselschaften in den stetten “ über¬
schrieben. Da heißt es: „ Item es sind groß geselschaften aufgestanden, die zusamen spannent und treibent groß kaufmannschatz, es ge in wol oder übel. Sy schybent es ye darnach, das
sy nit verliern. Das kompt auch aller gemain in den stetten und
auf dem land übel. Man soi dawider
sein, das solich
puntnuss abgestellet werd und nyndert mer gefunden, weder von
edlen noch von bürgern. Wer aber darüber in dhain geselschaft
punde, ist er ain burger in ainer reichstatt, so soi sein koufmanschatz der statt ledig und gar vervalen sein und soi inn darinne
nichtzit schiermen. Ist er edel, so soi er sein in des reichs Un¬
gnaden und sein koufmanschatz menigklich erlaubet sein. Man
soi vor allen aufsätzen in allen kauffen vesteklich verhüten , wenn
laider yetz die aufsätz allen lannden we tond, es schaidet trüw
und gemainsame gar“ 2.
1 Schulte,
Geschichte des mittelalterlichen
Handels . I . Bd.
S. 608.
2 Zitiert nach der Ausgabe von Heinrich Werner . III . Ergänzungshe £t des Archivs für Kulturgeschichte . (1908 .) S. 73. Übrigens wendete
sich der Autor der Reformation des Kaiser Sigismund auch gegen die
Versuche , Monopole zu bilden . In Kapitel 18 („ Wie man das furkouffen furkomen sol “ überschrieben ) liest man : „ Man soi auch
wissen , das notturftig ist der gmainen cristenhait zu versorgen umb
alles verkauften , es sey wein , körn , fleisch , smaltz , allerlay gemuss,
was man messen sol . In ainem land gerätt das denn , in dem andern
da vindet man mangen , der darauf sicht und furkauft ; so es im fug-
*1
Zweites Buch : Kirche, Staat und Frühkapitalismus.
77
Aber eine rechte Hetze gegen die großen Handelsgesellschaften
hebt doch erst in der volkstümlichen Literatur und in der Gesetz¬
gebung des beginnenden 16. Jahrhunderts an \ Man kann dabei
von jenen Fanatikern absehen, die eine völlige Abschaffung der
Handelsgesellschaften forderten. Ihre extremen Wünsche hatten
keine Aussicht, Gesetzeskraft zu erlangen. Anders stand es mit
den Vorschlägen der besonnenen Feinde der kapitalistischen Ent¬
wicklung, wie sie sich in der mächtigen und schnellen Ausdehnung
der Handelsgesellschaftenoffenbarte. Die Forderungen einer Ein¬
dämmung der Handelsgesellschaften durch Beschränkung der in¬
vestierten Kapitalien, der zugeiassenen Mitglieder (nur Vater,
Sohn und Schwiegersohn sollen sich in Gesellschaft zusammen¬
tun dürfen), der Anzahl der Faktoreien usw., diese Forderungen
durften schon eher auf Zustimmung der maßgebenden Kreise
hoffen. Standen doch selbst Städte wie Nürnberg, Ulm, Frank¬
furt usw. solchen Prohibitivmaßregeln nicht unfreundlich gegen¬
über. Die genannten Städte wurden dabei vielfach von Neid gegen
Augsburg, das eigentliche Herz des deutschen Frühkapitalismus,
getrieben 2.
Durch das Handelsgesetz Karls V. vom 10. März 1525 wurden
nun mit einem Schlage die Hoffnungen der mehr oder weniger
weitgehenden Gegner einer freien Entfaltung der Handelsgesell¬
schaften zerstört. Der Kaiser bestimmte in dem Erlaß, es dürfe
weder jetzt noch künftig ehrbarem
Kaufmannshandel und
Wandel — dem großen, dem mittleren und dem kleinen — durch
irgendwelche einengende, gesetzlich nicht begründete Verfügungen
Behinderung und Schmälerung widerfahren. Vielmehr sollte es
lieh ist , so schlecht er ungewonlich gwinn darauf und dringet arm
leut . . .“ In Werners Ausgabe , S. 88 . Ich möchte gegen Werner
(und Böhms ältere Ausgabe ) lesen . . . „ da vindet man mangel . Der
darauf sicht und furkauft , so es im fuglicli ist , so schlecht er . . .“
1 Die meisten Literaturangaben
bei Ang.
Kluckhohn,
Zur Geschichte der Handelsgesellschaften
und Monopole im Zeitalter
der Reformation . In Historische Aufsätze , dem Andenken an Georg
Waitz gewidmet . Hannover 188S , S. 666 ff . Dazu vgl . Deutsche
Reichstagsakten jüngere Reihe . III . Bd ., S. 554 ff. ; IV . Bd ., S. 467 ff.
Was sich auf den Reichstagen im großen abspielte , das wiederholte
sich im kleinen auf den Landtagen usw.
2 Kö n i g a. a . O., S. 121 und dic Rcichstagsakten
IV , S. 257,
260 , 641 , 673.
1
78
Zweites Buch: Kirche, Staat und Frühkapitalismus.
einem jeden erlaubt sein, ganz frei und uneingeschränkt Kauf¬
mannschaft zu treiben, wie, wann, an welchen und an wieviel Orten
innerhalb und außerhalb des Reiches, durch welche Personen, in
welcher Art und mit welchen Gütern und Waren er wolle, sei es
allein oder in Gesellschaft mit anderen und mit jedem beliebigen
Kapital , gleichviel, ob dies sein, oder seiner Gesellschafter oder
anderer Leute eigen sei L Man sieht, offenbar ging die Tendenz
des Gesetzes auf eine freie Entwicklung der Handelsgesellschaften
hinaus. Das Reichsregiment hat denn auch den Erlaß, als den
Wünschen des Großhandels allzusehr entgegenkommend, nicht
publiziert, sondern zu den Akten gelegt 2.
Bedeutete das Madrider Handelsgesetz Karls V. vom 10. März
1525 für die Kämpfe um die Ausdehnung der Handelsgesellschaften
einen gewissen— für die Gegner des Großhandels sehr ungünstigen—
Abschluß, so sollte in der nächsten Zeit auch die Frage der Monopolien eine den Augsburger Großkaufleuten recht annehmbare
Wandlung bringen.
Die Habsburger, Karl V. und Ferdinand I., wie die meisten
damaligen Fürsten überhaupt 3, mußten die Antimonopolbe¬
wegung, wie sie sich in der Literatur ihrer Zeit und auf den
Reichs- und Landtagen ihrer Länder abspielte, mit recht gemischten
Gefühlen betrachten. Ihrer Finanzpolitik war die Bewegung eines¬
teils günstig. Das drohende Unheil, das in der Gestalt eines Reichs¬
kammergerichtsprozessesgleich einem Damoklesschwert über den
Häuptern der damaligen deutschen haute finance hing, mußte die
reichen Kapitalisten den kaiserlich-königlichen Anleihewünschen
gegenüber gefügig machen. Bei der obersten Reichsgewalt lag ja
der einzige Schutz gegen Eingriffe des Fiskals. Ferner bedeuteten
auch die Schutzbriefe des Kaisers für die monopolistischen Kauf1 Nach Königs Interpretation des Gesetzes.
2 Kö nig a. a. O., S. 119.
3 Peutinger nennt folgende Monopole , die zu seiner Zeit besonders
bekannt waren . Außer dem Pfeffer seien monopolisiert gewesen:
Korallen in Hippo und anderen Orten Afrikas , Alaun in Sizilien und
Toskana , Rosinen in Achaia , Erdharz , sog . Asphalt (nach seinem
Vorkommen im Asphaltsee in Judäa , sog . Totes Meer) in Palästina.
Ob Peutingers Behauptung des etymologischen Herkommens des
Wortes Apalto (in Italien für Monopol gebraucht ) richtig ist , lasse
ich dahin gestellt.
Zweites Buch : Kirche, Staat und Frühkapitalismus .
79
leute eine nicht geringe Einnahmequelle für die kaiserliche Kammer¬
kasse 1.
So konnte also die Antimonopolbewegung der Finanzpolitik
der Habsburger manchen Vorteil bringen. Aber die Sache hatte
nun auch ihre Kehrseite. Zum mindesten war es doch eine Mit¬
schuld, die die Habsburger bei der Entstehung der meisten mono¬
polistischen Organisatiçnsformen traf , die damals im heiligen
römischen Reiche entstanden. In einem Gutachten Augsburger
Bürger über Monopole aus jener Zeit 2 ist der Kern der Sache ge¬
troffen, wenn gesagt wird: „Nit allain durch die gesellschaften
monopolia, als man’s nenen thut und furkeff gesehechen. Dan
so man’s woll ermessen will, wirt man finden, das durch kaufen,
verkaufen, klains und großes, durch gemain vom hösten
bis
auf den geringesten
stand, der menschen aigner und
laider wenig gemainer nucz, brüderliche lieb gesucht wurdt (will
fälschen des guts, betrug etc. geschweigen). Ja , torf te man ’s
sagen , monopolia
oder furkeff
durch die großen
heren
gestuirt
3 und
verkauft
, wie kondpar
am tag
liegt
mit
alon 4, specerei
, ge wand,
merlo 5, metall
und and er m etc.“
Tatsächlich läßt sich nachweisen, daß das Kupfersyndikat vom
Jahre 1498 — wir kommen noch auf dieses Kartell zu reden —
„auf k u n i g 1. Majestät
Will und Befehl“ zwischen
1 Für solche „Briefe“ wurden 40—100 fl. Taxe gezahlt. Auch
die Schutzbriefe des Kaisers, die verhindern sollten, daß die Kauf¬
leute unter dem Vorwand, sie seien der „Lutherei“ verdächtig, von
ihren Feinden belästigt und geplündert wurden, boten dem Reich
eine gute Einnahmequelle. Den Schutzbrief für die Fugger hat
Jansen Jakob
(
Fugger der Reiche, S. 394 ff.jabgcdruckt. Andere
für die Firma Adler-Augsburg, Prechter-Straßburg, Welser-Augsburg
usw. sind in den ReichsregistraturbüchernBd. V BI. 151 ff., 178 ff.,
35 ff. usw. zu finden. Oft ist in ihnen auch Schutz gegen Anklage
wegen Monopolvergehen noch mit erwähnt.
2 Deutsche Reichstagsakten jüngere Reihe. III . Bd. S. -559 f.
Ich möchte annehmen, daß das Gutachten von K. Peutinger be¬
einflußt ist.
3 stürn= stacheln, antreiben.
4 Alaun.
5 Nach dem Herausgeber Ausdruck für Kabeljau.
1
80
Zweites Buch : Kirche, Staat und Frühkapitalismus.
einigen Augsburger Großkaufleuten abgeschlossen wurde ' . Un¬
zweifelhaft lief das Syndikat darauf hinaus, den Augsburger Firmen
eine Monopolstellung auf dem bedeutenden venezianischen Kupfer¬
markte zu sichern.
Und was waren denn die sogenannten Silber- und Kupferkaufe, die Kaiser Maximilian in Tirol mit den Augsburger Kauf¬
leuten, vor allem mit den Fuggern in großer Anzahl abgeschlossen
hatte , anderes, als Monopolisierungengroßen Stils. Dann hatte
König Ferdinand seine Hand im Spiele gehabt als zwischen der
Idriancr großen Gewerkschaft und der des Fürstenbaues ein Queck¬
silberkartell zustande kam 2, und derselbe Herrscher war es gewesen,
der — wie wir im einzelnen noch sehen werden — durch seine immer
gesteigerten fiskalischen Profitwünsche das von ihm geschaffene
Idrianer Quecksilberhandelsmonopolimmer drückender für die
Konsumenten gestaltete. König Ferdinand hat es auch einmal
direkt ausgesprochen, daß er die Idrianer Quecksilbermonopol¬
kontrakte zu dem Zwecke abgeschlossen habe, damit das Queck¬
silber „um so viel höher gesteigert werden möge“3.
Die Beispiele einer führenden Anteilnahme der deutschen
Könige und Kaiser bei der Entstehung von Monopolbildungen des
endenden 15. und des beginnenden 16. Jahrhunderts ließen sich
mehren. Schon das Gesagte dürfte genügen, um zu erkennen,
daß die oberste Reichsgewalt nicht wohl anders konnte, als die
monopolinhabenden Kaufleute gegen eine Verfolgung durch den
Fiskal in Schutz zu nehmen. Im gegenteiligen Falle hätte sich
schwerlich bald noch ein Kapitalist gefunden, der mit Sr. Majestät
den Monopolgewinn zu teilen bereit war. Die meisten großen
Kaufleute verließen sich dabei übrigens bald nicht mehr auf den
guten Wißen der Herrscher, falls der Fiskal gegen sie wegen Handels¬
vergehen vorging. Sie ließen sich vielmehr sofort bei der Eingehung
des Monopolvertrags von dem König bzw. Kaiser bestätigen, daß
er sie bedingungslos beschützen würde, falls man von Reichs wegen
1 Vgl
. das Consilium in causa societatis cupri von K. Pcutinger.
Manuskript in der Augsburger Stadtbibliothek. Cod. 2 ° Aug. 398.
Fol. 193r. König a. a. O. S. 109. Dazu Ehrenberg n. a. O. I. 396ff.
2 Siehe weiter unten das Kapitel „Monopole und Kartelle im
Idrianer Quecksilberhandel des 16. Jahrhunderts.“
3 Näheres siehe im Kapitel „Monopole und Kartelle im Idrianer
Quecksilberhandeldes 16. Jahrhunderts.“
81
Zweites Buch: Kirche, Staat und Frühkapitalismus.
ihre Abmachungen als unerlaubte Wirtschaftsorganisationen an-sehen und gegen sie als Monopolisten einschreiten würde. Ein
entsprechender Paragraph wird uns in den Monopolkontrakten im
böhmischen Zinnerzhandel des 16. Jahrhunderts , besonders aber
im Idrianer Quecksilberhandelderselben Zeit begegnen.
Ein Schritt weiter war es, wenn einzelne Kaufleute auch ohne
die bestimmte Veranlassung des Abschlusses eines Monopolkon¬
traktes sich nachträglich für frühere Übertretungen der strengen
Wirtschaftsethik durch „Majestätsbriefe“ Sicherung verschafften.
So ließen sich die Erben Jakob Fuggers kurz nach dessen Tod
von Kaiser Karl V., in einer aus Granada vom 19. Oktober 1526
datierten Urkunde 1garantieren , daß niemand sie wegen ver¬
gangener oder zukünftiger Monopole gerichtlich belangen oder
belästigen dürfe. Die Urkunde enthält das äußerste, was mir aus
jenen Jahrzehnten an Diskrepanz, an Gegeneinanderarbeiten,
zwischen der kaiserlichen Kanzlei und dem obersten kaiserlichen
Gerichte begegnet ist 2. Welche Handelsgeschäfte übrigens den
Fuggern besonders schwer auf dem Gewissen lagen, das erkennt
man aus einer Urkunde Karls V. vom 26. Oktober 1525 (gegeben
zu Toledo) 3. Es waren die Tiroler Kupfer- und Silberkäufe, be¬
sonders jener „Kauf“, den Jakob Fugger am 7. November 1514
für sich allein und jener, den er am 30. Oktober 1515 mit Ambrosius
und Hans Höchstetter und Compagnie abgeschlossen hatte.
Von den Fuggerschen Salvierungspatenten vom 26. Oktober
und vom 19. Oktober, besonders von letzterem aus, war es nur
noch ein Schritt, wenn der Kaiser auch offen für die völlige reichs¬
gesetzliche Beseitigung des Monopolverbotes, wenigstens auf dem
wichtigsten Gebiete des damaligen deutschen Großhandels, eintrat.
Das geschah durch das Toledaner Mandat Karls V. vom 13. Mai
15254. Der Gesetzeserlaß bestimmte, daß die Kontrakte, die den
Erzgroßhandel
in die Hände weniger Kaufleute auslieferten,
1 Abgedruckt im Anhang. An demselben Tage wurde eine gleiche
Urkunde für den Welser ausgestellt. RcichsregistraturKarlsV. 5. Bd.
Bl, 278 ff.
2 Man bedenke, daß sich Karl V. in seiner Wahlkapitulation ver¬
pflichtet hatte, gegen den Mißbrauch der Monopole vorzugehen. Vgl.
Reichstagsakten jüng. Reihe, I, Nr. 387, Art. 19.
3 Bei Jansen,
Jakob Fugger der Reiche, S. 401 ff., leider nur
teilweise abgedruckt.
4 Siehe Anhang.
Strieder
, Studien z, Gesell , kapitalist . OrganiHalioiißforiiMin .
(>
82
Zweites Buch : Kirche , Staat und Frühkapltalismus.
nicht als monopolistisch im Sinne der Reichstagsverhandlungenan¬
gesehen werden sollten und dürften.
Meines Erachtens gehört das genannte Mandat Karls V. zu den
interessantesten Dokumenten der Wirtschaftsgeschichte. Zum ersten
Male ist hier öffentlich von seiten der höchsten staatlichen Gewalt
der Christenheit der Grundsatz durchbrochen, der die mittelalter¬
liche Wirtschaftsethik beherrscht hatte : Die Forderung des ge¬
rechten Preises, des alten pretium justum, ist vom Kaiser — wenn
auch nur für eine bestimmte Produktionssphäre — fallen gelassen
worden. Den Monopolinhabern für Bergbauprodukte 1 wird aus¬
drücklich das Recht zugestanden, ihre Erze und Metalle zu dem
höchsten Preise zu verkaufen, den sie erhalten können. „Zum
höchsten und nach den besten wirden, wie sie des statfinden künden
nach irem gefallen“ heißt es wörtlich in dem kaiserlichen Erlasse.
Wie anders hatte die Forderung der Scholastiker gelautet und wie
anderes hatte noch Luther gefordert, als er schrieb: „Es sollt nicht
so heißen, ich mag meine Waar so theur geben als ich kann oder
will, sondern also, ich mag meine Waar so theur geben als ich soll
oder als recht und billig ist.“
Im höchsten Grade interessant und für den Geist der neuen
Zeit bezeichnend ist die Begründung der genannten kaiserlichen
1Auch in dem Gutachten Peutingers de anno 1530 werden für
den Erzgroßhandel
besondere Freiheiten bzgl. Bildung kapi¬
talistischer Organisationsformen gefordert. Dort heißt es : „Mani¬
festum est quod minerae et metalla et etiam eorum negotiationes
habent speciales proprietates et condiciones ante et praeter omnes
caeteras mercaturas, adeo quod, si possibile esset, uti non est, omnes
minerae et omnia metalla in manum unam pervenerint, nullum
esset
hoc monopolium
saltem contra rempublicam et eius
utilitatem, verum, tanto altius et carius venderentur et in magno
pretio continerentur, eo melius minerae et fodinae tamquam magnum
et unicum donum Dei interteneri possent . . . Sed ex hoc satis et
plane constat, quod isti suggestores, qui statibus, imperii et eorum
deputatis haec exposuerunt, libenter illas mineras et fodinas tamquam
magnum et utile Dei donum, ex quo mirum in modum utilitas reipublicae promoveri solet, supplantare vellent et impedire, sicut etiam
in minoribus causis et negotiis ex quibus reipublicae utilitas communi
nationi Germanicae resultat libenter fecissent et de praesenti facerent
ubi hoc non provideretur et praecavebitur.“ Manuskript in der Augs¬
burger Stadtbibliothek. Cod. 2 ° Aug, 386 fol. 184v.
83
Zweites Buch : Kirche, Staat und Frühkapitalismus.
Ausnahmemaßregel mit dem allgemeinen
Wohl 1 und mit
den Lebensnotwendigkeiten einer deutschen Volkswirtschaft , d. h.
mit der überragenden Bedeutung des Bergbaues und des Erzhandels
für die gesamte Wirtschaft des heiligen römischen Reiches und mit
der Unmöglichkeit , die Blüte dieses ökonomisch wichtigsten Zweiges
der deutschen Volkswirtschaft anders als durch Monopole aufrecht
zu erhalten . Nur wenn den Gewerken , die ihr Kapital in den ohne¬
hin schon riskanten Bergbau steckten , eine entsprechend hohe,
möglichst gleichmäßige Gewinnquote , wie sie durch Monopole
garantiert werde , gesichert sei, könne die Bergbaulust nachhalten
und sich zum Nutzen der gesamten deutschen Volkswirtschaft noch
vermehren . Im besonderen sind dann noch die Schäden , die Preis¬
schwankungen der Bergwerksprodukte und das Ablassen des Kapitals
von unrentablen Gruben für die dortige Arbeiterbevölkerung haben
mußten , in glücklicher Weise für die Monopolverteidigung ins
Treffen geführt.
Interessant ist es auch , daß Karl V. die Erlaubnis zu Mono¬
polen im Erz -, besonders im Kupfer - und Quecksilbergroßhandel
damit begründet , daß die genannten Metalle keine Bedarfsartikel
im strengsten Sinne des Wortes seien und nur zum kleinen Teil
„in deutschen Landen “ verkauft , zum größten ins Ausland ex¬
portiert würden . Die Handwerker , die in Deutschland Metalle
verarbeiteten , aber dürften sich über die Preissteigerung z. B . des
Kupfers — wie sie sich aus Monopolen ergäbe — nicht beschwert
fühlen 2. In demselben Maße wie die Kupferpreise , stiegen ja auch
die Preise ihrer Fertigwaren . Auch gälte es zu bedenken , daß
1 Der Kaiser betont ausdrücklich , es käme nicht darauf an, ob
die aus den Monopolen resultierende Preiserhöhung einzelnen
zum Nachteil gereiche. Der allgemeine Nutzen der Monopole für die
gesamte deutsche Volkswirtschaft sei ausschlaggebend : „Obgleich
das alles in ctlich weg etwa sondern
perso neu für nachtailig
geacht oder verstanden werden soit, dieweil doch solchs sunst in vil
mehr weg und dem gemeinen nutz dienstlich , fruchtbar und gut ist .“
2 „Item die kupfersmid beswarn sich, dass die gesellschaften
das eisen und kupier verdeurn , pitend solhes abzustellen , auch daran
und darob zu sein, dass uns Taufrer lcupfer von gewercken zu kaufen
geben werde und nit von den geselschaften .“ Aus den Beschwerde¬
artikeln der Tiroler Bauern 1519—1525. Vgl. H. Woptncr,
Quellen
zur Geschichte des Bauernkrieges in Deutschtirol , 1525. I. Teil.
Quellen zur Vorgeschichte des Bauernkrieges : Besch Werdeartikel aus
den Jahren 1519—1525. ActaTirolensia III. 1. Innsbruck 1908, S. 120.
6*
84
Zweites Buch : Kirche , Staat und Frühkapitalismus.
ohne die Monopolerlaubnis für den Erzgroßhandel die Bergwerke
nicht in dem starken Maße wie m i t derselben abgebaut , also
Mangel an dem betreffenden Metall entstehen und die Preise erst
recht in die Höhe getrieben würden.
Richtige und falsche ökonomische Erkenntnis war in diesen
Ausführungen Karls V. gemischt . Auf den Kernpunkt der Sache
aber war nicht cingegangen . In Wahrheit zwang die bitterste
Finanznot den Kaiser , die oberste staatliche Macht der Christenheit,
von den Prinzipien der alten christlichen Wirtschaftsethik ab¬
zugehen . Es bahnt sich dabei , aus der Not geboren , eine weit¬
herzigere Beurteilung des Kapitalismus und des kapitalistischen
Unternehmers an . Man begann langsam zu verstehen , daß der
Kapitalismus nicht notwendigerweise , wie heute noch die Sozial¬
demokratie meint , etwas Unsittliches sein muß . Man fing an , den
Kapitalismus als die historisch gegebene Begleiterscheinung einer
Volkswirtschaft
zu begreifen , eines Wirtschaftslebens also,
das sich über die ältere Stadtwirtschaft
und die ihr eigenen
Wirtschaftsprinzipien erhob.
Die Begründung der Monopole mit den nationalen
Inter¬
essen und dem allgemeinen Wohl spielt in den Argumenten der
Monopolfreunde , namentlich auch bei Peutinger eine wichtige
Rolle. Es sind dieselben Beweisgründe , die um dieselbe Zeit (1524)
zur Begründung der „Erbarkeit “ eines Silberringes geltend ge¬
macht wurden , den die an der Silberproduktion interessierten
deutschen Fürsten auf Vorschlag des Nürnberger Kaufmanns
Christoph Führer schließen sollten , um den Silberpreis hinauf¬
zutreiben 1. Da heißt es in einer Denkschrift 2:Dieweil
„
denn alle
fremde Nationen , die Gott mit etwas begnadet , dess man zu mensch¬
licher Nothdurft und Gemeinschaft bedürftig , dasselbe , so hoch sie
wissen und vermögen verlassen und anwerden , der Allmächtige
aber in deutscher Nation uns und unser Land mit Bergwerken
1 Die drei Flugschriften über den Münzstreit der sächsischen
Albertiner und Ernestiner um 1530, hcrausgegeben von Walther
L o t z, Leipzig 1893, S. V, imd besonders Willi. Pückert,
Das Münzwesen Sachsens 1518—1545. I. Abt . (Die Zeit von 1518
bis 1525 umfassend ). Leipzig 1862, S. 80 f.
2 Die Denkschrift atmet durchaus kapitalistischen Geist, wenn
sie sagt : „eö sei sonder zweifei einem jeden zugelassen, wird auch
also gehalten , das Seine
so hoch
er vermag
auszu¬
bringen,“
d . h. zu verkaufen . P ü c k e r t a . a. O., S. 80.
Zweites Bach : Kirche, Staat und Frühkapitalismus.
85
begnadet : verhoffen wir, so wir solcher Gottes Gabe und Waare
uns zu Gut , auch zu stattlichem
Schutz
unsrer
Land
und
Leut,
weiter
denn bisher genössen , wir seien
dessen auch nicht zu verdenken .“ Und ein anderes Mal ist betont,
der Plan hänge eng zusammen mit dem „gemeinen
Nutzen,
den wir am höchsten und am meisten zu fördern und zu betrachten
geneigt sind “. Denn wenn durch das Syndikat „ das Silber am Kaufe
gesteigert , würden sonder Zweifel die Bergwerke baß denn jetzt
gefördert und wie zu hoffen neue erregt , damit dann unsre Land
und Leute gereichert und also gemeiner
Nutz gestärket “ 1.
Die Anklänge an das Edikt von Toledo sind unverkennbar.
Ich kann nicht mit Bestimmtheit sagen , ob das Toledaner
Mandat vom 13. Mai 1525 das Schicksal des von König aufgefundenen
Handelsgesetzes Karl V. vom 10. März 1525 insofern teilt , als es
vom Reichsregiment nicht publiziert wurde . Der Reichstagsabschied
von Speier (1526) jedenfalls 2 dekretierte ganz generell : „Nachdem
die Monopolien und große Gesellschaften ein eigennützige unleid¬
liche Handlung , die. in gemeinen kayserlichen Rechten bey hoher
Pön und Straff verboten ist , so soll der kayserliche Fiscal gegen
denselbigen , wie sich im^Rechten gebührt , ernstlich procediren und
handeln , damit dieselbige abgethan und der gemeine Nutz ge¬
fördert werde “ 3. Und wörtlich wiederholte der nächste Abschied
(Speyer 1529) dasselbe Verbot 4. Dagegen stellte sich der Augs¬
burger Reichstagsabschied von 1530 und die Reichspolizeiordnung
von 1548 wieder auf den Standpunkt des Trier -Kölner Beschlusses
von 1512, den sie nahezu wörtlich wiederholen 5. Das heißt sie
bestimmen , daß der Fiskal erst dann gegen die Monopolisten Vor¬
gehen dürfe , wenn die ordentliche Obrigkeit sich versage . Immerhin
1 Püclcert
a. a. O., S. 80. Vgl. auch König a. a. O., S. 124,
Anm. 3.
2 Laut einer Eingabe Augsburgs an den Kaiser (verfaßt von
Peutinger ) wurde der scharfe Abschied von Speier angenommen „ als
schon viele Fürsten abgereist gewesen wären und ohne Anhörung der
interessierten Stände .“ König a. a, O., S. 125.
3 Neue und vollständigere Sammlung der Reichsabschiede.
II . Teil, S. 278.
4 a. a. O. S. 300.
6 a. a. O., S. 327 bezw. 597 f. Für die Verhandlungen über die
Monopolienfrage auf dem Augsburger Reichstag (1530) vgl. auch
K. E . Förstemann,
Urkundenbuch zur Geschichte des Reichs¬
tags zu Augsburg im Jahre 1530. 2Bde . Halle 1835. IL Bd., S. 191 ff.,
*
86
Zweites Buch : Kirche , Staat und Frühkapitalismus.
nahm der Abschied des Augsburger Reichstags das Erz aus der Reihe
der Waren, mit denen Monopole zu treiben verboten sei, aus. In
Wirklichkeit hat weder das strengere noch das lässigere Monopolverbot
etwas geholfen. Klagend mußte die Reichspolizeiordnung von 1548
betonen 1: „Wiewol die Monopolia, betrügliche, gefährliche und
ungebührliche Fürkäuff, nicht allein in gemeinen, beschriebenen
Recht, sondern auch in gemachten und publicierten Reichsabschieden
bey großen Pönen und Straffen, als Verlust aller Haab und Güter
und Verweisung des Lands verbotten, so ist doch solchen
Satzungen
, Abschieden
und Verbott
biß an¬
her mit gebührlicher
und schuldiger
VolIn¬
ziehung
gar nicht
nachkotnmen
noch
gelebt
worden,
sondern seynd in kurtzen Jahren etwa viel große
Gesellschaft in Kauffmanns-Geschäfften, auch etliche sonderbare
Personen 2, Handtierer und Kauffleut im Reich auffgestanden, die
allerley Waaren und Kauffmanns-Güter, auch Wein, Korn und
anders dergleichen von den höchsten biß auff die geringsten (in
welchem sie dann in den Landen hin und wieder gute Kundschafft
und Verwarnung haben, sonderlich wann die Waaren verderben,
oder sonst in Aufschlag kommen und ehe die andern Kauffleut
solches gewahr werden) in ihre Pland und Gewalt allein zu bringen
unterstehen, Fürkäuff damit zu treiben und denselben Waaren
einen Wehrt nach ihrem Willen und Gefallen zu setzen, oder dem
Käuffer oder Verkaufter anzudingen, solche Waaren nimands dann
ihnen zu kauffen zu geben oder zu behalten, oder daß er, der Ver¬
kaufter, sie nicht näher 3oder anders geben woll, dann wie mit
ihme überkommen, fügen damit dem heiligen Reich und allen
Ständen desselben mercklichen Schaden, wider obvermelte gemeine,
geschriebene Recht und alle Erbarkeit, zu“ 4.
dazu S. 806; vgl. auch das lateinische Gutachten Peutingers von
1530. Manuskript in der Augsburger Stadtbibliothek . Cod. 2 ° Aug.
386. Bl. 176r ff. Die jüngere Reihe der deutschen Reichstagsakten,
die hoffentlich bald wieder fortschreitet , wird wohl manchen Beitrag
zur Frage der Monopole und der großen Handelsgesellschaften
bringen.
1 Neue und vollständigere Sammlung der Reichsabschiede . 11, 597.
2 D. h. einzelne Kaufleute , nicht Gesellschaften.
3 D. h. billiger.
4 Dieselbe Klage wiederholt auch die Reichspolizeiordnung von
1577, a. a. O., III . Teil, S. 388.
Zweites Buch : Kirche , Staat und Frühkapitalismus.
87
Auch die Belohnung , die die Polizeiordnung von 1548 dem
Angeber von Monopolisten in Aussicht stellte (% des verwirkten
Gutes) dürfte nicht allzu viel gefruchtet haben , waren doch die¬
jenigen , die wirklich etwas Genaues auszusagen imstande waren
— die Monopolisten selbst —, bei gegenseitiger Anzeige von der
Belohnung ausgeschlossen 1. Unter den Prozeßakten des Fiskals,
die in den Repertorien des ehemaligen Reichskammergerichts ver¬
zeichnet sind , habe ich nur eine einzige Monopolklage,ausfindig machen
können . Es ist die Klage , die 1529 der kaiserliche Fiskal Caspar
Marth bei dem Reichskammergericht gegen die Firma Bartolome
Welser & Co. vorbrachte . Der Reichsanwalt beschuldigte die Augs¬
burger Firma , sie habe Monopole aufgerichtet . Besonders ver¬
dammungswürdig erschien dem Ankläger eine Verabredung der
Welser mit dem König von Portugal , laut welcher sich der letztere
kontraktlich verpflichtete , niemandem Spezereien zu demselben
niedrigen Preise zu verkaufen wie er sie Bartolome Welser & Co.
verkaufte 2. Auf Grund der Klage des Fiskals lud Karl V. für den
7. März 1530 die Firma Welser & Co. vor das Reichskammergericht.
Es mag kein Tag der Freude für das alte , aristokratische Geschäfts¬
haus gewesen sein, als am 7. Februar 1530 Ihrer Römischen Kaiser¬
lichen Majestät Kammergerichtsbote in der Schreibstube erschien
und dem Seniorchef des Hauses , dem alten Bartolome Welser , die
Ladung feierlich überreichte , als gleichzeitig die Klage Wegen
Monopolvergehens der Firma am Rathause von Augsburg öffentlich
angeschlagen wurde 3.
Über den Verlauf des Prozesses ist nicht viel bekannt geworden.
Ganz bestimmt half der Kaiser auf Grund des oben erwähnten
Privilegs unserer Firma die Angelegenheit niederschlagen , trotz der
reichsrechtlichen Bestimmung , daß alle Privilegien , Begnadigungen
und Verjährungseinreden usw. bei Monopolvergehen kraftlos seien
und im Gegenteil „den schädlichen Monopolisten und Handtierern,
so sich damit beschirmen wollten , viel mehr nachteilig , sträflich
und derselbigen Strafe gravieren und häufen sollten .“ Stärker als
das Recht war die Finanznot des Kaisers . Es wird in diesem Welserschen Falle wie in so vielen anderen gegangen sein, wie in der ganzen
1 a. a. O., II , S. 598.
2 Die Anklage ist im Anhang wiedergegeben.
3 Nach den Akten des Reichskammergerichts , jetzt in München.
Vgl. auch König
a. a. O., S. 126 ff.
88
Zweites Buch : Kirche, Staat und Frühkapitalismus.
Monopolistenverfolgungüberhaupt : Der Kraftaufwand, mit dem
Reichsstände und öffentliche Meinung, mit dem auch die Bu߬
prediger katholischen und lutherischen Bekenntnisses gegen den
Drachen der Monopolia wie gegen alle „wucherischen Kontrakte“
kämpften, stand im schreiendsten Mißverhältnis zu dem geringen
Erfolg. Die vorangehenden Auseinandersetzungendürften gezeigt
haben, wo die Wurzeln dieser Mißerfolge lagen.
Nur an wenigen Stellen, besonders dort, wohin die Macht des
deutschen Kaisers nicht reichen konnte oder wollte, gelang es
dem Zunftgeiste, die Oberhand zu bekommen über den aufblühenden
Frühkapitalismus. In Basel war im 15. Jahrhundert ein schon
älterer Großhandelsstand an Zahl und Geldkraft mächtig gewachsen.
Ein durchaus modernes Gewinnstreben beseelte diese Kaufleute,
besonders jene, die seit dem 6. und 7. Jahrzehnt des 15. Jahr¬
hunderts daran gingen, sich zu Gesellschaften mit monopolistischem
Charakter zusammenzusehlicßen. Seitdem begann ein harter
Kampf des Kleinbürgertums gegen das Kapital, ein Kampf, der
im Verlauf der ersten Jahrzehnte des 16. Jahrhunderts unter dem
Eindruck der allgemeinen Kämpfe gegen Großhandelsgesellschaften
und Monopole zuungunsten des Kapitals entschieden wurde. Der
Baseler Rat löste die „ gemeinschädlichen Gesellschaften auf, schützte
die. schwer gefährdeten Detaillisten gegen die Konkurrenz der Gro߬
kaufleute. Als dann gar die Zünfte zum Regiment in Basel ge¬
langten, da setzten sie 1526 eine Gewerbeordnung durch, die die
unbeschränkte Herrschaft des Handwerks auf dem städtischen
Markte begründete. Dem Handel blieb nur der notdürftigste
Spielraum, er wurde zum Kleinbetrieb verurteilt. Es ist ein voller
Triumph des Mittelalters über die andrängende neue Zeit, eine
Reaktion des Zunftgeistes gegen die Freiheit des Handels“, was
wir in Basel in dieser Zeit sich vollziehen sehen1.
Es wäre nun sehr verkehrt, zu glauben, dass sich nicht schon
in der mittelalterlichen Welt führende Theologen gefunden hätten,
'KurtKaser
, Deutsche Geschichte im Ausgange des Mittel¬
alters (1438—1529). 2. Bd. Deutsche Geschichte zur Zeit Maxi¬
milians I. (1486—1519). Stuttgart und Berlin 1912. S. 444 ff. ; nach
R. Wackernagel,
Geschichte der Stadt Basel. Bd. 1—2, 1.
Basel 1906—1910. II, 1. S. 525 ff.
Zweites Buch : Kirche, Staat und Frühkapitalismus .
89
die einer gerechteren Beurteilung des kapitalistischen Geistes die
Wege ebnen halfen. Es fehlte dort durchaus nicht an bedeutungs¬
vollen Stimmen, die darauf hinwiesen, daß es durchaus kein Verstoß
gegen die Forderung des justum pretium sei, wenn gewisse Unter¬
nehmer einen erhöhten Unternehmergewinn anstrebten und auf
Grund einer besonders intensiven organisatorischen, weit über die
einfache wirtschaftliche Arbeit hinausgehenden Unternehmertätig¬
keit auch erzielten. Franz Keller ist in dem historischen Teile
seiner oben schon genannten sozialethischen Studie zur Geschäfts¬
moral neuerdings diesen Auslassungen bedeutender Theologen und
Philosophen des Mittelalters nachgegangen.
Will man die Bedeutung dieser Stimmen für die hier behandelte
Frage abwägen, für die Frage nach den Verumständungen, die dem
kapitalistischen Geiste zum Durchbruch durch die entgegenstehende
Wirtschaftsethik des Mittelalters verhalten, so darf man meines
Erachtens ihre Wirkung nicht allzuhoch einschätzen. Einmal stand
der gemäßigten Richtung, die sie vertraten , eine andere, der Ent¬
wicklung des kapitalistischen Geistes weniger günstige gegenüber.
Und gerade diese beherrschte mehr oder weniger die öffentliche
Meinung. Zweitens aber liegen die den kapitalistischen Geist in
etwa verteidigenden Stimmen hinter einem ersten starken Hervor¬
treten des Kapitalismus in Italien, so daß sie nicht wohl als Ursache
dafür geltend gemacht werden können, daß der kapitalistische Geist
die mittelalterlichen ethischen Hemmungen durchbrechen konnte.
Vielmehr müssen die von Keller verzeichneten Auslassungen als
Rechtfertigungen des schon geschehenen Durchbruches angesehen
werden. Es war nicht anders; bei der ersten Ausbreitung des
kapitalistischen Geistes und des Kapitalismus mußten schon die
genannten vitalen Finanzinteressen der Kirche und des Staates
helfend eintreten, sonst wäre die anfänglich schwache Pflanze in
den Hemmungen, die sich aus der mittelalterlichen Wirtschafts¬
ethik ergaben, erstickt.
Wenn Karl V. in dem vorhin erwähnten Toledaner Mandat
vom 13. Mai 1525 die Monopolbildungen im Erzhandel durch einen
Hinweis auf das allgemeine
Wohl zu rechtfertigen ver¬
suchte, wenn das auch, wie wir sahen und noch sehen werden,
90
Zweites Buch: Kirche
, Staat und Frühkapitalismus.
von anderer Seite ebenfalls geschah, so war das nichts Neues.
Schon die großen Moralisten des Mittelalters hatten in mancher
Beziehung die Wege hierfür gebahnt. Duns Scotus(um 1300 lehrend)
und nach ihm Bernhardin von Siena, der große soziale Prediger
des beginnenden 15. Jahrhunderts , hatte alle geschäftlichen Unter¬
nehmen verurteilt, wenn sie dem Gemeinwesen schadeten 1. Ab¬
gesehen davon, daß die „wucherischen“ Geschäfte an sich schlecht
seien, wurden sie von dem zuletzt genannten Theologen besonders
auch deshalb zurückgewiesen, „weil sie unsozial
wirken und
die Blüte des Vaterlandes untergraben“ 2Bernhardin
(
v. Siena,
Opera II, S. 750 ff.). Von hier bis zur Umkehrung, daß alle dem
allgemeinen Wohl dienenden Geschäfte sittlich erlaubt seien, war
kein weiter Schritt und tatsächlich kam es z. B. vor, daß die mittel¬
alterliche Zinsdoktrin bei Anleihen der öffentlichen Gewalten, der
Fürsten und Städte, eine Ausnahme von ihrem Verdammungs¬
urteile machte, indem sie erklärte, diese Anleihen dienten dem
öffentlichen Wohle 3. Und ebenso wurde auch in der Frage der
Monopole von den mittelalterlichen Moraltheologen empfunden.
Es genüge hier auf Ludovicus Molina (1535—1600) hinzuweisen,
der die Anschauungen des Mittelalters über die Frage, wann Mono¬
pole erlaubt seien und wann nicht, im 2. Bande (de contractibus)
seines Hauptwerkes (De iure et iustitia) zusammenfaßt.
Da heißt es nach einer Definition der fraglichen' Erscheinungen4:
Monopole sind in der Regel unrecht. Nur dann sind sie es nicht,
wenn sie durch den Staat selbst aus Erfordernis
des all¬
gemeinen
Wohles auf gerichtet werden 5. Wenn nämlich ein
Staat gewisse Waren nicht hat und auch niemand da ist, der sie
(wegen allzu großer Gefahr oder Arbeit) ohne Monopolprivileg
importieren will, dann ist es erlaubt, ein Monopolprivilegzu ge¬
währen und mit der nötigen Vorsicht einem oder mehreren Kapita¬
le e 11 e r a . a . O., S. 34.
2 Keller
a . a . O., S. 34.
3 Ehrenberg,
Zeitalter
der Fugger . I, S. 33.
4 „Monopolium est quasi unius duntaxat in provincia aliqua,
civitate , aut oppido , venditio ."
5 „Dixi monopolia regulariter esse iniqua et reipublicae iniuriosa;
quoniam aliquando iniqua non sunt , quando
videlicet
pub¬
lica
auctoritate
fiunt , bono
communi
id efflagi¬
tant
e."
Zweites Buch : Kirche , Staat und Frühkapitalismus .
91
listen zu übertragen 1. Molina führt als Beispiel neben dein Drucker¬
privileg das indische Gewürzhandelsmonopol des Königs von Portugal
an 3und beruft sich dabei auf die Autorität eines anderen berühmten
spanischen Moraltheologen Johannes de Medina3gest
(
. 1546).
1 „Si enim respublica mercibus aliquibus indigeat , nec sit qui
illas asportare velit (quia forte cum labore maximo, et periculo amit¬
tendi ea negotiatio fieret) nisi privilegium concederetur , quod nullus
alius eas merces asportare aut vendere posset , sane tunc licitum erit
concedere eiusmodi privilegium , taxato moderato pretio , attentis
circumstantiis omnibus concurrentibus , ne, qui eo privilegio usuri
sunt , plus iusto rempublicam grauent . Si autem desit qui officium
aliquod reipublicae expediens suscipere velit , ut vendendi merces
aliquas , aut asportandi peregrinos, poterit tunc concedi alicui, vel
aliquibus , ut ipsi soli tale munus excerceant , constituto eis moderato
pretio , si timor sit ne excedant pretium iustum .“
2 Quia Lusitaniae rex suis expensis navigationem in Indiam
aperuit , locaque illarum regionum subegit , statuere in suum potuit
commodum (quod in reipublicae etiam commodum redundat , dum
id occasio est ut , unde eam defendat , habeat , neque novis tributis
illam gravet ) ut nullus praeter ipsum aut praeter eos quibus certo
pretio eam negotiationem concesserit, asportare ex India certas merces
possit, aut illas ex Lusitania in Indiam deferre, aut inibi eas vendere .“
3 Johannes de Medina, De restitutione et contractibus in titulum
poenitentiae quaestio 30 § penult . addit damnandum non esse si rex,
in publica aliqua necessitate constitutus pro certa aliqua pecuniae
summa concedat aliquibus mercatoribus , vel opificibus ut ipsi soli
vendere possint aliquid in suo regno, constituto eis moderato pretio,
ne rempublicam plus iusto gravent . Regem quippe tunc a peccato
excusat publica necessitas , in qua est, et mercatores privilegium
iusta illa de causa a rege ipsis concessum. Sicut enim rex exigere a
subditis poterat ut contribuerent ad publicae illi necessitati sub¬
veniendum , ita subiicere illos potest illi gravamini ; modo tamen mode¬
ratum sit et cum minori ipsorum molestia ac detrimento . Quo loco
obserua , hac de re commodiorem aliam tradi non posse regulam,
quam tunc licere eiusmodi privilegia concedere, quando id postulat
recta ratio ac commune bonum , attentis atque expensis circumstantiis
omnibus tam ex parte subditorum quam ex parte regis atque illorum
quibus conceduntur : simulque attento , ut subveniendo communi
bono, quoad fieri possit , non magis graventur , quaedam reipublicae
partes , quam aliae, quando ad omnes aequaliter subvenire illi spectat.
Quando autem irrationabiliter atque in subditorum praeiudicium , con¬
cederentur eiusmodi privilegia et peccaret lethaliter rex aut respublica,
quae illa concederet et simul qui ea impetrarent aut illis uterentur,
tenerenturque homines ad restitutionem subditis damnorum omnium,
quae contra ipsorum voluntatem inde ipsis sequerentur .“
92
Zweites Buch : Kirche , Staut und Frühkapitalisraus.
Johannes de Medina weist besonders auch auf die Not hin, die
publica necessitas, die den Herrscher rechtfertige, der den Kauf¬
leuten gegen bestimmte Darlehenssummen Monopole bewillige.
Verschaffe sich der König oder die anderen Vertreter des Staats¬
wesens nicht durch Gewährung von Monopolprivilegien Gelder, so
müsse er aus den Untertanen auf andere, vielleicht drückendere
Weise die Mittel zur Inganghaltung der Staatsmaschine heraus¬
pressen. Deutlich ist auf die Necessitas als Rechtfertigungsgrund
der Monopole auch in dem Werke De republica libri sex et viginti 1
des Petrus Gregorius Tholzanus hingewiesen, wenn es heißt : „Potest
nocessitas reipublicae, hoc genus conquirendarum pecuniarum inter
negotiationem excusare et aliquando principem laudabilem reddere,
qui ita parcit tributis et oppressionibus vectigalium, ut eosdem
tanquam filios propriis laboribus relevat. Sic refert Rhodericus
Dubraius 2(
lib . 19 constitutionum Bohemiae), Rodolphum, Bohemiae
regem, Alberti Caesaris filium negotiationem aut in argenti fodinis
Cuthuensibus exercuisse: vinum, sal, hordeum, triticum ad panes
et cerevisiam coquendam ex Austria, ex horreis suis convehendo,
pretiaque rebus promercalibus ex arbitrio suo constituendo atque
in eo genere mercaturae monopolium sibi vindicando. Et se hac
necessitate compulsum huc se descendisse, dixisse: ut hoc modo
summam aerarii inopiam sublevaret et debita per utrumque
Wenceslaum regem contracta, dissolveret. Atque ideo duo millia
aureorum illis ipsis montibus hebdomatim aeri alieno dissolvendo
tribuisse.“
Selbstverständlich sprachen sich dann die Staatsrechtslehrer
des 17. und des 18. Jahrhunderts noch unbedingter für das Recht
des Staates, Monopole zu erlauben, aus.
1 2 Bde. Pontimusani 1596. 1. Bd. S. 97 f.
2 Über ihn sagt Jöchcr (Gelehrtenlexikon
) : „Rodericus de Dubrawa, ein böhmischer Rechtsgelehrter, in welchem Saeculo aber ist
unbekannt, hat iura et constitutiones regni bohemici geschrieben,
die noch nicht gedruckt sind.“
Drittes Buch.
Monopole , Kartelle und Aktiengesell¬
schaften im Mittelalter und zu Beginn
der Neuzeit.
V
1
95
Erstes Kapitel.
Deutsche Aktiengesellschaften vornehmlich
des 16. Jahrhunderts.
Erster
Abschnitt.
Die führende Form der Unternehmung im frühkapitalistischen deutschen Handel.
Wenn man die führenden Großunternehmungen, die größten
Firmen des süddeutschen Frühkapitalismus im 16. Jahrhundert
und des deutschen Hochkapitalismus um die Wende des 19. Jahr¬
hunderts miteinander vergleicht, so ist namentlich der folgende
Unterschied deutlich erkennbar. Im 19. Jahrhundert liegt die
Führung im Wirtschaftsleben durchaus bei den „unpersönlichen“
Aktiengesellschaftenx. Die Großbanken, die größten Schiffahrts¬
gesellschaften, die bedeutendsten Industrie- und Handelsunter¬
nehmungen usw., die meisten haben die Form der Aktiengesell¬
schaft 2. Im 16. Jahrhundert dagegen sind aus Familienwirtschaften
hervorgegangene offene Handelsgesellschaften die Führer im großen
Handels-, Industrie- und im Finanzgeschäft.
In Augsburg, dem Zentrum des deutschen Frühkapitalismus
des 16. Jahrhunderts , sind die Fugger, die Welser, die Herwart,
die Neidhart, die Manlich, die Baumgartner und viele andere
1 So konnte R . Lief mann in seinem Buche : Beteiligungs¬
und Finanzierungsgesellschaften (Eine Studie über den modernen
Kapitalismus und das Eff.ektenwesen. Jena 1909, S. 11 ff. 2. Aufl .,
1913) die Periode des Hochkapitalismus im 19. Jahrhundert , nach
der Art der neu hinzugekonmienen Kapitalsform , als „ Effektenkapilalismus " dem Frühkapitalismus gegenüberstellen.
2 Vgl
. auch Kurt Wiedenfeld,
Das Persönliche im modernen
Unternehmertum . Schmollers Jahrbuch 34 (1910), S. 223 ff.
96 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Firmen solche Familiengesellschaften1. Besonders gut läßt sich
quellenmäßig die Angliederung der Verwandtschaft und Schwäger¬
schaft an eine vom „ Stammvater“ gegründete Firma bei dem
Geschäft der Familie Bimmel erkennen, das schon von den Söhnen
des Gründers zu einer Finanzmacht erhoben, dann von den an¬
geheirateten Familien Haug, Link, Langenauer usw. fortgesetzt
wurde und zu europäischem Ruf gelangte 2. In ähnlicher Weise
kann ein genealogisch interessierter Historiker die bedeutendsten
Augsburger Steuerzahler leicht um ein paar große Familienfirmen
gruppieren.
Dieselbe Erscheinung der Führerschaft von Familiengesell¬
schaften im Wirtschaftsleben gewahren wir in Nürnberg, in Ulm
und in den übrigen Metropolen des süddeutschen Frühkapitalismus
des 15. und 16. Jahrhunderts 3. Besonders erwähnt möge wenigstens
noch die große Ravensburger Gesellschaft werden, der Zahl der Mit¬
glieder nach wohl die größte Familiengesellschaft jener Zeit eines
machtvoll sich entwickelnden süddeutschen Frühkapitalismus 4..
Die Tatsache des Uberragens der aus der Familiengemeinschaft
hervorgegangenen offenen Handelsgesellschaft im süddeutschen Früh¬
kapitalismus des 15. und 16. Jahrhunderts bildet einen bemerkens¬
werten Gegensatz zum Wirtschaftsgebiet der hansischen Seestädte 5.
1 Vgl. R. Ehrenberg,
Das Zeitalter der Fugger. I. Bd.
2. Kapitel ; J. Strieder,
Zur Genesis des modernen Kapitalismus.
III . Abschnitt.
2 Strieder
a. a. O., S. 146 ff., 151 ; Ehrenberg
a. a. O.
I. Bd., S, 227 ff. und J. Hartung,
Aus dem Geheimbuche eines
deutschen Handelshauses, a. a. O., S. 36 ff.
3 Vgl
. unter anderem A. Schulte,
Geschichte des mittelalter¬
lichen Handels und Verkehrs. Kapitel 53 ff.
4 Außer Schulte
a. a. O. besonders W. H e y d , Die große
Ravensburger Gesellschaft. Stuttgart 1890. Für die nächste Zeit
sind interessante Veröffentlichungen über die genannte Gesellschaft
zu erwarten. Schulte
wird ihre jüngst im Kloster Salem auf¬
gefundenen Handelspapiere aus dem endenden 15. und beginnenden
16. Jahrhundert in mehreren Bänden herausgeben. Cfr. A. Schul¬
tes Artikel „Ein wichtiger Fund zur Handelsgeschichte“ in Zeit¬
schrift für die Geschichte des Oberrheins. Neue Folge. Bd. 27 (1912),
S. 33 ff.
5 Dieser Gegensatz ist auch angedeutet bei Hugo Rachel,
Die Handelsverfassung der norddeutschen Städte im 15. bis 18. Jahr¬
hundert. Sehmollers Jahrbuch 34. Bd. (1910), S. 1032/33.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
97
Herrscht in Süddeutschland auf die geschilderte Weise die Kon¬
zentration des Kapitals, so in den hansischen Seestädten dessen
Zersplitterung. Eine Zersplitterung in der Art, daß der hansische
Kaufmann sein Kapital in einzelnen, voneinander unabhängigen
Unternehmungen auf dem Wege der Vergesellschaftung unter¬
bringt 1. Der hansische Kaufmann trieb Geschäfte, der süddeutsche
Kaufmann hatte — in der Regel wenigstens — ein Geschäft, das
er Zeit seines Lebens allein oder mit seinen Kompagnons inne¬
behielt und ausbaute. Damit soll nun nicht gesagt sein, daß der
oder die Inhaber solcher süddeutscher Firmen nicht auch manchmal
Teile ihrer Kapitalien zu besonderen, zu gelegentlichen Gesell¬
schaften mit anderen Firmen zusammenlegten. Das kam häufig
vor und im Verlaufe des 16. Jahrhunderts , wie wir sehen werden,
immer mehr. Aber die Hauptsache blieb ihnen doch ihr „eigenes“
Geschäft. Dieses zu führen und zu vergrößern, war ihr Beruf und
ihr Stolz.
Auf solche Weise bildeten sich in Süddeutschland besonders
seit dem 15. und 16. Jahrhundert viele ganz große Familienfirmen
heraus. Geschäfte, in denen Brüder und Vettern, Oheime und
Neffen, Schwäger und andere Anverwandte das kleinere Unter¬
nehmen der ersten Generation zusammenhielten und zu dauernden,
großen, sich gleich oder doch ähnlich bleibenden, jedenfalls organisch
aus dem älteren Betriebe herauswachsenden Handelsoperationen
weiterführten 2.
1 Vgl. die Aufsätze F. Keutgens
über hansische Handels¬
gesellschaften vornehmlich des 14. Jahrhunderts in der Vierteljahrs¬
schrift für Sozial- und Wirtschaftsgeschichte. 4. Bd. (1906) S. 278 ff.,
461 ff. und 567 ff., besonders S. 502 ff. Seit dem 14. Jahrhundert
spätestens wurden die hansischen' Gesellschaften zumeist nicht mehr
auf ein „individualisiertes Unternehmen“, sondern auf bestimmte
Zeitdauer (oder auch auf unbestimmte) abgeschlossen.
2 Daß man oft Faktoren, Handlungsdiener, auch wenn sie nicht
zur Verwandtschaft gehörten, zur Beteiligung zuließ, geschah, um die
Betreffenden zu Eifer und treuer Pflichterfüllung für die Firma an¬
zuregen. Über das Institut der „Fürlegung“, das die Möglichkeit
schuf, auch unbemittelte Faktoren zu Gewinn und Verlust zu be¬
teiligen, siehe meinen Aufsatz „Die sogenannte Fürlegung, eine In¬
stitution des deutschen Gesellschaftsrechts im Zeitalter des Früh¬
kapitalismus“ in Vierteljahrsschrift für Sozial- und Wirtschafts¬
geschichte X (1912), S. 521 ff.
Strieder
, Studien z. Gesch kapitalist . Orgamsationeformen .
7
98 Drittes Buch: Monopole
, Kartelle und Aktiengesellschatten im Mittelalter.
Ganz anders, im allgemeinen, im Handels- und Wirtschafts¬
betrieb der hansischen Seestädte. Wohl ist die früher vielfach
verbreitete Vorstellung falsch, die Annahme, als ob der hansische
Handel im wesentlichen von kapitalarmen Händlern getragen worden
sei, denen Rentner
Teile ihres Vermögens in vielfacher Zer¬
splitterung zu Handelszwecken auf die eine oder die andere Art
vergesellschafteten. Davon kann nicht die Rede sein. Nein, auch
die Eigentümer des Kapitals, mit dem der hansische Handel ge¬
trieben wurde, waren in der Regel Kaufleute.
Aber — und
hierin liegt der grundlegende Unterschied zu Süddeutschland —
der Unternehmungen, in die sich solch ein hansischer Kaufmann
einließ, waren viele und verschiedenartige. Bald schloß er sich
mit diesem, bald mit jenem einheimischen oder fremden Kaufmann
zusammen. Mögen die Gesellschaften auch zumeist in einem be¬
grenzten Bekanntenkreise eingegangen und oft erneuert worden
sein, so daß sie häufig sehr lange dauerten ; die Tatsache besteht,
daß die Kapitalien der einzelnen reichen hansischen Kaufleute in
verschiedenen Unternehmungen investiert, zersplittert
wurden.
So wissen wir aus Eintragungen in das Lübecker Niederstadtbuch l,
daß der Kaufmann Hermann Mornewech von 1323—1335, also im
Verlaufe von nur 13 Jahren , sich zu 18 verschiedenen Malen mit
Berufsgenossen zu geschäftlichen Unternehmungen verband, 18mal
Gesellschaftsverträge abschloß und erneuerte. Höchstwahrschein¬
lich aber hat Hermann Mornewech in der genannten Zeit noch
viel mehr als 18 Gesellschaftsverträge abgeschlossen. Es steht
nach neueren Forschungen fest, daß durchaus nicht alle Gesellschafts¬
verträge der Kaufleute in das Lübecker Niederstadtbuch eingetragen
werden mußten. Wir haben es in den Eintragungen nicht, wie man
leicht glauben könnte, mit einer Art Handelsregister mit Eintrags¬
pflicht zu tun . Die Veröffentlichung des Wittenborgischen Hand¬
lungsbuches2aus der Mitte des 14. Jahrhunderts beweist das voll¬
kommen deutlich. Der Kaufmann Wittenborg „hat sich nämlich
1 C
, W . Pauli,
Lübeckische Zustände im Mittelalter . 3 Bde.
Lübeck (resp . Leipzig ) 1847— 1878 . I . Bd . S. 140 . Uber das Lübecker
Niederstadtbuch
vgl . auch Paul
Rehme,
Die Lübecker Handels¬
gesellschaften in der ersten Hälfte des 14. Jahrhunderts . Zeitschrift
für das gesamte Handelsrecht 42 (1894 ).
2 Das Handlungsbuch
von Hermann und Johann Wittenborg,
herausgegeben von Carl Mollwo . Leipzig 1901.
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh.
99
der Rubrik .societates1im Stadtbuch nur ein einziges Mal bedient,
als er einmal einen Gesellschaftsvertragmit einem Manne abschloß,
mit dem er sonst nicht in Verbindung stand 1. Dagegen liât er
seinen
regelmäßigen
Ge¬
sellschaftern
stets nur in sein privates, jetzt veröffentlichtes
Geschäftsbuch eingetragen“.
So wird man die vorhin durchgeführte Unterscheidung der
süddeutschen führenden Handelsgesellschaften des 15. und 16. Jahr¬
hunderts und der hansischen gelten lassen müssen. Die Gegenüber¬
stellung in Gesellschaften, die aus familienrechtlichen Gemeinschaften
hervorgehend, das gesamte verfügbare Kapital einer Reihe von ver¬
wandten und verschwägerten Kaufleuten zusammenfassen und
andererseits (auf hansischer Seite) in solche, die „von vornherein
auf freier Vereinbarung beruhend“ 2, nur einen Bruchteil der
Handelskapitalien der Vertragsschließenden enthalten.
Selbstverständlich hat es in Süddeutschland auch Handels¬
gesellschaften mit dem Charakter von letzterer Art gegeben. In
Menge sogar. Und umgekehrt fehlen im Norden die großen
Familienfirmen nicht ganz. So wissen wir von dem bedeutenden
Geschäft, das die vier Söhne(Michael, Simon, Stephan und Hans jr.)
des reichen Stettiner Kaufmanns Hans Loitz nach dem Tode ihres
Vaters (1539) gemeinsam weiterführten 3. Die Firma trieb Flandel im
ganzen Umkreise des hansischen Gebietes von Narwa im Osten4
die zahlreichen Verträge mit
1 Keutgen
a . a . O., S. 473/4.
2 Max Weber,
Zur
Geschichte der Handelsgesellschaften
im Mittelalter nach südeuropäischen
Quellen . Stuttgart 1889 . Ab¬
schnitt II . Die seehandelsrechtlichen
Sozietäten , S. 15 ff . Zitiert
bei Keutgen
a . a . O.
3 Vgl. Hering,
Die Loytzen , in Baltische Studien , heraus¬
gegeben von der Gesellschaft für pommersche Geschichte und Alter¬
tumskunde . 11. Jahrgang . (1845 ), S. 80 ff
Einiges über den Geschäftsverkehr
des sächsischen Kaufmanns
und Kammermeisters
Hans Harrer (unter Kurfürst August ) mit den
Loitz aus Danzig und Stettin cfr . : Neues Archiv für sächsische Ge¬
schichte Bd . 15 (1894 ), S. 95.
4 Vor dem Reichskammergericht
spielte seit 1566 ein Prozeß
unes Lübeckers (v . Dicke oder vom Dyke ) contra Hans , Bernhard
und Stephan Loitz in Lübeck und Stettin . „ Arrestanlage auf zwei
Schiffe zu Lübeck , welche Kläger angeblich durch seinen Diener in
Dänemark mit Salz beladen und nach
der Narva
segeln ließ,
ivo aber dieser Diener die Schiffe an die Verklagten (Loitz ) verkaufte .“
7*
*
100 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
bis nach England 1im Westen und bis tief landeinwärts die
Oder und Weichsel hinauf. Hans Loitz leitete vom Stettiner
Stammsitz aus die Firma. Zwei der Brüder, Michael und
Simon, führten die Geschäfte zu Danzig, Stephan zu Lüneburg.
Faktoreien besaß die Gesellschaft ferner in Leipzig, Frankfurt,
Breslau, Prag usw. Außer dem Warengeschäft trieben die Loitz
auch sehr bald das große Anleihegeschäft mit den großen Herren
des Nordens und Ostens. Besonders König Sigmund August von
Polen scheint ihnen stark verpflichtet gewesen zu sein. Die Loitz
mußten zum Zwecke dieser fürstlichen Geldgeschäfte bedeutende
Depositen aufnehmen. Der Ruf der Firma sorgte dafür, daß nicht
nur pommersche (besonders aus dem Landadel), sondern Kapital¬
besitzer aus dem ganzen deutschen Norden und Nordosten gern
Depositengläubiger der Firma waren. Die Gesellschaft galt viele Jahr¬
zehnte hindurch für absolut mündelsicher, so daß selbst milde
Stiftungen und öffentliche Institute ihr Geld in bedeutender Höhe
anvertrauten . Um so schlimmer gestaltete sich 1572 der Bankrott
der Firma, der nicht nur die Familie Loitz, sondern auch eine ganze
Anzahl ihrer Depositengläubigerin ganz Norddeutschland ins Ver¬
derben riß.
*
*
*
Die süddeutschen Familiengesellschaften sind nun häufig nicht
mit ihrem eigenen Kapital ausgekommen, um der Ausweitung ihrer
Die Akten dieses Prozesses sind 1851 an das Staatsarchiv in Lübeck
abgegeben worden, wo sie sich jetzt noch befinden.
1 Zu ersehen aus folgenden Urkunden des Königlichen HauptStaatsarchives zu Dresden Loc. 7250, Bleyhandel anno 1543—46.
Bl. 5, 8, 87 f. Herzog Philipp von Pommern an Herzog Moritz von
Sachsen. Wolgast 26. Dezember 1543. Seine Untertanen Michael,
Simon, Stephan und Hans Loitz (zu Alt-Stettin und Danzig wohnhaft)
hätten ihm erklärt, daß sie geneigt seien, in die sächsischen Bergwerke
und Hütten die Zufuhr (und den Verlag) des Bleis zu besorgen. Sie
würden das Blei aus England
beziehen (das besser sei als das
Goslarer), wohin sie viel handelten.
Er (Herzog Philipp)
sei den Loitzen sehr zu Dank verpflichtet und habe sie stets als treue
Geschäftsleute kennen gelernt. Tatsächlich brachten die Loitz Mitte
1546 2000 Zentner englisches Blei über Hamburg in die Joachims¬
taler Bergwerke. Weimar, Staatsarchiv Reg. T. Fol. 501, S. 11, 3
(pag. 56).
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh. 101
Handels- und Gewerbsgeschäfte, besonders aber, um den erhöhten
Ansprüchen des fürstlichen Geldbedarfes zu genügen. Immer mehr
verbreitete sich in .Süddeutschland um die Wende des 15. Jahr¬
hunderts die schon ältere Sitte, in die Handelsgesellschaftenfest
verzinsliche Einlagen aufzunehmen1stillliegendes
(„
Geld“ in der
Terminologie des 16. Jahrhunderts genannt). Auch Firmen, die
miteinander in Kontokorrent standen oder die das Kontokorrent¬
geschäft trieben, ließen sich als Sicherheit festverzinsliche Einlagen
machen. Zu allermeist war ein Satz von 5 % als Entgelt für De¬
positen üblich, in besonderen Fällen kamen aber auch noch höhere
Verzinsungen vor 2. Besonders dann etwa, wenn es galt, Familien¬
mitglieder, die nicht mehr selbst in der Firma mitarbeiteten, dafür
zu entschädigen, daß man sie nicht mehr am vollen Gewinn
repartieren ließ 3, oder auch dann, wenn man sich eine hohe Person
besonders verpflichten wollte 4. Die Einlagen wurden durchaus als
Schuldtitel der betreffenden Firma betrachtet . Auch bezüglich
der Haftung den Gesellschaftsgläubigern gegenüber, wie wir gleich
sehen werden. Sie wurden in das sogenannte Wechselbuch der
Firma eingetragen, weil dafür von seiten der Firma ein Solowechsel
ausgestellt wurde. Als sich zu Anfang des 16. Jahrhunderts - die
antikapitalistische Tendenz der Zeit gegen die übermächtigen
Kapitalkonzentrationen richtete, wie sie in den großen Handels¬
gesellschaften vor sich gingen, da wandte man sich auch gegen die
Aufnahme von festverzinslichen Einlagen, von Zinsgeldern. In
einem an den deutschen Reichstag gerichteten Gutachten 5von
1522 wird vorgeschlagen, es solle verboten werden, daß hinfüro die
1 Strieder , Inventur der Firma Fugger aus dem Jahre 1527,
S. 8; Ehrenberg,
Zeitalter der Fugger. I. Bd., S. 124, 391;
W. Möllenberg,
Die Eroberung des Weltmarktes durch das
Mansfelder Kupfer, S. 28.
2 Cfr
. z. B. M. Jansen,
Jakob Fugger der Reiche, S. 149.
Die Verzinsung von 10 und 12 %, die die Loitzen Vornahmen, war
ungewöhnlich und wohl schon ein Zeichen des nahenden Falliments
der Firma. Hering
a. a. O., S. 90.
3 Beispiel: Eh r en b erg a. a. O., I. Bd., S. 232.
4 Beispiel
: M ö 11e n b e r g a. a. O., S. 28, 107.
6 Abgedruckt in den deutschen Reichstagsakten jüngere Reihe,
Bd. III, S. 556 Anm. 3. Vgl. auch das unten im Abschnitt,,Ent¬
stehung der Aktiengesellschaft“ über diesen Punkt Gesagte.
2
102 Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Handelsgesellschaften „frembd gelt, gestalt ains -Wechsels und da
man gelt von gelt gibt, in irer geselschaft nemen und anlegen oder
damit handeln, sondern allein mit i r e m zugelegten gelt hantieren
solten.“
Es scheint, als ob auch zu Anfang des 16. Jahrhunderts noch
der größte Teil der festverzinslichenEinlagen von den Verwandten
und Freunden der Gesellschafter gestellt wurde, kleinere Depositen
rührten — aus Gefälligkeit angenommen — von Bediensteten der
Gesellschafter her. Im allgemeinen muß es in den ersten Jahr¬
zehnten des 16. Jahrhunderts auch in Augsburg noch nicht üblich
gewesen sein, von jedermann Depositen, selbst auch in kleinen
Quanten anzunehmen. Wenigstens regt sich der gut unterrichtete
Clemens Sender weidlich darüber auf, daß Ambrosi Höchstetter
Depositengelder nahm, wo er sie bekam. Der gleichzeitige Augs¬
burger Chronist schreibt: „ Zu Ambrosius Höchstetter haben fürsten,
graffen, edel, burger, bauren, dienstknecht und dienstmägt ir gelt,
was sie haben gehapt, gelegt und von dem 100 genomen5 fl. Mengen
baurknecht und die nit me haben gehapt dann 10 fl., die haben
es im in sein geselschaft geben; haben gemeint, es sei inen gantz
wol behalten und haben darzu ain järliche nutzung. Diser Hoech¬
stetter hat ain zeit lang in seiner geselschafft zechenhundert tausent fl.
verzinst (die gemein sag ist gewesen, er lieg geren) kain mensch hat
gewist, daß er sovil geltz verzinst hat “ 1.
Es wird sich fragen, ob die Wechsel, die die Depositengläubiger
der großen Gesellschaften erhielten, jederzeit an Dritte weitergegeben
werden konnten, ob sie also die Eigenschaft von Obligationen, wie
sie unsere heutigen großen Aktiengesellschaften auszugeben pflegen,
schon angenommen hatten . Das wäre ein bedeutsamer Schritt auf
die „Kommerzialisierung“ des Wirtschaftslebens gewesen, auf eine
Entpersönlichung, eine Versachlichung von Wertpapieren schon im
16. Jahrhundert hin a. Die Frage kann hier nur angeschnitten
werden. Jedenfalls sind Fuggersche Teilschuldverschreibungen
schon um 1540 „ ein kuranter Handelsartikel“ an der Antwerpener
Börse gewesen. „Die Fugger hatten , um ihre großen Antwerpener
Geschäfte ausführen zu können und sich relativ billig Geld zu
1 Die Chroniken der deutschen Städte. 23. Bd. Leipzig 1894,
S. 219.
2 Vgl
. Sombart,
Die Juden und das Wirtschaftsleben. Kap. VI
besonders S. 74 ff.
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh.
103
verschaffen , angefangen , von Messe zu Messe oder auch auf zwei
Messen bei den Kaufleuten (besonders den süddeutschen ) in Ant¬
werpen Anleihen von jener Art aufzunehmen , welche man euphe¬
mistisch „Depositen “ nannte , obwohl es wirkliche Darlehen waren.
Die Fugger zahlten dafür jährlich ca. 9 % , während sie ihrerseits
mit dem Gelde in Antwerpen ca. 12—13 % erzielten “ 1. Die Obli¬
gationen wurden kurz „ Fuggerbriefe “ genannt und erfreuten sich
großer Beliebtheit . In ihnen jedenfalls , vielleicht aber auch in den
Zinsgeldern anderer Firmen war die moderne Obligation vorbereitet.
Übrigens hatten sich im Verlaufe des 16. Jahrhunderts z. B. in
Danzig schon die Schuldverschreibungen der Stadt zu richtigen
Inhaberpapieren weiterentwickelt . Bürgermeister und Ratmannen
als Verweser des gemeinen Gutes „sampt den anderen verordneten
Ordnungen der kgl. stadt Dantzigk “ versprachen regelmäßig dem
Gläubiger und dessen Erben , „oder wer diesen
brief
mit
ihrem
guten
willen
innehat"
den Hauptstuhl , d. h. das
Kapital jährlich an bestimmter Stelle zu bestimmter Zeit mit einem
bestimmten Satz zu verzinsen , mit dem Zusatz „wollen auch [die
Genannten ] in allen zufelligen nöten aller steur , Schatzungen , dienst,
auch alle andere gefahr , nachteil und schaden , von welcher herschaft
oder burgermeistern und rat sampt den andern verordenten Ord¬
nungen der kgl. stadt Dantzigk auf solche geld geleget werden
mochte oder wie daz geschehen kan oder mag , in allem ohne alle entgeltnusse schadlos und frei halten “ . Eine bestimmte Kündigungs¬
frist wurde ausbedungen , zuweilen auch die Kündigung erst nach
Ablauf einer gewissen Frist für zulässig erklärt und die Währung
festgelegt , in welcher der Hauptstuhl abzutragen war 2.
Die kommanditistische Beteiligung spielt in der süddeutschen
Handelswelt des 15. und 16. Jahrhunderts eine hervorragende Rolle
nicht . Doch ist sie nicht gerade selten gewesen 3, wie schon aus dem
Privileg hervorgeht , das Friedrich III . im Jahre 1464 der Stadt
1 Ehrenberg,
Zeitalter der Fugger . I. Bd . S. 148.
2 Zum Jahre 1587; alles nach Max Foltz,
Geschichte des
Danziger Stadthaushaltes . Danzig 1912. S. 293.
3 Vgl. auch Ott Rulands Handlungsbuch ed. K. D. Hassler,
Stuttgart 1843, S. 15 1. ..Item daz ich Ott Ruland enpfangen hab
von dem Walthasar Ramsteiner zu Nürnberg 200 reynisch gülden,
die soi ich im anlegcn zu gwin und Verlust auf sein wagnus . .
104 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Nürnberg verlieh 1. Darin heißt es : „Mehr so ordnen wir von des
handeis und kaufmannschaft wegen : Welche person , burger oder
burgerin der vorgemelten . stadt Nürnberg ein nehmlich summa
gelds mit geding in ein gesellschaft legen, daß sie solch geding
halten und dem nach kommen sollen. Welch obgemelt person
aber ihr gut und gelt in gesellschaft thun und legen ohn geding,
sondern zu gewinn und Verlust und doch für sich selbst die handtierung der gesellschaft nit pflegen zu handeln , ob und wann dieselbe
gesellschaften durch ungefall oder sonsten Verlust leiden und in
schulden fallen würden und dieselbe schulde von dem hauptgut,
das sie alle in der gesellschaft hetten , nicht mochte bezahlet werden,
so sollen dieselben personen , die, als vorstehet , ihr gut und gelt
unverdingt in gesellschaft hetten , nicht mehr zu bezahlen pflichtig
und schuldig sein, denn allein so viel als sich nach anzahl ihres
zugelegten hauptguethes gebieren und damit der übrigen schulden
ganz entledigt und auch alle andere ihr liaab und guth , wo sie die
hetten , deshalb von allermänniglichen , unangelangt unaufgehalten
und unbekümmert sein und bleiben . . . .“
Keutgen 2 hat die in dem ersten Satze berücksichtigten Personen
als stille
Gesellschafter
bezeichnen wollen. Davon kann
nicht die Rede sein. Die Bürger oder Bürgerinnen von Nürnberg,
die „ ein nehmlich summa gelds mit geding
in ein gesellschaft
legen “, sind Depositengläubiger der betreffenden Firma . Geding ist
hier die Verabredung eines festen Zinses auf das hergeliehene
Kapital 3. Die Depositengläubiger sind im zweiten Satze denen
gegenübergestellt , die „ ohne geding , sondern
zu gewinn und
vertust “ Geld inseriert haben und doch nicht in der Gesellschaft
mitarbeiten . Bei der Haftungsfrage , die den Gegenstand der
Ürkunde bildet , scheiden dann auch die im ersten Satze genannten
Depositengläubiger völlig aus . Mit Recht , denn sie sind ja nicht
Mitgesellschafter , sondern Gläubiger der Gesellschaft.
Wenn wir oben sagten , daß im süddeutschen Frühkapitalismus
des 15. und 16. Jahrhunderts diejenigen Firmen die Hauptrolle
1 Abgedruckt in Woelckers
Historia diplom . Norembergensis.
Nürnberg 1738 , S. 682 und (ziemlich fehlerhaft ) in L ü n i g , Reichs¬
archiv 14, S. 127.
2 a . a . O., S. 606.
3 Vgl. J . und W . Grimm,
Deutsches Wörterbuch , IV . I, 1.
S. 2027.
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh. 105
spielten , in denen eine Reihe von verwandten und verschwägerten
Kaufleuten ihr gesamtes verfügbares Kapital zusammenlegten , so
mußten wir hinzufügen , daß es auch nicht an solchen Gesellschaften
fehlte , die, „von vornherein auf freier Vereinbarung beruhend “,
nur einen Bruchteil der Kapitalien der Vertragschließenden um¬
faßten . Vielfach sahen sich die großen Familienfirmen aus der
Entwicklung ihres Geschäftes und der Entwicklung der wirtschaft¬
lichen Verhältnisse heraus gezwungen , solche gelegentliche , be¬
sondere Gesellschaften miteinander oder mit anderen Kapitalisten
einzugehen . Ich denke hierbei zunächst besonders an jene Gesell¬
schaften , die sich bildeten , weil die einzelne Firma das Risiko eines be¬
stimmten Geschäftes nicht allein tragen wollte oder konnte . Erwähnt
seien etwa die Finanzgeschäfte mit Fürsten 1. Bei manchen solchen
Finanzgeschäften , z. B. den „ Silberkäufen “ und den „Kupfer¬
käufen “ mit den Habsburgern als den Landesherren von Tirol,
mußten auch deshalb oft mehrere große Gesellschaften zu einer
Gelegenheitsgesellschaft zusammen treten , weil die Habsburger
mehreren Firmen gegenüber Verpflichtungen hatten , die sie durch
Gewährung von „ Silberkäufen “ auf einmal befriedigen wollten 2.
Ich denke ferner an Gesellschaften von großen Firmen , die sich
bildeten , um ein Unternehmen gemeinsam zu führen , das sich für
die einzelne Firma zu führen nicht lohnte . So taten sich ver¬
schiedene große süddeutsche Firmen , die als Gewerken in den
alpinen Bergbau eingedrungen waren , zu sogenannten Pfennwerthandelsgesellschaften zusammen , um die Bergarbeiter mit Proviant
(Pfennwert ) und Arbeitsmaterial (z. B . Unschlitt zum Geleuchte
und Eisen zu den Gezähen , Werkzeugen ) zu versehen 3.
1 Bei Ehrenberg
, Zeitalter der Fugger, finden sich so viele
solcher Vergesellschaftungen genannt, daß auf eine Aufreihung weiterer
Beispiele, wie sie mir aus Literatur und gedruckten und ungedruckten
Quellen (besonders den Handlungsbüchern der großen Firmen) zur
Verfügung stehen, hier füglich verzichtet werden kann.
2 Über die gelegentlichen Vergesellschaftungen, die aus solchem
Anlaß die Fugger mit verschiedenen anderen süddeutschen Geschäfts¬
häusern Vornahmen, vgl. jetzt am besten Jansen,
Jakob Fugger
der Reiche, in dem Kapitel: Jakob Fugger in Tirol, S. 79 ff.
3 Vgl
. Z y c h a in Vierteljahrsschriftfür Sozial- und Wirtschafts¬
geschichte 5. Bd. (1907), S. 256 ff. ; Strieder,
Fuggerinventur,
S. 70 : „Unslit- und eysenhandl zu Swatz. Capital darinn fl. 1300,
dartzue man auf Jorg negstkünfftig 2 jar nutzung soll zallen, die
wir anslagen auf fl. 130 summa 1430.“
106 Drittes Buch: Monopole
. Kartelle und Aktiengesellschaften im Mittelalter.
Eine hervorragende Bedeutung für den Bergbau erlangten die
Tochtergesellschaften der großen, in der Montanindustrie arbeitenden
Firmen des 16. Jahrhunderts . Diese Tochtergesellschaftenwurden
gewöhnlich „ Gesellschaften des Berg- und Schmelzwerkhandels“
genannt. Wir lernten bereits früher die 1565 in Tirol gegründete
Gesellschaft des „ Jenbacher Berg- und Schmelzwerkhandels"
kennen, an der neben den Fuggern zunächst auch die Langenauer,
die Haug und die Katzbeck erheblichen Anteil hatten 1. Schon
vorher (1526) war unter Beteiligung der Fugger, des Benedikt
Burkhart , des Christoph Herwart, unter Beteiligung auch von
Anton und Hans Bimmel die Gesellschaft des „ Schwazer Berg-,
Schmelz- und Pfennwerthandels“ gegründet worden 2.
Wohl die berühmteste Tochtergesellschaft zweier großer Farniliengesellschaften des Frühkapitalismus bildet das Handels¬
unternehmen, das von 1495—1525 die Fugger in Gemeinschaft mit
der ungarischen Familie Thurzo betrieben. Bekanntlich drangen
die Fugger mit Hilfe dieser Verbindung in den reichen ungarischen
Bergbau ein, um ihn fast ein Menschenalter zu beherrschen.' Über
die Organisation der Firma Fugger-Thurzo, über ihre Umsätze
und Gewinne sind wir jetzt durch Max Jansen 3 genau unterrichtet.
Die beiden Familien bildeten eine Handelsgesellschaft„ des gemeinen
ungarischen Handels“ (die Fugger natürlich mit einem viel größeren
Kapitaleinschuß), die völlig losgelöst von der übrigen Handels¬
tätigkeit der beiden Familien basiert war. Der „ gemeine ungarische
Handel“ verkaufte
seine Bergwerksprodukte an die Fuggersche Handelsgesellschaft und ebenso an die Thurzo, die sie beide
dann auf eigene Faust weiterverkauften. Umgekehrt verkauften
die Fugger ihrer Tochterfirma, dem „ gemeinen ungarischen Handel“,
Waren zum Weiterverkauf (Seiden- und Wollstoffe, Edelsteine usw.)
oder zu Geschenken für die ungarischen Herren.
Die Beispiele für die Durchsetzung der süddeutschen frühkapitalistischen Wirtschaft mit Handelsgesellschaften, die nicht
familiengesellschaftlichen Charakter trugen, sondern von vornherein
auf freier Vereinbarung nicht verwandter Wirtschaftssubjekte be¬
ruhten, sind hier aus dem Gebiete des Erzhandels bzw. Bergbaus
1 Die näheren Literaturnachweise bei Zycha a . a. O., 5. Bd.
(1907), S. 281.
2 Daselbst.
3 Jakob Fugger der Reiche, S. 150 ff.
1
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
107
gewählt worden. Es geschah das deshalb, weil dort, wie wir bereits
früher sahen, besonders fortgeschrilteneWirtschaftsformenherrschten
und deshalb Exempel solcher gelegentlicher Verbindungen großer
Firmen leicht zu finden waren. Aber man darf nicht glauben, daß
sie in anderen Handelszweigen fehlten. Eine bedeutende Rolle
spielten sie beispielsweise auch im Gewürzhandel des 16. Jahr¬
hunderts. Bekanntlich hatte sich die portugiesische Krone den
kolonialen Gewürzhandel als Kronrecht reserviert \ Auf diese
Weise erlangte der König von Portugal besonders auf dem WeltPfeffermarkt ein unbestreitbares Monopol. Wer Pfeffergroßhandel
treiben wollte, mußte mit dem König von Portugal einen „Pfeffer¬
kauf“, d. h. einen Kontrakt auf Pfefferlieferung bzw. -Abnahme
eingehen2. Natürlich gegen Vorauszahlung des größten Teiles des
Wertes der betreffenden Lieferung. Wir kennen ja bereits vom
Erzhandel her die Bedeutung der „Käufe“ als fundiertes Anleihe¬
system der öffentlichen Gewalten. Zu Gewürzabnahmekontrakten
mit dem König von Portugal haben sich im Verlaufe des 16. Jahr¬
hunderts pngemein häufig süddeutsche Handelsgesellschaften zu
gelegentlicher Vergesellschaftung zusammengetan. Namentlich seit
die portugiesische Regierung die indischen Gewürze gleich nach
Antwerpen bringen ließ und hier ihre großen Lieferungskontrakte,
ihre „Käufe“ abschloß, bildete das Pfefferspekulationsgeschäfteine
häufige Veranlassung von Konsortienbildungen deutscher Kauf¬
leute in der Scheldestadt.
In den siebziger Jahren des 16. Jahrhunderts hat dann Konrad
Rott , ein Augsburger Großkaufmann, durch die Übernahme eines
Gesamtkontraktes von der portugiesischen Krone den ganzen
Pfeffergroßhandel in seine Hände zu bekommen versucht. Rott
verpflichtete sich im ersten Jahre seines großen Pfefferkaufs
12 000 Zentner, in den folgenden je 20 000 Zentner der kostbaren
Ware zum Preise von 34 Dukaten pro Zentner abzunehmen. Dafür
hatte er dem König von Portugal eine Anleihe von mehreren hundert¬
tausend Dukaten zu mäßigem Zinssatz zu gewähren. Die Anleihe
sollte durch Pfefferlieferungen, allerdings erst im letzten Jahre des
laufenden Kontrakts allmählich abgezahlt werden. Als besondere
1 Für das Folgende vgl. K. H ä b 1e r , Konrad Rott und die
Thüringische Gesellschaft in : Neues Archiv für sächsische Geschichte
16 (1895), S. 177 ff.
2 Häbler,
Konrad Rott , a. a. O., S. 180.
108 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften ira Mittelalter.
Vergünstigung wurde es angesehen, daß Rott „ein Fünftel des
Kaufpreises dem König in alten portugiesischen Schuldbriefen er¬
legen durfte, die zur Zeit von ihren Besitzern zu weniger als dem
halben Werte zu haben waren; auch sollte er einen Teil der Zahlung
in Teer, Tauwerk und anderen zum Schiffsbau nötigen Artikeln
liefern, die man in Lissabon aus den Ostseeländern zu beziehen
pflegte.“ Trotz dieser Erleichterungen in der Zahlungsweise war
der Kontrakt K. Rotts eines der waghalsigsten Spekulationsgeschäfte
des 16. Jahrhunderts . Bald zeigte sich auch die Unfähigkeit des
Augsburgers, das Unternehmen allein durchzuführen. Nachdem er
sich vergeblich bemüht hatte , ein deutsches Konsortium zusammen¬
zubringen, trat er im April 1576 dem Giacomo dei Bardi & Co. dre:
Achtel seines Kontraktes ab.
Noch mehr war Konrad Rott auf die Beteiligung fremden
Kapitals bei dem noch erweiterten Gesamtpfefferkontrakte an¬
gewiesen, den er bald darnach beim Regierungsantritt König
Heinrichs von Portugal übernahm 1, und mit dessen Hilfe der
spekulationslüsterne Augsburger nun erst recht ein Weltmonopol
für den Pfefferhandel an sich zu bringen versuchte. Rott teilte
jetzt von vornherein den gesamten Geldwert, den seine Verträge
repräsentierten, in 30 Anteile. Von diesen behielt er 12L, für sich.
Von dem Reste trat er 10 Anteile an portugiesische, 7}<>an italienische
Firmen ab. Außerdem aber ging Rott noch mit dem Kurfürsten
von Sachsen die sogenannte Thüringische Pfefferhandelsgesellschaft
ein, eine spezielle Vergesellschaftung, die den Zweck verfolgte, in
Leipzig den Pfefferverkauf für „Deutschland, die Niederlande,
Ostland und Polen“ zu konzentrieren, mit deren Hilfe sich aber
zugleich der Augsburger Kaufmann Kredit und bares Geld zu ver¬
schaffen wußte. Es kann bei Häbler nachgelesen werden 2, wie
die Gesellschaft des Thüringer Pfefferhandels organisiert war. Wir
kommen auch an anderer Stelle darauf zurück, wie mit Hilfe eines
Kartells zwischen der oben genannten internationalen Gesellschaft
und der Thüringer Gesellschaft die Absatzgebiete unter hoher
Konventionalstrafe abgegrenzt waren, hier lag mir nur daran, die
gelegentlichen Tochtergesellschaftenzu erwähnen, die sich aus der
Rottschen Muttergesellschaft abzweigten.
1 Häbler
a. a. O., S. 185 f.
2 Hä b 1e r a. a. O., S. 191.
3
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh.
109
Neuerdings hat Möllenberg auf die Mansfeldischen Saiger¬
handelsgesellschaften als eine eigenartige Form der Kapitalvergesellschaftung des endenden 15. und des 16. Jahrhunderts hin¬
gewiesen. Also auf die Gesellschaften der Hütten Schwarza und
Mansfeld (gegründet 1472 mit 6000 fl. Einlage ), der Hütte Arn¬
stadt (gegründet 1502 mit 31 500 fl. Kapital ), der Hütte Leutenberg (gegründet 1524 mit 70 000 fl. Kapital , das in der nächsten
Zeit bis auf 120 710 fl. erhöht wurde ), der Hütte . Gräfenthal , der
Hütte Luderstadt , der Hütte Steinach und der Hütte Eisfeld (ge¬
gründet 1546).
Die Tätigkeit
aller dieser Handelsgesellschaften war im
wesentlichen dieselbe. Sie schossen einen Teil des in ihnen in¬
vestierten Kapitals den kleinen Unternehmern im mansfeldischen
Kupferbergbau , den sogenannten Hüttenmeistern 1 vor . Diese
verpflichteten sich dafür , der Gesellschaft das innerhalb einer
festgesetzten Zeit produzierte Rohkupfer zu einem genau vereinbarten
Preise zu liefern . Das auf diese Weise erworbene Rohkupfer 2
wurde sodann von den Saigerhandelsgesellschaften in eigenen
großen Saigerhütten — naeh diesen sehr kostspieligen industriellen
Anlagen 2 führten die Gesellschaften zumeist ihre Namen — gesaigert , d. h . mit Hilfe eines Zusatzes von Blei von dem darin reich
enthaltenen Silber getrennt . Das Silber ging größtenteils in die
Münze, das Kupfer zumeist nach Nürnberg an die größeren oder
kleineren industriellen Verbraucher , besonders aber auch nach
Frankfurt a. M. und nach Antwerpen 4. Hier wurde es von der
1 „Hüttenmeister “ sind nach Möilenberg kleinere Unternehmer,
die Bergteile muteten , die ihnen zugemessenen Felder ausbeuteten
und die gewonnenen Erze einschmolzen . Sie errichteten zu diesem
Zwecke entweder eigene Schmelzöfen (Erbfeuer ), oder sie pachteten
Öfen von den Grafen von Mansfeld (Herrenfeuer ), die den Hütten¬
meistern gegenüber zu Ende des 15. Jahrhunderts
als Unternehmer
allmählich zurücktraten.
2 Vielfach erwarben die Gesellschaften auch noch auf andere
Weise Rohkupfer . Sie kauften den Regalherren , also den Grafen
von Mansfeld , das Kupfer ab , das von den Gewerken an sie abgegeben
werden mußte (sogenanntes Zehntkupfer ).
3 Zu einer auf etwa 7000 Zentner Jahresproduktion
berechneten
Saigerhütte gehörten 8 Schmelzöfen , 12 Saigeröfen , 3 Garherden,
3 Treibherden und 2 Dörröfen.
4 Unter den Antwerpener Kunden der Leutenberger Gesellschaft
nennt Möilenberg neben den Fuggern u . a . „ Hans und Jorg Herbart “ .
2*
110 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
großen niederrheinischen Kupfer- und Messingindustrie in Empfang
genommen, die in Aachen ihren Mittelpunkt hatte , sich aber bis
Köln und Antwerpen hin erstreckte, Insgesamt wurden um 1531
auf allen „Mansfeldischen“ Saigerhütten ca. 24 000 Zentner Kupfer
jährlich produziert. Davon gingen laut einer Angabe Christoff
Fürers 10 000 Zentner nach Nürnberg und 14 000 Zentner nach
Frankfurt a. M. und in die Niederlande. Der Osten Europas kam
als Absatzgebiet für Mansfeldisches Kupfer nicht in Betracht.
Hier dominierten die Fugger mit ihrem ungarischen Kupfer.
Die innere
Organisation
der Saigerhandelsgesell¬
schaften bietet in mancher Hinsicht ein anderes Bild, als es die
meisten uns bekannten Handelsgesellschaften Mittel- und Süd¬
deutschlands zu Anfang des 16. Jahrhunderts zeigen. Die starke
Teilhaberschaft nicht kaufmännischer Elemente (Adliger und Ge¬
lehrter), die jährliche Generalversammlungder Teilhaber, die jähr¬
liche Bilanz und Gewinnausschüttung1, der Mangel einer be¬
stimmten Zeitdauer und der mehr öffentliche Charakter der Ge¬
sellschaften®, das und manches andere ist hier zu nennen. Es
bleibt zu untersuchen, inwieweit wir es hier mit Wandlungen auf
die bedeutungsvollste wirtschaftliche Organisationsform der späteren
Zeit, mit Wandlungen auf die Aktiengesellschaft hin zu tun haben.
Zweiter
Abschnitt.
Die Entstehung der Aktiengesellschaft.
Wir erinnern uns nach den vorangehenden Exemplifikationen,
die leider den durchgehenden Gang der Untersuchung etwas unter¬
brechen müssen, wieder an den zuerst betonten Gegensatz im WirtDie Firma hat nichts , wie Möllenberg vermutet , mit den Herbrot
zu tun . Gemeint sind vielmehr die Augsburger Hans und Georg
Herwart . Vgl . Strieder,
Zur Genesis des modernen Kapitalis¬
mus , S. 122.
1 Generalrechnung von 1532 : Item so haben wir uns gesellschafter
der saigerhutten unter Leittenberg und Aysfelt samptlich vergleicht
und vcrainichet , das man soi einem jeden pro raitto austaylen und
raichen auf jedes hundert aylf guide . . .
2 Dieser offenbart sich z. B . darin , daß in den Gesellschafts¬
verträgen für den Fall von Streitigkeiten unter den Kontrahenten ein
öffentliches Organ , etwa der Rat von Nürnberg , als Schiedsrichter
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
111
l>
schaftsleben des süddeutschen Frühkapitalismus im 16. Jahrhundert
und des deutschen Hochkapitalismus im 19. Jahrhundert . Hier
sahen wir die Führerschaft bei der Aktiengesellschaft, dort bei
großen „Familiengesellschaften“. Nun ist es über allen Zweifel
erhaben, daß die Aktiengesellschaftals Massenerscheinung erst für
die Wirtschaft des 19. Jahrhunderts ihre überragende Bedeutung
erlangt hat , aber für den Historiker fragt es sich doch auch, wann
und wo tritt die neue Form der Kapitalbeschaffung zuerst oder
doch zuerst häufiger auf. Nun ist es wiederum fraglos, daß zuerst
das 17. Jahrhundert in den kolonialen Handelsgesellschaften(der
holländisch-ostindischen Kompagnie usw.) Aktiengesellschaften in
größerer Anzahl hervorbrachte, Bildungen, von denen aus sich die
Entwicklung in ununterbrochener Überlieferung bis zu den Aktien¬
gesellschaften unserer Tage verfolgen läßt, aber ist damit gesagt,
daß im 16. Jahrhundert und früher nicht schon vereinzelte Aktien¬
gesellschaftsbildungen vorkamen? Im besonderen fragt es sich für
die deutsche Wirtschaftsgeschichte: Hat der mächtige Aufschwung,
den das süddeutsche frühkapitalistische Wirtschaftsleben im 16. Jahr¬
hundert nahm — ein Aufschwung, der nur im 19. Jahrhundert eine
Parallele findet -—, nicht schon aktiengesellschaftliche Organisations¬
formen hervorgebracht, längst ehe in den Niederlanden und in England die Aktiengesellschaft eine erste Blütezeit im 17. Jahrhundert
erlebte?
Bis zu dem Erscheinen von Karl Lehmanns Buch: „Die ge¬
schichtliche Entwicklung des Aktienrechtes bis zum Code de com¬
merce“ (Berlin 1895) galt es als opinio communis, daß die Heimat
der modernen Aktiengesellschaft Italien sei L Die St. Georgsbank
in Genua und seit Goldschmidt2die genuesischen Maonen(Kolonial¬
gesellschaften) wurden bis dahin allgemein als die ältesten Kapitalussoziationsformenangesehen, die Grundprinzipien der viel später
erst vollständig ausgebildeten Aktiengesellschaftenthielten.
eingesetzt wird . Man beachte demgegenüber die Ängstlichkeit , mit
der die alten Gesellschaften die Öffentlichkeit von sich abzuschließen
sch mühten . Vgl . z. B . den Fnggerscheu Gesellschaftsvertrag
von
1494, jetzt abgedruckt
bei Jansen,
Jakob
Fugger der Reiche
S. 262 ff ., besonders S. 266 . Dazu S. 32.
1 Nähere Angaben über die Begründung dieser Lehre und den
geringen Widerspruch , den sie fand , bei K . L e h m a n n , a . a. O., S. 4.
2 L . Goldschmidt,
Universalgeschichte
des Handelsrechts,
295.
?12 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Karl Lehmann will demgegenüber die Entstehung der modernen
Aktiengesellschaft um einige Jahrhunderte später ansetzen. Für
ihn sind die Kolonialgesellschaften des beginnenden 17. Jahrhunderts
die ersten Aktiengesellschaften von Bedeutung für die moderne
Entwicklung dieses Instituts . Also die niederländisch-ostindische
Kompagnie, die englisch-ostindische Kompagnie, die niederländisch¬
westindische und so fort. Zwar leugnet Lehmann nicht, daß die
St. Georgsbank in Genua seit dem Jahre 1409 wenigstens eine
Aktiengesellschaft war 1, aber er meint, eine Geschichte der Aktien¬
gesellschaft könne sich nicht bei der Tatsache beruhigen, daß im
Anfang des 15. Jahrhunderts in einer Stadt Italiens aus einer Ver¬
schmelzung von Staatsgläubigergruppen eine Bank hervorging, die
durch eine von der Not der Lage erzwungene Ersetzung des Zinses
durch Dividenden zur Aktienbank sich umwandelte. Es gälte zu
untersuchen, ob darin der Ausgangspunkt für unsere heutige Aktien¬
gesellschaft vorliege, oder ob es sich um eine singuläre Begebenheit
handelt, deren Einfluß nicht nachweisbar ist.
Lehmann vertritt schroff die Ansicht, daß ein Zusammenhang
zwischen den Aktiengesellschaften des 17. Jahrhunderts und den
genannten italienischen Bildungen nicht bestehe. Im „Namen,
Gegenstand des Unternehmens, Struktur “ usw. liege in den Bildungen
des 17. Jahrhunderts „etwas ganz Neues vor“. Nun muß aller¬
dings zugegeben werden, daß der Ausdruck Aktie, der in Holland
zur Bezeichnung der Anteile an der neuen Art von Erwerbsgesell¬
schaften üblich wurde, auch in den meisten übrigen europäischen
Ländern sich durchsetzte 2; aber es soll doch nicht unterlassen
werden, darauf hinzuweisen, daß dies teilweise ziemlich spät und
unter
Verdrängung
älterer
autochthoner
Ausd r ü cke für dieselbe Sache geschah. In Frankreich taucht erst
in den sechziger Jahren des 17. Jahrhunderts an Stelle des älteren
„part “, „portion“, die Bezeichnung „action“ auf 3. In Deutsch¬
land ist in den ältesten Octrois, d. h. den obrigkeitlichen Privi¬
legierungen und Bestätigungen der Aktiengesellschaften, von
1 Die von Goldschmidt
(a . a . O., S. 295 f.) untersuchten
und als Aktiengesellschaften
erklärten Maonen von Chios und Cypern
hält Lehmann für keine Aktiengesellschaften , S. 17 ff.
2 Am zeitigsten in den Ländern einer jungen
selbständigen,
wirtschaftlichen
Kultur , in Schweden und Dänemark.
! Lehmann
, a . a . O. S. 9.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
113
„Portionen“, „Anteilen“ im Sinne von Aktien die Rede. Auch
findet hier „die selbst weit später nicht völlig überwundene Auf¬
fassung der Aktie als einer Schuld in der Bezeichnung dieser Ur¬
kunde als „Obligation“, „Obligationsbrief“ Andeutung“ 1. Eng¬
land gar hat sich seinen Ausdruck „share“ bis heute bewahrt. Auch
das folgende verdient gegen Lehmanns Beweisführung eine gewisse
Beachtung: Das Wort Aktien wird in Deutschland schon in der
Mitte des 16. Jahrhunderts für Inhaberpapiere gebraucht. Im
Abschied des Reichstages von Augsburg (1551) heißt es in § 78 ff.:
„Neben dem so erfindt sich, daß auch die Juden solche ihre unbilliche Schulden und Anforderungen, die sie auf den armen Christen
mit höchsten Beschwerden und unziemlichen Vorteil erlangt,
anderen
Christen
verkaufen
und
die Ver¬
schreibungen
auf die Kauffer
stellen
lassen,
welche in die armen, übervorteilten Schuldner zu dem hefftigsten
dringen und sie etwan gar von Haus und Hoff vertreiben. Diesem
zu begegenen sind wir .....
dahin entschlossen, daß die Juden
hinfürter kein Verschreibung
oder Obligation
vor
jemands anders dann der ordentlichen Oberlceit, darunter der contrahirend Christ gesessen, auffrichten.“ Dann folgt der für uns
hier wichtigste Passus: . .....
Es soll auch kein Christ
hinfürter
einem Juden
sein Action
und Forde1VilctorRing
, Asiatische Handelskompagnien Friedrichd. G.
Ein Beitrag zur Geschichte des preußischen Seehandels und Aktien¬
wesens, Berlin 1890, S. 238. Interessant ist folgende Definition des
Begriffes Aktie, wie sie sich bei P. J. Marperger
Neueröffnetes
(
Kaufmannsmagazin, 2 Bde., 4. Aufl., Hamburg 1765, Bd. I, S. 14 ff.),
also einem kaufmännischen Fachmann findet: „Actie, Actien ist in
Holland wie auch in Engelland und Dänemark der Verkauf der Obli¬
gation auf diejenigen Capitalien, die jemand in der Ost- und West¬
indischen Compagnie hat. Worauf denn die Obligation ihren Nahmen
Verliert und Actie genennet wird.“ Der folgende Passus in dem¬
selben Artikel bei Marperger zeigt, wie umständlich damals noch der
Verkauf der Aktien war: „Zum Einkauf der Actionen
oder
Actien bedient man sich eines Mäklers“ und wenn das Geschäft ab¬
geschlossen, „so lasset der Verkäufer solche gleich in dem Buche
der Compagnie dem Käufer zuschreiben, unterzeichnet auch zugleich
unter seiner Hand vor denen Herrn Directoribus eine Quittance,
kraft welcher er sein Recht dem Käufer überträgt, hingegen muß
dieser die Parthey gleich in Banco abschreiben lassen oder der Trans¬
port ist null und nichtig.“
Strieder
, Studien ?.. Gesell , kapitiiliat , Orgamsalionsformen
.
8
.8
*S
114
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
rung gegen einen
anderen
Christen
ab kaufen
oder ein Jud als Schuldgläubiger einem anderen Christen solche
Actionen
und Forderungen in einigem Weg cediren oder einigs
Contracts-weiß zustellen bey Verlust derselben Forderung“ 1.
Auf die Bedeutung, die der Wunsch der Juden, ihre Forderungen
(d. h. diejenigen, die sie an Christen hatten ) zu übertragen, ohne
die geringste Spur ihres früheren Besitzers an ihnen zu lassen, für
die Verbreitung des Inhaberpapiers haben mußte, hat S o m b a r t
neuerdings wieder aufmerksam gemacht 2. Aus den oben an¬
geführten Verordnungen sieht man, wie häufig die Juden schon
um die Mitte des 16. Jahrhunderts das reine Inhaberpapier an¬
wendeten. Hier handelt es sich uns speziell um die Bezeichnung
actio. Es wäre verkehrt, uns darauf hinzuweisen, daß in den ge¬
nannten Quellenstellen das Wort actio wohl für ein Inhaberpapier
(was die Aktie wohl ist), aber für eine Schuldverschreibung (was
1 Die Bestimmungen sind in der Reichspolizeiordnung von
Frankfurt (1577), Titel XX , § 4 wiederholt. In Tirol wurden die
Verordnungen kräftig gehandhabt , vergl. Mim,
a. a. O., I. Bd.,
S. 425. In Sachsen hat sich das kaiserliche Verbot nicht durchführen
lassen und wurde 1715 (Deeisiv-Befehl Friedrich Augusts vom 5. No¬
vember ) aufgehoben. „ Allemaßen wir aber bei anderweiter der Sachen
Ucberlegung der Billigkeit allerdings gemäß und zur Beförderung des
Commercii wie auch des Wcchselrechts am verträglichsten befunden,
die .....
Frage dahin zu erörtern , daß da euern Anführen nach der
Reichs-Abschied de anno 1551 zusamt der Policei-Ordnung wegen
des Verboths derer
Jüdischen
Cessionen
an Christen
in unsern Landen zu einer durchgehenden Observanz nicht gediehen,
vielmehr auf die Validitaet dergleichen Handlungen bei dem Oberhof¬
gerichte zu Leipzig gesprochen worden, es in Zukunft noch ferner
also gehalten und alle Cessiones derer Schuldverschreibungen nicht
weniger derer Wechsel-Briefe und Steuerscheine, sie geschehen gleich
von Christen an Juden oder von diesen an jene, sie seien gerichtlich
oder extrajudicialitcr geschehen, bei Kräften verbleiben und vor
gültig erachtet werden sollen . . .
Codex Augusteus I, S. 1190.
(Die erwähnten „ Steuerscheine “ sind sächsische Landschaftsschuld¬
verschreibungen .) Erwähnt mag hier wenigstens werden , daß auch
Papst Paul IV. in seiner berühmten , gegen die Juden gerichteten
Bulle ihnen die Ausstellung fingierter Kontrakte verbietet . § 6:
„Seu Christianos quoquo modo gravare aut contractus fictos vel
simulatos celebrare.“ Bullarium diplomatum et privilegiorum sum¬
morum romanorum pontificum . 6. Bd. Augustae Taurinorum , 1860,
8. 499.
2 Die Juden und das Wirtschaftsleben , S. 86.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh . 115
die Aktie doch nicht ist) gebraucht wird. Dem muß entgegengehalten
werden, daß selbst im 18. Jahrhundert noch in Deutschland die
Auffassung der Aktie als einer Schuld nicht völlig überwunden war,
was in ihrer Bezeichnung als „Obligation“ und „Obligationsbrief“
zum Ausdruck kommt V So könnte also das im 16. Jahrhundert in
Deutschland für einen Inhaberschuldbrief gebrauchte „actio“ auch
für die Urkunden, die wir heute Aktien nennen, anstandslos ge¬
braucht worden sein. Ob es tatsächlich dafür gebraucht worden
ist, das müssen noch nähere Studien lehren.
Nun ist ferner schon betont worden und soll auch in diesem
Zusammenhänge nicht geleugnet werden, daß erst seit den hol¬
ländischen und englischen Gründungen des 17. Jahrhunderts eine
ununterbrochene Kette von uns bekannten Aktiengesellschaften bis
auf unsere Zeit zu laufen beginnt. Aber es wäre doch methodisch
durchaus verfehlt, aus einer Unkenntnis von Aktiengesellschaften
zwischen der — auch von Lehmann als Aktiengesellschaft an¬
gesprochenen— St. Giorgio-Bank von Genua und den kolonialen
Aktienkompagnien des 17. Jahrhunderts den Schluß zu ziehen, es
hätten in . der Zwischenzeit keine Aktiengesellschaften existiert.
Karl Lehmann zieht diesen Schluß nicht. Für ihn bleibt die Frage,
ob im 15. und 16. Jahrhundert aktiengesellschaftliche Kapilalassoziationen existiert haben, offen, weil sie ihm irrelevant erscheint.
Der genannte Forscher sieht erst mit den Aktiengesellschaften des
17.Jahrhunderts das Charakteristikum der neuen Vergesellschaftungsform gegeben, die Spekulation. Wohl, meint er, „gab es in Italien
loca com perarum, sie wurden im Verkehr gehandelt und ihr Kurs
war ein schwankender, aber dieses Schwanken war doch nur durch
die Bewegungen des Weltmarktes und die finanzielle Lage des
Schuldners bedingt. Von Mißbräuchen wie beim Aktienhandel
erfahren wir nichts, und sie waren durch die Natur der loca, wenn
nicht ganz ausgeschlossen, so doch erheblich eingeschränkt. Es
waren ihrer Grundlage nach nicht Dividenden-, sondern Renten¬
papiere. Aber acht Jahre nach der Gründung der niederländischostindischen Kompagnie begegnet bereits ein Edikt gegen die Mi߬
bräuche des Aktienhandels, und überall, wo die neue Form auftritt,
stoßen wir auf dieselben Erscheinungen, die ungeheuren Kurs1 Ringi
a. a. O., S. 238. Auch Schm oll er in seinem
Jahrbuch , 17. Bd ., S. 988.
8
116 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Schwankungen, das Wechseln des Angebots und der Nachfrage,
die Spekulation auf Steigen und Fallen, die Spielwut, das Jobber¬
tum !“ 1
Einer solch hohen Einschätzung des Spekulationselementes
bei der Entstehungsgeschichte der modernen Aktiengesellschaft
kann ich mich nicht anschließen. Die Tatsache der Erweckung der
Spekulation war doch nur ein akzessorisches Moment hei dem
Entstehen der neuen Kapitalassoziationsform. Daß die Speku¬
lation nicht natur not wendigerweise
an die Aktien¬
gesellschaft geknüpft ist, kann man schon daraus erkennen, daß
es eine ganze Reihe von Aktiengesellschaften gab und gibt, die
niemals Gegenstand einer Spekulation wurden und werden. Man
denke an die vielen Aktiengesellschaften, die dem Gemeinwohl,
der Belehrung oder dem gewerblichen Gesamtinteresse eines Ortes
dienen. Von den Aktiengesellschaften des 17. Jahrhunderts machte
nur eine ganz kleine Anzahl ausgezeichnete Geschäfte und eröffnete
damit der Spekulation glänzende Aussichten2. Aber von der
Mehrzahl der neuen Gründungen konnten kaum und nur mit großer
Mühe der interessierten Regierungen die Aktien abgesetzt werden.
Die Zeichner brachten -— oft sehr unfreiwilligerweise— das Stamm¬
kapital als ein Opfer auf, das sie dem Staate darreichten. An eine
Spekulation war kein Gedanke.
So wird man denn die Behauptung aufstellen können: Es gab
und gibt Aktiengesellschaften mit und ohne Spekulationsgeschichte.
Die Tatsache, daß infolge glänzender Geschäfte und daraus resul¬
tierender starker Nachfrage nach ihren Aktien schon an einzelne
Aktiengesellschaftendes 17. Jahrhunderts die Spekulation heran¬
gebracht wurde, ist gewiß interessant. Diese Erscheinung zog auch
die Blicke der Mitwelt und der nachlebenden Wirtschaftshistoriker
auf die betreffenden Institute, aber die Tatsache der hier und da
in ihrem Gefolge sich einstellenden Spekulation berührt nicht
eigentlich das Wesen der neuen Gesellschaftsform. Die Spekulation
ist viel älter als die Aktiengesellschaften des 17. Jahrhunderts.
Wir wissen aus verschiedenen Beispielen, wie die Spekulation schon
im 16. Jahrhundert in den Niederlanden blühte. Für Waren1 Lehmann
, a. a. O., S. 24 f.
2 Es waren namentlich die Institute , die ihre Tätigkeit auf dem
die ganze niederländische
bzw . englische Nation interessierenden
Felde des kolonialen Handels entfalteten.
Erstes Kapitel : Deutsche Aktiengesellschalten
vornehmlich
des 16. Jahrh .
117
Spekulation sei auf den portugiesisch-indischen Pfefferhandel ver¬
wiesen, außerdem auf die Objekte, die A. Sayous nennt 1. Auf
die Spekulation in Wertpapieren, z. B. in den berüchtigten Rent¬
meisterbriefen haben schon Pirenne
und andere aufmerksam
gemacht 2. Eine Spekulation mit Wertpapieren hatte es in Deutsch¬
land dann spätestens seit dem 15. Jahrhundert schon (in Berg¬
werkskuxen) gegeben3. Das wesentlich Neue bei der Aktien¬
gesellschaft war die neue Art der Kapitalassoziation4. Mit dem
Aufkommen der Aktiengesellschaftbeginnt ein neuer Abschnitt in
der Geschichte der gesellschaftsweisen Unternehmung, in der Ge¬
schichte der wirtschaftlichen Assoziationsformen. In der Aktien¬
gesellschaft wird, wenn ich mich so ausdrt'rcken darf, die Form der
Kapitalbeschaffung demokratisiert5, verallgemeinert, popularisiert.
1 „La spéculation dans les Pays -bas au XVIe siècle ." In Journal
des économistes 1901.
2 H. Pirenne,
Geschichte Belgiens , III . Bd ., übersetzt von
Fritz Arnheim , Gotha 1907 , S. 348 f. Für Italien vgl . R . P ö h 1m a n n , Die Wirtschaftspolitik
der Florentiner
Renaissance und
das Prinzip der Verkehrsfreiheit , S. 86.
3 Cfr. O p e t , Zeitschrift für Bergrecht 34, S. 308 Anm . 3. Vgl.
auch H o p p e , a. a. O., S. 74 ff . Vgl . aber besonders die Bestimmungen
über den Kuxhandel , wie sie in Spezialordnungen der Landesfürsten
des 16. Jahrhunderts
über Bergsachen niedergclegt sind . Zum Bei¬
spiel für Sachsen,
gesammelt
im Codex
Augusteus,
II . Teil , S. 140 , 212 usw . Ich habe im Anhang einige dieser Be¬
stimmungen , wie sie von den vereidigten Kuxhändlern gehandhabt
wurden , abgedruckt . Für Böhmen vgl . die zweite Joachimstaler
Bergordnung de anno 1541 , II . Teil , Art . 91 ; Schmidt,
Samm¬
lung Österreich . Berggesetze , I, 1, S. 268 ; A. Salz, Geschichte der
böhmischen Industrie der Neuzeit , S. 26 . Nach O. Hué,
Die Berg¬
arbeiter . Historische Darstellung der Bergarbeiterverhältnisse
von
der ältesten bis auf die neueste Zeit , I. Bel., Stuttgart 1910 , S. 126
wurde auch in Pfalz -Zweibrücken (1565 ), in Saalfeld (1575), in HessenKassel (1616 ) usw . gegen die betrügerischen Kuxkränzler vorgegangen.
4 „Das Wesen der Aktiengesellschaft
liegt in der Kapital¬
zusammenfassung
und damit der Erhöhung der Leistungsfähigkeit
des zersplitterten
Kapitals einzelner kleinerer oder sogar größerer
Besitzer .“ W . Wygodzinski,
Einführung
in die Volkswirt¬
schaftslehre , Leipzig 1912 , S. 71.
5 Eine „ Demokratisierung “ tritt etwa seit Ende des 18. Jahr¬
hunderts auch in den großen Finanzunternehmungen
zutage . Bis
dahin waren die Geldgeschäfte mit den Staatsoberhäuptern
von einer
verhältnismäßig
kleinen Anzahl reicher Geldmänner mit eigenen
*
118
Drittes Buch : Monopole . Kartelle und Aktiengesellschaften im Mittelalter.
Was schon bei der Ausbildung der kapitalistischen Gewerkschaft
im Bergbau in einer für die Verbreitung kapitalistischen Geistes
bedeutungsvollen Art geschehen war: die Hereinziehung weiterer
vermögender Kreise (Adliger, geistlicher Korporationen, Gelehrter
usw.) in die kapitalistische Produktion und in den kapitalistischen
Handel, die fortschreitende Erfüllung der Gesellschaft mit kapita¬
listischem Geiste, dasselbe vollzog sich auch bei der Verbreitung
der neuen Form der Erwerbsgesellschaft. Und zwar wurden die
neuen Kapitalisten nicht zur „risikofreien“ Anteilnahme in der
Form von festverzinslichen Einlagen herangezogen, sondern zur
Beteiligung zu Gewinn und Verlust (des eingeschossenen Kapitals).
Die Voraussetzung dieser „Demokratisierung“ ist natürlich die,
daß einmal genügend kapitalkräftige und genugsam vom kapita¬
listischen Geiste erfaßte 1Personen vorhanden sind, die nicht die
Möglichkeit hatten , im eigenen Geschäft ihre Anlage suchenden
Kapitalien unterzubringen. Entweder weil sie kein eigenes Geschäft
hatten (also Nichtkaufleute waren), oder weil das eigene Geschäft
nicht mehr Kapital gebrauchen konnte usw.
Vielfach hat in der ersten Entstehungszeit der Aktiengesell¬
schaften. die öffentliche Gewalt den betreffenden Gesellschaften—
für Privilegierungen, besonders Monopole, die sie ihnen zuteil
werden ließ — die Verpflichtung auf erlegt, den Beitritt allen Landes¬
kindern usw. offen zu halten. Also die genannte „Demokrati¬
sierung“ unterstützt . So war der holländische Typus der Aktien¬
gesellschaft ein „ halb im öffentlichen, halb im Privatrecht wurzelndes
Verbandsgebilde“2. Beispiele städtischer obrigkeitlicher Offenhaltung
Mitteln (oder doch mit Mitteln, die ihr persönlicher Kredit zu¬
sammengebracht hatte) geführt worden. Aristokratisches Prinzip!
Höchste Repräsentanten: die großen italienischen Bankiers des
Mittelalters und des 16. Jahrhunderts, die. großen süddeutschen
Firmen im Zeitalter der Fugger, dann im 17. und 18. Jahrhundert
besonders jüdische Geldmänner! Im 19. Jahrhundert wird der
Bankier immer mehr nur der Vermittler der großen öffentlichen
Anleihen, an denen sich jetzt hunderte, tausende kleiner Geldbesitzer
beteiligen. „Demokratisches“ Prinzip!
1 Die anderen nicht vom spiritus capitalisticus durchseuchten
Kreise begnügten sich mit der Verwendung ihrer Kapitalien als
Rentenanlage.
2 Lehmann,
Die geschichtliche Entwicklung des Aktien¬
rechts, S. 8, 30, 33.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
119
einer Aktiengesellschaft für alle •— kapitalkräftigen ! — Mitglieder
der Stadtgemeinde werden wir gleich noch kennen lernen . Es soll
im Zusammenhang mit der Aufreihung einiger deutscher Aktien¬
gesellschaften des 16. Jahrhunderts geschehen . Vorher aber noch
ein Wort über die Frage , wie stellte sich die Wirtschaftsethik des
16. Jahrhunderts (die, wie wir sahen , noch allgemein die des Mittel¬
alters war) zu den neuen Bildungen ? Da ist es nun interessant zu
beobachten , wie die Tatsache , daß die kanonische Lehre sich gegen
die Einlagen zu festem Zins in die Handelsgesellschaften wandte,
— ohne es zu wollen — der Entstehung und Verbreitung der
Aktiengesellschaften , dieser eminent kapitalistischen Gebilde, Vor¬
schub leistete . In dem folgenden Falle können wir den angedeuteten
ursächlichen Zusammenhang zwischen Wirtschaftsethik des Mittel¬
alters und Aktiengesellschaftsbildung deutlich erkennen . Als es in
den siebziger Jahren des 16. Jahrhunderts galt , die Steyrer Eisen¬
handelskompagnie , die wir als Aktiengesellschaft nachweisen werden,
zu gründen , da wurde von deren Befürwortern auch mit betont,
daß durch die neue Gründung einer Forderung der strengen Wirtschaftsethiker entgegengekommen würde . Die Steyrer Privatleute
könnten das Geld , das sie bisher bei den Eisenverlegern auf Inter¬
esse, d. h. zu festem Zins stehen hatten , zu Gewinn und Verlust in
die neue Gesellschaft einschießen . Sie entgingen damit der Ver¬
urteilung durch die „Prädikanten , die stark gegen die Zinsen
predigten “ 1. Tatsächlich
erhielt die schon ältere kanonistische
Verurteilung der Einlage von Geld zu festem Zins in die Handels¬
gesellschaften 2 im Verlaufe des 16. Jahrhunderts einen starken
Bundesgenossen in der antikapitalistischen Bewegung jener Zeit.
Wiederholt wurde auf Reichstagen usw. der Antrag eingebracht,
„man soit kain gelt in die gesellschaft fünf von hundert nemen
noch geben “ 3. Des längeren heißt es in einem Gutachten einer
Reichstagskommission (1522/23) : Es sei üblich , „an kaufleut zu
1 Aus der Denkschrift eines der Hauptfreunde der neu zu
gründenden Gesellschaft, des Hofkammerrats Adam Wucherer, vgl.
F. M. Mayer,
Das Eisenwesen zu Eisenerz in den Jahren 1570
bis 1625 in Mitteilungen des historischen Vereins für Steiermark,
33. Heft (1885), S. 172. 2 Siehe unten S, 121.
3 Deutsche Reichstagsakten jüngere Reihe , III . Bd., S. 566.
Vgl. auch daselbst S. 557 Anm. 3.
120
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
iren kaufhendeln gelt auf zins zu entlelien .“ Das dürfe nicht ge¬
schehen . Es müsse reichsgesetzlich
geboten werden , „ daß kein
gelt oder gcltswert in irgend einem handel oder kau fin annsgewerb,
er sei groß oder klein , gelegt , entlehnt oder eingenommen werde
davon man , on ivagniß gewinns oder verlusts gelt oder zins nehme
oder gebe . Ob auch ainiche geselschaft oder sondere personell
solch entlehnt gelt itzt dergestalt bei inen im handel hetten , die¬
selben sollten dasselb in ainer zeit , wie hernach begriffen steht,
von ihnen thun und bezalcn . Dann eben , wie solichs ungötlieh
und wucherlich , also ist es auch gemeinem nutz nachteilig und
schedlich , und soll derhalb die straff den lehner und entlehnet’
zugleich verbinden “ *.
1 a . a. O., S. 584 t . Interessant für die Auffassung der gro߬
kaufmännischen
Kreise über diese Dinge ist die Erwiderung , die
Peutinger in seinem Gutachten de anno 1530 (Manuskript der Augs¬
burger Stadtbibliothek
Cod . 2° Aug . 386 , Fol . J 96 vff .) gibt . Dort
heißt es : „ Item aliud assertae consultationis medium , quod mercatores
et societates in negotiationes suas nullam pecuniam pro annuo censu
acceptare deberent etc . non solum est contra ius commune , quod
hisdem non prohibet in eorum vei earum negotiationes
pecunias
recipere vel ad competentem censum vel mutuo vel alio debito modo
etiam et si non ad partem , damni vel lucri , cum tempore illo nunc
graviori non omnibus convenit partem vel lucri vel damni expcctare
vel bona immobilia emere , sed multo commodius suam pecuniam
ad honestum censum collocare , et cum voluerit ad sc retrahere , ut
commodius possint filiis ct filiabus suis in dotibus et donationibus
propter nuptias providere.
Item inveniuntur
etiam plurcs honesti viri ex statibus etiam
nobilium , civium , orplianorum et aliorum artificia non exercentium
nec scientium , qui nec serviunt nec se aliter educare vel enutrire
valent , nisi cum iactura capitalis vel ex censibus vel redditibus et
si habent aliquando ultro pecuniam paratam quam ad census ordi¬
nare vellent , hos tamen commode emere non possunt , cum bona
immobilia per quosdam alios cum venditioni exponuntur
semper
emuntur et ita in magno pretio , quod nunc rarissime quis bona im¬
mobilia saltem debito pretio coemere poterit . Et si vellent alias
pecunias suas ad perpetuos census coram aliis magni vei inferioris
status collocare , id propter varios casus et sic cum magno gravamine
cogerentur facere adeo quod se in periculum non solum ratione census
sed etiam capitalis constituerent ct debita reemptione carere cogerentur.
Quis autem debite huius modi honestis hominibus cum tali impio
medio praejudicare vellet vel deberet et adeo ut non possent cum
honestis mercatoribus super pecunia propria ad annuum censum con-
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jaluh.
*
Aus
121
Auch die Monopolienkommission des Reichstags von Augsburg
(1530) wandte sich gegen die Aufnahme von Zinsgeld durch die
großen Handelsgesellschaften1. Und so ging es noch lange fort.
Vergeblich hat der vielverkannte Dr. Eck in einer Reihe von
öffentlichen Disputationen versucht , die Einlagen in Handels¬
gesellschaften zum festen Zinssatz von 5 % unter dem schon
älteren kanonischen Zinstitel des sogenannten contractus trinus
(contractus quinque de centum) 2 zu verteidigen und zu all¬
gemeiner Anerkennung in dem wirtschaftsethischen Urteil seiner
Zeit zu bringen. Vergebens wies der genannte Gelehrte auf die
starke Verbreitung dieses Geldgeschäftes hin. Es werde, führte er
aus, in Augsburg seit vielen Jahren angewendet von Männern
und Frauen , deren Gewissenhaftigkeit nicht bestritten werden
könne, von einer Menge ehrenwerter Bürger , die überall des
besten Rufes und hoher Achtung sich erfreuten , von Frauen¬
klöstern , von gelehrten und rechtskundigen Männern. Und das
geschähe seit mehr als 40 Jahren , so daß sich selten ein wohl¬
habender Mann daselbst finde, der nicht persönlich und dessen
Eltern nicht, auf solche Weise Geld hingegeben oder empfangen
hätten 3.
Es war selbst keine Übertreibung, wenn ein anderer Ver¬
teidiger des contractus quinque de centum , der Augsburger
trahere , et sic cogere eosdem , se de proprio capitali educare ac in
iacturam
agere , quod etiam esset contra publicam utilitatem,
destructio et perditio plurium statuum imperii Germanicae nationis.
Etiam posito , quod societatibus
inhiberetur , ne pecunias in
negotiationes pro annuo censu acceptarent , quod tamen esset ex¬
presse contra ius commune ut ostensum est , tamen non possent inhiberi
concambia . Sicut etiam antequam census in usum venerunt , ob¬
servatum fuit , et si non per census , liceret tamen alia via contrahere .“
1 K. E . Förstemann,
Urkundenbuch
zur Geschichte des
Reichstags zu Augsburg vom Jahre 1530 , 2 Bde ., Halle 1835 , II . Bd .,
S. 199.
2 In welcher Art man kasuistisch das 5prozentige Zinsgeld als
moralisch erlaubt durch eine Auflösung dieses Geldgeschäftes in drei
Kontrakte
zu rechtfertigen suchte , siehe J . Schneid , „ Dr . Eck und
das kirchliche Zinsverbot “ , Historisch -politische Blätter 108 . Bd.
(München 1891 ), S. 255 f.
3
Dr . Ecks Tractatus de contractu trino , fol . 124 b , 149 b.
Cod . Manuscr . Nr . 125 fol . Universitäts -Bibliothek München . Vgl.
Historisch -politische Blätter 108, S. 571 . Auch König, a . a. O., S. 105.
122 Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Dr . utriusque jur . Sebastian Ilsung , Richter des Schwäbischen
Bundes und Mitglied des Augustinerordens , behauptete , das Geld¬
geschäft des Contractus trinus sei in der ganzen Christenheit
üblich . Trotz alledem vermochte Eck und seine Freunde den
Widerstand der allzu strengen Wirtschaftsethiker gegen das fünf¬
prozentige Zinsgcld nicht zu brechen . Sein mannhaftes wissen¬
schaftliches Eintreten für eine freiere Auffassung des Kredit¬
verkehrs hat ihm nur boshafte Verleumdungen und den Ruf
eines von den Fuggern bestochenen Skribenten eingebracht und
teilweise bis heute bewahrt . Im letzten Drittel des 16. Jahr¬
hunderts scheint eine besonders scharfe Beurteilung des Zinsgeldes
die Oberhand bekommen zu haben . Wir hörten oben ja schon
von seiner Bekämpfung durch die Prädikanten . „ Im Jahre 1565
kam der Contractus trinus vor das Forum der Provinzialsynode
von Mailand und wurde verworfen . Diesem Beschlüsse trat die
Synode von Bordeaux im Jahre 1583 bei . Drei Jahre später
verurteilte auch Sixtus V. in der Bulle .Detestabilis ' den Vertrag,
nachdem noch Pius V. für die Herausgabe der Werke des Kanonisten Navarrus , welcher den Kontrakt verteidigt hatte , ein Privi¬
leg erteilt und Gregor XIII . die Widmung seines Hauptwerkes
angenommen hatte “ 1.
Zweifellos hat dabei nicht nur in dem einen eben von uns er¬
wähnten Falle die werdende Aktiengesellschaftsform von der Strömung
gegen festverzinsliche Depositen Nutzen und Förderung gezogen.
*
*
*
Ehe wir uns nun auf die Suche nach faktischen Kapital¬
assoziationen im 16. Jahrhundert begeben , die auf dem Aktien¬
gesellschaftsprinzip aufgebaut sind , gilt es in erster Linie, noch
das folgende zu beachten . Es wäre durchaus verkehrt , die Kenn¬
zeichen, die Merkmale unserer Aktiengesellschaften des 19. und
20. Jahrhunderts in ihrer Gesamtheit von den Aktiengesellschaften
des 16. Jahrhunderts fordern zu -wollen. Die Arbeiten zur Ge¬
schichte der niederländischen , der englischen , der preußischen und
anderer Aktiengesellschaften des 17. und 18. Jahrhunderts beweisen
mit aller nur wünschenswerten Deutlichkeit , daß wichtige Elemente,
1 Historisch -politische Blätter 108 , S. 809 ; auch F . X . Funk,
Geschichte des kirchlichen Zinsverbots . Tübingen 1876 . S. 58 ff.
4
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
123
mit deren Hilfe wir heute die Aktiengesellschaften von anderen
Kapitalassoziationen unterscheiden können , in der Frühzeit der
Geschichte des Aktienvereins fehlten 1. Zum Beispiel fehlte die
leichte
Übertragbarkeit der Aktie . Wenn auch die Aktie „regel¬
mäßig übertragbar war , so tritt die Inhaberaktie doch erst seit
dem Ende des 17. Jahrhunderts auf und bildet auch im 18. Jahr¬
hundert noch die Ausnahme . Vorherrscht die Namensaktie . Es
bedarf der Umschreibung auf den Erwerber , und hin und wieder
reserviert sich die Gesellschaft ein Zustimmungsrecht “ 2. Noch
bei den asiatischen Handelskompagnien Friedrichs des Großen ist
die Veräußerung der Aktien (auch Anteile , Portionen genannt ) ein
relativ umständlicher Prozeß . Die Aktien waren in einem Aktien¬
buche verzeichnet . „Die Ubertragungsform ist verschiedenlichst
geregelt : Wiederholt ist Umschreibung im Aktienbuche schlechthin
verlangt ; selbst die Erschwerung , daß die Übertragung persönlich
oder durch notariell Bevollmächtigten im Aktienbuche eingezeichnet
werden muß , andernfalls aber der Vertrag auch bei Auslieferung
der Aktie ungültig ist , wird verordnet . Dabei wird , sofern die
Umschreibung stattfindet , bald gefordert , daß ein Kompagnieleiter
den Transport auf den Rücken der Aktie notiere , bald , von seiten
eines Aktionärs , für ausreichend erachtet , daß die Aktie in blanco
indossiert sei“ 3.
Auch das Merkmal eines festen und ewigen Grundkapitals ist
den Aktiengesellschaften in der ersten Hälfte des 17. Jahrhunderts
durchaus noch nicht allgemein eigen, ebensowenig wie in jener
Zeit schon die Zerlegung desselben in gleiche Anteile vorkommt *.
In der holländisch -ostindischen Kompagnie stand es laut Gründungsoctroi jedem Aktienzeichner frei, nach zehn Jahren sein Kapital
aus der Gesellschaft zu nehmen . In ähnlicher Weise haben notorische
Aktiengesellschaften des 17. oder 18. Jahrhunderts oft nicht die
1 Vgl . für das folgende die Ausführungen Schmollers in seinem
Aufsatz „Die Handelsgesellschaften des 17. und 18. Jahrhunderts,
hauptsächlich die großen Kompagnien “ , Schmollers Jahrbuch 17. Jahr¬
gang (1893), S. 959 ff., besonders S. 987 ff.
•Lehmann
, a. a. O., S. 26.
3 Ring, Asiatische Handelskompagnien Friedrichs d. Gr.,
S. 238 f. Schmoller,
a. a. O., S. 989.
4 Le h m a n n , a. a. O., S. 44, 34, 35; R i n g , a. a. O., S. 235 f. ;
Schmoller,
a. a. O., S. 989.
124 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
-—heute obligatorischen— Merkmale der jährlichen
General¬
versammlung, der jährlichen
Gewinnausschüttung , der be¬
liebigen Übertragbarkeit der Aktie auf jedermann 1usw.
Gingen so den Aktienvereinen des 17. und 18. Jahrhunderts
Kennzeichen ab, die wir heute als diesen Institutionen obligatorisch
ansehen, so hingen andererseits diesen frühzeitlichen Aktiengesell¬
schaften oft noch Elemente an, die die Fortentwicklung als rudi¬
mentär abstieß. Zum Beispiel findet sich die Nachschußpflicht, die
heute die Aktiengesellschaft von der Gewerkschaft unterscheiden
hilft. „ Sei es die limitierte Nachschußpflicht, sei es die illimitierte
mit oder ohne Abandonierungsrecht“ 2. Mit anderen Worten soll
alles das heißen: Wir müssen uns vergegenwärtigen, daß Aktien¬
vereine (wie alle Institutionen der Geschichte) eine lange Ent¬
wicklung durchzumachen hatten , ehe sie auf die Stufe gelangten,
auf der sie uns liéute begegnen. Das gilt für die Aktiengesellschaften
des 17. und 18. Jahrhunderts , es gilt natürlich erst recht für die
Aktiengesellschaften des ausgehenden Mittelalters und des 16. Jahr¬
hunderts, die wir im folgenden untersuchen wollen. Gustav Schmoller
hat in seinem oben genannten Aufsatz „Die Handelsgesellschaften
des 17. bis 18. Jahrhunderts , hauptsächlich die großen Kompagnien“,
der einen Teil seiner bedeutenden Artikelserie „Die geschichtliche
Entwicklung der Unternehmung“ 3 bildet , die wichtigsten Züge zu¬
sammengestellt, die den großen Handelskompagnien des 17. und
18. Jahrhunderts gemeinsam waren 4. Man wird bei einem Ver¬
gleich des dort Ausgeführten mit dem im folgenden hier Gebotenen
finden, daß die charakteristischen Merkmale der Aktiengesellschaften
des 17. und 18. Jahrhunderts durchaus auch schon bei den Aktien¬
gesellschaften des 16. Jahrhunderts vorhanden waren. Namentlich
zeigte sich auch bei letzteren schon — auf welche Erkenntnis, wie
ersichtlich, in diesem ganzen Werk besonderer Wert gelegt ist —,
daß die Mitwirkung der öffentlichen Gewalt bei der Entstehung
der neuen kapitalistischen Organisationsformvon der größten Be1 Im 17. und -18. Jahrhundert durften die Aktien oft nur an
Landeskinder übertragen werden.
“Lehmann
, a. a. O., S. 24, 47 ; Ring,
a. a. O., S. 236.
3 Schmolle
rs Jahrbuch für Gesetzgebung; Verwaltung und
Volkswirtschaft im Deutschen Reiche, Jahrg. 14 —Al1890
(
—1893).
4 A. a. O., Jahrg. 17 (1893), S. 985 ff. Dorther auch die folgenden
Zitate.
Erstes Kapitel : Deutsche Aktiengesellschaften
vornehmlich des 16. Jahrh .
125
deutung war. Die Handelszweige, welche die Aktiengesellschaften
auch schon des 16. Jahrhunderts zeitigten, betrafen „ Geschäfte of
greater and more general utility, wie Adam Smith sagt, die in den
Kreisen ihrer Vaterstadt , ja häufig im ganzen Staate mit Interesse
verfolgt wurden, aber anderseits doch nicht als eigentliche Ge¬
meinde- oder Staatsangelegenheit erschienen.“ Es handelt sich
auch im 16. Jahrhundert schon „ um ein neues Mittelglied, ein neues
eigenartiges Organ, das zwischen die älteren Formen der privaten
Unternehmung und Gemeinde und Staat sich einschiebt.“ Schon
die Aktiengesellschaft des 16. Jahrhunderts hat bei ihrer Entstehung
„den Charakter einer halb öffentlichen, halb privaten Organisation;
sie ruht rechtlich auf einer Anerkennung durch die Staatsgewalt,
auf einem Privileg oder Octroi, wie man es damals hieß.“ Dies
vorausgeschickt, wird das folgende besser beurteilt werden können.
Dritter
Abschnitt.
Aktiengesellschaften
im steiermärkischen
österreichischen Eisenerzhandel
und ober¬
1.
Die Ausbeute der reichen Erzlager des steirischen Erzberg bei
Leoben geschah schon im Mittelalter von zwei Punkten aus, von
Innerberg, dem heutigen Eisenerz, und von Vordernberg. Die
Berechtigung zur Ausübung des Berg- und Hüttenbetriebes stand
in beiden Gebieten erblich gewissen Bürgern der Märkte Vordern¬
berg und Innerberg, den sogenannten Radmeistern, zu. Die Vordernberger Radmeister verkauften ihr Eisen nach Leoben(Stcicrmark),
die Innerberger zumeist nach der Stadt Steyr in Oberösterreich.
Der Verkauf mag zuerst gegen Barzahlung erfolgt sein. Mit der
Zeit aber gewährten die Kaufleute der genannten Städte den meisten
Radmeistern Vorschüsse (Verlag) auf das bestellte Produkt 2. Der
Kaufmann sicherte sich auf diese Weise die Lieferung der ihm
1 L. Bittner,
Das Eisenwesen in Innerberg -Eisenerz bis zur
Gründung der Innerberger Hauptgewerkschaft iin Jahre 1625. Im
Archiv für Österreich. Geschichte, Bd. 89, S. 451 ff. A. v. P a n t z ,
Die Innerberger Hauptgewerkschaft 1625—-1783. In Forschungen
zur Verfassungs- und Verwaltungsgeschichte der Steiermark , VI . Bd.,
2. Heft , Graz 1906.
2 Bittner
, a. a. O., S. 514 ff.
1
126 Drilles Buch: Monopole
. Kartelle und Aktiengesellschaften im Mittelalter.
nötigen Warenmenge, die Radmeister sicherten sich den Absatz,
und, was die Hauptsache für die ärmeren unter ihnen war, sie
erhielten die Betriebsunkosten vorgelegt.
Dieser Einfluß der Kaufmannschaft der Städte Leoben und
Steyr auf die Eisenproduktion wurde nicht geringer als seit dem
14. Jahrhundert mit dem Fortschritte der Technik eine Arbeits¬
teilung in dem Verhüttungswesen eintrat . Ursprünglich erfolgte
nämlich die Verhüttung des Eisens einschließlich der Herstellung
von Weicheisen und Stahl am Berge durch die Radmeister. Mit
der Zeit aber wurden die feineren, zuletzt genannten Prozesse in
besonderen Hammerwerken besorgt, die in der näheren und ferneren
Umgebung von Innerberg bzw. Vordernberg von sogenannten
Hammermeistern angelegt worden waren. Es ist hier nicht unsere
Aufgabe zu untersuchen, aus welchen Bevölkerungselementcnsich
die Hammermeister zusammensetztenh Es genüge zu wissen, daß
sie in den meisten Fällen auf die Dauer nicht kapitalkräftig genug
waren, um ohne Vorschüsse ihrer kaufmännischen Abnehmer den
Verlag an die Radrneister zu zahlen. Wohl verlegte jetzt also viel¬
fach der Hammermeister den Radmeister, aber den ersteren verlegte
doch wiederum der Kaufmann zu Steyr, dem er für die Verlagssumme
fertiges Eisen zu liefern hatte 2. Und nicht selten kam es vor, daß
dieser Steyrer Kaufmann, der so als Verleger auftritt , gleichzeitig
nun seinerseits wiederum ein Verlegter war. Häufig schloß er mit
den Kaufleuten in den österreichischen Eisenniederlagsplätzenund
Legorten, wohin er sein Eisen brachte, oder auch mit reichsdeutsch en
1 Bittner
meint , die ersten Hammerwerke seien wohl von
Radmeistern
angelegt worden , mit der Zeit aber wären die Rad¬
meister außerstande gewesen , beide Betriebe zugleich zu führen und
hätten deshalb die Hämmer selbständigen Besitzern überlassen . Es
ist nicht gesagt, daß die von Bittner S. 506 Anm. 1 genannten Eisen¬
erzer Bürger, die von den Grundherren das Hecht erhalten hatten,
Eisenhämmer anzulcgen, Rndmeislcr waren.
Die Tatsache, daß
noch im 16. Jahrhundert
dort Rad - und Hammerwerke zugleich im
Besitze ein und derselben Familie waren , läßt sich auch so erklären,
daß der Hammerwerksbesitzer
dem Radmeis 1er — was die Regel
war - - Vorschuß gegeben hatLe , dieser dann nicht Erz liefern
konnte und so das Radwerk in die Hände seines Verlegers geriet
(S . 516 ).
2 Bittner,
a . a . O., S. 531 , 542 ; hier Näheres über die Ver¬
lagsformen.
1
Erstes Kapitel: Deutsche Aktiengesellschaftenvornehmlich des 16. Jahrh. 127
Handelsleuten Lieferungskontrakte ab, bei denen er sich bedeutende
Vorschüsse gewähren ließ x.
Zu manchen Zeiten traten die nicht in Steyr wohnhaften Kauf¬
leute aber auch wieder direkt mit den innerbergischen Radmeistern
in Verbindung. So wissen wir, daß zu Anfang des 16. Jahrhunderts
die großen süddeutschen Handelshäuser und Gesellschaften mit
den Radmeistern gegen Vorschuß Verlagskontrakte abschlosseu,
in denen diese sich zur Eisenlieferung verpflichteten. Das Roh¬
eisen, das die Kaufleute auf solche Weise an sich brachten, ließen
sie dann meistens in den inländischen Hammerstätten — nun
natürlich auf dem Wege des reinen Lohnwerkes — weiter ver¬
arbeiten. Manchmal besaßen sie auch eigene Hämmer 2.
In den vordernbergischen Gebieten vollzog sich der Geschäfts¬
verkehr zwischen Radwerk und Hammerwerk von Anfang an
durch Vermittlung der Leobener Kaufleute. Die Hämmer waren
hier zu weit von dem Berge entfernt, als daß die Hammermeister
selbst regelmäßig den Einkauf aus den Radwerken besorgen konnten.
Die Leobener Kaufleute sprangen in die Lücke, sie nahmen den
Radmeistern (zumeist natürlich auf dem Wege des Verlagssystems)
ihr „Halbprodukt“ ab, verkauften es weiter an die Hammermeister,
um es schließlich nach Fertigstellung wieder zu erwerben3.
Die Leobener
allgemeine
(Aktiengesellschaft
Eisenhandelsgesellschaft.
gegründet um 1415 .)
Zunächst war der Eisenverlag im vordernbergischen Gebiete
von jedem der Leobener Eisenhändler auf eigene Faust getrieben
worden. Höchstens daß sich Handelsgesellschafteneinzelner dabei
bildeten. Aber schon um 1415 entstand eine neue Form der Erwerbs1 B i 11 n e r , S. 609 . Es wäre eine dankbare Aufgabe , die
verschiedenen Verlagssystemsformen , die in der Wirtschaftsweise
des Mittelalters und des 16. Jahrhunderts eine große Rolle spielen,
einmal monographisch zu behandeln.
2 Bi 11 n e r , S. 542.
3 „Nur einen geringen Teil und vorzugsweise nicht stahlhaltiges
Eisen durften sie schon Anfang des 15. Jahrhunderts in ihren eigenen
Hämmern verarbeiten .“ Bittner,
S. 514 . Einen Teil des Eisens
durften die Eisenhändler von den Hammerwerken auf dem Wege
des Lohnwerks für sich verschmieden lassen . Den größten Teil
dagegen mußten sie für alle Hamniermeister frei zum Verkauf stellen.
Bittner,
a . a. O., S. 514 Anm . 2.
3*
128 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
gesellschaft im Leobener Eisenhandel . Am 25. Mai 1415 bestätigte
Ernst , Erzherzog zu Österreich , Steiermark , Kärnten und Krain,
Graf zu Tirol usw., daß Richter , Rat und Bürger der Stadt Leoben
,,ainer solchen ainung überain worden seind, daß sy das eisen aus
beeden pergen auf ainen gemainen pfening und nuz arbaiten , kaufen
und verkaufen sollen und wellen“ 1. Deutlich ist in einer Urkunde
desselben Fürsten vom 25. Dezember 1421 (datiert Bruck an der
Mur) gesagt , daß es sich um eine „ Commune “ handelt , in die,jeder¬
mann sein gelt legen inüge nach seinen statten [d. h. Vermögens¬
verhältnissen ] und auch davon aufhebe den gewün , der davon
gefölt “ 2. Herzog Friedrich der Jüngere bestätigte am 29. Januar
1439 die Leobener Eisenhandelskompagnie auf fünfzehn weitere
Jahre . Die Bestätigung enthält einen interessanten Passus , der
offenbar gegen eine Tendenz der Beherrschung der Gesellschaft
durch wenige ganz reiche Bürger gerichtet war . Es wurde darin
bestimmt , daß niemand mehr als 100 Pfund Pfennige in die Commune
einschießen dürfe 8.
Uber die Schicksale der Leobener Eisenhandelskompagnie und
1 Aus dem Privilegienbuch der Stadt Leoben , Fol . 42.
2 Privilegienbuch der Stadt Leoben , Fol . 47b . A . v . Muchar,
Geschichte des Herzogtums Steiermark , 7. Bd . (Graz 1864 ) hat bei
dieser Urkunde die Datierung irrtümlich aufgelöst , da damals der
25 . Dezember in der fürstlichen Kanzlei als Jahresanfang galt . Es
muß also richtig heißen : 25. Dezember 1421 . Auch die andere
Urkunde , die sich auf die Leobener Eisenkommune bezieht , hat Muchar
falsch datiert ; muß heißen 12. Dezember 1421 . Der darin genannte
Landschreiber heißt L . Stubiar.
3 Vgl. Jos . Chmel,
Geschichte Kaiser Friedrich IV ., I. Bd .,
Hamburg 1840 , S. 392 Anra . 1. „ Daz wir durch aufnemens willen
unsrer stat ze Leuben und sunderlich umb ainen gemainen
nucz
aller
unser
burger
daselbs denselben unsern bürgern
vergunnet und erlaubt haben wissentlich mit dem brief , daz si ain
commaun mit dem kauf des geslagen eisens und der maeß daselbs
halten sullen .....
und dann darumb der kauf von denselben unsern
bürgern umb ainen gemainen phenning beschehen soi , doch daz die
radmaistcr und arbaiter , so solchs geslagen eisen und meß verkaufen
mit der bezalung des gelts nicht gesaumbt werden . Und in dasselb
commaun soi und mag ain jeder
gesessner
burger
daselbs
zu Leuben sein gelt legen als vil er dann wil nach seinen statten
[Vermögen ], doch
über
hundert
phunt
phenning
nicht
und
auch davon aufheben den gewin , der davon gevellet,
nach geleicher anzal ungeverlich .“
*81
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh.
129
über ihr.e Organisation im einzelnen dürfte namentlich aus dem
schönen Archiv der k . k. steiermärkischen Statthalterei zu Graz
reichliches Material zu schöpfen sein. Eine lohnende Monographie
zur Geschichte der Unternehmung scheint mir hier gegeben . Uns
muß an dieser Stelle der Hinweis auf die neue Unternehmungsform
genügen , die sich in der Leobener Eisenhandelskompagnie zeigte.
Die Einzelheiten der Organisation solcher allgemeiner Eisenhandels¬
kompagnien ergeben sich aus der folgenden Geschichte der all¬
gemeinen Steyrer Eisenhandelskompagnie , über die wir besser unter¬
richtet sind.
Die Gründung
der
handelskompagnie
Steyrer
allgemeinen
- Aktiengesellschaft
Eisen¬
1582
(
).
Im Gegensatz zu Leoben , wo sich, wie wir sahen , früh eine
allen kapitalbesitzenden Bürgern zugängliche „allgemeine “ Eisen¬
handelsgesellschaft bildete , hat Steyr , die Beherrscherin des innerbergischen Eisenwesens , erst im 16. Jahrhundert eine entsprechende
Kapitalassoziation gesehen K Bis
dahin hatten kapitalkräftige
Steyrer Bürger den Verlag der Hammer - bzw. Radmeister , sowie
den Weiterverkauf des auf dem Wege dieses Verlagssystems ge¬
wonnenen Eisens einzeln oder in den üblichen Gesellschaftsformen
des Mittelalters betrieben 2.
1 Wenn wir dem Bericht des kenntnisreichen Hans Steinberger
aus Schladming vertrauen dürfen 1 Hans Steinberger war zu einem
Gutachten über die Frage der wirtschaftlichen Zweckmäßigkeit einer
Steyrer allgemeinen Eisenhandelsgesellschaft
aufgefordert worden.
Das interessante Schriftstück , in dem er seine Aufgabe zu lösen ver¬
suchte , und auf das wir später noch näher zu sprechen kommen , ist
abgedruckt bei V . P r e u e n h u b e r , Annales Styrenses , Nürnberg
1740, S. 297 ff. Übrigens hatten die Steyrer schon 1531 einmal vor¬
gehabt , „ die Eiscnhandlung in ain Handt und gemaine Gesöllschaft
zu bringen “. Mitteilungen des historischen Vereins für Steiermark,
33. Heft , S. 173.
aAls
„
zum Exempel so etwan ein Hammerwerck in 6, 7 und
8 tausend Gulden Verlag bedarff , und es nun nicht jeden gemeinen
Bürgers Vermögen ist einen solchen Verlag zu tun , da möchten 2— 4
zusammen legen und eine besondere Gesellschaft anrichten , damit
sie ein Hammer -Werck verlegen und einen Handel führen und er¬
schwingen könnten .“ Aus dem Gutachten Steinbergers . Preucnhuber,
a. a. 0 ., S. 301.
Strieder
, Studien z. Geßch. kapitalißt . Organisationeformen
,
9
1
130
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Zunächst war dabei die Unternehmungsorganisation so be¬
schaffen gewesen, daß ' jeder Bürger an dem Verlag sich beteiligen
konnte und daß selbst Mitglieder des Adels in den Verband der
Stadtgemeinde einlraten , um daran teilnehmen zu können. Mit
dem Verlaufe des endenden 15. und 16. Jahrhunderts jedoch bildete
sich ein abgeschlossener Stand von Verlagsherren heraus. Das
waren größtenteils eingewanderte Familien, die den zu Ende des
15. Jahrhunderts gesunkenen Wohlstand der Stadt wieder hoben
und selbst dabei reich wurden. In ihren Händen ruhte besonders
seit den vierziger Jahren des 16. Jahrhunderts völlig der Eisen¬
verlag. Die übrigen Bürger waren von dem Eisenhandel und Eisen¬
verlag ausgeschlossen*. Eine gesamte erwerbsgescllschaftliche Ver¬
einigung der Verlagsfirmen fand zunächst nicht statt . Jede arbeitete
im Eisenverlag und Eisenhandcl auf eigene Faust 2. Erst 1582 trat
hierin eine wichtige Änderung ein, die nun auch der Stadt Steyr
eine „allgemeine Eisenhandelskompagnie oder Sozietät“ brachte,
wie sie Leoben vor mehr als 114 Jahrhunderten schon besessen hatte.
Wenn man sich fragt, warum die bisherige Organisation des
Steyrer Eisenhandels und Eisenverlags aufgegeben wurde, so muß
man zwei Ursachenkomplexe unterscheiden. Einmal drängten die
Bürger von Steyr, die nicht zu der führenden, den Eisenhandel
und Verlag innehabenden Ratsklique gehörten, zu einer Öffnung
1 Bittner
, a. a. O., S. 540 f. Es gab etwa 20—30 solcher
Vcrlagsfirmen in Steyr . Manche von ihnen besaßen „auch Radund Hammerwerke , in deren Besitz sie wohl zumeist durch die
Zahlungsunfähigkeit zahlreicher Rad - und Hammermeister am An¬
fänge des 16. Jahrhunderts gekommen waren.“ Die Verlagshäuser
waren durch Interessengemeinschaft miteinander verbunden , zumeist
auch verwandt und verschwägert und beherrschten den Rat voll¬
kommen . Viele brachten es zu bedeutendem Reichtum , den sie dann
in Grundbesitz und Rittergütern
anlegtcn und zur Gewinnung von
Adelspatenten benutzten.
2 Über das Wesen und die Organisation der sogenannten Ge¬
sellschaft des gestreckten Stahls ist aus der Literatur kein Aufschluß
zu gewinnen. Möglicherweise läßt sich aus Archivmaterial der Nach¬
weis erbringen , daß wir cs auch in dieser Gesellschaft (die Sachfirma deutet , wenn auch nicht unbedingt sicher, darauf hin) mit einer
ähnlichen Organisation zu tun haben , wie die Steyrer Eiscnhandclskompagnie eine wurde . Etwas Näheres über die Tätigkeit der
interessanten industriellen Groß Unternehmung der Gesellschaft des
gestreckten
Stahles weiter hinten.
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh.
131
der bisherigen Schranken im Eisenverlag. Schon 1511 hatte einer
der Artikel der mit dem Stadtregiment unzufriedenen Handwerker¬
schaft das befürwortet 1. Nun hätten aber solche Wünsche der
niederen Stadtbevölkerung niemals durchdringen können, wenn
nicht im Verlaufe des 16. Jahrhunderts im Eisenverlage Mißstände
eingerissen wären, die ein Eingreifen der österreichischen Regierung
notwendig erscheinen ließen. Der Verlag der Hammermeister bzw.
der Radmeister war über den kapitalistischen Interessen der Ver¬
leger in Unordnung geraten 2. Eine Anzahl der ärmeren Rad- und
Hammermeister konnte keinen Verleger finden, andere arbeiteten
mit Defizit. Die Folge war eine starke Verbitterung unter den
Rad- und Hammermeistern und die Erkenntnis auf Seiten der
Regierung, da'ß man von dem bisher geübten System, einzelnen
Kapitalisten den Verlag zu überlassen, abgehen müsse. In jenem
Übereifer, der den Merkantilismus namentlich in seiner Frühzeit
oft kennzeichnet, trat Erzherzog Karl — wir werden diesem
Herrscher noch bei anderen Verstaatlichungen begegnen — mit
dem Projekt hervor, den „gesamten Rauheisenhandel (Eisen¬
verlag' und Verkauf) auf landesfürstliche Kosten zu betreiben.“
Erst als man ihn auf rechtliche Bedenken und besonders auf das
wirtschaftlich unrationelle eines solchen Verfahrens aufmerksam
machte 3, stand er davon ab. Dafür glückte es der Regierung
nach langem Drängen und nach ausgedehnten Unterhandlungen
mit dem Steyrer Rat , den Eisenhandel (Verlag und Großverkauf)
an eine neu zu gründende, allgemeine Eisenhandelskompagniezu
bringen, also an eine Kompagnie, zu der die Teilhaberschaft in
beliebiger Höhe jedem kapitalbesitzenden Bürger offenstehen sollte.
In beliebiger Höhe wenigstens zunächst und solange es nicht sicher
war, ob das nötige Kapital gezeichnet werden würde. Für später
ist in dem Statutenentwurf eine Limitierung der Einlagen Vor¬
behalten. Sie sollte gegebenenfalls so vor sich gehen, daß die
Bürgerschaft in drei Reichtumsklassen eingeteilt und für jede eine
bestimmte Obergrenze der Einlage festgesetzt wurde. Eine solche
Limitierung sollte geschehen, „damit der Reich den Unvermugigern
1Gemeine
„
Stadt könnte durch solchen Handel in groß Auf¬
nehmen kommen , wo solcher auf dieselbe geleitet würde .“ P r e u e n
huber,
a. a. 0 ., S. 195.
8 Bittner
, S. 599 ff.
3 B i 11 n e r , a. a. O., S. 600 Anm . 2.
9*
132 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
hierinnen wo diese Gesellschaft nütz- und gewinnlich sein würde, nicht
engen oder mit zu villem Leggeld an seiner Nahrung hindern möge“ L
Es war der Regierung nicht leicht gemacht worden, die neue
allgemeine Kompagnie durchzusetzen. Zum Teil aus egoistischen,
zum Teil aus altruistischen Gründen hatte man sich in Steyr und
sonst der Neuerung widersetzt. Auf die Mängel alles Kompagnie¬
wesens hatte in feinen Bemerkungen voll tiefer ökonomischer Sach¬
kenntnis besonders Steinberger aufmerksam gemacht. Er hatte
betont, „daß in Gesellschaften nicht so genau und treulich hausgehalten wird, als wohl jeder sonsten für sich selbsten thut , sondern
die tägliche Erfahrung giebt es, daß man weit schlechtere Ordnung
führet, schwere Unkosten aufgehen läßt, als einer allein, daß also
immer einer auf den andern wartet, einander nicht folgen, die
wichtigsten Rathschläge oft fürziehen und viel Hirten selten wohl
hüten . Und ob man schon lang flicket und mit Verschreibungen
den Sachen helfen will, so geschieht es doch gemeiniglich, daß
Nachlässigkeit, Unfleiß und Liederlichkeit die Oberhand behalten.“
Käme es aber vor, daß „ die Regierung der Gemeinschaft in ordent¬
licher und fleißiger Leut Hände kommt“, so dächten diese oft nur
an ihren eigenen Vorteil und versuchten „mit Hilfe etlicher, die
sie an sich hängen und die im Handel verwandt seyn, ihre Mit¬
verwandten hart zu drucken, wie dann schon große Gesellschaften
hiedurch zerfallen seyn.“ Schließlich wies Steinberger auf die
demoralisierende Wirkung des Verdienstes ohne Arbeit in den
vollkommenen Kompagnien hin. „Und was den andern Punkt
anbetrifft, daß es nemlich um eine vollkommene Compagnie was
schönes sey, gestalten ihrer viel Bürger ihr Geld darein legen könnten,
hätten ihren Gewann jährlich zu gev'arten und könnten sich also
gar fein nähren und ruhig leben. So ist hierauf diss meine Ant¬
wort : Daß solches ein rechtes Verderben ist der edlen Jugend und
groß Verderben vieler Leute. Als zum Exempel, weil die Bürger der
Stadt Augspurg unverdrossen gereist, Gewerb und Handthierung
mit vieler Mühe geführet, hat Gott ihre Arbeit gesegnet, daß sie
in groß Aufnehmen erwachsen. Da aber ihrer viel von Mühe und
Arbeit abgelassen, ihr Geld auf Interesse angelegt und davon gelebet haben, da ist bey ihnen nichts als Müßiggang, Faulheit, Pracht,
Stoltz, Wollust und Geldverthun erfolget und da hernach die Inter1Näheres vgl. § 3 des Statuts.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
133
essen bey den Potentaten nachgelassen, so ist nicht allein das Ver¬
derben der Stadt erfolget, sondern es haben auch die Bürger zur
Handthierung und Arbeit den Lust nebst der Erfahrung und Ge¬
schicklichkeit verlohren und gehet bis dato noch mit schwehrer
Mühe zu, daß sie sich in Mühe und Arbeit begeben und sich dardurch
wieder erholen. Eben also kan auch die Stadt Steyer zu viel höherer
Wohlfahrth und Aufnehmen an Mannschaft und Vermögen steigen,
so ihrer viel arbeiten, durch Reisen und Handthierung ihre Nahrung
suchen, als wann sie sich auf das bloße Interesse oder Gewinn, den
ihnen andere erwerben sollen, begeben und verlassen“ 1.
Alle gut- und auch schlechtgemeinten Abratungen von der
Durchführung einer allgemeinen Steyrer Eisenhandelskompagnie
fruchteten nichts. Ihre Eröffnung wurde nur um so eifriger be¬
trieben. Aus Beratungen eines weiteren und eines engeren Aus¬
schusses der Bürgerschaft von Steyr und zweier kaiserlicher Ab¬
gesandter ergab sich ein Statut (Hauptordnung genannt) 2 für die
neue Gesellschaft, das wohl im wesentlichen angenommen wurde.
Das Statut legte etwa folgende Organisation der Gesellschaft fest.
Der neuzugründenden Kompagnie wurde der Eisenverlag und
Eisenvertrieb als Monopol staatlicherseits 3 übertragen (§ 1). Das
heißt : der Eisenverlag und der Eisenhandel wurde den privaten Eisen¬
händlern entzogen und der Kompagnie Vorbehalten. Die bis¬
herigen privaten Träger dieser Geschäftszweige erhielten die Auf¬
forderung, bis zum Martinstag 1582 mit den von ihnen verlegten
Hammermeistern abzurechnen. Das Eisen, das sie bis dahin noch
in Händen hatten , durften sie, falls es die Kompagnie nicht über¬
nahm, noch privatim verkaufen (§ 16). Später konnten sie ihre
Kapitalien, sofern sie sie nicht anderweit anlegten, nur noch in der
Kompagnie arbeiten lassen. Der Verlag der Hammermeister durch
die neuzugründende Kompagnie hatte gemäß den Bestimmungen
der staatlichen Eisenordnungen zu erfolgen, wie sie bisher für die
Privathändler gegolten hatten 4.
1 Preuenhuber,
Annales Styrenses, S. 300/1.
2 Ich habe die wichtigsten Teile des Statuts im Anhänge dieses
Buches abgedruckt.
3 Eine besondere landesfürstliche Verordnung sollte bei Beginn
der Gesellschaft das Nötige publizieren (§ 16).
4 Ich gehe hier nicht näher auf die Verlagsordnung ein. Näheres
bei Bittner.
134 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
AlsName
für die Gesellschaft ist der Ausdruck „Compagnia
oder Gemeinschaftseisenhandlung
“ in dem Statutenentwurf ge¬
braucht. Auch die Bezeichnungen „ Gemeine Eisenhandlung“,
„Völlige Gesellschaft“ , „ Gemeinwesen“ und ähnliche kommen vor.
Das oben genannte Gutachten Steinbergers spricht von der „voll¬
kommenen Kompagnie“. Die hervorragende Rolle, die die Stadt
Steyr als solche in der Gesellschaft spielte, — wir kommen hierauf
noch zu sprechen — drückt sich in der Bezeichnung aus : „Eisen¬
handel bei der Stadt so unter dem Namen und Titel der Stadt
Steyr solle ausgehen.“ Die Kompagnie sollte, wenn irgend möglich,
für ihre Buchhalterei und Kasse im Rathaus eine „wohlbewahrte“
Schreibstube erhalten. Ihre Schriftstücke (mit Ausnahme der
Obligationen) hatte sie mit einem eigenen „Hand-Petschaft “ zu
siegeln. Auf dem Siegel war das Wappen der Stadt, ein Panther,
zu sehen und die Unterschrift zu lesen: „ Stadt Steyr und die ge¬
meine Gesellschaft der Eisenhandlung allda“ (§ 7).
Der Beitritt in die Gesellschaft sollte jedem geschworenen
Bürger von Steyr, gleichgültig, ob er Kaufmann oder Handwerker
war, offenstehen1, der imstande war, ein Kapital — zumeist wird
statt dieses Ausdrucks, der auch schon üblich ist, die Bezeichnung
Leggeld gebraucht — von mindestens 100 fl. einzuschießen. Es
war gleichgültig und wohl auch schwer zu kontrollieren, ob der
Bürger Einlage „aus eigenem Gut geschehe“ oder von „sonsten
anderwärts aufgebracht“ war. Die Höhe der Einlage war nach oben
unbegrenzt. Kleinere Einlagen als 100 fl. wurden nicht angenommen.
Jeder Gesellschafter erhielt einen „sonderen gefertigten Schein“,
der, mit dem Siegel der Kompagnie gesiegelt und vom Buchhalter
unterzeichnet, seine Mitgliedschaft in der Gesellschaft und die
Höhe des eingelegten Kapitals bestätigte 2.
War die Konstituierung der Gesellschaft erfolgt, so sollten
neue Mitglieder nur jeweils am Jahresschlüsse nach Abschluß der
Jahresrechnung aufgenommen werden. Wenigstens in den ersten
vier Jahren. Später sollte die Aufnahme neuer Mitglieder nur
alle zwei Jahre nach Schluß des Geschäftsjahres erfolgen können.
1 Vgl
. § 5 und 6 des Statuts. Auch die holländischen Kom¬
pagnien des 17. Jahrhunderts waren zuerst nur Holländern offen.
Hansische Geschichtsblätter 1911, S. 239.
2 Nach§ 6 ist dem Texte des Statutentwurfs das Formular eines
solchen Mitgliedschaftsscheinesbeigefügt. Cfr. Anhang.
Erstes Kapitel: Deutsche Aktiengesellschaftenvornehmlich des 16. Jahrh.
135
Meldeten sich nach Beginn der Gesellschaft zu. viele Kapitalisten
zur Mitgliedschaft in der Kompagnie, so daß es denjenigen, die
zuerst eingetreten waren und das Risiko des Anfangs auf sich ge¬
nommen hatten , nachteilig und der Gesellschaft schädlich erschien,
dann sollte es in der Macht des Vorstandes der Gesellschaft liegen,
die Beitrittswilligen abzuweisen (§ 6).
Die Einlagen waren vier Jahre unkündbar (§ 4). Dann mußten
sie, wenn der Gesellschafter nicht in der Kompagnie verbleiben
wollte, halbjährlich gekündigt werden. Nur im Fallè erweislicher
und unumgänglicher Not und unter der Voraussetzung, daß es der
Gesellschaft möglich und unschädlich war, konnte ein Gesellschafter
seine Einlage ganz oder teilweise früher zurückziehen. Natürlich
wurden dann dem ausscheidenden Gesellschafter die Verluste, die
die Gesellschaft während seiner Teilhaberschaft gehabt hatte , ab¬
gezogen.
Im Falle des Todes eines der Gesellschafter sollte ebenfalls der
Witwe oder den Kindern oder auch den Gläubigern auf Wunsch
die Einlage schon vor dem Ablauf der vier Jahre ausgehändigt
werden 1. Die Aushändigung geschah nach halbjähriger Kündigung
an den „treuen
Brieffs
- Inhaber
’\ Und zwar im Falle
die Kapitalseinlage 500 fl. nicht überstieg, in Jahresfrist, sonst im
allgemeinen in vierjährigen Raten 2. Auf Wunsch konnte auch in
zwei Jahren die gesamte Rückzahlung erfolgen. In beiden Fällen
partizipierte selbstverständlich der ausscheidende Gesellschafter nur
für die in der Kompagnie verbleibende Summe pro rata am Gewinn.
Vorausgesetzt, daß die Erben Bürger von Steyr waren. Im anderen
Falle oder wenn die Erben die Stadt verließen, nahmen sie für den
Rest der Einlage nicht mit am Gewinn teil, sondern die Einlage
wurde ihnen mit 5 % pro anno verzinst.
Wollten dagegen die Erben eines verstorbenen Teilhabers oder
die Gläubiger eines Teilhabers das ihnen zustehende Kapital in
der Gesellschaft stehen lassen, so war ihnen das unverwehrt. Waren
sie Bürger, so nahmen sie am Gewinn und Verlust teil wie die anderen
Gesellschafter auch; wenn nicht, wurde ihr Kapital mit 5 % ver¬
zinst (§ 14).
1 Unter Abzug natürlich auch hier der Verlustquote an den
„gar ungewissen und für verlohrn befundenen Schulden".
2 Vgl
. hierüber außer § 4 auch § 14, wo eine teilweise Wieder¬
holung des in § 4 Gesagten sich befindet.
6
136
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter,
Außer den Einlagen der Gesellschafter sollte das Kapital der
Kompagnie aus festverzinslichen Anleihen (Obligationen, Schuld¬
verschreibungen) 1aufgebracht werden 2. Für diese Anleihen und
für die regelmäßige Zinszahlung hafteten die Güter der Stadt Steyr
und die Güter der Gesellschaft unbedingt 3. Der Darleiher oder
der Inhaber der Obligation war, im Falle er sein Geld zurückziehen
wollte, zu halbjähriger Kündigung verpflichtet, wie anderseits die
Kompagnie ihm sechs Monate vorher die Abstoßung ansagen mußte.
Als Darlehen wurden auch die Mündelgelder, die in städtischem
Gewahrsam wären, in die Gesellschaft gelegt und mit 5 % verzinst
(§ 11). Im übrigen dürften diese Darleiher wohl dieselben Kauf¬
leute sein, die früher mit den privaten Steyrer Eisenhändlern ihre
Vorschußkontrakte abgeschlossen hatten 4.
Zu Leitern der Geschäfte der Kompagnie wurden vom Hat
vier Teilhaber çler Kompagnie gewählt, zwei davon mußten Mit¬
glieder des Rats sein, zwei nicht. Nach zweijähriger Dienstzeit
schieden die zwei älteren dieser Häupter der Gesellschaft aus ihrem
Posten und wurden durch zwei neue Kompagniemitgliederersetzt 5.
Die vier Leiter sollten „der Gesellschaft Häupter“ sein. Sie sollten
„die Obhandt“ über das ganze Gesellschaftswesenhaben. Die
gleich noch zu erwähnenden Beamten der Gesellschaft waren ihnen
untergeben und zu Gehorsam verpflichtet. An gewissen Tagen
und Stunden hatten sich die Leiter allesamt oder doch nach Ver¬
abredung je zwei von ihnen in der Schreibstube der Kompagnie
aufzuhalten. Sie hatten zuzusehen, „was allerorts vorgefallen und was
zu handeln von nöten“, um dann das Notwendige zu veranlassen.
In wichtigen Fragen konnten sie sich noch einige andere Mitglieder
der Kompagnie kooptieren. Eine Besoldung des „Aufsichtsrates“
1 Wie das ja auch heute bei unseren Aktiengesellschaften ge¬
schieht.
2 Vgl
. § 9 und vorher gelegentlich Gesagtes. In § 9 ist das
Formular einer solchen Schuldverschreibung gegeben.
3 Sollte ein Darlehensgeber lieber nur die Garantie der Stadt
haben wollen, so solle die Kompagnie der Stadt einen Revers aus¬
stellen, auf Grund dessen sie der Stadt gegenüber die Mithaftung
mit ihren Gütern übernahm (Ende von § 9).
4 Siehe oben S. 126f. und Bittner,
a . a. O., S. 609 ; Pantz,
a. a. O., S. 6 ff.
6 Während der ersten vier Jahre sollte diese Neubesetzung tun¬
lichst unterbleiben.
Erstes Kapitel : Deutsche Aktiengesellschaften
vornehmlich des 16. Jahrh .
137
erfolgte nicht, aber alljährlich erhielten die Leiter eine „gebürliche
Verehrung“ für ihre gewiß nicht geringe Mühewaltung.
Außer den vier Leitern sollten aus der Reihe der vornehmsten
und tüchtigsten Gesellschafter sodann zwei Kassierer erwählt
werden. Nach Ablauf eines Jahres wurde einer von ihnen durch
einen neuen Kassierer ersetzt, so daß der Kontinuität der Geschäfts¬
leitung wegen immer ein neuer und ein alter Kassenführer amtierte.
Die Kassierer hatten bei ihrem Amtsantritt dem Rat als Vertreter
der Gesellschaft Handgelöbnis abzulegen, daß sie ihre Stellung treu¬
lich ausfüllen und nicht mit den Gesellschaftsgeldern eigennützige
Zwecke verfolgen wollten. Jeder der zwei Kassierer hatte einen
anderen Schlüssel zur Kasse, die mit zwei verschiedenen Schlössern
verwahrt war, so daß sie nur stets gemeinsam öffnen konnten.
Auch die Kassierer erhielten keine feste Besoldung. Nur eine
„Verehrung“ wurde ihnen zuteil, deren Höhe sich nach dem Ge¬
schäftsgang und ihren Dienstjahren richtete.
Das Rechnungswesender Kompagnie hatte ein Buchhalter zu
versehen. Er sollte womöglich ein Steyrer Bürger sein. War unter
der Bürgerschaft kein für einen solchen Posten tauglicher Mann zu
finden, so durfte es ein Auswärtiger sein. Doch sollte er bald unter
die Bürgerschaft eintreten. Ein besonderer Treueid wurde ihm
abgenommen, sein Geschäftsbereich ihm durch eine eigene In¬
struktion vorgezeichnetL Jede Geschäftstätigkeit außerhalb der
Kompagnie, die der Gesellschaft zum Schaden gereichen konnte,
war dem Buchhalter verboten. Als Lohn erhielt er „eine billige
und ziemliche Jaresbesoldung“.
Außer dem Buchhalter waren vier festbesoldete Beamte (Diener,
Faktoren, Händler) für die Kompagnie tätig. Ihnen fiel die Haupt¬
arbeit in der Gesellschaft zu. Zwei von ihnen sollten den Verlag
an die Hammermeister abführen, das Eisen in den Hämmern auf
seine Güte prüfen (Beschau) und dann in die Magazine der Gesell¬
schaft bringen, die am Ennsufer zu Steyr errichtet waren. Die
zwei anderen Faktoren übernahmen sodann den Vertrieb des Eisens
im In- und Auslande. Es war ihre Pflicht, die großen Eisenmärkte
zu Linz, Freistadt und Krems zu besuchen, um hier und anderwärts
Abschlüsse mit den Großabnehmern zu vereinbaren; sie mußten
1Die Instruktion entstand aus einem Auszug der entsprechenden
Paragraphen der Hauptordnung.
138 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Gelder für geliefertes Eisen kassieren und zur Kasse der Kom¬
pagnie bringen usw. usw. Die vier Faktoren hatten wieder eigene
Diener unter sich, auch mußten sie sich Pferde halten und andere
Ausgaben bestreiten. Die Bezahlung dieser Spesen hatte von
ihrem Jahresgehalte zu erfolgen. Der Buchhalter, die Faktoren,
aber auch die Kassierer waren während ihres Dienstes von allen
städtischen Ehrenämtern befreit, damit sie ihre ganze Arbeitskraft
und Zeit in das Wohl der Gesellschaft stellen konnten. Auch die
festbesoldeten Angestellten durften und sollten ihre Kapitalien in
der Kompagnie anlegen, damit sie um so mehr an deren Wohl¬
ergehen interessiert waren.
Buchhalter, Kassierer und Faktoren hatten sich den Anord¬
nungen der vier Leiter der Kompagnie unbedingt zu fügen, sie
sollten wichtige Handlungen erst nach Beratschlagung mit ihnen
vornehmen. Der Buchhalter insbesondere mußte den Leitern so
oft sie es verlangten eine Bilanz vorlegen. Bedurfte er Hilfspersonen,
so hatte er sie, auf eigene Kosten anzustellen und für ihr Wohl¬
verhalten zu haften. Ebenso hatten die vier Faktoren den Leitern
genaue Rechnung über ihre Geschäftstätigkeit zu geben. Auf Grund
der Berichte der Buchhalter, Kassierer und Faktoren mußten die
Leiter vierteljährlich einen Bericht über den Geschäftsgang dem
Rat der Stadt Steyr zustellen (Ende von § 10).
Am Jahresende traten die vier Leiter, unterstützt von noch
vier anderen Gesellschaftern, die aus der Zahl der kapitalstärksten
Teilhaber zu wählen waren, mit den Faktoren und dem Buch¬
halter zur Aufstellung und Kontrahierung der Jahresbilanz zu¬
sammen (§ 12). Dem Rat war eine Abschrift der Bilanz zu über¬
geben. Auf Grund der Bilanz erfolgte spätestens 14 Tage nach
ihrem Abschluß die Gewinnverteilung (§ 13). Die Empfänger
hatten zu quittieren. Nur im Falle der Not und mit Zustimmung
und Wissen aller Gesellschafter durfte die Gewinnausschüttung
verzögert werden.
Die Gesellschaft behielt sich vor, später Änderungen des Statuts
vorzunehmen, wenn es in ihrem und der Stadt Steyr Interesse
notwendig erschiene. Doch sollte hierzu das Einverständnis des
Landesherren erforderlich sein und die staatliche Eisenordnung
nicht dabei verletzt werden (§ 18). Namentlich behielt sich die
Gesellschaft eine gelegentliche Erweiterung ihres Geschäftskreises
vor. Wenn es ihr angebracht erschien, sollte später auch die ge-
1
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
139
samte Eisen- und Stahlverarbeitungsindustrie von Steyr unter ihr
Monopol fallen (§ 17). D. h. die Kaufleute, die bisher die Messer,
Sägen, Sicheln und Nägel herstellenden Handwerker verlegt und
deren Produkte verkauft hatten , sollten dieses „ Gewerbebetriebs“
verlustig gehen und ihre Kapitalien — wenn sie wollten — in die
Kompagnie geben. Vorläufig scheiterte die Forderung an der
Unmöglichkeit, viele Tausende von Gulden auch noch für diesen
Verlag aufzubringen und an dem Widerspruch der Interessenten.
So erklärten die Messer- usw. Verlagskaufleute sich nur unter der
Bedingung zum Beitritt in die allgemeine Kompagnie bereit, daß
ihnen der Messer- usw. Verlag und Verkauf offen bliebe x.
Dagegen wurde die „ Gesellschaft des gestreckten Stahls“ der
allgemeinen Kompagnie einverleibt (§ 1 des Statuts). Die „ Ge¬
sellschaft des gestreckten Stahls“ war um 1516 gegründet worden 2.
Sie schloß, unter erzherzoglicher Genehmigung, zum Zwecke des
Verlags von Vorderkernstahl mit den Hammermeistern von Weyer
und Umgebung Verlagsverträge ab, „wonach diese allen von ihnen
in den welschen Hämmern aufgebrachten Vorderkernstahl nicht in
Zainhämmern verarbeiteten, sondern der Gesellschaft verkauften,
die für die alleinige Bezugsberechtigung einen höheren Preis zahlte.“
Den auf dem genannten Verlagswege erkauften Vorderkernstahl
ließ die „ Gesellschaft des gestreckten Stahls“ in kleinen von ihr
erbauten Streckhämmern in der Umgebung Steyrs zu Scharsachstahl, Sensenknüttel, Schwertschrott und anderen feineren Stahl¬
sorten verarbeiten, um sie dann weiter zu verkaufen.
Alle Rechte der „ Gesellschaft des gestreckten Stahles“ gingen
nunmehr auf die allgemeine Steyrer Eisenhandelskompagnieüber.
Ihre Funktionen und Geschäfte wurden von letzterer übernommen.
Die „ Gesellschafter des gestreckten Stahles“ erhielten für die
Kapitalien, die sie bisher in ihrer Gesellschaft hatten arbeiten
lassen, entsprechende Anteile an der allgemeinen Kompagnie.
1 Die Messerverlagskaufleute waren zu einer Vereinigung"der
sog. „Einigen
Messerhandlung"
verbunden. Bittner,
a. a. O., S. 608. Eine Untersuchung über die Art ihrer Assoziation
wäre als Beitrag zu einer Geschichte der Unternehmung im 16. Jahr¬
hundert hoch willkommen. Ebenso muß noch die Organisation der
„V erwandten
der Rohr - und Büchsenhandlung
zu Steyr “ (Bittner,
a . a. O., S. 558 Anm. 3) untersucht
werden.
2 Das folgende nach Bittrier,
a. a. O., S. 541 f., 519.
140 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Die „ Gesellschaft des gestreckten Stahls“ muß ihrer Auflösung
in die allgemeine Kompagnie des Eisenhandels zugestimmt haben.
Sie erscheint neben der Stadt Steyr — die das bisher von ihr schon
im Eisenverlag angelegte Kapital einzuschießen versprach — und
neben elf bisherigen Eisenverlegern sowie 62 anderen Bürgern als
erste Anteilszeichnerin an der neuen Kompagnie1. Auch an der
sogenannten kleinen Kompagnie, die der größeren Nachfolgerin
die Wege ebnen sollte, erscheint die Gesellschaft des gestreckten
Stahls sofort beteiligt. Weil nämlich die genannten gezeichneten
Summen nicht genügten, um die eigentliche Kompagnie sofort ins
Leben zu rufen, eine Reihe von unverlegten Hammermeistern aber
nach Kapital verlangte, um nicht feiern zu müssen, so sollte eine
kleine Kompagnie sofort in Tätigkeit treten 2. Als Termin des
Beginnes der großen Kompagnie wurde der Martinstag (11. No¬
vember) des Jahres 1582 bestimmt. Ob dieser Termin eingehalten
werden konnte, ist aus dem geringen Quellenmaterial, das mir
zur Verfügung stand, nicht ersichtlich; jedenfalls arbeitete die große
Kompagnie bald darauf in dem Rahmen, den ihr das hier länger
besprochene Statut gab 3. Wir brauchen darauf nicht näher ein¬
zugehen. Für uns erhebt sich die Frage : Sind die Leobener Kom¬
pagnie und die Steyrer die einzigen derartigen Gesellschaften jener
Zeit gewesen oder lassen sich noch Spuren anderer Unternehmungen
namhaft machen, in denen uns schon wichtige Prinzipien der später
erst voll ausgebildeten Aktiengesellschaften entgegen treten ?
Aus dem schon oben erwähnten Gutachten Steinbergers ist zu
erkennen, daß in einer Reihe anderer Städte Österreichs bereits
ähnliche „vollkommene Kompagnien“ existierten bzw. bestanden
hatten , wie sie für Steyr zur Zeit der Abfassung dieses Gutachtens
1 Die 11 Eisenhändler hatten 35 000 fl. gezeichnet, die 62 anderen
Bürger 33 000 fl. Die Mehrzahl gerade der reichsten Eisenhändler
hatte sich noch nicht zu Einlagen bereit erklärt, andere hatten üb§r
die vorläufig gezeichnete Summe von 3000—6000 fl. hinaus für später
größere Kapitalien in Aussicht gestellt.
2 Der ebenfalls erhaltene Statutenentwurf der kleinen Kom¬
pagnie (Stadtarchiv Steyr) gibt uns über deren Organisation Aus¬
kunft. —• Als die Gelder für die zu gründende englisch-ostindische
Kompagnie nicht sofort einkamen, wurde zunächst eine Teilgesell¬
schaft, eine sogenannte subordinate association geschaffen. Leh¬
mann,
a. a. 0 ., S. 38/9.
3 Bittner
, a. a. O., S. 609 f.
1
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
141
im Werden war. Steinberger führt als Beispiele Hall, Ausser (wohl
Aussee), Istria oder Idria ( ?), Schweitz ( ?) und Gasstein an L Die
Untersuchung, inwieweit wir es hier mit Kompagnien zu tun haben,
die ähnlich wie die Steyrer organisiert waren, muß, da die Literatur
nichts bietet, der weiteren archivalisehen Forschung überlassen
bleiben. Es soll aber schon hier nicht unterlassen werden, darauf
hinzuweisen, daß es sich in den Steinbergerschen Angaben offenbar
teilweise um Großgewerkschaften handelt. Das geht auch aus einer
Denkschrift des Hofkammerrat Wucherer hervor, der die Fusion
der Eisenhändler von Steyr in „aine Compania und Gesöllschaft“
seit 1575 aufs eifrigste betrieb 2. Wucherer führte darin aus : Auch
die Salzwerke zu Aussee , Hallstadt
und Hall im
(
Inntal) seien in vielen Händen gewesen, bis Kaiser Friedrich diese
Werke „in a i n Handt gebracht und ist solche Verenderung ohne
Schaden zu merklicher hohen Vermehrung des Kammergutes ersprossen und bishero standhafft erhalten.“ Auch habe der Erz¬
bischof von Salzburg etliche Bezirke, zumal die von G a s t a i n ,
„in aine Gemainschaft und Hand gezogen“. Ebenso sei in der Stadt
Passau
der Salzhandel
in „ aine gemaine bürgerliche
Gsöllschafft gezogen“. Wahrscheinlich handelte es sich in Passau
um eine ähnliche Gesellschaft, wie sie in München Anfang des
16. Jahrhunderts existierte. In einem Aktenstücke des Lindauer
Stadtarchivs heißt es über letztere: „Dann vor jarn in weiland
vermellz rneins gn. hern hertzog Aulbrechten regiment haben die
von Mönchen die gemainen saltzfertker gar vast gedruckt und den
handel gar gros und weitläuff gemacht. Nämlich ain gemaine
buchs gehalten ; darein hat ain jeder burger zu Mönchen, der
kain handtwerclc gedriben und nit aigen saltz herauf in dis land
gefurt, legen mugen 100 oder 50 gülden nach gestalt seins vermugens, doch nit minder noch mer. Darüber sind siben man ver¬
ordnet gewesen, die haben gar ain große anzal saltz durch ire be¬
stellten knecht gefurt, ain mergklichen nutz daran gehept und das
saltz in ain solchen aufschlag, darinn es noch ist, gebracht“ 3.
1 Freue
nh über , Annales Styrenscs , S. 300, 301.
s Franz
Anton
Mayer,
Das Eisenwesen zu Eisenerz in
den Jahren 1570—1625. Mitteilungen des historischen Vereins für
Steiermark , 33. Heft (Graz 1885), S. 172.
3 Manuskript im Stadtarchiv Lindau i. B., Loc. 100, 6.
41
142
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Vierter
Abschnitt,
Die Iglauer Tuchhcmdelskompagnie.
Das deutsche Städtchen Iglau an der böhmisch-mährischen
Grenze, im Mittelalter durch seinen Bergsegen berühmt, erfreute
sich seit alters auch eines bedeutenden Tuchgewerbes. Als im
16. Jahrhundert der Absatz zurückging, suchte die Zunft durch die
übliche Beschränkung der Gesellenzahl, der Stücke, die der einzelne
weben durfte usw., den wirtschaftlich schwachen Meistern ein
Minimaleinkommen zu garantieren. Weil aber alle diese Ma߬
nahmen versagten, mußte der Mangel an Absatz und zugleich der
Mangel an Betriebskapital bei einzelnen Mitmeistern der Zunft
durch ein anderes Mittel beseitigt werden 4. Um den Fernabsatz,
zu dem Geld und Unternehmungslust gehörte, zu organisieren, um
auch den Druck zu beseitigen, den die Tuchkaufleute auf die
ärmeren Webermeister durch Vorschüsse von Materialien, Wolle,
Alaun, Röte usw. ausübten, beschloß man die Errichtung einer
Gesellschaft, die Verlag und Absatz der Iglauer Tucherzeugnisse
übernehmen sollte und die zugleich den Einkauf der Wolle besorgte.
Das Statut der Kompagnie wurde von Kaiser Rudolf II. am
17. Juni 1592 bestätigt . Diese Bestätigung (in tschechischer Sprache)
ist im Iglauer Stadtarchiv erhalten. Leider konnte aber weder dort
noch in Prag 2, Brünn oder Wien 3 das Statut („der Plan“) selbst
von mir aufgefunden werden, so daß wir bei der Darstellung der
Organisation der Iglauer Tuchhandelskompagnieauf gelegentliches
anderes Aktenmaterial angewiesen waren.
Wie aus einem Schreiben der Vorsteher der neuen Gründung
vom 15. August 1598 deutlich zu erkennen ist 4, war die Iglauer
Tuchhandelskompagnie eine direkte Nachahmung der Steyrer all1 Vgl
. für das folgende Karl Werner,
Urkundliche Ge¬
schichte der Iglauer Tuchmacherzunft, Leipzig 1861, S. 60 ff.
2 Wo ich im Landesarchiv des Königreichs Böhmen und im
k. k. Statthaltereiarchiv nachfragte.
3 Wo ich im k. k. gemeinsamen Finanzarchiv nachforschte und
im k. k. allgemeinen Archiv des Ministeriums des Innern (dem Archiv
der ehemaligen böhmischen Hofkanzlei), sowie im k. u. k. Haus-,
Hof- und Staatsarchiv brieflich um Auskunft bat. Auch eine An¬
frage im mährischen Landesarchiv zu Brünn war vergeblich.
4 Manuskript im Stadtarchiv zu Iglau, Copeybuch VII in der
Mitte ungefähr des starken, nicht paginierten Bandes.
Erstes Kapitel: Deutsche Aktiengesellschaftenvornehmlich des 16. Jahrh.
143
gemeinen Eisenhandelskompagnie1. So dürfte wohl ihre Organi¬
sation. der steyrischen, die oben ausführlich geschildert worden ist,
ziemlich ähnlich gewesen sein. Wir hätten es also auch hier mit
einer Aktiengesellschaftzu tun.
Der Zutritt zu der Gesellschaft war allen kapitalhesitzenden
Bürgern der Stadt Iglau erlaubt 2, gleichgültig, ob sie reich oder
arm waren oder dem Mittelstand angehörten. Den ärmeren Be¬
völkerungsklassen war dadurch der Beitritt erleichtert, daß man
ihnen nahelegte, zu zweien, dreien oder zu mehreren zusammen¬
zutreten, um das Legegeld, das also offenbar eine feste, runde
Summe ausmachte, aufzubringen3. Trotz dieser und anderer Be¬
mühungen der Gesellschaft, genügend Kapital für ihr Unternehmen
aufzubringen, mußte man auch in Iglau wie in Steyr festverzinsliche
Obligationen ausgeben4.
Die Geschäftstätigkeit der Iglauer Aktiengesellschaft bestand
im wesentlichen in folgendem: Sie kaufte zunächst in Böhmen,
Mähren usw. Wolle auf; zum Teil gegen Vorschußzahlung an die
Wollproduzenten. Sodann verkaufte die Kompagnie die Wolle an
die Iglauer Tuch- und Hutmacher, denen sie dafür ihre fertigen
Waren abnahm (bei den ärmeren wiederum natürlich Verlag!).
Die so erworbenen Waren verkaufte die neue Gesellschaft auf
Messen und Märkten bis tief nach Ungarn und Siebenbürgen hinein.
1 Die Kompagnie, heißt es dort, habe genau wie ,,auch z.u Steuer
[Steyr] die Eysen-Compania, aus mangl des starcken Verlags billich
aufgericht müssen werden“. Einige arme Weber wären gezwungen
gewesen, Verlag zu nehmen. Mit der Zeit aber hätten die Privat¬
leute des schlechten Geschäftsganges wegen den Verlag nicht mehr
übernehmen wollen, so sei die Kompagnie nötig geworden.
2 Laut obengenannter Bestätigung Kaiser Rudolfs II.
3 „Da einer allein des Vermögens nicht gewesen sich ihrer 2,
3 und mehr gesessene burger haben mögen miteinander behelfen
und ihr capital ihnen einzubringen vergünstiget worden.“ Aus einem
Bericht „der Verwalter einer ersamen Gesellschaftshandlung zu
Iglau“ an Herrn Hans Löbl, Landeshauptmann in Österreich ob der
Enns und Adam Gerninger, Vitztum daselbst, 15. August 1598.
Manuskript im Ratsarchiv Iglau. Deutsches Copeybuch VII , un¬
gefähr in der Mitte des starken, nicht paginierten Bandes.
4 In dem eben genannten Bericht heißt es, man habe sich „in
und außer landts umb lehenschaft bewerben“ müssen. Vornehme
Kaufleute aus Steyr, Prag und aus anderen Städten hätten der Ge¬
sellschaft namhafte Summen gegen jährlich zu zahlende Zinsen
geliehen (viele Tausend Gulden).
144 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Ein eigentliches Monopol hatte die Iglauer Kompagnie nicht.
Nach wie vor gab es Tuchhändler in Iglau, die auf eigene Faust
Tuche von den Webern einkauften. Freilich „jene Tuchmacher,
welche ihre Tücher durch die Gesellschaft abgekauft wünschten,
mußten sich verpflichten, nur mit dieser, sowohl was den Woll¬
einkauf als auch den ferneren Absatz ihrer Tucherzeugnisse betraf,
in Verbindung zu bleiben und von niemand anderem Rohprodukte
einzukaufen oder an keinen anderen Waren zu verkaufen.“
Wie zu erwarten war 1, hat die Geschäftsgebarung der Kom¬
pagnie und ihr anfänglich guter Profit die Gegner mit dem Geschrei
„Monopol“ und mit der Heranziehung der betreffenden Reichstags¬
abschiede auf den Plan gerufen. Man warf der Gesellschaft be¬
sonders vor, daß sie daran schuld sei, daß die Wolle eine exorbitante
Preissteigerung (von 15—16 fl. pro Zentner auf 28—30 fl. pro
Zentner) erfahren habe. Die „Verwalter einer ersamen GesellschaftHandlung zu Iglau“ wußten aber die Angriffe gut zu parieren.
Zunächst machten sie darauf aufmerksam, daß Kaiser Rudolf II.
im Jahre 1592 ihre Gesellschaft und deren Statuten bestätigt habe.
Und „quod imperatori
Romano
sive (ut textus
habet ) principi
placet , legis vigorem
habeat
ac ab omnibus
observari
debe t “. Außerdem aber
betonten die Direktoren der jungen Aktiengesellschaft, daß die
Paragraphen der Reichslagsabschiede, die von Monopolen handelten,
absolut keinen Bezug auf ihr Unternehmen hätten . Dort würde
„von monopoliis und gesellschafften tradiert , die mit dem unserm
tuchhandel gar in kheinem similtudine nit stehen et exemplum
valde claudicat. Denn die monopolia aida inhibirt werden, mit
welichen ein fürkauf geübet wirdt. Da doch von uns aus die waren
vielen leuten zu nutz verkauft werden, die in der stadt Iglau von
derselben selbst inwonnern selbsten gemacht werden. Dazu wird
das geldt vor specerey und englische tuch aus dem heiligen römischen
reich in andere weit abgelegene lender weggefürt. Davor Igler
Luch das geldt allein in majestät lendern Beheimb und Marhern
[Mähren] und derselben inwohner als herrn, grafen .....
vor
wolle von tuchmacher wieder ausgeben und da allein verbleiben
1 Es war im 16. Jahrhundert direkt Mode geworden, gefährliche
Handclskonkurrcnten auf Grund der Reichsgesetze als Monopolisten
anzuklagen . Cfr. R . Ehrenberg,
Hamburg und England im
Zeitalter der Königin Elisabeth , S. 159.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh . 145
thuet .“ Ihre Gesellschaft sei also keine Monopolgesellschaft im
Sinne der Reichstagsabschiede , sondern eine „ ehrliche Gesellschaft “,
die auch deshalb die kaiserliche Bestätigung erfahren habe.
Der Protest der Gegner, die hauptsächlich in den Kreisen
der österreichischen Gewandschneider (ob der Enns ) zu suchen
sind, vermochte nicht die Auflösung der Kompagnie zu bewirken.
Noch 1620 muß sie bestanden haben 1. Und so fest blieb die Er¬
innerung an ihre Wirksamkeit bei den folgenden Generationen
haften , daß man 1725 die Neugründung einer Iglauer Tuchhandels¬
kompagnie auf dieselben Prinzipien basieren konnte , die' man im
Jahre 1592 schon der alten gegeben hatte . Nur insofern fand eine
Änderung statt , daß jetzt nicht nur Iglauer Bürger , sondern jeder¬
mann , der dazu kapitalkräftig genug war, an dem Unternehmen
teilnehmen konnte 2.
Fünfter
Abschnitt.
Die Gesellschaft des Amberger Zinnblechhandels.
Das bedeutende Amberg -Sulzbachsche Eisengebiet im bayrischen
Nordgau , das durch die großen Einigungen seiner Hammermeister
schon seit der Mitte des 14. Jahrhunderts für die Geschichte wirtschaft¬
lich interessanter Organisationsformen von Bedeutung wurde 3, erlebte
im 16. Jahrhundert die Gründung einer Zinnblechhandelskompagnie
auf aktiengesellschaftlicher Grundlage . Offenbar ging die Anregung
zu der Gründung der Kompagnie von der staatlichen Gewalt aus 4.
‘Werner
, a. a . O., S. 69.
UVerner
, a. a. O., S. 113 f.
3 Vgl. Ludwig
Beck,
Die Geschichte des Eisens , I. Bd .,
S. 766 ff ., II . Bd ., S. 665 ff. Jetzt auch E . H . Knauer,
Der
Bergbau zu Amberg , in Mitteilungen aus dem Stadtarchiv Amberg,
2. Heft , Amberg 1913 , S. 9 ff.
4 Der Chronist Michael Schwaiger , der 1538— 1561 Bürger¬
meister der Stadt Amberg war , berichtet : „ Anno 1534 hat seine
churfürstliche
Gnaden in Amberg eine Gesellschaft der Zinnblech¬
händler aufrichten lassen und geboten , daß alle Blechhammermeister
ihr Bodenblech und Dünneisen nirgends anders , dann gegen Amberg,
zu den Zinnpfannen geben sollen , welcher Zinnpfannen jetzt 4 allda
seind , hat jede ihren Zinnblechmeister und 4 oder 5 Gesellen , seind
mehrenteils Burger und beweibet , welche Weiber auch fast ihre
stete Arbeit mit dem Reiben und Abwischen der Bleche haben . Diese
Bleche werden , wann sie verzinnt sind , auch eines Theils schwarz
Strieder
, Studien z. Gesch . kapitalist . Organisationeformen
.
10
2*
146
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
In einem interessanten Schreiben 1vom
14. November 1533
erklärte Pfalzgraf Friedrich der Stadt Amberg , er gedenke in
seinem Fürstentum der Pfalz „hieoben in Bayern " einen Blech¬
handel aufzurichten und der Stadt Amberg „ vor anderen gnädiglich
zu vergönnen “. Die Amberger Bürger möchten „ denselben Blech¬
handel eine zeitlang selbst verlegen “. Er , der Pfalzgraf , aber ge¬
dächte „etlich Geld zu ihnen in berührten Handel zu legen.“
Wenn die Amberger sich nicht mit der Gründung einverstanden
erklärten , dann war Friedrich entschlossen , „ sich des Handels selbst
zu unterfangen , oder aber einen andern auf eine Anzahl Jahre
[wie er sich mit dem betreffenden Kapitalisten vereinigen würde]
den Blechhandel zu führen vergünstigen .“
Die von Friedrich gewünschte Amberger Blechhandelskompagnie
ist noch im Jahre 1533 zustande gekommen . Der Pfalzgraf und sein
„Hofgesind “, d. h. seine Räte , waren in hervorragender Weise daran
beteiligt . Es hatten eingeschossen a:
Herzog Friedrich zu Bayern ........
1000 fl. rh . in Münz
Hans von Slamerstorff , Hofmeister
. . . . 200 ,, ,, ,,
,,
Kanzler Dr . Melchior Soyter (und „ sofern von
nöten ein merers “) ........
200 ,, ,, „
,,
Doktor Hartmann ............
200 „ ,, ,,
„
Chammermeister zu Neumarkt Philip Schelm
von Bergen erstens ..........
200 „ „ „
„
und auf Pfingsten ............
500 „ „ „
„
Melchior von Harstal ...........
100 ,, „ ,,
,,
Berthold Mulbegk ............
100 ,, „ „
,,
Rentmeister ...............
150 „ „ „
,,
Erasmus Nadler (Canzleiverwal ter zu Amberg) 100 „ „ „
„
Kotzing .................
100 „ „ „
Die von den Räten des Pfalzgrafen gezeichneten Summen
scheinen freilich nicht alle sofort eingezahlt worden zu sein. Am
in Fäßlein eingeschlagcn und jede Sort mit der Stadt Amberg Wappen,
auch des Blechzinnmeisters
Zeichen , gebrannt , alsdann in Frank¬
reich , Niederland , Italien , auch in der Frankfurter , Leipziger , Linzer
und anderen Messen , und sonderlich auf Nürnberg geführt , ferner
in Türkei und Insul , da sie ohne Zweifel hoch werden gehalten . . .“
1 Kgl. bayrisches Kreisarchiv Amberg . Archiv -Abteilung Amberg
Stadt Fase . 326 , Nr . 11.
2 Kgl.bayr . Kreisarchiv Amberg . Amberg Stadt , Fase . 326 , Nr . 32.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
147
6. August 1534 mußten die Verordneten der Gesellschaft des Am¬
berger Zinnblechhandels an Pfalzgraf Friedrich die Bitte richten,
dafür zu sorgen, daß diejenigen seiner Räte , die mit der Einzahlung
im Rückstände wären , das bei dem Faktor bis zum Bartholomäitag
(24. August ) nachholten . Wer bis dahin einzahlte , sollte an der
Dividende teilnehmen , als hätte er zu Pfingsten eingezahlt . Wer
nicht , könne nicht mehr in die Gesellschaft kommen 1.
Wie hoch sich demgegenüber die Anteile der Amberger Bürger¬
schaft beliefen, habe ich leider aus den Akten nicht feststellen
können . In einer Denkschrift des Amberger Rates vom Jahre 1533
ist die Hoffnung ausgesprochen , ca. 4000 fl. zusammenzubringen.
Zunächst war offenbar die Begeisterung in der Bürgerschaft für
die neue Gründung nicht sehr groß . Der Aufforderung , bis Mit¬
fasten die Einlagen vorzunehmen , mußte die Drohung hinzugefügt
werden : „wo ainer oder mer in dem seumig und in der zeit nit legen
würde , der oder die sollen hinfürter nit mer zugelassen werden “ .
Man muß bedenken , daß bereits in Amberg die „ Große Gesellschaft
des Eisenbergwerks “ bestand , eine privilegierte Großgewerkschaft,
in die jeder Bürger Geld zu Gewinn und Verlust einschießen
konnte 2.
] 1 . c. Fase . 326, Nr . 25.
2 Damit die Gesellschaft des Eisenbergwerks nicht von einigen
wenigen Kapitalisten beherrscht wurde, war festgesetzt , daß nur
eine bestimmte Summe von jedermann eingeschossen werden dürfte.
Scharfe Maßregeln hinderten schon im 15. Jahrhundert die Um¬
gehung dieser der Allgemeinheit zugute kommenden Bestimmung.
Da heißt es z. B. : „Es sollen 2 eeleuth für ainen tail oder ain person
geacht werden. Wellich manns - oder Weibspersonen aber verwittibt
sein, der yede wirt auch für ainen tail angenommen. Desgleichen
werden die unmündigen kinde , die in Verwaltung der vermundtschaft
und von ieren eitern vertailt sein und aigne guter haben , ir sein vil
oder wenig, fur ainen tail zugelassen. Dartzu mögen sich derselben
kinde eitern , vater und inueter wo si mit den kinden , wie obstet,
vertailt , si sein verheurat oder nit , solhen einlegens auch geprauchen . . . . Man und weib, die mit gefaßter hanndt wollen
sitzen und sich yedes seins guets selbst geprauchen , . . . yeder mit
dem einlegen in sonders zutzelassen , ist aus bewegenden Ursachen
abgestellt . Und vermittels gütlicher gnaden sein wenig unter uns,
si hetten sollich zwifachtig leggelt .....
Es wirt aber von gemaines
nutzes wegen und im peßten damit der perg nit allein under
den
vermöglichen
stegk
erlassen
Kgl
. . .“
. bayr . Kreisarchiv Arnberg, Amberg Stadt Fase . 31, Nr. 50.
10 *
148 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Freilich konnte schon 1464 die Großgewerkschaft nicht mehr
alle Einschüsse verwerten , es mußte eine Kapitalreduktion statt¬
finden , die aus folgender Tabelle ersichtlich ist : •
1464 waren an der sogenannten großen Gesellschaft des Eisen¬
bergwerks zu Amberg beteiligt 1:
Stadt Arnberg . . 1000 (800) Hans Hufnagel . . 98
(90)
500
97
Hans
Becherer
.
.
Hans Clopfer . . .
(50)
(300)
Lienhart Rurer . . 500
(90)
(400) Markart Fuchsin . 95
Hans Hubmair . . 500 (400) Contz Cantzier . . 68 14 (54)
Michael Hecker . . 59014 (470) Hans Breytenloer . 500
(400)
—
Fritz Urspringer . 500 (400) LIeinz Mock . . . 200
—
Hans Witrer . . . 500 (300) Contz Altmeister . 200
—
Lorenz Modler . . 500
(400) Albrecht Heuptel . 200
—
Heinrich Heydens
Jorg von Riechen . 100
—
Kinder.....
445
70
(340) Thoma Tyeffenbach
Heintz Witrer . . 34814 (300) Hayden Gropp und
—
Hans Freißlich . . 433
70
(330) Dyetz.....
—
Felix Freißlich . . 43814 (330) Hans Volkmayr
70
—
Nicolaus Bachmann 410 (347) Herr Jacob Wechsler 70
Hermann OchselEngelhart Alt—
meister . . . . 341 (156) inayr......
70
—
Hans Weiß . . . 315 (240) Jorg Schondel . . 70
—
Seitz Moler . . . 30914 (250) Alt Badei Beck . . 70
—
Hans Streubl . . . 26314 (208) Gregory Alhart, . . 55
—
Ott Bühler . . . . 256 (208) Marckart Beumel . 55
—
Jorg Meinhart . . 321 (252) Ulrich Eckkell . . 50
—
219
Merten
Mendlin
.
.
30
Dietz Sayler . . .
(200)
—
180
25
Heintz
Forsterin
.
Jung Hans Witrer.
(163)
Hans Totzier . . . 140 (127) St . Merteins Zehend—
Conrat Meiner . . 132 (110) lut.......
100
Sobald schon in den ersten Jahren der Geschäftstätigkeit der
1533/34 gegründeten Amberger Blechhandelskompagnie die Ge¬
schäfte der Firma sich recht gut anließen , drängte auch das bürger¬
liche Kapital kräftig heran , so zwar, daß es schon bald abgelehnt
bxw. bis auf eine Vergrößerung der Aufgaben der Gesellschaft
1 Kgl . bayr . Kreisarchiv
Amberg , Amberg Stadt Fase . 31, Nr . 28.
Die eingeklammerten Zahlen bedeuten die Einlagen nach der Kapital¬
reduktion.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
149
vertröstet werden mußte 1. Um 1556 sollen mehr als 150 Personen
in der Gesellschaft gewesen sein 2; ein anderes Mal wird allerdings
nur von 80 Teilhabern gesprochen.
Die Außenstände der Gesellschaft waren schon bald nach der
Gründung nicht unbedeutend . 1540 schuldeten ihr 18 Blech¬
hammermeister insgesamt 7700 fl. Der größte dieser Schuldner
stand mit 744 fl. zu Buche . Der kleinste mit 110 fl. Außer¬
dem hatten die Amberger Blechzinnmeister 2000 fl. Verlags¬
schulden 3.
Die erste sichere Nachricht über die Anzahl der Teilhaber und
die Höhe des gesamten in der Gesellschaft des Zinnblechhandels
zu Amberg investierten Kapitals konnte ich aus dem Jahre 1614
feststellen 4. Am 15. Februar dieses Jahres waren ca. 25 000 fl.
zu Gewinn und Verlust von 117 Gesellschaftern eingezahlt . Die
kleinsten Beiträge lauteten auf 25 fl., die höchsten auf 450 fl.
Letztere Summe war freilich nur von zwei Teilhabern , von der
Stadt Amberg und der Stadt Neumarkt , investiert worden . Außerdem
waren „uff Interesse “, d. h. als Depositen zu festem Zins, 11 850 fl.
in der Gesellschaft . Diese Summe setzte sich aus 13 Posten von
250—5000 fl. zusammen . Den höchsten , nur einmal vorkommenden
Posten von 5000 fl. hatte das kurfürstliche Pfennigmeisteramt
(Finanzministerium ) gegeben , den nächstgrößten (1000 fl.) Hans
König , der Pfennigmeister , aus seinen privaten Mitteln.
Es versteht sich bei der heftigen Abneigung des 16. Jahr¬
hunderts gegen jede starke Betonung des kapitalistischen Geistes
von selbst , daß auch die Gesellschaft des Amberger Zinnblech¬
handels sich den Vorwurf des unerlaubten Monopols gefallen lassen
mußte . Interessanter als die Anklage ist deshalb auch die Ver¬
teidigung , die die Verordneten der Gesellschaft an den Ankläger
1 Dem Hammermeister Paul Hegner wurde die Investierung
von 800 fl. versagt. Man gab ihm den Trost, „wo sich initier Zeit
zutruege, daß mer anlagen gelts zu ainem z i n k a u f oder anderem
nottürftig würden“, so sollte Hegner und andere Hammermeister
Kapital einschießen dürfen. Tatsächlich hat sich die Gesellschaft
zeitweise mit dem Gedanken getragen, den Schlackenwalder Zinn¬
kauf —- wir kommen später hierauf zurück — zu übernehmen.
2 Kgl
. Kreisarchiv Amberg, Amberg Stadt Nr. 106/327.
3 .a a. 0 „ Nr. 79/327.
* a. a. 0 ., Nr. 158/329.
150 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
(Wiwold von Wirsberg ) richteten h Man hätte sich, führten sie
aus , des Anwurfs „als ob der Zinnblechhandel allhie monapollisch“
sei, nicht versehen . Bekanntlich wäre der genannte Handel durch
den Pfalzgrafen Friedrich mit großer Mühe und Kosten zu Wohl¬
fahrt , Nutz und Frommen von Land und Leuten wieder in die
Pfalz gebracht worden , nachdem er zuvor eine gute Anzahl Jahre
mit sonderlichem Nachteil der Pfalz und ihrer Einwohner in fremden
Landen gestanden . Und doch würden die Roherze , woraus das
Blech hergestellt werde , in der Pfalz gewonnen . Und charakteristisch
schließen die Aufsichtsräte der Gesellschaft wie folgt : „ Ob nun das,
wo ein landsfürst mit denselben , den seinen, darunder auch spittal
und andere almussen -heusser , dergleichen nit wenig wittib , wayssen
und andere notturftige personen begriffen , mit gueter , erbarer Ord¬
nung und handtierung hielft , auch hiertzu die seinen, solcher Ord¬
nung zu geleben , mandirt , für monapollischs angezogen werden wille,
das würdt einem , wo es an gepuerende ort gelangen soit , noch vil
weniger gegen andern hohen potentaten , welche die handthirungen
in ire aig'ne chamergefelle ziehen, beschwerdtlich zu verantworten
steen .....
“
Solange sich die Gesellschaft der Gunst des Kurfürsten erfreute,
konnten Klagen über ihren Monopolismus ihre Entwicklung nicht
hindern . Offenbar machte die Gesellschaft in der zweiten Hälfte
des 16. Jahrhunderts recht gute Geschäfte und konnte nicht un¬
erhebliche Dividenden zahlen . Man sieht das aus der Tatsache,
daß sich das Kapital in die Gesellschaft drängte ; größtenteils aller¬
dings vergeblich . Die Amberger Kirchturm -Wirtschaftspolitiker , die
das Wort in dem Unternehmen führten , waren nicht willig und
wohl auch nicht fähig , die Gesellschaft und ihren Handel voll zur
Entfaltung zu bringen . Ihre mißgünstige Eifersucht besorgte , viele
neue Teilhaber könnten den Nutzen der alten Teilhaber schmälern.
Aus solchen Erwägungen heraus petitionierte die Gesellschaft
schon 1540 an den Pfalzgrafen , er möge den Ausschluß der „Aus¬
länder “ gestatten . Sie würden gern diejenigen Amtleute und Räte
seiner fürstlichen Gnaden , mit deren „ Darlegung und Wagnis “ die
Gesellschaft erstlich in „ den Gang und das Werk gebracht “ und
bisher erhalten worden sei, soweit
sic noch im Fürsten1 7. September 1553. Kgl. Kreisarchiv Amberg. Amberg Stadt,
NT. 127/328.
Erstes Kapitel: Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh. 151
tum wohnhaft
waren , in der Gesellschaft des Amberger Zinn¬
blechhandels sehen. Aber anders verhielt sich die Sache mit den¬
jenigen , die sich außerhalb der Pfalz , in fremden Herrschaften
häuslich niedergelassen hatten . Die strichen nur die Dividende
ein, nützen könnten sie der Gesellschaft und ihrem Handel absolut
nichts . Darum sei es nicht anders als billig, wenn man sie aus
der Sozietät entfernte 1. Ob das durch Rückgabe ihrer Anteilscheine
an die Gesellschaft geschehen sollte oder durch freien Verkauf der¬
selben geschehen durfte , muß dahingestellt bleiben , jedenfalls läßt
sich aus den Akten der Nachweis führen , daß in einem Falle ein
freier Verkauf stattfand 2.
Auch später noch haben die Einwohner der Pfalz und ins¬
besondere die Amberger Bürger die Gesellschaft des Zinnblech¬
handels für ihr Reservat betrachtet und dadurch natürlich deren
Entwicklung zu einer größeren Bedeutung hintangehalten . Noch
in der „ Reformation “ der Statuten der Eisenblechhandelskompagnie
(1595) heißt es : „Und weilen der bandel seiner churfürstlichen
Gnaden angehörigen und underthanen zue nutz und vortheil an¬
gesehen, sollen sie [die neuernannten Verordneten der Gesellschaft]
ehisten erkhundigen was vor frembde , die im churfürstenthum
Pfaltz gar nicht gesessen, gelt im handel liegen haben , denselben
das ihre abgelegt und hingegen seiner churfürstlichen Gnaden angehörige und underthanen an der frembden statt , doch mit der
maß zuegelassen , daß solcher, wie er vilen zu vortheil gemeint,
auch vilen und nicht wenigen personen gegönnet werden und
darumb künftig wo einer oder ander aus seiner churfürstlichen
Gnaden räthen , dern wittibin oder waisen gelt in den handel zu
legen begerte , von deren keinem mer als 400 fl., einem canzleyund rathsverwanten bei den statten , deren wittibin oder waisen
300 fl., einem burger oder andern underthanen , deren wittibin
oder waisen 200 fl. anzulegen gestattet und wer jetzo höher summen
in handel bette , dieselben uff jetzt gemelte summen gerichtet , das
übrig hinausgegeben und den andern aus obigen zugelassen werden.
1 Kgl. Kreisarchiv Amberg. Arnberg Stadt , Nr. Sl/327.
2 „So wissen wir doch, daß unser geschwcig, die Nadlerin selig
als sie sich von Ambergk ghen Ingolstadt zuthun fürhabens ire hauptsumma im blechhandel einem
andern
verkauft
und solches
ist zugelassen worden.“ (zum Jahre 1564). Kgl. Kreisarchiv Amberg.
Amberg Stadt , Nr. 137/328.
1
152
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Dabei doch achtung zu geben und zu verhüten ist , im fall ein vater,
der gelt im handel gehabt , abstürbe dessen wittib hernach von
khindern abgetheilt und die im handel liegende summa der khinder
einem zugetheilt würdt , daß nicht über das der wittib ein sonderbar
einlag zu thun nachgeben werde “ L
Interessant ist das Verhältnis der Gesellschaft zum Pfalzgraf
und zur öffentlichen Gewalt überhaupt . Offenbar war die Gründung
in erster Linie mit der Initiative der Regierung zu danken gewesen.
Der Pfalzgraf und die kapitalkräftigen seiner Räte waren auch,
wie wir sahen , mit bedeutenden Summen beteiligt . Wo immer es
möglich war , unterstützte die Regierung die Gesellschaft mit Rat
und Tat . Das Wichtigste war dabei die Monopolstellung im Eisen¬
blechgroßhandel , die der Gesellschaft eingeräumt wurde . Alle
Blechhämmer „ der Reviere Amberg und Sulzbach “ mußten ihr
Blech an die Gesellschaft liefern , die es dann in ihren Zinnpfannen
verzinnte und nach Fertigstellung vertrieb . Aber auch in der Ge¬
schäftsführung im einzelnen erfreute sich die Gesellschaft der
tätigsten Beihilfe der Regierung . Als es z. B . galt , den Absatz¬
kreis der Gesellschaft des Zinnblechhandels zu erweitern , da schrieb
Pfalzgraf Friedrich an den Juden Simon nach Frankfurt a. M.
und erbat sich genaue Auskunft , wie die Nürnberger Zinnblech¬
händler bisher den Absatz in Frankfurt und Antwerpen organisiert
hätten 2. Durch ein besonderes Schreiben bemühte sich auch der
Pfalzgraf , den tüchtigen Kaufmann Hans Steinhäuser als Faktor
für die Gesellschaft zu gewinnen 3 usw.
1 Kgl. Kreisarchiv Amberg. Amberg-Stadt, Nr. 157t/328.
2 Aus dem Jahre 1537. Kgl. Kreisarchiv Amberg, AmbergStadt, Nr. 53/326. Die interessante Antwort des Juden, der wahr¬
scheinlich auch sonst mit dem Pfalzgrafen in Geschäftsverbindung
stand, empfiehlt einen Frankfurter Kaufmann Heinrich Wixstetter.
Derselbe habe bisher von den Nürnbergern Blech gekauft und nach
Antwerpen, eventuell weiter nach England, Frankreich usw. ver¬
kauft. Wixstetter sei bereit, nach Amberg zu kommen, um zu sehen,
ob er mit der Gesellschaft in Geschäftsverbindungkommen könne.
3 Steinhäuser stellte folgende Bedingungen: 1. Entlastung von
allen städtischen Ehrenämtern; 2. für Kredite, die er mit Wissen des
„Ausschusses“ gewähren würde, ist er nicht haftbar; 3. keine Ver¬
pflichtung, größere Reisen zu machen; 4. die Vergütung für Reisen,
die Beauftragte Steinhäusers ausführen, zahlt die Gesellschaft;
5. zum Auf- bzw. Abladen des Bleches wird ihm ein Diener gestellt;
6. als Gehalt erhält Steinhäuser jährlich 100 fl.
1
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh . 153
Später sind diese Bemühungen dem Landesherrn dann wieder
zugute gekommen . Schon im Jahre 1550 konnte sich Pfalzgraf
Friedrich 4000 fl. aus der Zinnbleclihandelsgesellschaft ein Jahr
lang unverzinst „ fürleihen “ lassen
Und seit 1595, seit der
„Reformation “ der Statuten der Gesellschaft , nahm der Kurfürst
sogar „ allen jars den 15. Pfennig an dem gewinn “ für sich in
Anspruch 2.
Über die innere Organisation der Gesellschaft des Amberger
Zinnblechhandels ist etwa das folgende zu sagen. Wir sahen bereits,
daß jeder Bürger von Amberg und Sulzbach das Recht hatte , in
die Gesellschaft einzutreten . Dasselbe R.echt stand den Hammer¬
meistern und den Hofleuten des Herzogs zu. Der Austritt konnte
nach einjähriger Kündigung jederzeit erfolgen 3.
Außer mit den Anteilen der Aktionäre arbeitete die Gesell¬
schaft mit festverzinslichen Einlagen . Diese Einlagen waren fünf
Jahre unkündbar , wenigstens von seiten der Gläubiger . Die Ge¬
sellschaft dagegen durfte alljährlich nach vorangegangener viertel¬
jährlicher Kündigung die Einlagen aufsagen 4.
1 Nach Amberger Akten.
2 Kgl. Kreisarchiv Amberg'. Amberg-Stadt , Nr . 157t/328.
3 „Zum andern soll ein jeder gewergkh und mitleger sein erlegt
gelt, welcher Zeiten er will, aufzusagen und zu erfordern haben und
keiner bedranngt werden, dasselbig lennger, dann sein gefalcn stet,
ligen zu lassen. Doch daß solich aufsagen ein jar lang vor der bezalung beschehe und erst nach erscheinung des jars sol der so auf¬
gesagt hat , haubtgelts und gewinnung ob es dieselben ertragen hett,
auch der Verlust gewarten .“ Aus der „ Ordnung im plechhandel auf
des durchl . hochgeb. fürsten u. lierrn , herrn Friedrichen , pfaltzgraven bei Rhein u. hertzogen in Baiern meines gn. herrn verpesserung furgenomen (1534)“ . Kreisarchiv von Amberg. AmbergStadt , Nr. 326/25. Auch die folgenden Zitate sind der „ Ordnung“
von 1534 entnommen.
4 „Zum dritten ob etlichen ir einlag auf gewin und abgang wolte
beschwerdlich sein, die sollen mit irer einlag auf gewondlich gepurendt
Verzinsung angenomen werden. Doch daß keiner sein einlag in 5 jarn,
den negsten von dem lag seiner einlag an zu rechnen, abzufordern
hab . Aber die gewergkhen sollen jeden jars solche einlag mit bezalung ausstendiger verfaluer gülten zu erledigen macht haben . Und
daß ainem jeden ein virtl jar sollich ablosung vor der abgekliundten
zeit wissentlich gemacht werde und dann die ablosung auf selbige
abgekhundte Zeiten beschehe.“
154
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Die Geschäfte der Gesellschaft besorgten zwei (eventuell
auch mehr ) Faktoren gegen festes Gehalt . Dieselben sollten
durch Einlagen besonderes Interesse an der Entwicklung der
Firma haben 1. Die
oberste Leitung batte ein Aufsichtsrat (ein
„rath “ heißt es in den Urkunden der Gesellschaft ), der die Rech¬
nung abnahm und andere wichtige Obliegenheiten der Gesellschaft
besorgte 2.
Natürlich traf die Errichtung der Ambergei ' Zinnblechhandels¬
gesellschaft schwer die in Nürnberg gesessenen Großhändler 3, die
das Produkt der Amberger und Sulzbacher Blechhämmer bis dahin
empfangen und zu Zinnblech verarbeitet weiter vertrieben hatten.
Die Nürnberger mußten daran denken , sich mit der Amberger
Gesellschaft auf irgend einer Grundlage zu vereinigen . Sie ver¬
suchten 4 eine Vereinigung der beiderseitigen Interessen auf die
Weise zustande zu bringen , daß sie sich bereit erklärten , die gesamte
Produktion von der Amberger Zinnblechhandelsgesellschaft zu
übernehmen . Die Gesellschaft sollte alles Blech, gezinntes und
ungezinntes , das in ihre Hände gelangte , den Nürnbergern und.
sonst niemandem verkaufen und frei nach Nürnberg transportieren.
Ausgenommen war das Blech , das der Landesfürst und seine
Freunde und Verwandten für eigenen Gebrauch bedurften . Das
1 „Zum vierdten sollen mit allerseits der gewergkhen vorwissen
zwen oder mer ditz handls zu ausrichtern und factoren umb zimblicli belonung , die auch mit einlegung irs gelts dem handl verwanth
sein.“
2 „Daneben ein rath , in antzal etlicher personell, rechnung aufzunemen und die gemainen täglichen furfallend hendl abzurichten,
.....die
auch mit kaufen und verkaufen der plech, zines und ander
notturft nach irem guetbedungkhen handln mögen und dartzu sich
befleißen zu Frangkhfort , Leibtzigkh und ander enden erfarung zu
machen , damit sollich plechwerch statlich und mit nutz mögen vertriben , und wie sie fur guet ansehen, in Verwechslung ander warhen
oder pfenbarten gebracht werden. Wurden aber aine oder mer
Sachen inen beschwerdlich zu verrichten furfallen , dan mögen die
factoren und erwellt räthe ander mer ir gewergkhen, so vil sie der¬
selben im fall der notturft gehaben mögen, zu inen erfordern und
nach rath derselben handln .“
3 Die Großhändler waren die Verleger der Nürnberger Ziriner.
4 Das folgende alles nach einem Manuskript des Amberger Kreis¬
archivs , Abt . Amberg Stadt , Fase . 326/25 . Datiert Neumarkt , 2. Sept.
1534.
Erstes Kapitel : Deutsche Aktiengesellschaften vornehmlich des 16. Jahrh .
155
sollte die Gesellschaft frei liefern dürfen . Die Nürnberger Zinner
und ihre Verleger verpflichteten sich demgegenüber ganz von dem
Zinnen abzusehen und der Amberger Gesellschaft ihre Zinnarbe'iter
zuzuweisen , damit, in Amberg noch „4 oder 5 zinpfannen uffgericht“
werden könnten . Auch ihre Werkzeuge und noch vorhandenen Roh¬
materialien stellten die Nürnberger der Gesellschaft zur Verfügung,
wie sie sich auch anheischig machten , bis zu 1000 fl. als festver¬
zinsliches Depositum zu Verlagszwecken der Gesellschaft zur Ver¬
fügung zu stellen.
Für den Kontrakt war vorläufig eine Dauer von fünf Jahren
vorgesehen . Die Preise wurden für die ganze Vertragsdauer fest¬
gesetzt . Jedoch hatte , im Falle das Blech auf - oder abschlüge,
alljährlich eine entsprechende Preisänderung einzutreten.
Es war nicht zu verkennen , daß eine derartige Abmachung auf
alleinige Lieferung auch dem Interesse der Gesellschaft des Am¬
berger Zinnblechhandels entsprach . Die Gesellschaft hatte ja
zunächst keine Erfahrung im Absatz des Blechs in Frankfurt , Ant¬
werpen usw. Wenn sich aucli dieser Mangel korrigieren ließ, blieb
noch immer der Nachteil , daß die Gesellschaft keine Rückfracht
aus Frankfurt , Antwerpen usw. zu verladen gehabt und so die
Spesen wesentlich verteuert hätte . Außerdem galt es, das folgende
zu beachten . Wenn man sich nicht mit den Nürnbergern zu¬
sammentat , so würden diese natürlich das unverzinnte Zinnblech
von den Sulzbacher und Amberger Hammermeistern zu erlangen
suchen . Sie würden diesen mehr bieten , als die Gesellschaft an
sich zu geben nötig hatte . Das mußte die Preise des Roheisen¬
blechs in die Höhe treiben und außerdem die Hammermeister allen
obrigkeitlichen Verboten zum Trotz zum heimlichen Verkauf ihrer
Produkte nach Nürnberg veranlassen . Dagegen hörte jeder heim¬
liche Verkauf der Hammermeister und jede Weiterung mit ihnen auf,
sobald in Nürnberg keine Zinner mehr existierten.
Auch der weitere Vorteil , der sich für die Amberger Zinnblech¬
handelsgesellschaft aus einem Kontrakte alleiniger Lieferung nach
Nürnberg ergab , leuchtete leicht ein. Die Nürnberger hatten sich
erboten , das Blech sofort bei Lieferung bar zu bezahlen . Dadurch
konnte „ ermelter handl mit 5000 oder 6000 gülden so statlieh und
wol, als wenn er frei und unverbunden sein soit , mit 20 000 gülden
betriben und verlegt werden und 100 gülden so vil als sonsten 300
ungeverlich nutzs ertragen .“
156 Drittes Bach: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Es ist aus den Akten nicht ersichtlich , ob der Pfalzgraf er¬
laubte , daß die Amberger mit den Nürnbergern „ einen contract
und verainigung uffrichteten “ oder ob er wünschte , daß der Handel
frei getrieben werde und die Gesellschaft gehalten sein sollte , „die
plech wo ihr gevellig oder gelegen zu verkaufen “ . Eine Geschichte
der Amberger Gesellschaft des Zinnblechhandels muß Aufschluß
darüber geben 1. Hier kam es mir lediglich darauf an , zu zeigen,
wie man auch in dem vorliegenden Falle darauf bedacht war , eine
unnötige Konkurrenz auszuschalten und wie man durchaus imstande
war , die ökonomischen Vorteile eines solchen Vorgehens bis in die
letzten Konsequenzen hinein zu ermessen.
Zweites Kapitel.
Kartelle des 14. bis 18. Jahrhunderts.
Fast allgemein ist heute unter den Nationalökonomen die
Ansicht verbreitet , daß Unternehmerverbände , die man als Kartelle,
Syndikate usw. bezeichnet , eine Erscheinung des 19. Jahrhunderts,
besonders der zweiten Hälfte dieses Zeitraumes seien und nur in
einigen wenigen Fällen in England noch in das letzte Viertel des
18. Jahrhunderts hineinragten 2.
Ganz vereinzelt und schüchtern nur fragte man sich, ob diese
späte historische Ansetzung der Entwicklung des Kartellwesens mit
1 Die Amberger Zinnblechhandelsgesellschaft hat übrigens Schule
gemacht . Fiir den sächsischen Eisenhandel sollte um das Jahr 1557
eine Gesellschaft aufgerichtet werden, wie „ dann in der Pfalz “ eine
war . „ Diese geselsehaft solte alle hammerschmide verlegen und alles
eisen in ire hende bringen .“ Weimar, Staatsarchiv Reg. T. fol. 506 a.
2 R . Lief mann, Die Unternehmerverbände (Konventionen,
Kartelle ), ihr Wesen und ihre Bedeutung . Freiburg i. Br . 1897,
S. 135 ff. Von der sonstigen Literatur seien nur noch — weil in
gewissem Sinne die opinio communis darstellend — die Artikel
„Kartelle " des Handwörterbuchs der Staatswissenschaften und des
Wörterbuchs der Volkswirtschaft genannt . Für die meinen Aus¬
führungen zugrunde gelegte Definition der Kartelle vgl. J . Landes¬
berg e r , Gutachten über die Frage : Welche Maßregeln emp¬
fehlen sich für die rechtliche Behandlung der Industriekartelle ? Ver¬
handlungen des 26. deutschen Juristentages , II . Bd . (Gutachten ).
Berlin 1902, S. 296 f.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
157
den Tatsachen der Wirtschaftsgeschichteim Einklang stände. So
sprach Ad. Menzel— auf dem römischen Rechte und den Reichs¬
tagsabschieden des 16. Jahrhunderts fußend — die Ansicht aus,
daß für Handel, Handwerk und Transportwesen Kartelle schon
im Altertum und im Mittelalter existiert haben müßten 1. Deutlich
genug heißt es ja in dem Gesetze Kaiser Zenos, De monopoliis et
de conventu negotiatorum illicito vel artificum ergolaborumquenec
non balneatorum prohibitis illicitisque pactionibus: „ Jubemus ne
quis cuiuscumque vestis aut piscis vel pectinum forte aut echini
vel cuiuslibet alterius ad victum vel ad quemcumque usum perti¬
nentis speciei vel cuiuslibet materiae pro sua auctoritate, vel sacro
iam elicito aut in posterum eliciendo rescripto aut pragmatica
sanctione vel sacra nostrae pietatis adnotatione, monopolium audeat
exercere, neve quis illicitis habitis conventionibus conjuraret aut
pacisceretur, ut species diversorum corporum negotiationis non
minoris, quam inter se statuerint, venumdentur. Aedificiorum
quoque artifices vel ergolabi aliorumque diversorum operum pro¬
fessores et balneatores penitus arceantur pacta inter se componere,
ut ne quis quod alteri commissum sit opus impleat aut iniunctam
alteri sollicitudinem alter intercapiat : data licentia unicuique ab
altero inchoatum et derelictum opus per alterum sine aliquo timore
dispendii implere omnique huiusmodi facinora denuntiandi sine ulla
formidine et sine iudiciariis sumptibus. Si quis autem monopolium
ausus fuerit exercere bonis propiis spoliatus perpetuitate damnetur
exilii. Ceterarum praeterea professionum primates si in posterum
aut super taxandis rerum pretiis aut super quibuslibet illicitis
placitis ausi fuerint convenientes huiusmodi sese pactis constringere,
quinquaginta librarum auri solutione percelli decernimus: officio
tuae sedis quadraginta librarum auri condemnatione multando, si
in prohibitis monopoliis et interdictis corporum pactionibus com¬
missas forte, si hoc evenerit, saluberrimae nostrae dispositionis con¬
demnationes venalitate interdum aut dissimulatione vel quolibet
vitio minus fuerit exsecutum2. Emil Steinbach
hat auf eine
1 Schriften des Vereins für Sozialpolitik 61, S. 32.
2 Corp. iur . civ . Cod . IV , Tit . 59. Peutinger
übersetzt und
interpretiert in seinem früher genannten Gutachten über das Kupfer¬
syndikat (Msc . Augsburger Stadt -Bibi . Cod . 2° Aug . 398, Bl . 193 r)
die auf Kartelle bezügliche Stelle des Zenonianischen Gesetzes wie
folgt : „ . . . daß niemand fur sich selbs oder aus zugebung kuniglich
*
158 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
humoristisch gehaltene Hinweisung aut schon ältere Gesetze Roms
gegen kartellistische Verabredungen hingewiesen1. Sie findet sich
zu Anfang des dritten Aktes der „Captivi“ des Plautus, dort wo
der hungrige Parasit Ergasilus seinen Plan wie folgt darlegt:
Nunc barbarica lege eertum ’st jus meum omne persequi.
Qui consilium
iniere,
quo nos victa et vita prohibeant,
His diem dicam , inrogabo multam , ut mihi coenas decem
Meo arbitratu dent , quum cara annona sit ; sic egero 2.
Ebenso deutlich wie das römische Recht sprechen verschiedene
Reichstagsabschiededes 16. Jahrhunderts das Kartellierungsverbot
aus 3. Hier war also von Menzel bei einiger Beachtung schon der
naheliegendsten Quellen die Situation nicht zu verkennen. Wenn
Menzel dann aber, der allgemeinen Ansicht entgegenkommend,
meint, neuartig sei die Erscheinung im 19. Jahrhundert auf dem
Gebiete der Großindustrie und neuartig seien die Organisationsformen, unter denen uns heute die Kartelle entgegentreten, so ist
der eine Teil dieser Ansicht so irrig wie der andere. Ad 2 habe ich
in einem Aufsatz des „Historischen Jahrbuchs“ 4 gezeigt, wie stark
sich die Organisationsform eines Kartells aus dem Jahre 1743 den
.heutigen nähert, ja in ihrer Kompliziertheit viele von ihnen über¬
ragt. Ad 1 hat H. Levy für England nachgewiesen, daß es dort
bereits im frühen 18. Jahrhundert Kartelle in der Großindustrie
macht ainicher war und kaufmannsgut
in Vermischung mit anderen begeben oder handeln soi und
sonderlich
mit
andern
sich
nit zu vertragen
ainich
war und kaufmanns¬
gut
dermaßen
und
nit
anderst
zu verkaufen,
dann
laut
irs Vertrags
Satzung
ze thun.
Dann
die
oder dergleichen vertrage als unzimlich geacht werden sollen , die
weil doch sollichs dem gemainen nutz widerwertig .“
1 E m i 1 Steinbach,
Der Staat und die modernen Privat¬
monopole . Vortrag , gehalten in der Wiener Juristischen
Gesell¬
schaft am 17. Dez . 1902 . Wien 1903 , S. 18.
2 „Jetzt werde ich sicherlich mein volles Recht nach dem aus¬
ländischen Gesetze verfolgen . Diesichver
abredet
haben,
uns das Leben zu verteuern , werde ich verklagen , und ich werde
als Buße begehren , daß sie mir zehn Mahlzeiten nach meiner Aus¬
wahl geben , obwohl jetzt alles teuer ist . Das werde ich tun .“
3 Wir kommen noch darauf zu sprechen.
4 Ein Kartell deutscher Kaufleute aus dem Jahre 1743 . Histo¬
risches Jahrbuch 1911 , S. 49— 02.
4
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
159
gab 1. Für die Thüringer Glasindustrie konnte W. S t i e d a
schon auf ein interessantes Preiskartell aus dem Jahre 1735 auf¬
merksam machen 2. Neuerdings aber zeigt uns das schon öfter
genannte Buch von W. Möllenberg,
ebenso wie M ücks
Publikation, daß bereits die deutsche Großindustrie des 16. Jahr¬
hunderts vollständige Kartellbildungen kannte und durchzuführen
wußte. Der erstgenannte Autor hat uns im siebenten Kapitel
seines Buches mit den interessanten, schließlich von Erfolg ge¬
krönten Kartellierungsversuchen Christoff Fiirers im Mansfelder
Saigerhandel bekannt gemacht 3. Seit Christoff Fürer gegen den
hartnäckigen Widerstand des konservativen Jakob Weiser d. Ä.
von Nürnberg ein Syndikat der Hüttengesellsehaften Gräfenthal,
Schwarza, Steinach, Arnstadt, Luderstadt, Eisfeld und Leutenberg
zustandegebracht hatte , stiegen die Dividenden der einzelnen Ge¬
sellschaften bedeutend. Leider sind wir nur über die Gewinne einer
von ihnen, der Leutenberger, im Zusammenhang unterrichtet . Die
Dividenden dieser Gesellschaft hatten 1527 und 1531, also vor
Gründung des Syndikats, noch 11 % betragen, 1535 kamen 14 %,
1536 sogar 19 % zur Verteilung und 1537 konnten auf 100 fl. Anteil
nicht weniger als 22 fl. 9 gr. Gewinn ausgeschüttet werden.
Auf ein Kupfersyndikat um die Wende des 15. Jahrhunderts
hatte vor längerer Zeit bereits Ehrenberg
aufmerksam ge¬
macht *.
Zu einer bisher unbeachteten Kartellverabredung kam es auch
bei Gelegenheit des früher schon in einem anderen Zusammenhänge
1 H . L e v y , Monopole , Kartelle und Trusts in ihren Be¬
ziehungen zur Organisation der kapitalistischen
Industrie , S . 08.
2 W . S t i e d a , Ältere deutsche
Kartelle . In Schmollers
Jahrbuch XXXVII (1913 ), S. 725 ff . Dort hat Stieda zusammen¬
gestellt , was an älteren deutschen Kartellbildungen
(zumeist in der
allerletzten
Zeit ) bekannt geworden ist . Auch auf die Kartell¬
bildungen im Holland des 17. Jahrhunderts
ist hier im Anschluß
an A' ndré - E. S a y o u s (Les ententes de producteurs et de com¬
merçants en Hollande au XVIIe siècle . Mémoire lu à l’Académie
des sciences morales et politiques le 7. sept . 1901 . Neue verbesserte
Ausgabe Paris 1908 ) hingewiesen.
3 Über
die späteren
Schicksale
des Kartells
vgl . auch
W . Möllenberg
a . a . O., S. 125 . Der Syndikatsvertrag
der
Hüttenwerke
ist abgedruckt bei M ück
a . a . O., I . Bd . Urkunde
Nr . 288 ; vgl . auch I, S. 110.
4 Das Zeitalter der Fugger , I, S. 396 ff ., 417 ff.
1
160 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
erwähnten großen Pfeffermonopolprojektes des Konrad Rott h
Wir sahen, daß der spekulationsfroheAugsburger zum Zwecke der
Durchführung eines Weltmonopols in Pfeffer mit portugiesischen
und italienischen Kaufleuten und außerdem mit der sog. Thüringer
Gesellschaft sich verbündete. Dabei sollte ein Gebietskartell ver¬
hindern, daß sich die Kontrahenten selbst eine lästige Konkurrenz
machten. Konrad Rott übernahm es, „die Absatzgebiete der
Parteien so zu begrenzen, daß den Portugiesen Spanien, Portugal,
Frankreich und England, den Italienern Jtalien mit seinen Inseln,
ihm selbst und der Thüringischen Gesellschaft aber Deutschland,
die Niederlande, Ostland und Polen zur Ausbeute überlassen wurden.“
Jede Partei, die Pfeffer außerhalb ihrer Handelssphäre verkaufte,
sollte als Konventionalstrafe der durch die Übertretung der Kartell¬
bestimmungen geschädigten Partei 10 Dukaten für jeden verkauften
Zentner zahlen 2.
}{t
*
if.
Ich habe in dem vorhin genannten Artikel „Ein Kartell
deutscher Kaufleute aus dem Jahre 1743“ die These aufgestellt,
daß Kartelle im 16. Jahrhundert eine häufige Erscheinung des
westeuropäischen Wirtschaftslebens wären, nachdem schon das
Mittelalter eine Anzahl derartiger Unternehmerverbände in den
Kulturländern Europas gesehen hatte . Diesen Satz gilt es zunächst
mit weiterem Material zu belegen. Wenn wir dabei zuerst von
einigen Kartellen des Mittelalters sprechen wollen, so muß zu¬
vörderst an die beiden Syndikatsbildungen erinnert werden, die wir
oben bereits kurz in einem anderen Zusammenhänge erwähnten. An
das Salzvertriebssyndikat des Jahres 1301 und an das Alaun¬
syndikat vom Jahre 1470. Dazwischen mögen einige Kartellbildungen
im hansischen Wirtschaftsgebiet kurz mit Erwähnung finden.
Das Salzvertriebssyndikat
vom Jahre 1301.
Die Untersuchung der Wechselwirkung von öffentlicher und
privater Wirtschaft bildet ein interessantes, wenn auch bisher kaum
beachtetes Problem der europäischen Wirtschaftsgeschichte des
1 Vgl
. oben S. 107—108.
2 Hä b 1e r in Neues Archiv für sächsische Geschichte 16
(1895), S. 191. Dazu Falke,
Die Geschichte des Kurfürsten
August von Sachsen in volkswirtschaftlicher Beziehung, S. 308.
*VIII
161
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
Mittelalters. Es fragt sich dabei insonderheit: Ist die private Wirt¬
schaft, seit sie rationell, mit Buchführung usw., getrieben wurde,
den Spuren der Wirtschaftsführung öffentlicher Organe gefolgt oder
ist die Entwicklung umgekehrt vor sich gegangen? So zwar, daß
die fiskalische Wirtschaftsführung sich die Errungenschaften der
privaten Wirtschaftskunde anzueignen verstand ? Die Lösung
dieses Problems ist dadurch nicht erleichtert, daß man etwa die
ältesten bekannten Geschäftsbücher von Verwaltungskörpern mit
den ältesten auf uns gekommenen Handlungsbüchern von Kaufleuten vergleicht 1 und aus der größeren oder geringeren Fähigkeit
1 Also etwa Rechnungsbücher der Päpste oder der italienischen
Kommunen des Mittelalters mit Handlungsbüchern italienischer
Kaufleute. Einige alte, bisher edierte Keclinungsbücher von VerwalLungskörpern nennt G. Brambilla
in seinen „Storia délia
ragioneria italiana" (1901). Vgl. Sombart,
Moderner Kapitalis¬
mus I, S. 393. Seitdem sind noch mehrere bekannt geworden. Die
ältesten bisher edierten oder in der Literatur erwähnten Handlungs¬
bücher großer italienischer Firmen sind etwa die folgenden (vgl.
auch Huvelin,
L’Histoire du droit commercial, Revue de Syn¬
thèse historique Vil (1903), S. 347 f.) : Für das 13. Jahrhundert:
Ein Handelsbuch einer Florentiner Wcchslerfirma, von dem San¬
ti n i Bruchstücke , auf das Jahr 1211 bezüglich, veröffentlicht hat
(P . Santini,
Frammenti d’un libro di banchieri fiorentini . . . .
In Giornale storico della lettcr . italiana X (Turin 1887), S. 161 ff.).
Für die Wende des 13. und des 14. Jahrhunderts: Die Bücher der
Peruzzi und Alberti 1292—1343 (vgl. S. L. P c r u z z i , Storia del
commercio et dei banchieri di Firenze dal 1200—1345 (Firenze 1868).
Ferner die des Guido delF Antella vom Jahre 1298 ff. (herausgeg.
von Polidori,
Arch . stör, liai., 1. Serie, IV [1843], S. Off.).
Vgl. dazu: Ricordi di un mercante fiorentino del XIII ° secolo scritti
in volgare su tavolette cerate esistenti nel r. archivio di stato in
Firenze. Die der Bardi in Florenz von 1310 an. Die Bücher be¬
finden sich im Besitz der Familie Ginori Lisci in Florenz (cfr. L i v i
a. a. O., S. 2 Anm. 1). Die der Buonsignori vor 1344 (G. Arias,
Studi e documenti di storia del diritto, S. 37—67). Die des Miliadusso Baldiccione im 14. Jahrhundert (Ricordi di Meliadus Baldiccionc de’ Casalberti Pisano ed. Bonaini in Arch. storico ital., 1. Serie,
VIII1845
(
), Append. 7, 9, 17, 68). Für die Handlungsbüeher der
Medici vgl. H. Sieveking,
Die Handlungsbücher der Medici
(Sitzungsbericht d. K. Akademie d. Wissenschaften in Wien, Bd. GLI,
Wien 1905). Auch schon daselbst Anzeiger der historisch-philos.
Klasse vom 3. Dezember, Jahrg. 1902, Nr. XXV . Derselbe Forscher
hat auch auf die Geschäftsbücher einiger venezianischer Firmen des
15. Jahrhunderts, namentlich der Gebr. Soranzo, ausführlicher hinStriedei
-, Studien
7. Gesoh . kapitaUsfc , Organisatiousformen
.
11
162
Drittes Buch: Monopole
, Kartelle lind Aktiengesellschaften im Mittelalter.
rechnerischer Erfassung geschäftlicher Vorgänge, die sich bei der
einen oder der anderen Gruppe offenbart, also aus der fort¬
geschrittenen Buchführungstechnik, auf eine Priorität im obigen
Sinne schließt. Das wäre methodisch durchaus verkehrt. Denn
wir können ja niemals wissen, ob das Vergleichsmaterial, das uns
zur Verfügung steht, wirklich typisch ist, d. h. demjenigen Grad
entspricht, den die BuchfQhrungskunde in der öffentlichen Ver¬
waltung bzw. der privaten Unternehmung im allgemeinen
in der betreffenden Zeit erlangt hatte.
Zu ähnlichen Fragestellungen über die Wechselwirkungenvon
privater und öffentlicher Wirtschaftstätigkeit gelangt man auch in
der Geschichte des Kartellwesens. Die ältesten Kartelle, die ich naehweisen kann, sind fiskalischer Natur . Sie wurden von den Pächtern
öffentlicher Wirtschaftsobjekte unter hervorragender Beteiligung der
öffentlichen Gewalt abgeschlossen. Auch hier wäre es aber ein
methodischer Fehler, die Möglichkeit leugnen zu wollen, daß diesen
„fiskalischen“ Kartellen, die uns zufällig bekannt geworden sind,
solche privater Unternehmer vorausgegangen sein können. Die
Kaufleute hatten allen Grund, Abmachungen wie Kartelle, die der
Wirtschaftsethik der Zeit mit ihrer scharfen Betonung des „ge¬
rechten Preises" entgegenstanden, geheim zu halten. Oft wird es
gar nicht zu schriftlichen Fixierungen der Konvention — die auf
uns gelangen konnten — gekommen sein. Nichts wäre verkehrter,
als hier quod non est in actis, non est in mundo zu schließen. Freilich
gewiesen, nachdem schon in den achtziger Jahren der italienische
Gelehrte Best» auf diese Schätze des venezianischen Staats¬
archivs aufmerksam gemacht hatte. H. Sieveking,
Aus
venezianischen Uandlungsbüchern. Ein Beitrag zur Geschichte des
Großhandels im 15. Jahrhundert in Schmollers Jahrb. f. Gesetz¬
gebung, Verwaltung und Volkswirtschaft, Bd. XXV (1901), S. 1489ff. ;
Bd. XXVI (1902), S. 189 ff. ; Bd. XXV , S. 1499 f. erwähnt Sieve¬
king einige genuesische Handelsbüchcr, besonders ein Hauptbuch
der Bank S. Giorgio. Vgl. dazu desselben Verfassers „Genueser
Finanzwesen“, Freiburg i. Br. 1898—99. Auf die GeschäftsbUcherScliätze des Ragusancr Staatsarchivs (seit Anfang des 14. Jahr¬
hunderts) hat neuerdings wieder C. Leyerer
aufmerksam ge¬
macht (Österreich. Handclsschulzeitung 1913, August- u. November¬
heft). Für das außerordentlich reichhaltige kaufmännische Archiv
des Franc Dntini (f 1410) zu Prato bei Florenz vgl. meine Aus¬
führungen in Vierteljahrsschrift für Soz. u. Wirt.- Gesell. 10 (1912),
S. 442 ff.
163
Zweites Buch : Kartelle des 14. bis 18. Jahrhunderts.
für wahrscheinlich halte ich die Nachbildung der fiskalischen Kartelle
nach privaten Vorbildern nicht. Die öffentlichen Gewalten be¬
durften dessen kaum. Sie hatten in den Handelsverträgen Vor¬
bilder genug, wie man eine lästige Konkurrenz ausschalten und sich
gütlich über wirtschaftliche Beziehungen einigen konnte. Es mutet
einen fast wie eine Abmachung moderner Kaufleute an, die in
schwerer wirtschaftlicher Depression den Konkurrenzkampf auf¬
geben, wenn man etwa die Handelsvergleichsverhandlungenliest,
die im Jahre 1181 Pisa und Lucca miteinander schlossen.
„Unter dem Druck langdauerader Hungersnot und schwerer
Seuchen, die. Italien damals heimsuchten, reichten sich die bisher
so unversöhnlichen Gegner die Hand zu ernstlichem Frieden nicht
nur, sondern zu so engem Bunde, daß beide
Städte
in
mancher
Beziehung
fast als ein Staats
wesen
erscheinen
konnten“ 1. So mußte z. B. der aus der Münze
jeder der beiden Städte sich 'ergebende Reingewinn zu gleichen
Teilen an Lucca und Pisa verteilt werden. „Ebenso sollte fortan
auch der Reingewinn aus dem in beiden Städten erhobenen Ufer¬
zoll und dem Salzmonopol, sowie aus dem nur in Pisa bestehenden
Monopol auf Eisen und Eisenerze, solange ein solches vorhanden
sein würde, endlich auch der Reinertrag aus dem Pisanischen See¬
zollamt (decatia) zu gleichen Teilen unter die vertragschließenden
Städte geteilt werden“ usw. 2
Es braucht kaum gesagt zu werden, daß öffentliche Gewalten,
die solcher Art Handelsverträge eingingen, keine kaufmännischen
Vorbilder brauchten, wenn sie für ihre fiskalischen Industriegegenstände Kartelle abgeschlossen haben. Auch die Tatsache, daß
staatliche Monopole für gewisse Handelsgegenstände, z. B. für
Salz, Eisen usw., schon früh im Mittelalter existierten 3, zeigt
1 Adolf
Schaube,
Ilandelsgeschichtc
der romanischen
Völker des Mittelmeergebietes bis zum Ende der Kreuzzüge . München
und Berlin 1906 , S. 650 f.
2 Schaube
a . a , O., S. 651,
3 Vgl. für Monopole in den italienischen Staaten des früheren
Mittelalters
Schaube,
Register
sub Monopol , dazu George
Yver,
Le commerce et !es marchands dans l’Italie méridionale au
XIII e et au XIV e siècle . Paris 1903 . Yver hat (a . a. O., S. 24 f.)
mit Re.cht darauf hingewiesen , daß die Anjous in Sizilien im 13. und
14 . Jahrhundert
— wie auch ihre staufischen und normanischen
Vorfahren ■
— tüchtige Geschäftsleute waren , die ihren Wirtschaft11 *
*
164 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
übrigens, daß man staatlicherseits die Vorteile des Monopoliums
— auf die ja jedes Kartell hinausstrebt — wohl zu würdigen
verstand.
Vielleicht ist es kein Zufall, daß das älteste Kartell fiskalischer
Werke, das mir bekannt geworden ist, gerade auf dem Gebiete
des Salzhandels gegründet wurde, auf jenem Gebiete also, auf dem
vielfach eine staatliche Monopolbewegungseit langem existierte.
Zum Zwecke der Ausschaltung der gegenseitigen Konkurrenz, die
sich die dem König von Neapel gehörigen Salinen in der Provence
und die königlichen französischen Salzwerke von Aigues-Mortes
und der area maritima von Aigues-Mortes seit längerer Zeit in
Südfrankreich gemacht hatten , kam es um das Jahr 1301 zu Ver¬
handlungen zwischen den beiderseitigen Pächtern dieser staatlichen
Salinen. Im Aufträge des Königs von Neapel resp. im Aufträge
seines Pächters (der bekannten Florentiner Bankfirma Bardi) leitete
Bonacursus de Tecco 1die Syndikatsverhandlungen, im Aufträge des
französischen Königs besonders sein Salzpächter Albizi Franzesi,
ebenfalls einer bekannten Kaufmannsfamilie von Florenz angehörig 2.
Leider scheinen sich, wie eine Anfrage im Staatsarchiv von Neapel
ergab, keine anderen urkundlichen Niederschläge dieser Verhand¬
lungen erhalten zu haben, als die Aufforderung König Karls II.
von Neapel an den Seneschall der Provence, die Verhandlungen
schleunigst durch einen Syndikatsvertrag zum Abschluß zu bringen.
(Neapel, 6. Dezember 13013.)
In dem Schreiben ist ausdrücklich ausgesprochen, daß das
Kartell zwischen den beiderseitigen Höfen, also nicht nur zwischen
den Pächtern der königlichen Salinen, abgeschlossen werden sollte.
Als einziger Zweck der Vereinigung ist ohne Umschweife der Nutzen
liehen Vorteil im staatlichen Eigenhandel usw. so gut wie der kapita¬
listische Kaufmann zu wahren verstanden.
1Tecco
„
Bonaccorsi“ im Jahre 1299 als Mitglied der Handels¬
gesellschaft der Bardi erwähnt bei Y v e r a. a. 0 ., S. 297.
* Vgl. u. a. für die Franzesi: Otto Mcltzing,
Das Bank¬
haus der Medici u. seine Vorläufer. Jena 1906. S. 42 ff.
3 Das Schreiben des Königs ist erwähnt und iin Exzerpt wieder¬
gegeben bei R. Davidsohn,
Forschungen zur Geschichte von
Florenz. III. Teil. Berlin 1901. Nr. 382. Im Anhang habe icli
das interessante Schriftstück nach einer freundlich übersandten Ab¬
schrift des Staatsarchivs von Neapel in extenso wiedergegeben.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
165
des Fiskus genannt 1. Wenn dabei von dem Kartellvertrag als
einem „Tractatus societatis“ gesprochen ist, so bedeutet hier Ge¬
sellschaft nicht Handelsgesellschaftim technischen Sinne, sondern
eine Vereinigung im weiteren Sinne, eine „societas communis vendi¬
tionis“ wie es in dem Briefe des Königs von Neapel an seinen Seneschall in der Provence heißt. Auch Konrad
Peutinger
bezeichnet in seinem Gutachten über das Kupfersyndikat von
1498 ff. dieses notorische Kartell als „societas cupri“ 2, als „ Gesell¬
schaft des Kupfers“ oder auch als „ Gesellschaft und Vereinigung“.
Peutinger führt aus, die beteiligten Firmen hätten „ain sondere
gemaine gesellschaft und vertrage etlicher anzal kupfer und allain
derselben war beschlossen und gemacht“. Genau so hat auch der
Ausdruck „ Gesellschaft“ in der Neapolitaner Urkunde eine weitere
Bedeutung. Vielleicht wird aus französischen oder neapolitanischen
Archiven Licht über die Wirksamkeit des provençalischen Salz¬
vertriebssyndikats vom Jahre 1301 verbreitet werden können. Wir
mußten, um den Abschluß dieses Buches nicht allzuweit hinaus¬
zuschieben, auf so weite und dem Risiko des Versagens so stark
ausgesetzte Archivstudien verzichten 3.
*
*
*
Wie Florentiner Kaufleute die Pächter der fiskalischen Salinen
waren, zwischen denen der erste uns' bekannte Kartellvertrag ab¬
geschlossen wurde, so waren auch Florentiner Kaufleute die ersten
privaten Kartellisten, von denen uns die Literatur berichtet.
Bekanntlich wurden im Verlaufe des 13. Jahrhunderts die
italienischen Großkaufleute, namentlich die Florentiner, den staat1 „Magna utilitas utriusque curiae “ und ähnliche
dreimal in dem kurzen Schreiben.
Wendungen
2 Vgl
. das interessante „consilium in causa societatis cupri"
Peutingers,
das auch die Grundlage bildete für Ehren¬
bergs Schilderung des Kartells. Msc. in der Augsburger Stadt¬
bibliothek 2° Aug. 398 fol. 189r—198v. Dazu jetzt König
a. a. O., S. 109.
3 Y v e r , der in seinem Buche „ Le commerce et les marchands
dans l' Italie méridionale
au XlIIe
und XlVe siècle “ die ausgebildete Wirtschaftspolitik der Anjous und die Handelsgeschäfte der
sizilischen Krone sehr ausführlich behandelt , ist leider das Kartell
von 1301 entgangen , sonst wäre er vielleicht bei seinen Archiv¬
forschungen der interessanten Erscheinung nachgegangen.
166
Drilles lïuch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter!
liehen Gewalten immer unentbehrlicher. In Rom und Neapel, in
Frankreich und England waren die italienischen Kaufleute die
Hauptgläubiger der Krone. Ohne ihre Kreditgewährungen war
schon damals die Staatsmaschine kaum mehr in Gang zu halten.
In ihren Händen befanden sich die besten und einträglichsten Ein¬
nahmen der reichsten europäischen Staaten der damaligen Zeit 1.
Im Königreich Neapel bedeutet die Periode zwischen dem Tode
Heinrich VIII . und der Ankunft des Herzogs von Kalabrien in
Toskana die Zeit der höchsten Blüte der Florentiner Hochfinanz2.
Die Bardi und die Peruzzi, denen sich bald noch die Acciajuoli
zugesellten, machten damals Ihre besten Geschäfte. Namentlich
auch deshalb, weil die genannten Firmen bald einen unnützen
Konkurrenzkampf glücklich vermieden. Nach Yver existierte
etwa vom Jahre 1316 an ein Syndikat, das alle wichtigen Finanz¬
geschäfte des Königreichs monopolisierte. Dem Syndikat der drei
genannten Geldmächte schloß sich nach 1330 noch das Haus der
Bonaccorsi an. Näheres über das Syndikat hat Yver leider nicht
beigebracht. Ihm muß auch die literarische Verantwortung über¬
lassen bleiben, ob es sich in den Abmachungen der genannten
Firmen um ein wirkliches Syndikat oder nur um gelegent¬
liche Konsortialbeteiligungen handelt. Erwähnt soll aber doch
werden, daß S c a c c i a in seinem „Tractatus de commercio
et cambio“ (Ausgabe Frankfurt a. M., 1648, S. 300) an der
Stelle, wo er von Monopolen handelt, Verabredungen von Kauf¬
leuten erwähnt, in denen diese sich gegenseitig verpflichten, den
Fürsten nur zu einem festbestimmten Prozentesatz Anleihen zu ge¬
währen 3.
1 Vgl. besonders O. M e 11 z i n g , Das Bankhaus der Medici
und seiner Vorläufer und die dort genannte Literatur . Dazu be¬
sonders Schaube,
Handelsgeschichte
der romanischen
Völker,
und G. Yver,
Le commerce et les marchands dans l’ Italie méridio¬
nale au XlIIe et au XlVe siècle . Eine recht brauchbare
Zu¬
sammenfassung
der Wirksamkeit
der italienischen Hochfinanz des
Mittelalters
bietet auch der bereits genannte Aufsatz von Ku¬
lischer,
Warenhändler
u . Geldausleilier im Mittelalter.
2 Y v e r a . a . O., S. 308.
3 „ Quando mercatores divites , scientes extare principes qui pro
aliqua urgenti necessitate quaerunt pecunias ad cambium con¬
veniunt
de non dando illas , nisi pro tanto pretio , quod esset
iniustum et excessivum .“
1
5
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
Kartellbildungen
gebiet
im hansischen
des Mittelalters.
167
Wirtschafts¬
Für Deutschland sind wir zuerst von Unternehmerverbänden aus
dem hansischen Wirtschaftsgebiet unterrichtet . Schon im Jahre 1309
hören wir von einem Wachsring , den deutsche nach England
handelnde Kaufleute abgeschlossen haben sollen a. Es handelte
sich um eine Verabredung 2, der zufolge die Zufuhr russischen
Wachses nach England hintangehalten werden sollte, damit der
Wachspreis in die Höhe ging.
Aber nicht nur die Hansen suchten sich im Mittelalter gelegent¬
lich den Markt durch kartellistische Verabredungen zu verbessern,
ebenso handelten ihre flandrischen und holländischen Geschäfts¬
freunde . So wird z. B. in einer Beschwerdeschrift des deutschen
Kaufmanns zu Brügge aus dem Jahre 1417 Klage darüber geführt,
daß „die Fläminger die Preise der Waren untereinander fest ver¬
einbarten , so daß keiner sie billiger als der andere gebe“ 3.
In den sechziger oder siebziger Jahren muß sich dann in Leiden
ein Kartei ! der dortigen großen Tuchhändler gebildet und zeitweise
den dortigen Markt beherrscht haben 4. Es handelt sich bei dieser
kapitalistischen Organisation um keine Handelsgesellschaft wie
v. B e 1o w 6 meint . Wenn es in den auf die genannte Bildung
1 KarlKunze
, Hanseakten aus England 1275—1412 . Halle
a . S. 1891 . Urkunde Nr . 40 . Dazu Walter
Stein,
Die deutsche
Genossenschaft in Brügge und die Entstehung der deutschen Hanse.
Hansische Geschichtsblätter 1908 , S. 430 ff.
2 Die Ausdrücke compositio , collusio , ordinatio werden als Be¬
zeichnung für den Ring gebraucht.
3 „Vorlmer
so maken de borgers van Brügge endracht uppe
ere gud , dat . se dat alle to enem pryse vorkopen moten , so dal . erer
eyn des nicht beteren kop geven mach , den de. andere , dat dem copmanne lo grotem vorvange unde hindere is an der copenschop , de he
van en kopet .“ In : Die Hanserezesse und andere Akten der Hanse¬
tage von 1256— 1430 . Bd . VI (1889 ), Nr . 400 , § 10. Vgl. auch
E . D a e n e 11 , Die Blütezeit der deutschen Hanse . Hansische
Geschichte von der 2. Hälfte des 14 . bis zum letzten Viertel des
15. Jahrhunderts . 2 Bde . Berlin 1905/06 . II . Bd ., S. 428.
4 Die Belege aus den Hanserezessen
zitiert bei D a e n e 11
a . a . O., II , S. 429 , und in dem in Anm . 5 zitierten Aufsatz von
B e 1 o w s , S. 10.
5 „Großhändler
und Kleinhändler
im deutschen Mittelalter .“
*1
168 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
bezüglichen Urkunden der Hanserezesse heißt : „ dat siek etlike
van en [d. h. einige Leidener Kaufleute ] tosamen gheworpen unde
selschop
ghemaket
hebben “, so ist hier Gesellschaft nicht
gleich Handelsgesellschaft , sondern gleich Vereinigung im weiteren
Sinne, eben gleich Kartell.
Den Hansen war das Kartell besonders noch deswegen lästig,
weil es nicht nur die Preisbildung des Leidener Tuches auf den
niederländischen Märkten beherrschte , sondern auch das gesuchte
Leidener Fabrikat in Hamburg , Lübeck und in den östlichen Städten
zu niedrigeren Sätzen verkaufte , „ so daß der hansische Zwischen¬
händler in seiner Heimat in keiner Weise zu konkurrieren ver¬
mochte “ \ sondern einfach ausgeschaltet war.
Das
Alaunkartell
des
Jahres
1470.
Um das Alaunkartell vom Jahre 1470 ganz zu verstehen , müssen
wir zunächst einen Blick auf die Entwicklung des Welthandels in
Alaun werfen 2. Bis nach der Mitte des 15. Jahrhunderts kam für
den Welthandel so gut wie ausschließlich der Orient als Alaun¬
produzent in Frage . In Alexandria stapelte sich nubischer und
arabischer Alaun auf , in Aleppo mesopotamischer und armenischer,
besonders aber in Konstantinopel strömten „ die Produkte von
Thrazien , einzelnen griechischen Inseln (Lesbos) und vor allem des
ungemein alaunreichen Kleinasien zusammen “ 3. Von den italieni¬
schen Levantehandelsmächten erlangte Genua die größte Bedeutung
für den Alaunhandel . Der klugen Unterstützung , die die ligurische
Hauptstadt im vierten Kreuzzug den griechischen Paläologen zuteil
werden ließ, verdankte sie für fast zwei Jahrhunderte ein nahezu
In : Jahrbücher
für Nationalökonomie
und Statistik . III . Folge.
20 . Bd . (1900), S. 10.
1 v. Below
a. a . O., S. 10.
2 Alaun wurde namentlich für die Tuchfärberei und zur Leder¬
bereitung im Mittelalter in Mengen gebraucht und gehörte zu den
wertvollsten Artikeln des mittelalterlichen
Welthandels.
3 G. von der R o p p , Zur Geschichte des Alaunhandels im
15. Jahrhundert . Hansische Geschichtsblätter
1900 , S. 122 . Im
wesentlichen nach W . H e y d , Histoire du commerce du Levant au
moyen -âge . 2 Bde . Leipzig 1885/86 . Franzos , vermehrte und ver¬
besserte Ausgabe des zunächst in deutscher Sprache erschienenen
Werkes . II . Bd -, S. 565 ff.
*6
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
169
vollständiges Monopol für den Welthandel in Alaun. Dies um so
mehr, als genuesische Familien von 1275—1455 im Besitz der
besten und ausgiebigsten Alaungruben, der von Phokaea (am
nördlichen Eingang des Busens von Smyrna) waren 1.
Das Vordringen der Türken im östlichen Becken des Mittel¬
meeres, das 1453 mit der Eroberung von Konstantinopel einen
vorläufigen Abschluß fand, änderte die Lage des Alaunmarktes von
Grund auf. Die Türken wurden jetzt die Beherrscher der besten
Alaungruben der Welt, und ganz Europa mußte ihnen in der enorm
hohen Pacht, die die italienischen Pächter dem Sultan zu zahlen
hatten , tributpflichtig werden. Erst wenn man dieser Tatsache
eingedenk ist, versteht man den Jubel, der die ganze Christenheit
durchdrang, als 1461 im Kirchenstaate bei Tolfa, unweit Civitavecchia, mächtige Lager eines vorzüglichen Alaunsteines gefunden
wurden 2. Seit dem Frühjahr 1463 wurde in Tolfa gearbeitet,
bald angeblich von 8000 Menschen3. Die Ausbeute hatte Pius II.
als Monopol einer Gesellschaft, der sog. Societas aluminum, über¬
tragen, die Joli, de Castro, der Entdecker von Tolfa, mit dem
Genuesen Barth , de Framura, Skriptor der apostolischen Briefe,
und Ca?l de Gaetanis von Pisa bildete. Der erste Pachtkontrakt
ist bisher leider nicht aufgefunden4, aber Gottlob hat dessen Ver¬
längerung (auf neun Jahre , beginnend mit dem 1. November 1465)
aus den Akten des vatikanischen Archivs auszugsweise mitgeteilt B.
Der Vertrag hat in seinem Inhalt eine große Ähnlichkeit mit den
Kontrakten , in denen im 16. Jahrhundert die Fugger und andere
Finnen die Pacht der spanischen Quecksilberbergwerke von Almaden
übernahmen. Die Tolfaer societas aluminum hatte den Betrieb
der Gruben vollständig auf eigene Kosten zu führen, alle Bauten
vorzunehmen usw. Dafür stand ihr im Kirchenstaat das alleinige
1 Noch das Libell of englishe policye (um 1436 ) schildert die
Genuesen als Bringer des für die englische Tuelifabrikation
unent¬
behrlichen Alauns.
2 Durch den päpstlichen
Finanzbeamten
Johannes de Gastro
Vgl . die anschauliche
Schilderung in den Denkwürdigkeiten
Papst
Pius II . (Enea Silvio Piccolomini ), in Übersetzung mitgeteilt bei
Gottlob,
Camera apostolica und von der Ropp.
3 Gottlob,
Camera apostolica , S. 282.
4 Er trat im November 1462 in Kraft ; vgl . G. Zippel,
L ' allume di Tolfa e il suo commercio , a . a . O., S. 21 und 437.
6 Jetzt im Wortlaut abgedruckt bei Zippel , a . a. O., S. 438 ff.
170 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Alaungewinnungsrecht zu. Die Gesellschaft lieferte als Entgelt
30 000 Cantare (Zentner = 150 röm. Pfund) Alaun zu dem geringen
Preise von % Dukaten für jeden Zentner an die päpstliche Kammer
ab. Die Bezahlung durch die Camera apostolica hatte bei der
Übergabe der Ware und an Ort und Stelle zu erfolgen, sie konnte
in bar oder durch Rücküberlassung der Ware geschehen; in letzterem
Falle wurde der Engros-Marktpreis angerechnet und die Gesell¬
schaft übernahm die den Händlern von der Kammer gewährten
Lieferungsbedingungen. Nach Ablauf des Kontrakts war die päpst¬
liche Kammer gehalten, „alle Gebäude, Anlagen und Betriebs¬
gerätschaften der Gesellschaft zu einem durch zwei von beiden
Teilen ernannte Sachverständige festgesetzten Preise käuflich zu
erwerben“ 1.
Als im Frühjahre 1466 einer der Gesellschafter der Tolfaer
societas aluminum ausschied und dafür das Bankhaus der Medici
eintrat, wurde unter dem 1. April 1466 ein neuer Pachtvertrag
(wiederum auf neun Jahre) 2verabredet . Die Gesellschaft über¬
nahm zu den Betriebskosten in den Tolfaer Gruben jetzt auch noch
die sämtlichen Vertriebsspesen (Spedition des Alauns in die päpst¬
lichen Magazine zu Civitavecchia, Schiffsverfrachtung des Alauns
und seine Überführung in die Handelsplätze). Der Gewinnanteil
der päpstlichen Kammer wurde fixiert, er „bestand jetzt nicht mehr
in der freien Lieferung einer bestimmten Quantität des gewonnenen
Produkts, die dann erst durch die Kammer selbst in den Handel
kam, sondern die Gesellschaft übernahm auch den ganzen kauf¬
männischen Teil des Geschäfts und bezahlte der Kammer für jede
Cantare des verkauften Alauns 2 Dukaten in Gold“. Betrug der
Verkaufspreis mehr als 3 Dukaten, so fielen von dem Mehr zwei
Drittel an die Kammer, ein Drittel an die Gesellschaft. Jeder
Verkauf an die Händler konnte nur aus den Magazinen in Civita¬
vecchia geschehen3. Dabei mußte stets ein päpstlicher Kammerbeamter zugegen sein. Die Kurie versprach in dem Vertrag, in der
1 Gottlob
a. a . O., S. 283 f.
2 Jedoch stand dem Papst das Recht zu , den Vertrag in den
ersten 30 Monaten seiner Gültigkeit zu kündigen . Die wichtigsten
Teile des Kontrakts abgedruckt bei Z i p p e 1 a . a . O., S. 405 Anm . 1.
Der Wortlaut in Rom , Archivio di Stato ; Depositeria generale della
crociata 1464— 1475 cc. 29— 32.
3 Vgl. die Casa de contratacion in Portugal und Spanien.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
171
ganzen Christenheit den Verkauf des türkischen Alauns zu unter¬
sagen, und der Gesellschaft„ alle dieserhalb nötigen Patente , Bullen,
Breven usw. taxfrei auszustellen“ 1. Schiffe, die dem päpstlichen
Verbot entgegen mit türkischem Alaun befrachtet betroffen wurden,
sollten angehalten und ihre Ware konfisziert werden. Von dem
Erlös hatte die päpstliche Kammer zwei Dritteile, die Gesellschaft
ein Drittel zu beanspruchen. In demselben Verhältnis sollten auch
die Kosten für die Ausrüstung jener Schiffe geteilt werden, die die
Alaunflotte beschützten und „ der Durchführung des alleinigen Ver¬
kaufsrechtes der Gesellschaft dienten.“
Die Ausbeuten der Tolfaer Alaunwerke erreichten sofort eine
bedeutende Höhe 2. Der jährliche Reingewinn für die apostolische
Kammer wird von Zeitgenossen Pauls II . auf etwa 100 000 Dukaten
angegeben. Er betrug im Jahre 1471 für 70 000 Cantare Alaun,
deren Verschiffung das Haus Medici übernommen, 140 000 Dukaten.
Im folgenden Jahre, 1472, verschifften die Medici wiederum
70 000 Cantare. Es wurden ihnen darauf 30—32 000 Dukaten, die
sie schon vorher für Zwecke des Türkenkrieges hergeliehen hatten,
angerechnet und 80 000 Dukaten sollten sie wieder innerhalb vier
Jahren bezahlen3.
Bei den hohen Profitraten, die die Tolfaer Alaungruben der
apostolischen Kammer und natürlich auch den Pächtern abwarfen,
ist das folgende zu beachten. Schon vor der Entdeckung der
Tolfaer Gruben hatte Italien und seine Inseln etwas Alaun ge¬
liefert. Die bekanntesten Fundplätze waren auf der Insel Ischia
bei Neapel, in Pozzuoli und Volterra 4. Von größerer Bedeutung
scheint zur Zeit der Entdeckung der Tolfaer Gruben nur der
Betrieb auf Ischia gewesen zu sein; von hier drohte also dem päpst¬
lichen Alaunmonopol eine empfindliche Konkurrenz. Um sie aus¬
zuschalten, begann Paul II. mit König Ferdinand (Ferrante) von
Neapel, dem Regalherrn der Ischianer Alaungruben, Verhandlungen,
die zu dem Kartell vom 11. Juni 1470 führten 5. Das Kartell wurde
1 Gottlob
a . a . O., S. 286 . Seine Rechtfertigung erhielt das
päpstliche Monopol dadurch , daß seine Erträgnisse für die Zwecke
der Cruciata , d . h . für die Türken - und Hussitenkriege ausgesetzt
wurden . Ibidem S. 289 ff ., 294.
2 Zahlen bei Gottlob
a . a . O., S. 287.
3 Gottlob
a. a . O., S. 288.
4 Zi p p e 1 a . a . O., S. 11 ff ., 34.
5 Vgl. Gottlob
a . a . O., S. 296 , und Z ippel a . a . O., S. 34 ff.
1
172
Drittes Buch : Monopole , Kartelle und Aktiengesellschaften im Mittelalter.
zwischen den Generalkommissarender Cruciata und dem Bevoll¬
mächtigten König Ferrantes, einem Neapolitaner Kaufmann namens
Aniello Perotto abgeschlossen und von Papst und König be¬
stätigt . Es sollte zunächst für die Dauer von 25 Jahren gelten 2.
Das Syndikat wurde in der ausdrücklich ausgesprochenen Absicht
abgeschlossen, den Preis des italienischen Alauns auf der Höhe zu
erhalten. Deutlich heißt es in dem Protokolle, das die Bevoll¬
mächtigten Pauls II. und P’errantes von Neapel aufnahmen:
„ . . . ac novissime idem Sanctissimus dominus noster attente con¬
siderans eiusdem aluminis precium eidem sancto operi dicatum ex
eo diminui plurimum, quia alumen aliud ex minera Ischana, ad
serenissimum principem dominum Ferdinandum regem Sicilie perti¬
nentem ad easdem mundi partes deferebatur communiter, ad quas
cruciate alumen delatum fuerat aut deferri sepius contingebat,
ita ut per concursum
et h abundantiam
alumi¬
nis precium
utri usque
impediretur
et viles¬
ceret, ordinatumque ipsius sancte cruciate subsidium demum 3
minime proveniret et prefatus serenissimus dominus rex cognos¬
cens hec eadem requisiverit suam Beatitudinem, libenter Sua
Sanctitas annuit et consensit, ac pro 4communi utilitate aut utriusque commodo et utilitate cruciate ac reipublice praedictarum, ad
conventiones, pacta et capitula modo et forma infrascriptis per
supra et infrascriptos reverd. dominos cardinales deveniendum
censuit, laudavit et mandavit . . .“
Als Bezeichnung für das Kartell werden die Ausdrücke societas,
compagnia, intelligentia, aber auch conventio, unione usw. ge¬
braucht. An einer Stelle des Kartellstatuts heißt es, die beiden
Alaunbetriebe Tolfa und Ischia sollten während der Vertragsdauer
1 Zippel
vermutet
wohl mit Recht in diesem Vertrauten
des Königs von Neapel
den Pächter
der Ischianer
Alaun¬
gruben.
2 Das interessante Kartellinstrument
ist uns in mehreren Ab¬
schriften erhalten . Die vatikanische hat A . T h e i n e r im 3. Bande
seines „ Codex diplomaticus dominii temporalis sanctae sedis “ (Rom
1862 ), S. 463 ff., abgedruckt . Korrekter ist die Handschrift , die im
Archivio di Stato zu Rom ruht („ Depositeria délia cruciata 1464
bis 1475 “ , Fol . 1— 16). Die folgenden Zitate sind dieser Handschrift
entnommen.
3 Th e i n e r hat deinde.
4 Meine Abschrift aus dem Archivio di Stato hat pio.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
173
sein „ uno corpo overo anima “ 1. Tatsächlich „ kontrollierten “ sich
die beiden Ala imwerke so scharf wie nur irgendein modernes Syndikat.
Jeder der beiden Kontrahenten hatte einen ständigen Kommissar in
den Alaungruben bzw. in den Alaunniederlag ^n des anderen . Die
Kommissare waren im Besitz von Schlüsseln zu allen Magazinen.
Ihnen mußte Rechnung gelegt werden , wieviel Alaun gewonnen und
verschifft wurde . Der Zweck dieser Kontrolle war die Durch¬
führung des strikten Verbotes , Alaun anders als auf dem durch
das Kartell vorgeschriebenen Wege zu verkaufen 2. Denn erst mit
dem Verkaufe begannen die die freie wirtschaftliche Entschließung
der Kontrahenten einschränkenden Bestimmungen des Syndikats.
Die Produktion , der Betrieb , blieb jedem der beiden Kontrahenten
überlassen , ebenso der Transport des verkaufsfertigen und des
verkauften Minerals (inklusive Versicherung , Verzollung usw.) 3.
Die gemeinsame Aktion der Kartellkontrahenten
setzte erst
beim Verkaufe ein. Während der 25 Jahre der Kontraktsdauer
durfte kein Alaun von einer der Kartellparteien selbständig und
ohne Vorwissen der anderen verkauft werden . Alle Verkaufs¬
abschlüsse leiteten zwei Abgeordnete der Kontrahenten , ein päpst1 Anima hat Theiner,
meine Abschrift aus dem Archivio di
Stato hat maona . Über die Gesellschaftsform der Maonen vgl . be¬
sonders H . Sieveking,
Genueser
Finanzwesen
vom 12. bis
14. Jahrhundert . Freiburg i. Br . 1898 , S. 43 und sonst . L. Gold¬
schmidt,
Universalgeschichte
des Handelsrechts , S. 295 . Am
Ende des 15. Jahrhunderts
bedeutet maona wohl schon jede compagnia di traffico o quasi voglia altra società di guadagno (Rezasco ).
2 „Che non si possa da questo di ayante per alchuna de le parte
vendere ne fare vendere a particulare persona alcuna quantita de
alumi de quelli fossino fatti o se facesseno ne lc alumcre de la camera
apostolica et la Maiesta de Signore Re . Ma tutti allumi fatti et ehe
se faranno nel ditto tempo de soppra , se abbi a reservare et navicare
et vendere per uso de ia compagnia et per declaratione de cadauna
de le parte , nel reame al ’ alumere de la Maiesta dei Signore Re abbia
arrestare per nome de la camera apostolica uno commissario et a
Oivitavecchia a lc alumere de nostro Signore , uno altro per la Maiesta
dei Signore Re , li quali cadauno habbia a teniro una de lc ehiave de
cadauno de li magazini et bon conto de li allumi ehe se feranno et
ehe se navicharauo .“
3 „Che cadauna de le parte per la sua mitta habbia a pagare
seperatamente lc spese in fare fare li sui alumi , navicare et ogni altra
spesa occorresse , ct similiter tenire sui conti seperatamente
de in¬
trata et spesa .“ Und ferner : „Facendcsse
assecurare una de lc
3*
174 Drittes Buch: Monopole
, Kartelle und Aktiengesellschatten im Mittelalter.
licher und ein königlicher
Zu jedem Auftrag steuerten die päpst - '
liehen Gruben (Tolfa) und die königlichen (Ischia ) je die Hälfte
bei 2. Auch dann hatte das zu geschehen , wenn einmal der Ver¬
kaufsabschluß nur von einem der Abgeordneten geschehen war :i.
Ausgenommen waren von dieser Halbierung des Verkaufsquantums
vorläufig Brügge und Venedig . Die päpstliche Kammer hatte
nämlich mit „gewissen Kaufleuten “ eine Konvention geschlossen,
lrut der sie den Verkauf des Alauns , der augenblicklich in Brügge
(ca. 60 000 Cantare ) und Venedig (ca. 20 000 Cantare ) lagerte , auf
einige Zeit unterlassen (soprassedere ) sollte . Ging der Verkauf
weiter , so sollte der König von Neapel , der selbst kein (Ischaer)
Alaun in Brügge und Venedig lagern hatte , zunächst für die 60 000
bzw , 30 000 Cantare mit einem Sechstel am Reingewinne beteiligt
werden . Waren diese Quanten aber verkauft , so trat auch hier
die Bestimmung in Kraft , daß Ischia und Tolfa je zur Hälfte zu
liefern hatten KKonnte
einer der Kontrahenten in seinen Aiaunparle per lu sua mitta lo possi lare et utile et spesa sia de la parte
se l'ara assecurare .“
3 „Che dicti alumi dove se ordenarà siano naviehati in cadauno
loco si habbino a vendere per clui deputati , uno per la Sanctitä de
nostro Signore et camera apostolica , l’ al Iro perlaMaiesta
dei Signore
Re et non si possi vendere per altri ."
2 „Che Luito lo allume ehe nel sopradiclo tempo se consumera
overo se navicliara per diverse parte dei mundo per consumptione
et uso de quello , la mitta se nitenda et debia essere de quelli alluini
de le aluinere de la SancLilà dei nostro Signore et de la camera
apostolica , et 1’altra micta de quello de le aluinere de la maiesta dei
Signore Hc . Et de celero quando se habbi a navicare alume per
qualuneha parte dei mundo , la micta sc habbia a levare da Civitavecchia per la parte de la camera apostolica et 1’altra micta de le
aluinere dei Signore Hc per la parte sua .“
3 cl .
quello vendesse uno s’intenda ia micta de ia vendita
esser per conto dd nostro Signore et de la camera apostolica etiam
sci fussi facto per ei deputato de la maiesta dcl Signore Re , et ita e
converso , e 1’ altra micta de ia maiesta de Signore Re .“
4 So möchte ich die Bestimmungen des Kartellstatuls
auffassen,
die im Wortlaute folgendermaßen lauten : „ Et per havere de la Sanctità
de nostro Signore et ia camera apostolica certa compositione per
certo tempo cum io illustre Signore duca de Borgogna de retinere
bene fomite le sue provineie et dominio de alumi et quelli non si
possino vendere ad piu precio de libre quaLro et meza la charicha.
I.a dicta compositione se debbia observare in omnibus suis partibus
*
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
175
werken nicht so viel produzieren , um seine Hälfte zu den Verkäufen
.beisteuern zu können , so trat der andere Kontrahent mit einer
größeren Lieferung (natürlich dann auch mit entsprechend größerem
Gewinne) ein 1.
Für irgendwelche Schadenersatzansprüche der Konsumenten
bei Lieferung von schlechtem oder weniger gutem Alaun haftete
nicht das Kartell , sondern der Kontrahent , der das betreffende
reklamierte Produkt geliefert hatte 2.
Die Preise , zu denen die Kartellkontrahenten verkaufen sollten,
waren genau festgesetzt . Schloß einer der Beauftragten billiger ab,
so hatte seine Grubenherrschaft der anderen den Gewinnausfall
zu ersetzen 3. Kamen solche Unregelmäßigkeiten nicht vor , so
wurde der Reinertrag aus dem Verkaufsgeschäfte zu gleichen Teilen
aii die beiden Kontrahenten verteilt 4, Jeder der Vertragschließen¬
et similiter la compositione facta cum certi merehadanti de soprasedere
ad vendere de alumi navicato fin questo di, maxime a Bruza circa
cantara sexanta millia a Venetia circa cantara trenta millia, ne li
quali loci la maiesta de Signore Re non ha sui alumi, se contenta la
sanctità prefata de nostro Signore et camera apostolica che ne li
dicti loehi, fino sera fornito vendersi dicti alumi, la maiesta de Signore
Re debbia participare per la sexta parte dei utile , detractone prima
le vere spese costano dicti alumi de cavedale ad epsa camera aposto¬
lica, et, fornito sera de vendere essi alumi , se habbia a navicarc in
dicti loehi per mitta et similiter vendersi ut supra per mitta ne li
altri loehi navigasse et ex nunc vendassi per mitta et questa com¬
positione principia baver locho a die stipulati contractus ."
1 „Et perche de sopra è ditto che cadauna de le parte debbia
ponere la mitta de li alumi etiam si caso fusse che ad una de le parte
li manchasse li allumi , o non podesse supplire del suo allume fabricato
ne sue allumere fîno a la mitta per qualuncha accidente podesse
advenire , î’altra parte possa supplire et per quella rata se ponesse
piu , habia quelia parte supplisse a tirai ' tanto piu ."
2 „Se a caso fosse ehe o nel navicare o fabricare allume o per
qualunche altro respecto esso allume retenesse frustro o non fussi
bono et mercantile in modo clic nel vendere se havesse ad esser dif¬
ferentia de precio et casi simile , el damno ne seguisse sia damno de
la parte sonno ditti allumi ."
3 „Et dicti allumi non si possino vendere ne piu ne meno di
quello li sera deputato li precii de la camera apostolica et de la maiesta
del Signore Re ; et si pur accadessi che per minor precio fosse vendito,
per quello tale fussi facto tale vendita , si habbi a refare di sui beni
quello meno fussi vendito , et per cadauno di quelli serano deputati
a recevere et vendere dicti alumi ."
4 „El retracto veramente de li alumi se habhia a dividere per
*
176 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
den war verpflichtet, den anderen von etwaigen fraudulösen Machen¬
schaften seiner Beauftragten unverzüglich zu unterrichten 1. Die
Beauftragten waren gehalten, bei ihren Abschlüssen auf Kauf gegen
Geld zu dringen und nicht auf Tausch gegen Waren sich einzulassen.
Offenbar geschah das der schlechten Verrechnung wegen, die sich
bei Annahme von Tauschwaren ergeben hätte . Auch lange Kredit¬
gewährungen sollten die Beauftragten tunlichst vermeiden. Ein
Jahr ' (l) durfte die Obergrenze sein, natürlich mit der nötigen
Bürgschaftssetzung2.
Der Papst verpflichtete sich, alljährlich — wie früher schon
geschehen war —- das Verbot des Kaufs und Verkaufs von türkischem
Alaun der ganzen Christenheit einzuschärfen. Schiffe, die türkischen
Alaun mit sich führten, sollten mit samt der Ladung denen gehören,
die sie kaperten. Wollten die Kaperer den Alaun an das Kartell
verkaufen, so sollte das geschehen können, falls die Ware gut war
und wenn sich die Betreffenden mit der Hälfte des Marktpreises
begnügten. Wenn nicht, mußte der Alaun unter Obhut der Be¬
auftragten des Kartells liegen bleiben, bis das Kartell zu Ende war 3.
Es versteht sich von selbst, daß die Kartellkontrahenten ihre
Konvention durch allerlei Maßnahmen vor dem Bruch zu schützen
sich bemühten. Das Karteilinstrument wurde z. B. von den Be
niitta , zoè , la mitta sia de la Sanctità di nostro Signore et l’altra
initia de la maesta de Signore Re .“
1 „La camera apostolica per el suo e la maiesta del Signore
Re per il suo promettino relevare l’altra parte senza damno et similiter
de l’altra fraude o matichamenti fossino commessi per cadauno delli
deputati , videlicet cadauna de le parte per il suo .“
2 „Che tutte vendite di alumi se faranno , si liabbino a fare , per
quelli scrano deputati a vendere , a dinari contanti et non abbarato,
ne se posse vendere a piu longo tempo de anno uno vel circa , tamen
cum idonea fidciussione et non aliter .“
3 „Ogni anno se liabbi a fare generale prohibitione de li allumi
de li infideli et dicti allumi con li navili siano dati in preda a quelli
li prendesscro ; ne li prendit .ori possino essere astrecti da niuna de
le parle fare gratia ne alchuna misericordia a quelli fossino presi.
Et volendo dare li allumi essendo boni et mcrcantili a la compagnia
per la mitta mono de quello se vendera ne li lochi dove se condurano,
la compagnia li debbia acceptare ; non volendo darii , si possino lenire
ma non vendere in quello locho dove capilareno sotto custodia de li
deputaLi de la compagnia fin al fine de dicta compagnia , et finito
el tempo , li possino vendere ."
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
177
vollmächtigten des Papstes und des Königs feierlichst beschworen.
Ein Notariatsakt , der von dem ganzen Vorgang aufgenommen
wurde, gibt uns genau darüber Auskunft. Die Bevollmächtigten
gelobten in ihrem Schwur für ihre Auftraggeber alle und jede ein¬
zelne Bestimmung des Kartellkontraktes während der verabredeten
25 Jahre einzuhalten. Als Unterpfand setzte die eine Partei (Tolfa)
alle Güter der Cruciata und der Camera apostolica, die andere
(Ischia) alle Besitzungen des Königs von Neapel. Jede Über¬
tretung der Bestimmungen des Syndikats sollte mit 50 000 Dukaten
di camera bestraft werden. Die Zahlung dieser Buße solle aber
keineswegs von dem Vertrag entbinden.
Schon vor Abschluß des Kartells mit dem König von Neapel
hatte die Kurie Maßnahmen ergriffen, um sich für ihr Tolfaer
Alaun ein Monopol— wenigstens in der Christenheit — zu sichern.
Des allgemeinen Verbots, türkischen Alaun einzuführen, gedachten
wir bereits, aber hiermit begnügte sich die apostolische Kammer
noch nicht. Es galt, um dieses Verbot erst richtig wirksam zu
machen, die einzelnen besonders stark alaunverbrauchenden Staaten
bzw. die einzelnen großen Alaunhändler in das päpstliche Interesse
hineinzuziehen. Das geschah für Venedig dadurch, daß die aposto¬
lische Kammer und die Generalkommissare der Cruciata mit
Bartolomeo Giorgio (Bartolo Zorzi), dem bedeutendsten venetianischen Alaunhändler jener Zeit, einen alleinigen Verkaufskontrakt
in Tolfaer Alaun für bestimmte Gebiete abschlossen (1. Februar
1469) 1. Die Firma übernahm von der Camera apostolica 18 000
Cantare Alaun innerhalb dreier Jahre zu fest bestimmtem Preise
und verpflichtete sich, jährlich 6000 Cantare davon aus der
päpstlichen Niederlage, in Venedig abzunehmen. Das alleinige Ver1 Gottlob
a. a. O., S. 297. Z i p p e 1 a. a. O., S. 47. Schon
die italienischen Firmen, die vor der Entdeckung von Tolfa den
türkischen Alaun nach Europa einführten, hatten mit ihren Haupt¬
abnehmern monopolistische Lieferungskontrakte abgeschlossen. So
beklagten sich in den vierziger Jahren des 15. Jahrhunderts die
Hansen darüber, daß die „Lombarden“ mit gewissen Brügger Kauf¬
leuten verabredet hätten, nur ihnen Alaun, und zwar in bestimmter
jährlicher Menge zu liefern. Die Folge war eine enorme Preis¬
steigerung dieser Ware. Cfr. E. D a e n e 11 , Die Blütezeit der
deutschen Hanse. Hansische Geschichte von der 2. Hälfte des 14.
bis zum letzten Viertel des 15. Jahrhunderts. 2 Bde. I. Bd., S. 398 f.
und die dort zitierte Literatur.
Strieder
, Studien z. Gesch . kapituliet . Organisationeformen
.
12
178 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
kaufsrecht der Firma erstreckte sich außer auf alles venetianische
Gebiet auf Friaul, die Mark Treviso, die Lombardei und die Romagna
bis nach Fano im Süden. Über die Alpen hinaus reichte es in das
Gebiet des deutschen Kaisers und des Herzogs von Österreich
hinein. Nirgends in den genannten Gegenden durfte die Camera
apostolica Tolfaer Alaun verkaufen oder verkaufen lassen.
Wir können es hier unterlassen, die Frage zu beantworten,
wie sich mit diesem Kontrakt zwischen der Camera apostolica
und dem Venetianer Kaufmann Bartolomeo Giorgio die Tatsache
vereinigt, daß Paul II. im Jahre 1470 der Republik Venedig be¬
deutende Quantitäten von Alaun überließ 1. Uns kommt es hier
nur darauf an, die Bemühungen zu kennzeichnen, die sich die
Camera apostolica machte, um ein Monopol des Tolfaer Alauns
überall auch faktisch durchzuführen.
Diese Bemühungen waren in dem Kontrakt mit Bartolomeo
Giorgio bei weitem nicht erschöpft. Besonders in England und in
Burgund, den beiden damaligen Hauptkonsumenten des Alauns,
setzten um dieselbe Zeit Versuche der Kurie ein, genügende Sicher¬
heit für die ausnahmslose Verwertung von Tolfaer Alaun zu er¬
halten. Als päpstlicher Nuntius eilte der Bischof Stephan von Lucca
im Frühjahr 1466 nach England, um Eduard IV. und die englischen
Städte in das päpstliche Interesse zu ziehen und Verträge ab¬
zuschließen2. In seiner vom 18. März 1466 datierten Instruktion
wurde der Nuntius angewiesen, „er solle vom Könige ein strenges
Verbot alles fremden Alauns fordern und mit ihm einen Alaun¬
lieferungskontrakt auf sechs bis zehn, eventuell auch mehr Jahre
abschließen. Er dürfe den Papst und die apostolische Kammer
auf die Lieferung der für alle Gebiete und Städte des Königreichs
alljährlich benötigten Alaunvorräte nach London verpflichten und
den Marktpreis auf 4 Pfund Flandrischer Groschen verabreden.
Gleichzeitig sollte die Bulle über die geistlichen Strafen, die allen
Übertretern des päpstlichen Alaunmonopols angedroht seien, in
England publiziert werden.“ Leider sind wir über den Erfolg der
Sendung des Bischofs Stephan von Lucca nicht unterrichtet.
Genaueres wissen wir dagegen von einer gleichen Mission, die um
dieselbe Zeit der Nuntius Lucas de Tolentis bei Karl dem Kühnen
1 Vgl
. Zippel a. a. O,, S. 48 ff.
2 Gottlob a. a. O., S. 297f. Zippel
, S. 396 ff.
1
*
*8
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
179
von Burgund auszuführen hatte . Hier kam es zu dem Abschluß
eines Kontraktes *, der besonders folgende wichtige Bestimmungen
enthielt. Karl der Kühne untersagte mit Zustimmung der General¬
räte und der Staatskommissare auf zwölf Jahre in seinen burgundischflandrischen Ländern den Import und den Konsum alles nichtrömischen Alauns 2. Nur das päpstliche Produkt, das durch den
Faktor der Medici in Brügge, Tommaso Portinari 3, oder andere
indirekte Beauftragte der Kurie eingeführt wurde, sollte in Flandern,
Hennegau, Brabant , Friesland usw. verkauft, gekauft und ver¬
wendet werden 4. Auch alle fremden Surrogate für Alaun waren
streng verboten 6. Karl der Kühne verpflichtete sich, der Kurie
bei der Durchführung geistlicher Strafen gegen die Übertreter des
päpstlichen Monopols seinen weltlichen Arm zu leihen.
Demgegenüber übernahm der päpstliche Nuntius für seinen
Auftraggeber folgende Verpflichtungen: Die Camera apostoiica bzw.
die Pachtgesellschaft der Tolfaer Alaungruben durfte in den den
Herrschaftsgebieten des Herzogs benachbarten Ländern Alaun
unter keinen Umständen billiger verkaufen als in Karl des Kühnen
Reich. Der Verkaufspreis des Tolfaer Alauns wurde für Burgund,
Flandern usw. auf 4 % Pfund flandrischer Groschen pro Brügger
Caricum herabgesetzt 6. Davon gingen6 solidi (1 Pfund = 20 solidi)
in die Kasse der herzoglichen Finanzverwaltung. Die päpstliche
Kammer und ihr Tolfaer Pächter hatten dafür zu sorgen, daß in
1 4. Mai 1466 . Im Wortlaut
veröffentlicht
bei Th ein er
a . a . O., III , S. 452 ff.
2 Das Edikt ist erhalten (24. Juni 1468 ). Gottlob,
S . 298
Anm . 2.
3 Uber diesen Mann sind wir durch die zwei folgenden Auf¬
sätze , die auch auf den Alaunhandel
Bezug nehmen , ausführlich
unterrichtet . G. von
der Ropp,
Zur
Geschichte des Alaun¬
handels im 15. Jahrhundert . Hansische Geschichtsblätter . Jahrg.
1900 . S. 119 ff . O. Meltzing,
Tommaso
Portinari und sein
Konflikt mit der Hanse . Hansische Geschichtsblätter . Jahrg . 1906,
S. 101 ff.
4 „in nostris dominiis iacentibus in partibus septentrionis .“
6Interdicere
„
omne commercium terre specierum et aliarum
mixturarum , quas loco aluminis opifices introduxerunt , ac ipsi sub
gravissimis penis prohibere , ne deinceps huius modi mixturis utantur ."
T h e i n e r a . a . O. Vgl . auch Z i p p e 1 a . a . O., S. 390 Anm . 3.
8 Also ein ziemlich günstiger Abschluß . Cfr . Zippel,
S . 391
Anm . 1.
12 *
*6
180 DrittesBadi : Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
ihrer» Brügger Magazinen stets genügende Vorräte verkaufsfertigen
Alauns sich befanden.
Der von der Kurie gewünschte Zweck eines alleinigen Ver¬
brauches von Tolfaer Alaun in Flandern wurde auch durch den
Kontrakt vom 4. Mai 1466 nicht erreicht. Um so weniger, als diese
Abmachungen von seiten der flandrischen Regierung bald nicht
mehr eingehalten wurden 1, Fremder Alaun machte dem Tolfaer
in Brügge bald erhebliche Konkurrenz. Dasselbe Bild gewahren
wir in England 2 und besonders auch in Venedig3 seit dem Verlaufe
der siebziger und achtziger Jahre. Die Einfuhr des türkischen
Alauns erlangte trotz aller kirchlichen Zensuren wieder eine große
Bedeutung für die europäischen Großmärkte in Alaun. Außerdem
wurden vielfach einheimische Alaungruben in- den europäischen
Staaten — z. B. in Frankreich 4, in Böhmen usw. —•entdeckt und
ausgebeutet. Man darf behaupten, daß die erste Blüte des Tolfaer
Alaungeschäftes mit Pauls II. Tod endete. Seit Sixtus IV. ging
der Absatz und damit natürlich auch die Einnahmen für die Camera
apostolica resp. die Cruciata zurück. Von Nachteil war es auch,
daß Sixtus IV. sich mit den Pächtern der päpstlichen Alaungruben,
den Medici, überwarf. Seitdem führten verschiedene andere große
italienische Bankfirmen den Tolfaer Alaunbetrieb und -vertrieb.
Unter Sixtus die Genuesen Domenico Centurioni und Giovanni
de Auria & Co., unter Alexander VI. Paolo Rucelai & Co,, unter
1 Näheres Gottlob
a. a. O., S. 299, 303. Z i p p e 1 a. a. O.,
S. 392 ff.
2 Gottlob
a. a. O., S. 301 ff. Zippel
a. a. O., S. 397.
8 Gottlob
a. a. O., S. 300, 303.
4 Gottlob
a. a. O., S. 304. Zippel
a. a. O., S. 400.
,,En Languedoc, Louis XII . a donné, en 1504, à un Italien Domenico
Baldini, le droit d’ouvrir des mines d’alun, vitriol et soufre quel¬
que part qu’il s’en puisse trouver.“ Imbart
de la Tour, Les
origines de la Réforme. Paris 1905/09, I. Bd., S. 232 f. Im Jahre
1507 wurden neue Alaungruben entdeckt, so daß schon 1512 der
französische König die Einfuhr fremden, d. h. römischen Alauns
verbieten konnte. Diese Störung der finanziellen Kreise der Kurie
war einer der Gründe des Bruches Julius II. mit Frankreich und der
großen Allianz gegen Frankreich. Imbart
a. a. O., S. 233.
6 Schon 1470 gab König Wenzel dem UnterhofmarschallValentin
das Privileg am Dorfe Preilep (Pf’ilep) auf Gold, Silber und besonders
auf Alaun zu bauen. Salz, Geschichte der böhmischen Industrie,
S. 171.
1
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
181
Julius II . der berühmte Agostino Chigi, unter Leo X . Andrea
Bellanti L
Entsprechend dem viel geringeren Preis , der auf den Welt¬
märkten des beginnenden 16. Jahrhunderts für Alaun gezahlt
wurde 2, waren natürlich auch die Pachtsummen gesunken , die die
genannten Nachfolger der Medici der Camera apostolica zahlten.
Die obenerwähnte Firma Andrea Bellanti , die 1513 auf zwölf Jahre
die Pacht übernahm , erlegte dafür die Summe von jährlich 15 000
Dukaten . Wir wissen, daß dieselbe Gerechtsame Paul II . mehr
als 100 000 Dukaten jährlich eingebraeht hatte.
Nun hat Gottlob
mit Recht seine Verwunderung darüber
ausgesprochen , daß trotz der Reformation , welche die letzLe Möglich¬
keit beseitigte , ein päpstliches Alaunmonopol mit religiösen Mitteln
wenigstens noch liier und da durchzuführen , dennoch in den
vierziger oder fünfziger Jahren des 16. Jahrhunderts der aposto¬
lischen Kammer wieder erhöhte Einnahmen aus der Pacht der
Tolfaer Alaungruben erwuchsen . Tatsächlich „übernahm Messer
Bindinello , Erbe des Agostino Sauli, im Jahre 1553 die Tolfaer
Gruben auf zwölf Jahre für den jährlichen Zins von 21 250 Scudi
und von 1557 an bezahlte er sogar jedes Jahr 34 250 Scudi an die
päpstliche Kammer “ 3.
Es wird sich fragen , wie war eine solche Wertsteigerung der
päpstlichen Alaungruben in Tolfa denkbar ? Vielleicht bietet das
folgende die Möglichkeit einer späteren Beantwortung dieser inter¬
essanten Frage und die Anregung , aus den Akten des vatikanischen
Archivs und des römischen Staatsarchivs die Geschichte der kapi¬
talistischen Organisationsformen im Alaunhandel des 16. Jahr¬
hunderts und darüber hinaus zu verfolgen.
In einer Bittschrift , die Cristoff von Gerndorf , der Monopol¬
inhaber des böhmischen Alaun - und Kupfervitriolhandels im Jahre
1 Gottlob
a . a . O., S. 299 f. und mit einigen Abweichungen
Zippel
a . a . O., S. 413 ff.
2 „Im Jahre 1506 kostete der Zentner Alaun , für den man
früher in Civitavecchia 3 Goldgulden gelöst hatte , ebendort nur
mehr 28— 30 solidi , nicht einmal
Dukaten , und Julius II . sah
sich genötigt , um die englischen Händler noch in Civitavecchia
festzuhalten , den Preis sogar auf 20 lind 22 solid ! herabzusetzen .“
Gottlob
a . a . O., S. 305.
3 Gottlob
a . a . O., S. 305.
4
182 Drittes Duell: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
1540 an den deutschen König Ferdinand richtete 1, erwähnte er
die Tatsache, daß „die Schotzische Geselschaft das romanische und
hispanische Alaun in einer Hand habe und den Preis dieser Ware
hochhalte“. Zweifellos ist mit der „ Schotzischen Gesellschaft“ die
Firma Schetz in Antwerpen, eines der bedeutendsten Großhandels¬
häuser des 16. Jahrhunderts 2, gemeint. Danach hätte also diese
Firma durch die vereinigte Herrschaft über die beiden damals
wichtigsten Alaunwerke Europas ein Monopol für diese Ware be¬
sessen. Wenigstens für die Niederlande, für Italien und England,
also die unzweifelhaft auch damals noch wichtigsten Gebiete für
den Alaunverbrauch. Daß gerade ein Antwerpener
Handels¬
haus dieses Monopol schuf, ist verständlich, wenn wir hören, daß
schon im Jahre 1491 Philipp der Schöne und Maximilian I. der
Stadt Antwerpen den Stapel für den Import und Verkauf alles
Alauns in den Niederlanden verliehen3. Begreiflich ist es auch,
daß die Schetz ein Alaunmonopol in die Hand zu bekommen
suchten. Die bei den großen Firmen des 16. Jahrhunderts allgemein
übliche Neigung zu Monopolisierungsversuchen war bei der Handels¬
gesellschaft Schetz, wie es scheint, in besonders starkem Maße
vorhanden. So wissen wir, daß sie auch z. B. in Galmey ein
Monopol durchzuführen verstand *.
1 Manuskript
des F . A . Wien . Cr. v . Gerndorf von Hohenelb
hatte ein Verfahren erfunden , um aus dem Grubenwasser von Kutten¬
berg in Böhmen Alaun und Kupfervitriol
zu gewinnen . König
Ferdinand gab ihm ein Privileg vier Jahre hindurch allein das neue
Verfahren anwenden zu dürfen . Außerdem erhielt Gerndorf ein
Monopol für die Alaungewinnung
in Böhmen und in Ferdinands
Erblanden . F . A. Wien . Böhmen , Kuttenberg , 1. April 1540 . Vgl.
die Mandate Ferdinands , durch die verboten wurde , ausländisches
Alaun und Kupfervitriol in Böhmen und den inkorporierten Ländern
zu verkaufen . F . A. Schmidt
a . a . O., I, 2, Nr . 45 , 52 , 66 . Zu
Gerndorfs Tätigkeit im böhmischen Alaunbergbau vgl . auch Graf
Kaspar
Stern
borg,
Umrisse einer Geschichte des böhmischen
Bergbaus . 2 Bde . in 3 Abteilungen . Prag 1836/38 . I, 2, S. 83 ff.
Danach S a 1 z a . a . 0 ., S. 172.
8 Vgl . Ehrenberg,
Zeitalter
der Fugger . Register.
3 E . Rach
fahl,
Wilhelm
von Oranien und der nieder¬
ländische Aufstand . 2 Bde . in 3 Abteilungen . Halle 1906/08 . I . Bd .,
S. 322.
4 R a c h f a h 1 a . a . O., I. Bd ., S. 607 . „Pareillement ceulx de
Namur ont reinonstré que la Majesté avoit mis entre les mains des
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
183
Von der Tatsache der Vereinigung der Tolfaer und der
spanischen Alaunproduktion in der Hand der Firma Schetz aus,
ist nun meines Erachtens die erneute Wertsteigerung der päpst¬
lichen Alaungruben von Tolfa leicht verständlich. Je mehr das
Monopol der Schetz den Alaunpreis hob, um so mehr mußte natur¬
gemäß auch die Tolfaer Pachtsumme — nach Ablauf des laufenden
Kontraktes — steigen.
Kartellbestrebungen
im süddeutschen
Früh¬
kapitalismus
(besonders im 16. Jahrhundert).
Wenn man fortgeschrittene wirtschaftliche Organisationsformen
der Vergangenheit, also z. B. Kartelle, in Deutschland sucht, so
wird man naturgemäß in erster Linie seinen Blick auf die Zeit des
16. Jahrhunderts zu richten haben, auf das Zeitalter der Fugger
und Welser, auf jene Zeit deutscher weltwirtschaftlicher Macht¬
entfaltung, die erst im 19. Jahrhundert von uns wieder überholt
wurde.
Schon die gesetzgeberischen Maßnahmen, die sich von Reichs¬
und Landtagen, von Kreis- und Stadtratsversammlungen aus gegen
Kartellversuche erhoben, und die vorangehenden Klagen der Be¬
troffenen dort, lassen den Schluß auf eine relativ starke Verbreitung
hoirs de Erasmus
Schetz
, par réserve, la marchandise de
cahnine, pierre fort nécessaire aux chauldronniers de leur pays, de
sorte qu’ilz achetoyent maintenant XVIII patars ce qu’ilz souloyent
avoir pour six patars: requérantz aussy que à tèle réserve fust pourveu et remédié par les estatz.“ Margarete v. Parma, die Regentin
der Niederlande, verlängerte am 29. Mai 1562 den Pachtvertrag der
Gebrüder Schetz aus Antwerpen über die Galmeibergwerke im Herzog¬
tum Limburg um weitere 6 /> Jahre . In dem Vertrag heißt es aus¬
drücklich, daß die Schetz die Pacht schon länger innehatten: „Van
weghen Coenrad Schets ende consorten is ons verthoent gewest, hoe
dat Gaspar Schets, heere van Grobbendonck, ende zynen andere
broeders over lang h en tyt in pachte , gehouden
hebben
die mynen van de calmynbergen van onsen lande ende hertoochdomme van Lymborch . . .“ Der interessante Kontrakt ist ab¬
gedruckt bei R. A. Peltzer,
Geschichte der Messingindustrieund
der künstlerischen Arbeiten in Messing (Dinanderies) in Aachen und
den Ländern zwischen Maas und Rhein von der Römerzeit bis zur
Gegenwart. Zeitschr. d. Aachener Geschichtsvercins, 30. Bd. (1908),
S. 437 ff.
184 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
dieser Erscheinung zu. Das Gleiche gilt von den häufigen Ver¬
urteilungen, die die Institute der Kartelle, Syndikate usw. durch
die Sittenprediger des 16. Jahrhunderts erfuhren. Auf beide
Quellenerwähnungen müssen wir zunächst unsere Blicke lenken,
ehe wir zu einer Besprechung der tatsächlich uns bekannt ge¬
wordenen Kartelle übergehen.
Gesetzgebung
und
Kartelle
im 16. Jahrhundert.
Wenn sich die offizielle Gesetzgebung des 16. Jahrhunderts
— übrigens, wie wir sahen, ohne Erfolg und an den maßgebenden,
führenden Stellen auch ohne wirklichen Ernst — gegen die Monopole
wandte, so verstand sie darunter auch die Kartelle mit. Das geht
schon deutlich aus den deutschen Reichstagsverhandlungenund aus
den sich daran anknüpfenden Debatten hervor. Es genügt hier,
auf die folgenden Stellen hinzuweisen. In einem Kommissionsbericht des sog. kleinen Monopolaussclmsses des Reichstages zu
Nürnberg (1522/23) ist davon die Rede, daß die Gesellschaften
„heimlich verstant mit einander machen, wie sie iderlei irer war
geben wolten, damit ir keiner den andern zu wolfeilem kauf ver¬
ursacht oder dringe“ 1, Ich weiß nicht, was man unter den so
charakterisierten heimlichen Verabredungen der Kaufleute anders
verstehen will als Kartelle.
Leider ist die Edition der deutschen Reichstagsakten erst bis
zum Jahre 1522 fortgeschritten, so daß wir auch die Reichstags¬
verhandlungen über „Monopole“ nur bis dahin genauer verfolgen
können. Die kurzen, zusammenfassendenAbschlüsse der Verhand¬
lungen aber, wie sie uns in den Sammlungen der Reichstagsabschiede
vorliegen, sagen nicht mit der wünschenswertenKlarheit, ob unter
den Monopolisten auch Kartellisten mit zu verstehen sind. Immerhin
zeigen schon Interpretationen des 17. Jahrhunderts , die sich auf
(kanonische) Rechtslehrer des 16. Jahrhunderts berufen, daß unter
denjenigen Kaufleuten, die sich der „Monopolitas“ schuldig machen,
auch Kartellkontrahenten zu verstehen sind. So definiert Cieorg
Friedrich Schuster in seiner Dissertatio juridica in pragmaticam
imp. rom. german. sanctionem de monopoliis ad tit . XVIII . reforma1 Vgl. Deutsche Reiehstagsakten.
Jüngere Reihe.
III . Bd.,
S. 589 . Dazu vergi . S. 573 , Zeile 18— 26 ; S. 581 , Z. 5 ff . ; S. 585,
Z. 30 ff.
3*
Zweites Kapitel : Kartelle des 14. l)is 18. Jahrhunderts .
185
tionis politicae de anno, 15481als Monopolisten auch die „plures
alii, qui licet non directe, per obliquum tamen privati compendii
ergo commerciorum libertatem restringunt, variis
conven¬
tionibus
, pactis
ac collusionibus
, videlicet
de non emendo
vendendove
ultra
vel infra
certum p r e t i u m“.
Bestätigt wird unsere Interpretation und die Ansicht, daß die
Gesetzgebung des 16. Jahrhunderts unter Monopolien die Kartelle
mit einschloß, durch folgende Verordnungen der Landesgesetzgebung. ïn einer sächsischen Gesetzesverordnung vom Jahre 1534
heißt es: „Es sollen auch die Ritterschaft und die Städte fleißig
Achtung haben, damit die Wollen-Käuffer und Vorkäuffer sich
nicht versammlen und einigs Kauffs sich vereinigen, wie sie die
Wolle und nicht anders kauffen oder verkauften wollen; und wo
sie solche Vereinigung der Wollen-Käuffer und Vorkäuffer befinden,
die sollen von jeder Obrigkeit darum gebührlich gestrafft werden
und die Städte solches alle Schaar- und Wollen-Märckte ausruffen
lassen 2.“
Es handelt sich hier um Einkäuferkartelle, wie sie uns auch
sonst aus dem 16. Jahrhundert und früher bekannt sind. Ich
erinnere nur an die Verhältnisse im böhmischen Bergbau. Dort
kauften Erzkäufer von den Gewerken und Häuern das Erz auf.
Schon die Constitutiones juris metallici Wenzels IL (1283—1305)
tadelten die Kartellierungen der Erzkäufer zur Drückung der Preise,
die oft dabei vorkamen 8. Später bedrohte die Kuttenberger Ord¬
nung diese Kartelle mit strengen Strafen.
Etwas näher sind wir auch unterrichtet über die kartellistischen
Verabredungen der süddeutschen Salzhandelsleute.
Im ersten Drittel des 16. Jahrhunderts hatten die Salzendter,
d. h. die Salzhandelsleute, in Wasserburg und Traunstein, aber
auch wohl in anderen Legstädten des Reichenhaller Salzes, unter
1 Gießen 1686 , S. 18. Die Dissertation ist unter Nicol . Thilelilus angefertigt.
2 Aus: „ Letzterer
Pragischer
Vertrag
zwischen Land und
Städten des Markgrafentums
Ober -Lausitz , das Justiz - und Policeiwesen u . a . betreffend nebst König Ferdinand I. Confirmation dar¬
über , 15. September 1534 .“ In Codex Augusteus , III . Teil , S. 44.
3 Adolf
Zycha,
Das böhmische Bergrecht des Mittelalters
auf Grundlage des Bergrechts von Iglau.
I. Bd ., S . VIII ; S. 171 Anm . 115.
2 Bde. Berlin 1900.
186 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
sich ein Kartell abgeschlossen, welches das Angebot in der Weise
regelte, „daß der eine der Kaufleute nach dem Verkauf seines
Quantums Salz mit der Abholung einer weiteren Fracht solange
wartete, bis auch der nächste und dieser bis der dritte usf., bis
jeder sein Salz verkauft hatte “ 1.
Auch die Münchener Salzendter hatten ein Statut , wonach
jeder nur ein bestimmtes Quantum Salz einführen durfte ohne
Rücksicht auf den jeweiligen Bedarf2. Nun waren zwar die Salzendter
oder Salzfertiger, wie man anderwärts sagte, in einer Zunft organi¬
siert, aber es wäre sehr verkehrt, diese Kaufleute etwa als Hand¬
werker anzusprechen und ihre obengenannten Verabredungen als
Zunftbestimmungen aus der Reihe der Kartelle zu streichen 3.
Welch stark kapitalistischer Geist in den Salzfertigern herrschte,
erkennt man aus dem folgenden. Die Salzendter verlegten die SalzFuhrleute auf eine sehr „fortgeschrittene“ Art und Weise. Sie
gaben Vorschuß in Gestalt von Geld, Tuch oder Eisen usw. und
brachten dadurch die Bauersleute (das waren die Fuhrleute zumeist)
so stark in Abhängigkeit von sich, daß sie sie verpflichten konnten,
Salz erst dann zu holen bzw. weiter zu führen, wenn es den Salz¬
fertigern geeignet erschien. Dabei zeigten sich übrigens auch die
schlimmsten Seiten des sog. Trucksystems. Eine Salzausgangs¬
ordnung der Regierung mußte bestimmen, daß die Salzendter,
„wenn sie überhaupt schon vorher den Bauern die Spesen der
Salzexpedition in Naturalien reichen wollten, doch Getreide, Pferde,
Eisen, Tuch u. a. Pfennwerte nicht teurer abgeben durften als sie
derzeit im Preise stehen“ 4.
Um mehr als lediglich eine Zunftabmachung lokaler Natur
handelt es sich auch bei der Konvention sächsischer Gerber, die
den Gegenstand erregter Debatten des Dresdener Landtags von
1527 bildete 5. Schon deshalb müssen wir hier ein Kartell an1 F . X . E b e r 1 e , Die Organisation des Reichenhaller
Salzwesens unter dem herzoglichen und kurfürstlichen , Produktions - und
Handelsmonopol . Münchener Dissertation 1910 , S . 72.
2 A. a . O., S. 73.
3 Vgl. Liefmann,
Die Unternehmerverbände
, S . 136.
‘Eberlea.
a . O., S . 172.
6Zum
„
siebenden , solte guth achtung zu geben sein auf die
gerber , die durch ire voraynigung
am leder den schustern
theurung einführen . Daraus fleust , daß die schuster die schuen
auch vortheuren müssen .“ Leipziger Ratsarchiv . Tit . II . A . Nr . 1.
*
Zweites Kapitel ; Kartelle des 14. bis 18. Jahrhunderts .
187
nehmen, weil es sich offenbar um eine intei lokale Abmachung der
sächsischen Gerber handelte.
Prinzipiell ist bei der Fragestellung „Zünfte und Kartelle“ zu
beachten, daß die Innungsmitglieder sehr wohl über ihre Zunft¬
bestimmungen hinaus Kartelle schließen konnten 1. Besonders
unter den sog. Handelszünften wird das oft vorgekommen sein.
Gegen die Verabredungen der Handwerker, soweit sie den Rahmen
der — von der städtischen Obrigkeit gutgeheißenen — Zunft¬
bestimmungen überschritten und kartellistischer Natur wurden,
richteten sich bereits die Bestimmungen des Breve dell’ ordine del
mare délia città di Pisa vom Jahre 13432, worin es heißt:
„Non si possa nè debbia fare . . . alcuno monupolio . . . di lavorare
u di non lavorare u vero per certo pregio tanto. “ Noch deutlicher
sprechen die Antimonopolgesetze des 16. Jahrhunderts das aus,
worauf es uns hier ankommt. Und ebenso die Lehren der Wirtschaftsmoralisten jenes Zeitalters. So heißt es bei Salicetus3:
„Delendum et illud statutum [est] quod vetat opus ab uno coeptum
ab alio perfici posse absque consensu eius qui inchoaverit.“ Und
in ähnlicher Weise sind in der Aurea practica des Johannes Berberius 4 diejenigen „conventiones, congregationes und conspira¬
tiones“ als moralisch unerlaubt erklärt, laut denen der einzelne
Handwerker desselben Gewerbes nicht billiger verkaufen dürfe als
Bl . 76. „ Der 7. Artikel , die gerber belangende acht der ausschuß
von nöthen einsehung zu thuene , daß sie nicht aus irem voraynigten
und beschlossenen
kaufe den gemeinen schustern einen verderb¬
lichen aufsatz machten . . . .“ Desgleichen Bl . 91 f.
1 Noch heute kommt das vor ! „ Im lokalen Handwerk und
Kleinhandel
findet man nicht selten solche im privaten
Kreise
(Innung , Klub usw .) vereinbarte Kartellierungen , die . . . sich von
den festen , durch Konventionalstrafen
gesicherten , großen Syndi¬
katen kaum unterscheiden .“
Wörterbuch
der Volkswirtschaft.
Artikel : „ Unternehmerverbände
.“ Auf einige kartellistische Hand¬
werkerabmachungen , die allerdings die Bestätigung der städtischen
Obrigkeit erhielten und deshalb nach der allgemeinen Ansicht nicht
zu den Kartellen gerechnet werden können , hat F . Eulenburg
hingewiesen . In Viertèljahrssehrift
für Sozial - und Wirtschafts¬
geschichte , 2. Bd . (1904 ), S. 270.
2 Ediert Firenze 1857 , S. 478.
3 Vgl. Benv . Straecha,
Tractatus de mercatura seu merca¬
tore , S. 283 der Ausgabe Venedig 1575.
4 Coloniae Agrip . 1576 , S. 107.
188
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
der andere, oder laut denen er nicht die Arbeit vollenden darf, die
ein anderer angefangen hat . Es ist genau derselbe Standpunkt,
auf dem auch die Polizeiordnung des heiligen römischen Reiches
von 1548 steht, wenn sie in Tit. XXXVI bestimmt: „Und nach¬
dem die Handwerker in ihren Zünften und sonst zu Zeiten sich
miteinander vereinigen und vergleichen, daß einer seine gemachte
Arbeit oder Werk in feilem Kauf nicht mehr oder weniger ver¬
kaufen soll, dann der ander und also einen Aufschlag oder Steige¬
rung machen, daß diejenigen, so derselben Arbeit nothdürftig sein
und kaufen wollen, ihnen die ihres Gefallens bezahlen müssen etc.
meinen wir hiemit sonstlich und wollen, daß solches von den Oberkeiten hinfüro keineswegs geduldet oder gestattet , sondern gebiihrlichs Einsehens gethan werde. Wo aber darüber von Handwerckern geschehe, daß alsdann die Qberkeit dieselben nach Gestalt
der Sachen unnachläßlich strafen sollen1.“
Sittenlehre
und Kartelle
im 16. Jahrhundert.
Wie ernst es die christliche Kirche des Mittelalters mit ihrer
strengen Wirtschaftsethik nahm, das erkennt man aus dem breiten
Raum, den wirtschaftsmoralische Auseinandersetzungenin den In¬
struktionen für Beichtväter, in den sog. Summae confessorum de
casibus conscientiae oder den Summae poenitentiae einnehmen.
Namentlich seit dem 15. Jahrhundert wuchsen dabei die Fragen,
was „justum pretium“ sei und was nicht, was von kaufmännischer
Geschäftstätigkeit unter die pravitas usuraria falle und was nicht,
dermaßen an, daß besondere Monographien von den Kanonisten
darüber geschrieben werden mußten („Tractatus de usuris et con¬
tractibus mercatorum“ und ähnlich betitelt). Th . Muther 2
und nach ihm Rod . Stintzing
3 haben bereits in den sechziger
1 Neue Sammlung der Reichsabschiede , II , S. 605 . Es bleibt
zu untersuchen , ob wir es in den „ Bündnissen und Vereinigungen
der Handwerker gegen die Bürger “ , die Maximilian I. im Jahre 1518
annullierte , mit Kartellen zu tun haben . Vgl . F . B . v . B u c h holtz,
Geschichte
der Regierung Ferdinands I., VIII . Bd.
S. 254.
2 Th . Muther,
Aus dem Universitäts - und Gelehrtenleben
im Zeitalter der Reformation . Erlangen 1866 . S . 154 ff.
3 Roderich
Stintzing,
Geschichte der populären Litera¬
tur des römisch -kanonischen Rechts in Deutschland am Ende des
15 . und im Anfang des 16. Jahrhunderts . Leipzig 1867 . S . 540.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
189
Jahren des 19. Jahrhunderts auf die Bedeutung dieser Literatur¬
gattung für die Erkenntnis der verschiedenen kaufmännischen Ge¬
schäfte jener Zeit aufmerksam gemacht.
Die in den Summen und Wuchertraktaten niedergelegten wirt¬
schaftsethischen Anschauungen dienten nun nicht nur den Geist¬
lichen zur Anleitung für die Beratung in Gewissensfragen im Beicht¬
stühle, auch den Predigern auf den Kanzeln der großen Städte
boten sie die Richtschnur für ihre Forderung einer strengen alt¬
ruistischen Wirtschaftsmoral. Vielfach haben ja die großen sozialen
Prediger des 15. und 16. Jahrhunderts selbst auch vielverbreitete
Wuchertraktate verfaßt; z. B. der vielleicht bedeutendste, jeden¬
falls der wirksamste von ihnen, Johann Capistrano 1.
Wie steht es nun — so fragen wir für unsere vorliegende Unter¬
suchung —- mit der Erwähnung von Kartellen und Syndikaten in
den genannten Literaturgattungen des Mittelalters und der be¬
ginnenden Neuzeit? Sind den Moralisten jener Zeit diese Er¬
scheinungen einer kapitalistischen Wirtschaftsordnung bekannt?
Ich begnüge mich im folgenden damit, einen Auszug aus einer
Predigt Geilers von Kaisersberg zu geben. Schon aus seinen Aus¬
führungen dürfte zur Genüge ersichtlich sein, daß Kartelle eine
häufige Erscheinung des 16. Jahrhunderts waren. Erscheinungen,
die trotz der Heimlichkeit, mit der die Kaufleute dabei zu
verfahren pflegten, doch auch der breiteren Öffentlichkeit nicht
entgingen.
In der fraglichen Predigt, „Wie ein frommer Kaufmann sein
soll“ betitelt, handelt Geiler zunächst von den eigentlichen Mono¬
polisten. Da führt er aus : „. . . heissen Monopoli, die da ein War
allein feil hond und haben wellen. Und über semlichs, so erwerben
sie ein Freiheit, Brief und Sigel von eim Fürsten im Land oder
von eim Künig. Das seind die rechten Monopoli, die ein Ding
allein verkaufen wellen.“ Den eigentlichen Monopolisten stellt
Geiler sodann die Karteilisten gegenüber: „Die andren Monopoli
seind, die nit ein Ding wellend allein verkaufen, aber sie
stupfen
2 mit einander
umb das gelt (de precio ) ,
wie sie es geben wellend
, also und anders
nit.
Und d i e Monopoli heisse ich Stupfer, als da sie etwan miteinander
stupfen. . . . Also stupfen dise die war also ze geben
1 Muther a. a. O., S. 155 f.
2 =heimlich etwas verabreden.
*
190
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
und nit anders
bei seinem
Eid 1. Dy seind minder
denn dy ersten . [Diese] wellend den Gewin allein hon und nieman
darf es feil hon , denn sie. Sy stont allein im Trog als ein Mor 2,
die kein andre Suw hinein wil lassen . Also wellen sie die War
allein hon und yedermann der muss sein Liecht von irem Liecht
anzünden . Das thunt [jene ] nit , sie stupfen numer zesamen , dass
keiner ein Ellen desThuchs , oder was es ist , wölfler 3 gebe denn also.
Er mag es wol türer geben , aber nit wölfler. Und wenn sie es schon
uff ein zimlich Gelt setzen und die Leut nit übermessen , noch so
seind es Monopolistüpfer.
Warumb ist das Stupfen unzimlich ? Darum , es hat ein Schein
und scheint wie es ein erber Ding sei, und ist doch dem gemeinen
Nutz schedlich . Wie ist das ? Es nimt dem Merck 4 sein Freiheit.
Es ist hie und anderswo ein freier Mergt , darumb so soi iederman
sein Kaufmanschatz mögen geben wie er welle. Dy Freiheit nimt
das Stupfen hinweg . Wann er hat gestupft und geschworen das
also zegeben und nit wölfler aber wol thürer . Zu dem andern,
so ist es schedlich dem gemeinem Man wenn ein Ding ze geben
hat sein zall wie er es geben wil oder mag und er dennocht hat
erbern Gewinn daran . An dem gelt mage er auf und abe gon, mee
oder minder neminen umb ein phennig oder zwen und bestott er
dennocht wol darbei . Nim dz Exempel : Ich setz dass ein Thuchman , der nit gestupft hat , der setzt für sich und schlecht an , dass
er ein Ellen wol mag geben umb fier Schilling Pfennig . Und ob
er es eins Pfennigs neher gebe, so hat er dennecht ein erbern Gewinn;
wann der Gewinn ist nit gesetzt auf ein Oertle 6, oder auf ein Fierteil
eines Oertlis . Es gat uff und ab . . . . Es kumpt ein guter Fründ,
dem will ers eins Pfenniges neher geben , dann umb die vier Schil¬
ling . Das mag er thun wenn er nit ist Monopolus, ein Stupfer und
nit gestupft hat . Wenn er aber gestupft hat , so gethar er seinez
Frünt den Pfennig nit nachlon ; wann er wer meineidigk . Wann
1 Der Eidschwur kommt bei älteren Kartellen oft vor.
„Iurata
fide constituunt ut nullus eorum nisi tanti vendat.
S c a c c i a , Tractatus de commerciis et cambio. Frankfurter Aus¬
gabe 1648. S. 300.
2 = Sau.
3 D. h. wohlfeiler.
4 Markt.
6 Ein Ort ist der vierte Teil eines Guldens.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
191
er hat gestupft, ein Ellen nit neher ze geben denn eben umb die
vier Schilling. Darum ist das Stupfen schedlich dem gemeinen
Nutz.“
Auch unter den Handwerkern jener Zeit kommen nach Geiler
solche kartellistische Verabredungen vor. Verabredungen, die, wie
die oben schon von uns erwähnten, über die obrigkeitlicherseits zugeiassenen Zunftbestimmungen hinaus gingen, auf privater Ab¬
machung der Unternehmer beruhten und die deshalb unter den
Begriff der Kartelle fallen. Hören wir Geiler von Kaisersberg:
„. . . Die 4. Monopoli sein die Bader und die Scherer, die ein Statut
machen und stupfen zesamen niemans ze baden noch ze scheren,
denn eben umb ein semlich Gelt. Das soll nit sein. Es ist unrecht.
Es stot im Text keiserlichs Rechten de balneatoribus 1. Die
5. Stupfer, das sein die Murer und Zimmerleut; die stupfen ze¬
samen: Wenn einer ein Werck angefahet, so gethar das Wergk
keiner ausmachen. Es soi keiner dem andern in sein Werck gönn.
Darum wenn einer eim ein Werck verdingt hat, so macht er ein
Gerüst dar ; so hat er an eim andern Ort auch ein Gerüst, und also
werdent Biderleut umb getriben, wan keiner gethar dem andern
in sein Werck ston, das er angefangen hat . Die 6. Stupfer seind
die Schneider (sectores). Wenn einer ein Rock schneidet, so legt
er in dorthin und treibet in umb wan es gethar niemands in aus¬
machen. Die 7. Stupfer seind die auch im Text stont, die die Hüsser
ferleihen und die Gedenck2in der Mess. . . . “
Bei der moralischen Bewertung macht nun Geiler keinen
Unterschied zwischen dem „reinen" Monopolisten und dem Kartell¬
listen. Beider Tun erscheint ihm als gleich unmoralisch im höchsten
Grade, als Todsünde. Uns interessiert hier nur, wie der einflu߬
reiche Prediger über die Karteilisten urteilt : „Auch die andern,
die do stupfen ein Ding also zu geben und nit umb minder . . .
thunt wider das natürlich fernünftig Gesatz, auch wider das keiserlich und bäpstlich Gesatz, und ist bei grossen Penen, dem Keiser
fallen, ferboten 3. Aus denen Stücken
allen nemmen
die cristenlichen
Lerer , dass es Totsünd
sei .“
1 Gesetz Kaiser Zenos siehe oben.
2 vielleicht= Stände.
* Geiler zeigt sich genau unterrichtet über die Strafbestim¬
mungen, wie sie auf den Reichstagen gegen die Monopolisten erlassen
worden waren. Er führt sie genau in der genannten Predigt an.
192 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Die Begründung , die Geiler diesem Verdikt gibt , strahlt in
deutlich klarer Weise die ganz soziale, absolut unindividualistische
Wirtschaftsethik des christlichen Mittelalters wider . Die einzelnen
Glieder der menschlichen Gesellschaft sind dem großen sozialen
Prediger — und der Wirtschaftsethik des Mittelalters überhaupt —
wie die einzelnen Glieder am menschlichen Körper . Ein Glied hat
für und mit dem anderen zu wirken und zu arbeiten zum Wolile
des Ganzen . Ist es dazu nicht gewillt oder fähig , so muß un¬
verzüglich Remedur geschaffen werden . ,,Du sihest in eim Leib
des Menschen , dz ein Glid dem gantzen Leib dienet ; mein Aug,
das sicht den Füssen , die Füss gond und tragen den gantzen Leib.
Der Mund isset dem Magen, der Mag nimpt die Speiss und teilt es
dem gantzen Leib aus und allen Glidern . Und hettest du ein
Klotzen uff der Achsslen ston , der dem gantzen Leib schedlich wer
und ziig an sich davon andere Glider leben solten , du schnittest in
hinweg und sprechest , was soi er da zu ston . Also sag ich : Wir
hier zu Strassburg seind alle ein Leib und wir seint Glider . Ist
nun ein Glid ein Kaufman , ein Stiipfer , der den andern Glideren
schedlich ist . . . ein semlichen Glotzen soi man abhauwen und
dannen thun,“
Die Predigt Geilers klingt in eine kräftige Mahnung namentlich
an die Beichtväter aus , unnaclisichtlicb gegen Monopolisten und
Karteilisten zu wirken : „Das hab ich euch sagen wollen , dass ir
sehet wie die Juristen also genow hinzu reden . Die Theologi , die
thunt es aber nicht . Darumb so red ich ungern von der Matery . . . .
Nun muss man es dennocht auch sagen, es ist not . Es ist nit genug
einem Kaufman , dass er spricht , ich hab von den Dingen nüt gewisst . Er ist nicht entschuldiget , er soit es gewisst, haben und die
Juristen gefragt haben , die es bass wissen weder die 1 Theologi.
Sehen auch die Beichtveter zu der Kaufleuten ; die solten die Ding
auch wissen. Und die Ding , die ich gesagt hab , die schreiben weder
Münch noch Pfaffen , aber gross treffenlich Lüt , als König und
Keiser .“
Ich denke , die Ausführungen Geilers von Kaisersberg dürften
zum Beweise der These genügen , daß Kartelle im 16. Jahrhundert
eine nicht seltene wirtschaftliche Erscheinung waren . In dem
dritten Kapitel dieses Buches werden noch einige uns tatsächlich
i
als die.
193
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
bekannt gewordene Kartellbestrebungen der Montanindustrie auf¬
geführt werden . Zunächst folgen hier einige Blätter aus der Kartell¬
geschichte des 17. und 18. Jahrhunderts . Ich hoffe, die Liste
durch spätere Archivstudien noch sehr verlängern zu können.
Analekten zur Kartellgeschichte des 17. und 18.Jahrhunderts.
Salzkartelle
im
17. Jahrhundert.
Eine tiefer eindringende Geschichte des europäischen Salz¬
handels und der Salzpröduktion zu Beginn der Neuzeit wird eine
Menge Kartelle und kartellartiger Verabredungen zwischen Re¬
gierungen , die das Salzwesen monopolisiert hatten , aber auch
zwischen Unternehmern , die im Salzhandel tätig waren , ans Licht
fördern . Hier muß ich mich damit begnügen , auf einige Beispiele
aus dem 17. Jahrhundert hinzuweisen 1,
Zu interessanten Kartellabmachungen , bei denen wir etwas
länger verweilen wollen, kam es in der Mitte des 17. Jahrhunderts
zwischen der bayrischen Regierung und der Tiroler (österreichischen)
Regierung , als Monopolinhabern der Reichenhaller bzw. Haller
(Inntal ) Salzproduktion und des dortigen Salzhandels 2. Die Kon¬
kurrenz des bayrischen und Tiroler Salzes war sehr alt . Sie wurde
den Einnahmen der Regierungen aber besonders seit der Zeit
schädlich und gefährlich , seit reiche Salzgroßhändlcr von Mem¬
mingen , Lindau , Basel usw. die Sachlage auf geschickte Weise aus¬
zunutzen verstanden 3.
1 F . X . Eb erle,
Die Organisation des Reichenhaller
Salz¬
wesens unter dem herzoglichen und kurfürstlichen Produktions - und
Handelsmonopol , Münchener Dissertation
1910 , erwähnt schon für
das 16. Jahrhundert Abmachungen der Herzoge von Bayern (Reichen¬
hall ) mit benachbarten
Salzproduzenten , die den Zweck verfolgten,
die gegenseitige Konkurrenz auszuschalten . Cfr . S. 74, 86 . Ferner
S. 78, 80. Dazu : J . G. Lori,
Sammlung
des bayerischen Berg¬
rechts . München 1764 . Nr . CLXI , S. 359.
2 Als Name für das Kartell kommt in den gleichzeitigen Akten
der Ausdruck „ Convention , Intelligenz “ etc . vor.
3 Vgl. Hans
Ockel,
Die Entstehung
des landesherrlichen
Salzmonopols in Bayern und seine Verwaltung im 17. Jahrhundert.
In Forschungen
zur Geschichte Bayerns . 7. Bd . (1899 ), S. 26;
Eb erle
a . a . O., besonders S. 111 ff . Schon im 16. Jahrhundert
hatte man die preisdrückende
Wirkung der bayerisch -tirolischen
Salzkonkurrenz erkannt und zu einem Kartell geraten . Die bayerische
Strieder
, Studien z. Geach . kftpitaliat . Organiaationsformen
.
13
194 Drittes Buch: Monopole
) Kartelle und Aktiengesellschaften im Mittelalter.
Die Kaufleute schlossen mit den genannten Regierungen Kon¬
trakte ab, in denen sie sich verpflichteten, jährlich so und soviel
Hunderte oder auch Tausende Faß Salz abzunehmen. Sie setzten
dann das Salz teils auf eigene Rechnung ab, teils lieferten sie es auf
Konto einer Stadt oder Gemeinde an diese. Es handelt sich in
den folgenden Ausführungen zumeist um Salzvertrieb nach dem
Bodensee, dem Breisgau, den Schwarzwaldgegenden und besonders
in die schweizerischen Kantone.
Natürlich kontrahierten die Salzgroßhändler mit derjenigen Re¬
gierung, die ihnen die billigsten Preise und die günstigsten Zahlungsund Lieferungsbedingungen machte. Die Folge war ein harter
Konkurrenzkampf zwischen Reichenhall und Hall im Inntal und
naturgemäß ein niedriges Preisniveau. Nach verschiedenen früheren
Versuchen, dem abzuhelfen, nach heftigen gegenseitigen Repres¬
salien auch der beiderseitigen Regierungen, kam es im Jahre 1649
zu einem Kartell der Beherrscher der Reichenhaller und Plaller
Salzproduktion. Das Kartellstatut wurde am 5. August 1649 auf
einem Vertretertag in Rosenheim beschlossen1. Es sollte vor¬
läufig vom 1. Dezember 1649 bis zum gleichen Datum des Jahres
165! gültig sein und enthielt namentlich folgende Bestimmungen.
Tirol verpflichtete sich, sein Haller Salz nicht mehr bis Lindau,
sondern nur noch bis Reutte zu führen, und „allda die Haubtniderlag anzestellen“. Bayern versprach, das Reichenhaller Pro¬
didit nicht über seine Landsberger Salzniederlage hinaus dem
Bodensee zuzuführen. Die Preise, zu denen die beiden Kontrahenten
Hofkammer äußerte sich 1591 folgendermaßen darüber : „ Diss [d. h.
das bayerische ] salz hat auch fürnemblichen
an dem Intalischen
. . . einen sondern feind , Ursachen und wo dieselben Zusammenstößen,
so mues ains dem andern mit dem kauf weichen , da doch festlich
der abschlag des kau Fs niemant dan dem auslendischen kaufmann
zu nuz kumbt . Demnach ratsamlich geachtet , daß disfals mit irer
fürstlichen
durchlauclvt
ertzherzog
Ferdinand
ain
sonde
rer
verstaut
gemacht
werde
, dan , wo
m ' a n s 1 c li
destwegen
bederseits
vergliche
, könte
beden
salzen
von
jar
zu jar
noch
ein furnemer
hoherung
ervolgen
und um sovil leichter das jezige kaufgelt vor
abschlag oder ringerung bestendig erhalten werden .“
Stieve,
Zur Geschichte des Finanzwesens . Sitzungsberichte d. Akademie d.
Wissenschaften zu München . 1881 . I, S. 50 . Vgl . auch Hirn
a . a . 0 ., 1, S. 571 ff.
1 Es ist im Anhang dieses Werkes abgedruckt.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
195
das Salz zu liefern haften, wurden genau festgelegt. Ein chur¬
bayrisches oder Reichenhaller Fäßchen Salz von drei Scheiben
oder 7 '/z Fiederl durfte nur zu 9 fl. 30 Kr. Reichswährung verkauft,
ein Tiroler halbes Fäßchen von 11/2 Hallischeu Fudern nur zu 10 fl.
Reichswährung abgegeben werden. Unter den stipulierten Preisen
durfte auf keinen Fall Salz von den kartellierten Unternehmern in
den Handel gebracht werden. Wohl aber über diesen Preis hinaus,
wenn die Gelegenheit sich bot. ln diesem Falle war der betreffende
Kartellkontrahent verpflichtet, davon dem anderen Mitteilung zu
machen. Dazu sollten folgende Zahlungsbedingungen von beiden
Kontrahenten unverbrüchlich gefordert werden. Bei Abschlüssen
(Kontrakten s. o.) hatte der Salzgroßhändler sofort ein Viertel der
Kaufsumme in bar in Reichswährung zu entrichten. Die übrigen
drei Viertel zu je einem Viertel in den nächsten darauffolgenden
drei Bozener Märkten. Wenn ein Bozener Markt etwa gleich zwei
bis drei Wochen nach Abschluß eines Salzkontraktes fallen sollte,
dann „kbann die selbige Marcktfrist erst auf den negst darauf
volgenten andern Markht anfangen“.
Jede Umgehung der festgesetzten Preise durch Zugaben, lange
Kreditgewährung usw. war den Kartellkontrahenten streng ver¬
boten.
Über die genannten einzelnen Bestimmungen hinaus sicherten
sich die kartellierten Regierungen zu, „guet Correspondenz ze halten
was für Hindernussen und Ungelegenhaiten zu beeder chur- ur.d
ertzfürstlichen Herrschaft Schaden und Steckhung des Saltzverschleis firgehen“ würden. Insonderheit wollte man sich treulich
darüber unterrichten, wenn die auswärtige Konkurrenz, d. h. das
burgundische, lothringische und französische Meersalz1 in die
Absatzgebiete der Kartellkontrahenten eindringe.
Sehr rigoros waren die Bestimmungen des Kartells gegen die1 Das sog . Baie - oder Boysalz . Baiesaiz war ursprünglich Salz,
das an der seichten Bai von Bourgneuf hinter der Insel Noirmoutiers,
unmittelbar südlich von der Loiremündung , gewonnen wurde . Das
dortige Salz hieß bei den hansischen Kaufleuten des Mittelalters
einfach das Baiesaiz . Vgl . D . Schäfer,
Die Hanse . Bielefeld
und Leipzig 1903 . S. 46 . Später wurde Baiesaiz alles an der franzö¬
sischen , spanischen und portugiesischen Küste aus Meerwasser ge¬
wonnene grobkörnige , schwärzliche Salz genannt . E b e r 1 e a . a . O.,
S. 39.
13 *
196
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
jenigen Salzgroßhändler, die wegen rückständiger Zahlung oder
aus anderen Gründen sich mit dem einen der Kartellgenossen zer¬
worfen hatten und nun an den anderen zum Zwecke des Salzkaufs
herantraten . Dem „böswilligen“ Käufer durfte solange keine Ware
verabfolgt werden, „ bis er beglaubte Schein fürweisen konnte, dass
er hierumb gebihrundte Satisfaction erstattet und alles richtig
gemacht habe“ 1.
Zur Überwachung der genauen Ausführung der Kartellbestim¬
mungen war es jedem der Kontrahenten erlaubt, in Lindau oder
sonstwo auf seine Kosten Kontrolleure anzustellen.
Der Kartellkontrakt von 1649 ist in den nächsten Jahrzehnten
immer wieder erneuert worden, obwohl öfters Klagen laut wurden,
in denen sich die Kontrahenten einer zeitweisen Umgehung seiner
Bestimmungen beschuldigten. Um solche Umgehungen zu er¬
schweren oder womöglich ganz zu verhindern, erhielt das Statut
von 1649 im Jahre 1677 einige wichtige Zusätze 2. Es sei hier
1 Vgl. auch hierzu die Ergänzungen
zu dem Kartellkontrakt
vom 5. August 1649 , festgestellt zu Kufstein am 20. September 1677.
Original im Münch . Allg . Reichsarchiv Loc . Tirol (fürstl . Grafschaft ).
19. i'asc . Bl . 101 f. „ Inmaßen auch mehrernante höchste Heiser
wo ain oder des anderen Thails Contrahenten mit Erlag der Fristen
oder in andere Weeg wider Verhoffen ermanglen wurden , auf alle
mögliche und gedeyliche Mitl den Ermangelnden
zur Schuldigkeit
und Observanz des Contracts zu halten bedacht sein und aneinander
die verhilffliche Handt denen vorigen Verstentnussen
gemeß pieten
sollen und wollen .“
2 Ergänzungen zu dem Kartellkontrakt
vom 5. August 1649,
festgestellt
zu Kufstein am 20 . September
1677 . Original im
Münchener Allgemeinen Reichsarchiv Loc . Tirol (fürstl . Grafschaft ).
19. fase . Bl . 99 ff. — „ . . . Damit dis desto gewisser bederseits beschehe , man sich dahin nachbarlich und freundlich verstanden hat,
daß khonftig , ehevor ainiger Salzcontract , wann es auch nur 1000
oder 500 Saltz -Veßl antreffete , von ain oder anderer Hofcamer abgehandlct und geschlossen wurde , man einander in wehrenden Tractaten zeitlich und vor dem Schluß von allem communication
und
parte geben , auch wann darwider erhöbliche Erynnerung
weren.
solche ain Thail von dem anderen für guet annemben . . . . Inmaßen
baide hochlob ]. Heiser einander hiemit crefftiglich versprechen,
vicissim aufrichtig zu communicieren , wann es fir ratlisam befunden
wurde , daß ainichen Saltz -Contrahenten , welche namhaffte Conträct
oder gleichsam den ganzen Salzverschleis in gewisse Landt und Orth
annemben etwas wegen irer Wagnus , Verlag und Gefahr einzuwilligen,
*
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
197
wenigstens der eine hervorgehoben, der die kartellierten Unter¬
nehmer zwang, von allen schwebenden Kontrakten, auch wenn es
sich nur um Lieferung von 500 Fäßchen Salz handelte, einander
Mitteilung zu machen.
Zu den größten und wohl auch berechtigtsten Vorwürfen, die
man heute den Kartellen macht, gehört die Anklage, daß die Kartelle
oft, nachdem sie sich durch Ausschaltung der inländischen Kon¬
kurrenz einen Monopolpreis gesichert haben, an das Ausland 1
billiger verkaufen und so die eigenen Volksgenossen den Ausländern
gegenüber benachteiligen. Die genannte Tendenz der Kartelle von
heute läßt sich schon in der älteren Kartellgeschichte nachweisen.
Beispielsweise auch in der Geschichte des Salzkartells von Reichen¬
hall und Hall im Inntal. Seit alters hatte das burgundische Salz
dem bayrischen und Tiroler Salz in der Schweiz usw. eine kräftige
Konkurrenz geboten. Um die Mitte des 17. Jahrhunderts ging
Burgund soweit, daß es zur Vergrößerung
seines
Salzhandels
ins Ausland
zum Selbstkosten¬
preis
lieferte
2. Wenn
also die bayrischen und öster¬
reichischen Kartellisten in Lothringen, im Elsaß, im Sundgau,
ebenso über den Gotthardpaß hinaus ,,im Welsch- und WalliserLand“ die burgundische Konkurrenz schlagen und selbst auch in
Burgund Absatz finden wollten, so mußten sie mit dem Preise für
diese „fernen“ Lieferungen heruntergehen. Tatsächlich ergänzten
die bayrischen und österreichischen Kartellkontrahenten am 5. Ok¬
tober 1651 und später ihren erneuerten Vertrag von 1649 dahin, daß
sie sich erlaubten, den Verkaufspreis für das Salz „in die Ferne“
niedriger anzusetzen. Alles Salz, das über Bern, Basel, Solothurn
und Freiburg im Uchtland hinaus gen Burgund und Lothringen,
über den Gotthard ins Welsch- und Walliserland, über die Furca
daß ein lobl. Hofcamer der anderen hivor ir Sentiment durch
Schreiben oder Abgeordnete mit verthreulicher Apertur aller Umbstent zuverstendigen und hernach mit denen Salz-Contrahenten auf
jenige Weiß zuschließen wie bayde Hofcamer es unanimi consensu
für guet erachten werden. Außer dessen aber und ohne beeder lobl.
Hofcamer Einwilligung kheinen Salz-Contrahenten einicher Forti,
Nachlaß, Eingab, Schänckhung, Ergrößerung der Vaß oder anders
sub ullo exeogitabili nomine nit beschehe.“
1 Gegen dessen Konkurrenz im Inlande die Karteilisten zumeist
durch die heimischen Schutzzölle gesichert sind.
2 Eberle, a. a. O., S. 112.
1
198 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
ins Elsaß und den Sundgau ging, durfte zu Landsberg bzw.
Reutte um 30 Kreuzer billiger abgegeben werden als für den
näheren Vertrieb verabredet worden war . Allerdings mußte
durch glaubwürdige Urkunden der genannten schweizerischen
Städte zweifellos bezeugt werden , daß dieses Salz nirgends
anders wohin als in „dieselbige ferne Länder vertriben worden
sei“ K
Natürlich waren solche Maßnahmen nur geeignet , den Kon¬
kurrenzkampf zwischen bayrischem und Tiroler Salz einerseits und
burgundischem andererseits um so heftiger entbrennen zu lassen,
bis schließlich auch zwischen ihnen eine gütliche Vereinigung und
eine gewisse Ausschaltung der Konkurrenz in Form eines Kartells
erfolgte . Auf Ersuchen der Fermiers généraux , der Pächter des
burgundischen Salzwesens zu Salins, beschickten die bayrische und
die Tiroler (österreichische ) Regierungen als Monopolinhaber der
Reichenhaller bzw. Haller (Inntal ) Salinen eine Salzverschlei߬
konferenz zu Kempten im Allgäu , auf welcher am 3. November
1659 folgender Kartellvertrag 2 zustande kam : Zwar hatten die
Fermiers „mit dem Orth und Stand “ Bern auf 4 y2 Jahr und dann
mit Solothurn , Freiburg in Üchtland und der Grafschaft Neu¬
burg auf sechs Jahre Salzlieferungskontrakte abgeschlossen , die sich
nicht aufheben ließen , aber die Fermiers verpflichteten sich doch,
dafür Sorge zu tragen , daß durch diese genannten vier Orte „ alles
Salz, so sy von denen burgundischen Fermiers jerlich nemen weithers nit als in jedes Orths oder Standts aignem District und
Gebieth verbraucht und in khein ander Gebieth weder in Vessln
noch dem Ausmass nach verkhauft werde “ 3.
Für das Salz, das die Fermiers in andere Kantone oder Gebiete
als die vorhin genannten führten und selbst oder durch andere ver¬
kauften , verpflichteten sie sich, einen Mindestpreis von 19 guten
1 Ich habe diese wichtige Ergänzung des Kartellstatuts
von
1649 , wie sie am 5. Oktober 1651 zu Kufstein beschlossen wurde , im
Wortlaut im Anhänge abgedruckt.
2 Im Anhänge abgedruckt.
3 Die Fermiers généraux hatten demgegenüber
verlangt , die
bayrischen
und Tiroler Komparenten
sollten sich verpflichten,
„weder im Vaß noch dem Ausmeß nach in obbemelten Orth und
Cantonen khain Reichenhall - noch Hall -Intalisches Salz “ zu ver¬
kaufen . Die Forderung wurde aber von den beiden Regierungen
abgeschlagen und war dann fallen gelassen worden.
1
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
199
Schweizer Gulden pro Fäßchen loco Solothurn zu nehmen \ Dabei
durfte nur bares Geld und kein anderer Wert oder Zahlungsmittel für
das Salz von den Fermiers angenommen werden. Die Zahlungs¬
fristen wurden folgendermaßen fest stipuliert : Der vierte Teil der
Kaufsumme war sofort bei Abschluß des Kaufs zu erlegen; die
übrigen drei Viertel mußten in den drei folgenden Jahresquartalen
bezahlt werden. Streng war es den Kartellkontrahenten verboten,
den Salzhandelsleuten beim Abschluß der Salzkontrakte besondere
Vergünstigungen irgendwelcher Art, direkt oder indirekt, zu ge¬
währen. Insbesondere waren Zugaben, Verlängerungen der Zah¬
lungsfristen usw. strengstens untersagt.
Es wäre interessant, aus Münchener usw. Archivmaterial das
Schicksal unseres internationalen Kartells genauer zu verfolgen.
Hier kann diese Forscherarbeit nicht gemacht werden. Hier muß
ich mich begnügen, an einem Beispiel darauf hinzuweisen, wie auch
in dem Kartellwesen des 17. Jahrhunderts die Frage nach der
ethischen Erlaubtheit derartiger Verabredungen eine Rolle spielt.
In einer Erneuerung des Kartells von 1649 aus dem Jahre 16862
ist unverhüllt anerkannt, daß der Zweck des Kartells der war, die
Kammergefälle, d. h. die Finanzeinnahmen, „beider höchsten
Häuser“ zu vermehren und zu verbessern2. Das Mittel zu diesem
Zweck- war darin gegeben, daß man den Salzpreis in die Höhe
schraubte. Ethisch begründet wird diese monopolistische Preis¬
politik nun mit folgenden Argumenten. Noch niemals sei es mehr
vonnöten gewesen, die fürstlichen Einnahmen zu erhöhen, als
gerade jetzt , „alldieweilen mehrist dise hochpreislichiste beide
Heuser als mechtigste Säulen der wertisten Christenheit ihre
eisseriste chrefften lobwirdigist angegriffen, damit dem grausamben
Erbfeindt in seinem weltkhindigermassen gehabten bluetbegirigen
Vorhaben hat khönnen Hinterung gemacht werden und ohne disem
so gewaltigen Widerstandt diser 2 Potentaten das ganze Hail des
1 „weihlen das Reichenhall - und Hall - Intalisch Salz bis nacher
dem Baslischen und Solothurnischen
auch selbiger Enden wenigst
bis auf 22 Gulden gedachter Wehrung steigen thut .“
2 „Seitemahlen
das Absechen haubtsächlich
dahin gerichtet ist,
daß baide hegste Heuser einander (als ohne das vielfeltig bluetsverwahndt ) die Handt pietten und beiderseits Camergeföll helfen
vermehren
und verbessern .“
Kgl . Bayr . Allgem . Reichsarchiv
München a . a . O., Bl . 147 ff.
1
200
Drittes Buch : Monopole , Kartelle und Aktiengesellschaften
im Mittelalter.
auserwöhlten Volckhs Christi hegstens periclitiert hete . Welche Ge¬
fahren verrer abzuwenden es annoch unbeschreiblichen costen er¬
fordern wird et . Solchen grossen Costen aber beide Hofcamer billichist
aus eben jenigen Mitlen suechen muessen , die ihnen von dem Allmechtigen und der Natur vor andern Landschaften vermuetlich zu dem
Ende seint aus getlicher Vorsichtigkheit zuegeaignet worden , damit
sye hieraus den nervum belli gerendi pro ecclesia Christi erziechen
und bestreiten khönnen . Und nun also dar sich herfür thuet , dass
solche köstliche Kriegsarmatura wider so mechtigen Feindt allen
jenigen christlichen Völckhern zu guetem und ihrer Conservation
geraichet , welchen dise stattliche Gottesgab des payrischen und
Tyrolischen Salzes verkhauft und zuegefiehret wirdet , denen volglich auch nicht schwer fallen solle, einen mehrern Preiss hierfir zu
betzallen , indeme das gelt zu allgemeinen Heil und ad conserva¬
tionem totius wissentlich . . . appliciert wirdet V‘
Kartelle
in der
Calwer
Zeugindustrie
hunderts.
des 17. Jahr¬
Ein Kartell aus dem frühen 17. Jahrhundert erwähnt Walter
Troeltsch
in seiner „ Geschichte der Calwer Zeughandels¬
kompagnie “ 2. Im Archiv des Inneren zu Ludwigsburg 3 ist uns
der „interessante Entwurf eines Preiskartells zwischen .einer ge¬
samten Ferbergesellschaft zu Pforzheim und Cahv‘ von Laurenti
(10. August ) 1620 erhalten , der ursprünglich geheim gehalten , 1657
von der markgräflich badischen der Stuttgarter Regierung mit¬
geteilt wurde , um die frühere Handelsfreiheit zwischen beiden
Städten zu beweisen. Danach sollten die Kontrahenten auf drei
Jahre bei den gefärbten Waren bestimmte Verkaufspreise einhalten . Übertretungen waren erstmals mit Konfiskation , im
Wiederholungsfälle mit Ausschluß aus der Handelsgemeinschaft be¬
droht . Auch ein Minimallohn für das Färben der rohen Zeuge
1 A. a . 0 ., Bl . 147 ff.
2 Die Calwer Zeughandelskompagnie
und ihre Arbeiter . Studien
zur Gewerbe - und Sozialgeschichte Altwürttembergs . Jena 1897.
S. 30 . „ Zeuge “ sind glatte , schmale , wenig oder gar nicht gewalkte
Gewebe aus langhaariger Wolle.
3 Fase. 65 der Akten der Calwer Färberkompagnie . Laut
gütiger Mitteilung von Prof . Troeltsch.
1
Zweites Kapitel : Kartelle
des 14. bis 18. Jahrhunderts
.
201
war in Aussicht genommen. Um eine Umgehung der Preisverab¬
redungen zu verhindern, sollte jeder Färber die Geldsorten nicht
höher in Zahlung nehmen \ als sie angeschlagen und verrufen
waren.“
Hauptsächlich der gleichzeitigen Münzwirren wegen, die eine
Gebundenheit der Preise unmöglich machten, kam die Konvention
nicht zustande. Von neuen Kartellierungsversuchen der Pforzheimer und Calwer Zeughändler hören wir erst wieder im Jahre
1668. Aus diesem Jahre „ist eine Vereinbarung zwischen den
Zeughändlern beider Orte vorhanden, die sich auf die Bedingungen
des Verkaufs gewisser Waren in Leipzig und beim polnischen Handel,
in Nürnberg und Augsburg, bezieht“ 2.
Kartelle
in Brandenburg
im 17. Jahrhundert.
Die folgenden Bestimmungen Friedrich Wilhelms aus einem
Rezeß vom 26. Juli 1653 (§ 44) beweisen, daß auch im Brandenburgischen schon unter dem Großen Kurfürsten Kartellierungs¬
versuche vorkamen: „ Demnach wir auch berichtet worden, dass die
Hopfen-Führer sich untereinander wie hoch sie den Hopfen ein¬
kaufen wollen, verbinden, und wer dawider handelt unter sich
strafen : So wollen wir solch schädliche Monopolia nicht dulden,
sondern durch öffentliche Edicta verbiethen, auch dem Magistrat
jedes Orths anbefehlen, hierunter mit Fleiss zu inquirieren und die
Delinquenten gebührlich darüber strafen.
Und weil auch Klagen eingekommen, dass die Tuchmacher
einen Preis der Wolle setzten, was sie nemlich den Edelleuten,
Priestern, Bauern und Hirten vor einen Stein Wolle geben wolten,
als wurde ferner in gedachten Recesses Anhang § 5 gesetzet: An
denen Monopoliis und dass etzliche Handelsleute und Handwerker
wegen des Korns-, Viehs- und Woll-Kauf etc. zu Schaden ihres
Nechsten unziemliche
Verknüpfungen
machen,
1 Vgl. hierzu die analoge Bestimmung in den §§ 15 und 16 des
Kartellstatuts
der Naumburger und Weißenfelser Bettfedernhändler
aus dem Jahre 1743 . Historisches Jahrbuch 1911 . S. 60.
2 Troeltsch
a . a . O., S. 96 Anm . 3. Für die Aktenstücke
vgl . Archiv des Inneren zu Ludwigsburg , Fase . 23 (1668 ) der Akten
der Färberkompagnie , Stück 1 und 2 . Nach gütiger Angabe von
Prof . Troeltsch.
202
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
tragen wir keinen Gefallen, es soll auch solches hiemit verbothen
sein. . . .“ 1
Begründet wird das Kartellierungsverbot durch den Großen
Kurfürsten mit einem charakteristischen Hinweis auf die „Freiheit
der Commerden“, die dadurch verhindert würde. Wir sahen früher,
daß ein Sittenprediger des beginnenden 16. Jahrhunderts , Geiler
von Kaisersberg, genau denselben Grund für seine Bekämpfung der
Syndikate mit geltend machte.
Kartellbildungen
industrie
in der böhmischen
des 18. Jahrhunderts.
Glas¬
Zum besseren Verständnis einiger Kartellerscheinungen in der
böhmischen Glasindustrie des 18. Jahrhunderts sei das folgende
vorausgeschickt: Das böhmische Glas hatte sich im Verlaufe der
zweiten Hälfte des 17. Jahrhunderts zu einem Welthandelsartikel
emporgeschwungen2. Diese Ausweitung des Absatzes war in
erster Linie das Verdienst eines (zumeist aus bäuerlichen Kreisen
hervorgehenden) unternehmungs- und wanderlustigen Glashändler¬
standes, eines Hausierertums 3, das zunächst mit dem Glaspack,
mit der Glaskiepe, auf dem Rücken, dann mit der Schubkarre und
schließlich mit Fuhrwerk und zu Schiff das böhmische Glas in die
Nähe und in eine immer mehr wachsende Ferne absetzte. Nach
Norddeutschland, „nach Polen und den Ostseeländern, nach Ruß1 Vgl. P. J. Marperger,
Neueröffnetes
Handelsgericht
Hamburg , o. J, , S . 330.
2 Vgl. für das folgende besonders Edmund
Schebek,
Böhmens Glasindustrie und Glashandel . Quellen zu ihrer Geschichte.
Prag 1878.
3 Wir können es hier dahingestellt sein lassen , aus welchen Be¬
völkerungselementen
die böhmischen Glashändler hervorgingen . Zum
Teil wohl aus dem Veredelungsgewerbe , aus den Kunsthandwerken,
die , um die Glashütten sich lagernd , berufsmäßig das „ Malen , Ver¬
golden , Schneiden , Reißen “ des Rohglases besorgten . ( In dieser
Veredelung bestand lange Zeit der Vorzug , das Monopol der böhmi¬
schen Glaswaren .) Zum Teil aber gelangten auch ursprünglich
betriebsfremde Frachtführer in die Hän dl erschaff , indem sie sich mit
den akkumulierten Verfrachtungsgewinnen
als Grund - und BetriebsKapital selbständig machten . Schließlich aber dürfte wohl Salz
recht haben , wenn er die Glashändler meist als Familienangehörige,
als jüngere Söhne usw . der Glasproduzenten , der Glashüttenmeister
anspricht . Salz,
Geschichte
der böhmischen Industrie , S. 241 ff.
1
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
203
land bis Moskau und vielleicht weiter, nach Holland, Italien, Ungarn
und Siebenbürgen, nach der Moldau und Wallachei bis nach Adria¬
nopel hinab ziehen die kühnen Männer aus Nordböhmen. Das
Meer steckt ihren Fahrten keine Grenzen. Von Stralsund segeln
sie nach Riga, von Hamburg nach London und von Varna nach
Konstantinopel; Kopenhagen und Stockholm werden aufgesucht
und über Archangel in wenig Jahren viel ,hundert Tausend Glas“
in das Innere von Rußland vertrieben. Frühzeitig müssen sie auch
mit ihren Waren an den Küsten von Portugal und Spanien— von
Cadix wird es aus dem Jahre 1691 ausdrücklich berichtet — ge¬
landet, sein, welche Länder später nebst Holland die Hauptemporien
ihres überseeischen Handels werden sollten V‘
Mit der allmählich wachsenden Ausdehnung des böhmischen
Glashandels über einen großen Teil Europas ergab sich zweierlei
für die Fortentwicklung der böhmischen Glasindustrie besonders
Wichtiges. Einmal erfolgte eine ungeahnte Vermehrung der Glas¬
hütten in ganz Böhmen 2und ein Eindringen auch fremder Kapita¬
listen in die Produktion. Gleichzeitig aber ging der böhmische
Glaswarenhandel — wenigstens in seiner bedeutungsvollsten
Spitze 3 in
—
einen Meß- und Markthandel und bald zu der Er¬
richtung dauernder fester Faktoreien, besonders in den wichtigsten
Seehandelsplätzen, über. Im Verlaufe des endenden 17. und des
18. Jahrhunderts wurde schnell hintereinander „der Küstensaum
des europäischen Festlandes von St. Petersburg bis Konstanti¬
nopel mit solchen Niederlassungenbesetzt. Man findet deren ver¬
zeichnet zu St. Petersburg, Reval, Libau, Riga, Kopenhagen,
Lübeck, Hamburg, Bremen, Amsterdam, Leyden, Haag, Rotter¬
dam, Dordrecht, Middelburg, Bordeaux, San Sebastian, Bilbao,
Santander, Ferrol, Coruna, St. Jago, Vigo, Oporto, Lissabon, Sevilla,
Cadix, Malaga, Valencia, Alicante, Barcelona, Marseille, Livorno,
Neapel, Palermo, Ancona, Triest, Konstantinopel. Von den Nieder1 Schebek
a . a . O., S. III.
2 Schon zu erkennen aus Balbinus , Miscellanea historica regni
Bohemiae . Pragae 1679 . I, Cap . 21. Vgl . Schebek
a . a . O.,
S. XI ff.
3 Natürlich trieben noch immer die untersten , erst im Empor¬
steigen begriffenen Schichten des böhmischen Glashändlertums
mit
der Glaskiepe auf dem Rücken oder dem Schubkarren ihr Gewerbe
im Umherziehen.
1
204 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
lassungen aus, zu denen noch einige in Binnenstädten, wie zu
Madrid, Valladolid, Mailand, Lyon, Paris, Nancy, Straßburg, Brüssel,
Amersfort, Utrecht, Leeuwarden und Frankfurt a. M. kamen, ver¬
sorgten die Glashändler die inneren Märkte und streckten ihre
Fühler immer weiter über die See hinaus. Es wurden sogar einige
Etablissements in fremden Weltteilen, als zu Smyrna, Beyrut,
Kairo, Mexiko, Baltimore und Neuyork, errichtet L“
Eine derartige Ausbreitung des Flandels mit böhmischen Glas¬
waren war nur einzig und allein dadurch möglich geworden, daß
die Händler sich zu jenen bedeutungsvollenGlashandelskompagnien
zusammengeschlossenhatten , die den böhmischen Glashandel in
seiner Blütezeit beherrschten. Die Arbeitsteilung in den Handels¬
gesellschaften war die folgende: Das Gesellschaftshaupt, oft mit
dem Familienhaupt identisch, blieb zu Hause, besorgte den Ein¬
kauf der Waren von den Glashüttenmeistern, die Verpackung, Buch¬
führung, Berechnung usw. Die jüngeren Teilhaber zogen hinaus
in die fremden Faktoreien und leiteten von dort aus den Vertrieb
weiter. Bald erweiterte sich dabei der Umkreis der Geschäfte
mancher böhmischen Glashandelskompagnien noch bedeutend. Um
allen Ansprüchen der Glaskäufer entgegenkommen zu können und
um keine fremde Konkurrenz in die Höhe kommen zu lassen, wurden
zunächst die Glaslager der Kompagnien nach jeder Richtung hin
komplettiert. So „mit bairischem Tafelglas, mit Thüringer und
englischen Glaswaren, später auch mit Paderborner, Münzthaler,
holländischem, belgischem und französischem Glas“. Dann aber
wurde überhaupt der Aktionskreis über diesen Glashandel hinaus
erweitert. Außer Glas wurden mitunter noch andere Artikel
böhmischen Ursprunges, namentlich Leinwand,
in den Nieder¬
lagen geführt. In Portugal ging man nach dem dortigen Glas¬
einfuhrverbote ganz zu Leinwand über. In „ Spanien warf man
sich auch auf holländische Thonwaren, auf Remscheider
Eisen waren , auf Nürnberger,
englische und andere
Waren, was man insgesamt unter der Benennung „Kramerei“ be¬
griff. Ähnlich wurde es in Amsterdam, und vielleicht auch ander¬
wärts gehalten. Dazu kamen noch die Artikel, die man in Tausch
für Glas annahm, wie Tabak in Spanien, Pelzwerk und Juchten
in Rußland“ 2. So war aus dem Handel des böhmischen Glas1 Sc h e b e k a. a. O., S. V.
2 Schebek
a. a. O., S. Vf.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
205
hausierertums
ein nennenswerter Zweig des Welthandels er¬
wachsen 1
Auf Grund des Vorausgeschickten ist es uns möglich, zu einer
kurzen Darstellung der aus dem Arbeitsgebiet der böhmischen Glas¬
industrie und des böhmischen Glashandels uns bekannt gewordenen
Kartellbestrebungen überzugehen . Eine eigenartige Konven¬
tion schlossen im Jahre 1715 (10. Oktober ) alle böhmischen
Glasproduzenten (Verleger) und Glashändler , die nach Portugal
exportierten . Wir müssen bei dem Vertrage , der diese Verabredung
festlegte , etwas länger verweilen:
In der Arrenga wird ausgeführt , daß noch vor zehn Jahren
ein sehr gutes Geschäft nach Portugal zu machen war . Jeder
Handelsmann sei auf seine Rechnung gekommen , von dem reich¬
lichen Verdienst wäre „sowohl der Verleger als der Glasarbeiter
jederzeit richtig bezahlt worden “. Dagegen sei jetzt das portu¬
giesische Geschäft in denkbar schlechter Verfassung . Wenn man
nach Abschluß des Friedens auf Besserung hoffen wolle, so sei es
nötig , die unredlichen Elemente auszuschalten , die sich im böhmi¬
schen Glasgeschäft in Portugal breit gemacht hätten . Das seien
unehrliche Händler , die von den Verlegern auf Kredit Waren
nähmen , in Portugal dann verschleuderten . Der Verleger werde
zumeist nicht oder nicht völlig bezahlt , zugleich werde aber auch
den ordentlichen Händlern eine empfindliche Konkurrenz geboten.
Um hier Wandel zu schaffen , habe man bedacht , „dass alle
andere Professionen , Commercien und Handelschaften in allen
Ländern und Städten durch nichts anderes , als durch gewisse
Statuten , Articul und Gesetze ihren Anfang genommen , durch
diesen in ihrem Stand und Flore , auch in geliebter Ordnung erhalten
worden “. So müßten also auch die böhmischen Glashändler , die
nach Portugal Handel trieben , sich „ Statuten “ setzen ', eine „ Confoederation und Gemeinschaft “ untereinander und mit den für den
portugiesischen Export in Frage kommenden Glasproduzenten
schließen . Die wesentlichen Punkte des aus solchen Erwägungen
hervorgehenden Kartellstatuts lassen sich wie folgt zusammen¬
fassen :
1. Jeder , der nach Portugal oder Algarbien Glashandel aus
den allein in Betracht kommenden vier böhmischen Flerrschaften
(Oberliebich , Bürgstein , Böhmisch -Kamnitz , Neuschloß ) treiben
wollte , mußte sich „bei der Ausfuhr bei seinem Verleger , wo er das
206
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter. •
Glas nimmt, “ schriftlich verpflichten , den Kartellvorschriften ge¬
treulich nachzukommen . Er hatte dann „ eine Attestation und
Zeugenschafl , daß solches geschehen “ sei, mit nach Portugal zu
bringen.
2. Bcx seiner Ankunft in Portugal hatte der Händler den
Kartellgenossen das Attest des heimischen Verlegers vorzuweisen
und noch einmal zu geloben, den Kartellbestimmungen gemäß sein
Geschäft zu treiben.
3. Keiner der Kartellkontrahenten durfte — bei 100 Reichs¬
tag Konventionalstrafe — „einiges Glas an einen solchen Menschen,
der di<;:es wiederum zu unserm Schaden verhausieren “ wollte,
verkaufen.
4. Sofern einem der Kartellgenossen „ eine Noth zufallen
sollte , dass er sein Waar verkaufen und die Logi verlassen müsste “,
solle er einem der Kontrahenten der „ Konföderation und Ge¬
meinschaft “ die Restbestände seines Warenlagers anbieten . Er¬
klärt sich keiner davon zur Übernahme bereit , so' übernimmt das
Kartell als solches käuflich die Waren und verteilt sie unter seine
Mitglieder.
5. Den Outsidern , die sich nicht den Kartellkontrahenten an¬
schließen , vielmehr ihr Glas „verschwenderisch an ein wiederum
damit hausierendes Gesindel verkaufen “, wird Erzfeindschaft zu¬
gesichert . Namentlich soll „ einem solchen Menschen von keinem
Verleger einiges Glas mehr ausgefolgt werden “.
Im § 6 wird Vorsorge getroffen , daß die Bestimmungen des
Kartells nicht von böswilligen Komparenten umgangen werden
können . So soll z. B. jedem Kartellmitglied zwar natürlich erlaubt
sein, „ Glas kistenweis aus dem Königreich Portugal in andere
Länder zu verführen “, jedoch soll kein Scheinexport Vorkommen,
d . h. keiner darf sein Glas gerade nur vor die Stadt führen und
„solches an bemeltes Gesindel verkaufen “, welches es hernach
wiederum in die Stadt bringe und zum Schaden der kartellierten
Firmen verhausiere ' .
1 Die Hinzufügung „ auch mit dem expressen Reservat , daß die
bisherige holländische
Compagnie,
mit dieser portugie¬
sischen Gemeinschaft nicht eonfundiret und von derselben das Glas
nach Belieben nacher Portugal eingeführt werden möchte , sondern
präcise was von Haus attestirter vermög 1. und 2. Punctes dahin
abgeschicket wird , soll es darbei festiglich sein Bewenden haben “ ,
*1
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
207
In § 7 wird den böhmischen Glasproduzenten, den Glas¬
verlegern, der Dank dafür abgestattet , daß sie durch das Ver¬
sprechen, nur an die kartellierten Firmen liefern zu wollen, das
Zustandekommen des Kartells überhaupt erst ermöglichten. Der
Dank bestand darin, daß die Karteilkontrahenten sich verpflichteten,
die Verleger tunlichst vor Verlusten zu bewahren.
§ 8 bestimmte über die Verteilung der einlaufenden Strafgelder
das folgende. Ein Drittel davon soll zu religiösen Zwecken, ein
weiteres Drittel für die Bedürfnisse des Kartells verwendet werden.
Das letzte Drittel versprechen die Kartellierten an diejenige der
obengenannten vier böhmischen Herrschaften abzuliefern, deren
Untertan jeweils die Strafe zu zahlen hatte.
In § 9 behielten sich die Kartellkontrahenten im Notfälle eine
Abänderung der Statuten vor.
In § 10 erfahren wir, daß sie bei den „vier hohen herrschaft¬
lichen Ämtern (dann zu Dato sonsten von keinem Ort einiges Glas
nach Portugal abgehet)“ um Genehmigung ihrer Kartellstatuten
mit Erfolg nachgesucht hatten *.
Leider sind wir nicht darüber unterrichtet , ob das Kartell die
von seinen Kontrahenten gewünschte Wirkung zeitigte.
Einige Jahrzehnte später kam es im Gebiet der böhmischen
Glasindustrie wiederum zu einer Syndikatsbildung. Allerdings
vereinigten sich diesmal nicht Glasproduzenten und Glashändler
zu gemeinsamem Vorgehen gegen eine Schleuderkonkurrenz der Giashändler; vielmehr schlossen sich die böhmischen Glasproduzenten
(Glashüttenmeister, d. li. Besitzer der Glashütten) gegen die Gesamt¬
heit ihrer Abnehmer zusammen. In einer Beschwerdeschrift, welche
die Glashändler auf den Herrschaften Kamnitz, Bürgstein, Reich¬
stadt , Neuschloß, Ober-Liebich, Tetschen und Meistersdorf gegen
die dortigen Glashüttenmeister an die Regierung abgehen ließen 2,
ist mir nicht ganz verständlich . Namentlich müßten nähere spezielle
Untersuchungen Aufklärung darüber verschaffen , ob mit . der „ holländi¬
schen Kompagnie “ ein ähnliches Kartell , wie das hier besprochene,
der nach Holland handelnden
böhmischen
Glashändler
zu ver¬
stehen ist.
1 Die Bestätigung der Genehmigung ist dem Kartellinstrument
am Schlüsse beigefügt . Schebek
a . a . O., S. 363.
2 Die Beschwerdeschrift
ist uns mit einem dazugehörigen Gut¬
achten des Direktoriums in publicis et cameralibus erhalten . Original
208
Drittes Bach: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
heißt es: „Die Glashüttenmeister [d. h. die Besitzer der Glas¬
hütten ] haben anno 1739 in dem Stadtl Czistitz [Cechtitz], Czaslauer Kreises eine, ihnen, Glashändlern, nachtheilige Bündnuss er¬
richtet , vermög welcher sie einstimmig das Glas in höhern Preis
zu geben und kleinere Gattung und Maass zu machen und einige
Gattungen gar nicht mehr zu verfertigen unter einer Straf von
100 Kremnitzer Dukaten beschlossen und erst neulich abermalen
das Glas um 30 Kr. künftig theurer zu geben erinnert hätten .“
Auf Vorstellungen der Regierung hin antworteten die Hütten¬
herren : „Die Einverständniss wegen Erhöhung des Glaspreises wäre
von darum gepflogen und die Straf dabei ausgemessen worden,
weilen viele Glashüttenmeistere schlechte Glaswaaren verfertigt,
hierdurch das commercium geschwächet und einer dem andern
geschadet hätte .“ Wenn sie durch ihreVereinbarung höhere Preise
zu erzielen beabsichtigt hätten , so wäre das in der Geschäftslage
begründet gewesen. Die Rohmaterialien seien teurer geworden,
z. B. sei Pottasche sehr im Preise gestiegen usw. Die Entscheidung
der Regierung steht noch ganz und gar auf dem kartellfeindlichen
Standpunkte der mittelalterlichen Wirtschaftsethik, ein Standpunkt,
den sich die österreichische Gesetzgebung bekanntlich bis heute
bewahrt hat . Da heißt es in dem Votum der Regierung vom
10. August 1750: „Es streite wider die rationem commercii wann
die Fabrikanten über die-Erhöhung des Preises ihrer fabricatorum
Parti cular-Verträge errichten und dardurch nicht allein die Handels¬
leute, sondern auch das Publicum bedrucken, mithin ist kein An¬
stand, derlei conventiones nicht allein pro praeterito zu cassiren,
sondern auch pro futuro zu verbieten. Sollte aber ein oder der
andere Professionist schlechte Ware machen und damit zu schleudern
anfangen, mithin die Ware in discreditu bringen, so stehet denen
Mitmeistern frei, darüber bei denen Vorgesetzten Instanzien die
Remedur zu suchen.“
Kartelle
in Schweden , Frankreich
im 18. Jahrhundert.
und
Sachsen
Auf ein recht bemerkenswertes Syndikat aus der ersten Hälfte
des 18. Jahrhunderts in Schweden macht Beck aufmerkim k. k. Archiv des Minist, des Innern zu Wien. Bohemica IV.
F . 1595—1791. Abgedruckt bei Schebek
a. a. O., S. 365ff.
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts.
209
sam 1. Um den darniederliegendenEisenhandel zu kräftigen, wurde
1745 vom schwedischen Reichstag „ der Beschluß gefaßt, die Hütten¬
besitzer zu veranlassen, unter sich Summen zusammenzuschießen
und, auf diese gestützt, sich gegenseitig einen gewissen niedrigsten
Verkaufspreis zu garantieren (Syndikat, Ring). Zur Verwaltung der
Fonds und Ausführung der Maßnahmen, welche zur Erhaltung und
Durchführung dieses Abkommens nötig waren, wurde ein Aus¬
schuß mit dem bleibenden Sitze in Stockholm erwählt. Das ganze
Institut erhielt den Namen „Eisenkontor“ (Jernkontor). Die Ab¬
gabe zur Bildung des Fonds wurde auf 1 Kupfertaler (10 Pf.) von
jedem Schiffspfund, das zur Wage gebracht wurde, festgesetzt;
nach einem späteren Abkommen mußte der Käufer diese Abgaben
erlegen. Mit diesen Summen sollten auf den großen Eisenmärkten
Einkäufe gemacht werden, wenn der Preis unter die bestimmte
Grenze zu fallen drohte. Auch sollten die Hüttenbesitzer, wenn
sie nicht an ihren Preis kamen, ihr Eisen deponieren und Summen
zu 4 % Zinsen darauf aufnehmen. Die vier Bevollmächtigten
wurden jährlich in einer Versammlung vier Brak-Sozietät 2 gewählt.
Gleich beim ersten Markte zu Gothenburg trat das neue Institut
mit großem Erfolge in Aktion. Es gingen im ersten Jahre über
300 000 Kupfertaler ein.
Der ursprüngliche Plan wurde später, 1766, dahin abgeändert,
daß man den Einkauf auf den Märkten fallen ließ, dagegen Hütten¬
besitzer, die aus Mangel an Betriebsfonds zu niedrigen Preisen
verkaufen mußten, durch Vorschüsse unterstützte , was sich um so
besser durchführen ließ, als das Eisenkontor nach und nach ein
großes Vermögen gesammelt hatte und ihm von den Reichsständen( !)
überdies ein Kredit von 900 000 Mk. zu geringem Zins bei der
Hauptbank eröffnet worden war.“ Das „Eisenkontor“ hat lange
Zeit bestanden und sehr viel für Schwedens Bergbau und Hütten¬
wesen geleistet. Es wäre zu wünschen, daß der hochinteressanten
Organisation eine besondere Monographie von sachkundiger Seite
gewidmet würde.
1 Beck, Geschichte
des Eisens . III . Bd ., S. 1103— 1 109.
Nach M. Meyer,
Eisenhüttenwesen
in Schweden 1829 . S. 21.
2 Eine Vereinigung der schwedischen Hütten - und Hamincrherren mit der Absicht , neben Wahrung ihrer eigenen Interessen
das Eisenliüttengewerbe
in Schweden zu fördern . Beck a . a . O.,
III . Bd ., S. 1102.
14
Strieder
, Studien z. Gesch . kapitalist . Organisalionsfonnen.
210 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Eine Anzahl von Kartellen französischer Kaufleute und Fabri¬
kanten erwähnt Germain
Martin in seiner „ Geschichte der
französischen Industrie im Zeitalter Ludwigs XV.“ 1Wiederum,
wie so oft, ist es die Montanindustrie, die auch hier die fortgeschrit¬
tensten kapitalistischen Organisationsformen gezeitigt hat . ln der
Mitte des 18. Jahrhunderts gewahrt mau, daß die verschiedenen
Bergwerks-Unternehmer und Besitzer der Languedoc Konventionen
miteinander abgeschlossen haben, laut denen sie die Kohle reihum
zu festbestimmtein Preise verkaufen 2. Martin erwähnt noch einige
andere Industriekarteile. Hier sei darauf hingewiesen, daß es nach
Sa vary im Frankreich des 18. Jahrhunderts auch Handelskartelle in größerer Anzahl gab. Dabei muß es freilich dahin¬
gestellt bleiben, oh der gelehrte kaufmännische Theoretiker Ver¬
einbarungen von nur kürzerer oder auch von längerer Dauer im
Auge hat 3.
Aus der sächsischen Wirtschaftsgeschichtedes 18. Jahrhunderts
mögen wenigstens zwei Kartellbildungen erwähnt werden. Im
Jahre 1772 einigten sich die Plauenschen (innungsmäßig organi¬
sierten) Textilwarenhändler mit ihren Innungsverwandten von
Ölsnitz, MübJtroff, Elsterberg und Pausa zu folgender Konvention.
1 G. Martin,
La grande industrie en France sous le règne
de l.ouis XV . Paris 1900 . S. 228 fl.
2 Ma v l i il a . a . O., S. 229.
51 . a c c) u c s S a v a r y , Le parfait négociant etc . 2 Bde.
2. Auf ], Genf 1752 . I. S. 395 .
. . les plus puissans marchands
font ensemble des sociétés anonymes ( !), ou inconnues . . . qui ayant,
accappeté ex acheté dans le pays des autres petits marchands , toutes
leurs marchandises pour les porter aux foires et marchés , y mettent
tel prix qu 'ils veulent et par ce moyen , il faut que ceux qui veulent
acheter passent par leurs mains , à moins de s’en retourner sans rien
acheter . Ces sortes de sociétés sont à proprement parler des mono¬
poles , qui sc font contre le bien public et qui renversent l’économie
du commerce . J ’ai vû autrefois dans des foires pareilles choses
arriver ; les marchands qui étoient pour vendre se tenir fermes et
ne la donner de concert qu ’à un même prix . . .“ Oft kamen dann
Gegenkartelle der Käufer zustande , Savary,
1 . c. S. 395 . Inter¬
essant ist es, daß auch nach der strengen Wirtschaftsethik des 16. Jahr¬
hunderts solche Gcgenkartelle als Notwehr ethisch erlaubt waren.
„Quando vero venditores monopolium facerent , tunc juste emptores
quasi vim vi repellentes possent convenire inter se , ut nullus nisi
certo pretio emeret ." S c a c c i a , a . a . O., S. 300 , nach Sot . de
iusticia et iure lib . 6 qu . 2 articul . 3 col . 3 in fine.
1
Zweites Kapitel : Kartelle des 14. bis 18. Jahrhunderts .
211
Vor Beginn jeder Leipziger Messe wurde für jede Gattung Waren
ein Minimalpreis festgesetzt , unter
welchem keiner der Kon¬
trahenten verkaufen durfte . Dagegen war es den betreffenden
Firmen erlaubt , über den festgesetzten Preis hinaus zu Verkaufen,
soviel sie konnten und wolltenL
Guten Quellen 2 zufolge hatte
diese Konvention sofort die günstige Folge, daß der eingerissenen
Warenverschleuderei ein Ziel gesetzt und ein gesunder Absatz ein¬
geleitet wurde 3.
Die Tendenzen der Ausschaltung eines unnötigen Konkurrenz¬
kampfes (mit seiner preisdrückenden Wirkung ), wie sie in der
zweiten Hälfte des 18. Jahrhunderts in Sachsen in der Luft lagen,
kommen im Jahre 1780 zu noch vollerer Entfaltung als 1772. Im
Jahre 1780 vereinigten sich elf größere vogtländische Baumwollwarenhändler „ zu einer unter der Firma ,Haussner und Compagnie*
zu errichtenden gemeinschaftlichen Niederlage in Plauen , welcher
jeder Verleger seine Waren nach Belieben zum Verkauf übergeben
konnte , so daß diese Niederlage ein Kommissions - oder Kon¬
signationslager darstellte . Ein Zwang für die Innungsmitglieder
entstand dadurch ebensowenig als ein Monopol daraus hervorging.
Diese Sozietätshandlung überhob vielmehr eine Zahl sonst selbst
zum Verkauf ausstehender kleinerer Händler des Meßbesuches und
gab die Möglichkeit der Einhaltung von allen Beteiligten zugute
kommenden gleichen Preisen , auch gleichzeitig Gelegenheit , daß die
weniger vermögenden Verleger auf diesem Wege eventuell schneller
zu ihrem Gelde kommen konnten , weniger Risiko hatten und
nötigenfalls sogar auf die niedergelegten Waren Vorschuß erhielten.
1 Louis
Bein , Die Industrie des sächsischen Voigtlandcs.
Wirtschal 'tsgeschichtliche
Studie .
II . Teil . Die Textilindustrie.
Leipzig 1884 . S. 84.
2 Über den Wert der „ Meßbcrichte '' als Quellen der sächsischen
Wirtschaftsgeschichte
des 18. Jahrhunderts . Vgl . Bein
a . a . O.,
S. 57.
3 Es wäre durchaus verfehlt , die Konvention
von 1772 als
„Zunftbestimmung “ aus dem Kreise der Kartellgeschichte
ver¬
weisen zu wollen . Mit Recht betont Bein , daß es der Innungs¬
einigung
nicht gelungen war , die Verkaufspreise in feste Normen
zu bringen . Man mußte „ zur Erreichung dieses Zweckes zu einem
auch modernen Hilfsmittel , zur Bildung von Koalitionen “ greifen.
A . a . O., S. 84 . Vgl . auch S. 86, die Weigerung der Regierung , solch
freiwillige Übereinkünfte
der Unternehmer
landesherrlich
zu kon¬
firmieren.
14 *
212 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Diese Sozietät erwies sich dann auch , da ihre Bestrebungen sich
von jeglichem Zwang fernhielten , also, wie gesagt , ein monopolisti¬
sches Vorgehen damit nicht verbunden war , als den Erwartungen
entsprechend und als günstig für die Manufaktur im allgemeinen 1.“
Drittes Kapitel,
Monopole , Kartelle und Aktiengesellschaften
im sächsischen Zinnhandel des 15, und 16.Jahr¬
hunderts.
Im Verlaufe des 15. Jahrhunderts hatte sich im sächsischen
Zinnbergbau eine Entwicklung vollzogen, die die meisten Gewerken
immer mehr in Abhängigkeit von reichen Kapitalisten brachte 2.
Die Zinngewerken ■—■im allgemeinen den ärmeren Schichten der
Bevölkerung angehörig 3 vermochten
—
je länger um so weniger
das nötige Geld aufzubringen , um die wachsenden Unkosten zu
decken . Ganz allgemein bildete sich daher bei ihnen die Gewohnheit
heraus , Verlag zu nehmen , d. h. gegen Vorschußempfang ihr Zinn¬
produkt an bestimmte Kapitalisten zu liefern 4. In der zweiten
Hälfte des 15. Jahrhunderts und vielleicht schon früher war der
Verlag der Zinngewerken („Zinnkauf “ genannt ) eine vielfach übliche
1 Bein a . a . O., S . 88/89.
2 Vgl. J . Falke,
Geschichte
der Bergstadt
Geyer in Mit¬
teilungen des Kgl . Sachs . Vereins für Erforschung
u . Erhaltung
vaterländischer
Geschichts - und Kunstdenkmale . 15. Heft . 1866.
S . 25 ff.
3 Für das 16. Jahrhundert
cfr . J . Falke,
Die Geschichte des
Kurfürsten August von Sachsen in volkswirtschaftlicher
Beziehung.
S. 175.
4 Für die schlesischen Zinnbergwerke läßt sieh dieselbe Ent¬
wicklung konstatieren . Steinbeck,
Geschichte d. schlesischen
Bergbaues . II . Bd ., S. 10. Ebenso für Böhmen . A. v . Sclieurl,
Cristoff Scheurl . S. 30 . Für die Erscheinung
in England vgl.
Levy,
Monopole , Kartelle und Trusts in ihren Beziehungen zur
Organisation der kapitalistischen
Industrie . Dargestellt an der Ent¬
wicklung in Großbritannien . S. 5, 24 ff ., 46 f. Dazu ferner G. B.
Lewis,
The stanneries , a study of the english tin miner . Harvard
economic studies . Vol . III . Boston u . New York 1908 , besonders
S. 213 ff.
Drittes Kap. : Monopole, Kartelle u. Aktienges. im sächs. Zinnhandel usw. 213
Form der Kapitalanlagé . In aen letzten Jahrzehnten des Jahr¬
hunderts gediente sich selbst der Landesherr des „ Zinnkaufs “ zur
Anlage überschüssiger Gelder . In einem „Hauptbuch “ der säch¬
sischen Finanzverwaltung unter Albrecht dem Beherzten (von
1489—1497 reichend ), das ich im Dresdener Hauptstaatsarchiv
gefunden habe 1, ist von 1491 an der Herzog von Sachsen als Teil¬
haber einer Gesellschaft aufgeführt 2, die den „Zinnkauf “ in Sachsen
im obengenannten Sinne betrieb.
Schon um 1470 war übrigens von seiten eines herzoglichen
Zehntners zu Geyer usw. der Vorschlag gemacht worden , der Herzog
solle, um den Zinnzehnten „im guten Fortgang “ zu erhalten , selbst
das Zinn in der Flöße (wo es fertig gemacht wurde ), aufkaufen.
Dann würden die Zinngewerken „um so kühnlicher die Bergwerke
bauen “ 3. Da es dem Herzog für eine solche Verstaatlichung des
sächsischen Zinnverlags und damit des sächsischen Zinngroßhandels
an dem nötigen Kapital fehlte , kam nur die oben angeführte Teil¬
haberschaft des Herzogs an der Zinnkaufsgesellschaft zustande.
Näheres über diese ältere Zinnkaufsgesellschaft hat sich nicht beibringen lassen . Wir müssen ès also dahingestellt sein lassen , ob
die jüngere „ Gesellschaft des Zinnkaufs “ resp . des „Zinnhandels “,
die uns seit 1497/98 in ziemlich scharfer historischer Beleuchtung
begegnet , mit ihr identisch ist bzw. als ihre Fortsetzung zu gelten
hat . Im höchsten Grade wahrscheinlich ist ein solcher Zusammen¬
hang immerhin.
1 Alexander Puff hat , vornehmlich auf Grund dieses Haupt¬
buches , das sächsische Finanzwesen von 1488— 1497 eingehend dar¬
gestellt.
2 Haupt- Staatsarchiv
Dresden . Loc . 8678 . Hof - u . Haus¬
haltungssachen Herzog Albrechts . Bl . 180 , zu den Jahren 1491— 1492:
„2000 fl . in zcinlcauf gelegt uffs nau jar .“ Bl . 195, zu den Jahren
1492— 1493 : „ 200 fl . vom zcin -kauffe entpfangen .“ Bl . 226 , zu den
Jahren 1493— 1494 : „190 fl . Austeilunge des zcinkaufs halben ; An
2 fassen zcines 8 *4 fl . u . an 20 fl . müntz entpfangen uffs nau jar im
94 ,cn. Ist von 5 virtl jars .“ Bl . 261“, zu den Jahren
1494— 1495:
„200 fl. Austeilunge des zcinkaufs halben .“ Bl . 291a, zu den Jahren
1495— 1496 : „200 fl . des zcinkaufs halben .“ Bl . 323 “, zu den Jahren
1496— 1497 : „200 fl . des zcinkaufs halben entpfangen .“ Aus dem
Worte „Austeilung “ schließe ich , daß es sich um eine Gesellschaft
handelt , deren Mitglied der Herzog im Jahre 1491 durch seine Ein¬
lage von 2000 fl. wurde.
3 Falke,
Geschichte der Bergstadt Geyer , a . a . O., S. 26.
2
214 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Die
privilegierte
..Gesellschaft
von
des
Zinnkaufs“
1498— 1500.
Hauptquellen
: Ein ziemlich genaues Urteil über das
Wesen der „Gesellschaft des Zinnhandels“ l , Uber ihre Stellung im
öffentlichen Recht, ihre Organisation im Innern und ihre Geschäfts¬
führung ermöglichen uns u. a. die folgenden Hauptquellen:
1. Das Privileg, das ihr Herzog Georg von Sachsen am 6. März
1498 ausstellen ließ. Im Hauplstaatsarchiv zu Dresden Loc. 7414,
den Zinnhandel betr . 1497— 1544 , Bl . 9. Im folgenden zitiert als
Loc . 7414 , Nr . 2. Von mir im Anhang abgedruckt.
2. Zwei Gutachten über einen Prozeß , den der Leipziger Jurist
Dr . Cristoff Kuppener mit der Gesellschaft führte *. Handschrift¬
lich im Kgl , Preuß . Staatsarchiv zu Königsberg i. Pr ., Msc . A. 34 Fol .,
Bl . 199 ff. und Bl . 204 ff . Das handelsgeschichtlich
Wichtigste der
Gutachten habe ich gleichfalls im Anhang wiedergegeben.
Wenn man den Eingang des obengenannten Privilegs für sich
betrachtet, so kann man auf den Gedanken kommen, die „ Gesell¬
schaft des Zinnhandels“ habe erst mit dem Ausstellungstermin
dieser Urkunde ihren Anfang genommen. Das ist jedoch nicht der
Fall. Die Urkunde stellt nur eine starke Privilegierung einer schon
früher bestehenden Gesellschaft dar 3.
1 Das scheint der offizielle Name der Gesellschaft gewesen zu
sein . Aber auch Zinnkaufsgesellschaft
kommt als Bezeichnung für
sie vor.
2 Über Dr . Cristoff Kuppener vgl . Th . Muther,
Aus dem
.Universitäts - und Gelehrtenleben
im Zeitalter der Reformation.
S. 13.
3 Das ergibt sich unzweifelhaft aus der folgenden Urkunde des
Hauptstaatsarchivs Dresden, Loc. 7414, Georg u. Hans v. Salhausen
contra
die Gesellschafter
des Zinnhandels
1501— 1516 ; Bl . 15 (im
folgenden Loc. 7414 Nr. 3 zitiert) : 1497 Montag nach Misericordiae
domini. Georg v. Salhausen beurkundet, daß Langhaus, Bürger von
Lauenstein vor ihm erschienen ist mit der Bitte, ihm zu gestatten,
die Hälfte seiner Flut an Bastiah Jobstei u. Martin Spengeler, Bürger
zu Dresden, an Stelle ihrer Herren, der Gesellschafter
des
Zinnkaufs
zu verpfänden. Wenn Langhans oder seine Erben
nicht bis zu einem bestimmten Tage die Schuld an die Gesellschaft
zahle, soll letztere die Hälfte der Flut nach Nutz und Frommen ge¬
brauchen und genießen bis Hauptsumma, Expensa und erlittene
Schäden ganz und gar entrichtet und bezahlt seien. — In dem Gut¬
achten 1 des Kuppener-Prozcsses heißt es, daß Dr. Kuppeners Kapita.
„longe ante principis confirmationem“ in die Gesellschaft inseriert
worden sei.
Drittes Kap . : Monopole, Kartelle u. Aktienges. im sächs. Ziiirihanclel usw. 215
Die „ Gesellschaft des Zinnhandels “ war in den neunziger
Jahren , vielleicht sogar noch früher , von einer Anzahl zum Teil
sehr angesehener Untertanen des Herzogs von Sachsen 1gegründet
worden . Leider ist der Gesellschaftsvertrag , durch den das geschah,
soviel ich sehe, nicht auf uns gekommen . Trotzdem können wir
das Gesellschaftskapital unserer Firma mit Hilfe einer Abrechnung,
die sie einem renitenten Mitgliede aufmachte , ziemlich sicher auf
ca. 30 000 fl. einschätzen 2. Eine stattliche Summe für den Aus¬
gang des 15. Jahrhunderts , und unverächtlich , wenn man bedenkt,
daß das Gesellschaftskapital der Gebrüder Ulrich , Georg und Jacob
Fugger laut ihrem Gesellschaftsvertrag vom 18. August 1494 nur
54 385 fl. betrug 3.
Die Namen der Teilnehmer an der Gesellschaft waren mit der
Höhe ihrer Einlage in einem Buche verzeichnet . Dazu hatte jeder
einzelne von ihnen noch eine besondere Quittung über die von ihm
eingelegte Geldsumme erhalten . Die Geschäfte der Gesellschaft
führten zwei von den Mitgliedern der Kompagnie eingesetzte
Faktoren oder Diener . Es waren die Dresdener Bürger Sebastian
(Bastian ) Jobstei (auch Jöstel usw. geschrieben ) und Martin (Merten)
Spengler 4. Außerdem hatte die Gesellschaft noch ihre Verordneten , d. h. Mitglieder der Kompagnie , die sich in besonderer Weise
um die Geschäftsführung kümmern mußten ; ohne ihre Crenehmigung
durften die Faktoren nichts verborgen , also weder den Zinnern
Verlag gewähren noch den Zinnkäufern Kredit eröffnen.
Den Verordneten der Gesellschaft mußten die Faktoren viertel¬
jährlich oder so oft sie es verlangten , Rechenschaft von ihrer Ge1 Herzog Georg nennt die Gründer der Gesellschaft in dem
Privileg von 1498 seine „ Lieben " und „ Getreuen “ . Daß sie an¬
gesehene Personen waren , geht aus den Eingängen der Gutachten
zum Kuppener -Prozeß hervor.
2 Als Georg v . Salhausen im Jahre 1499 seine Einlage von
4000 fl . an Stefan Alnpeck „ verwies “ und dieser den Anteil herausforderte , belastete die Gesellschaft Salhausens ehemaligen Geschäfts¬
anteil mit etwas mehr als dem siebenten Teile aller uneinbringlichen
und ungewissen Forderungen
der Firma . Demnach wären also
4000 fl. nicht , ganz der siebente Teil des Gesellschaftskapitals , dieses
also ca . 30 000 fl. (Loc . 7414 Nr . 3 Bl . 101 H .-St .-A . Dresden .)
3 M. Jansen,
Die Anfänge der Fugger . S. 63.
1 Über sie cf. Otto
Richter,
Verfassungs - und Ver¬
waltungsgeschichte
der Stadt Dresden . 3 Bde . Dresden 1885/91.
Siehe Namenregister.
216 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
schäftsführung geben . Die Faktoren hatten ihre ganze kauf¬
männische Kraft dem Handel der Gesellschaft zu widmen . Eigene
Geschäfte zu treiben , war ihnen streng untersagt . Dafür sollten sie
ein gutes Gehalt bekommen 1, und wenn sie wollten , Einlagen in
die Gesellschaft machen dürfen . Am Jahresschluß hatten die
Faktoren die Bilanz zu ziehen und innerhalb 14 Tagen die Unter¬
lagen dafür in einer genügenden Anzahl von Abschriften der Ge¬
sellschaft zu übergeben . Die Mitglieder der Gesellschaft oder
deren Bevollmächtigte nahmen dann auf der alljährlich in Dresden
.stattfindenden Generalversammlung die Bilanz ab . Alljährlich fand
auch die Ausschüttung der Gewinnanteile statt.
Die eben genannten Bestimmungen über die Tätigkeit der
Faktoren im Dienste der Gesellschaft sind in das Bestätigungs¬
privileg aufgenommen , das Herzog Georg der Gesellschaft aus¬
stellte . Schon damit wurde die Zinnhandelsgesellschaft in etwa
aus der Sphäre des Privatrechts in die des öffentlichen Rechts
gehoben . Mehr geschah das noch durch die folgenden Vorschriften
des Privilegs : Die Faktoren der Gesellschaft hatten genau wie der
herzogliche Wagmeister einen Schlüssel zu der Wage in Altenberg 2.
Es konnte also niemandes Zinn verkaufsfrei erklärt werden , wenn
der Betreffende noch der Gesellschaft aus Verlag usw. Geld schuldete.
Die Räte und Amtleute des Herzogs waren ferner angewiesen , den
Faktoren allzeit mit Rat und Tat zur Seite zu stehen . Mit Rat,
wenn „ Händel und Geschäfte “ vorkamen , in denen sie sich nicht
zu helfen wußten ; mit der Tat , wenn faule Schuldner nicht zahlen
wollten . Die Zusicherungen sind nicht leere Formeln geblieben.
Wirklich hat die Regierung die Gesellschaft des Zinnhandels tat¬
kräftig unterstützt . So wurden z. B. Bergmeister , Richter und
Schöffen auf dem Geising angewiesen , dafür zu sorgen, daß die
Gesellschaft immer pünktlich Zahlung erhalte 3. Und es zeugt von
1 Der Nachfolger des Jobstei und Spengler erhielt 50 fl. pro
J ahr.
2 Aus den Schmelzhütten
hatte alles Zinn in die herzogliche
Wage zu gehen . Hier wurde es vom Wagemeister , einem herzog¬
lichen Beamten , zum Zwecke der Berechnung
des herzoglichen
Zehnten usw . gewogen . Zinn , das nicht die Wage passiert hatte,
durfte nicht verkauft werden . Vgl . Christoph
Meißner,
Umständliche Nachricht von der Zien -Berg -Stadt Altenberg . Dresden
u . Leipzig 1747 . S. 130.
3 Nach einem Konzept : Hauptstaatsarchiv
Dresden , Loc . 7414
*
Drittes Kap. : Monopole, Kartelle u. Aktienges. im sitchs. Zinnbandel usw. 217
einem scharfen Zugreifen der herzoglichen Regierung zugunsten
der Gesellschaft , wenn ein Herr v. Colditz im Jahre 1499 die flehent¬
liche Bitte an Herzog Georg richtete „ der Schuld halben , so er der
Gesellschaft [des Zinnkaufs ] vorhafft “, noch etwas Geduld mit ihm
zu haben 1. Freilich scheint auch die kapitalkräftige Gesellschaft
nicht verfehlt zu haben , ihren Privilegien durch Gefälligkeiten usw.
an die Räte des Herzogs eine nachdrückliche Handhabung zu
sichern 2.
Wie schwer dabei die Privilegierung der Zinnhandelsgesellschaft
auf den übrigen Einwohnern des Herzogtums lasten konnte , erkennt
man aus einer Beschwerde des Rates von Freiberg i. S. 3. Als sich
im Jahre 1499 Unregelmäßigkeiten in der Geschäftsführung der
Gesellschaft des Zinnhandels einstellten , auf die wir noch zu
sprechen kommen werden , erhielt der Rat von Freiberg vom Herzog
den Befehl , das Zinn , das , „ der Gesellschaft zuständig “, in Freiberg
vorhanden war , bis auf weiteres in Verwahrung zu nehmen . Der
Rat bat sehr bald um Befreiung von dieser lästigen Pflicht . Er
begründete sein Gesuch mit dem Hinweis , daß im Rathaus keine
genügenden Räume für das Zinn vorhanden wären und besonders
mit den Schwierigkeiten , die sich in der Abrechnung ergeben müßten,
wenn Zinn davon verkauft würde . Es erübrigt sich für unsere
Zwecke näher auf diese Dinge einzugehen . Es genügt uns zu sehen,
wie hier die Gesellschaft des Zinnhandels fast wie eine öffentlich
rechtliche Institution erscheint.
Wenn wir nach einigen Worten über die Stellung der Zinn¬
handelsgesellschaft im öffentlichen Recht und über ihre Organi¬
sation im Innern zu einer Darstellung der Geschäftspraxis über¬
gehen wollen, so ist etwa das folgende als besonders wichtig hervor(Nr . 2), Bl . 46. Nicht datiert , aber wohl in das Jahr 1498 oder 1499
gehörig.
1 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 5.
2 Unter dem 23. September 1501 schrieb G. v . Widebach , einer
der Hauptgesellschafter , an den Obermarschall Heinr . v . Schleinitz,
er solle sich in einer Prozeßangelegenheit
für die Gesellschaft ver¬
wenden : „ Und wullet uch mangfeldigs ansuchen nicht besweren
lassen , wirt ane zweifei die gesellschaft sich vleissigçn zeu verdinen.
Wumit ich uch zue willen u . gefallen werden sal , soldt ir mich meyns
Vermögens willig finden . . . .“ Hauptstaatsarchiv
Dresden , Loc . 7414
(Nr . 3), Bl . 17.
3 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 10.
218
Drittes Qucli: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
zuheben . Die Geschäftstätigkeit der Gesellschaft bestand nament¬
lich aus zweierlei : Einmal erwarb sie von den Zinnern , d. h. den
Zinngewerken , das Zinnprodukt und zweitens verkaufte sie das
Zinn weiter . Der Erwerb des Zinns durch die Gesellschaft vollzog
sich in zwei Formen . Den vermögenden Zinngewerken kaufte sie
das Zinnprodukt ab . Bei den ärmeren brachte unsere Firma das
Verlagssystem in Anwendung . Viele Zinner waren nämlich nicht
kapitalkräftig genug , um auf eigene Kosten Zinn produzieren zu
können . Diese mußten sich von unserer Gesellschaft verlegen
lassen . Sie erhielten eine gewisse Geldsumme und hatten dafür eine
entsprechende Menge Zinn zu liefern . Als Pfand wurde dann viel¬
fach der Zinnbergwerksanteil des Betreffenden gesetzt L In solchem
1Auf solche Weise geriet 1499 die Gesellschaft in den Pfand¬
besitz des halben Zinn -Berg - und Seiffwerks eines gewissen Lang¬
haus . ,,llem Langehansen bergwergk und sein seiffwergk haben sie
zugleich angenohmen mit den herren des capittels zu Freiberg , den
solch bergwerg und seyffenwerg auch die helffte zuständig gewest,
sollen sie zugleich mit der geselschaft verlegen .“ Aus dem General¬
versammlungsprotokoll
von 1499 . Hauptstaatsarchiv
Dresden , Loc.
7414 (Nr . 2), Bl . 14. — Um ihr Geld aus dem Pfandbesitz herauszuwirtschaften , schloß die Gesellschaft mit Langhans den nach¬
folgenden Vertrag , der einen interessanten
Beitrag zur Geschichte
des Konkursrechtes
darstellen dürfte : „ In irnisse und gebrechen sco
sich zwusc.hen den hem der geselschaft des zcinkaufs an einem und
Langehansen der scliuldt halben , sco er den hern obgemelt zeu bezcalen schuldig , andersteils gehalden , ist vorlossen und beredt wie
hirnach folget : Nemliehen , daß die hern der geselschaft die halbe flut,
sco inen vormals verhallt , ein jar langk Langehansen zeu sunderlichem
gefallen mit irem gelde vorlegen sollen , nach irem gefallen zeu erbeten
lassen , auch die erbeter wochenlichen zeu loen bestellen ; darzcu und
auf dieselbige erbeit und knechte sal Langehans zeu forderunge der
hern und sein seihest nuze ein vleißigk aufsehen haben und nichts
minners , denn im die flut zeustendigk , getraulicli allenthalben fertigen,
Umb deswillen sal im alle Wochen zeu seiner enthaldunge und nottorft ein swert sehogk gegeben werden . Sco man den auf die zeeit
zcin machen wurde und der geselschaft obergantwort , was den unkost zeu voiiertigunge des zcins , Langehansen Ion und anders darauf¬
gegangen , das sal nach redelicher rechnunge an dem gemachten
zcin ye zc.endehalben
gülden rheinisch abgerechent werden und
was obermase befindet , sale den hern an ire schulde , die in Lange¬
hanns verschrieben , abegezcogen werden und seine schulde domit
minnern . Wu den nach des jars ausgange den hern nicht geliebet
ader geliehen wurde , obgedaclite flut lenger ader meher zeu haben,
2*
Drittes Kap. : Monopole,, Kartelle u. Aktienges. im sächs. Zinnhandei usw. 219
Verlag hatte im Jahre 1499 die Gesellschaft insgesamt 370 fl. un¬
einbringliche und 1580 fl. zweifelhafte Außenstände 1.
Der Verkauf des Zinns an die Verbraucher brachte die Gesell¬
schaft mit Kannengießern und anderen Zinnwarenproduzenten in
Verbindung . Aber auch Zinnzwischenhändler waren ihre Kunden.
Das meiste Zinn scheint in Nürnberg abgesetzt worden zu sein.
Aber auch nach Breslau lieferte die Firma , wie aus dem Debitoren¬
konto ersichtlich ist ä.
Im allgemeinen wird die Gesellschaft auf Kredit verkauft
haben . Häufige Verluste waren die Folge . Im Jahre 1499 standen
939 fl. an uneinbringliche
n Außenständen , die zumeist
aus Kreditgewährungen an Abnehmer entstanden waren , zu Buch.
Dazu 3046 fl. an zweifelhaften
Außenständen
bei Zinn¬
konsumenten 3. Die Höhe der guten Außenstände der Firma bei
Zinnabnehmern und Zinngewerken (für Verlag) zusammen gibt der
Generalversammlungsbericht von 1499 auf 24 000 fl. an 4.
Uber die „Dividende “, die die Gesellschaft in den Jahren 1498
und 1499 gezahlt hat , läßt sich leider nichts näheres sagen. Das
Glück war jedenfalls dem Unternehmen nicht allzu günstig . Die
zwei Faktoren der Gesellschaft Jobstei & Spengler wirtschafteten,
mögen sie darvon treten und sich hinfurder Langehansen vorschreibunge und vorwilligunge halden und damit obgedachten contract nicht
obergeben haben .“ Beurkundet durch Hans Bircke von der Daube
und Sigmund von Miltitz, Statthalter 1499. Hauptstaatsarchiv
Dresden , Loc. 7114 (Nr. 3), Bl. 16.
1 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr. 3), Bl. 101.
2 Fritz Rußwunn in Breslau schuldete der Firma 145 fl. ; 1. c.,
Bl. 101. Fritz Rußwurm spielte im Breslauer Handelsleben wie im
schlesischen Bergbau um die Wende des 15. und zu Beginn des 16. Jahr¬
hunderts eine hervorragende Rolle. Vgl. K. W u 11 k c , Schlesiens
Bergbau u. Hüttenwesen ( = Cod. dipl. Silesiae XX u. XXI ), die
Nummern 273, 285, 288, 292, 294 und A. Zycha, Iglaucr Schöffen¬
sprüche , Nr. 83, 84, 93, 95. Weitere Nachrichten über die Ru߬
wurm zusammengestellt bei A. Zycha,
Zur neuesten Literatur
über die Wirtschafts - und Rechtsgeschichte des deutschen Bergbaus
in Vierteljahrsschrift für Sozial- u. Wirtschaftsgeschichte VI (1908),
S. 116 u. 126.
3 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr. 3), Bl. 101.
4 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr . 2), Bl. 14. „ Item
das ist der besließ der herren von der gcsellscliafft des zcinkaufs:
Erstlich so finden sie in ircr rechnunge 24 000 fl. an zcin u. gelt¬
schuld als sic verhoffen über ire schult als sich befinden sal.“
220 Drittes Buch: Monopole
, Kartelle lind Aktiengesellschaften im Mittelalter.
wie es scheint , ziemlich willkürlich . So nahmen sie ohne Befehl
und Erlaubnis der Gesellschaft 2000 fl. von Dr . Cristoff Kuppener
als Gesellschaftskapital an , trugen ihn in das Gesellschaftsregister
ein und zahlten ihm auch , wie den übrigen Teilhabern , die Dividende
aus . Der betrügerische Vorteil , den sich die Faktoren dabei ver¬
schafften , bestand darin , daß sie die neue Einlage nicht im Interesse
der Gesellschaft verwandten , sondern für sich behielten , um wahr -,
scheinlich eigene Schulden damit zu decken . Erst als die zwei
Faktoren — vielleicht infolge dieser Unregelmäßigkeiten in der
Geschäftsführung — im Jahre 1499 die Flucht ergriffen , erfuhr die
Gesellschaft von der Einlage Kuppeners . Natürlich bestritt sie
dem ohne ihr Wissen und Willen Aufgenommenen die Teilhaber¬
schaft . Es kam zu langen prozessualen Auseinandersetzungen — die
beiden Gutachten Dr . Cristoff Kuppeners und Dr . Tilemann Branders
sind hierfür als Unterlagen entstanden —, und erst als Jobstei und
Spengler in einem Vergleichsverfahren unter Pfandsetzung ihrer
Güter die 2000 fl. zurückzuzahlen versprachen , wurde Dr . Kuppener
in die Gesellschaft aufgenommen 1.
Wahrscheinlich infolge der Unregelmäßigkeiten , die die Faktoren
Jobstei und Spengler heraufgeführt hatten , mußte von seiten der
Generalversammlung des Jahres 1499 den Gesellschaftern ein
Kapitalnachschuß zugemutet werden . Für je 1000 fl. Einlage sollte
eine Nachschußpflicht von 50 fl. bestehen 2.
Die „Gesellschaft
Jahres
1500 bis
des Zinnhandels
zur Aufhebung
“ vom Ende des
ihres Monopols.
Haupt
quellen:
Das
Monopolprivileg des Herzogs Georg
von Sachsen für die Gesellschaft vom 14. September 1500 . Im
Hauptstaatsarchiv
zu Dresden , Loc . 4491 . Allerhand Privilegien und
1 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 7. „ Doruff
ist Dr . Cristofferus Guppner mit 2000 gülden zu gewin u . Verlust in
der geselschafft ."
2 Hauptstaatsarchiv Dresden , Loc . 7414 (Nr . 2), Bl . 14 . „ Item
es ist angelegt , wer in der geselschafft 1000 fl. ligen hat , sal itzundt
50 fl. ufs 1000 fl. zu Freiberg bei dem Techant u . Dr . Schrencke in¬
legen nach laut wie in irer verschreibunge angezeeigt ist .“ Die zwei
Genannten waren nach der Flucht der Faktoren zu Sachwaltern der
Gesellschaft eingesetzt worden : „ Item zu nottorfft irs handeis haben
sie verordent ir gelt u . czin inzunehmen u . auszugeben , den Techant
von Freiberg u . Dr . Schrencken .“ A . a . O., Bl . 14.
Drittes Kap. : Monopole, Kartelle u . Aktienges. im säclrs. Zinnhandel usw. 221
Befreiungen in Bergwerkssachen
mir im Anhang abgedruckt.
de anno 1500— 1681, Bl . 1— -2. Von
Der Herbst des Jahres 1500 bezeichnet eine wichtige Epoche
für die Geschichte der Zinnhandelsgesellschaft . Am 14. September
stattete Herzog Georg die Kompagnie mit einem neuen großen
Privileg aus 1. Das wesentlich Neue, das dieses Privileg enthielt,
bestand darin , daß der Gesellschaft auf drei Jahre ein Monopol
des Zinngroßhandels eingeräumt wurde 2. Der Herzog bestimmte,
daß alles Zinn , das in seinen Landen gewonnen oder fertiggestellt
wurde , drei Jahre lang der Gesellschaft zu übergeben sei,- und zwar
zu einem festbestimmten Preise . Die Zinngewerken , die nicht auf
den Verlag der Gesellschaft angewiesen waren, , erhielten für den
Zentner fertiges Zinn 11 fl. rh . (halb meißnisches , halb böhmisches
Geld). Wer auf ein ganzes Jahr Verlag nahm , erhielt für den
Zentner Zinn 9% fl. Wer nur halbjährigen Verlag benötigte,
10 fl. Wer von letzteren Verlagsnehmern den Termin der Zinn¬
lieferung überschritt , wurde behandelt , wie die auf ein Jahr Ver¬
legten . Konnte ein Verlegter das versprochene Zinn nicht liefern,
so sollte er zunächst das liefern, was er hatte . Die Gesellschaft
ging dabei vor jeden etwaigen anderen Gläubiger des Betreffenden.
Die Gesellschaft hatte das Zinn billiger zu kaufen gedacht.
Sie hatte 10y4 fl . für „bares “ Zinn geboten und bei drcivierteljährigem Verlag 9% fl- 3 Aber darauf hatten sich die Gewerken
nicht eingelassen . Sie betonten , daß es ihnen leicht möglich sei,
1 Ein entsprechender
Eintrag in das Kopialbuch des Fürsten
belehrt uns , daß es sich nur um eine neue Privilegierung der älteren
Gesellschaft , nicht um eine neue Gesellschaft handelt . Hauptstaatsarchiv Dresden , Cop . 106 , Bl . 38 : „ Anno 1500 , Montag nach exalta¬
tionis crucis [14. Sept .] ist den herren der geselsehafft des zcinkauffs
ein neue Verschreibung über iren handel des zcinnkaufs , wies hinfiir
darinne soll gehalten werden , gegeben .“
2 Vgl. das Monopol der Zinnkaufsgesellsehaft
in England gegen
Ende des 16. Jahrhunderts . Levy
a . a . O., S. 25.
3 In dem Vorschlag der Gesellschaft heißt es : „ Zeuin ersten.
Wer uffm Geussingc oder umbligenden anhengigen gebirgen bar zeen
in die wage bringt , daß dass 'elbigc bare zeen der ctr . vor 10 11. 1 ort . . .
zu lcauff gegeben u . also bezealt werde . Zcum andirn . Wer vorlegunge bedarff , adir haben wil , daß denselbigen der ctr . zeen vor
9 fl. 3 ort abgekauft u . bezealt u . auch dafür gegeben werde in 3 j jars
nach dem kaufe solch zeen zeu obirantworten .“ Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 47.
1
222
Drittes Buch: Monopole
, Kartelle und Aktiengesellschalten im Mittelalter.
ihr Zinn mit 11 fl. im Auslande unterzubringen . Georg und Hans
Alnpeck, die reichsten und mächtigsten Zinngewerken Sachsens,
führten aus, daß sie selbst, wenn sie noch Zinn kauften, 11*4 fl.
bezahlten *. Dagegen hatten sich die Zinngewerken, die auf den
Verlag der Gesellschaft angewiesen waren, mit dem Voranschlag
der Gesellschaft einverstunden erklärt 2. Es ist nicht recht aus den
Akten ersichtlich , wem sie schließlich die kleine Verbesserung ihrer
Bezahlung zu danken hatten , wie sie sich in dem endgültigen Privileg
festgelegt vorfindet.
Außer der genannten Monopolisierungenthält das Privileg vom
14. September 1500 noch folgende Veränderungen gegenüber dem
von 1498. Die Generalversammlung wird von Dresden nach Leipzig
verlegt. Die Faktoren der Gesellschaft haben die Bilanz auf den
Sonntag Exaudi zu stellen. Im übrigen bleiben die Bestimmungen
über die Generalversammlung bestehen, wie sie schon in der Be¬
stätigung von 1498 aufgestellt waren. Die Verlegung des General¬
versammlungstermins auf die Zeit der Leipziger Ostermesse hängt
mit der Verlegung der Generalversammlung nach Leipzig zusammen.
Mit dem Ausscheiden der Dresdener Jobstei und Spengler aus dem
Dienste der Gesellschaft war wohl der Hauptgrund weggefallen , die
Generalversammlung in Dresden abzuhalten.
Auf Befehl des Obex-marschalls wurde auch eine Bestimmung
über den Austritt aus der Gesellschaft in das Privileg aufgenommen 3.
Wer sein Kapital ganz oder teilweise aus der Gesellschaft zu ziehen
beabsichtigte, der sollte es ein ganzes Jahr vorher den Verordneten
oder den Dienern der Gesellschaft kündigen. Nach Ablauf des
Jahres würde ihm sein eingelegtes Kapital , dem augenblicklichen
Geschäftsstande der Gesellschaft entsprechend , in barem Gelde,
in vorhandenem Zinn und an Außenständen übergeben werden.
1 Aus einer Gegenschrift
der Zinngewerken , a . a . O., Bl . 2,
2 Ebenda.
3 „Daß disscr arlikel in briff komme, hat der obermarschalgk
bcfollcn wie hernach folget: Wer sein gelt wider aus der gesclschaffl
nemen wil, der sal ein ganz jar zuvor abschreiben off daz naue jar
den vorordenten oder dinern diser gcselschafft. Alzdann nach abschreibung dez jars sal im sein eingeleget gelt an zin u. an schulden
mit gewinn u. Verlust, wi der handcl of die zeit stet und leid, ober¬
antwort werden alz getreulich u. ungeferlich.“ Hauptstaatsarchiv
Dresden, I.oc. 7414 (Nr. 2), BI. 45. Wie dann die Stelle in den Text
des Privilegs aufgenommen
wurde , siehe Anhang.
1
*
Drittes Kap . : Monopole, Kartelle u. Aktienges. im sächs. Zinnhandel usw. 223
Was die Geschäftsführung der Gesellschaft angeht , so wurde
der rein kaufmännische Teil wieder zwei Faktoren übertragen , und
zwar dem Leipziger Bürger Nicolaus Ketzler und Nickel Hennel L
Dagegen wurden als Vertreter der Gesellschaft , vor allem in Rechts¬
streitigkeiten der Kompagnie mit Schuldnern usw., drei Verordnete,
auch Anwälte genannt , aus dem Kreise der Gesellschafter gewählt.
Die Wahl fiel auf Georg v. Widebach , auf Lorenz Mordeisen und
Heinz Probst , Bürger zu Leipzig 2. Ausdrücklich war den drei
Verordneten das Recht Vorbehalten worden , im Bedarfsfälle Be¬
vollmächtigte für sich zu ernennen . Schon sehr bald machten sie
von diesem Rechte Gebrauch . Am 19. November 1501 erteilten
sie vor dem Stadtgericht zu Leipzig den Faktoren Ketzler und
Hennel mitsamt Daniel Staufmehl 3, Simon Schwertzel 4, Peter
Weymann und Paul Roth Prozeßvollmacht und erklärten sie für
berechtigt , für die Gesellschaft Schulden einzukassieren und zu
quittieren 5.
Ich vermag nicht zu sagen , ob die letzteren vier Bevollmächtigten
der Gesellschaft selbst Mitgesellschafter waren . In der langen Reihe
der Teilhaber ’, die die Urkunde vom 26. Mai 1501 aufführt — ohne
freilich vollständig zu sein 8 sind
—,
sie nicht genannt . Dort sind
nur folgende , offenbar besonders hervorragende Namen verzeichnet:
1 Urk. 26 . Mai 1501 . Hauptstaatsarchiv
Dresden , Loc . 7414
(Nr . 3), Bl . 2.
2 Nach derselben Urkunde . — Wiederum erfreute sich die Ge¬
sellschaft der tatkräftigsten
Unterstützung
der Krone ; vgl . Haupt¬
staatsarchiv Dresden , Cop . 106 , Bl . 35 b zum 13. September 1500.
Dem Heinz Probst „ ist vom Herzog ein offene helffbrieve gegeben
mit anzeeigung nachdem er von der geselschafft wegen des zcinkaufs
etlich hinderstallige schuldt einmanen solle , sei m . g. h . begere , daß
ime die ampt .leute u . a . seiner gnaden Untertanen auf sein oder seines
gewalthabers ansuclien über bekentlieh und geständige schuldt gebürliche hülffe gäben .“
3 Es fragt sich , ob Daniel St . aus einem Zweige der Familie
Kunze stammte , deren Mitglied Kunz (kurfürstl . Münzmeister ) den
Beinamen Staufmehl führte . E . Kroker,
Neujahrsblätter
IV,
S. 69 f.
4 Bergmeister auf dem Altenberg genannt.
5 Nach Urkunde des Hauptstaatsarchivs
Dresden , Loc . 7114
(Nr . 3), Bl . 3.
8 Der Namenaufführung
folgt die Anmerkung : „ sambt allen
der geselschafft des zcinkauffs .“
*
224 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Hans von Minekwitz , Heinrich und Georg vom Ende (Ritter ),
Andreas Krell , Dechant zu Freiberg , Dr . Cristoff Kuppener , Dr.
Georg Haller , Dr . Joh . Schrenck , Dr . Erasmus Stüber , Georg
von Starschedel , Hans von Gunterode 1, Steffan Alnpeck , Weygsch
Seydtwitz , Erhärt Karnploff , Georg Adam , Hans und Georg Himmel¬
reich , Hans von Taubenhain 2, Ängsten und Hans von Nitzschwitz,
Jacoff Wallwitz , Ewald Hessler , Simon Hilbrant , Merten Sparsbrot,
Heinrich von Salhausen , Melchior Thiele 3, Michael Petzolt , Nicolaus
Ulrich und der Küchenmeister von Waldenburg.
Es sind klangvolle Namen der sächsischen politischen , Kultur*
und Wirtschaftsgeschichte , die uns hier begegnen . Alten Adels¬
geschlechtern reihen sich Vertreter der Wissenschaft in der Teil¬
haberliste der Zinnhandelsgesellschaft an . Dazu erscheint im
Vordergründe die kaufmännische Welt des Herzogtums : Stefan
Alnpeck , der bedeutende Freiberger Gewerke und Bürgermeister
dieser Stadt . Im Vorstande dann drei der größten Vertreter des
Leipziger Handels um die Wende des 15. Jahrhunderts , Georg
von Widebach , Lorenz Mordeisen und Heinrich Probst . Georg
von Widebach , den bekannten Leipziger Amtmann und Finanz¬
beamten Albrechts des Beherzten , hat unlängst Alexander Puff in
helles historisches Licht gerückt 4. Über die beiden anderen Führer
der Zinnkaufsgesellschaft möge hier ein Wort erlaubt sein.
Lorenz Mordeisen, der spätere Leipziger Ratsherr , war in der
zweiten Hälfte des 15. Jahrhunderts aus der oberfränkischen Stadt
Hof nach Leipzig eingewandert 6. Hier hatte er es zu einem be¬
deutenden Vermögen und zu einer geachteten Stellung gebracht.
Seine Tochter Katharina war mit Hieronymus Walter jr ., dem be¬
kannten Leipziger Vertreter von Bart . Welser & Co., vermählt;
sein Sohn Ulrich — Lorenz Mordeisen starb 1510 — wird uns auf
den folgenden Blättern noch öfters begegnen.
1Spielt in der zentralen Finanzverwaltung
der Ernestiner seit
1477 eine bedeutende Rolle . Über ihn auch Puff
a . a . O., S. 24
bis 31, 60, 108.
* Wohl der spätere kursächsische Landrentmeister.
3 Vielleicht verwandt mit dem bekannten Chemnitzer Bürger
und Oeyerer Gewerken Nickel Thiele ; Krokcr
a . a . O., S. 102.
4 A. Puff
a . a. O., besonders S. 70— 86.
6 Um 1483 kommt ein Lorenz Mordeisen als Dresdener Rats¬
herr vor . Cf. O. Richter,
Verfassungs - und Verwaltungsgeschichtc der Stadt Dresden . Siehe Register.
3*1
Dritte ? Kap . : Monopole, Kartelle u. Aktien,ses . im säclis. Zinnhandel usw.
225
Lorenz Mordeisens Andenken lebt in einer Anzahl größerer
Stiftungen fort . Die deutsche Handelsgeschichte der beginnenden
Neuzeit aber wird ihn immer als einen der bedeutendsten Leipziger
Handelsherrn jener Zeit ansehen mü,ssen.
Heinz Probst , mit vollem Namen Heinrich Wiederkehrei ' gen.
Probst , stammte aus Willanzheim in Unterfranken h Unter die
Leipziger Bürgerschaft trat er in den achtziger Jahren des 15. Jahr¬
hunderts . ïm Handelsleben seiner neuen Heimatstadt begegnet er
uns zumeist in Gesellschaft mit seinem Landsmann Lorenz Mord¬
eisen. H . Probst hat sein im Handel und in Geldgeschäften er¬
worbenes Vermögen als Gewerke, insbesondere des Schneebergs,
noch bedeutend zu vermehren gewußt . Einen außergewöhnlich
großen Teil davon legte er am Abend seines I .ebens 2 in milden
Stiftungen an : In Legaten für Studierende aus seiner Heimat , für
das St . Georgs-Hospital , zur Verteilung an Arme, auch für kirch¬
liche Zwecke usw. Seine große Mildtätigkeit hat den Kaufherrn
nicht davor bewahrt , daß ihn Luther einen Wucherer nannte und
ihm einen schrecklichen Tod nachsagte 8. Bekanntlich hat auch
Georg von Sachsen das Schicksal gehabt , von Luther als Begünstiger
des Wuchers gebrandmarkt zu werden . Wir stehen heute solchen
Verdikten sehr kritisch gegenüber . Wir wissen, daß Luther in der
Beurteilung der neuen kapitalistischen Geistesrichtung noch völlig
ein Kind des Mittelalters war . Eine objektive Würdigung eines
erfolgreichen kaufmännischen Lebens war ihm ebenso unmöglich,
wie die gerechte Wertung eines seiner Lehre abholden Fürsten , wie
es Herzog Georg war . „Ein Begünstiger der Wucherer “ in unserem
Sinne ist Georg nicht gewesen, wohl aber ein Förderer der säch¬
sischen Volkswirtschaft und insbesondere des Leipziger Handels
wie kein Wettiner vor ihm und wie vielleicht nur Kurfürst August
nach ihm . Was Sachsen diesem viel verkannten Fürsten dankt,
wird erst dann ans Licht kommen , wenn ihm die Wirtschafts¬
geschichte ein biographisches Denkmal gesetzt haben wird . Dann
wird sich ergeben, daß Kurfürst Augusts großes Werk der Erhebung
der sächsischen Volkswirtschaft zur ersten in Deutschland nur die
1 Das folgende nach E . Kroker,
Neujahrsblätter
IV,
S. 58 ff . Uber Mordeisen dort S. 71.
2 Wahrscheinlich starb Heinrich Probst am 17. Juli 1515.
3 Kroker
a. a. O., S. 63.
Strieder
, Studien z. Gesch . kapitalist . Organisationsfonnen
.
15
1
226
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
konsequente Fortsetzung von dem war , was Georg begonnen und
in die Wege geleitet hatte.
*
*
*
Die Monopolisierung des Zirmhandels in der Hand unserer
Gesellschaft muß für die Entwicklung des sächsischen Zinnberg¬
baues durchaus förderlich gewesen sein. Der Herzog konnte es
im Jahre 1508 aussprechen , daß unter diesem System der Zinn¬
bergbau sich gedeihlich entwickelt hätte K Zweifellos
war den
kleinen Zinngewerken die kapitalkräftige Gesellschaft , die allezeit
zur Vorlage bereit war , nützlich und notwendig gewesen. Besonders
aber die Arbeiter im Zinnbergbau hatten die Wirksamkeit der
Kompagnie angenehm empfunden . Periodischer Arbeitsmangel,
wie er früher beim Versagen der Kapilalkraft der Zinner nicht
selten war , existierte nicht mehr , seit hinter den Zinnern die geld¬
mächtige Gesellschaft des Zinnhandels stand . Vielfach waren die
Zinngruben oder Zinnseifen der Zinngewerken an die Verlag
spendende Gesellschaft verpfändet . Ging der Zinner bankerott,
so hörte nicht , wie früher vielfach , der Betrieb teilweise oder gänz¬
lich auf und machte mehr oder weniger Arbeiter brotlos , sondern
die Gesellschaft sprang in die Lücke.
Auf der anderen Seite standen die kapitalkräftigen Gewerken
des Zinnbergbaus einem Monopol der Gesellschaft durchaus ab¬
lehnend gegenüber . Sie zogen es vor , ihr Zinn freihändig zu ver¬
kaufen . Kaufleute , wie sie größtenteils waren , boten sich ihnen
selbst genügend Absatzmöglichkeiten für ihr erbautes Metall . Ohne
das Monopol hätten sie die Konjunktur nach jeder Richtung hin
ausnutzen können . Und gerade beim Zinn gingen ja die Preise oft
stark in die Höhe . So erschienen denn Vertreter dieser Zinngewerken
vor dem Herzog und baten ihn , die bisherige Monopolisierung des
Zinnkaufs aufzuheben und einem jeden Zinngewerken zu gestatten,
sein Zinn nach freiem Willen zu verkaufen , an wen er wolle 2.
1 „Nachdem wir in vergangener zeit, gemeldtem unserm bergwergk zu gute ein geselschafft bestalt und verordnet , daß alles zin
bar ump berait geld bezahlt ist und auch die es bedorft zimblich
und leidlich weise sein vorlegt worden, daraus dann gemeldtes unsere
bergwergkes gedeihen schcinbarlicli befunden . Hauptstaatsarchiv
Dresden , Loc. 7414 (Nr. 2), Bl. 21.
2 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr. 2), Bl. 21. Die
besonderen
Beschwerden der Zinner ergeben sich aus folgendem
Drittes Kap.: Monopole
, Kartelleu. Aktiengcs.Im säelis. Zinnhandel usw. 227
Vergeblich versuchte der Herzog die Gewerken umzustimmen.
Seine Räte verhandelten in Freiberg und anderwärts mit ihren
Vertretern und dén Bevollmächtigten der Gesellschaft des Zinn¬
kaufs . Die Mehrzahl der Zinngewerken behauptete , ein Monopol
der Gesellschaft sei ihnen zum Schaden . So mußte sich denn
Georg zur Aufhebung des Monopols entschließen . Er tat es mit dem
ausdrücklichen Verbot , daß die Zinngewerken , die Verlag brauchten,
diesen bei ausländischen Kapitalisten nähmen . Der Gesellschaft,
teilte Herzog Georg diesen Entschluß in einem verbindlich ge¬
haltenen Schreiben mit . Er berichtete darin von seinen Be¬
mühungen , dte Ordnung des Zinnkaufs in der bisherigen Form zu
erhalten und sprach die Hoffnung aus , daß die Gesellschaft bei¬
sammen bleiben und wenn nicht in der bisherigen Form , so in
einer anderen dem Lande nützlich werden möchte . Tatsächlich
entschloß sich die Gesellschaft , dem Herzog „zu gefallen und den
bergwerken zu gut “ bis Exaudi 1504 zusammen zu bleiben . Wer
wolle, könne auch fürderhin Verlag von der Kompagnie erhalten.
Dafür erbat sich die Gesellschaft des Zinnhandels auch für die
Zukunft die Unterstützung der Regierung bei der Eintreibung
ihrer Schulden , Herzog Georg ist dieser Pflicht des Dankes gegen
die Gesellschaft nachgekommen \
Schriftstück : Hauptstaatsarchiv Dresden, Loc. 4493, Bergsachen
den Altenberg und Gießhübel bei. 1509—1697, Bl. 39 : „ Und als
auch von den czinhern an uns gelangt ist., wi unser ordenunge des
czinkaufs nicht gehalden werde, indem daß sie mit vorlegunge nicht
gefurdert , auch einczeln czin nicht augenomen und beczalt, auch
den ieutten , die vorstandt sein, ir czin vor der czeit der beczalunge
liemen und ufhalden und vor ein gülden nicht mehr den 23 bemische
groschen geben, derhalben wir mit geinelter geselschafft gehandelt
und sie vormocht , wiewol sie sich derhalben merglicher beswerungen
beclagen, daß sie bewilliget, in der ordenunge bis auf Laurenti schirstkunftig als sich der vortragk endet , bleiben und dem genugk thun,
auch hinfurder vierundezwengisten halben bemische groschen vor
ein gülden geben, auch niemaiide sein czine ehr der termins hemen
ader annehemen ader das einczeln czin auch annehmen und beezalen wollen; aber das bare czin wollen sie noch Laurenti , so sich
der vortragk endet , nicht im vorigen kauf behalten , sundern uf die
czeit ein saczunge machen, wie sie das bare czin annehmen wollen
und sal doch darumb czu geben ader an andere ende yderman frei
sein zu vorkaufen . Gegeben czu Dresten am montage nach dem
sontage quasimodogeniti anno domini 1500 tercio .“
1Er gab ihr „einen gemeinen Befehlbrief, ihr in ihren aus15*
*
228
Neue
gestat
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Versuche
, eine große
tete Zinnliandelskompagnie
, mit
Monopol
zu gründen
aus(1518).
Hauptquelle
: „Ein bedencken wie ein zinkauf auf dem
Altenberg wiederum angerichtet
werden könnte 1518 .“
Kleines
Papierheft im Hauptstaatsarchiv
Dresden in Loc . 7414 (Nr . 2),
Bl . 27 ff. Das sehr interessante Schriftstück ist von mir im Anhang
dieses Buches zum Abdruck gebracht.
Es entzieht sich unserer Kenntnis , wie lange die im Jahre 1503
ihres Monopols beraubte Zinnhandelsgesellschaft in der nicht mit
einem Monopol privilegierten Form bestand . Jedenfalls begegnen
uns 1515/17 einzelne
Verleger der Zinngewerken 1 neben einer
Zinnkaufsgesellschaft
2. Aber eine Gesellschaft wie die
im Jahre 1500 privilegierte war das nicht . Vielmehr muß Bartolome
stendigen Schulden gebürliche Hilfe zu leisten “ . Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 18.
1 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 3), Bl . 209 , zum
Jahre 1516 : Georg , Herzog von Sachsen , tut kund , daß Hans Friedr.
und Wolf v . Salhausen Gebrüder ihm angezeigt haben , daß sie
Michael Puffler und Urban Ulrich , Bürger zu Leipzig , etliche Zentner
Zinn zu liefern versprochen haben . Und zwar Puffler für 4000,
Urban Ulrich für 2000 fl. Wenn die Ablieferung nicht in diesem
Jahre (1516 ) geschieht , sollen die genannten Leipziger Bürger die
Güter der Salhausen zu Lauenstein , bei Altenberg gelegen , mit allem
Zubehör als Unterpfand erhalten . Urban Ulrich war Leipziger Kauf¬
mann und Ratsherr ; auf Michael Puffler kommen wir noch häufiger
zu sprechen . Auch Martin Leubel , der in der zweiten Hälfte des
15. Jahrhunderts
aus Nürnberg nach Leipzig einwanderte und es
hier zu einem bedeutenden
Vermögen brachte , erscheint um 1510
als Zinngroßhändler . Er hatte dem Buchdrucker Nickel Keßler in
Basel und dessen Sohn Bernhard für 346 fl . Zinn geliefert , worauf
sie 1514 noch 142 fl . schuldig waren . Kroker,
Neujahrsblätter,
S. 75. — Vgl . auch für die Tätigkeit einzelner
Leipziger Kaufleutc als Zinnverlegcr Hauptstaatsarchiv
Dresden , Loc . 9826 . Altenberger Statuten od . Ordnung der Stadt . 1515 . Bl . 32 ff. Barthel
Buchfürer hat durch seinen Faktor Altenberger Zinner verlegt . Die
Verlegten blieben ihm ca . 420 fl. schuldig . Dafür wollte B . die
Bergteile , die ihm „ ins bergkbuch ypotecirt , verpfandt und eingesatzt " , an sich nehmen . Aber ein anderer Verleger machte ältere
Rechte geltend.
2 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 4, zum
Jahre 1517 : Die Zinner auf dem Geising hatten mit dem Diener
der Gesellschaft
des Zinnkaufs
eine Unterredung „ umbdas lehen , auch der zceyt und bar zcin zu betzallen .“
1
Drittes Kap. : Monopole, Kartelle u. Aktienges. im sächs. Zinnliandel usw. 229
Welsers Gesellschaft und M. Puffler und Gesellschaft entweder
vereint oder jede der Firmen für sich den Zinnkauf in der Hand
gehabt haben x.
Im ganzen hatte die Auflösung der alten Monopolgesellschaft
der sächsischen Volkswirtschaft keinen Nutzen gebracht . Der
Zinnbergbau lag am Ende des ersten Jahrzehntes des 16. Jahr¬
hunderts in Sachsen offenbar darnieder 2. Man dachte in Regierungskreisen und auch sonst damals eifrig darüber nach , wie
der Not abgeholfen werden könne . Es war naheliegend dabei auch
wieder auf die Errichtung einer großen privilegierten Zinnhandels¬
gesellschaft zu verfallen . Aus dein Jahre 1518 ist uns ein inter¬
essanter Vorschlag überliefert , wie eine neue Gesellschaft des
Zinnkaufs errichtet werden könne 3. Der Vorschlag enthält nicht
nur wichtiges Material zur Geschichte der Kapitalassoziations¬
formen im 16. Jahrhundert , sondern zugleich einen Beitrag zur
Geschichte der internationalen Kartelle.
An den Anfang seiner Denkschrift setzt unser Autor die Forde¬
rung eines sächsischen Zinngroßhandelsmonopols für die neu zu
errichtende Kompanie . Alles Zinn , das im Fürstentum gewonnen
wird , soll an die Gesellschaft abgeliefert werden . Diese hat es ent¬
weder bar zu bezahlen oder sie hat es sogar schon vor der Lieferung
zu bezahlen . In letzterem Falle verlegt sie die betreffenden Zinner
oder Zinngewerken . Den Zinngewerkeri ist der freihändige Ver¬
kauf ihres Produktes an andere Personen als an die Gesellschaft
völlig untersagt.
Aber auch bezüglich der Menge der Produktion soll ihrem freien
wirtschaftlichen Verfügungsrecht eine Beschränkung auferlegt
werden . Wenn anders bei den gegenwärtigen schlechten Zeiten
und bei dem tiefen Stand des Zinnpreises dieses Metall mit Nutzen
solle vertrieben werden , so müsse eine Produktionseinschränkung
eintreten . Man dürfe im Jahre nicht über 2000—3000 Zentner Zinn
hersteilen und müsse die ausländische Einfuhr zurückhalten . Auf
welche Weise das letztere geschehen solle, werden wir noch zu be¬
sprechen haben . Zunächst möge ein anderer Einwurf behandelt
werden , der in jener Zeit gegen ein Monopol wie das geforderte
1 Vgl
. das Gutachten vom Jahre 1518.
2 Vgl
. das Gutachten vom Jahre 1518, Einleitung.
3 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr. 2), Bl. 23 ff.
1
230
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
geltend gemacht werden mußte . Die moralische Erlaubtheit des
vorgeschlagenen Monopols und „einer Sperrung und Steigerung
der Ware “ — eine bedeutsame Frage in einem Zeitalter , wo Kirche
und Staat jede Art von Monopol als wucherische Kontrakte theo¬
retisch verboten — folgert unser Autor aus der Tatsache , daß die
vorgeschlagene Ordnung des Zirmkaufs um des „ Enthaltes der
Armen “ willen geschehe . Dadurch , daß in dem Monopol „ vor¬
nehmlich ein gemeiner
“, d . h. ein allgemeiner , und nicht
eigner
Nutzen gesucht würde , sei der Handel „ auf eine christ¬
liche Ursache gebaut “. Er solle und könne „ ohne alle Beschwerung
des Gewissens betrieben werden “ . Und tatsächlich waren ja die
Arbeiter im Zinnbergbau noch immer in eine sehr üble Lage ge¬
kommen , wenn nicht kapitalkräftige Verleger genug vorhanden
waren , die die ärmeren Zinner und Zinngewerken verlegten . Schon
in dem Privileg von 1498 war übrigens betont worden , daß das
Geschäftsgebahren der Gesellschaft „ er bar“ sei . Wie streng es
der Aussteller des Privilegs , Herzog Georg, mit dem Wucherverbot
nahm , zeigt ein Brief aus dem Jahre 1499, in dem er einen un¬
genannten Rat auffordert , in der Frage der Zinnkaufsgesellschaft
auch einige Leipziger Doktoren der Theologie heranzuziehen und
wegen der ethischen Erlaubtheit dieser Dinge zu konsultieren \
Das war eine Art der Gewissensberuhigung , wie wir sie auch bei
strenggläubigen Kaufleuten noch des 16. Jahrhunderts öfters
finden 2.
Die Frage , wie sind die nötigen Kapitalisten für eine Gesell¬
schaft wie die oben erwähnte aufzubringen , wird in unserem Gut¬
achten folgendermaßen beantwortet , Der Herzog möge „ als ein
Beschützer des Handels “ 4000 fl. zeichnen . Eine Reihe teils ge¬
nannter , teils ungenannter reicher sächsischer Adliger insgesamt
16 000 fl. Die Leipziger Bürger , hofft unser Autor , würden den
größten Teil der Anteilscheine übernehmen : Andreas Pflug , der
Amtmann , etwa 2000 fl., M. Puffler und Gesellschaft 4000 fl., Heinz
Scherl 2000 fl., Straub & Co. 2000 fl., Bartolome Welsers Hütten¬
gesellschaft 3 2000 fl., die Bräutigam 1000 fl., die Pucher -Gesell
1 Hauptstaatsarchiv Dresden, Loc. 7414 (Nr. 2), Bl. 15.
2 R. Ehrenberg,
Das Zeitalter der Fugger. I. Bd., S. 32.
3 Bart . Welser war in den zwanziger und dreißiger Jahren hervor¬
ragendes Mitglied der Schützengesellschaft, einer Hüttengesellschaft
zu Chemnitz, die besonders von der Familie Schütz gebildet war.
*
Drittes Kap. : Monopole, Kartelle u, Aktiengcs. im säclis. Zinnhandel usw. 231
schaft 2000 fl., Kilian Reihvieser 2000 fl., die Preußer 12000 fl.,
Dr . Breitenbach , der bekannte Rat Herzog Georgs und Ordinarius
der juristischen Fakultät zu Leipzig, der auch sonst starken kapita¬
listischen Sinn bekundete 2, 2000 fl. Dazu einige andere Doktoren
und Bürger in Summa 4000 fl. Im ganzen erwartete man aus
Leipziger
Kapitalistenkreisen etwa für 25 000 fl. Beteiligung
an dem Unternehmen.
Tn Freiberg
gedachte der Verfasser der Denkschrift vom
Jahre 1518 etwa 5000 fl. aufzubringen ; nämlich 2000 fl. von Merten
Manwitz , 1000 fl. bei G. vom Steyg , 2000 fl. bei den Alnpecken 3.
ln Chemnitz
3000 fl., und zwar 2000 fl. beim Gleitzmann und
1000 fl, bei „sunst zween bürgern “ . In Salza endlich 2000 fl.
bei vier Bürgern . Man hoffte überdies , die Hauptgesellschaft des
Bartolome Welser zu Augsburg zu einer Anteilszeichnuug in der
Höhe von 1000—2000 fl. veranlassen zu können . Bart . Welsers
Hauptgesellschaft würde dem Faktor der Zinnkaufsgesellschaft
besonders in den Niederlanden nützlich sein können 4.
Die Gesellschafter der neuen Zinnhandelskompagnie sollten
gehalten sein, ihr eingeschossenes Kapital zu Gewinn und Verlust
„dieweil der Kauf stehen würde “, beieinander liegen zu lassen.
Wie man wohl aus den in Chemnitz und Salza erhofften Beteili¬
gungen schließen darf (s. o.), war der Anteilschein auf 500 fl. an¬
gesetzt.
Um 1527 war Bart . Welser schon das Haupt dieser Gesellschaft.
Um 1530 zeichnet sie Bart . Welser und Gesellschaft des Hütten¬
handels zu Chemnitz. Kroker,
Neujahrsblätter IV, S. 102/103;
Möllenberg
a. a. O., S. 33. Trotzdem scheint es mir fraglich,
ob mit der in unserer Denkschrift genannten Bart . Welserschen
Hüttengesellschaft die alte Schützengesellschaft gemeint ist.
1 Alte, vornehme Leipziger Familie . Der bekannte , noch oft
zu nennende Hieronymus Walter hatte eine Preußer zur Frau.
2 Vgl
. W. Piickert,
Das Münzwesen Sachsens von 1518
bis 1545. Nach handschriftlichen Quellen. I. Abt . Die Zeit von
1518—1525 umfassend . Leipzig 1862. S. 75.
3 Die drei genannten Freiberger Familien waren als Gewerken
an dem Zinnbergbau führend beteiligt . Aus einer Urkunde des
Hauptstaatsarchivs Dresden, Loc. 7249. Blei-, Zinn- und Kupfer¬
handel etc. 1524—32. Bl. 92. (Ohne Datum , aber sicher zu 1528
gehörig.)
4 Antwerpen, W'o die Welser eine wichtige Faktorei besaßen,
war der bedeutendste Welthandelsplatz für Metalle.
2
232 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Für den Fall , daß es wider Erwarten nicht gelingen sollte,
bei den sächsischen Kapitalbesitzern das Grundkapital für die
Gesellschaft des Zinnkaufs aufzubringen , schlägt unser Autor eine
sonderbare , an die Blütezeit des Merkantilismus um die Wende
des 17. Jahrhunderts erinnernde Lösung der Schwierigkeit vor.
Man möge in dem Falle „feierndes Geld“, das bei Kirchen und
Hospitälern niedergelegt sei und auch sonst auf Zinsen ausgeliehen
würde , in die Gesellschaft des Zinnhandels stecken . Dort sei es
vielleicht sicherer und „göttlicher “ aufgehoben und genützt als
vorher . Also eine Kapitalsäkularisation großen Stiles 11
Wenn wir zunächst einen Blick auf die Personen bzw. Personen¬
gruppen werfen wollen, die der ungenannte Verfasser unserer Denk¬
schrift voraussichtlich als Anteilszeichner der neuen Zinnhandels¬
gesellschaft annahm , so dürfen wir uns nicht über den starken
Prozentsatz von nichtkaufmännischen , besonders gelehrten und
adligen Elementen darunter , wundern . Längst war auch in die
Gelehrten - und Adelskreise der starke Erwerbstrieb eingedrungen,
der die hervorstechendste soziale Signatur jener Zeit bildete . Längst
begnügten sich auch diese und andere , dem Erwerbsleben ferner
stehende Kreise , nicht mehr damit , ihre Kapitalien in Renten und
Gülten anzulegen . Auch die vielfach geübte darlehnsweise In¬
vestierung in Handelsgesellschaften zu festem , meist fünfprozentigen,
Zinssatz , erschien vielen als zu wenig gewinnbringend . Vielfach
suchte vielmehr das private Kapital zu „ Gewinn und Verlust “ An¬
lage in Erwerbsgesellschaften . Wir sahen im Vorausgehenden
Beispiele dafür . Aus der Geschichte , insbesondere der Saiger¬
handelsgesellschaften und der anderen Hüttengesellschaften des
16. Jahrhunderts
ließen sich die Beispiele beliebig vermehren.
Dabei geschah die Beteiligung privater Kreise entweder direkt
oder indirekt durch Afterbeteiligung bei den sog. Prinzipalgesell¬
schaftern
1 Sollte es sich hierbei auch mit um Pupillengelder handeln , so
dürfte daran erinnert werden , daß die Stadtverwaltungen öfters
solche Gelder unter mißbräuchlicher Ausnutzung zu allen möglichen
Zwecken verwendet haben . Vgl. Lehmann,
Die geschichtliche
Entwicklung des Aktienrechts , S. 13 Anm. 1.
2 Vgl
. Möllenbcrga.
a. O., S. 18 u. 27/28. Manche Gesell¬
schaften erlaubten den Räten usw. der Fürsten Beteiligung zu Gewinn
und Verlust , um sie günstig für sich zu stimmen.
6
Drittes Kap. : Monopole, Kartelle u. Aktienges. im säch?. Zinnhandel usw. 233
Demnach durfte unser Autor mit Recht auf eine Beteiligung
des sächsischen Adels und der Leipziger Gelehrtemvelt bei der
neu zu gründenden Zinnhandelsgesellschaft hoffen.
Von den Kaufleuten , die er als Gesellschafter in Aussicht
stellte , war Michael Puffler seit längerer Zeit schon Ziunhändler
und Verleger von Altenberger Zinngewerken l ; andere der vor¬
gesehenen Zeichner von Anteilscheinen der neuen Zinnhandels¬
kompagnie waren an anderen Erzhandelsgesellschaften beteiligt
und galten als erfahrene Erzhändler . So Moritz Bücher , das
damalige Haupt der Bücher -Gesellschaft , der in Eisleben als Hütten¬
meister emporgekommen war , dann nach Leipzig übersiedelte (um
1506) und bald darauf mit seinem Eislebener Bruder Wolfgang
und mit Sigmund Fürer von Nürnberg zusammen die Saiger¬
handelsgesellschaft der Hütte Gräfenthal gründete 2. So die
Bräutigam , deren Sproß Hermann schon 1464 die erste thüringische
Saigerhütte mit finanziert hatte 3. So die Straub und Michael
Puffler 4, auf die wir später noch des längeren zu sprechen kommen
werden . Auch Heinz Scherl, der zu Anfang des 16. Jahrhunderts
arm aus Nürnberg nach Leipzig eingewandert war und es hier bald
zu einem stattlichen Vermögen brachte , spielte seit den zwanziger
Jahren eine so bedeutende Rolle in den Mansfeldischen Saiger¬
handelsgesellschaften 5, daß wir auch schon vorher eine Tätigkeit
dieses Mannes im Erzhandel annehmen müssen.
So erweist sich der unbekannte Autor unserer Denkschrift von
1518 in seinen Teilhabervorschlägen als ein guter Kenner der per¬
sönlichen Verhältnisse in der sächsischen Kapitalistenwelt . Wahr¬
scheinlich gehörte er selbst zu ihrem Kreise und hatte möglicher1 Siehe oben.
• Vgl. Möllen berg a. a. O., S. 32. Weitere Schicksale der
Bücher-Gesellschaft, S. 120—121. Kroker,
Neujahrsblätter IV,
S. 12.
3 Mö 11 e n b e r g a. a. O., S. 6.
4 Die Puffler scheinen auch aus Süddeutschland, vielleicht aus
Nürnberg, in Leipzig' eingewandert zu sein. Cod. dipl. Silesiae XX,
S. 178/79.
6 Vgl . darüber jetzt vor allem Möllenberg
a. a. O., siehe
Register. Heinz Scherl war geschäftlich und freundschaftlich eng
verbunden mit Jacob Welser d. Ä. zu Nürnberg. Uber Heinz Scherls
.Lebensgang cfr. Kroker,
Neujahrsblätter IV, S. 81 ff.
234 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
weise schon bei ihnen das Terrain für eine Gesellschaft , wie die
von ihm vorgeschlagene , sondiert.
Über die Ordnung der Geschäftsführung durch die Gesell¬
schaft ist in dem Vorschlag nicht viel Detail gebracht . Als Organe
sind nur zwei Leiter genannt , die, aus der Zahl der Teilhaber ge¬
wählt , dem Handel vornehmlich vorzustehen haben (ihn „ allent¬
halben regieren “). Sie haben den Faktoren und Dienern der Gesell¬
schaft Anweisungen zu geben . Im Bedürfnisfalle haben sie sich
von den Räten des Herzogs Rat und Hilfe zu erbitten . Zum Zwecke,
dieser Auskunfts - und Hilfserteilung sollen von den herzoglichen
Räten , die Gesellschafter sind , zwei nominiert und beauftragt
werden . Die übrigen bürgerlichen Mitglièder der Gesellschaft
sollen „ ein jeder in der Stadt , in der er gesessen oder die ihm am
gelegensten ist , bei den Kannengießern und den anderen Kunden
der Gesellschaft die Schulden kassieren helfen und darüber den
Vorstehern Rechnung legen.“
Im übrigen gibt unser Autor einige allgemeine Vorschläge für
ein Statut der Gesellschaft . Er rät , daß man eine gute Ordnung
und eine kräftige Verschreibung darüber aufzeichnen müsse, „wer
Rechnung halten , wer dieselbige verantworten , wann und vor wem
man dies tun solle.“ Auch darüber müsse sich das Statut auslassen , „wie man es mit Austeilung des Handels , wann der Kauf
ein Ende hätte , halten solle“.
Die größte Schwierigkeit für eine Hebung des sächsischen
Zinnhandels , wie sie der Autor unseres Gutachtens vorschlägt , be¬
stand unstreitig in der Frage , wie würde auf die ausländische Kon¬
kurrenz ein solches Vorgehen wirken . Denn das war doch selbst¬
verständlich : wenn durch Zölle u. a. den außersächsischen Zinn¬
produzenten — die schärfsten Konkurrenten waren die zu Schlacken¬
wald in Böhmen — die Einfuhr in die Albertinischen Lande ge¬
sperrt wurde , so mußten diese sich um so mächtiger auf die übrigen
Absatzgebiete werfen , auf denen sich bisher schon böhmisches
und sächsisches Zinn gegenübergestanden hatten . Nun war ja die
böhmische Konkurrenz — durch Sperrung des Durchgangsverkehrs
durch das Herzogtum und Kurfürstentum Sachsen 1 von
—
dem
bequemsten Wege nach Norddeutschland und von dort zur See
1 Man hoffte hierzu den Kurfürsten zu bewegen.
Drittes Kap.: Monopole, Kartelle u. Aktienges. im sächs. Zinnbandei usw.
235
in die Niederlande abgeschnitten . Es war auch nicht anzunehmen,
daß das böhmische Zinn über Nürnberg auf Main und Rhein in den
deutschen Westen bis nach Köln transportiert würde . Der lange
Landtransport und die hohen Rheinzölle verteuerten es zu sehr.
Aber in Schlesien und überhaupt in Osteuropa konnte doch eine
preisdrückende Konkurrenz des Schlackenwalder Zinns äußerst un¬
angenehm werden.
So schlägt
denn
unser
Autor
ein Produk¬
tionskartell
mit den Zinngewerken
zu Schlackenw a 1d v o r.
Die Schlackenwalder müßten sich verpflichten , im Jahre nicht
mehr als 2—3000 Ztr . zu produzieren ; die Altenberger Zinngewerken
würden dementsprechend auf eine Jahresgewinnung von iy 2 bis
2000 Ztr ., die Ehrenfriedersdorf er auf eine solche von 1000 Ztr,
festgelegt werden müssen . Dann könnte man wohl darauf rechnen,
2000 Ztr . Schlackenwalder Zinn in Nürnberg abzusetzen und
2000 Ztr . sächsisches in den Niederlanden , den Rest der beider¬
seitigen Produktion im Lande.
Bestünde das Kartell , so wäre es nicht nötig , die sächsischen
Grenzen gegen ausländisches Zinn zu sperren , damit das herzog¬
liche Geleitgeld zu schmälern und den Leipziger Messen Abbruch
zu tun . Den Nutzen , den die Schlackenwalder durch das Kartell
hätten , führt unser Autor darauf hin , daß es besser sei, alljährlich
3000 Ztr . Zinn mit gutem Profit zu verkaufen , als 6000 Ztr . ohne
Profit , ja vielleicht mit. Verlust.
Das hier vorgeschlagene böhmisch -sächsische Zinnkartell ist
nicht zur Ausführung gekommen . Immerhin bietet schon das
Projekt einen interessanten Beitrag zur Geschichte der Unter¬
nehmerverbände . Den Beweis aber , daß wir es in dem Projekt
nicht mit dem chimärischen Hirngespinst eines die Realität der
Dinge verkennenden Pläneschmieds zu tun haben , dessen Vorschläge
die betreffenden Unternehmer niemals annehmen bzw. die dabei
maßgebenden Regierungen nicht zulassen würden , den Beweis
dafür haben wir in einem anderen Kartellprojekt jener Jahre . Im
Jahre 1524 schlug der bekannte Nürnberger Kaufmann Christoph
Fürer vor, die an der Silberproduktion beteiligten deutschen Fürsten
sollten sich zu einem großen Silbersyndikat zusammenschließen,
den Silberpreis hinauftreiben bzw. das Silber zu einem höheren
4
236 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Nennwerte als bisher vermünzen l. Der
Plan hat die Billigung
der Grafen von Mansfeld, des sächsischen Kurfürsten und zunächst
auch Herzog Georgs von Sachsen gefunden . Er ist dann im wesent¬
lichen daran gescheitert , daß Georg die Gefährlichkeit einer aus
dem Plane resultierenden Münzverschlechterung für seine Lande
einsah 2 und seine Beihilfe zurückzog.
Auch die früher in einem anderen Zusammenhänge erwähnte
internationale Verabredung dürfte zeigen, wie wenig den Zeit¬
genossen ein Kartell der sächsischen und böhmischen Zinnprodu¬
zenten , wie es in dem Projekt von 1518 vorgeschlagen worden war,
als phantastisches , unausführbares Gebilde erscheinen konnte . Im
Jahre 1520 vereinigten sich die Herzoge von Sachsen , die Schlick
als Herren von Joachimstal und die Pflug als Herrschaftsbesitzer
in dem böhmischen Schlackenwald 3 zu einem Abkommen , das im
Grunde durchaus wirtschaftlicher Natur war und dazu dienen
sollte , Angebot und Nachfrage von Arbeitskräften in einer den
Kontrahenten günstigen Weise zu regeln “.
Die
Zinnhandelsgesellschaft
von 1521 — 1527.
Hauptquellen
: 1. Privileg
des Herzogs
Georg von
Sachsen für die Gesellschaft des Zinnkaufs . Datum Dresden , 20 . De¬
zember 1520 . Hauptstaatsarchiv
Dresden , Loc . 9826 , Altenberger
Statuten oder Ordnung der Stadt 1515 , it . Bergk -Sachen etc . Im
folgenden Loc . 9826 zitiert . Das Privileg ist im Anhang ab¬
gedruckt.
2. Herzogliche Bestätigung des Dienstvertrages , durch den die
Gesellschaft des Zinnkaufs den Hans Alnpeck zum Faktor der Ge¬
sellschaft annimmt . Datiert : 4. März 1521 . Hauptstaatsarchiv
Dresden , Loc . 4500 . Bergwerkssachen
zu Freiberg bel . Vol . I,
1453 — 1543 , Bl . 25—26 . Im Anhang abgedruckt.
1 W. L o t z , Die drei Flugschriften über den Münzstreit der
sächsischen Albertiner
und Ernestiner
um 1530 , S. V . Nach
W . Pückert,
Das Münzwesen Sachsens 1518 — 1545 , S. 65 ff .,
besonders S. 73, 75, 100 ff.
2 Beraten durch die Leipziger Kaufleute Urban Ulrich , Andreas
Matstedt , Faktor der Fugger , Hieronymus Walter , Kunz Krott,
Mich . Puffler und Wolf Wiedemann . Ihre Gutachten
besprochen
bei Pückert
a . a . O., S. 111 ff.
3 Alle drei Bergherren hatten bedeutende eigene Bergwerke und
Bergwerksanteile.
4 Siehe oben S. 44.
Drittes Kap . : Monopole. Kartelle u. Aktienges. im sächs. Zinnhandel usw. 237
Die Vorschläge von 1518, so gesund sie in mancher Beziehung
waren , sind nicht zur Ausführung gelangt . Erst im Verlauf des
Jahres 1520 scheinen die . Verhandlungen über die Errichtung einer
neuen Zinnhandelsgescllschaft — auf wesentlich anderer Grundlage
freilich , wie das Projekt von 1518 vorschlug — zum Abschluß ge¬
kommen zu sein. An der Spitze des Unternehmens stand Hierony¬
mus Walter , der Leipziger Faktor der Bartolome Welserschen Ge¬
sellschaft , Michael Puffler und Ulrich Mordeisen 1. Also drei Leip¬
ziger Kaufleute von sehr gutem Ruf und bedeutender Kapitalkraft.
Michael Puffler überdies seit langem im Zinnverlagsgeschäft und
Zinnhandel erfahren 2.
Zunächst hatte sich Andreas Madtstedt „ mit seinen Anhängern“
für den Zinnkauf stark interessiert . Er war auch einem Abschluß
mit den Zinngewerken auf einem Verhandlungstage in Leipzig
(29. Oktober 1520) nahe gewesen 3. Es entzieht sich meiner Be¬
urteilung , was Madtstedt im letzten Augenblick bewogen hat , von
dem Abschluß des Zinnkaufs abzusehen . Bekanntlich war Andreas
Madtstedt Faktor der Fugger in Leipzig 4. Wir haben somit das
interessante Bild vor uns, daß schließlich die Welser — wenigstens
mitführend — ein Unternehmen in die Hand nahmen , das vorher
die Fugger in ihre Hände zu bekommen beabsichtigten.
Die neue Gesellschaft des Zinnkaufs wurde für die Zeit von
Oculi 1521 bis Oculi 1524 vom Staate privilegiert . Ihr Wesen
— wenigstens nach der Seite ihres öffentlich -rechtlichen Charakters
hin — ist uns aus dem Privileg Herzog Georgs vom 20. Dezember
1520 in seinen Grundzügen erkennbar . Das wichtigste war, daß
die Gesellschaft wieder, wie ihre älteren Schwestern am Anfang
des Jahrhunderts , für den sächsischen Zinngroßhandel ein Monop o 1 besaß . So war es mit Hilfe der herzoglichen Räte zwischen
den sächsischen Zinngewerken und den Kaufleuten , die die Gesell¬
schaft bildeten , für drei Jahre verabredet worden . Die Zinn1 Hauptstaatsarchiv
Dresden , Copiai 127 , Bl . 126 b.
2 Uber Hieronymus Walter vgl . K r o k e r , Neujahrsblätter
IV,
(1908 ), S. 93 ff. Ulrich Mordeisen wird der Sohn des obengenannten
frühverstorbenen Lorenz Mordeisen gewesen sein . Krokera
. a . O.,
S. 71.
3 Vgl. dafür die Urkunde im Ernestin . Gesamtarchiv zu Weimar,
Reg . T , Bl . 273/74 , Nrn . 3— 6.
1 Als solcher 1519 noch genannt
und wohl auch später.
M. Jansen,
Jakob Fugger der Reiche , S. 143.
238 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
gewerken des Altenbergs waren gehalten , all ihr erbautes Zinn an
die dortige herzogliche Bergwage abzuliefern , wo es die Gesell¬
schaft gegen Barzahlung zum Preise von 11 fl. 1übernahm 2. Die
Wage auf dem Altenberge sollte mit zwei Schlössern verwahrt und
verschlossen werden . Zu dem einen Schloß erhielt der herzogliche
Zehntner , zu dem anderen der Altenberger Faktor der Zinnkaufs¬
gesellschaft den Schlüssel. Die Schmelzer und die Hüttenmeister
auf dem Altenberge waren der Gesellschaft gegenüber durch Eid
gebunden , dafür zu sorgen, daß alles Zinn an die Wage kam und daß
nicht schlechtes Zinn dem guten beigemischt wurde.
Das Zinn , das zu Ehrenfriedersdorf usw. gewonnen wurde,
brauchte nicht auf die Altenberger Wage gebracht zu werden.
Die Gesellschaft nahm es an Ort und Stelle gegen Barzahlung und
zu demselben Preise wie das Altenberger ab . Die Untertanen des
Herzogs endlich , die auf dem Mückenberg Zinn erbauten , hatten
sich bereit erklärt , unter denselben Bedingungen wie die Altenberger
Zinngewerken , ihr Zinnprodukt in die Altenberger Wage zu liefern.
Dagegen durften die Mückenberger , Graupenschen und andere Ge¬
werken , die nicht Untertanen Georgs von Sachsen waren , ihre Zinn¬
produkte außerhalb des Herzogtums verkaufen . Zogen sie den
Verkauf im Lande vor , so unterstanden sie denselben Bedingungen
wie die herzoglichen Untertanen , d. h . sie mußten das Zinn gegen
fest bestimmten Preis (s. o.) der Gesellschaft des Zinnkaufs auf die
Altenberger Wage liefern.
Bis Oculi 1521 mußten alle etwa bestehenden anderweitigen
Zinnlieferungsverträge abgewickelt sein. Wer nach diesem Termin
— von den Untertanen des Herzogs — Zinn an jemanden anderen
1 D. h . 11 fl. in Münze , halb sächsisch (je 21 Zinsgroschen für
1 fl .) und halb böhmisch (je 24 böhmische Groschen für 1 fl .). An
den Orten , wo man kein böhmisches Geld nahm , und die Gesellschaft
mit „ eitel “ sächsischem Gelde zahlen mußte , brauchte sie nur 11 fl.
minus 1 Ort pro Altenberger Bergzentner zu geben.
2 Die Zinner von Thum , Ehrenfriedersdorf und Geyer forderten
einen höheren Preis , weil ihr Produkt besser sei als das altenbergische.
Dieses Verlangen scheint , trotz der Weigerung der Gesellschaft ihm
nachzukommen , nicht unbillig gewesen zu sein , denn auch die vom
Herzog bestellten Vermittler schlugen vor , es sollte für jenes Zinn
Y2fl . pro Zentner mehr gezahlt werden. J. Falke,
der Bergstadt
Geyer in Mitteilungen
vereins , Heft 15, S. 108.
Geschichte
des Kgl . Sachs . Altertums¬
2
Drittes Kap. : Monopole, Kartelle u. Akticnges. im sächs. Zinnhandel usw. 239
als an die Gesellschaft des Zinnkaufs lieferte , ging dieser seiner
Ware verlustig . Sie fiel zur Hälfte der herzoglichen Kammer , zur
Hälfte der Kirche in Altenberg zu.
War eine der Parteien (die Zinngewerken oder die Zinnkäufer,
d. h. die Gesellschaft des Zinnkaufs ) nicht geneigt , nach Ablauf
dreier Jahre den Kontrakt zu erneuern , so mußte von der be¬
treffenden Partei ein halbes Jahr zuvor schriftlich gekündigt werden.
Die Zinnkaufgeschäfte der Gesellschaft auf dem Altenberg usw.
besorgte Hans Alnpeck jr . aus Freiberg , der seinen Wohnsitz in
Altenberg nehmen mußte und 200 fl. Jahresgehalt erhielt . Einzel¬
heiten seiner Aufgabe sind aus dem Mietskontrakte zu ersehen , den
die Zinnkaufsgesellschaft mit ihm abschloß 1.
Es ist aus dem spärlichen Archivmaterial , das uns vorliegt,
nicht genau zu ermitteln , ob die 1520 zwischen den sächsischen
Zinngewerken und der Gesellschaft des Zinnkaufs vereinbarte
Kündigungsfrist genau eingehalten worden ist ; jedenfalls hatten
schon vor Oculi 1524 die Zinner zu Geyer, Ehrenfriedersdorf und
Thum den herzoglichen Räten erklärt , daß sie mit der Zinngesell¬
schaft nicht über einen neuen Kontrakt einig geworden wären.
Darauf erlaubte Herzog Georg den Zinnern der genannten Orte,
ihr Zinn nach freiem Ermessen zu verkaufen 3. Es scheint , als
hätten nun zunächst die Orte Geyer, Thum und Ehrenfrieders¬
dorf selbst den Verlag ihrer ärmeren Zinner übernommen . Dabei
konnten sie freilich ■
— ohne Erfahrung wie sie im Absatz des so
erworbenen Zinnes waren und auch mangels genügenden Verlags¬
kapitals — die Leipziger Kapitalisten nicht entbehren . Schon am
1 Ich habe das für die Geschichte der Faktoren (Handlungs¬
diener) interessante Dokument im Anhang abgedruckt.
2 Herzog Georg schreibt an die Richter , Schöffen und Zinner
zu Geyer, Ehrenfriedersdorf und Thum : „ Lieben getreuen ! Als ir
uns ytzt auf das schreiben, so nechst unsere abwesens unsere verordente rete zu I.eiptzk auf ansuchen der geselschaffter des zinkaufs
an euch gethan , antwort gegeben, haben wir vernomen . Nachdem
wir denn daraus befinden, das ir euch mit inen nit verainen und ver¬
gleichen könnt , deshalb ir auch beschwerdt seit, den neuen vertrage
einzegehn, so ist uns nit entgegen, daß ir mit euerm zin freisteet
und damit nach euerm gefallen gebäret und handelt . Wolten wir
euch darnach ze richten nit verhalten . Datum Sandt Annaperg
dornstags nach Oculi anno etc. 24
Kgl. Hauptstaatsarchiv zu
Dresden, Copiai 127, Bl. 156 a.
240 Drittes Buch: Monopole
. Kartelle und Aktiengesellschaften im Mittelalter.
24. April 1525 wurde ein “Vergleich wegen des Zinnverlags zwischen
den Abgeordneten von Geyer, Ehrenfriedersdorf und Tlmin einer¬
seits und den Leipziger Zirmkaufleuten Michael Puffler und Ulrich
Mordeisen andererseits auf drei Jahre abgeschlossen . Die genannten
Kapitalisten versprachen darin , jeden der drei Orte zunächst mit
je 200 fl. rheinisch pro Jahr zu verlegen . Die Verlagssumme sollte
„mit fürstlicher Gunst “ genügend versichert und nach drei Jahren
ohne Säumnis zurückgezahlt werden . Wenn eine der Städte die
Vorlegung nicht brauchte und eine andere wollte dieselbe für sich
nehmen , so hatte auch die nehmende Stadt den Verlag sicher¬
zustellen . Alles Zinn , das gewonnen wurde , war an die genannten
Zinnkäufer zum Preise von 11y2 fl . für blankes Zinn und von
liy 4 fl . für weißes Zinn abzugeben . Es wurde bar , halb in säch¬
sischer , halb in böhmischer Münze bezahlt . Wenn ein Zinner oder
Gewerke bis zu einem Zentner Zinn für seine „Hausingesessen“
bedürfe , so solle ihm die Abgabe dieses Quantums erlaubt sein.
Doch müßte solches den Faktoren der Zinnkäufer angezeigt
werden.
Der hier in seinen wichtigsten Bestimmungen wiedergegebene
Vertrag wurde „ mit Gunst und Vermittlung “ Herzog Heinrichs,
mit Vorbehalt der Genehmigung von Herzog Georg abgeschlossen 1.
Die Genehmigung scheint erteilt worden zu sein.
Anders als in Geyer, Ehrenfriedersdorf und Thum gestaltete
sich das Verhältnis zwischen den Zinnern und der Zinnkaufs¬
gesellschaft in Altenberg . Noch vor Ablauf des Vertrags , der Oculi
1524 endete , richtete Herzog Georg zwischen Hieronymus Walter 2,
Michael Puffler , Ulrich Mordeisen 3 samt der Gesellschaft des Zinnkäufs einerseits und den Zinnern und Gewerken von Altenberg
1 Hauptstaatsarchiv Dresden, Loc. 4500. Das Bergwerk zu
Ehrenfriedersdorf bei. 1377—1538. BL 13/14. Vgl. J . Falke,
Mitteilungen des Kgl. Sächs. Altertumsvereins , Heft 15, S. 108.
Bei mir im Anhang abgedruckt . — Herzog Heinrich , Georgs schwacher
Bruder , hatte 1505 zur Entschädigung für das unhaltbare , 1515 an
die Habsburger zurückgegebene Friesland die Ämter Freiberg und
Wolkenstein erhalten . O. Kaemmel,
Sächsische
Geschichte.
Leipzig (Göschen) 1905. S. 71.
2 HieronymusWalter d. J . war seit 1528 oder 1529 mit Kath.
Mordeisen, der Tochter Lorenz Mordeisens, verheiratet.
3 Ulrich Mordeisen hatte eine Tochter (Margarete) Michael
Pufflers zur Frau . Kroker,
Neujahrsblätter IV, S. 103.
Drittes Kap . : Monopole, Kartelle u. Aktienges. im sächs. Ziimhandel usw. 241
andererseits einen neuen Vertrag auf 1. In diesem Vertrag war in
bedeutsamer , für die Entwicklung charakteristischer Weise den
Altenberger Zinnern und Gewerken ein ziemlich großes Freiverkaufs¬
kontingent zugestanden . Sie durften ein Drittel ihrer Zinnausbeute
frei absetzen an wen und wohin sie wollten . Nur die übrigen zwei
Drittel hatten sie an die Kompagnie zu verkaufen . Lag hierin
schon eine starke Benachteiligung der Gesellschaft des Zinnhandels,
so wurden dieser nun auch nocli Beschränkungen einem Teil der
Konsumenten gegenüber zugernutet . Die Gesellschaft , heißt es in
einer Ordnung und Satzung des Herzogs Georg vom 11. Februar
1524, solle einen „gemeinen , freien zinnkauf bestellen und halten,
also daß sie den kandelgießern 2 oder anderen , so das zinn wollen
verarbeiten lassen , bei einzelnen zentner zinn kaufweis zukommen
lassen“ 3. Und zwar zu festgesetztem Preise . In Leipzig den
Zentner für l2j/ 4 fl . und in Altenberg , wo keine Transportspesen
zuzurechnen waren , für 11/4 fl . netto Kasse . Dafür sollten die
Kannegießer von niemand anderem als von der Gesellschaft das
Zinn kaufen . Wenn , was wir wohl an nehmen dürfen , die Gesell¬
schaft im Jahre 1524 noch 11 fl. pro Zentner an die Zinnproduzenten
zahlen mußte — wie es im Jahre 1520 vereinbart war —, so wäre
*4 fl. pro Zentner ein sehr bescheidener Gewinn für die Gesellschaft
gewesen. Auch 1% fl. Bruttoverdienst pro Zentner in Leipzig war
wenig . Sicherlich hat die Gesellschaft weitaus das meiste Zinn in
außersächsischen Landen abgesetzt , wo ihrem Profit keine obrigkeit¬
lichen Schranken gesetzt waren . Die Beschränkungen , die dem
freien Walten der Zinnmonopolisten im „ Inland “ gesetzt waren,
sind ein interessanter Beleg für die Handwerkerpolitik des be¬
ginnenden Merkantilismus . Um so mehr , als wir auch sonst dieselbe
Richtung eines Eingreifens des Staates für seine Gewerbetätigen
1 Hauptstaatsarchiv
Dresden , Loc . 7414 (Nr . 2), Bl . 32 f. Der
Vertrag selbst ist -— soviel ich sehe — nicht erhalten . Wir wissen
nur davon durch die gleich zu besprechende herzogliche Schutz¬
verordnung , die die sächsischen Zinngießer vor einer Überteuerung
durch die Gesellschaft des Zinnhandels schützen sollte.
2 Kannegießern.
3 Eine besondere Rücksichtnahme
auf die Verbraucher
im
eigenen Land bedeutete wohl auch später die Maßnahme des Kur¬
fürsten August , die J . Falke,
Die
Geschichte des Kurfürsten
August von Sachsen in volkswirtschaftlicher
Beziehung , S. 294,
erwähnt.
Strieder
, Studien z. Gesoh . kupitaliat . OrganiBationsformen .
16
1
242 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
und eine Abwälzung der „Monopolpreise“ auf das „ Ausland “ be¬
obachten werden.
Der Vertrag zwischen den Altenberger Zinnproduzenten und
der Gesellschaft des Zinnhandels , den Herzog Georg im Frühjahr
1524 aufgerichtet hatte , sollte sich keiner langen Lebensdauer er¬
freuen . Schon im Herbst dieses Jahres sendeten die Zinngewerken
des Altenbergs zwei Abgesandte an Georg von Sachsen mit der
Erklärung , sie könnten das Zinn nicht länger zu dem verabredeten
Preise an die Gesellschaft des Zinnhandels abgeben . Sie erhielten
daraufhin vom Herzog die Erlaubnis , mit der Gesellschaft des
Zinnhandels , oder wenn diese nicht wolle, mit anderen Zinnkäufern
sich zu einem neuen Zinnkaufskontrakt zu einigen. Natürlich be¬
dürfe der abgeschlossene Vertrag der Bestätigung der Regierung
Als kluge Geschäftsleute müssen sich die Zinnkaufsgesellschafter
zunächst den Anschein gegeben haben , als liege ihnen selbst nicht
allzuviel an der Erneuerung des Kontraktes . Dann freilich be¬
trieben sie diese Erneuerung wieder eifrig. Sie baten den Herzog
um eine Tagsatzung mit den Zinngewerken ; nur so sei ein Zustande¬
kommen des Kontraktes noch möglich. Herzog Georg willfahrte
ihrem Wunsche und setzte für den 27. Januar 1525 eine Zusammen¬
kunft der Zinngew'erken und der Herren der Zinnhandelsgesell¬
schaft fest 2. Es entzieht sich meiner Kenntnis , welches der Erfolg
dieser Bemühungen war.
Das
große
Leipziger
Monopolprojekt
von 1527.
Hauptqucllc:
Anonyme
Denkschrift
vom Jahre 1527.
Hauptstaatsarchiv
Dresden , Loc . 10 532 , Leipziger Händel etc.
1525— 51, Bl . 131 ff . Abgedruckt im Anhang dieses Buches.
Der mächtige , unbestrittene Aufschwung , den Leipzig in dem
ersten Dritte ! des 16. Jahrhunderts erlebte 3 und der nur im 19. Jahr¬
hundert eine Parallele hat , kann vielleicht durch nichts besser
1 Hauptstaatsarchiv
Dresden , Cop . 127 , Bl . 124 b, 125 a.
Schreiben des Herzogs vom 25. Oktober 1524 datiert.
2 Hauptstaatsarchiv
Dresden , Cop . 127, Bl . 126 b . Schreiben
des Herzogs vom 16. November 1524 an Hieronymus Walter , Michael
Puffler und Ulrich Mordeisen.
3 Zeitgenössische Stimmen
über
diesen Aufschwung
bei
E . K r o k e r , Leipzig und die säebs . Bergwerke , Schriften d. Vereins
f. die Geschichte Leipzigs , IX . Bd ., S. 5 des Separatabdruckes.
2
Drittes Kap. : Monopole, Kartelle u. Aktienges. im sachs. Ziimhandcl usw. 243
illustriert werden , als durch die großartigen Monopol- und Kartell-
Projekte im Handel mit Bergbauprodukten, die in den zwanziger
Jahren aus der Mitte der Leipziger Kaufmannschaft auftauchten.
Man kennt die Bemühungen 1 der Leipziger , die Ausbeute der
reichen Kuttenberger Kupfergruben monopolistisch zu beherrschen,
die bis dahin den Nürnberger Kapitalisten zugefallen war . Noch
großartiger zeigt sich die wirtschaftliche Energie der Leipziger
Kaufmannswelt . in einem Projekt aus dem Jahre 1527, auf das hier
aufmerksam gemacht werden soll. Das Projekt war ein Gegen¬
schlag gegen die Bemühungen der Nürnberger Kaufleute und der
mit ihnen verbündeten Grafen von Mansfeld , die niedersächsischen
Kaufleute , also die Hansen , aus dem Zwischenhandel mit Mansfeldischem Kupfer zu drängen . Im August 1527 hatte Jakob
Welser d. À. von Nürnberg an den Grafen Albrecht von Mansfeld
berichtet , daß das mansfeldische Kupfer auf dem Nürnberger
Pfingstmarkt von 30 Schock Groschen auf 28 gefallen sei, „ darumb
es die Sachsen “, d. h, die hansischen Kaufleute , „geben haben “ -.
Daraufhin verhandelten die Grafen Albrecht und Gebhard von
Mansfeld mit den auf der Michaelismesse zu Leipzig versammelten
Kapitalisten , die den mansfeldischen Saigerhandelsgesellschaften
angehörten , über den Abschluß einer Konvention , laut der sie sich
alle verpflichten sollten , „ den Sachsen hinfür kein kupfer zu ver¬
kaufen “ 3. Die meisten Leipziger Kapitalisten , die an mansfeldischen
Saigerhandelsgesellschaften beteiligt waren — unsere Denkschrift
führt Kuntz Keller, Heinrich Scherl und Moritz Bücher nament¬
lich auf —, traten der Konvention bei. Eis sind die von Nürnberg
1 Ygl. Kroker,
Neujahrsblätter
IY , S. 104 ff. Aus der
Krokerschen
Darstellung erhellt dasselbe , was sich auch aus den
hier folgenden Ausführungen ergibt : ein heftiger Kampf Nürnbergs
gegen das aufkonunende Leipziger Wirtschaftsleben
und gegen das
Leipziger Großkapital , das an allen Enden dem nürnbergischen,
besonders im Handel mit Bci'gwerksproduklen , die gefährlichste
Konkurrenz machte.
2 Für das folgende Möllcnbcrg
a . a . O., S. 5t f., der aller¬
dings fälschlich unter „ Sachsen “ die Leipziger versteht . Daß hier
die niedersächsischen Kaiifleute , also die Hansen , gemeint sind , er¬
gibt sich unzweifelhaft aus unserer Denkschrift von 1527 . Vgl . dort
das Verzeichnis der Waren , die die „ Sachsen “ auf die Leipziger
Märkte bringen.
3 Nach der oben genannten Denkschrift.
IG*
244 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
abhängigen und geschäftlich eng besonders mit Jakob Welser d. Ä.
und anderen Nürnbergern verbundenen Kaufleute . Nur Wolfgang
Wiedemann und Lucas Straub weigerten sich energisch , in die
Vereinigung einzutreten . Sie machten mit Recht darauf auf¬
merksam , wie stark der Leipziger Markt durch das Fernbleiben der
Niedersachsen leiden würde . Besonders auf diese Vorstellungen
hin versuchten der Rat der Stadt Leipzig und Herzog Georg die
Konvention zu sprengen . Sie verhandelten eingehend mit den
Leipziger Kapitalisten , die der Konvention beigetreten waren , über
ihren Austritt . Die Bemühungen waren vergeblich . Der geschäft¬
liche Vorteil wies die Scherl, die Bücher und Konsorten zu stark
auf die Seite der Nürnberger und besonders der Mansfelder Grafen,
als daß sie zum Austritt aus der Konvention hätten vermocht
werden können.
In diese Situation fällt das obengenannte Projekt . Es sollte
den unabhängig von Nürnberg und den Mansfeldern gebliebenen
Leipziger Kaufleuten eine Monopolstellung in dem von Mansfeld
nicht beherrschten mitteleuropäischen Metallhandel sichern . Die
Denkschrift , in der dieser Plan entwickelt ist , schlug dem Herzog
von Sachsen vor , seine Hilfe dazu zu bieten , daß 1. die Blei¬
produktion zu Goslar, daß 2. die böhmische Kupfer - und Silber¬
produktion , daß 3. und 4. auch die gesamte böhmische und säch¬
sische Zinnausbeute in „ eine Hand und an die Einwohner der Stadt
Leipzig gebracht würden “ 1. Der
Vorschlag bedeutete nichts
weniger und nichts mehr als eine großartige Monopolisierung des
bedeutendsten Teiles des mitteleuropäischen Metallhandels in der
Hand weniger Leipziger Kaufleute und Kapitalisten . Ich stehe
nicht an, in dem Vorschlag eines der interessantesten Monopol¬
projekte des 16. Jahrhunderts zu sehen.
Mit dem Versuch , die gesamte bedeutende Bleiausbeute der
Goslarer Gruben in die Hände zu bekommen , sollte nach dem
Autor unserer Denkschrift die Ausführung seines Planes beginnen.
Hätte man erst einmal die Goslarer Bleiproduktion in der Hand,
dann seien die Böhmen leicht zum Anschluß an das Projekt zu be¬
wegen . Zur Gewinnung von Silber aus den stark silberhaltigen
Kupfererzen Böhmens konnte man dort das Goslarer Blei nur
1 An einer andern Stelle der Denkschrift heißt es : „ Diese händel
sollen alle zusammen gebracht werden .“
*
*8
Drittes Kap . : Monopole, Kartelle u. Aktienges. im säclis. Zinnliandel usw. 245
schwer entbehren 1. Wer also den Goslarer Bleihandel beherrschte,
gebot auch bis zu einem gewissen Grade zugleich über den böhmi¬
schen Kupfer - und Silberhandel 2.
Der Vorschlag mit der Monopolisierung des Goslarer Blei¬
handels die Ausführung des obengenannten großen Projektes zu
eginnen , führt uns in dieselbe Interessentengruppe Leipziger
Kapitalisten , die wir bereits als die schärfsten Gegner der Mansfelder Konvention kennen lernten . In der Zeit , als das Projekt an
Herzog Georg gebracht wurde , war der Leipziger Bürgermeister
Wolfgang Wiedemann und seine Gesellschaft sowie Lucas Straub
seit einiger Zeit schon mit dem Goslarer Rat 3 wegen eines mono¬
polistischen Blei- und Vitriolabnahmekontraktes in Unterhandlung 4.
Man war einem Abschluß tiahe gewesen 6 und hatte sich schließ1 Die Beschreibung
des umständlichen
Saigerprozesses
des
silberhaltigen Kupfererzes , zu dem man viel Blei brauchte , siehe bei
Möllenberg
a . a. O., S. 5. Aber auch zu der Silbergewinnung
aus den Silbererzen brauchte man viel Blei.
2 Schon 1492 berichtete der oberste Burggraf zu Prag und Haupt¬
mann des Königreiches Böhmen an Herzog Georg von Sachsen:
die Amtleute von Kuttenberg hätten gemeldet , daß Bleimangel in
Böhmen herrsche und daß es den Böhmen nicht gestattet werde , in
Sachsen Blei zu „ kaufen und durchzubringen “ . Das sei früher nicht
geschehen 'und man bäte im Namen des böhmischen Königs das
Ausfuhr - und Durchfuhrverbot
aufzuheben . Nach einer Urkunde
im Hauptstaatsarchiv
Dresden , Loc . 7250 . Schreiben Herzog Georgs
zu Sachsen , den Bleyhandel in St . Joachimstal und Goslar betr.
Anno 1533 . Bl . 3.
3 Im Verlauf des 14. und 15. Jahrhunderts
hatte es der Rat
verstanden , die Verpflichtung
durchzusetzen , daß alles aus den
Rammeisberger Bergwerken gewonnene Erz nach seiner Verhüttung
an ihn verkauft werden mußte . Im 16 . Jahrhundert
wußten dann
die Herzoge von Braunschweig dieses Regal an sich zu bringen.
4 Schon 1524— 27 hatten die zwei Genannten den Bleiabnahme¬
kontrakt , den sog . „Bleikauf “ , mit Goslar gehabt , d . h . sie schossen
dem Rat der Stadt größere Geldsummen vor und übernahmen dafür
die gesamte Ausbeute zu festbestimmtem Preise.
8 Das folgende nach Hauptstaatsarchiv
Dresden , Loc . 10532.
Leipziger Händel 1525— 31. Bl . 127 ff . Besonders aus der Urkunde,
in der Wiedemann und Straub dem Herzog die fehlgeschlagcnen
Verhandlungen mitteilen und ihn bitten , er möge den Rat von Goslar
zum Abschluß des schon zugesagten Vertrags zwingen . Sie hätten
15 000 fl . längere Zeit für das Objekt bereitgehalten und starken
Zinsverlust erlitten . — In der obengenannten
Denkschrift ist auf
*
246 Drittes Bucli: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
lieh auf folgende Bedingungen geeinigt . Die Leipziger Kapitalisten
sollten eine Vorauszahlung von 6000 fl. leisten und dafür und für
weitere Vorschüsse (Verlag) die Bleiproduktion des Rammeis¬
berges zum Preise von 33 gr . 4 Pfg. pro Zentner drei Jahre lang
übernehmen . Nur über die Lieferung des Vitriols war man noch
nicht einig gewesen, als der Rat von Goslar die Unterhandlungen
abbrach . Er teilte der Gesellschaft mit , daß augenblicklich viel
zu wenig Blei gewonnen würde , um einen Bleikontrakt ab¬
zuschließen . Wenn das sich ändere , sollte die Gesellschaft an
erster Stelle Berücksichtigung finden.
In unserer Denkschrift wurde nun die sächsische Regierung
aufgefordert , dafür zu sorgen, daß die Goslarer den Kontrakt ab¬
schlössen. Wer anders konnte ein Jnteresse daran haben , diese
Aufforderung an die sächsische Regierung zu richten , als die Kauf¬
leute Wiedemann und Straub , die damit als die geistigen Urheber
des Projektes von 1527 deutlich gekennzeichnet sind.
Freilich ging das Projekt , wie angedeutet , noch bedeutend
weiter als auf die Beherrschung der Goslarer Bleiproduktion . Der
sächsischen Regierung wurde darin gleichzeitig nahegelegt , darauf
hinzuwirken , daß es zwischen den Schlackenwalder Zinnproduzenten 1und den Leipziger Kaufleuten zu einem Zinnabnahme¬
kontrakt käme . Nur so könnten die Kontraktverhandlungen
zwischen den sächsischen Zinngewerken und den Leipziger Kauf¬
leuten , die augenblicklich sclrwebten und die auf ein sächsisches Zinnhandelsmonopol hinausliefen , zu gedeihlichem Ende geführt werden.
Was endlich die. böhmische Kupferproduktion angeht , so war
der Verfasser unserer Denkschrift davon unterrichtet , daß Hierony¬
mus Walter , der Leipziger Vertreter der Augsburger Welser — die
Augsburger hielten gegen die Nürnberger zu Leipzig —, wegen der
Übernahme der gesamten Kuttenberger Kupferproduktion in Unter¬
handlung stand . Im Falle Walter den Vertrag allein nicht zum
Abschluß brächte , möge der Herzog sofort Hans von Schönburg
zu König Ferdinand senden 2. Soweit die Denkschrift von 1527.
die Supplikation an den Herzog hingewiesen. Der Autor ist also
wohl in den Kreisen um Wiedemann, Straub & Co. zu suchen.
1 Schlackenwald war der Hauptgewinnungsort des böhmischen
Zinns.
2 Zum Verständnis dieses Teiles der Denkschrift vgl. Krokcr,
Neujahrsblätter IV, S. 107.
1
Drittes Kap . : Monopole , Kartelle u . Aktienges . im sächs . Zinnhandel usw .
247
Die sächsische Regierung wies das Leipziger Projekt durchaus
nicht von sich. Im Gegenteil , sie bemühte sich redlich , die darin
geforderten Abschlüsse mit den fremden ßergwerksmächten zu¬
stande zu bringen . An den Goslarer Rat gingen mehrfach Schreiben
ab, in denen die Stadt dringend gemahnt wurde , den mit Lucas.
Straub und Wolfgang Wiedemann verabredeten Kontrakt durch¬
zuführen h Desgleichen an den Herzog von Braunschweig 2. Ebenso
machte Herzog Georg die eifrigsten Anstrengungen , um den Kutten¬
berger Kupferkauf in die Hände des Hieronymus Walter und der
Schützgesellschaft zu Chemnitz zu bringen 3. Besonders aber be¬
mühte sich Herzog Georg von Sachsen , einen monopolistischen
Abnahmekontrakt der Leipziger Erzbändler mit den Schlackenwaldcr Zinnproduzenten zustande zu bringen . Seine Räte , Rudolf
von Bünau und Anton von Kospott (Amtmann in St . Annaberg ),
traten in lange Unterhandlungen mit Hans Pflug , dem Herrn von
1 Hauptstaatsareliiv
Dresden , Loc . 7249 . Blei -, Zinn - und
Kupfcrhandel und -kauf . Goslarisches Blei anno 1524—32. Bl . 8;
Loc . 7250 . Den Bleihandel belangend etc . Anno 1534—42 . BI. 35.
Auch daselbst Bl . 79 eine Antwort des Rates folgenden Inhaltes auf
die Mahnungen Herzog Georgs (1528 , 5. Januar ) : Mit Wolfg . Wiede¬
mann und Lucas Straub hätten sie den Blei - und Vitriolkauf noch
nicht fest abgeschlossen gehabt ; sie wollten ihn den eigenen
Bürgern Vorbehalten.
2 Weil die Herzoge von Braunschweig dem Rate von Goslar
das Bezugsrecht auf das Rammeisberger Blei streitig machten , so
hatte Wolfg . Wiedemann und Lucas Straub & Co . auch mit Herzog
Heinrich dem Jüngeren von Braunschweig einen Bieiabnahmekontrakt
abgeschlossen . Als dann Herzog Heinrich Mitte 1527 den Leipziger
Kaufleuten ihren Vertrag zurückgab , suchte Herzog Georg auch hier
das Bleibezugsmonopol
seinen Leipziger Untertanen
zu retten,
wenigstens prinzipiell und für die Zukunft . Denn zunächst war die
Bleiproduktion
in den vielfach von Pierzog Heinrich verwüsteten
Goslarer Hütten zu unbedeutend , um sofortige größere Bleilieierungen zu ermöglichen . Erst 1533 ist es zu festen Bleikontraktcn
Wolfg . Wiedemanns , Lucas Straubs & Co. mit dem Goslarer Rat
und dem Herzog von Braunschweig gekommen . Vgl . für das Be¬
richtete Hauptstaatsarchiv
Dresden , Loc . 7250 . Bleihandel Anno
1543—46 . Bl , 16 ff. ; Loc . 7250 . Schreiben Herzog Georgs zu
Sachsen , den Bleihandel in St . Joachhnstai und Goslar betr ., Anno
1533 . Bl . 81, 85 ff . und Loc . 7250 . Den Bleihandel betr . etc ., Anno
1534— 42 . Bl . 34.
3 Kroker,
Neujahrsblätter
IV , S. 107.
1
248 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Schlackenwald , ein ]. Hans Pflug versprach auch , daß die Leipziger
Händler den Schlackenwalder Zinnkauf „vor anderen “ erhalten
sollten , d. h. vor den Nürnbergern , deren Abnahmekontrakt noch
bis zum 13. Juli 1529 lief. Aber die näheren Verhandlungen
scheiterten an der Unvereinbarkeit der gegenseitigen Forderungen.
Die Leipziger Zinnhändler forderten eine beträchtliche Preisreduk¬
tion ; sie würden , versicherte Rünau , höchstens 12— 13 fl. pro
Schlackenwalder Zentner geben . Ferner waren die Leipziger Kauf¬
leute nicht gesonnen , den ärmeren Zinngewerken Verlag (Vor¬
streckung ) zu bewilligen, sie wollten vielmehr das Zinnprodukt
„bar um bar “ kaufen . Für die ärmeren Zinngewerken , die ohne
Verlag nicht arbeiten könnten , sollten von den Zinnhändlern bis
1500 fl. gegen Sicherheit und 5 % jährliche Zinsen bereitgestellt
werden . Außerdem sollte die Produktion beschränkt werden . Die
Leipziger Kapitalisten wollten sich nur zur jährlichen Abnahme
einer gewissen Summe Zinns, im höchsten Falle 4000 Zentner,
verstehen . Dazu wünschten sie den Zinnabnahmekontrakt nur auf
zwei Jahre abzusehließen.
Demgegenüber forderten die Schlackenwalder Zimier einen
dreijährigen Kontrakt mit der Verpflichtung von seiten der Kapita¬
listen , alles Zinn
abzunehmen , das gewonnen wurde . Im
äußersten Falle könne die Jahresproduktion auf 5500 Zentner be¬
schränkt werden . An eine Preisreduzierung des Zinn sei nicht zu
denken und ebensowenig an eine Lieferung nur gegen bare Zahlung.
Ohne Verlag könnten eine große Anzahl Zinner nicht existieren 2.
Es versteht sich leicht , daß bei derartig verschiedenen Interessen¬
richtungen der Schlackenwalder Zinner einerseits und der Leipziger
Kaufleute anderseits der Abschluß eines Kontraktes nicht zustande
kam . Hieronymus Walter , Michael Puffler und Ulrich Mordeisen,
1 Für das folgende: Hauptstaatsarchiv Dresden, Loc. 7249.
Blei-, Zinn- und Kupferhandel und -kauf etc. anno 1524—1532.
Bl. 77—81 und Bl. 101.
2 Als die. Schlackenwalder Zinner merkten, daß kein Zinnkauf
zustande kam, baten sie Hans v. Pflug, ihnen zu gestatten, ein- bis
zweijährige Verträge zu schließen, mit wem sie wollten. „Dann ir
weren vil die uif 1000—1500 Ctr. . . . verhohlen zu kaufen und
vertragen zu können, dass also einer dem andern sein zeyn mechte
helfen vertreiben.“ Aus diesem Anträge sprach das Interesse der
reichen Zinngewerken, die ihre ärmeren Genossen gern selbst verlegt
hätten.
Drittes Kap . : Monopole , Kartelle u . Aktien ;,'es. im siiclis. Zinnhandel usw.
249
die kapitalistischen Träger der Unterhandlungen mit den böhmischen
Zinnern , ließen , trotz eifrigster Bemühungen Herzog Georgs, im
Grunde schon Anfang 1528 keinen Zweifel mehr über ihre Un¬
geneigtheit , sich in das gefahrvolle Unternehmen einzulassen l.
Wie die sächsische Regierung ihr möglichstes tat , um , den
Bürgern von Leipzig den Goslarer Bleikauf , den Kuttenberger
Kupfer - und den Schlackenwalder Zinnkauf zu sichern , so mühte
sie sich auch , den Leipziger Kaufleuten den sächsischen Zinngro߬
handel als Monopol auszuliefern . Die sächsische Regierung hatte
dabei , außer dem Wunsche , die Leipziger Kaufmannschaft im
Sinne des obengenannten großen Projektes zu fördern , auch den
Nutzen der ärmeren sächsischen Zinngewerken und namentlich der
Zinnbergleute im Auge. Je länger je mehr hatte es sieh gezeigt,
daß die ärmeren Zinner nicht ohne kapitalistischen Verlag auskommen konnten . Fehlte dieser, so waren Betriebseinstellungen
mit anschließender Arbeitslosigkeit unter den Bergarbeitern die
häufige Folge.
Zu den schon früher in sächsischem Zinnkauf tätigen Unter¬
nehmern Michael Puffler und Ulrich Mordeisen erklärte sich um
1527 noch Hieronymus Walter bereit , den sächsischen Zinnkauf
zu übernehmen 2. Über die Bedingungen wurde zwischen den Zinnkäufern und Zinngewerken unter Vermittlung Herzog Georgs eifrig
hin und her verhandelt , ohne daß es zu einer Einigung gekommen
wäre . Außer an dem niedrigen Preis , den die Kaufleute nur zahlen
wollten , stießen sich die Gewerken auch daran , daß die Kapitalisten
den Kauf nur immer für ein Jahr zu übernehmen gedachten . Was
man freilich den Unternehmern bei der starken Stimmung , die im
Reiche gegen „die Monopole“ herrschte —r wir kommen sogleich
noch hierauf zurück —, nicht verargen konnte.
So ist schließlich mit seinen einzelnen Teilen auch das Ganze
des großen Projekts von 1527 im Sande verlaufen . Die Nürn¬
berger behielten , wie es scheint , in Kuttenberg die Oberhand 3.
Die Goslarer Bleiproduktion wurde durch die Kämpfe der Stadt
1 Ersichtlich aus einem ermunternden Schreiben Georgs an die
Genannten vom 28. Januar 1528. Hauptstaatsarchiv Dresden,
Cop. 151, Bl. 7 b, 9 a.
2 Für das folgende vgl. Hauptstaatsarchiv Dresden, Loc. 7249.
Blei-, Zinn- und Kupferhandlung und -kauf 1524—1532. Bl. 91 ff.
3 Kroker,
Neujahrsblätter IV, S. 109 Anm. 1.
250
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften iin Mittelalter.
mit Heinrich von Braunschweig einige Jahre arg hintangehalten.
Englisches und polnisches Blei ersetzte in der nächsten Zeit viel¬
fach das Goslarer , und wenn auch 1533 ff. Wolfg. AViedemann und
Lucas Straub mit Heinrich von Braunschweig zum Abschluß
längerer Bleilieferungskontrakte gelangten , so war damals das Pro¬
jekt längst in Vergessenheit geraten.
Die Leipziger Kaufleute und Herzog Georg erkannten , daß sie
namentlich in Böhmen die älteren Rechte und Geschäftsverbin¬
dungen der Nürnberger nicht einfach beiseite schieben konnten.
Es ist charakteristisch und dokumentiert bis zu einem gewissen
Grade den Sieg der Nürnberger in dem Kampfe um die Vormacht¬
stellung im mitteleuropäischen Erzhandel , wenn sich Herzog Georg
im Jahre 1530 daran begab , mit den Kaufleuten und Händlern
von Leipzig
und Nürnberg
AVege
„
, Maß und Mittel “ zu
vereinbaren , daß sie alles Zinn , das in Sachsen und Böhmen gemacht
wurde , „in eine liandt “ annähmen . „Damit “, so heißt es in einem
Schreiben Plans Pflugs an Herzog Georg von Sachsen vom 11. No¬
vember 1530, „ein teil dem andern in den zcinkauffen kein fal ader
schaden mache “ 1. Man wird aus diesen kurzen Bemerkungen nicht
sicher schließen können , ob es sich hier um ein Kartellprojekt oder
gar urn den Vorschlag einer Fusion der zu gründenden Gesell¬
schaften des sächsischen und des böhmischen Zirinkaufs handelt.
Jedenfalls war die Ausschaltung der gegenseitigen Konkurrenz der
Beherrscher der sächsischen und der böhmischen Zinnproduktion
der klar ausgesprochene Zweck der Organisation . Aber auch dieses
Kartell oder gar Fusionsprojekt kam nicht zur Ausführung . Die
Leipziger und Nürnberger Kaufleute , an die Georg von Sachsen
herantrat , waren nicht dafür zu haben , angeblich , „ die weil der
entliehe abschied 2 yetzigs reichstags noch nicht geben und aus¬
gekündigt , dardurch sie vergewiss, ab sie auch ire gewerbe und
kaufman -handlung im rych möchten fridlich gewarten “. Die Er¬
klärung der Kaufleute spielt auf die Reichstagsverhandlungen über
1 Hauptstaatsarchiv Dresden, Loc. 7249. Blei-, Zinn- und
Kupferhandel und -kauf anno 1524—1532. Bl. 81 und für das
folgende Bl. 101.
2 Gemeint ist der Reichstag zu Augsburg. Am 22. September
1530 war dort den Ständen der Entwurf eines Reichstagsabschiedes
vorgelegt worden. Der Abschied selbst wurde erst am 19. November
publiziert.
Drittes Kap. : Monopole, Kartelle u. Aktienges. im siichs. Zinnhandel usw. 251
die Monopole an , die allerdings nicht sehr günstig für die Kauf¬
leute waren und die sich auch direkt gegen Monopolisierungen
im
Zinnhandel ’ richteten 1.
Zeiten
Erneutes
des freien
Zinn Verkaufs
(bis 1538 ).
Monopol
(1538 ff .) und
dessen
Ende
( 1541 ).
Hauptquellen:
Die folgenden Urkunden :
1. Herzog Georg nimmt auf drei Jahre den Zinnkauf in Alten¬
berg , Lauenstein und Bernstein in seine Verfügungsgewalt . 27 . Mai
1538 . Hauptstaatsarchiv
Dresden , Loc . 7414 . Den Zinnhandel betr.
1497—-1544 . Bl . 33 resp . 35 und 38 . Bei mir im Anhang abgedruckt.
2. Herzog Georg übergibt dem Leipziger Kaufmann Michael
Puffler den Zinnkauf zu Altenberg , Lauenstein und Bernstein auf
drei Jahre (nur die Gewerken Alnpcck von Freiberg ausgenommen ).
26 . Mai 1538 . Hauptstaatsarchiv
Dresden , Cop . 103 , Bl . 30 , auch
Loc . 7414 , den Zinnhandel betr . 1497— 1544 . Bl . 36 . Im Anhang
abgedruckt.
3. Herzog Georg macht seinen Bergbeamten von der Verleihung
des Zinnkaufs an M. Puffler Mitteilung , befiehlt den öffentlichen
Anschlag der Verordnung und den Schutz und die Unterstützung
Pufflers bei der Ausübung seines Privilegs . 28 . Mai 1538 . Haupt¬
staatsarchiv Dresden , Loc . 7414 , den Zinnhandel betr . 1497— 1544.
Bl . 34 . Im Anhang abgedruckt.
4. Herzog Georg vermittelt zwischen Michael Puffler und den
Gewerken von Ehrenfriedersdorf , Geyer und Thum einen dreijährigen
Zinnkauf . 29. Mai 1538 . Hauptstaatsarchiv
Dresden , Cop . 103,
Bl . 33, auch Loc . 7414 , den Zinnhandel betr . 1497 —1544 . Bl . 37.
Im Anhang abgedruckt.
5. Verlagskontrakt
M. Pufflers mit einigen Gewerken zu Alten¬
berg . 21. September 1539 . Hauptstaatsarchiv
Dresden , Loc . 4493.
Bergsachen , den Altenberg und Gießhübel bfetr. 1509—1697 . Bl . 73
bis 74. Im Anhang abgedruckt.
6. Michael Puffler beklagt sich hei Herzog Heinrich von Sachsen,
daß ihm einige Altenberger Zinngewerken , die er verlegt hat , ihr
Zinnprodukt nicht übergeben wollen . Leipzig , 2. April 1541 . Haupt¬
staatsarchiv
Dresden , Loc . 4493 . Bergsachen , den Altenberg und
Gießhübel betr . 1509— 1697 . Bl . 72. Im Anhang abgedruckt.
1 Der bedeutsame „ Ratschlag der Monopolien halben , so sich
auf dem Nurnbergischen des 24 . Jhars referirt , verlesen zu Augsburg
1530 “ , ein Schriftstück , dem man deutlich die Mitautorschaft klein¬
kaufmännischer
Gegner der großen Handelsgesellschaften
anmerkt,
ist abgedruckt bei K . E . Förste
mann,
Urkundenbuch
zu der
Geschichte des Reichstages zu Augsburg im Jahre 1530 . 2 Bde.
Halle 1833/35 . II , S. 191 ff.
252 Driltcs Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
An Versuchen , wenigstens die sächsische
Zinnproduktion
in eine Hand zu bringen , hat es die sächsische Regierung , hat es
namentlich Herzog Georg in der Folgezeit nicht fehlen lassen . Im
Verfolg dieser Bemühungen konnte er im Frühjahr 1530 Michael
Puffler und Ulrich Mordeisen benachrichtigen , daß „ etliche Leute
vorhanden seien, die den Zinukauf in Altenberg anzunehmen ge¬
sonnen wären “. Er , Georg, halte es aber für seine Pflicht , den
alten Zinnkäufern Michael Puffler und Genossen vorher den Kauf
noch einmal anzubieten . Es entzieht sich unserer Kenntnis , inwie¬
weit es sich bei den Kaufleuten , von denen Georg berichtete , um
ernsthafte Reflektanten bandelt . Jedenfalls sah sich Michael
Puffler nicht durch ihre Konkurrenz veranlaßt , seinerseits den Zinn¬
kauf zuzuschlagen . Er teilte vielmehr dem Herzog mit , daß er
gern eine Zinnkaufsgesellschaft gegründet hätte , bisher aber noch
keine Kompagnons für das Unternehmen gefunden habe . Allein
könne er den Zinnkauf nicht auf sich nehmen „aus Ursaeh , daß er
sein Armut “, soll heißen seine geringen Kapitalien , „in andere
Händel gewendet “ habe . Dagegen sei er noch immer gern bereit,
sich an einer von anderer Seite gegründeten Zinnkaufsgesellschaf L
kapitalistisch zu beteiligen 1.
Während dann Georg auf dem Augsburger Reichstag weilte,
suchte sein Sohn Johann einen Zinnkauf zum Abschluß zu bringen.
Es war verlorene Arbeit . Der junge Herzog mußte schon bald,
unter dem 4. Juni 1530, dem Vater berichten , daß alle Bemühungen
vergeblich seien, die divergierenden Interessen der Zinngewerken
und der Zinnhändler zu vereinigen . Die Kaufleute zu Leipzig,
Walter u. a., die sich in einen Zinnkauf einzulassen beabsichtigten,
wollten nicht alles Zinn abnehmen , sondern nur ein bestimmtes
Quantum , etwa 4000 Ztr . jährlich . Sie forderten zugleich, daß die
Gewerken nicht mehr als dieses Quantum produzierten 2. Einen
Sinn hatte die geforderte Produktionsbeschränkung nur , wenn die
Einfuhr auswärtigen Zinns unterbunden war . Nur durch Aus¬
schaltung der böhmischen Konkurrenz wäre ein Steigen des Zinn1 Hauptstaatsarchiv
Dresden , Loc . 7249 . Blei -, Zinn - und
Kupferhandel und -kauf 1524— 1532 . Bi . 62 . Der Brief Pufflers
ist datiert : Freiberg , 11. März 1530.
2 Hauptstaatsarchiv
Dresden , Loc . 9810 . Münz - u . a. Händel
amio 1490— 1530 . Bl , 387 . Der Brief Johanns ist datiert : Dresden,
4. Juni 1530.
1
4
6
Drittes Kap . : Monopole , Kartelle u. Aktionärs , im säclis . Zinnhaiulel usw .
253
preises die Folge der verminderten Zimierzeugung gewesen. Es
müssen Verhandlungen zwischen der sächsischen Regierung und den
Zinnhändlern über diesen Punkt gepflogen worden sein, denn Prinz
Johann bat seinen Vater um Instruktion , „wie und welcher ge¬
stalt sie sich mit dem fremden
zinn
zuvor
bieten
halten sollten “ b
Die Verhandlungen mit Walter und Gen. haben sich zer¬
schlagen . Im Frühjahr 1531 suchte Georg von Sachsen die be¬
deutende Firma Erasmus Schetz zu Antwerpen 2, die in Hans
Randerott zu Leipzig einen tüchtigen Vertreter hatte 3, für einen
längeren Zinnabnahme - und Verlagskontrakt mit den Gewerken
von Altenberg zu gewännen b Auch Michael Puffler wandte sich
brieflich nach Antwerpen an die Schetzgesellschaft mit der Anfrage,
ob sie bereit wäre , „sich neben anderen in Zinnkauf einzulassen “ 5.
Das in den beiden , hauptsächlich für diese Dinge in Frage kommenden
Archiven zu Dresden und Weimar nur sehr spärlich erhaltene arehivalische Material gestattet nicht mit Bestimmtheit zu sagen, ob in
den nächsten Jahren ein Zinnkauf zustande gekommen ist . Wir
haben Grund , daran zu zweifeln.
Erst 1538 wurde dem Zustande des freien Zinnverkaufs durch
die Gewerken ein Ende gemacht . Wie es noch immer gewesen war,
drängten die kleineren , in den Bergstädten und Städtchen heimischen
Zinnproduzenten , im Gegensatz zu den großen , auswärtigen Ge¬
werken , zu einer Ordnung im Verkauf ihres Zinnproduktes . Nament¬
lich die kleineren Altenberger
Gewerken arbeiteten darauf hin.
In ihrem Interesse besonders und gegen die Wünsche der reichen
auswärtigen Gewerken erließ Georg am 27. Mai eine fürstliche
Verordnung , mit der er der freien Verfügungsgewalt der Gewerken
über ihre gewonnenen Erzprodukte ein Ende machte . Alle Ge¬
werken in Altenberg , Bernstein und Lauenstein — gleichgültig , ob
1 In demselben Briefe.
2 Die Schetz waren wohl das bedeutendste
niederländische
Handelshaus des 16. Jahrhunderts . Näheres über sie bei R . Ehren¬
berg,
Zeitalter der Fugger , siehe Register . Vgl . dazu für die Be¬
deutung der Firma Schetz besonders im Metallhandel Möllenb e r g a . a . O. an verschiedenen Stellen , siehe Register.
3 Für diesen Faktor vgl . Möllen
ber g a. a . O., S. 156.
4 Hauptstaatsarchiv
Dresden , Loe . 724Ö. Blei -, Zinn - und
Kupferhandel und -kauf 1524-—1532 . Bl . 63 ff.
6 Daselbst.
31
254 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
sie daselbst oder anderswo angesessen waren — sollten von Johanni¬
sonnenwende an gehalten sein, ihr Zinnprodukt für 11 fl. den Zentner
in die Altenberger Wage zu liefern und zu verkaufen h An wen
ist in der Verordnung nicht gesagt . Es erhellt aber aus einem
Privileg , das Georg am 26. Mai bereits für Michael Puffler hatte
ausfertigen lassen . Durch dieses Privileg wurde dem genannten
Leipziger Kaufmann für drei Jahre von Johanni an der Zinnkauf
in Altenberg , Lauenstein und Bernstein als Monopol übertragen 2.
Nur die reichen Freiberger Gewerken Alnpeck hatten sich der all¬
gemeinen Produktionsablieferung an Michael Puffler zu entziehen
gewußt . Sie sind ausdrücklich in der Urkunde vom 26. Mai aus¬
genommen . Das gesamte übrige Zinnprodukt der Gewerken der
genannten Orte mußte der Leipziger Kaufmann gegen Barzahlung
zu 11 fl. pro Zentner abnehmen , sobald es an der herzoglichen Wage
zu Altenberg für gut befunden worden war . Die zuständigen
herzoglichen Bergbeamten wurden sofort von dem Privileg in Kennt¬
nis gesetzt . Gleichzeitig wurden sie angewiesen , den betreffenden
Erlaß öffentlich anzuschlagen und dafür zu sorgen , daß er strikte
durchgeführt würde a.
War in Altenberg , Lauenstein und Bernstein der Zinnkauf auf
die Weise in die Hände Michael Pufflers gelangt , daß der Herzog
zunächst — auf Grund seines Bergregals —■den Zinnkauf für sich
„verordnete “ und ihn sodann dem Leipziger Kaufmann als Privileg
überwies , so gestaltete sich der rechtliche Übergang des Zinnkaufs
in Ehrenfriedersdorf , Geyer und Thum auf ihn in einer anderen
Weise. Hier vereinbarten die herzoglichen Räte Georg von Karlowitz , Ernst von Miltitz und Heinrich von Gersdorf mitsamt dem
bekannten Leipziger Juristen Dr . Fachs den Zinnkauf direkt zwischen
den faktischen Kontrahenten , d. h. zwischen Michael Puffler und
den Zinngewerken 4. Auch der Geyrer , Ehrenfriedersdorfer und
Thumer Zinnkauf lief auf drei Jahre , von Johanni angefangen.
1 Hauptstaatsarchiv Dresden , Loc . 7414 . Den Zinnhandel betr.
1497— 1544 . Bl . 33, 35, 38 (letzteres Abschriften ). Vgl . Anhang.
2 Hauptstaatsarchiv Dresden , Cop . 103, Bl . 30 ; auch Loc . 7414.
Den Zinnhandel betr . 1497— 1544 . Bl . 36. Vgl . Anhang.
3 Hauptstaatsarchiv Dresden , Loc . 7414 . Den Zinnhandel betr.
1497— 1544 . Bl . 34. Vgl . Anhang.
4 Hauptstaatsarchiv Dresden , Cop . 103, Bl . 33 ; auch Loc . 7414.
Den Zinnhandel betr . 1497— 1544 . Bl . 37. Vgl . Anhang.
Drittes Kap .: Monopole, Kartelle u. Akticngcs. im säclis. Zinnhaudcl usw. 255
Der Preis , den der Leipziger Kaufmann für das Zinnprodukt zahlte,
war — für die bessere Sorte Zinn wenigstens — % fl- höher als in
Altenberg . Die übrigen Abmachungen deckten sich. Auch die
Kündigungsfrist von einem Jahre vor Ablauf des Kaufs findet sich
an beiden Stellen.
Es ist aus den genannten , 1538 erlassenen Verordnungen und
Privilegien nicht recht ersichtlich , wie es mit dem Verlag der
ärmeren Zinngewerken gehalten werden sollte . Aber wir wissen
aus anderen Quellen, daß Michael Puffler nicht ohne Verlag der
kleineren und auch der geldbediirftigeri größeren Zinngewerken
davongekommen ist . So mußte noch 1538 der Geyerer Gewerke
Hans Glatz vor dem Bürgermeister und den Geschworenen des
Altenbergs und in Gegenwart des Matthias Roth , des Faktors von
Michael Puffler , bekennen , daß er 2000 fl. von Puffler empfangen
habe 1, und zwar „zuvolge der verainigung umb den czinkauf “ und
zum Zwecke des Verlags des Glatzschcn Anteils am Altenberger
Zinnbergwerk . Das Geld war mit 5 % jährlich zu verzinsen . Als
Sicherheit dienten die Bergteile , Hütten , Molen u. a. Immobilien
des Glatz 2.
Es ist charakteristisch , daß selbst ein Gewerke wie Hans Glatz,
ohne Hilfe auswärtiger Kapitalisten und ohne deren Verlag seine
Zinngruben nicht abbauen konnte . Hans Glatz war einer der
bedeutendsten Zinngewerken zu Altenberg . Wir kennen die Höhe
der Altenberger Zinnproduktion und die Namen und die Beteiligungs¬
ziffern der einzelnen Gewerken für 29 Wochen der Jahre 1545/46.
Eine Abrechnung des Zehntners Franz Raupennest vom 14. Septem¬
ber 1545 bis 23. April 1546 ist uns erhalten geblieben 3. Danach
betrug in der genannten Zeit die Zinnausbeute:
des Hans Glatz vom Aldenhof ......
311 Ztr.
,, Martin Manwitz ...........
228 ,,
von Georg Raupennests Erben ......
184 „
,, Dr . Bernsteins Erben ........
180 ,,
der Stollenhcrren ufn Aldeuberg .....
121 „
1 Hauptstaatsarchiv
Dresden , Loc . 7414 . Acta in Sachen
Michael Puffler . Bl . 8.
2 Der Ausdruck „ hipoteciren “ kommt schon für diese Pfandund Sicherheitssetzung in der betr . Urkunde vor.
3 Friedr
. Aug.
S c h in i d , Diplomatische
Beiträge zur
sächsischen Geschichte . Dresden u . Leipzig 1839 . S. 29.
1
256 Drittes Buch: Monopole
, Kartelle und Aktiengesellschalten im Mittelalter.
des Hans Glenigk in Dresden ......
114 Ztr.
„ Mattes Morgenstern .........
112 „
von Georg am Steigs Erben .......
109 „
des Franz Schwertzel zu Altenberg . . . . 101 „
der Alnpeclc zu Freiberg .........
100 ,,
des Vallin Buchführer zu Freiberg . . . . 50
„
„ Stefan Herklotz ...........
9 ,,
,, Philipp Engelhardt .........
7 „
Man sieht , Hans Glatz stand 1545 an der Spitze der Alten¬
berger Zinnproduktion . Er war , was die Höhe der Produktion
angeht , der erste Gewerke der wichtigsten sächsischen Zinngewin¬
nungsstätte . Wenn er schon Verlag brauchte , wie sollten dann die
kleinen Zinngewinner in Geyer, Ehrenfriedersdorf usw. ohne die
reichen Leipziger Kapitalisten auskommen?
Ausgezeichnet sind wir über die Formen unterrichtet , in denen
sich der Verlag der kleineren Zinngewerken durch Michael Puffler
vollzog . In einem Verlagskontrakt , den der Leipziger Handelsherr
mit einer Anzahl Altenberger Zinngewerken am 21. September
1539 schloß 2, wurde festgestellt , daß die Rückzahlung des vorgeschossenen Geldes von seiten der Verlegten in der Form von Zinn
sofort zu beginnen habe . Damit sollte die Möglichkeit unterbunden
werden, daß einige der Gewerken ihr Zinnprodukt zur Abzahlung
älterer Schulden usw. verwerteten und der Verleger das Nach¬
sehen hatte . Auch das Eingehen von Verlagsverträgen mit anderen
Kapitalisten war den Verpflichteten M. Pufflers verboten , es sei
denn , daß sie vorher ihren Verlagsverbindlichkeiten ihm gegenüber
völlig nachgekommen wären 3.
Falls einer oder der andere der Verlegten auf eine der ge1 Im Jahre 1516 betrug in Geyer , Ehrenfriedersdorf
und den
J)en ach barten Orten die höchste Ausbeute der einzelnen Gruben
5 Ztr ., die niedrigste y2 Ztr . In Summa 221 Ztr . Hauptstaatsarchiv Dresden , Loc . 4500 . Unterschiedene Register über den Zinn¬
zehnten auf der Zinnflöße zu Ehrenfriedersdorf
1490— 1522.
2 Hauptstaatsarchiv
Dresden , Loc . 4493 .
Bergsachen , den
Allenberg und Gießhübel betr . 1509— 1697 . Bl . 73/74 . Ich habe das
für die Geschichte des Verlagssystems wichtige Stück im Anhang
abgedruckt.
3 Die betreffenden Verleger hatten natürlich solange M. Pui'fIcrs Zinnkauf dauerte , das mit Hilfe solcher Verlagsvcrträge
Zinn an den Monopolinhaber Puffler zu verkaufen.
erworbene
1
Drittes Kap,: Monopole, Kartelle u. Aktienges. im siichs. Zinnhandel usvv. 257
nannten Arten kontraktbrüchig würde , sollte es Puffler und den
Seinen zustehen , sofort „ ohne alle weitere Ersuchung und Er¬
laubnis “ das Zinn des Übertreters mit Arrest zu belegen . Nur der
Arbeiterlohn für den Abbau des verlegten Zinns ging vor die An¬
sprüche des Kapitaldarreichers und mußte auch von den verlegten
Gewerken zunächst gezahlt werden , ehe sie noch — mit Hilfe von
Zinnlieferungen — an die Rückzahlung des Verlags gingen.
Lange hat die 1538 aufgerichtete Ordnung des sächsischen
Zinnkaufs nicht bestanden . Schon am 7. Juni 1540 kündigte
Michael Puffler in einem Schreiben an den Herzog den Zinnkauf
zu Altenberg , Bernstein , Lauenstein , Ehrenfriedersdorf , Geyer und
Thum . Puffler gab als Gründe für seine Kündigung einmal die
„schlechten Zeiten “ an . Dann aber konnte er sich auch darauf
berufen , daß einige Zinngewerken geäußert hatten , es sei für die
Bergwerke nützlicher , wenn es jedermann zustände , sein Zinn¬
produkt frei zu verkaufen , an wen er wolle
In den ersten Regierungsjahren des Herzog Moritz hat kein
Zinnkaufsmonopol die freie wirtschaftliche Verfügungsgewalt der
sächsischen Zinngewerken beschränkt . Aber wiederum zeigte es
sich, daß dieser Zustand undurchführbar und dem sächsischen
Zinnbergbau schädlich war . Schon 1544 fand Herzog Moritz, daß
es „ die hohe nothturft erfordern thut , einen zcinkauf im fürstenthumb aufzurichten “ 2. Wohl wurden für den 24. Januar 1544
alle Zinngewerken des Landes zu einer Beratung über den Abschluß
eines Zinnkaufs nach Dresden gefordert , aber der Abschluß scheint
nicht erfolgt zu sein.
Erst gegen Ende des Jahrzehnts sind dann wieder erneute
energische Versuche gemacht worden , das sächsische Zinn in eine
Hand zu bringen . Die Versuche um 1549 hängen aufs innigste mil
gleichzeitigen Monopolprojekten im böhmischen Zinnhandel zu¬
sammen . Wir müssen daher , um hier ganz klar zu sehen, zunächst
unsere Blicke nach Böhmen richten.
1 Hauptstaatsarchiv Dresden , Loc . 7414 . Den Zinnhandel bclr,
1497— 1544 . Bl . 43.
2 Aus einem Schreiben des Herzogs an den Bergmeislcr zu
Altenberg , Ehrenfriedersdorf und Geyer, in welchem er ihn dazu
auffordert , alle Zinngewerken im Lande für den ‘24. Januar nach
Dresden zur Beratung über einen Zinnkauf zu laden . Hauptstaats¬
archiv Dresden , Loc. 7414 . Den Zinnhandel belr . 1497— 1544 . Bl . 48.
StrieWcr
, ShuUen z. Gesch . kapitalist . Organiaationefoninon .
17
258 Drittes Buch: Monopole
, Knrlclle und Aktiengesellschaften im Mittelalter,
Viertes Kapitel.
Monopol-- und Kartellbestrebungen im böhmi¬
schen und sächsischen Zinngroßhandel seit¬
her Mitte des 16. Jahrhunderts.
E r ster
Absehnit
t.
Die Monopolisierung der böhmischen Zinnproduktion
in der Hund des Augsburgers Conrad Mayr.
Hauptquellen:
t . Zinnkaufvertrag zwischen König Ferdi¬
nand und den Gewerken zu Schlaekenwald und Schönfeld . 22 . Ok¬
tober 1549 . Vgl . F . A . Schmidt,
Chronologisch -systematische
Sammlung der Berggesetze der österreichischen Monarchie . I. Ab¬
teilung (Berggesetze des Königreichs Böhmen , der Markgrafschaft
Mähren und der Herrschaft Schlesien ). 2. Bd . (1548 — 1561 ). Wien
1832 . S. 310 . .
2. Zinnkaufvertrag
zwischen König Ferdinand
und den Ge¬
werken am Hengst , Lauterpaeh , Peringer , Lichtenstadt , Platten,
Gotsgab , Kaff , MUckcnbcrg u . a . 22. Oktober 1549 . Vgl . Schmidt
а . a . O., S. 312.
• 3. Zinnkaufkonlrakt
zwischen König Ferdinand und den Ge¬
werken zu Graupen . 23 . Oktober 1549 . Vgl. Schmidt
a . a . O,,
S. 315.
4 . König Ferdinand überträgt dem Conrad Mayr aus Augsburg
den böhmischen Zinnkauf auf drei Jahre . Privileg , datiert : Prag,
б. Dezember 1549 . K . K . gemeinsames Finanzarchiv in Wien . Ge¬
denkbuch , Böhmen 1549— 50. Nr . 305 , Fol . 112— 115. Vgl . Anhang.
5. Conrad Mayrs Einwilligungserklärung . Daselbst Gedenkbuch,
S. 116—117.
Es wäre interessant zu wissen, wie die Organisation des Zinn¬
großhandels , die wir für Sachsen seit dem Ausgang des 15. Jahr¬
hunderts im vorigen Kapitel verfolgen konnten , sich in derselben
Zeit in den benachbarten bedeutenden böhmischen Zinnproduktioiisstädten , besonders in Schlackenwald und Schönfeld , entwickelte.
Hier kann eine Darstellung dieser Entwicklung nur für diejenigen
Epochen gegeben werden , wo durch Kartellbestrebungen usw. eine
direkte Verbindung der zwei Wirtschaftsgebiete angestrebt wurde.
1 Im Vierten Kapitel bedeutet : F .A . Wien = K . u . K . gemein¬
sames Finanzarchiv zu Wien , Böhmen , M. u . B . = Fase . Böhmen,
Münz - und Bergwesen.
Viertes Kapitel : Böhm.-sächs. Monopol- und Kartellbestrcbungeh .
259
Noch kurz vor der Mitte des 16. Jahrhunderts war der Zinn¬
kauf in Böhmen allen Kapitalbesitzern offen, d. h . es existierte
kein Monopol, das die Gewerken zwang , ihr Zinnprodukt gegen
festbestimmten Preis usw. einer Zinnkaufsgesellschaft zu über¬
geben . Die Schlackenwalder Zinnordnung , die 1548 im Druck er¬
schien , bestimmte in Abteilung 16 das folgende : „ Von sonderlicher
fürderung des zinbergkwercks wollen wir hiemit gnedigst allen denienigen so dasselbig bauen , zulassen , dass ein jeder gewerck sein
z i n seines
gefallen
s und n a c li seinem
nutz
und
{romen
wem , wo und wenn
er w i 1 zu vorkaufe
n
macht
haben
soi 1.“ Und auch bet den übrigen böhmischen
Zinnbergwerken unterlag um diese Zeit der Zinnverkauf der Ge¬
werken keiner monopolistischen Beschränkung . In Artikel 29 der
Zinnbergwerksordnung 1 für die übrigen böhmischen Zinnproduk¬
tionsstätten heißt es unter dem Titel „Von dem vorlag , Vorlegern und
denen , so gelt auf zin entleheu “ : ' „Zu sonderlicher fürderung des
zinbergwercks wollen wir genedigst allen deiiieiiigen, so dasselbig
bauen , zulassen , dass ein Jeder gewerk sein
zin seines
ge¬
fall e n s u n d nach
seinem
nutz
und [ romen
wem
u nd wo er w i 11 z u v o rkauf
en macht
haben
soll.
Es soll auch das vorlegen auf disert unsern zinbergkwercken
idermann frei sein und obgleich sieb der rnehrer teil gewercken
des bergwercks mit unser Zulassung sich in einen zinkauf bewilligen
und einlassen 2, so sollen doch diejenigen , die es nicht bedürfen
oder den es nicht gelegen sein wil, damit nicht verbunden , sondern
frei sein.“
Das Verhältnis zwischen Verlegern und den verlegten Zinngewerken wurde in derselben Ordnung wie folgt geregelt : „ Alle
diejenigen, so von Vorlegern gell; auf zin aufheben und entlehen.
die sollen auf bestimpte und versprochene fristen unverzüglichen
zalen . Da aber die vorleger derhalben gegen unsernt bergkmeister
klaghaftig würden , alsdann soi er, ungeachtet irer ungegründeten
ausflucht und behelf, zu ihrem leib und guL schleunig vorhelfen.
Werden gewercken mehr denn von einem vorleger , auch mehr denn
1 Aus: „ Rom. auch Hungarn u. Beliem etc. kn. Mai. zinbergkwercks-ordnung auf die bergkwerclc Hengst , Perniger , Liehtenstadt,
Platten , Gotsgab, Kaff, Mückcnbcrgk u. a. derselben orten und enden.
Gegeben Prag , 1. Jan . 1548. Gedr. zu Zwickau 1548.
2 Soll wohl heißen : „ in Zukunft einlassen würden“ .
17*
260
1) rittcs ßucli: Monopole
, Kartelle und Aktiengesellschaften irn Mittelalter.
auf einer zechen gelt entpfahen und entlehen und darnach in der
zalung sich der ausflucht und behelf gebrauchen und sagen das
zin wer nicht mit des, sondern mit eins andern gelt erbauet und
gemacht , oder der vorlegcr hett ihm nicht auf diese, sondern auf
ein andere zech geliehen , an solche und dergleichen behelf soi sich
unser bergkmeister nicht keren , sondern atwege den ersten und eitern
Vorlegern mit des hülfe für die andern gehen lassen , ungeacht aller vorschreibung , so sie gegen einander eingangen und aufgericht haben.
Es soi auch keinem Vorleger zin gefolgen, es seindt dann zuvorn
die arbeiter , so die Zwitter gewunnen , fiirgefürt und ausbereitet
ihres lidlobns und darnach die mühlherrn , scbmeltzer und hüttenherren ihres lohns und zins gantz und gar entricht.
Damit aber auch die vorleger nicht bevorteilt , und abscheuhig
gemacht , so sollen bergkmeister und gesclrworne vleissigk achtung
haben und diejenigen , so von Vorlegern gelt auf zyn nehmen , dahin
halten , dass sie in bergk und mühlen treulich arbeiten und dass
sie auch wöchentlich anschneydcn bei straf . Und so der bergk¬
meister und gesclrworne befinden , dass mehr auf berck und mühlen
gerechnet , dann gebürlicher weis darauf gangen , das soll unser
hauptmann , Verwalter und bergkmeister mit ernst strafen.
Wir wollen auch , dass alle dieienig'en, so von Vorlegern gelt
auf zin entpfahen , desgl. auch alle andere den arbeitern an ihrem
lohn nicht aufschlahen , sondern par lohnen sollen und mit kainerlai
wahr ; dass auch keinem hendler gestatt werde , Schichtmeister zu
sein.“
Nach allem , was wir wissen, waren es in erster Linie Nürn¬
berger Kaufleute , die in Schlackenwald und in den übrigen böhmi¬
schen Zinnproduktionsgebieten das Zinnprodukt aufkauften und
den Verlag der ärmeren Gewerken in der Hand hatten . Ihre Ge¬
schäfte erlitten im Jalire 1549 eine ziemlich unerwartete Be¬
schränkung . Am 22. Oktober dieses Jahres kam es zwischen dem
Landesherrn , König Ferdinand , und den böhmischen Zinngewerken
zum Abschluß eines allgemeinen Zinnkaufkontraktes h Die Ge1Der König schloß am 22. Oktober drei Zinnkaulskontrakte ab,
den einen mit den Gewerken von Schlackenwald und Schönfeld, den
andern mit den Hengster , den Lauterbacher , den Peringer , den
Lichtcnstädter , den Plattner , den Gottesgaber , den Kaffer , den
Mückenberger Gewerken. Am 23. Oktober folgte der Abschluß des
Vertrages mit den Gewerken zu Graupen. Die Verträge sind (aller-
*
Viertes Kapitel : Böhm.-sächs. Monopol- und Kai teilbestreb ungen. 261
werken sollten von Weihnachten 1549 bzw. für Graupen von
Pfingsten 1550 an auf 20 Jahre ihr gesamtes Zinnprodukt dem
König oder seinen Erben übergeben, und zwar zum festbestimmten
Preise von 18% fl. 1pro Schlackenwalder Zentner für solches Zinn,
das ohne Verlag erbaut ist, von 18 fl. für solches, das mit Hilfe
von Verlag gewonnen wird. Hartes Zinn soll nur mit 17% bzw.
17 fl. bezahlt werden. Für die Ablieferung des Zinns und die Be¬
zahlung werden bestimmte Orte verabredet. Die Bezahlung sollte
in barem Gelde geschehen.
Der König versprach auch dafür zu sorgen, daß es den ärmeren
Gewerken, die den Vorschuß nicht entbehren könnten, an Verlags¬
geld nicht fehlen würde. Um diesen ärmeren Gewerken noch mehr
entgegenzukommen, wurde ihnen gestattet , auch andere Kapitalisten
als die vom König offerierten, als Verleger anzunehmen, falls sie
bei ihnen den Verlag zu bequemeren Bedingungen erhielten als
von den Monopolinhabern. Freilich geschah diese Erleichterung
unter der Voraussetzung, daß das gewonnene Zinn dann von den
betreffenden Verlegern dem König oder dessen Erben übergeben
würde 2.
Eine Reihe der Vertragsbestimmungen sieht für Fälle, daß
etwa besonders gold- oder silberhaltige Zinnerze gewonnen würden,
eine entsprechend höhere Bezahlung des Zinnproduktes vor. Mit
keinem Worte ist in den Verträgen der Kapitalisten gedacht, die
dem König das Zinnprodukt abnehmen und an seiner Statt das
Monopol über das böhmische Zinn in ihre Hände bringen würden.
Trotzdem dürfte es nur wenigen Zinngewerken in Böhmen zweifel¬
haft gewesen sein, daß die Krone nicht auf eigene Faust und für
sich das Monopol erwirkte, sondern daß dahinter Kapitalisten
standen, denen der König das fertige Abkommen — natürlich
gegen entsprechendes Entgelt — zedierte 3.
dings ziemlich lässig) gedruckt bei F . A. Schmidt,
Chronologischsystematische Sammlung der Berggesetze der österreichischen Mon¬
archie . I. Abt . 2. Bd. als Nrn . 42, 43 u. 44.
1 Florin in guter Münze, wie sie im Königreich Böhmen „gangbar,
gieb und gab“ , d. h. den Florin für 24 weiße Groschen, den Groschen
zu 7 weißen Pfennigen(d.) gerechnet.
2 Genaue, interessante Bestimmungen , wie der Verlag geschehen
soll, damit die Verleger nicht ihr Geld verlieren ; vgl. F . A. Schmidt,
a . a. O., I. 2., besonders Nr . 51, S. 343 ff.
3 Wir haben früher einen analogen Fall vor uns gehabt . Auch
262 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Wenn man den Darstellungen dieses großen böhmischen Zinn¬
monopols, wie sie in den sechziger Jahren des 16. Jahrhunderts
in Sachsen von Kennern der Materie vorgetragen wurden, glauben
dürfte, so wäre eine Reihe der größten Augsburger Handelsgesell¬
schaften an dem böhmischen Zinnhandelsmonopol beteiligt gewesen.
Die Fugger, die Manlich und die Mayr x. Nun liegt es nahe für die
F'ugger und die Manlich — beides Firmen, die im internationalen
Metallhandel des 16. Jahrhunderts eine hervorragende Rolle spielten,
die auch mit Ferdinand durch vielerlei Geldgeschäfte eng verbunden
waren —, an eine Beteiligung irgendwelcher Art an dem böhmischen
Zinngroßhandelsmonopol zu glauben. Tatsächlich wissen wir auch,
daß Erasmus Heidenreich und Hans Metzschberger2, die Geschäfts¬
träger Ferdinands, mit den Manlich neben den Herwart, den Haug,
den Neidhart, den. Herbst und den Paller (alles Augsburger Finnen)
wegen der Übernahme des böhmischen „Zinnkaufs“ in Unter¬
handlung gestanden haben 3. Die Unterhandlungen mit den Manlich
die sächsische Regierung nahm 1538 zunächst den Zinnkauf in
eigene Hand , um ihn dann an die Kapitalisten weiterzugeben . Wie
das zu geschehen pflegte , erkennt man gut aus einem Schreiben des
Kurfürsten Moritz von Sachsen an seinen Bergamtmann zu Altenberg (datiert : 16. September 1550: Hauptstaatsarchiv Dresden,
Loc. 36 080, Nr . 666, Bl. 25 bzw. 53 a). Moritz hatte mit den Alten¬
berger Zinngewerken einen Zinnkauf auf 20 Jahre abgeschlossen.
Jetzt ließ er den Gewerken melden, sie sollten den Leipziger Kauf¬
leuten Hieronymus Lotter und Valtin Buchführer „den bewilligten
kauf, in massen wir den jüngst mit inen geschlossen, nemiich den
etr , urnb zwölf gülden balir umb bar uff liegst künftigk Michaelis
ahne wegrunge bies uff unser weiter Verordnung zu kommen lassen
und dagegen bahr betzaUung von inen gewarten .“
1 In einer Denkschrift der kurfürstlich sächsischen Räte des
Jahres 1569 (Hauptstaatsarcliiv Dresden, Loc. 36 080, Nr . 664,
Bl. 12 a unten ) heißt es: „Dan chf. g. seindt sonder zweifei bericht,
wie vor etzlichen jaren in der chron B eh ei mb auch ein zcinkauf
aufgerichtet , welchen die zeit die furnembsten hendler im reich als
die Fucker
, die Manliche
und die Meyerische
und
andere in henden und eben in dem furhaben die czien ires gefallens
zu steigern.“ Dagegen nennt die gleichfalls 1569 entstandene Zinnkaufs-Denlcschrift des Hans Jenitz nur die Manlich
als die
Finanzmacht , die das böhmische Zinnmonopol kapitalisierte (Haupt¬
staatsarchiv Dresden, Loc. 36 080, Nr. 664, Bl. 19).
2 Letzterer hat auch sonst als Finanzagent Ferdinands viel rnit
den Kaufleuten in Augsburg und Nürnberg zu tun gehabt.
8 F .A. Wien. Böhmen, M. u. B. (1540—1569) Nr. 16 406.
Viertes Kapitel : Bühm .-säclis . Monopol - und Knrtcllbestrebungen
.
263
wie mit den anderen genannten süddeutschen Firmen sind daran
gescheitert , daß die betreffenden - Kaufleute wissen wollten , das
böhmische Zinn vertrage einen Preisaufschlag , wie ihn das Monopol
nötig mache , nicht . Die Gefahr bestände , daß im Falle einer Preis¬
erhöhung Italien , der bedeutendste Zinnabnehmer der Böhmen,
englisches Zinn „per mare “ einführe.
Die Manlich und eine andere Firma , deren Namen ich leider
nicht feststellen kann , haben dann König Ferdinand vorgeschlagen,
er selbst möge das böhmische Zinn „empfangen und verlegen “ 1.
Das Kapital , das der König dazu brauche , wollten sie ihm gern
leihen . Ferdinand solle jährlich 10 % Zinsen dafür zahlen . Die
Firmen wollten auch den Vertrieb des königlichen Monopolzinns
übernehmen . Sie verlangten eine Vergütung von 2 % und Ersatz
der Unkosten dafür 2. Das Geld, das die Firmen beim Zinnverkauf
lösten , solle zunächst „ an der schuld a rata der zeit nach alspaldt
abgehalten werden “ .
Der Vorschlag ist nicht verwirklicht worden. Die Manlich
scheinen dann an dem böhmischen Zinngroßhandelsmonopol über¬
haupt keinen Anteil genommen zu haben . Vielleicht erklärt sich
aus den geschilderten Ansätzen die Annahme der obengenannten
sächsischen Denkschriften , die den Manlich neben den Fuggern
und den Mayr eine Beteiligung an dem böhmischen Zinnmonopol
vom Jahre 1549 ff. zuschreiben . Inwieweit die Nachricht bezüglich
der Fugger richtig ist , werden wir noch sehen . Jedenfalls standen
die Mayr aus Augsburg , besonders Conrad Mayr, für das große
Publikum im Vordergründe der großzügigen Spekulationsunter¬
nehmung 3.
1 Leider ist das Schriftstück , nach welchem obiger Sachverhalt
dargestellt ist , undatiert und ohne Namen . F .A. Wien. Böhmen,
M. u . B, (1540—1569) Nr . 16 406. Der Verfasser spricht von den
„Manlich und wir“. Es handelt sich wohl um eine süddeutsche
Handelsfirma , die mit den Manlich in Konsortialbeteiligung das Ge¬
schäft machen sollte.
2 Die2 % verstehen sich, wie es scheint , von dem hergeliehenen
Kapital . Wenigstens sagt das Schriftstück : „ Sie. wollen . . . fur ir
mie über den uncost , so darauf gen wurdt , 2 % haben oder auf das
hinausleihen 12 % rechnen .“
3 Die Denkschrift Hans Bernsteins , des bekannten Rates des
Kurfürsten August von Sachsen* aus dem Jahre 1585, in der ein
historischer Rückblick auf frühere mißlungene Zinnmonopolprojekte
*1
264 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Wer war dieser Conrad Mayr ? War sein Vermögen groß genug,
um eine kapitalistische Transaktion von Bedeutung durchzuführen ?
Leider sind wir nicht sehr gut über die geschäftliche Tätigkeit
Conrad Mayrs unterrichtet . Mehr wissen wir von seiner politischen
Tätigkeit im Dienste seiner zweiten Heimatstadt Augsburg.
Conrad Mayr stammte aus Memmingen , wo er als Sohn des
Andreas Mayr und der Barbara geb. Loeklein geboren war *. Nach¬
dem er im Jahre 1531 mit Euphrosina , der Tochter des Lukas
Walter , das Augsburger Bürgerrecht erheiratet halte , siedelte er
in die Heimatstadt seiner Frau über . Dort gehörte er seit 1538
dem Patriziat an und war seit 1545 Mitglied des Kleinen Rates
„von den Herren “ . Weil Conrad Mayr dem alten Glauben treu
geblieben war , gehörte er zu der Partei im Augsburger Rat , die
sich mit großer Energie , wenn auch vergeblich , einem Kriege gegen
Karl V. widersetzt halte . Als dann die reiche Stadt mit dem sieg¬
reichen Kaiser ihren Frieden machen mußte und es galt , möglichst
leichte Bedingungen zu erreichen , da war Conrad Mayr mit Marx
Pfister , Sebastian Seilz, Georg Hopfer und Dr . Peutinger unter
der Gesandtschaft , die Anton Fugger zu dem berühmten Fußfall
vor dem Kaiser nach Ulm führte 2. In den Jahren 1550—60 be¬
kleidete Conrad Mayr die Würde eines Bürgermeisters der Stadt
Augsburg 3. In dieser Eigenschaft wurde er vielfach zu Missionen
an den Kaiser , bei dem er in großem Ansehen stand , und an König
Ferdinand als Fürsprecher seiner zweiten Vaterstadt verwendet.
Aber auch die Sache des Kaisers hat Mayr verschiedentlich durch
Geldvorschüsse u. a. vertreten . Als es z. B. im Frühjahr 1552 galt,
so schnell als möglich Truppen anzuwerben , da war Mayr mit Anton
Fugger und dem kaiserlichen Oberst Konrad von Haustein Tag
gegeben ist, nennt nur die „M ayrischcn
von Augsburg“
als diejenige Firma , die 1549 ff. das böhmische Monopol finanzierte.
Hauptstaatsarciiiv Dresden, Loc. 7294, Bernstein , 4, Bl. 409 ff.
1 Nach gütigen Mitteilungen des Herrn Rechtsrat Werner in
Augsburg und des Augsburger Stadtarchivs.
2 Fr. Roth,
Augsburgs Religionsgeschichte. 3. Bd. München
1907. S. 469.
3 Seit der Regimentsänderung vom 3. August 1548 gab es neben
den beiden Stadtpflegcrn — den Stadtoberhäuptern — sechs Bürger¬
meister , von denen immer je zwei vier Monate lang besonders als
oberste Polizeibeamte tätig waren.
*6
Viertes Kapitel : Böhm.-sächs. Monopol- und Kartellbestrebungen . 265
und Nacht daran, die Hauptleute, die die Söldner sammeln sollten,
anzufeuern und mit dem nötigen Laufgeld zu versehen 1.
Ist es nach dem Gesagten erklärlich, wie König Ferdinand auf
Conrad Mayr kam, als er daran ging, das böhmische Zinnmonopol
als Finanzquelle zu benutzen, so wird man sich wundern, daß
Conrad Mayr mit einem vergleichsweisenicht sehr großen Ver¬
mögen ein so umfassendes Geschäft begann. Aus den Augsburger
Steuerlisten läßt sich nämlich erkennen, daß Mayrs Vermögen
durchaus nicht zu den größten der reichen Handelsstadt gehörte.
Wenn er 1534: 40 fl., 1540: 65 fl., 1548: 70 fl. steuerte, eine Summe,
die sich 1554- 1562 auf 115 fl. erhöhte, so gab es Dutzende von
Augsburger Kapitalistenfamilien, die ihn an Reichtum übevtrafen 2.
Wahrscheinlich wird aber Conrad Mayr nicht allein mit seinem
eigenen Geld die böhmische Transaktion unternommen haben.
Andere standen wohl hinter ihm. Schon oben wurde auf zeit¬
genössische Stimmen aufmerksam gemacht, die neben den Mayr,
die Fugger und Manlich als Inhaber des böhmischen Zinnmonopols
nannten. Es verdient in diesem Zusammenhang Beachtung, daß
unser Conrad Mayr einmal der Faktor der Fugger genannt wird 3.
Nun war, wie wir genau wissen, noch beim Tode Jakob Fuggers
des Reichen (1527) ein Conrad Mayr in Fuggerschcn Diensten 4.
Höchstwahrscheinlich war dieser Conrad Mayr mit unserem Monopo¬
listen identisch, wenn damit auch nicht bewiesen ist, daß er 1549
noch wirklich in Fuggerschen Diensten stand und die böhmische
Zinnaktion im Aufträge der Fugger durchführte. Jedenfalls waren
die Fugger ganz genau über die Sachlage orientiert. Das ergibt
sich aus folgendem:
In mehreren Exemplaren 3ist eine Art Lehrbuch der Buch1 Ro t h a . a. O., 4 . Bd ., S. 449 . Die Rechnungen Mayrs , be¬
ginnend mit dem 2. April , über seine Ausgaben „ für den Lauf der
Knechte “ haben sich erhalten ; cfr . Roth,
S . 546 , Anm . 80 und
S . 547 , Anm . 91.
2 Vgl. J . Strieder,
Zur Genesis des modernen Kapitalismus.
3 In einer Beschwerde und Bittschrift
der Landschaft
unter
der Enns (1552 ). Msc . im K . K . gemeins . Finanzarchiv zu Wien,
Loc . Böhmen . Schlackenwald
1552 . Letztes Blatt des nichtpaginierten Konvoluts.
1 M . Jansen,
Jakob
Fugger der Reiche , S. 66 f., 181, 332.
6 Stadtbibliothek
Elbing , F . 30 .
Stadtbibliothek
Danzig,
*
266
Drilles Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
haltung, von dem Fuggerschen Hauptbuchhalter Matheus Schwarz
verfaßt, auf uns gekommen1. Darin hat Schwarz auch zwei große
Musterbuchführungen mitgeteilt. Die eine bringt eine Muster¬
abrechnung der venetianischen Faktorei der Firma Fugger und
bietet zweifellos in ihren weitaus meisten Partien die Original¬
geschäftsführung der Fugger in Venedig aus dem Jahre 1516.
Leider konnte die wertvolle Quelle von Jansen
in seinem „ Jakob
Fugger der Reiche“ nicht benutzt werden. Wir gedenken später
darauf zurückzukommen. Hier ist es die andere von Matheus
Schwarz gegebene Musterbuchführung, die uns interessiert. Sie
wird von dem Fuggerschen Hauptbuchhalter wie folgt eingeleitet:
„Auf 17. Aprilis im 1550 jar kam ein namhafftige herr on namen
zu mir M. Schwartzen und sagt wie das- er gern wolt eine neue
handlung mit, dem Schlaggenwalder
z i n anfahen. Darzu
muss er haben vill gelts, auch diener an mer orten und er woldt
das haupt zu Augspurg bleiben. Darauf bat er mich, ich wolle
ein formular eins buchhalten machen. . . . Darauf hab ich im wie
hierinnen volgt ein kurtzen formular gestelt, des ich ime aus guter
freundschaft halber nit liab konden abschlagen2.“
Der Inhalt des „Formulars“ ist nichts weniger . jnd nichts mehr
als der effektive (nicht fingierte) Niederschlag der tatsächlichen
Geschäftsführung des böhmischen Monopolunternehmens des Konrad
Mayr, wenigstens in den ersten Monaten des Bestehens der Firma.
Die au den Augsburger von den böhmischen Gewerken gelieferten
Mengen Bleis werden in dem Formular des Matheus Schwarz mit
den einzelnen uns auch sonst überlieferten Quanten genau auf¬
geführt. Die dafür gezahlten Summen stimmen mit den kontrakt¬
lich verabredeten Preisen überein. Auch sonst ist die Ausführung
im einzelnen so detailliert, so individuell, daß die Annahme einer
methodologischen Fiktion unmöglich erscheinen muß.
Also: Wenn der Hauptbuchhalter der Fugger dem Konrad
Mayr für das Schlackenwalder Geschäft die Buchführung machte,
Manuskript 2297 . Außer diesen beiden Handschriften , auf die mich
Herr Prof . Di'. B . Penndorf freundlich aufmerksam machte , konnte
Ich eine dritte in der Wiener Hofbibliothek feststellen.
1 Die Elbinger Handschrift ist 1551 , die Danziger 1564 datiert.
Vgl - jetzt B . Penndorf,
Geschichte der Buchhaltung in Deutsch¬
land . Leipzig 1913 . S. 48.
2 Aus Matheus Schwarz , Bl . 48 der Danziger Handschrift.
Viertes Kapitel: Rohm
.-Sachs
. Monopol
- und KavtellbestrebLUige.11
. 267
wenn ferner — wie aus dieser Buchführung ersichtlich 1—
die
Fugger
für den Schlaekenwalder Zinnkauf mit Mayr in lebhafter Geschäfts¬
verbindung standen , wenn endlich Konrad Mayr auch sonst eng mit
den Fuggern verbunden erscheint , so darf man sich nicht wundern,
wie das Gerücht entstehen , sich verbreiten und Jahrzehnte lang
erhalten konnte , die Fugger seien die Inhaber des böhmischen Zinnmonopols von 1549 lf. gewesen. Erwähnt sei schließlich noch, daß
die Fugger auch sonst in jenen Jahren besondere Unternehmungen
unter dem Namen und unter der Firma von treuen , zuverlässigen
Faktoren gehen ließen a.
Wie dem auch sei, ob hinter Konrad Mayr die Fugger standen
oder nicht , in den Kontrakten , die Mayr mit König Ferdinand über
das böhmische Monopol abschloß , ist von dem großen Augsburger
.Handelshaus nicht die Rede . Hier steht Konrad Mayr allein dem
Könige gegenüber , dem er — angeblich zinslos — 30 000 fl. als
Darlehen gewährte , um dafür das böhmische Zinnhandelsmonopol
auf vier Jahre (vom 1. Januar 1550 bis zum 31. Dezember 1553)
in' Empfang zu nehmen . In Wahrheit erhielt Konrad Mayr 5% %
p. a. Es wurden ihm nämlich , so war es im Kontrakt ausgemacht,
drei Jahre lang je 100 Zentner geschmeidiges Zinn gratis geliefert
(„frei on ainich bezalung “). Sonst hätte Mayr für den Zentner
23 fl. zahlen müssen — 6900 fl. für 300 Zentner . Er erhielt also
jährlich von 30 000 fl. 1725 fl. Zinsen, d. h. 5% %.
Die. genannten vier Jahre hindurch mußte König Ferdinand
dem Konrad Mayr alles Zinn , das er seihst von den Zimigewerken
zum Preise von 18 /, resp . 18 oder 173/2 resp . 17 fl. (s. o.) erhielt 3,
für 23 fl. bei geschmeidigem Zinn , für 22 fl. bei ungeschmeidigem
überlassen . Konrad Mayr anderseits war verpflichtet , alles Zinn,
das ei’baut wurde , abzunehmen , es sei denn , daß Krieg in Böhmen
ausbi'äche . Wenn er in diesem Falle das fertige Zinnprodukt „ mit
Sicherheit nicht erheben noch vertreiben “, oder das Geld zur Be-
1 Ich gehe hier nicht auf die Buchführung ein; ich hoffe in der
geplanten, großen Edition der süddeutschen Handelsbücher und ver¬
wandten Akten des IS. und 16. Jahrhunderts, deren Leitung mir
die Historische Kommission bei der Königl. Bayrischen Akademie
der Wissenschaften übertragen hat, später auf die Buchhaltung des
Matheus Schwarz zurückkommenzu können.
2 Vgl
. K . H ä b 1e r , Die Geschichte der Fuggerschen Handlung
in Spanien, S. 109.
3 Diese Summe wurde das Losungsgeld genannt, während der
Verdienst des Herrschers „Bevorstand“ hieß.
268 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Zahlung des Zinns nicht gefahrlos gen Schlackenwald bringen könne,
so wollte sich Ferdinand mit ihm in Güte einigen.
Damit Konrad Mayr besser über Absatz und Bezahlung des
Zinnes disponieren konnte , waren die königlichen Verwalter oder
Amtleute zu Schlackenwalde gehalten , ihm oder seinen Leuten
bei jeder Zinnlieferung schätzungsweise anzugeben , wieviel Zinn im
nächsten ,, Quartal “ geliefert werden konnte . Wollte der König
nach Ablauf der festgesetzten vier Jahre den Zinnkauf weiter ver¬
geben , so mußte er ihn dem Konrad Mayr überlassen , wenn dieser
dasselbe bot wie ein anderer Reflektant (Vorkaufsrecht ). Die Rück¬
zahlung der vorgestreckten Summe sollte in dem letzten Halbjahr
der Kontraktzeit durch Zinnlieferungen des Königs erfolgen.
Durch den Kontrakt vom 6. Dezember 1549 rückte Mayr in
den Mittelpunkt des böhmischen Zinnbergbaus . Seine Kapitalien
dirigierten die Produktion . Er bezahlte die Gewerken , die den
königlichen Amtleuten ihr Zinnprodukt überlieferten . Er verrechnete dann halbjährlich die dem König vorbehaltene Gewinn¬
quote . Wollte der König auf diese Einkünfte eine Anleihe machen,
so mußte er Konrad Mayr davon benachrichtigen und zunächst
mit ihm über die Anleihe verhandeln , ehe er sie bei anderen Kapita¬
listen aufnahm . Der Vertrieb des böhmischen Zinnes war somit
ganz in die Hände des Augsburger Kapitalisten gelegt . Nur einige
Verkaufsbeschränkungen waren in dem Kontrakte des 6. Dezember
festgelegt worden . So sollte Mayr der Gesellschaft des Zinnblech¬
handels zu Amberg in der Pfalz 1 alljährlich 500 Zentner Zinn zu
dem Einkaufspreis (23 resp . 22 fl. pro Zentner ) überlassen . Auch
den Zinngießern in Schlackenwald und Graupen mußte er jährlich
2—300 Zentner zum Erstehungspreise abgeben . Endlich behielt sich
der König vor, jährlich bis 500 Zentner „zu Notturft des Geschütz“
und „ zu anderen Gebrauch “ der Krone direkt von den Gewerken
zu beziehen.
Bei der Bevorzugung der Amberger Gesellschaft des Zinnblech¬
handels müssen wir noch einen Augenblick verweilen . Die Gesell¬
schaft hatte schon früher , als Schlackenwald usw. noch den Herren
von Pflug gehörte , eine Ausnahmestellung als großer Zinnabnehmer
innegehabt . Freilich drohte auch bereits in den dreißiger Jahren
1Näheres über die Gesellschaft des Zinnblechhandels siehe oben
S. 145 ff.
2
Vieltes Kapitel : Böhm.-sächs, Monopol- und Kartellbestrebungen .
269
hierin eine Änderung . Hans Pflug schrieb am St . Ursulatag 1535
an die Gesellschaft des Zinnblechhandels in Amberg , daß er schwer¬
lich in Zukunft noch , wie sie bäten , die üblichen 400 Zentner Zinn
an sie abgeben könne , da er beabsichtige , bei „ seinen Bergwerks¬
verwandten und Untertanen “ durchzusetzen , alles Zinn , welches
auf seinem Bergwerk in Schlackenwalde gewonnen würde , „kaufs¬
weise
in ein handt
zu gebe n “ \ Pflug
konnte auch in
demselben Briefe mitteilen , daß er bereits mit einer Gesellschaft
über die Vergebung des Schlackenwalder Zinnkaufsmonopols in
Unterhandlung stehe.
Kurze Zeit hat damals die Amberger Kompagnie daran gedacht,
selbst das Monopol zu übernehmen . Aber schließlich fand man
doch nicht den Mut für solch ein großzügiges Unternehmen . Um
so eifriger versuchte die Amberger Gesellschaft sich auch trotz
der drohenden Monopolisierung noch ein monopolfreies Zinn¬
kontingent in Böhmen zu sichern . Als Ferdinand am Ende der
vierziger Jahre den Monopolgedanken der Pflug auszuführen begann
(siehe oben), wandten sich die „ Geordneten “ der Gesellschaft des
Amberger Zinnblechhandels in einem dringenden Schreiben an den
Pfalzgrafen Friedrich 1. Sie hätten , führten sie darin aus , davon
gehört , daß Ferdinand beschlossen habe , alles böhmische Zinn
durch die Kammer aufzukaufen . Dann folgt in dem Brief die nach¬
folgende , beachtenswerte Stelle : „ Dieweiln nun , wie man den hof
erkhennt , unsers vermutens solicher contract directe nit uf die
kgl. camern sonder vermittls darunder lauffenden practickhen uf
sonders andere personen sich erstregkhen wirdet , haben wir uns
ferner sovil erkhundigt , dass etliche genachparte zu Nürnberg und
Augspurg im handl steCkhen, denselben zinkhauf aus der k. Mt.
camern fortan in i r handt und gewalt zu pringen . Es soll auch
vasst mit inen dahin abgehandlt sein, daruss gut abzunemen ist,
mit solichen zin (nachdem das englisch [Zinn ] in disem OberTeutschlandt nit so vertriblich ) einen monopolischen , aigennutzigen
1 An anderer Stelle des Briefes heißt es: Pflug wolle „alle zin
durchaus, so auf meinen bergwerckh zu Schlackenwalde gemacht
und berait werden, mit der Vorlage und kauf in einer gesellschaft
hand stellen.“ Amberger Kreisarchiv. Amberg Stadt. Nr. 42.
Fase. 326.
2 .3 Mai 1549. Kreisarchiv Amberg. Amberg Stadt. Nr. 115.
Fase. 327.
1
270 Drittes Buch: Monopol
«, Kartelle und Aktiengesellschaften im Mittelalter.
handl , wie mit andern mer ufzurichten .“ Als sich daraufhin Pfalzgraf Friedrich an Ferdinand mit der Bitte wandte , er möge die
Monopolinhaber des böhmischen Zinns verpflichten , während ihrer
Kontraktperiode jährlich der Amberger Gesellschaft 450—550 Ztr.
Zinn zu mäßigem , festen Preis zu liefern \ willfahrte der König
diesem Wunsche , wie wir aus dem Kontrakt mit Konrad Mayr
sahen.
Den obengenannten Beschränkungen der Verfügungsgewalt
Konrad Mayrs über das böhmische Zinn standen bedeutende Förde¬
rungen von seiten der Krone gegenüber . Im Königreich Böhmen
war das Zinn Mayrs von allen Zöllen, Mauten usw. ausgenommen.
In den übrigen Ländern Ferdinands durfte es über die gewöhn¬
lichen „Zölle, Mauten und Aufschläge “ nicht in Anspruch genommen
weiden.
Ferner genoß Mayr noch einen erhöhten königlichen Schutz
gegenüber allen anderen Kaufleuten in Ferdinands Landen . Dieser
Schutz bezog sich auch charakteristischerweise auf etwa vor¬
kommende Belästigungen Konrad Mayrs durch die gegen Monopole
gerichtete Reichsgesetzgebung . Wenn Mayr „ diser zinhandlung
halber , als ob er ain verbotene oder monopolische handlang damit
getriben oder geuebt het , vor der röm . kais . Majestät , derselben
camergericht oder kaiserlichen viscall 2, oder andern orten beclagt
werden sollte “, so wolle ihm Ferdinand helfen und ihn in seinen
Schutz nehmen 3.
Der König war sich übrigens ganz klar darüber , daß Mayr
1 F.A. Wien . Böhmen . Schlackenwalde 1549.
2 Diese Rückendeckung
durch den Kaiser resp . den deutschen
König scheint damals allgemein üblich gewesen zu sein . So wurde
1524 in einem Quecksilberkontrakte
Ferdinands I . und der Gewerken
von Idria mit den Höchste Item von Augsburg der König zur Hilfe¬
leistung verpflichtet , falls die Kontrahenten
„ ditz kaufs halb von
des raichs regimen t oder desselben fiscalen “ angesprochen wurden.
F . A . Schmidt
a . a . O., III , 1, S. 113 ff . hat sinnlos „ Filialen “ .
Der Fiskal ist der Anwalt des Reiches , der die Prozesse gegen die
Monopolisten zu führen hatte . Siehe oben S. 71 ff ., besonders S. 80/1.
3 Erst auf heftiges Drängen Mayrs und auf dessen Hinweis,
daß auch andere einen derartigen Schutz erhalten hätten , hatte sich
Ferdinand zu dieser Zusage bereitfinden lassen . Vgl . das Schreiben
an die Unterhändler
Heidenreich
und Metschberger 23 . Oktober
1549 . F .A . Wien . Böhmen , M. u . B . 1576— 1590 (16 407 ).
3
Viertes Kapitel : Böhm.-säclis. Monopol- und Kartellbcstrcbungen .
271
den Kontrakt benützen würde, um Monopolpreise zu erzielen. Er
schreibt in der Instruktion für Heidenreich und Mctschberger1:
„Wissentlich ist wo die zin in aines handt lchumen, dass dersclb
die schier seines gefallens mit grosser staigerung und nutz hin¬
bringen thuet . Und ob er gleich ain halbs oder gantz jar etwas
wenig sp..... 2so bringt er doch denselben Verzug in den nachvolgenden jaren topelt wider herein.“
Das wichtigste Versprechen aber, das König Ferdinand dem
Konrad Mayr in dem Kontrakte vom 6. Dezember 1549 gab, bezog
sich noch auf etwas anderes. Der Augsburger wäre ein schlechter
Kaufmann gewesen, wenn er nicht gewußt hätte , daß sich das
Zinnhandelsgeschäftnur durch Verabredungen mit den sächsischen
Produzenten wirklich hochrentabel gestalten würde s. So ließ er
sich denn in dem Kontrakte vom 8. Dezember 1549 von Ferdinand
feierlich versprechen, daß dieser mit dem Kurfürsten von Sachsen
in Unterhandlungen eintreten wolle, die ein Kartell der Beherrscher
der sächsischen und der böhmischen Zinnproduktion herbeiführen
sollten. Entweder ein Preiskartell, in welchem sich die sächsische
Regierung und die Gewerken des sächsischen Zinnbergbaues ver¬
pflichteten, das Zinnprodukt ihrer Gruben nicht billiger au die
Zinnhändler abzugeben, als es Konrad Mayr in Böhmen erhielt.
Oder ein Gebietskartell, in welchem die Kaufleute, die mit säch¬
sischem Zinn handelten, versprachen, ihre Ware nur dorthin zu
führen und zu verkaufen, wo damit Konrad Mayr keine Konkurrenz
gemacht würde.
Sollten sich unüberbrückbare Schwierigkeiten für das Zustande¬
kommen eines Kartells ergeben, so wurde Konrad Mayr ein Ab¬
schluß der Grenzen der habsburgischen Lande gegen sächsisches
und überhaupt fremdes Zinn zugesichert.
1 F.A. Wien . Böhmen AI. u . B . (1570 —1590 ), Nr . Iß 407.
2 Unleserliches Wort , das soviel bedeutet wie „verdient “ .
3 „Do anno im 50 . johr die kaufleute von Augspurck mit denen
zue Schlackenwahle uff 20 jahr einen zihnkauf geschlossen , dormeber
brief und Siegel geben , auch
Vorhabens
gewesen
die
z i h n in E . c h f. G. landen
an sich
zue z i h e n . . .“ Aus
einem Gutachten
der gemeinen Zinngewerken
und Vorleger von
St . Annaberg , Buchholz , Geyer , EhrenEricdersdorf und Thum vom
Jahre 1569 . Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 660,
Bl . 102 a.
272
Drittes Buch : Monopole , Kartelle und Aktiengesellschaften
Zweiter
im Mittelalter.
Abschnitt.
Vergebliche Versuche den böhmischen und sächsi¬
schen Zinngroßhctndel zu kartellieren (1549 ff.).
Konrad Mayrs Fall.
Als Ferdinand in dem Kontrakt vom 6. Dezember 1549 Konrad
Mayr versprach , dafür zu sorgen , daß die sächsische Konkurrenz
ihm nicht in den Rücken fiele, waren schon seit längerer Zeit dies¬
bezügliche Verhandlungen gepflogen worden . Schon in einem
Bericht vom 5. August 1549, den Erzherzog Ferdinand dem König
Ferdinand I. über die Verhandlungen gab , die er mit den Bevoll¬
mächtigten Konrad Mayrs gehabt hatte , erwähnte der Erzherzog
die Forderung des Augsburgers , die sächsische Konkurrenz aus
zuschalten 1. Er schlug vor , Ferdinand I. möge auf der bevor¬
stehenden Reise nach Sachsen mit Kurfürst Moritz darüber unter¬
handeln.
Ferdinand zweifelte nicht , daß Moritz von Sachsen für die
finanziellen Vorteile , die auch für ihn aus einem sächsisch -böhmischen
Zinnmonopol resultierten , empfänglich sein würde . Er meinte
charakteristisch in einem Schriftstück aus jenen Tagen : „ gedachter
churfürst von Sachsen werde den genues und nutz so wenig als
wir nit dahinden lassen , sondern ee noch ain merers als wir heraus
bringen “ wollen 2. Tatsächlich hat Ferdinand I. von seinem säch¬
sischen Besuche im September 1549 das Versprechen Moritzens mit
nach Hause gebracht , auch in Sachsen einen Zinnkauf einzuführen,
der dem böhmischen „gleich und gemäss gestelt “ sei 3. Er konnte
1 K. K. Statthaltereiarchiv Prag, Kopialbuch-Nr. 45 (Hof¬
berichte 1549—1550), Fol. 14—15. Der Vertreter Mayrs hatte aus¬
geführt, daß „zu fürderung des handeis sowol Ew. Mt. als iine zue
guten von nötcn sein weil, die zin, sovil deren in des churfürsten zu
Saxon landen und gepieten gemacht, auch an Ew. Mt. zu bringen
oder mit seinen churfürstlichen gnaden sovil zu handeln, damit sein
churfürstlichegnaden bei derselben zin-pergkwerchen und gewercken
verfliegen welle, die zin in dem khauf wie sich Ew. Mt. mit ime Maier
oder andern vergleichen wurden, auch zu verkhaufen und hinzugeben."
2 Instruktion für Erasmus Heidenreich und Hans Metschberger.
5. September 1549. F.A. Wien. Böhmen, M. u. B. (1570—1590),
Nr. 16 407.
3 Schon am 26. September drang Ferdinand I. in Moritz, sein
Versprechen zu halten . F .A. Wien. Fase . Böhmen, M. u. B. (1570
Viertes Kapitel : Böhm.-säehs. Monopol- und Kartellbcstrebungen .
273
am 11. Oktober 1549 seinen Unterhändlern mit Konrad Mayr er¬
klären , daß Moritz seine „ zin nit geringer oder leichter als wir die
unsrigen zu geben willens sei“ 1.
Kurfürst Moritz von Sachsen hat es denn auch nicht an Ver¬
suchen fehlen lassen , die Zinngewerken seines Landes zu einem Zinn¬
monopol zu bewegen. Am 5. November 1549 ließ er den säch¬
sischen Zinnern mitteilen , erhalte es für nötig — um , über dem jetzt
wieder wachsenden Export englischen Zinnes , den Zinnpreis nicht
sinken zu lassen 2 daß
„ zwischen den ziengewercken und etlichen
kaufleuten auf eine antzal jhar ein gewisser zienkauf “ geschlossen
werde 3. Moritz weiß auch schon, daß die Kaufleute nicht für einen
bis 1590 ), Nr . 16 407 . Moritz antwortete unter dem 3. Oktober
von Chemnitz aus , er möchte zuvor wissen , wie Ferdinand den Zinn¬
kauf in Böhmen kontrahiert habe , damit er sich danach richte und
„sovil muglich gleichheit hielte “ . F .A . Wien . Böhmen , M. u . B.
(1540 — 1569 ), Nr . 16 406.
1 A . a . O., Böhmen , M. u . B . 1549.
2 Interessant sind die bevölkerungspolitischen
Begründungen , die,
in rein merkantilistischer
Art , den churfürstlich -sächsischen Denk¬
schriften jener Zeit beigegeben werden . Da wird stets auch die Ver¬
mehrung bzw . numerische Erhaltung der Bevölkerung — der Mann¬
schaft , wie man sich ausdrückt — als politischer Maxime gedacht.
3 Der folgende Entwurf eines Zinnkaufs von Dr . Fachs (Ende
1549 ) zeigt , wie man sich ungefähr die Sache in Dresden dachte.
Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 666 , Bl . 11:
„1 . Der zienkauf sal N jhar stehen.
2. Der kaufman sal das zien auf seinem kosten besage des zienkaufs wie der mit den gewerken beschlossen , vorlegen , gewegen , an¬
nehmen , einschlahen und wegschaffen.
3. Der kaufman sal auf unsers gnedigsten hern gebure 20 000 fl.
ungeverlich ane interesse hiraus geben und auf die letzten jhar an
jeden centner die gebuer abrechnen und dadurch die 20 000 fl. wieder
bekommen.
4. Sal der kaufman den gewerken ire zien alle sonnabent bahr
um bahr betzalcn und unserm gnedigsten hem s. cf. gn . gebure alle
Leipzigkcr merckte erlegen.
5. Der kaufman sal im lande von den handwergs -leuten über 1 fl.
von einem centner zien nicht zu gewin nehmen.
6. Den Rulicken [Rholingkj ist im vertrauen zugesagt , sie mit
etwas zu bedencken , davon man weiter sollte reden . [Dieser Para¬
graph ist durchgestrichen .]
7. Wie der zienkauf mit den ziengewercken beschlossen also
solten es die hendler annehmen und unserm gn . h . von jedem centner
2 fl . entrichten ."
Strieder
. KUelicn z. Oeseli . k y.pitalist , Organisai ionsformen .
J8
1
274 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften Im Mittelalter.
Zinnkontrakt zu haben sein werden , wenn ihnen nicht ein Monopol
gegeben würde . Sein Ausschreiben an die Gewerken enthält außer¬
dem bereits den Vorschlag des von den Monopolinhabern zu
zahlenden Zinnpreises (1214 fl. in bar , bei Verlagsgewährung im
höchsten Falle 9 Groschen pro Zentner weniger) *.
Waren die meisten Altenberger Gewerken und einige von
Geyer für das Monopol, so erklärten sich die übrigen Geyrer Zinner
sowie die Thumer und Ehrenfriedersdorfer dagegen und baten , sie
mit dem monopolistischen Zinnkauf zu verschonen . In erster Linie
natürlich die Großgewerken . Besonders lebhaft klang der Protest
der reichen Familie Rholingk , deren Mitglieder zu den größten
Gewerken im Lande gehörten und überdies hohe Stellen in der
sächsischen Bergverwaltung bekleideten . Ihr Führer , Hans Rho¬
lingk , sprach seine Verwunderung darüber aus , daß man die Ge¬
werken von Altenberg , auch etliche von Geyer „zue einem zienkauf “ nach Dresden beschieden habe , ohne auch sie zu laden 2.
Sie seien doch die größten Gewerken in Geyer und Thum . Ihrer
Unternehmungslust und Kapitalkraft hätten die dortigen Berg¬
werke auch in schwierigen Zeiten das Meiste zu danken gehabt.
Hans Rholingk wies auch darauf hin , daß ihm die Gewerken „ allent¬
halben in 2000 fl. vorleggelt schuldig “ seien. Wie sollte er zu
diesen Vorschüssen kommen , wenn auswärtigen Kaufieuten das
sächsische Zinngroßhandclsmonopol zugesprochen würde ? Wie
ständen sie auch in diesem Falle vor ihren bisherigen Abnehmern?
Sie hätten Abschlüsse gemacht , sich „auch zum theil gelt darauf
geliehen “, jetzt möchten sie doch „glauben halden , auf dass sie
ein andermal dorften wiederkommen “ 3.
Zweifellos war es dem energischen Zugreifen der Rholingks in
erster Linie mit zu danken , wenn sich die Gewerken der Zinnberg¬
werke in Annaberg , Geyer, Ehrenfriedersdorf , Buchholz , Thum,
Eibenstock , Schwarzenberg usw. ebenfalls gegen ein Zinngro߬
handelsmonopol aussprachen . Die Schriftstücke , die die genannten
Zinngewerken nach Dresden expedierten 4, ähneln einander oft so
1 Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 666 , Bl . 1 ff.
a Das folgende alles nach einem Schreiben der Rholingk vom
2 . November 1549 . Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 666,
Bl . 19 ff.
3 Zu ihren Kunden , denen sie Zinn verkauft hatten.
4 A . a . O., Bl . 21 ff.
Viertes Kapitel : Böhm .-sächs . Monopol- und Kartellbestrebungen .
275
stark und klingen in manchen Teilen so lebhaft an Rholingksche
Gedankengänge an , daß man versucht ist , die starke Hand Hans
Rholingks dahinter zu suchen . So betonten sie fast sämtlich , daß
es den ärmeren Gewerken schwer fallen , ja unmöglich sein würde,
die Verlagssummen den bisherigen Verlegern sofort zu bezahlen.
Und schwerlich nur würden sich die Monopolinhaber bereit finden
lassen , mit dem neuen Verlag auch c&e Testierenden Vorschüsse zu
übernehmen . Lagen solche Erwägungen immer noch im Gesichts¬
felde der kleinen Gewerken der genannten sächsischen Gebirgsorte , so lassen gewisse bevölkerungspolitische Erwägungen ihrer
Denkschriften , die auf die Regierung Eindruck machen sollten , den
Rholingkschen Einfluß deutlich erkennen l. Dasselbe ist von
einigen handelspolitischen 2 und historisch -statistischen Argumenten
gegen eine Monopolisierung des sächsischen Zinngroßhandels zu
sagen . Wenn z. B. in den Denkschriften ausgeführt wird : es würden
schwerlich auf allen sächsischen Zinnbergwerken fünf Gewerken ge¬
funden werden , die ohne Verlag arbeiten könnten ; oder die Gesamt¬
summe des im sächsischen Zinnbergbau angelegten Verlags betrage
ca. 10 000 fl. ; oder noch immer sei nach einem Zinngroßhandels¬
monopol ein Preissturz erfolgt , so sind das Erwägungen , die den
genannten kleinen Gewerken fern lagen , die ihnen aber von Rholingk
an die Hand gegeben sein mögen.
Auf die fast allgemeine Absage der sächsischen Zinngewerken
hin blieb Moritz kaum etwas anderes übrig , als von dem Projekte
einer Monopolisierung des sächsischen Zinngroßhandels und eines
Kartells mit den böhmischen Zinnmonopolinhabern abzusehen.
Rholingk hatte dadurch dem Kurfürsten die bittere Pille schmack¬
hafter zu machen gewußt , daß er vorschlug , der Landesherr möge
von jedem Zentner Zinn , der in seinem Herrschaftsgebiet (außer in
1 Da heißt es zum Beispiel : Durch den Zwang die bisherigen
Verleger sofort zu bezahlen , würden viele Gewerken bankrott gehen
und vom Bergbau lassen . Die Arbeiterschaft
müßte dann brotlos
werden und aus Sachsen auswandern.
2 Ein „ Zinnkauf “ schade dem Handel auch deshalb , „ weil das
zin in eine handt , daraus ein monopolischer handel entsteht , ge¬
bracht " , nun nicht mehr vielen Leuten Verdienst gäbe . „ Denn
wann under vil leuthen ein wahr vertrieben , so mag die bei wirden . . .
erhalden werden . Denn mancher furth dem lande etwas zu , legt
das gekaufte gelt an zihn , brengt dadurch sein gelt und Wechsel ane
gefahr in sein gewarsam . Dadurch sein die zhin bisher in grosse
staigerung kommen .“
18*
276
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Altenberg ) gewonnen würde , *4 fl. über den bisherigen Zehnten
hinaus nehmen . Moritz war auf die Anregung eingegangen , hatte
aber — soviel ich sehen kann — 1 fl. gefordert und wohl auch zu
erhalten gewußt . Nur für Altenberg hatte Moritz einen Zinnkauf
auf 20 Jahre übernommen und zeitweise an Leipziger Kaufleute
übergeben (s. o. S. 261 Anm . 3).
Mit dem Scheitern des Versuches, in Sachsen ein allgemeines
Zinngroßhandelsmonopol aufzurichten , war der kühne Plan einer
Beherrschung des mitteleuropäischen Zinnbergbaues und Zinngro߬
handels , der Konrad Mayr vor Augen gestanden hatte 1, vernichtet.
Zwar verzagte der kühne Augsburger nicht . Wenigstens einem
Teile Europas wollte er mit Hilfe seines böhmischen Monopols den
Zinnpreis diktieren . Konrad Mayr hat es bei Ferdinand I. durch¬
zusetzen gewußt , daß dem sächsischen , wie überhaupt allem fremden
Zinn der Weg in die habsburgischen Erblande durch eine umfassende
Grenzsperre verlegt wurde . Schon am 20. September 1550 erging
ein von Augsburg , dem Wohnsitz Konrad Mayrs, aus datiertes
Generalmandat des Habsburgers an alle Landeshauptleute , Land¬
vögte , Bürgermeister und Räte der Städte , besonders aber an alle
Zollstätten ab , in welchem die strikteste Schließung der Grenze vor
fremdem Zinn angeordnet wurde 2. In dem Mandat war es aus¬
gesprochen , daß die Ausländer ihr Zinn in dem bisherigen böhmischen
Absatzgebiete billiger — „ in nehern khauf und pretio “ — verkauft
hätten als der böhmische Monopolinhaber . Jetzt wurde nicht
nur die Einfuhr , sondern auch die Durchfuhr , der Transit dieses
fremden Zinnes durch die habsburgischen Lande bei Strafe der
Einziehung der Ware angeordnet.
Auf solche Weise meinte Konrad Mayr unbehindert von der
sächsischen Konkurrenz , wenigstens im Osten und Süden Europas
1 „Wie es weylendt dem Conradt Mayrn von Angspurg ergangen
sei, als der sich aucli auf
e r h a n d 1 u n g der
Meisnischcn
zin verlassen
und
hernach
, da er dieselben
nit
gehaben
mugen
und an den verschleuss seiner datzumal ge¬
habten behaimbischen zin dardurch gesperrt und verhindert worden,
in verderben gerathen muessen .“ Aus einem Schreiben Kaiser
Maximilian II . an Kurfürst August von Sachsen (Prag , 8. Jan . 1570).
Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 664 , Bl . 32.
2 Das Mandat ist gedruckt bei F . A . Schmidt,
Berggesetze
Österreichs . I . Abt . 2. Bd ., Nr . 49, S. 339 ff.
1
Viertes Kapitel : Böhm.-sächs. Monopol- und Kartellbestrebungen.
277
seine Pläne verwirklichen zn können. Er hielt eine geraume Zeit
mit dem Zinnabsatz zurück und hoffte dadurch den Preis seiner
Ware in die Höhe treiben zu können. Das Gegenteil der erhofften
Wirkung trat ein. Zwei Tatsachen besonders machten die Pläne
des Augsburger Kapitalisten scheitern. Einmal ließen sich die
Grenzen der habsburgischen Länder nicht vollständig gegen die
Einfuhr und Durchfuhr sächsischen und wohl auch anderen, be¬
sonders englischen Zinnes sperren. Eine starke Kontrcbande setzte
ein. König Ferdinand I. sah sich am 6. März 1551 in einem
wiederum in Augsburg ausgestellten Mandat gezwungen, seine
Amtleute an den Zoll- und Mautstellen auf die unbedingte Durch¬
führung der Grenzsperre aufmerksam machen zu lassen, „auf dass
sovil muglich die contrabanden hierinnen verhuet werden“ L Die
immer wieder notwendige Wiederholung des Mandats zeigt, daß
sich der Schmuggel nicht unterbinden ließ 2. Bald mußte sich
Mayr von neuem bei Ferdinand beschweren, „dass dieselbigen
fremden zin allenthalben in Ferdinands khunigreich, fürstenthumb
und lande gebraucht, darinnen kauft, verkauft und durch dieselben
in andere land und nationen ungeacht der derhalben ausgangen
generalverpot verfuert“ würden 3.
Zweitens aber hatte Konrad Mayr bei seinem Projekte einer
künstlichen Preissteigerung des Zinnes die zweite wichtige Vor¬
bedingung des Gelingens eines derartigen Planes nicht in Rücksicht
gezogen, die relative Entbehrlichkeit dieses Handelsartikels. Es war
durchaus richtig, wenn der sächsische Kammerrat Bernstein im
Jahre 1585 in einem Gutachten über ein sächsisches Zinnmonopol
schrieb: „ Zin ist ein wahre, der man so gar notwendig nicht bedarf.“
So kam, was kommen mußte. Konrad Mayr fehlte es schließlich
1 Mandat an die böhmischen Kammerräte, das Zinneinfuhr- und
Durchfuhrverbot strikte durchzuführen. Augsburg, 6. März 1551.
Abgedruckt bei F. A. S c h m i d t a. a. O., Nr. 50, S. 342.
2 Cfr
. F.' A. S c h m i d t a. a. O., Nr. 55, S. 354. Zwei Zinneinfuhrverbote (vom 24. November 1550 resp. 12. April 1551), die
Schmidt nicht aufführt, sind abgedruckt in den Mitteilungen des
Vereins für Geschichte der Deutschen in Böhmen. 46. Jahrgg. (1908).
S. 286 ff. Buchholtz,
Geschichte Ferdinands I. 4. Bd., S. 520,
nennt außerdem ein Zinneinfuhrverbotvom 1. Juli 1551. Vgl. auch
J. Falke,
Die Geschichte des Kurfürsten August von Sachsen in
volkswirtschaftlicher Beziehung, S. 297 ff.
3 Anfang 1553. F.A. Wien, Gedenkbuch (Böhmen 1553—1554),
Nr. 307.
278 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
an Kapitalien , um die gesamte Produktion des böhmischen Zinnes
zu bezahlen und dann in seinen Faktoreien zurückzubehalten , bis
die Hausse kam . Wohl ließ ihm Ferdinand an dem Zinn , das er
von Mitte des Jahres 1552 bis zum Ende seines Kontraktes noch
abzunehmen hatte , 2 fl. von seinem Profit (dem sog. Bevorstand)
nach , wohl hob ferner Ferdinand 1. in all seinen Ländern für alles
böhmische Zinn Konrad Mayrs , das er „darinnen verschleissen
und verkaufen oder dardurch in ander land und nationen furen
wirdet , alle dreissigist , aufschleg , meut , zoll und andere dergleichen
gepurnus “ auf 1, aber alles das genügte nicht , um das drohende
Unheil abzuwehren . Der Zentner sächsischen und anderen Zinnes
wurde um 5 fl. billiger auf den Markt gebracht , als Mayr das
böhmische Zinn erstand ; eine Änderung dieser Verhältnisse war
nicht abzusehen . Die Gewerken waren nicht zu bewegen, eine
Preisreduktion eintreten zu lassen 2. So mußte der Augsburger
schließlich mit seinem Zinn losschlagen . Eine Masse des bis dahin
etwas knappen Produktes kam dadurch auf einmal zu Markt . Ein
ungewöhnlicher Preissturz war die natürliche Folge. Zinn , das
noch 1549 etwa mit 14 rh . fl. allgemein bezahlt worden war , galt
jetzt (1551—1553) kaum noch 10 fl. Man erzählte sich in Sachsen,
daß die Augsburger eine Tonne Goldes bei dem Handel verloren
hätten . Andere schätzten den Verlust des Konrad Mayr auf
100 000 fl. 3
1 Nach einem Schreiben König Ferdinands I. an Erzherzog
Ferdinand. Graz, den 20. Januar 1553. F.A. Wien. Gedenkbuch
(Böhmen 1553—1554), Nr. 307, Bl. 7—10.
2 Sternberg,
Umrisse einer Geschichte der böhmischen
Bergwerke I. 1, S. 290.
3 Vgl
. die Denkschrift der kurfürstlichen Kammerräte vom
12. Oktober 1569 (Hauptstaatsarchiv Dresden, Loc. 36 080, Nr. 664,
Bl. 12 a unten). „Es werete aber solcher kauf nicht allein nicht lange,
sondern es volgete auch das doraus, dass entlieh aus mangcl des
geldes sie domit losschlagen mussten und dordurch die czin nichts
weniger in s. chf. gn. landen als in der chron B e h e i m b in solchen
fall kommen, dass man den centner umb 10 fl. kaufte. Nicht mit
geringem schaden und verterb etzlicher uf s. chf. gn. czienberckwergs
bauenden gewerkhen. Und werete solcher fall etzliche jar bis solcher
gesamleter vorrath, doch mit grossem schaden sonderlich der hendler,
so uf etzliche hunderttausent fl. sich erstreckht, verhandelt.“ Die
Kammerräte, die den Kurfürsten gegen ein sächsisches Zinnmonopol
einnehmen wollten, mögen die Sache etwas übertrieben haben.
Viertes Kapitel : Böhm.-säclis. Monopol- und Kartellbestrcbungen.
-' ■J Dritter
279
Abschnitt.
Erneuter Plan einer Monopolisierung oder wenigstens
Kartellierung der böhmischen und sächsischen Zinn¬
produktion (1569).
Etwa zwei Jahrzehnte nach dem Versuche Konrad Mayrs , ein
mitteleuropäisches Zinnmonopol in die Hand zu bekommen , setzten
neue Projekte dieser Art ein. Wenn wir es nun — infolge Mangels
an genügendem Urkundenmaterial — für die Monopolisierung der
böhmischen Zinnproduktion von 1549 ff. nicht unbedingt sicher
behaupten konnten , ob die Anregung dazu von der Gewinnbegierde
Augsburger Kapitalisten oder von dem Geldbedürfnis , der Finanz¬
not des Königs ausging 1, so sind wir für die Pläne von 1569 besser
daran . Für sie läßt sich mit aller nur wünschenswerten Deutlich¬
keit nachweisen , daß es die schwere Finanznot des Kaisers war,
die aus einer Monopolisierung der böhmischen und der sächsischen
Zinnproduktion größere Geldmittel bzw. Anleihemöglichkeiten er¬
hoffte und deshalb den Plan eifrig betrieb und leitete . Schon am
13. Dezember 1568 fragte Kaiser Maximilian II ., der zugleich König
von Böhmen war , bei Georg Ilsung , dem langjährigen Vertrauens¬
mann der Habsburger in Finanznöten , auf den wir noch des längeren
zu sprechen kommen werden , an , ob in Nürnberg , Augsburg oder
Ulm keine Kaufleute vorhanden seien, die den böhmischen „Zinn¬
kauf “ um 20, 19 oder doch 18)4 A- den Zentner anzunehmen bereit
wären 2.
In den weiteren vertraulichen Verhandlungen Maximilians II.
mit Ilsung und anderen Beauftragten kommt es dann ganz deutlich
zum Ausdruck , daß dem Kaiser der finanzielle Vorteil, den das
Monopol der kaiserlichen Kammer abwerfen mußte , die Haupt¬
sache bei der ganzen Angelegenheit war . Da heißt es einmal : der
Nutzen , den die kaiserliche Finanzverwaltung von dem Zinnkauf
1 Für den, der die Finanzpolitik Ferdinands I. einigermaßen
kennt, wird es keinem Zweifel unterliegen, daß auch 1549 die könig¬
liche Finanznot noch bestimmender für die Entstehung des Monopols
gewesen war, als die Spekulationsneigung der Augsburger Kaufleute.
2 Vgl
. auch für das folgende: F. A. Schmidt,
Berggesetze
der Österreich. Monarchie I. 3, Nr. 103. Allerdings ist die Urkunde
dort mit recht vielen Lesefehlern abgedruckt; z. B. ist aus Konrad
Mayr Conradt Mugen geworden.
280
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
haben würde, könnte erst präzisiert werden, wenn man mit dem¬
jenigen süddeutschen Kapitalisten handelseinig sei, der das Monopol
übernähme. Immerhin könne Ilsung schon jetzt seinem kaiser:
liehen Herrn versichern, daß „derselbe der Mühe wohl wert“ er¬
scheine, und „etwas darauf zu antizipieren sein werde“, d. h. daß
man auf die aus dem Zinnkauf zu erhoffenden fiskalischen Ein¬
nahmen eine Anleihe werde fundieren können 1. Ein anderes Mal
heißt es in einem Bericht der an Ilsungs Seite für die Monopol¬
angelegenheit stehenden Kommission: „Also verhoffen wir auch
bei den handelsleuten zu Nürmberg oder Augspurg ain solche
partita zue treffen, dass Eure röm. kais. Mt. iren gebürenden nutz
auch darbei haben khünden“ 2.
Maximilian hat bis zuletzt erwartet, von jedem an den Monopol¬
inhaber abgegebenen Ztr. Zinn allenvenigstens 1l/ 2 fl. „Arrenda“ zu
erhalten. Außerdem natürlich erwartete er, dem Brauch der Zeit
bei all solchen „Käufen“ gemäß3, die Gewährung eines Darlehens
in der Weise etwa wieder, wie es auch Konrad Mayr in seinem
Zinnkaufskontrakte vom 6. Dezember 1549 zugesagt hatte . Sehr
charakteristisch betonte der Kaiser in verschiedenen Schriftstücken zu
dieser Angelegenheit, er benötige das Geld, um die Grenzen gegen den
Erbfeind der Christenheit, die Türken, zu schützen! Das war offenbar
als Rückendeckung gegen wirtschaftsethische Vorwürfe gedacht.
Wir brauchen hier nicht näher auszuführen, wie Maximilian II.
durch eine besondere Kommission, der Georg Ilsung, Wenzel Berckha
und der Hofzahlmeister David Haug angehörten, im Sommer 1569
mit den böhmischen Zinngewerken über das Zinnmonopol ver¬
handeln ließ 4, wie er zunächst wieder — vergleiche im Jahre 1549
1 F.A . Wien . Böhmen , M. u . B . (1540— 1569), Nr . 16 406 . Am
8 . Februar 1570 schrieb Maximilian II . an Ilsung : „ Und ehe inan
ein solche angefangne stattliche handlung , deren
wir jährlichumb
was ansehnliches
geniessen
möchten
. . .“
F .A . Wien . Böhmen , M. u . B . (1570— 1590 ), Nr . 16 407.
2 Konnnissionsberichte vom 8. August 1569 . F .A. Wien a . a , O.
3 Siehe oben S. 31 fl. und sonst.
4 Näheres darüber aus der Instruktion
der kaiserlichen Kom¬
missarien und aus ihren Verhandlungsprotokollen
mit den Gewerken.
F .A. Wien . Böhmen , M. u . B . (1570— 1590 ), Nr . 16 407 , und Haupt¬
staatsarchiv Dresden , Loc . 36 080 , Nr . 664 , Bl . 5 ff . und Bl . 23 ff.
Dort auch der Entwurf des Zinnkaufskontraktes . Ich hebe daraus
nur den folgenden Artikel hervor , der versucht , den kleinen Hand-
*
Viertes Kapitel : Böhm .-sächs . Monopol- und Kartcllbestrclningcn .
281
Ferdinand I. — sich selbst das Monopol pro forma übertragen ließ
und inzwischen durch Ilsung mit verschiedenen süddeutschen
Kapitalisten zwecks Übernahme desselben in Verbindung trat.
Das alles entwickelte sich ungefähr in derselben Weise, wie wir es
bereits früher kennen gelernt haben , und wie wir es für das Idrianer
Quecksilbermonopol noch weiterhin sehen werden . Nur daß sich
diesmal unter den Augsburger Großkaufleuten keiner fand , der
Konrad Mayrs Schicksal zu teilen gewillt war 2. Wo immer auch
Ilsung in Augsburg anklopfte , bei der Gesellschaft David Haug,
Hans Langenauer & Co. 3, bei der Firma Manlichsche Erben , bei
Melchior Manlich, bei Hans Paul Herwart usw., überall hörte er
denselben Bescheid . Man könne nur dann an die Übernahme eines
böhmischen Zinnmonopols denken , wenn der Kurfürst von Sachsen
„sich in ain gleiche khaufhandiung mit seinen zinen einlassen
würde“ 1. In Summa : ohne ein korrespondierendes sächsisches
Zinnmonopol war ein Unternehmer für einen böhmischen „ Zinn¬
kauf “ nicht zu haben , selbst wenn der Kaiser „ denselben frei ohn
allen gwin übergeben wolt “.
werker des Inlandes (Böhmen ) vor Monopolpreisen zu schützen:
„Also auch da die zingiesser zue Schlackenwaldt und Schönfeld in
zeit des werenten neuen khaufs jerlichen ein zimbliclie anzall zin,
als ungevarlich von zwei bis in dreihundert c.ennten , aber doch nit
merers , zu irer handtarbait
(aber sonst in khain andern weeg ) be¬
dürftig sein würden , so sollen inen dieselben die neuen kaufer in
dem gelt , wie sic solche von gemeinen gewerckhen
angenommen
doch mit staigerung aines halben guldens volgen zu lassen schuldig
sein .“
1 „Zum andern so hat des Conrad Mairs alte handlung und
aufstondt die leuth allhie dermassen ersehröckht , dass weder sie,
die Haugischen , noch aiuicher liandelsmann alhie disen khauf annemen wirdet , es sei dann , dass der churfürst von Sachsen sich zuevor
seines zin halben in gleichmessigen verstandt einlass .“ Aus einem
Bericht Ilsungs an den Kaiser , Datum : Augsburg , 29. Dezember
1569 . Dorther auch das folgende.
2 Diese Firma hatte damals das Idrianer Quecksilbermonopol
und wünschte sehr , es gegen das böhmische Zinnmonopol
ein¬
zutauschen.
3 In seinem Bericht erwähnt Ilsung , daß Herr Hans Paul Her¬
wart früher „ auch nach disem khauf gestellt “ habe . Er sei 1549
ein starker Konkurrent
Konrad Mayrs gewesen , habe aber den
böhmischen Zinnkauf nicht ohne den sächsischen zugleich über¬
nehmen wollen und sei schließlich vor K . Mayr zurückgetreten.
282
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Bei dieser Sachlage blieb nichts anderes übrig —- wenn anders
man kaiserlicherseits nicht überhaupt auf ein Zinnmonopol und die
daraus resultierenden Einnahmen verzichten wollte — als eine Ver¬
ständigung mit Sachsen zu suchen. Eine Verständigung mit den
sächsischen Zinngewerken und in erster Linie eine solche mit dem
Regalherrn, mit Kurfürst August.
In Sachsen hatten sich die Aussichten auf eine Zustimmung
der Gewerken1zu einem Zinnmonopol seit 1549 noch bedeutend
verschlechtert. Waren 1549 wenigstens die Altenberger Gewerken
— aus Sorge um einen regelmäßigen Verlag — für einen gesamt¬
sächsischen„Zinnkauf“ zu haben gewesen2, so hatten sieh inzwischen
die Verlagsverhältnisse in Altenberg leidlich geregelt. Bereits im
Jahre 1556 war Kurfürst August „darauf gedacht, das die zienvorlagk
dises orts in eine handt
gestalt,
doch
uf namhaftige, vormogende zienvorleger gedacht wurde, und dass
mit denselben ein abrede bis uf unsern gefallen gemacht wurde,
wie theur sie ein centner zien zalen auch wie lange solche zienvorlagk stehen solle“ 3. August hatte erwartet, daß sich die auch
vorher schon im Zinngroßhandel und Verlag tätigen Freiberger
Firmen Mathias Rot oder Valentin Buehführer bereitfinden würden,
den Altenberger Zinnkauf zu übernehmen. Ein Finanzgeschäft
war die Angelegenheit für den Kurfürsten nicht. Natürlich
wünschte er auch deshalb den ruhigen Fortgang der Altenberger
Zinnproduktion, weil sonst die Regaleinkünfte daraus (der sog.
Zehnte) geschmälert wurden, in erster Linie aber war es offenbar
August um die Bergarbeiterschaft bei seinen Altenberger Zinnkauf¬
bemühungen zu tun. Bisher hatte öfters der Verlag plötzlich aus¬
gesetzt — der betreffende Verleger war vielleicht nicht mehr
zahlungsfähig oder zahlungswillig gewesen—, das bedeutete für die
Bergarbeiterschaft zumeist die drückendste Arbeitslosigkeit. Dem
sollte durch den Zinnkauf und die Verlagsübernahme durch kapital¬
kräftige Großkaufleute vorgebeugt werden 4. Es ließ sich mit dem
1 Natürlich konnte der Landesherr auch ohne diese ein Zinn¬
monopol festsetzen.
2 HauptstaatsarchivDresden, Loc. 36 080, Nr. 666, Bl. 3 ff.,.
Bl. 53. Auch Loc. 4493, Bergsachen, den Altenberg und Gießhübel
betr. 1509—1697, Bl. 204 b.
3 Hauptstaatsarchiv Dresden, Cop. 276, Bl. 219—22.
4 Vgl
. Hauptstaatsarchiv Dresden, Cop. 276, Bl. 219 ff.
Vieltes Kapitel : Böhm .-sächs . Monopol- und Kartellbestrebungen .
283
mir zur Verfügung stehenden Archivmaterial nicht feststellen , ob
in den fünfziger Jahren des 16. Jahrhunderts in Altenberg ein
allgemeiner Zinnkauf , wie ihn Kurfürst August wünschte , öfters
bestand , jedenfalls ist das Anfang der sechziger Jahre für die
wichtigsten Altenberger Zinngruben , den sog. Radeschacht , ge¬
schehen . Am 6. Mai 1562 schlossen die Leipziger Zinnhändler
Georg Huttherr , Michael Jerniger , Hans Eibe , Dominicus Breun,
Adrian von Hilsen und Christof Walburger unter Vermittlung
Wolf von Schönbergs , Hauptmann des Erzgebirges , und Mathias
Arnoits , Amtsverweser daselbst , einen Zinnkauf auf drei Jahre
(von Exaudi 1562 bis Exaudi 1565) 1. Die Zinnhändler empfingen
danach alles Zinn des Altenberger Radeschachts . Und zwar von
Exaudi 1562— 1563 zum Preise von 12 fl., von Exaudi 1563—1565
zum Preise von 12% fl.
Für das Vorrecht alleinigen 'Kaufs gewährte die Leipziger Ge¬
sellschaft den Gewerken sofort ein Geschenk von 200 fl., ferner
ein Darlehen von 4600 fl. Die geliehene Summe sollte dadurch
allmählich zurückerstattet werden , daß bis zu ihrer völligen Tilgung
für jeden Zentner Zinn , den die Gesellschaft von den Gewerken
erhielt , nur 11% fl- resp . 11% fl- (von Exaudi 1563 ab) gezahlt
wurde . Außer dem einmaligen Darlehen übernahmen es aber die
Leipziger Zinnhändler , dem Bergwerk allwöchentlich bis zu 700 fl.
Verlag zuzuführen . Die Verlagsnehmer waren gehalten , die Vor¬
schüsse pünktlich zurückzuerstatten . Die sämtlichen
Ge¬
werken des Radeschachts zu Altenberg hafteten dafür als Bürgen
und Selbstschuldner . Nur die Großgewerken Mathias Roth und
die Buchführergesellschaft , die auf Verlagnahme von vornherein
verzichteten , waren der Bürgschaft enthoben . Für die Zeit von
Exaudi 1565 an übertrug dann Kurfürst August schon im Sommer
bzw. Herbst 1564 auf acht Jahre den Altenberger Zinnkauf einer
Gesellschaft, die größtenteils aus kapitalkräftigen kurfürstlichen Be¬
amten bestand 2. Der Regalherr hatte bei der Übertragung die
1 Ich möchte nach dem Wortlaut des Kontraktes, dessen Original
uns im Hauptstaatsarchiv Dresden (Loc. 36 080, Nr. 666, Bl. 75 ff.)
erhalten ist, glauben, daß schon vor 1562 ein Zinnkauf für den Altenberger Radeschacht existierte. Siehe Anhang.
2 Dem Sekretär Hans Jenitz, dem KammermeisterHans Harrer,
dem Zehntner zu Freiberg Wolf Prager, dem Münzmeister Hans
Biener, dem KammerschreiberHieronymus Krahwider.
284 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Bedingung gestellt , daß sein Leibarzt mitsamt dessen Eidam in
die Gesellschaft des Altenberger Zinnkaufs aufgenommen würde 1.
Die Gesellschaft sollte sich mit den Altenberger Gewerken dann
immer von zwei zu zwei Jahren „ eines gewissen zinkaufs nach gelegenheit der leuffe vergleichen “, welche „ Vergleichung der churfiirst dann auch jedes mais gnedig confirmiren “ wollte 2.
Durch die Bildung der genannten Altenberger Zinnkaufs¬
gesellschaft war nun — um zu unserem Ausgangspunkte zurück¬
zukehren — auch dort , wo 1549 noch Neigung für ein sächsisches
Zinnmonopol bestanden hatte , das Interesse daran im wesentlichen
erlahmt . Es fragt sich, ob die Gewerken und Verleger der übrigen
sächsischen Zinnbergwerke im Verlaufe der letzten zwei Jahrzehnte
ihre Ansicht geändert hatten . Die Frage muß verneint werden.
Bei Gelegenheit einer Sondierung der Gewerken und Verleger der
Zinnbergwerke zu Annaberg , Buchholz , Geyer, Ehrenfriedersdorf
und Thum durch kurfürstliche Beamte 3 baten diese dringend , sie
mit einem allgemeinen Zinnkauf zu verschonen 4. Die Zinn¬
produzenten sprachen dabei die Vermutung aus , daß „ etwa frembde
und auslendische kaufleute , die sich zuesammen verbunden , bei
seiner churfürstlichen gnaden in angebung eines gueten wercks,
anhalten mögen, gedachten zihnkauf an sich zu bringen . Wie es
dan durch die selbst und sonderlich von N. Schlüsselfelder von
Augspurck neulicher weil uff S. Annenbergk geruhmet worden,
der dan öffentlich ausgesagt , daß ehr wegen seiner lierren und
principalen mit s. cf. gn . in handlung stehe , alle zihn in diesen und
anderen landen zue behefften und in seiner lierren hende zu bringen,“
Die sächsischen Gewerken der genannten Orte erinnerten dem¬
gegenüber den Kurfürsten an Konrad Mayrs Geschick und an die
1 Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 666 , Bl . 86 1.
Urkunde vom 24 . August 1564 . Vgl . Anhang.
2 Der zweite Verlagskontrakt
genannter Art (Datum : 27 . No¬
vember 1566 ) ist im Anhänge abgedruckt.
3 Wir werden sofort sehen , wie Kurfürst August zu dieser An¬
frage kam.
4 Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 666 , Bl . 101 ff.
Die interessante
Denkschrift
der Zinnproduzenten
der genannten
Orte gibt eine eingehende Begründung der Bitte unter genauer Dar¬
legung besonders der Kreditverhältnisse
im sächsischen Zinnbergbau
und -handel . Das Stück ist eine wertvolle Quelle zur Geschichte
des Verlagssystems im Bergbau.
Viertes Kapitel : Böhm.-säclis. Monopol- und Kartcllbestrebungen.
285
Baisse, die dessen fehîgeschlagene Monopolversuche im Zinnhandel
hervorgerufen hatte . Außerdem wiesen sie, genau wie 1549, auf
die Schwierigkeiten hin , die es machen würde , von den bisherigen
Verlegern loszukommen . Es seien, führten sie aus , nur noch wenige
Gewerken unter ihnen zu finden , „ die ire zihnpergkwerge selbst zu
vorlegen und zu bauen “ imstande wären . Die meisten seien über
dem Bergbauen in große Schulden geraten . Sie hätten ihren
„gleubigern und Vorlegern all ir hab und guth , haus und hoff,
zechen, riess und halden in die berclcbuch vorsichert und vorpfendet “. Sicherlich betrage der Gesamtverlag in den genannten
Zinnbergwerken mehrere Tausend Gulden . Wie sollten solche
Summen jetzt auf einmal aufgebracht werden ? Überdies aber sei
es auch undankbar gegen die Verleger , wenn man ihnen jetzt den
Laufpaß geben wollte , nachdem sie erst durch ihre Kapital¬
vorschüsse den armen Gewerken die Möglichkeit der Weiterarbeit
verschafft und diese oft vor „ eusserster noth und verderben “ ge¬
rettet hätten.
Wie die Gewerken, so sprachen sich auch die Verleger der
genannten Zinnbergwerke gegen ein Monopol aus . Sie wiesen be¬
sonders darauf hin , daß sie selbst ja wieder oft von Kaufleuten in
den großen Handelsstädten verlegt würden , denen sie gegen Vor¬
schüsse feste Zinnlieferungen zugesichert hätten h Wie könnten
1 So wurden die Verleger wiederum ihrerseits Verlegte (siehe
oben S. 126). Der ganze Passus , der für die Geschichte des Verlagssystems wichtig ist , mag hier im Wortlaut folgen : „ Aber wir Vor¬
leger haben uns zue beforderung E . cf. gn . zehnten und gemeines
bergkwergs mit kaufleuten und zihnhendlern — ausser - und inner¬
halb landes — nambaftige summen zins zue liefern vorschrieben und
vorsprochen , auch stadlieh gcldt doruff entpfangen , dogegen genüg¬
same caution und vorsicherung mit vorpfendung unser hab und
gueter , trauen und glaubcns aus bezwungener noth thuen müssen
und forder dasselbige geldt zu beforderung E . cf . gn . zehenten unter
die armen zihngewcrcken ausgespendet und vorlegt ; dass wir uns
also von unsern gläubigem auch nicht entledigen können , es were
dan sach , dass inen an unsere stelle alle schulden erlegt und bar
bezalt wurden , welches uns vor unsere personell zue thuen unmöglich,
konte auch ohne voranderung unserer hab und gueter nicht gesclieen.
Im fall nhuen ein zihnkauf geschlossen werden solte , würden die
kaufleute , unsere gläubiger , ire schulden wie billich von uns abmahnen
und fodern , alsdann diejhenigen , so die armen vorlegt und bei dein
bergwerge bis anhero mit noth erhalten sic zur zalung dringen und
280 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
sie ihr Versprechen halten , wenn man fremden Kaufleuten das
Monopol in die Hände gäbe . Außerdem machten die Verleger
darauf aufmerksam , daß der tiefste Stollen des Bergwerks zu Ehren¬
friedersdorf , der über 50 000 fl. gekostet habe 1, zumeist durch
fremde , ausländische Gewerken getrieben wurde . Noch niemals
sei ein Pfennig Ausbeute darauf gefallen . Wenn man jetzt den
auswärtigen Gewerken die Selbstbestimmung über das erbeutete
Zinn durch Einführung eines Monopols nähme , so sei Gefahr vor¬
handen , daß die Gewerken des tiefsten Stollens den Betrieb über¬
haupt aufgäben , was natürlich für den Bergbau Sachsens einen
erheblichen Schaden bedeute.
Dieselben Argumente , die wir in der hier kurz besprochenen
Denkschrift erwähnt finden , besonders auch „ der Verlag der Ver¬
leger“ kehren in Bittschriften wieder , in denen die Gewerken und
Verleger von Eibenstock ä, von Schwarzenberg usw. um dieselbe
Zeit sich gegen die Einführung eines Zinnmonopoles wandten.
So stand also alle Hoffnung auf ein sächsisches Zinnmonopol
bei dem Kurfürsten , der als Regalherr natürlich auch gegen den
Willen der Gewerken und Verleger einen allgemeinen sächsischen
Zinnkauf hätte einführen können . War Kurfürst August des
Willens ? Zweifellos hat der genannte Fürst um die Wende des
Jahres 1568 — vielleicht auch schon früher — an die Einführung
eines sächsischen Zinnmonopols gedacht . Schon in einem Schreiben
Augusts vom 8. Januar 1569 an Wolf Schönberg , den Hauptmann
des Erzgebirges , heißt es : „Wir haben bewegende Ursachen, dass
wir den zinkauf in unsern landen gleich dem kupferkauf gerne in
ein enge zusammen bringen wolten . Begeren derhalben Du wollest
darauf bedacht sein und Dich bevleissigen ob Du solches also füglichen und ohne clage der zingewerken könntest zuwege bringen 3.“
Als darauf Schönberg nach Rücksprache mit den Zinngewerken
von haus und hof treiben musten , was dan E . cf. gn . zchenten , gemeinem
bergkwerge und auch den armen gewercken vor nachtheil und beschwerung erfolgen wurde , das bitten die gewercken unterthenigst
E . cf. gn . genedigst behertzigen und zue bedencken .“
1 Man hatte natürlich auf Silber , nicht auf Zinn gemutet . Aber
die Zinnausbeute deckte doch wenigstens einen Teil der Kosten und
ermöglichte den Weiterbetrieb in der Hoffnung , dann noch auf Silber
zu stoßen.
2 Hauptstaatsarchiv
Dresden a . a . O., Bl . 109 usw.
3 Hauptstaatsarchiv
Dresden , Loc . 36 318 , Nr . 4311 , Bl . 2.
Viertes Kapitel : Böhin.-sächs. Monopol- und Kartellbestrebungcn .
287
berichtete , daß den Gewerken der Vorschlag sehr bedenklich er¬
scheine, ließ der Kurfürst seinen Plan durchaus nicht fallen. Er
antwortete vielmehr etwas gereizt , er begreife das Zaudern der
Gewerken nicht , da er sich erboten habe , „ire zyn in dem werth
und kauf , wie sie dieselbigen andern verkaufen und lassen müssen,
zu bezahlen , sie auch dardurch einen stedten , gewissen kauf er¬
langten und die armen gewerken sich darzu eines zimblichen vorlags zu getrosten “ hätten l. Schönberg
erhielt dementsprechend
die kurfürstliche Weisung, nochmals mit den vornehmsten Ge¬
werken zu reden , „wie tlie /.in uff dem oberen gebirge alle in einen
gewissen kauf bracht werden möchten “.
Wir haben oben gesehen , daß die Gewerken — von ihren Ver¬
legern dabei kräftig geschoben — auf ihrem ablehnenden Stand¬
punkte beharrten . Es fragte sich demnach für das Projekt eines
vereinigten sächsisch -böhmischen Zinnmonopols , würde es Maxi¬
milian II . gelingen , den Kurfürsten August zu bewegen, daß ei¬
sernen sächsischen Zinngewerken einen Zinnkauf oktroyierte . Die
diesbezüglichen Bemühungen des Kaisers setzten Mitte 1569 ein.
Damals wurde auf Anraten der obengenannten Monopolkommission
(Georg Ilsung usw.) der kaiserliche Rat Christoph von Karlowitz
an den Kurfürsten von Sachsen abgesandt . Er sollte , lautete seine
Instruktion , entweder im Aufträge des Kaisers oder auch privatim,
wie es ihm angemessen erscheine , den Kurfürsten zu gewinnen
suchen , „ damit solche zin [die sächsischen ] sowol als die behmischen
in ain oder zwo henndt gebracht und zwüschen kaiserl . mt . und
seiner cf. gn . ain solcher verstandt gemacht werden rnöcht , dz dise
handlung nit allain baiderseits gewerckhen in gernain , sonder auch
röin . kais . mt . und seiner cf. gn . zu grossem nutz , wolfardt und
guetem khomen würde “ 2.
Den Gewerken sollte durch das Monopol ein Preisaufschlag
von y2 fl . pro Zentner , dem Landesherrn eine Arrenda von 1 /, fl.
Zuwachsen. Begründet wurde die dadurch notwendig gemachte
künstliche Preissteigerung und der damit gegebene Widerspruch
gegen die strenge Wirtschaftsethik der Zeit 3 aus dem Darnieder1 Daselbst, Bl. 3.
2 Aus dem Kommissionsbericht vom 8. August 1569. F.A. Wien.
3 In der vom 22. August 1569 datierten Denkschrift , die Georg
Ilsung für Karlowitz verfaßte (Hauptstaatsarchiv Dresden, Loc.
36 080, Nr. 664, Bl. 1 ff.), heißt es charakteristisch : „Es khündtc
288 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
liegen des Zinnbergbaues . Die Ausbeute sei geringer , die Kosten
(für Unscblitt , Stahl , Eisen , Fleisch , Brot usw.) seien größer ge¬
worden , trotzdem stünden die Zinnpreise so tief , daß „ etliche arme
gewerckhen khaum das truckhen brodt von irer harten arbait“
hätten . Eine Änderung dieser mißlichen Verhältnisse sei nur da¬
durch möglich, daß „ der zinkhauf aus sovil underschidlichen henden
genomen und allein in ain h a n d t gebracht , die mit der zeit
die zin wider in iren alten preis und werdt bringen khünde “ 1.
Nun bestanden zwei Möglichkeiten , ein sächsisch -böhmisches
Zinnmonopol aufzurichten . Entweder wurde sowohl der böhmische
wie der sächsische Zinnkauf in ein und desselben Kapitalisten Hand
gegeben . Das war die Art , wie im 19. Jahrhundert die Rothschild
durch Fusion des Idrianer und Almadener Monopols ein Welt¬
monopol in Quecksilber schufen 2. Oder aber der sächsische Zinn¬
kauf und der böhmische gelangten an zwei verschiedene Kapita¬
listen , die aber unter Vermittlung der beiderseitigen Regierungen
ein Kartell miteinander eingingen . Zunächst mußte Maximilian II .,
um nicht die sächsischen Kapitalisten 3 und mit ihnen den Kursicli auch solcher staigerung aller billichait nach niemandts be¬
schweren, dann die zin nit höher hingebracht würden, dann si vor
vilen iharen gegolten . . . Und wicwol auch aus disem handcl, wo also
zwüschcn der kais. mt. und sein cf. gn. ein nachbarlicher verstandt
gemacht wurdt, ain gross
monopolium
nufgcricht werden
möcht, angesehen dass sonst khainc andere zin in der gantzen chrislcnhait ausserhalb Engenland — welche zin aber auch in grossem abnemen — gemacht werden. So ist doch solches, weil es ein wahr,
die meniglicli arm und reich brauchen mues, kainswegs stattlich noch
göttlich. Aber obgcnielter staigerung, weil die perckbwereh arm und
der saumbcost gross, klian sich niemandts beschweren.“ Das war
natürlich Ilsung selbst nicht ernst. Er wußte ganz genau, daß die
Kaufleule, denen das Monopol übertragen wurde, das Zinn im Preise
steigern würden , soviel sie immer könnten!
1 Aus der Denkschrift Ilsungs vom 22. August 1569.
2 Handwörterbuch der Staatswissenschaften . 2. Auf], V. Bd„
S. 851 unten.
8 So schrieb einer der Ratgeber des Kurfürsten, Hans Jcnitz,
der selbst ein großer sächsischer Kapitalbesitzer war, voll Eifersucht
auf die süddeutschen Kaufleute : „Ob aber e. chf. g. umb des ver¬
trösteten, ungewissen génies willen denen von Nurenberg oder Augs¬
burg gestatten soltcn, sieh in ire lande und bergwerge einzuflechten,
dieselben auszusaugen und zin und gewin ausser landes zu furen, das
stehet in derselben gnedigstem bedencken.“ Hauptslaatsarchiv
Dresden, Loc. 36 080, Nr. 664, Bl. 16 ff.
31
*
Viertes Kapitel : Böhm.-sächs. Monopol- und Kartellbestrebungeu .
289
fürsten August vor den Kopf zu stoßen , den Vorschlag eines Kartells
machen . Die kaiserliche Hofkammer ließ durch Karlowitz an den
Kurfürsten gelangen , „ dass es nit die meinung hab , dass eben der
churfurst an diejenigen handelsleut , mit denen ire k. mt . ires teils
handeln wollen lassen , angebunden sein solle, sonder dass es
principaliter darumb zu thun sei, ob gleich ire cf. g. selbs ire eigne
zinkauf in denselben landen treiben oder sonst andern hinlassen
wolten , dass doch der wert des kaufs einer jeden sort zin und des¬
selben gewichts und die arenda irer k. mt . und des churfursten
gemess pro rata auf eine gleiche handlung und correspondentz ge¬
richtet würde . Also dass diejenigen , so irer k. mt . zin an sich bringen
neben und mit denen , so mit denen Meissnischen zinen handeln,
in gleichem wert , doch nach gestalt einer jeden sort underschiedlichen guete , inmassen auch mit den gewerken in Beheim beschehen,
hinkommen und keiner dem andern disfalls, wie etwa zuvorn be¬
schehen , eintrag thun möge V * Diesen Ausführungen fügte frei¬
lich die Hofkammer sofort die weitere Aussicht hinzu , daß am Ende
doch die Fusion beider Zinnmonopole — des sächsischen und des
böhmischen — das Beste sei 2.
Auch das hatte selbstverständlich Maximilian II . dem Kur¬
fürsten überlassen , ob er den sächsischen Zinnkauf einer Gesell¬
schaft von sächsischen Kapitalisten übergeben wollte oder einem
auswärtigen Großkaufmann 8. In letzterem Falle war der Kaiser
bereit und imstande , reiche süddeutsche Kapitalisten vorzuschlagen.
Kurfürst August hat sich weder zu dem einen noch dem
anderen entschlossen . Er hat sich überhaupt dem Projekt eines
mitteleuropäischen Zinnmonopole versagt . Nachdem er schon im
Herbst 1569 nach Wien geantwortet hatte , daß er vorläufig sich
nicht entschließen könne 4, lehnte er, nach wiederholter Anfrage ’
1 Schreiben vom 20 . Jan . 1570 . Hauptstaatsarchiv
Dresden,
hoc . 36 080 , Nr . 664, Bl . 29 ff.
2 „Konte rlan sowol irer k . mt . als seiner cf . g, zin in einerlei
gesclschaft handen kommen , wie sich dau on zweivel statliche leule
angeben , die solchen kauf mit gutem irer cf. g. überschus annemben
wurden , mochte es villeicht umb sovil besser sein/'
3 Das und das folgende nach Akten des Hauptstaatsarchivs
Dresden , Loe . 36 080 , Nr . 664 , Bl . 1 ft'. ; Loc . 36 131, Nr . 2034 , Bl . 1 ff.
4 Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 664 . Bl . 21.
6 Daselbst Bl. 31 ff . Auch l’.A . Wien . Böhmen 51. u . B . ( 1570
bis 1590 ), Nr . 16 407.
Striatior
, Studien z. Gosch , kapitalst
. Uvt:ani3r\ i i.Mistormen .
1!)
290
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Maximilians II . Ende Januar 1570 den Plan definitiv und be¬
stimmt ab 1. Fragt man nach den Gründen , die Kurfürst . August
bei seiner Ablehnung bestimmten , so sind von wirtschaftspolitischen
— auf andere gehe ich hier nicht ein — die folgenden etwa zu
nennen . - Einmal hat sicherlich die einmütige Ablehnung eines
sächsischen Zinnkaufs durch Gewerken und Verleger auf den Kur¬
fürsten Eindruck gemacht . Manchen Großgewerken war ja über¬
haupt ein freier Verkauf ihres Zinnes von seiten der Krone garantiert
worden . Ferner mußte sich der Kurfürst , der die wirtschaftlichen
Kräfte seines Landes genau kannte , sagen, daß in Sachsen kaum
genügend reiche und genügend unternehmungslustige Kapitalisten
zu finden waren , die den sächsischen Zinnkauf in ihre Hand nehmen
würden 2. Aber den Zinnkauf in seinen Landen auswärtigen , etwa
Augsburger Kaufleuten zu übertragen , dagegen sträubte sich sein
Selbständigkeitsgefühl und sein Wunsch , die sächsische Wirtschaft
in jeder Beziehung zu heben . Zweifellos hätte auch der Handel
Leipzigs stark leiden müssen , wenn der Zinngroßhandel ganz nach
Süddeutschland abgezogen worden wäre 3.
Weniger ernst zu nehmen waren wohl die Bedenken des Kur¬
fürsten , die in der Richtung einer Handwerkerpolitik lagen . Wenn
August meinte , „ die handwerger in seinem lande , die ir nahrung
vom zin haben muessen , als kandelgiesser , rothgiesser , pfannenschmidt , schlosscr, gurtler “, würden nach Einführung des Monopols
„zur notturft kein zin, es were dan umb ubermessige bezahlung
von den Verlegern bekhommen können “, so ließ sich hierin leicht
Abhilfe schaffen . In vielen Monopolkontrakten der Zeit ist den
Handwerksleuten ein Materialkontingent zu bestimmtem , niedrigen
1 Hauptstaatsarc -hiv Dresden a. a . 0 ., Bl . 35 ff.
2 Vgl. die Denkschrift der kurfürstlichen Räte vom 12. Oktober
1569 . Hauptstaatsarchiv
Dresden , Loc . 36 080 , Nr . 664 , Bl . 11 ff.
Dazu Brief Augusts an Maximilian II . (29 . Januar 1570 ), a . a . O.,
Bl . 35 ff . „ Viel weniger habe ich Vermutung , dass in meinem lande
hendeler oder andere leuth zu finden , die sich dis w' eitleuftigen wercks
understelien werden .“ Wie mußte in Leipzig da die Unternehmungs¬
lust zurückgegangen sein ; man denke an die dortigen kühnen Kapita¬
listen in der ersten Hälfte des 16 . Jahrhunderts!
3 „Es ist aber solches wegen des handeis zu Leiptzigk (dass
dadurch die niederlage und auch ander liendel , so des zins halben
bis anher in dise lande gangen , geschwecht ) hochbedencklicb .“ Aus
dem genannten Brief des Kurfürsten . Und ein andermal heißt es:
*
Viertes Kapitel : Bölim .-sächs . Monopol- und Kartellbestrebungen .
29!
Preis Vorbehalten . August hätte das bei ernstem Willen auch für
die sächsischen Handwerker durchsetzen können . Nein, der Haupt¬
grund , weshalb der Kurfürst von Sachsen nicht auf den Plan eines
mitteleuropäischen Zinnmonopols einging , lag auf einem anderen
Gebiete . Auf dem Gebiete der Finanzpolitik.
Es kann , wie wir sahen , keinem Zweifel unterliegen , daß für
Maximilian II . der innerste Beweggrund , das Projekt zu betreiben,
in dem Wunsche lag, sich eine neue Geldquelle zu eröffnen . Eine
solche Notwendigkeit bestand für den Kurfürsten August von
Sachsen mit seinem wohlgeordneten Finanzsystem , mit seiner
reichlich gefüllten Staatskasse nicht . Hierin ist zweifellos der
letzte Grund der Weigerung des Sachsen zu suchen , dem Kaiser
auf dem gefährlichen Monopolwege zu folgen.
Damit war aber nun auch das Schicksal eines böhmischen
Zinnmonopols besiegelt . Es fand sich kein Kapitalist , der Konrad
Mayrs Geschick zu teilen gewillt war . Den böhmischen ärmeren
Zinngewerken aber gereichten die verfehlten Projekte ihres Regal¬
herrn zu rechtem Unglück . Sie hatten ihren alten Verlegern
kündigen müssen, teilweise hatten diese sich auch selbst zurück¬
gezogen und ihre Kapitalien anderswo angelegt . Woher nun die
Kosten für die Grubenarbeit decken ? Wer sollte die unentbehr¬
lichen Kapitalvorschüsse leisten , „sonderlichen diser zeit, do der
winter fur der thür , dass man allerlei berckwercks -notturft an
unslet , eisen, zimmer -, schacht -, khol - und lachterholtz sambt andern
mehr gezeug in vorrath schaffen und etwas mehrers dann sonsten
zu wöchentlicher verlag haben soll und muss “ 1. Die Bergarbeiter¬
schaft geriet über diesen Verhältnissen in die höchste Not . In
manchen Distrikten waren sie „in 19 wochen nit gelondt worden,
welches under dem perckhgesindt auch iren weib und kindern ein
solche hungersnot und ungeduldt verursacht , dergleichen nie zuvor
gewesen“ 2. Unter solchen Umständen war es als ein Glück zu
bezeichnen , daß der Kurfürst August von Sachsen im Januar 1570
„ . . . zu geschweigen, dass durch disen weg die niederlag und handtlung mit dem zin aus meiner handelsstadt Leiptzigk gar hinwegk
khommen mechten . . . .“
1 F.A. Wien. Böhmen M. u. B. 1540—1569, Nr . 16 406.
2 Maximilian II . an Georg Ilsung, 8. Februar 1570. F .A. Wien.
Böhmen M. u. B. 1570—1590, Nr. 16 407.
19*
1
292 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
das Monopolprojekt rund ablehnte L Bald darauf wurde in Böhmen
der freie Zinnverkauf wieder öffentlich verkündet und damit einer
Besserung der Verhältnisse im Zinnbergbau die Wege geebnet 2.
Fünftes Kapitel.
Monopole und Kartelle im Idrianer Quecksilberhandel des 16. Jahrhunderts.
Um das Jahr 1523— zu welcher Zeit Kartell- und Monopol¬
bestrebungen lebhaft in Idria einsetzten — waren drei Gewerk¬
schaften mit dem Abbau der bedeutenden Idrianer Quecksilber¬
gruben beschäftigt 3. Zwei davon waren Privatgesellschaften.
Einmal die Gewerkschaft St. Katarinen, die erst im Jahre 1520
gegründet worden war 4, und zweitens die Gewerkschaft St. Achaci.
Letzterer hatte Maximilian I. das im Jahre 1510 den Venetianern
wieder abgenommene „Bergwerk Idria“ übertragen. Und zwar
1 Es bleibt zu untersuchen , inwieweit die sächsischen Zinnkaufs¬
projekte , die im Jahre 1583 auftauchten , sich auf eine Vereinigung
mit Böhmen stützten . Vgl. Joh . Falke,
Die Geschichte des
Kurfürsten August von Sachsen in volkswirtschaftlicher Beziehung,
S. 298 f. Dazu Hauptstaatsarchiv Dresden, Bernstein 4, Loc. 7294,
Bl. 409—11.
2 Vgl
. Urkunde vom 28. Aug. 1572, durch die Maximilian II . den
Zinngewerken von Schlackenwald, Schönfeld und Lauterbach
freien
Zinnkauf erlaubt . F . A. Schmidt
a. a. O., I. 3, Nr . 118,
S. 173.
3 Die Geschichte des Idrianer Bergbaus liegt sehr im argen.
Noch immer sind wir angewiesen auf das Werk von Peter
Hit¬
zing e r, Das Quecksilberbergwerk Idria . Laibach 1860. Unsere
folgenden Idrianer Monopol- und Kartellstudien stützen sich aus¬
schließlich auf Archivmaterial , besonders auf solches aus dem k. und
k. gemeinsamen Finanzarchiv in Wien. Im folgenden als F . A. Wien
abgekürzt . Die besonders benutzten großen Aktenfaszikelreihen:
Österreich. Inneröstr . Quecksilberbergwerke (1523—1563) Fase. 22
Nr . 18 320 und Österreich . Inneröstr . Quecksilberbergwerke (1564 bis
1599) Fase . 23 Nr . 18 321 sind im folgenden als Inneröstr . Queck¬
silber 22 resp . 23 zitiert.
4 „Das k. k. Quccksilbcrbcrgwcrk zu Idria " . Wien 1881, S. 3.
Nach Hitzing
er gehörten Ihr folgende bedeutende Gewerken
an : Gabriel, Graf zu Ortenburg , Hans von Auersberg, Christof Räuber,
Sigmund von Dietrichstein , Sigmund von Lamberg u. a.
Fünftes Kapitel : Monopole u. Kartelle im Idrianer Quecksilberhandel usw . 293
zum Lohne dafür, daß die Gewerken dem Kaiser „ mit Darstreckung
von Leib und Gütern“ gedient hätten 1. Bedeutende Namen finden
sich unter den Gewerken von St. Achaci genannt. Zum Beispiel
Hans von Auersberg, Kaspar und Sigmund von Lamberg, Sigmund
von Dietrichstein, Lienhart Räuber, Jörg von Egkh, Jakob Villinger,
Blasi Höltzl, Gabriel Vogt, Paul Rasp, Ulrich Putsch, Kaspar Herbst,
Math. Hofer, Hans Strigl von Luentz, Wilhelm Neumann u. a.
In die Achacigewerkschaft hatten sich noch unter Maximilian „alle
anderen alten“ Gewerkschaften aufgelöst 2, so daß vor der Grün¬
dung der Katarmengewerkschaft (1520) zeitweise nur eine Idrianer
Gesamtgewerkschaft existierte. Aber auch die Gewerkschaften
St. Açhaci und St. Katarinen standen sicli sehr nahe. Das ergab
sich schon aus der teilweisen Identität der Mitglieder und aus der
Zusammenlegung ihrer Schürfe in dem gleich zu besprechenden
Monopol. In den gleichzeitigen Idrianer Quellen erscheinen sie
zumeist als „die Idrianer Gewerkschaft“ zusammengefaßt.
Kurz nach Maximilians Tod, im Jahre 1522 wohl, hatte so¬
dann Erzherzog Ferdinand als „regierender Herr und Landesfürst
aus fürstlicher Obrigkeit“ eine neue Grube, „das furstenpau ge¬
nannt in dem perckhwerch Idria aufzuschlagen und von seinem
chammergut zu pauen bevolhen“ 3. Die eigene Bergwerkstätigkeit
des Landesfürsten in Idria hat jedoch nicht lange gewährt. Schon
im Frühjahr 1523 übergab Erzherzog Ferdinand einer Gewerkschaft,
in der besonders der bekannte Gabriel von Salamanca, Graf von
Ortenburg und Johann Castro hervorragten 4, den Fürstenbau.
Daß den neuen Eigentümern kein wertvolles Geschenk damit ge¬
macht war, erkennt man aus den Privilegierungen, die die Über¬
tragung begleiteten. Darin wurden die neuen Gewerken unter
anderem auf vier Jahre von Fron und Wechsel befreit. „Damit
sie,“ heißt es in der Uberlassungsurkunde, „die Gruben und Berg¬
werke desto besser erbauen und erheben mögen“.
1 Haus-, Hof- und Staatsarchiv Wien Rep. I Österreich.
2 F. A. Schmidt,
Berggesetze Österreichs III, 1. S. 103.
3 Schmidt,
a. a. O. S. 101, 107. Nach letzterer Stelle wäre
es 1522 geschehen.
4 Die übrigen Gewerken sind in der Innsbruck, den 2. April
1523 datierten Urkunde genannt, in der Ferdinand den neuen Ge¬
werken des Fürstenbaues die oben erwähnten Erleichterungen ver¬
lieh. Vgl. F. A. Schmidt,
III , 1. Nr. 49.
294
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Mit dieser neuen Gewerkschaft des Fürstenhaus war der
„Idrianer Gewerkschaft “ eine gewisse Konkurrenz gegeben . Er¬
wies sich die Arbeit der jungen Gründung ertragreich , so konnte
leicht , namentlich bei Absatzstockungen , ein gegenseitiges Unter¬
bieten des geförderten Metalles Vorkommen. Um dem vorzubeugen,
einigten sich die beiden Gewerkschaften zu einem Kartell,
das insbesondere folgende Bestimmungen enthielt : Alles von den
beiden Gewerkschaften gewonnene Quecksilber wurde zum Zweck
des Verkaufes zusammengelegt . Kein Gewerke war befugt , das
Quecksilber , das auf seine Kuxe entfiel — die Austeilung geschah
damals noch in natura —, freihändig und auf eigene Faust an die
Quecksilberhändler zu veräußern . Erforderte es die Not , daß er
seine Ausbeute schnell verkaufte , so durfte das nur an einen seiner
Gewerkschaftsgenossen geschehen . Der Verkauf des also „in eine
Hand “ zusammengelegten Produktes an die Quecksilberhändler
geschah dann „ mit Wissen und Willen “ des Bergherrn — der
durch das ebenfalls in natura ausgezahlte Fron - und Wechsel¬
quecksilber interessiert war -— und der Gesamtheit der Gewerken.
War es unmöglich , das ganze Produkt auf einmal abzusetzen , so
sollte bei jedem Verkaufsabschluß jede der beiden Gewerkschaften
im Verhältnis ihrer Förderung beteiligt wrerden 1.
1 Die betreffenden Stellen der Verabredung lauteten wörtlich:
„Ir fürstl. durchleuchtigkait hat sich auch mit uns genedigclichen
vergleicht und veraint, in craft berurts Vertrags deshalben aus¬
gangen, also dass ir f. dt. und derselben erben und nachkhomen,
auch diejhenen, den ir f. dt. derselben aufgeslagen grueben zuegestellt oder noch zuestellen mochten, dass ir f. dt. und dieselben
ir dt. begabten [gewerken] mit uns in ainem
kauf des
quegksilbers
und alles gewannen
guets beieiben
sollen
und wellen
und solchen
kauf
alweg
in
ainer
handt
halten
und die keuf mit ir f. dt. und aller
gwerkhen wissen und willen beslissen und machen, wie die ir f. dt.
und wir auf das höchst bekhenen mugen. Und soll khain gwerkh
ausserhalben des gemainen kaufs nichts hingeben oder verkaufen.
Wir sollen und mugen auch an einander in unsern notturften unser
Silber, zinober, varb oder ander vorat, wie und wann es uns fuegt,
unverhindert menigclichs wol verkaufen, wie das alles bisher auch
beschehen ist. Doch mit dem undterschidt, dass die, so also kaufen,
dasselb ausserhalb des gemainen kaufs, auch nit verkaufen sollen
noch mugen. . . . Dieweil auch an baiden vorbenanten orten mer
*
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandelusw. 295
Das Kartell der beiden Gewerkschaften ist, soviel ich sehe,
von keiner Bedeutung geworden. Der Fürstenbau erwies sich als
wenig förderungsreich. Um so ergiebiger zeigten sich die Gruben
der „gemeinen Gewerkschaft“ von Idria, so daß sich bald Absatz¬
schwierigkeiten und Preisstürze ergaben und an Mittel, diesem
Übel abzuhelfen, gedacht werden mußte. Zwei Umstände waren
es, die mit diesen Absatzschwierigkeitenzusammen dahin führten,
daß schon in den letzten Tagen des Jahres 1524 eine Handels¬
monopolisierung des idrianischen Quecksilbers ins Auge gefaßt und
bald darnach verwirklicht wurde. Einmal dér Wunsch Erzherzog
Ferdinands, Darlehen für seine kriegerischen Unternehmungen
gegen die Türken in die Hand zu bekommen 1und zweitens die
kühne Spekulationslust der Augsburger Kapitalisten Ambrosius
und Hans Höchstetter.
Ferdinand hatte schon Mitte des Jahres 1524 die Idrianer
Gewerkschaft schärfer als bisher für seine Geldbedürfnisse heran¬
gezogen. Sie hatte 13 000 fl. rh. für eine Grenzhinausschiebung
ihrer Gruben und 20 000 fl. rh. für nichtgezahlten Wechsel her¬
geben müssen2. Zu Anfang des Jahres 1525 machte der Erzgrueben gebaut werden sollen , darumben zuversichtlich ist , es werde
mer Silber , zinober und färb gemacht , als bisher beschehen , des¬
halben sich im verkaufen aber irrung begeben möchte in dem , die¬
weil bisher nit alles , das gemacht ist auf ainmal gar , sonder nur ain
tail hat inugen verkauft werden , da villeiclit furan auch also be¬
leihen und beschehen ; demnach ist entslossen : Wann furan die keuf
beschehen , so soll von jeder grueben nach gebuerunder antzall ires
gemachten Silbers , zinobers und färb in die kaufsumma genomen
und verkauft werden .“ Schmidt
, a , a . O. S. 110 f.
1 Für die außergewöhnlich großen Geldbedürfnisse des persönlich
so anspruchslosen Ferdinand während seiner kriegerischen Regierung
vgl . Karl
Oberleitner,
Österreichs
Finanzen und Kriegs¬
wesen unter Ferdinand I . Archiv für Kunde österr . Geschichts¬
quellen Bd . 22 , S. 1 ff. Außerdem O. Thors
ch, Materialien zu
einer Geschichte der österreichischen Staatsschulden vor dem 18 . Jahr¬
hundert . Leipziger Dissertation 1891.
2 In dem Vertrage vom 28 . August 1524 , in dem diese Vergütungen
an die Krone fcstgelegt wurden , wurde die Fron für die Zukunft
auf ein Zehntel der Förderung und der Wechsel auf den vierten
Pfennig oder Zentner festgelegt . Allerdings brutto ! Für Brenn¬
kosten , Verpackung in Fäßchen oder Lederschläuche
mußte die
Krone 10 % der Fron wiedererstatten . Auch die Verpackungs-
296
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
herzog dann ein größeres Anleihegescliäft mit den Idrianer Ge¬
werken, bei welcher Gelegenheit ein Großhandelsmono¬
pol für Quecksilber
aufgerichtet wurde. Am 1. Januar
1525 schlossen nämlich die Gewerken von Idria mit Erzherzog
Ferdinand einen Vertrag ab, demzufolge sie dem genannten Herr¬
scher die 300 000 fl. als Darlehen überließen, welche sie im Ver¬
laufe der nächsten vier Jahre für den alleinigen Verkauf ihres Queck¬
silbers und Zinnobers von Ambrosius und Hans Höchstetter & Co.
erhielten l. Kurz vorher war der betreffende Monopolvertrag
mit den Höchstettern aufgerichtet worden 2. Darin war be¬
stimmt : Alles Quecksilber und Zinnober, das augenblicklich vor¬
rätig war oder in den nächsten vier Jahren gewonnen wurde, sollte
zum Preise von 30 fl. rh. für den Wiener Zentner Quecksilber und
35 fl. rh. für den Wiener Zentner Zinnober der Höchstetter -Ge¬
sellschaft überlassen werden. Ausgenommen wurde nicht einmal
das Quecksilber, das sich schon in den Händen Hans Baumgartners
aus Augsburg, Wilhelm Neumanns und Hans Pfluegels Erben 3
befand. Auch dieses sollte sofort den Höchstetter übergeben
werden 4. Für den Fall, daß die Gewerken oder der Erzherzog
während der vierjährigen Dauer des Kontraktes an jemand anders
Unkosten des Wechsels fielen dem Erzherzog zur Last. Schmidt,
a. a. O. III, 1, Nr. 50 bes. S. 105—106.
1 Oberleitner,
a. a. O. S. 21. Der Vertrag ist im Wiener
gemeinschaftlichenFinanzarchiv erhalten. Österr. Gedenkbuch(1. Ja¬
nuar 1525) Bl. 248. Das Darlehn erfolgte in einzelnen Raten. So
übergaben die Höchstetter im Auftrag der Gewerken am 1. und 2. Jan.
je 40 000 fl. (Österr. Gedenkbuch 1523—1525, Bl. 249 a, 250). Die
Rückzahlung erfolgte durch die Überlassung der fürstlichen Fron
und des Wechsels in der Höhe der Schuldsumme an die Gewerken.
2 Der Vertragsentwurf, den Johann Zott als Vertreter des Erz¬
herzogs, die Bevollmächtigten der Gewerken und Ambrosius Höch¬
stetter auf dem Verhandlungstage zu Ponte (19. Dezember 1524)
aufgesetzt hatten, ist ■
— allerdings arg verballhornt — abgedruckt
bei Schmidt,
a. a. O. III, 1, Nr. 51. Der Originalvertrag ist
von mir im Anhang wiedergegeben.
3 Das waren die Gewerken bzw. Kaufleute, die bisher den größten
Teil des Idrianer Quecksilbers an sich gebracht und verkauft hatten.
4 Österr
. Gedenkbuch S. 250 b. Willi. Neumann erhält Befehl,
all sein Quecksilber, sei es zu Wasserneuburg, Villach, Venedig oder
sonst lagernd (auch wenn er Verlag darauf gezahlt habe) sofort
an die Höchstetter zu geben- (2. Jan. 1525).
Fünftes Kapitel: Monopoleu. Kartelle im Idrianer Quecksilbcrlnmdtl usw.
297
als die Höchstetter Quecksilber oder Zinnober verkauften oder
sonstwie abgaben, war eine Konventionalstrafe von 300 Zentner
Quecksilber und 200 Zentner Zinnober festgesetzt.
Demgegenüber verpflichteten sich die Höchstetter in der aus¬
gemachten vierjährigen Frist für 300 000 fl. Quecksilber oder
Zinnober abzunehmen. Dabei verstanden sich die obengenannten
Preise loco Idria. Für das bereits versendete Metall, das die Höchstetter -Kompagnie in Venedig, Laibach, Kronburg und in anderen
Lagerstätten übernahm, hatte sie außerdem den Fuhrlohn und
andere bereits von den Gewerken darauf verwendete Spesen zu
zahlen. Dieses bereits versendete Quecksilber sollten die Höch¬
stetter übrigens noch im Laufe des Jahres 1525 abnehmen. Als
Lieferfristen des noch zu gewinnenden Quecksilbers wurden die
jeweiligen Quatemberzeiten festgesetzt. Auch die Zahlungsfristen
des Monopolinhabers wurden genau in dem Vertrage festgelegt.
Als Zahlungsorte nahm man Hall, Salzburg, Wien und Villach in
Aussicht. Sollte das Bergwerk nicht für 300 000 fl. Quecksilber
in der genannten Frist liefern können, so war natürlich auch die
Zahlung der Höchstetter entsprechend herabzusetzen. Die üblichen
Zölle und Mauten, die bisher bei der Verführung des Quecksilbers
bzw. Zinnobers gezahlt worden waren, sollte auch die HöchstetterGesellschaft entrichten. Jedoch verpflichtete sich der Erzherzog
für sich, seine Erben und Nachkommen diese Zölle während der
Kontraktszeit nicht zu steigern.
Eine wichtige und interessante Bestimmung des Monopol¬
kontraktes befaßte sich mit einem voraussichtlichen Einschreiten
der Reichsregierung gegen das Quecksilberhandelsmonopol der
Höchstetter. Im Falle der Gesellschaft auf Grund der Reichs¬
gesetzgebung gegen Monopole irgendwelche Schwierigkeiten er¬
wachsen sollten, verpflichtete sich der Erzherzog, für sie einzutreten
und ihr „ Gewährschaft zu leisten“. Das konnte nicht wohl anders
sein! Kam doch die Steigerung des Quecksilberpreises, die als
oberster Zweck der Verabredung genannt war, am meisten dem
Erzherzog zugute. Wenn, so lautete der betreffende Passus des
Vertrags, die Höchstetter das Quecksilber und Zinnober „in höheren
Wert und Kauf“ während der genannten vier Jahre zu bringen
imstande wären 1, so solle das ihr Schade nicht sein. Für diesen
1 Auch von einem späteren Idrianer Quecksilbermonopolkontrakt
298 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Fall, und wenn sie sich auch sonst „ehrlich und ersprießlich ge¬
halten hätten, “ verpflichteten sich der Erzherzog und die Ge¬
werken, den Höchstettern ein Vorrecht auf ein späteres Monopol
einzuräumen. Das heißt, sie versprachen für den Fall, daß sie
nach Ablauf des jetzigen vierjährigen Kontraktes das Quecksilber
wiederum „in eine Hand“ verkaufen wollten, die Augsburger auch
dann zu bevorzugen, wenn sie für den Zentner Quecksilber y2ü.
weniger böten, als der höchstbietende sonstige Bewerber.
Erzherzog Ferdinand hat den Schutz der Höchstetter gegen
die Monopolgesetzgebungdes Reiches nicht übernommen, ohne
sich an der höchsten Reichsgewalt, dem Kaiser, einen starken
Rückhalt zu sichern. Kaiser Karl V. erließ am 13. Mai 1525 von
Toledo aus, wie wir sahen, ein Mandat, in dem er bestimmte, daß
die Kontrakte , die den Erzgroßhandel in die Hände weniger Kauf¬
leute auslieferten, nicht als monopolistisch im Sinne der Reichs¬
tagsverhandlungen über Monopole angesehen werden sollten und
dürften 1. Vielmehr solle den Gewerken oder denen, die Metalle
oder Erze zu verkaufen hätten , das Recht zustehen, ihre Pro¬
duktion „in eine Hand“ zu verkaufen und über diesen monopolisti¬
schen Verkauf „ Gedinge und Pacta “ (also Monopolkontrakte) mit
den Käufern aufzurichten. Und anderseits natürlich den Kauf¬
leuten auf solche Monopole einzugehen. Entgegenstehende Erlasse
oder Bestimmungen der Gesetzgebung, wie sie etwa „aus ungenüg¬
samem bericht oder verstand“ durch irgend jemanden verordnet
wären oder würden, sollen durch kaiserliche Machtvollkommenheit
cassiert sein 2.
(der im Jahre 1539 mit Hans Baumgartner aus Augsburg abgeschlossen
wurde ) sagt Ferdinand ausdrücklich , daß er ihn zu dem Zwecke ein¬
gegangen sei, „damit das quecksilber umb sovil höher gestaigert
werden müge“ . Schmidt,
a. a. O. III , 1, S. 253.
1 Übertreter dieser Auffassung hatten der kaiserlichen Kammer
50 Mark Goldes zu zahlen.
2 Der Kaiser erklärte direkt : „Ob wir ictz ainicherlei Ordnungen
zu abstellung der monopolien aufgericht und gemacht lietten , oder
hinfuro machen oder aufrichten würden , dass dieselben Ordnungen
und fürsehungen in kaufen , verkaufen , handlungen , contracten , gedingen , handtierungen
und verfuerungen der gemelten métal und
ertzt , sunderlich der kupfer , Silber und quecksilber halben , nit statt
haben , noch verstanden werden , sonder in denselben andern unsern
Ordnungen und fürsehungen gentzlich und gar ausgeslossen sein
sollen .“
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandel usw. 299
Die Bedeutung des kaiserlichen Erlasses ist an einer anderen
Stelle dieses Werkes bereits eingehend gewürdigt worden. Hier
muß noch auf das folgende hingewiesen werden. Es kann keinem
Zweifel unterliegen, daß das Mandat Karls V. vom 13. Mai 1525
mit seiner Verteidigung der Erzgroßhandelsmonopole in erster
Linie das Idrianer Quecksilbermonopol der Höchstetter im Auge
hatte . Wenn auch der Name der Augsburger Kapitalistenfamilie
nicht darin vorkommt, so ergibt das sich doch daraus, daß unter
den Metallen für die Großhandelsmonopole erlaubt sein sollen,
Quecksilber— neben Kupfer — an mehreren Stellen des Privilegs
besonders hervorgehoben ist. Freilich waren es die Höchstetter
nicht allein, für die Erzherzog Ferdinand bei seinem kaiserlichen
Bruder das Toledaner Mandat erwirkte x. Außer ihnen sollten
besonders die Fugger in ihren Tiroler Kupfermonopolisierungsbestrebungen durch das Privileg geschützt und vor einer anti¬
monopolistischen Reichsgesetzgebung für die Vergangenheit und
die Zukunft salviert werden.
Schon unter Sigismund von Tirol, mehr dann noch unter
Maximilian und Ferdinand hatte sich die geschäftliche Organi¬
sationsform in dem ganz bedeutenden Tiroler Kupfer- und Silber¬
großhandel herausgebildet, die man mit „ Silberkauf“ ’resp. „Kupfer¬
kauf“ bezeichnete und die wir bereits in einem anderen Zusammen¬
hang kennen gelernt haben.
Von einem Monopol konnte dabei solange nicht die Rede sein,
als neben den Fuggern eine ganze Anzahl anderer Kapitalisten
„Kupfer- und Silberkäufe“ mit den Tiroler Landesherren ab¬
schlossen. Aber seit Jakob Fugger durch seine Verbindung mit
der ungarischen Kapitalistenfamilie der Thurzo die ungarische
Kupferproduktion in der Hand hielt, gingen die Gedanken des
großen deutschen Kaufmannes immer deutlicher darauf hinaus,
ein Fuggersches Weitgroßhandelsmonopolfür Kupfer zu schaffen.
Besonders seit ein Syndikat der Fugger, der Baumgartner, der
Herwart und der Gossembrot für den Verkauf von Ti oler Kupfer
in Venedig (1498) nach kurzem Bestände sich — wif es scheint,
1 Daß Erzherzog Ferdinand der unmittelbare
Veranlasser des
Privilegs bei Karl V . war , ergibt sich daraus , daß das Originalexemplar,
das jetzt im Fugger -Archiv ruht , die Rückennotiz der kaiserlichen
Kanzlei trägt : „ Taxa nihil , quia pro archiduce “ . M. Jansen,
Jakob Fugger der Reiche . S. 403 unten.
300
Drittes Buch: Monopole, Kartelle mul Aktiengesellschaften im Mittelalter.
nicht ohne der Fugger Verschulden— aufgelöst hatte 1, ging Jakob
Fugger raschen Schrittes auf sein Ziel los. Für einige Zeit ist dem
kühnen Mann der Plan geglückt. Zeitweise ist Jakob Fugger in
den ersten Jahrzehnten des 16. Jahrhunderts der Herr über die
beiden größten Kupferproduktionsstätten der damaligen Welt, über
Sclrwaz in Tirol und Neusohl in Ungarn gewesen.
Für Ungarn blieb dieser Zustand bestehen. Versuche aber
einer dauernden Beherrschung auch des Tiroler Kupferbergbaues
hat Jakob Fugger eigentlich bis zu seinem Tode gemacht. Dabei
scheint die monopolistische Absicht besonders bei zwei „Kupfer¬
käufen“ hervorgetreten zu sein. Bei dem Kontrakt , den Jakob
Fugger am 7. November 1514 für die Zeit von Weihnachten 1516
bis Weihnachten 1520 mit Maximilian schloß und bei dem, den die
Fugger und Höchstetter zusammen am 30. Oktober 1515 für die
Zeit von 1521—1524 mit dem Kaiser verabredeten. Wenigstens
hielt es Jakob Fugger noch einige Zeit nach Ablauf der Kontrakte
für geraten, sich vom Kaiser bestätigen zu lassen, daß damit keine
unziemliche oder sträfliche Teuerung in deutscher Nation oder
sunst gemacht worden sei 2. Der Nachweis dieser Behauptung
dürfte Jakob Fugger schwer geworden sein; verpflichtete ihn doch
der Vertrag mit den Höchstettern und Kaiser Max, der den zwei
Firmen auf vier Jahre alles Schwazer Kupfer in die Hände gab,
während der Vertragsdauer kein fremdes (d. h. ungarisches) Kupfer
nach Flochdeutschland oder Welschland zu führen, sondern sein
ungarisches Kupfer bei Strafe der Konfiskation nur in Nieder¬
deutschland abzusetzen 3. Selbstverständlich war mit dieser Ver¬
abredung bezweckt, den Preis des Tiroler Kupfers, auf den das
ungarische Kupfer von jeher niederdrückend gewirkt hatte , in die
Höhe zu treiben. Man versteht es aus den Vorgängen des Jahres
1525 sehr wohl, weshalb sich Jakob Fugger nicht mit dem Mandat
vom 13. Mai 1525 begnügte, das ja, wie wir sahen, die Monopole
auf dem Gebiete des Erzhandels ganz allgemein für rechtlich und
ethisch erlaubt erklärte. Sicherlich hielt er für die damals besonders
1 R . Ehrenberg,
Zeitalter der Fugger I, S. 417 . M. Jansen,
Jakob Fugger der Reiche , S. 52 ff. Letzterer ist auch für das folgende
zu vergleichen.
2 Mandat Karl V . vom 26. Oktober 1525 (Toledo ). Teilweise
abgedruckt bei M. Jansen,
Jakob Fugger der Reiche 'S. 404 ff.
3 Jansen,
a. a. O. S. 115.
4
Fünftes Kapitel : Monopoleu. Kartelle im Idriancr Quecksilberhande! usw. 301
gefährlichen politischen Verhältnisse in Tf«}l und Ungarn einen
besonderen Schutz unter Bezugnahme auf die zwei genannten
— für eine strenge Wirtschaftsethik der damaligen Zeit etwas
anrüchigen ■
— Geschäfte für angebracht. Mehr als einmal ist in
der sozialen Bewegung, die 1525 Tirol erschütterte >, ist auch in
der nationalen ungarischen Erhebung, die den Fuggern so be¬
deutende Verluste in ihrer Ofener Faktorei brachte 2, das Argu¬
ment der „wucherischen Monopole“ gegen die Firma gehandhabt
worden.
Es entzieht sich vorläufig unserer Kenntnis, ob auch die
Höchstetter sich von Karl V. für ihr Idrianer Quecksilbermonopol
noch ein besonderes, auf ihren Namen lautendes Schutzprivileg
ausfertigen ließen, oder ob sie sich mit dem allgemeinen Mandat
vom 13. Mai 1525 begnügten. Die Habsburger, mit denen die
Firma seit alters in den innigsten geschäftlichen Beziehungen
stand 3, dürften ihnen kaum jede mögliche Unterstützung ver¬
weigert haben. Und Grund genug, sich auf alle mögliche Weise
vorzusehen, hatten die Höchstetter. Die Firma —- aus kleinen
Anfängen erwachsen1 stand
—
in den ersten Jahrzehnten des
16. Jahrhunderts neben den Fuggern und Weisem im Vorder¬
gründe der deutschen Kaufmannschaft. Dabei war die Organi¬
sationsform des Höchstetterschen Geschäftes noch besonders dazu
angetan, vieler Augen auf die Firma zu ziehen. Während andere
1 Vgl. H . W opiner,
Quellen zur Geschichte des Bauern¬
krieges in Deutschtirol . Acta Tirolensia III , 1. Vgl . das Register
sub Fugger und Handelsgesellschaften.
2 Vgl. jetzt darüber ausführlich Jansen,
a . a . O. S. 179 ff.
Wie beunruhigend die Bewegung gegen die „ Monopolisten " auf den
Handel des 16. Jahrhunderts
wirkte , und wie beinahe jede eigen¬
nützige Wegnahme von Kaufmannsgut
damit entschuldigt wurde,
erkennt man auch aus H anse rezesse
III . Abt . 6. Bd , Nr . 220.
3 R . Ehrenberg,
Zeitalter
der Fugger 1, S. 212 ff . Ich
halte mit Ehrenberg
die Nachricht
des Augsburger
Chronisten
Clemens Sender , der zufolge Ambrosius Höclistettcr im Jahre 1489
den von den Bürgern Brügges gefangen gehaltenen Maximilian mit
Geld versah , für richtig , über die geschäftlichen Beziehungen der
Habsburger zu den Höchstettern
vgl . außer Oberleitner
und
Thorsch
jetzt
besonders noch Jans
e n , Jakob Fugger der
Reiche , siehe Register sub HöehstcUrr.
4 Näheres bei Strieder,
Zur Genesis des modernen Kapita¬
lismus , S. 166 ff.
302 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
große Augsburger Handelshäuser kleine, festverzinsliche Depositen
nur gelegentlich von Verwandten, Freunden, Faktoren usw. annahmen und von Fremden überhaupt keine oder nur größere Be¬
träge zu festem Zinssatz (meist 5 %) zu ihrem sonstigen Betriebs¬
kapital liehen, nahmen die Höchstetter Depositen in jeder Höhe
und woher sie konnten. Der gleichzeitige Augsburger Chronist
Clemens Sender berichtet darüber : ,,Zu Ambrosius Höchstetter
haben Fürsten und Grafen, Edelleute und Bürger, Bauern, Dienst¬
knechte und Dienstmägde ihr Geld, was sie gehabt haben, gelegt
und vom Hundert 5 fl. genommen. Mancher Bauemknecht und
Leute, die nicht mehr als 10 fl. in Besitz hatten , die haben es dem
Höchstetter in seine Gesellschaft gegeben und haben gemeint, es
sei ihnen ganz wohl dort aufgehoben und bringe jährliche Nutzung.
Dieser Höchstetter hat eine Zeit lang in seiner Gesellschaft
1 000 000 fl. verzinst — die allgemeine Ansicht war, er lüge gern —,
kein Mensch hat gewußt, daß er soviel Geld verzinst hat “ L Es
versteht sich, daß ein Geschäft, auf das so viele blickten und an
dem so viele Interesse hatten , der Aufmerksamkeit der den Kapi¬
talisten übel gesinnten Kreise besonders ausgesetzt war. Man
würde es also schon aus diesem Grunde verstehen, wenn die Höch¬
stetter ihr idrianisches Quecksilberhandelsmonopolsich so dicht
wie nur möglich mit obrigkeitlichen Schutzmaßregeln umgeben
ließen. Aber ein anderes kam hinzu. Die Höchstetter hatten,
schon ehe sie das Idrianer Quecksilberhandelsmonopol übernahmen,
den Ruf als besonders gefährliche und schädliche Monopolisten.
Clemens Sender erzählt, Ambrosius Höchstetter habe mit seiner
Kaufmannschaft oft den gemeinen Nutzen und den armen Mann
bedrückt, nicht allein mit großem, namhaften Gut und Waren,
sondern auch mit billiger Ware. Er habe Fichtenholz aufgekauft
und erst verkauft, als schlechtes Wetter die sonstige Zufuhr zum
Markte hinderte. Desgleichen Wein und Korn und Saiten für
die Lauten. Oft sei von Höchstetter ein ganzer Warenvorrat teurer,
als er wert gewesen, aufgekauft worden, damit er die anderen
Kaufleute, die das nicht vermochten, nach seinem Gefallen drücken
konnte 3.
Es wird sich heute kaum mehr feststellen lassen, was an diesen
1 Die. Chroniken der deutschen
2 a . a . O. S. 220.
Städte , 23 . Bd ., S. 219.
Fünftes Kapitel : Monopole u. Kartelle im Iclrianer Quecksilberhandel usw .
303
Aussagen des Chronisten, der darin wohl die Augsburger öffent¬
liche Meinung wiedergab, wahr ist und was erdichtet wurde. Das
nur vermag ich festzustellen, daß Ambrosius Höchstetter das Idrianer
Quecksilbermonopol mit rücksichtsloser Energie durchführte. Im
deutschen Reiche war außer in Idria im Böhmer Wald ein Queck¬
silberbergwerk gelegen. Zwar war die böhmische Förderung nicht
sehr bedeutend, immerhin vermochte sie preisdrückend auf das
idrianische Produkt zu wirken. Um das zu verhüten, mußte
Ferdinand schon am 11. April 1526 von Wien aus ein offenes
Generalmandat erlassen, in dem alle Obrigkeiten und Zöllner der
österreichischen Erblande streng angewiesen wurden, böhmisches
Quecksilber nicht durch die österreichischen Lande nach Italien
oder sonst wohin führen zu lassen, sondern sofort mit Beschlag
zu belegen1. Das Mandat wurde am 27. Juli 1526 in verschärfter
Fassung wiederholt 2. Als dann aber im Jahre 1527 Erzherzog
Ferdinand König von Böhmen geworden war, ließen sich solche
kräftige Maßregeln gegen die Ausfuhr böhmischen Quecksilbers
nach Italien usw. nicht mehr gut treffen. Jetzt drang Ambrosius
Höchstetter mit allen Mitteln in Ferdinand, er solle das böhmische
Quecksilberbergwerk in seine Hände zu bekommen suchen 3. Der
neue Böhmenkönig hat sich dem Wunsche des Augsburger Kapi¬
talisten nicht versagt. Bevor er aber noch energische Schritte auf
dieses Ziel hin tat , hatte sich Ambrosius Höchstetter fürs erste
schon mit dem Besitzer des böhmischen Werkes, einem gewissen
Wigkell, durch eine private Abmachung geeinigt. Wigkell ver¬
pflichtete sich in dem Syndikatskontrakt, seine Produktion auf
ein Maximum von jährlich 800 Zentner einzuschränken und alles
von ihm gewonnene Quecksilber allein an die Höchstetter-Kompanie
zu verkaufen 4
Aber mit der Zuriickdrängung der relativ unbedeutenden
1 Das Mandat ist abgedruckt
bei F . A . Schmidt,
III , 1,
Nr . 53.
2 Daselbst Nr . 54.
3 Höchstetter weiß kein anderes Mittel , um Idria hoch zu halten,
„dann dass das bechmisch berckwerckh
dem pergkwerckh
Idria
mecht verwannt und zugestelt werden , damit Ew . ku . Mt . [Ferdinand]
des hohen ansuchens von denen Pehainen umb ain pass die Silber
durch Ew . ku . Mt . erbland auf Venedig zu furen absein mecht “ .
F . A . Wien . Innerösterr . Quecksilber , Fase . 22 (1523— 1563).
4 Daselbst.
304 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
böhmischen Konkurrenz begnügte sich ein Mann wie Ambrosius
Ilöchstetter nicht. Seine Gedanken schweiften weiter. Sein Ziel
war die Errichtung eines Höchstetterschen Weltmonopols für Queck¬
silber. Nun war neben Idria das spanische Almaden zu jener Zeit
die bedeutendste Fundstätte für Quecksilber. Glückte es, die
dortige Produktion in die Hand zu bekommen, so konnte der
Augsburger der Welt die Preise für Quecksilber nach seinem Gut¬
dünken vorschreiben.
Die Almadener Quecksilberbergwerke gehörten zu den Be¬
sitzungen des Großmeisters des Calatravaordens. Die Einkünfte
dieser wie der anderen beiden Großmeistereien der spanischen
geistlichen Ritterorden 1St( . Jago und Alcantara) zog, seitdem
Ferdinand von Aragonien die Großmeisterwürde an den König
von Spanien gebracht, die Krone an sich 2. Schon seit dem 15. Jahr¬
hundert war es üblich, die Ordenseinkünfte im ganzen oder zumeist
geteilt an Kaufleute gegen bedeutende Geldvorschüsse an die Krone
zu verpachten. Im 16. Jahrhundert bildete sich dieser Brauch
noch mehr aus. So hatte im Jahre 1516 Alfonso Gutierrez das
Bergwerk von Almaden auf vier Jahre übernommen. Er durfte
in den Gruben ganz nach Belieben schalten — Gewerken gab es
nicht — und hatte nur die Verpflichtung, nach Ablauf seiner Pacht
das Werk in gutem Zustande seinem Nachfolger zu überlassen.
Der Pächter erhielt die Zusicherung des unbedingten Quecksilber¬
handelsmonopols für ganz Spanien; alles Quecksilber, das nicht
von ihm stammte und in Spanien angetroffen wurde, verfiel der
Konfiskation. Die Regierung durfte für kein zweites spanisches
Quecksilberbergwerkdie Genehmigung erteilen. Auf der anderen
Seite war der Quecksilberhandel des Pächters absolut unbeschränkt 3.
Er durfte exportieren, wohin er wollte usw.
Nach Ablauf der Pachtfrist von 1516 scheint Alfonso Gutierrez
im Jahre 1520 noch einmal die Bergwerke von Almaden auf vier
Jahre in Pacht genommen zu haben. Dann übernahmen mit der
Pacht der gesamten Einkünfte der Großmeistereiender drei spani¬
schen Ritterorden die Fugger auch die Pacht der Almadener Queclc1 Die Einkünfte der Großmeistereien der drei spanischen geist¬
lichen Ritterorden wurden Maëstrazgos genannt (von mesa maestral ).
2 K. Hü bl er , Die Geschichte der Fuggersclien Handlung in
Spanien . Kap . IV. Die Maëstrazgos.
3 H ii b 1e r a. a. O. S. 93.
4
Fünftes Kapitel : Monopoleu. Kartelle im Mrianer Quecksilbex-handcl usw. 305
silbergruben (1. Januar 1525)1auf drei Jahre . Die Fugger ver¬
kauften das Quecksilberprodukt, das sie in Almaden gewannen,
zumeist nach Italien. Mit den großen Genueser Firmen Joh . Bapt.
Grimaldi und Thomas Fornari liefen 1527 große Quecksilber¬
lieferungsverträge der Augsburger2.
Gerade die Konkurrenz der Fugger in Italien war nun den
Höchstettern sehr lästig. Denn auch das idrianische Quecksilberund Zinnoberprodukt ging größtenteils nach der Apenninhalbinsel3.
Höchstwahrscheinlich hat Ambrosius Höchstetter schon bei der
Übernahme des idrianischen Quecksilberhandelsmonopols daran ge¬
dacht, die spanische Quecksilberproduktion in seine Hände zu
nehmen. Jedenfalls gehen alle diesbezüglichen Bemühungen Fer¬
dinands — auf die wir gleich zu sprechen kommen werden — von
Höchstetter aus. Zunächst freilich trat der Kaufmann noch nicht
hinter seinem hohen Beschützer hervor. Als sich die Fuggersche
Pacht der spanischen Maëstrazgos zu Ende neigte, bewarb sich
zunächst — der in Spanien erzogene— Ferdinand für seine Person 1
1 Hä bl er a. a. O. S. 75 und S. 94.
2 Strieder,
Inventur der Firma Fugger aus dem Jahre 1527,
S. 38 und 82.
3 Das Quecksilber scheint von Italien aus besonders in die
Levante exportiert worden zu sein. So berichtet Hans Ulrich
Krafft
in seinen Denkwürdigkeiten (ed. K. D. Häßler unter dem
Titel „Reisen und Gefangenschaft H . U. Kraffts “ als 61. Bd. der
Bibliothek des literarischen Vereins in Stuttgart 1861) von einem
Schiff der Augsburger Firma Melchior Manlich und Mitverwandte, das
einen großen Vorrat von Quecksilber von Marseille aus nach Alexandria
brachte. Schon 1248 wurde übrigens spanisches Quecksilber aus
Marseille nach Syrien exportiert. Vgl. A. Schaube,
Handels¬
geschichte der romanischen Völker, S. 206. Aus Genua schon im
12. Jahrhundert nach der griechischen Romania, a. a. O. S. 247;
Mitte des 13. Jahrhunderts von Marseille nach Messina, a. a. O. S. 501.
4 Allerdings„previous to the appointment and acceptance of a
mercantile.house to be responsible for the payment and to undertake the works etc.“. Calendar of letters, despatches and state
papers relating to the negotiations between England and Spain
prcserved in the archives at Simancas and elsewhere, Vol. III, Part. II
(1527—1529), ed. Pascual de Gayangos. London 1877, S. 337.
H ä b 1e r a. a. O. S. 95 f. Die Unterhandlungen mit Karl V. bzw.
mit dem spanischen Finanzrat (Hacienda) führte für Ferdinand
Martin de Salinas. Jetzt sind diese Unterhandlungen bequem zu
erkennen in den Originalberichten Martin de Salinas an Ferdinand I.
Strieder
, Studien z. Gosch , kapitalist . Organisationsformen
.
20
30(1 Drilles Duell; Monopole
, Knrlelle lind Alilieiif'ese.llseluiflen im Millelnllev.
um die Neupacht der Almadener Queeksilbe
.rborgwcrkc. Bald aber
stellte cs sich heraus, daß Ferdinand die Unterhandlungen für die
1löchsLctler führte. In dem Bericht, den Martin de Salinas, der
spanische Geschäftsträger des Erzherzogs, an seinen Auftraggeber
sandte, ist die Firma, für die Ferdinand sieh bemühte, zwar Ostrctes
genannt, aber wir sind mit II ä bl er der Ansicht, daß hier eine
Entstellung vorliegt, wie. sie für deutsche Namen in ausländischen
Urkunden gang und gäbe ist. Den Beweis dafür, daß mit den
Oslrel.es wirklieh die Augsburger 1löchstettcr gemeint sind, dürfte
damit gegeben sein, daß tatsächlich die Gewerken von tdria an
Erzherzog Ferdinand mit der Bitte herangetreten sind, er möchte
die an ihn gebrachte Aufforderung der Gebrüder Höchsletter be¬
rücksichtigen und ihnen beim Kaiser die Pacht der spanischen
Quecksilberbergwerke erbitten k
Die Vereinigung der maßgebenden Quecksilberbergwerkein
der Hand des Ambrosius Hoch sie lier ist trotz der Bemühungen
Ferdinands nicht zusLande gekommen. Ais der Faktor der Höch¬
stetter in Spanien erfuhr, daß die Fugger noch zirka 2000 Zentner
Vgl. Ant . Rodriguez
Villa , El cinperador Carlos V y su
cortc. Scgtiti las eartas de Don Marlin de Salinas, em baj ador del
infante Don Fernando (1522—1539), Madrid 1903/05, S. 368, 370 bis
373. Nach Villas Publikation ist es nun ganz sicher, daß die Ostrctes
die llöchstctter sind; ist doch direkt dort von Ambrosio Osterl aus
Augsburg die Rede.
1 F. A. Wien. Inncrösterr. Quecksilber 22. „Ew. Mt. well gnedigist fürschung tlnm, damit das qwegsilbcrpcrgwerchin Hispania
disem E. K. Ml. pergwcrch Idria nit zu schaden und abfall gebaut,
gcarwait oder in frembder person band und gewaltsam gebracht
werdt. Und weil dann die röm. kais. Mt. dasseib pergwcrch den
Fuggern von Augspurg eilieh jar uinb nin jerlich zins, jeds jar umb
2000 ducaten verüben hat, so aber nun jetzund dieselben jar vcrschin
und vergangen sein und das gcmell pergwcrch der röm. kais. Mt.
widcruml) haimgefallcn ist, so langt an Ew. ku. Mt. unser underthanigst bit, die welle auf suplicircn und anpringen Ambrosi und
Hans Gebrüder der Hochslctcr gnedigist furschung thun und bei
der röm. kais. Mt. verhelfen, damit dasseib pergwcrch in Hispania
in Ew. Ml., der Hochslctcr und unser band gcpracht werdt. So
mag alsdan dasseib pergwcrch im bau und arwait dem pergwcrch
Idria o» schaden gehalten werden." Sonderbarerweise stammt diese
Bittschrift der Gewerken erst vom 12. Februar 1528, während sich
doch schon 1527 spätestens Ferdinand entschlossen hatte, den Höclislettern die Almadener Pacht zu verschaffen.
Fünftes Kapitel : Monopoleu. Kartelle im Idripner Quecksilberhandel usw. 307
Quecksilber im Vorrat hätten — eine Summe, die bei dem damals
noch nicht sehr erheblichen Weltverbrauch genügte, um eine be¬
deutende Preiserhöhung des Inhabers der vereinigten Idrianer und
Almadener Produktion auf viele Monate hinaus zu verhindern —,
als ferner eine spanische und eine genuesische Firma die bisher
von den Fuggern gezahlte Pacht bei weitem überboten, da traten
die Höchstetter von der Bewerbung um Almaden zurück. Es
müssen sich aber ziemlich bedeutende Massen von Quecksilber für
das Projekt eines Weltmonopols schon in den Lagern der Firma
angesammelt haben, die nun schwer verkäuflich waren. Sonst
hätte sich Ambrosius Höchstetter schwerlich dazu verstanden, im
August 1528 mit dem Brüsseler Hofe, der für die kaiserlichen
Heeresvölker in Geldern unbedingt Geld brauchte, folgendes Ge¬
schäft abzuschließen1: Der Augsburger lieh dem Brüsseler Hofe
200 000 Carolusgulden, aber er zahlte die Summe nicht in bar aus,
sondern stellte 350 700 Pfund Quecksilber und 60 760 Pfund
Zinnober zur Verfügung, welche die Regierung selbst verkaufen
lassen mußte. Die niederländische Regierung hat bei dein Geschäft
74 000 Carolusgulden eingebüßt. Ihr Beauftragter, Lazarus Tücher,
erhielt für das von Höchstetter gelieferte Quantum Quecksilber
und Zinnober statt 200 000 nur 126 000 Carolusgulden2.
Die Höchstetter aber sind des gewaltsamen Verkaufes eines
Teiles ihrer großen Quecksilbervorräte nicht froh geworden. Bald
darauf ist die Firma Ambrosius und Hans Höchstetter und Mit¬
verwandte in einem Bankrott , der die Kaufmannschaft von ganz
Europa in Aufregung versetzte, unrühmlich zugrunde gegangen3.
Die Augsburger allgemeine Ansicht, die der Chronist Clemens Sender
wiedergibt, nannte als Hauptursache des Falliments die verfehlte
Quecksilberspekulationder Firma. Ambrosi Höchstetter, heißt es
dort, hat in allen Königreichen und Landen das Quecksilber auf¬
gekauft, teurer als der allgemeine Kauf war um 8 fl., damit er
durch diese Listigkeit die andern Kaufleute drücke. Da er nun
das Quecksilber ganz in seine Hand gebracht hatte , verkaufte er
den Zentner für 14 fl. Da gab aber Gott zu, daß der Kaiser in
Spanien und der König in Ungarn große Mengen Quecksilber
1 Ehrenberg
, Zeitalter der Fugger I, S. 215.
2 Näheres bei Ehrenberg
a. a. O.
3 Ehrenberg
a . a. O. I, S. 214 tf. und 398.
20*
308 Drittes Blich: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
fanden. Und der Höchstetter hatte für 200 000 fl. Quecksilber
aufgekauft, daran mußte er den dritten Teil verlieren 1. Aus
unserer vorangehenden, auf sicherem Aktenmaterial beruhenden
Darstellung ist zu erkennen, daß die Nachricht in der Weise, wie
sie Sender gibt, nicht wahr sein kann. Immerhin hatte die all¬
gemeine Anschauung im damaligen Augsburg wenigstens darin
recht, daß verfehlte Versuche, ein Weltmonopol für Quecksilber
zu schaffen, den Sturz der Höchstetter mit herbeiführen halfen.
Die Almadener Quecksilberbergwerkesind mit den übrigen
Maëstrazgos bei der Neupacht von 1528 in die Hände der Fugger
und Welser gekommen. Das Konsortium der beiden deutschen
Bankhäuser mußte dabei die Pachtsumme zahlen, wie sie von den
spanischen und genuesischen Konkurrenten geboten worden war 2.
Erst 1538 übernahmen die Fugger die Maëstrazgos und damit
auch die Almadener Quecksilbergruben wieder als alleinige Pächter.
Sie hatten seitdem wiederum die alleinige Verfügungsgewalt über die
nicht unbedeutende spanische Quecksilberproduktion, bis 1550 ein
großer Brand das Bergwerk vernichtete und auf längere Zeit zum
Stillstand brachte 3.
Für die Zeit von 1547—1550 sind wir durch einige glück¬
licherweise erhaltene Abrechnungen in der Lage, einen Einblick in
die Größe des Almadener Monopolunternehmens zu gewinnen4.
In der genannten Epoche war verkauft worden: an Quecksilber
und Zinnober 3761 Zentner 21% Pfund, an Sublimat 652 Zentner
98% Pfund. Am Schlüsse der Pachtperiode waren noch vorrätig:
2549 Zentner Quecksilber, 691 Zentner Zinnober und 450 Zentner
Sublimat. Häbler dürfte Recht haben, wenn er davor warnt, aus
der Addition dieser Zahlen etwa die Höhe der Förderung fest¬
stellen zu wollen. Offenbar waren von früheren Pachtungen größere
Summen des wertvollen Metalls in den Händen der Fugger ver¬
blieben, die in den genannten Zahlen mit enthalten sind. Diese
Annahme wird bestätigt durch einen Rechenschaftsbericht des
Faktors Hans von Schüren, in welchem die Summe von 3240 Zentner
Quecksilber und Zinnober sowie von 450 Zentner Sublimat wohl
als Ausbeute für die Zeit vom 1. Januar 1547 bis 31. Dezember
1 Chroniken der deutschen Städte, Bd. 23, S. 220.
2 Hä b 1e r a. a. O. S. 96 und 77.
3 Hä b 1e r a. a. O. S. 103.
4 Hä b 1e r a. a. O. S. 102.
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandel usw. 309
1551 ifnztisehen ist. Demnach würde die jährliche Förderung
durchschnittlich 650 Zentner Quecksilber und Zinnober und
90 Zentner Sublimat betragen haben.
Die Fuggersehe Abrechnung von 1547—1551 gibt uns auch
einen Anhaltspunkt für die Frage, wohin während dieser Zeit die
Quecksilberausbeute von Almaden verkauft wurde. Wenn dar¬
nach ein Posten von 2188 Zentner Quecksilber und 4051/2 Zentner
Zinnober nach Antwerpen, Venedig und Marseille unterwegs war,
so erkennt man neben dem großen Meßplatz Antwerpen, auf dem
in der Mitte des 16. Jahrhunderts schließlich jede Ware gehandelt
wurde, noch immer die Mittelmeerhäfen, von denen aus das Queck¬
silber und Zinnober in die Levante 1und nach Indien 2ging , als
Hauptabnahmestellen der genannten Metalle.
*
*
Während so bis zur Milte des 16. Jahrhunderts das spanische
Quecksilbermonopol, in die Hände der Fugger gelegt, eine relativ
einfache Entwicklung durchlief, kam es in Idria nach dem Bankrott
der Höchstetter zunächst nicht wieder zu einem längeren Monopol
im Quecksilberhandel; Es müssen um 1529 schwere Zeiten für
die dortigen Gewerken angebrochen sein. Die Produktion ließ,
wie aus der untenstehenden Tabelle ersichtlich ist 8, außerordentlich
1 Von Marseille aus versendete die Augsburger Firma Melchior
Manlich & Co. mit eigenen Schiffen Quecksilber nach Alexandria.
Siehe oben S. 305 Anm. 3.
2 Daß die Venetianer Quecksilber nach Indien führten, ergibt
sich aus gelegentlichen Bemerkungen in den Akten des Wiener F. A.
3 Höhe der Produktion in Idria in Wiener Zentnern mit Hin¬
weglassung der Bruchteile. (Nach Msc. im Wiener F. A. Innerösterr.
Quecksilber 22, zum Jahre 1536.)
Jahr
Zinnober
Quecksilber
1525
65
524
1526
103
118
1527
621
143
1528
902
180
1529
536
30
1530
20
24
1531
54
6
1532
85
41
1533
94
11
1534
_
14
1535
—
4
*
310 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
nach , um zeitweise fast ganz einzugehen . Noch 1539, als schon
eine wesentliche Besserung der Dinge bevorstand , klagten die
Gewerken in einer Bittschrift , sie hätten „ seit der Höchstetter
Verderben die meiste Zeit das Bergwerk aus ihrem eigenen Säckel
verlegen müssen “ '. Nur zeitweise gelang es den Gewerken, Lieferungsverträge mit Großhandelsfirmen abzuschließen , bei denen dann
der Verlag durch Anleihen auf diese abgewälzt werden konnte.
So muß Hans Baumgartner , der selbst ein bedeutender Gewerke
zu Idria war , verschiedentlich in den dreißiger Jahren solch kleinere
„Quecksilberkäufe “ abgeschlossen haben 2. Wir haben Kunde von
einem solchen für 10 000 fl, und einem anderen von 32 000 ÎL 3.
Aber diese Erleichterungen der Lage der Idrianer Gewerken fallen
doch erst in das Ende der dreißiger Jahre . Zunächst , am Anfang
des vierten Jahrzehnts des 16. Jahrhunderts fand sich kein kapital¬
kräftiger Helfer, der in der Weise, wie es die Höchstetter getan
hatten und wie es dann Hans Baumgartner tat , den Gewerken
die Sorge um den Absatz des Quecksilbers und um die Beschaffung
genügender Verlagssummeu abnahrn . Es war doch nur ein Ausweg,
den man in Ermangelung von etwas besserem traf , wenn die Ge¬
werken 1532 mit dem venetianischen Kapitalisten Nicola Venier
einen — wirtschaftsgeschichtich interessanten — Tauscbkontrakt
verabredeten , in. welchem sich der Venetianer verpflichtete , inner¬
halb sieben Jahren für 106 000 Dukaten Quecksilber und Zinnober
(zum Preise von 12,5 Dukaten pro Zentner Quecksilber resp.
16 Dukaten pro Zentner Zinnober ) gegen entsprechende GewürzWien . F . A . Innerösterr . Quecksilber 22. Es wird also als das
Natürliche
hingestellt , daß ein Kaufmann
den Gewerken diese
Leistung durch Darlehen abnahm . Ygl . hierfür auch den interes¬
santen Text des Vertrages von 1539 , auf den wir noch zu sprechen
kommen.
2 Wird doch in dem Monopolvertrag mit diesem reichen Kauf¬
mann , zu dem es, wie wir noch sehen werden , 1539 kam , betont,
daß die Idrianer Gewerken Baumgartner zu Dank verpflichtet seien,
„neben anderem der practicen halben , so der Paumgartner
in
vorigen
kheufen
diser handlung zu guetem geen Alcheuro
und Constantinopl mit etwas grossen ehosten , wie er glaubhaft dargetan , gefuert hat “ . Daß es sich dabei nur um I .ieferungsabschlüsse
eines
Teiles
der Idrianer Produktion
handelte , erkennt man
aus dem weiteren Wortlaut des Kontraktes , wo im Gegensatz zu
diesen „ Käufen “ von einem „ großen Kauf “ die Rede ist.
3 Abgeschlossen auf 1 % Jahr am 14. Februar 1536.
4
Fünftes Kapitel : Monopole u . Kartelle im Idrianer Quecksilberhandel
usw .
311
lieferungen abzunelimeu
Bald aber weigerte sich der Vcnetianer,
den Kauf zu halten 2, und auch Vorstellungen der Gewerken beim
Rat von Venedig und ihr Ansuchen , Nicola Venier zum Einhalten
des Kontraktes oder zur „Bezahlung des Profites “ anzuhalten,
dürfte vergebliche Mühe gewesen sein 3.
So kam im Verlaufe der dreißiger Jahre eine ziemlich resignierte
Stimmung über die Gewerken von Idria . Die Kartellverhandlungen,
die sie um 1534 mit fremden Quecksilberproduzenten zur Behebung
der Absatzkrisis führten , sind durchaus aus dem Drange der Not
geboren i. Zunächst handelt es sich dabei um Verabredungen mit
der Nürnberger Firma Steher (oder Staber ), die die böhmischen
Quecksilbergruben 5 beherrschte , und böhmisches Quecksilber und
1 Der Entwurf des Kontraktes Wien. F . A. Innerösterr . Queck¬
silber 22.
2 Er wollte einen geringeren Kaufpreis zahlen als vereinbart
worden war, angeblich, weil spanisches und böhmisches Quecksilber
in Venedig den Preis drücke. F. A. Wien. a. a. O.
3 Aus einer Resolution König Ferdinands. Wien, 2. Juli 1534.
Abgedruckt bei F. A. Schmidt,
III, 1, S. 147.
4 Bekanntlich sind sich die Nationalökonomen nicht darüber
einig, ob die Erkenntnis der proiitdrückenden Wirkung des Kon¬
kurrenzkampfes die Unternehmer mehr in ungünstigen oder in
günstigen Marktlagen zum Abschluß von Kartellen veranlaßt habe.
Klein wüchter,
der wissenschaftliche Entdecker der Kartelle,
nimmt das erstere an. Ihm sind die Kartelle Notstandskinder.
R. Lief mann, Die Unternehmerverbände, S. 53 ff., kennt zwar
demgegenüber auch eine ganze Reihe von Syndikaten, die in Zeiten
günstiger Konjunktur aus dem Wunsche heraus entstanden sind,
unbelästigt von der Konkurrenz, die gute Wirtschaftslage durch
Preissteigerungauszunützen, aber auch ihm sind die meisten Kartelle
aus der Not schlechter Zeiten heraus geboren. Auf der anderen
Seite steht u. a. Sombart
Die
(
deutsche Volkswirtschaft des
19. Jahrhunderts . Berlin 1903. S. 368). Er meint , es seien nicht
die Zeiten schwerster Depression, in denen sich die Unternehmer
eines Gewcrbszweigcs zu Kartellen zusammenschlössen— in solcher
Zeit hoffe jeder sich noch eher auf eigene Faust durchzuschlagen—
sondern vielmehr die Zeiten des Aufschwungs, die Zeiten, wo ein
Absatz zu höheren Preisen, als sie den Produktionskosten ent¬
sprächen, gesichert erscheint. Die geschichtliche Erfahrung lehrt,
daß die Ansicht Liefmanns im ganzen das richtige trifft.
5 Die Gruben lagen bei Schönbach und gehörten den Schlick.
Die Firma Steher aus Nürnberg hatte sich um 1534 für drei Jahre
verpflichtet , jährlich 50 Meiler = 500 Zentner abzunehinen . Dem
*
3
312
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Zinnober nach Venedig brachte. Die Verabredungen, die die
Idrianer Gewerken mit Steber in Villach trafen, sind, soviel ich
sehe, nur in einigen Unterbandlungsbruchstücken auf die Nach¬
welt gekommen, immerhin erkennt man auch schon daraus deutlich
genug, daß es sich urn Kartellbestrebungen bandelt. Da ist von
Verhandlungen die Rede, wieviel Quecksilber Steber in Venedig
auf den Markt bringen dürfe; auch von anderen Beschränkungen
der gegenseitigen Konkurrenz wird gesprochen, „damit baider quecksilber und Zinnober gleich als durch a i n band verkauft würde“.
Ferdinand hat auf das Verhandlungsprotokollzunächst geschrieben:
„Placet, dass sie solch Quecksilber und Zinnober miteinander ver¬
treiben“. Dann wurde dieses Placet in folgende königliche Re¬
solution umgewandelt, die noch deutlicher zeigt, daß wir es hier
mit einem Kartell zu tun haben : „Des queksiiber halber so aus
Beheim durch den Steber zu Nurenberg hinein gen Venedig verfuert wurdet, lasst ir die k. Mt. genedigclich gefallen, dass si, die
gewerkhen, irem anzaigen nach mit gedachtem Staber bandien,
also damit das quecksilber in ainem khauf beleih und mit einander
vertriben und ains durch das ander nicht verhindert werde“ l.
Auch die Bemühungen der Idrianer Gewerken, das spanische
Quecksilber von dem venetianischen Markt auszusehließen, zeigt
die damalige geringe Nachfrage nach dem Produkt . Bei diesen
Bemühungen handelt cs sich nicht um Verabredungen der Idrianer
Gewerken mit den Beherrschern der spanischen Produktion, mit
den Fuggern 2, sondern um eine Vereinbarung der beiderseitigen
Landesfürsten. Die Gewerken von Idria baten Ferdinand, bei
seinem Bruder Karl V. durchzusetzen, „ dass das spanische Queck¬
silber und Zinnober hinfüran nicht mehr gen Venedig geführt
Nürnberger lag viel an einem Kartell mit den Beherrschern der
Idrianer Produktion; nur dann erlaubte Ferdinand eine Durchfuhr
des böhmischen Quecksilbers durch seine Erblande nach Venedig.
1Kgl . Resolution. Wien, 2. Juli 1534. Vgl. F. A. Schmidt,
III, 1, S. 147.
3 Es ist wohl nur aus dem damaligen schlechten Absatz von
Quecksilber und Zinnober zu erklären, daß die Fugger — die Be¬
herrscher der spanischen Quecksilberproduktion— nicht ihrerseits
versuchten, die Idrianer und böhmische Produktion an sich zu
bringen und auf diese Weise ein Wcltmonopol in Quecksilber zu
schaffen. Die Vorbedingungen waren günstig.
12
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberliandel usw. 313
werde“ x. Karl V. — so begründen die Gewerken ihre Wünsche —
habe aus den spanischen Quecksilberbergwerkennur sehr wenig
Gefälle, dagegen schade es Ferdinands Budget außerordentlich,
wenn das idrianische Quecksilber geringen Absatz fände. Ferdinand
versprach, mit Karl V. über den Wunsch der Idrianer Gewerken
zu verhandeln, wenn der Kaiser demnächst nach Deutschland
komme. Soviel ich sehe, ist aber die Angelegenheit vorläufig
liegen geblieben.
Auch die Kartellverabredungen mit Steher scheinen die Lage
der idrianischen Gewerken nicht sehr gebessert zu haben. Ihre
gedrückte Stimmung hielt an. Die Mehrzahl der Gewerken hätte
sich am Ende der dreißiger Jahre am liebsten ganz von einem
Risiko zurückgezogen und die Nutznießung ihrer Kuxe wie eine
feste Rente genossen. Es taucht unter ihnen der Plan auf, „daß
Hans Baumgartner das Bergwerk auf etliche Jahre in Pacht nehmen
und auf seine Kosten verlegen solle, damit sie, die Gewerken, des
schweren Darlegens zur Unterhaltung der Gruben überhoben blie¬
ben“ *. Zwar weigerte sich Hans Baumgartner, diesen Vorschlag
anzunehmen, aber gegen die Übernahme eines fünfjährigen Idrianer
Quecksilberhandelsmonopols hat er schließlich nichts einzuwenden
gehabt. Am 1. August 1539 gelangte der Kontrakt zwischen König
Ferdinand, den Geweiften von Idria und Hans Baumgartner von
Baumgarten zu Hohenschwangau und Erbach 3zum Abschluß 4.
Er band die Kontrahenten auf fünf Jahre , vom 1. Januar 1540 an.
Hans Baumgartner verpflichtete sich, den Wiener Zentner Queck1 Wenn das geschehen und das Kartell mit Steher abgeschlossen
sei, „alsdann ist niemand, der weiter quecksilber oder zinnober gen
Venedig fuere".
2 Wien
. F. A. Innerösterr. Quecksilber 22. Also wie es in Almaden war.
3 Hans Baumgartner war 1539 in den Adelstand erhoben worden.
Ehrenberga,
a. O., I, S. 193. Für den Reichtum Hans Baum¬
gartners vgl. Strieder,
Zur Genesis des modernen Kapitalismus,
S. 48 ff. Für seine zahlreichen Geldgeschäfte mit Ferdinand
E h r e n b e r g a. a. O., I, S. 193. Dazu neuerdings Jansen,
Jakob Fugger der Reiche, s. Register. Jansens Forschungen haben
ergeben, daß der reiche Hans Baumgartner von Kufstein nicht mit
dem Augsburger identisch ist ; a. a. O., S. 13 Anm. 3.
4 Der Kontrakt ist nach dem Manuskript des Wiener F. A.
(Innerösterr. Quecksilber 22) im Anhänge dieses Buches abgedruckt.
314 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
siîber mit 26 und den Wiener Zentner Zinnober mit 30 fl. rh. locoidria zu bezahlen und innerhalb der genannten Zeit für 100 000 fi. rh.
abzunehmen. Mit Rücksicht auf die gefährlichen Zeitläufe und auf
die schätzbaren Dienste, die der Augsburger Kapitalist den Ge¬
werken schon früher geleistet hatte \ erhielt Hans Baumgartner
als „Auf-“ und „Eingabe“ 687 Zentner Quecksilber und 166% Ztr.
Zinnober „frei ohne Bezahlung“. Auf seinen Wunsch war ihm
alles Quecksilber und Zinnober, das die Gewerken in Triest, Villach
oder sonstwo lagern hatten , gegen Bezahlung von 26 resp. 30 fl.
zuzüglich der von den Gewerken ausgelegten Transportkosten aus¬
zufolgen.
Hans Baumgartner stand das absolute Großhandelsmonopol
für Idrianer Quecksilber und Zinnober während der fünfjährigen
Dauer seines Kontraktes zu. Weder durfte der König etwas aus
seinem Fron- und Wechselquecksilber an irgend jemanden anderen
abgeben als an den Monopolinhaber, noch durften es die Gewerken
aus den ihnen zukommenden Teilen der Förderung. Außerdem ver¬
pflichtete sich Ferdinand für sich und seine Erben während der
Vertragsdauer kein fremdes Quecksilber und Zinnober durch seine
Erblande passieren zu lassen. Übertreter des Transitverbotes sollten
strenge bestraft und ihre Ware konfisziert werden. Dagegen durfte
Baumgartner das Quecksilber und Zinnober gegen Erlegung der
üblichen Zoll- und Mautgebühren hinführen, wohin er immer wollte.
Von neuen Zöllen und Mauten, die etwa eingeführt wurden, war
er im voraus befreit.
Ein Wclthandelsmonopol für Quecksilber dem Baumgartner
in die Hand zu geben, dazu fehlte es König Ferdinand an Macht.
Immerhin versprach er dem Augsburger Kapitalisten, soviel er
vermöchte dafür zu sorgen, daß „das spanische und böhmische
Quecksilber dem idrianisclien keinen Nachteil bringe“. Besonders
wollte Ferdinand sich an den Kaiser mit der Bitte wenden, er
möchte gebieten, daß das Almadener Werk nicht „dermaßen wie
eine Zeit her, überbaut, sondern daß, wie von altersher üblich,
Maß gehalten und bedacht werde, daß beide Bergwerke — das
1Siehe oben S. 310 Anm . 2. Darnach scheint Baumgartner
Quecksilber und Zinnober in die Levante geführt zu haben ; wir
hätten demnach in den Baumgartner eine zweite deutsche Firma zu
sehen , die im 16. Jahrhundert
direkten Levantehandel
trieb . Die
andere waren die Manlich . Vgl . Ehrenberg
a . a . O., I , S. 224 i.
Fünftes Kapitei : Monopole u. Kartelle im Idrianer Quccksilberhandel usw .
315
Idrianer und das Almadener — wie hievor nebeneinander ohne
Nachteil noch lange bestehen möchten .“
Außer den genannten verdienen noch folgende Bestimmungen
des Kontraktes vom 1. August 1.539 besondere Hervorhebung :
Sollte Hans Baumgartner in der Zeit des Vertrags mehr als für
100 000 fl. Quecksilber abnehmen und absetzen können — und
er versprach es nach Kräften anzustreben —, so sollten die Ge¬
werken und König Ferdinand dieses Mehr zum obengenannten Preise
liefern . Auch für diese Mehrabnahme solle eine entsprechende
„Ein -“ und „Aufgabe “ dem Augsburger gegeben werden 1. Ver¬
möchte die Baumgartner -Gesellschaft die. über die ursprünglich
ausgemachte Quantität (für 100 000 fl.) gelieferten Mineralien nicht
ganz zu vertreiben , so sollte sie gehalten sein, nach Ablauf ihres
Kontrakts den Rest gegen entsprechende Rückvergütung abzu’iefeni . Ohne diese Maßregel wäre es dem König und den Ge¬
werken nur schwer möglich gewesen, nach Ablauf des Baumgartner¬
sehen Quecksilberkontrakts einen andern Kapitalisten für einen
neuen Abschluß zu finden . Denn selbstverständlich hätte Baum¬
gartner mit der ihm Testierenden Quecksilbermenge die Preise des
neuen Kontrahenten empfindlich drücken können . Von einem
Handelsmonopol in idrianischem Quecksilber wäre so lange nicht
mehr die Rede gewesen, bis Baumgartner all sein Quecksilber ver¬
kauft gehabt hätte.
Die zuletzt genannten Paragraphen des Kontraktes vom
1. August 1539 waren für den Fall vorgesehen , daß Baumgartner
nach Ablauf seines Monopols bei einem neuen Abschluß nicht in
Frage kam . Man hoffte , daß dieser Fall nicht eintreten würde
und machte dem Augsburger sogar starke Hoffnungen auf einen
Neuabschluß , Wenn sich Baumgartner während seiner Monopol¬
inhaberschaft dem Bergwerk nützlich erzeigen und das Quecksilber
und Zinnober auf einen hohem Marktpreis als den jetzigen bringen
würde , so wollte der König und die Gewerken ihn anderen Be¬
werbern vorziehen . Auf keinen Fall war es dem König und den
Gewerken erlaubt , mit jemandem während des laufenden Kon¬
trakts einen neuen Abschluß zu verabreden oder abzuschließen.
1 Tatsächlich hat Hans Baumgartner für 10 000 fl. Quecksilber
und Zinnober mehr abgenommen. Vgl. den Eingang des zweiten
Vertrags Hans Baumgartners vom 14. Februar 1544. Wien. F. A.
Innerösterr. Quecksilber 22.
1
316
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Eine wichtige Bestimmung , die der Höchstettersche Monopol¬
vertrag nicht enthielt , gestattete dem Hans Baumgartner die ganze
oder teilweise Abtretung seines Kontraktes an einen anderen Kapi¬
talisten *. Das Versprechen des Königs , den Monopolinhaber gegen
jegliche Belästigung von seiten des kaiserlichen Fiseals zu schützen,
findet sich wie im Höchstetterschen Vertrag so auch im Bauingartnerschen . Wie überhaupt die beiden Verträge sehr viele — auch
textliche — Übereinstimmungen zeigen.
Wie es in dem Kontrakte vorn 1. August 1539 bestimmt war,
ist fünf Jahre hindurch das Idrianer Quecksilbermonopol gehandhabt worden . An Versuchen , das Monopol zu durchbrechen , hat
es dabei natürlich nicht gefehlt . Manche Gewerken versuchten
entgegen den Kontraktbestimmungen
heimlich Quecksilber und
Zinnober auf eigene Rechnung zu verkaufen . So mußte sich am
20. November 1541 auf eine Klage Baumgartners hin , daß in
Venedig und Villach Idrianer Quecksilber und Zinnober von
Fremden verkauft würde , König Ferdinand mit einem Schreiben
voll heftiger Vorwürfe an die Idrianer Gewerken wenden 2. Er
verbot darin auf das strengste , wider den Kontrakt von 1539
heimlich Quecksilber und Zinnober zu verkaufen . Ganz abgesehen,
daß er bei solchen „ Partikularverkäufen “ um Fron und Wechsel
betrogen werde , gingen sie gegen die Absichten , die ihm bei der
Monopolisierung des Quecksilberhandels in der Hand des einen
Augsburger Kapitalisten vorgeschwebt hätten . Nur wenn das
Quecksilber „in einer Hand “ bliebe, könne die Ware „ umb sovil
höher gesteigert “ werden . Verhinderten die Gewerken das , so
schadeten sie nicht zuletzt sich selbst.
Es entzieht sich unserer Beurteilung , ob die energischen Vor¬
stellungen Ferdinands dauernd ihren Zweck erreichten . Jedenfalls
hat Baumgartner von seinem Rechte , den Vertrag — wenn er nicht
redlich gehalten würde — zu lösen, keinen Gebrauch gemacht.
1 In dem Kontrakt, den Hans Baumgartner 1544 abschloß,
— wir kommen sofort im Text darauf zu sprechen —, ist als Be¬
dingung hinzugefügt, daß der betreffende ein ehrlicher, vermögender
Mann ist, der „disen Sachen gemäss zu thuen guet macht hat“.
2 Abgedruckt bei F. A. Schmidt,
III , 1, S. 252 f. Schmidt
setzt als Adresse „An die Statthalter und an die Regierung und
Kammer in Österreich", was sicherlich, wie sich aus dem Text ergibt,
falsch ist.
1
fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandel usw. 317
Im Gegenteil , Hans Baumgartner sollte länger als fünf Jahre der
Inhaber des Großhandelsmonopols für idrianisches Quecksilber
bleiben . Als man 1544 an eine Erneuerung des Monopols gehen
mußte , versuchten die Gewerken zunächst wiederum , Hans Baum¬
gartner zu einer Pacht der idrianischen Gruben , diesmal auf acht
Jahre , zu überreden . Aber auch dieses Mal glaubte sich der Augs¬
burger einem solchen Ansinnen versagen zu müssen . Dagegen
übernahm er noch einmal unter ganz ähnlichen Bedingungen wie
1539 das Handelsmonopol in Idrianer Quecksilber und Zinnober h
Es war das letzte Mall Mit dem Jahre 1548 brachten neue
Männer das Monopol für den Handel mit den idrianischen Berg¬
werksprodukten an sich. Wiederum ist es eine bedeutende Augs¬
burger Kaufmannsfamilie , eine Firma , die seit Generationen schon
mit den Habsburgern in regem geschäftlichen Verkehr gestanden
hatte : die Herwart 2. Von diesem berühmten Handelshause
schlossen im Jahre 1548 Hans Paul und Hans Heinrich Gebrüder
den ersten Herwartischen Kontrakt eines idrianischen Queck¬
silberhandelsmonopols mit König Ferdinand und den Gewerken
ab . Der Vertrag 3 lief vom 26. April 1548 bis zum 26. April 1553.
Die Herwart verpflichteten sich, in der genannten Zeit für 140 059 fl.
rheinisch 30 Kr . Quecksilber und Zinnober (den Zentner Queck1 F. A. Wien. Innerösten-. Quecksilber 22. Der Kontrakt lief
vom 14. Februar 1544 bis 14. Februar 1548. Wiederum erklärte
sich Baumgartner bereit, für 100 000 fl. Quecksilber und Zinnober
abzunehmen. Zum Preise von 26 fl. rh. pro Wiener Zentner Queck¬
silber und 30 fl. für Zinnober. Wiederum betrug die „Auf- und
Eingab" 687 Zentner Quecksilber und 166% Zentner Zinnober. Der
Wortlaut des Kontraktes für diese zweite Monopolperiode Hans
Baumgartners stimmt fast wörtlich mit dem vom 1. August 1539
überein.
2 Für die Bedeutung dieser Familie und ihren Reichtum vgl.
Strieder,
Zur Genesis des modernen Kapitalismus, S. 115 ff.
Für ihre zahlreichen Geldgeschäfte Ehrenberga
, a. Ü.,I,S . 218 ff.
Am 22. Oktober 1548 wurden die Brüder Hans Paul, Hans Heinrich
und Hans Jakob Herwart von Karl V. geadelt. In der Nobilitierungsurkunde heißt es : für die „getreuen willigen dienst, so ire voreitern
weilendt unsern vorfarn und si uns und dem reiche getan haben
und hinfüran ze thun sich guetwillig erpieten“.
3 Original mit der Unterschrift der Gebrüder Herwart und ihrem
Siegel (mit der berühmten Eule) im F. A. Wien. Innerösterr. Queck¬
silber 22.
318 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
siiber für 29 fl. 15 Kr ., den Zentner Zinnober für 33 fl. 15 Kr.,
alles Wiener Gewicht) abzunehmen. Als „Ein- und Aufgab“ er¬
hielten die Brüder 860 Zentner Quecksilber und 210 Zentner
Zinnober.
In den beiderseitigen Verpflichtungen und Berechtigungen
stimmt der Vertrag im wesentlichen mit den früheren Baumgartnerschen Kontrakten überein. Wie dort findet sich das Schutz¬
versprechen König Ferdinands gegen ein Eingreifen des Reichs¬
regiments oder des kaiserlichen Fiskals. Wie dort das Versprechen,
eine allzu heftige „unlautere“ Konkurrenz der spanischen Queck¬
silberwerke nach Möglichkeit zu unterdrücken. In letzterer Be¬
ziehung kamen Naturgewalten den am idrianischen Bergbau Inter¬
essierten zu Hilfe. 1550 zerstörte ein furchtbarer Brand die
Almadener Gruben vollständig. Bis auf weiteres hatten die Fugger
nun nur noch mit dem Rest ihrer bisherigen Produktion Einfluß
auf den Quecksilber- und Zinnobermarkt. Bei dieser Sachlage
ist es sehr verwunderlich und läßt auf ein starkes Nachlassen des
Weltbedarfs in Quecksilber und Zinnober oder auf die Eröffnung
sonstiger neuer Gruben schließen, wenn die Herwart in ihrem
zweiten idrianischen Monopolkontrakte1für den Wiener Zentner
Quecksilber nur 20 fl. rh. und für Zinnober nur 24 fl. zahlen
mußten. Namentlich in der letzten Zeit ihres zweiten Kontraktes
haben die Herwart allerdings bei solch niedrigem Einkaufspreis
und bei einem infolge der veränderten Marktlage — wir kommen
sogleich darauf zurück — starken Steigen der Quecksilberpreise
ein glänzendes Geschäft gemacht.
Für die Geschichte des Quecksilberhandels beginnt in der
Mitte der fünfziger Jahre des 16. Jahrhunderts eine neue Epoche,
eine Zeit der Hochkonjunktur. Man hatte — wahrscheinlich in
Deutschland 2ein
—
Verfahren erfunden, um Silber und Gold auf
1 Der sie für die Zeit vom 8. Oktober 1554 bis zum 8. Oktober
1559 zur Abnahme von einem 100 000 fl . rh . entsprechenden Quantum
Quecksilber und Zinnober verpflichtete . Wien . F . A. Innerösterr.
Quecksilber 22.
2 Hä b 1 e r hat mit guten Gründen darauf hingewiesen , daß
nicht Bartolome de Medina aus Sevilla der Erfinder des Amalgamationsverfahrens
ist — wie bisher angenommen wurde — sondern
nur derjenige , der das neue Verfahren in den neuspanischen Berg¬
werken einführte , a . a. O., S. 138.
1
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandei usw. 319
dem Wege der Amalgamierung bequem aus den silber- und gold- haltigen Erzen auszuscheiden L Nun eignete sieh zwar die neue
Technik auf ihrem damaligen Standpunkte nicht für alle Silber¬
erze 2, aber für die Erze in den amerikanischen Kolonien Spaniens
war die denkbar beste Edelmetallgewinnungsweise damit gegeben*
Seit den Jahren 1556/57 entsteht so in Neuspanien eine ungemein
starke Nachfrage nach Quecksilber 3. Die Preise des Produktes
schnellten dadurch so merklich in die Höhe , daß sich die spanische
Regierung sofort veranlaßt sah , die Einfuhr von Quecksilber in
die Kolonien für ein Reservatrecht , ein Regalrecht der Krone zu
erklären , eine Maßnahme , durch die den spanischen Finanzen in
den nächsten Jahrzehnten schon viele Millionen Dukaten zuflossen.
Es fragte sich, ob das Angebot der spanischen Quecksilber¬
gruben genügen würde , um die starke koloniale Nachfrage zu
decken . Das Almadener Bergwerk , das einzige von Bedeutung
in Spanien, war nach dem Brande von 1550 noch kaum wieder
aufgenommen worden . Die Fugger hatten sehr wenig Eile be¬
wiesen, das zerstörte Werk wieder aufzurichten 4, um so weniger,
als sie sich durch eine kluge Wirtschaftspolitik große Vorräte gerade
1 Das Verfahren ist in Brockhaus ’ Konversationslexikon
unter
dem Stichwort . Amalgamierung näher beschrieben.
2 Hä b 1 e r a . a. O., S. 139. Zum Beispiel kam es für die um
1555 entdeckten
außerordentlich
ergiebigen Silbergruben in dem
spanischen Guadalcanal nicht in Frage.
3 „Copia,
was Cristoff Baiser auf 5. Junio 1558 aus Sevilla
an Spanischen hof geschriben hat : Auf datum sein zeitung herkhoinen von 5 scheffen , so in Sandt Lucar aus Nueva Spania einkhomen . Sein 3 monat , dass die ausgefarn ; das landt in fridt ver¬
lassen ; die gueter wenig schleiss , ausgenomen
queckhsilber
, thet
150 ducaten
das quintal
gelten
und
sonder
daselbig
wenig
Silber
in den
perckhwerchen
machen.
Das
guet zeitung fur die , so das perckhwerch draussen arrendirt haben . Und die 500 quintal , in den liulckhen
jetzundt khumen , auch mit aufschlagen werden . Dan sie es angefangn zu 60 ducaten halb par , rest ain jar zeit verkhauft haben,
nummer darumb finden und dise zeittung das queckhsilber draussen
auch machen aufschlagen . Doch wan der khonig dessen vil zu
Almaden
umb das hoh verkhaufen
möchte , verhielten
lassen,
khains von aussen khumen , alsdann ir vil ! ain plossen legen .“ Wien.
F . A . Innerösterr . Quecksilber 22.
4 Hä b 1 e r a . a . O. S. 104 ff.
320 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
der reichhaltigsten Quecksilbererze aufgespart hatten 1, und wei
sie durch Zuwarten hofften, die Kosten des Wiederaufbaues des
Bergwerks zum wenigsten durch eine verminderte Pachtsumme
wettzumachen. Als jetzt infolge der erhöhten amerikanischen
Nachfrage der Quecksilberbedarfaußerordentlich stieg, machte die
spanische Regierung wahr, was sie gedroht hatte , seit die Fugger
Almadcn zu vernachlässigen anfingen: sie begann das Bergwerk
auf Staatskosten wieder in Betrieb zu setzen 2. Die Fugger aber
und ihre Unterpächter, d. h. diejenigen Spanier, denen die Augs¬
burger Firma die Aufarbeitung von Halden und Schlacken usw.
unterverpachtet hatte , wurden gezwungen, ihr Quecksilberprodukt
an die Regierung zu verkaufen 3, die es dann selbst zu ungeheuer
erhöhtem Preise an spanische Kaufleute abgab. Erst die letzteren
setzten das durch soviele Hände gegangene Produkt in die neu¬
spanischen Bergwerke ab 4. Aber die geringen Mengen des auf
diese Weise erworbenen Quecksilbers und die noch geringeren,
die die Regierung in dem verstaatlichten Betriebe von Almadcn
selbst gewann, genügten bei weitem nicht, um den veränderten
Marktverhältnissen Rechnung zu tragen. Die Regierung sah bald
ein, daß nur die Fugger imstande waren, Almaden wieder auf die
Höhe der früheren Leistungsfähigkeit oder womöglich noch darüber
hinaus zu führen. Da auch die Fugger ihrerseits jetzt wieder gern
geneigt w'aren, die Pacht von Almaden anzunehmen, so kam der
folgende Vertrag (geltend vom 1. Januar 1563) zustande. Die
Fugger stellten das Bergwerk wieder her und erhielten dafür die
alten Privilegien (Freiheit des Holzfällens für die Stollenanlagen,
Weidegerechtigkeit auf den Almaden benachbarten Wiesen für
1 Nach dem Brande ging der Fuggersche Quecksilberhandelin
unverminderter Größe weiter, und selbst 1558, als der Betrieb von
Almaden unter königlicher Verwaltung wieder in Angriff genommen
war, hatten die Fugger noch immer 800 Zentner in Vorrat. H ä b 1er,
a. a. O. S. 106.
2 Hä b 1e r a. a. O. S. 139.
3 Zunächst zum Preise von 16 Dukaten pro Zentner.
4 „Der Kunig schafft ainen grossen nutz mit disem quecksilber,
dann er hat ainen spanischen handelsman gefunden, welcher ir Mt.
zalt für ainen jeden centner, damit, er denselben in Indias frei fieren
mege, 120 ducaten“. Martin Guzmann an Kaiser Ferdinand I.
Barcelona, 1. März 1564. F. A. Wien. Innerösterr. Quecksilber 23.
(1564—1599) Nr. 18 321.
Fünftes Kapitel : Monopole u. Kartelle im Idriancr Quecksilberliandcl usw .
321
ihre Transportiere usw.)- Eine eigentliche Pachtsumme zahlte
das Augsburger Handelshaus nicht, dafür wurde aber die alte
Freiheit der Pachtinhaber, ihr Produkt frei zu verkaufen, beseitigt.
Alles geförderte Quecksilber und Zinnober mußte gegen festgesetzten
Preis — während der ersten fünf Jahre für 25 1Dukaten , wahrend
der nächsten Jahre für 20 Dukaten —- an die Regierung abgcliefevL
werden. Außerdem verpflichteten sich die Fugger zu einer jähr¬
lichen Mindestproduktion von 1000 Zentner 2. Diese Bestimmungen
erfuhren insofern in den nächsten Jahren eine Abänderung, als
von 1567 an die Regierung für den Zentner 26 fl. zu zahlen ver¬
sprach und die Fugger ihr Mindestlieferungskontingent auf jährlich
1200 Zentner erhöhten. Ja die Geschäfte, die die spanische Re¬
gierung in den nächsten Jahren bei dem Quecksilberverkauf nach
Amerika machte, waren so glänzend3, daß sie schon 1569 den
Fuggern 29 Dukaten pro Zentner bot, wenn sie imstande wären,
1500 Zentner jährlich zu liefern. Die erste Fuggerschc Pacht¬
periode nach dem neuen Stil lief nach zehnjähriger Dauer 1572 ab.
Sie endete mit einem sehr guten finanziellen Ergebnis für die Firma.
Im ganzen waren 13 100 Zentner Quecksilber an die Krone ab¬
gegeben worden, teilweise zu 25, teilweise zu 26 und 29 Dukaten.
1 Wegen der größeren Betriebsunkosten.
2 Leider ist uns das Original des Vertrags nicht erhalten . Obige
Darstellung , die auf H ä b 1 e r s Untersuchungen beruht , wird etwas
anders gegeben in dem Berichte des kaiserlichen Orators Martin
Guzinann (Barcelona , 1. März 1564). F . A. Wien . Innerösterr . Queck¬
silber 23 . „Wie der quccksilberhandlung zu Almaden diser zeit
allenthalben steet , habe ich mich mit allen fleis erkundiget und befinds wie volget : erstlich dass die Fuggcren von kuning dise qucck¬
silberhandlung auf 10 jar angenomen haben , welch bestanndt sich
den 1. Januarii verschincn 63. jars angefangen . Die ersten 3 jaren
soll bemelte Fuggcren dem kunig liveren wie volgl : das erst jar
600 ctr , das ander 800 , das drit 1000 etr . Für einen jeden zalt
inen der kunig 25 ducaten bis zu ausgang der dreien jaren von wegen
der uncost , so inen auf die widererbauung des bergwercks gangen
ist . Die iberige 7 jar ist inen der kunig nit mer schuldig für ainen
ctr. dan 20 ducaten zu geben . Und ist schuldig ain jedes jar von
1000 bis in die 1500 ctr. von inen zu nevnen. Was si iber diselbig
antzal machen werden , dorten sis nindert ain verhandeln noch ver¬
kaufen .“
3 Über die Preise , die für Quecksilber in Neuspanien gezahlt
wurden, vgl . Ifä hier a. a. O., S. 143 Anna. 1.
StrirdiT
, Sin. lion
Gnd«:li. kupit alint . Organisatiousforinoii .
1
322
Drittes Buch : Monopole, Kartelle und Aktiengescl' sclinflcn im Mittelalter.
Die Unkosten der Fugger beliefen sich im Durchschnitt auf 144/s Du¬
katen pro Zentner , so daß ein Durchschnittsgewinn von 127/ 30 Du¬
katen pro Zentner , also zirka 85 % bei dem Unternehmen heraus¬
sprang
Sehen wir zu, wie die veränderte Lage des Weltmarktes für
Quecksilber , die dieses schöne Geschäftsergebnis für die Fugger
verursacht hatte , auf die Idrianer Quecksilberproduktion und ihre
Beherrscher wirkte . Da müssen wir konstatieren , daß besonders
in der ersten Zeit des amerikanischen Massenbedarfs , als Almaden
noch wenig liefern konnte , Idria gewaltigen Vorteil von der ge¬
steigerten Kauflust des Marktes zog. Einmal fiel für Idria , seit
Almaden nicht einmal die amerikanische Nachfrage befriedigen
konnte , die spanische Konkurrenz in Venedig, der Levante usw.
weg. Aber auch in die spanischen Kolonien Amerikas gingen jetzt
bedeutende Mengen idrianischen Quecksilbers . Die LIerwart und
auch ihre Abnehmer verkauften in Antwerpen bedeutende Massen
Quecksilber an spanische Kaufleute . Die Spanier , die ihrem König
zu hohem Preise das Almadeuer Quecksilber für den Export in
die amerikanischen Bergwerke abuahmen 2, kauften gern , wenn
sie konnten , idrianisehes Produkt auf und verführten es als Almadener nach Amerika . Ihr Gewinn an dem österreichischen
Produkt , das sic viel billiger als das spanische kauften , war enorm.
Aber auch die Beherrscher der idrianischen Quecksilbergruben
machten kein schlechtes Geschäft bei diesem Handel . Die Herwart,
deren zweiter Kontrakt bis zum 8. Oktober 1559 lief, waren so zu¬
frieden mit dem Erfolg dieser Kampagne , daß sie sich beeilten,
die Herrschaft über die Idrianer Produktion auch weiterhin in
ihrer Hand zu behalten . Noch viele Monate vor Ablauf ihres
Monopolkontraktes verabredeten sie prit den Vertretern des Kaisers
und der Gewerkschaft zunächst einen Zusatzvertrag , der ihnen für
32 000 fl. Quecksilber
zu sofortiger
Lieferung
zum alten
Preise
von 20 fl. rh . pro Zentner in die Hand geben sollte . Gleichzeitig
vereinbarten die zwei Augsburger Kapitalisten mit dem Kaiser
und den Gewerken von Idria für die Zeit vom 1. Oktober 1559
bis zum 1. Oktober 1564 einen neuen Kontrakt 3. Die Gebrüder
1Nach H ä b 1 e r a. a. O. S. 144.
3 Siehe oben.
3 Original (Augsburg , 23. Februar 1559 datiert ) im Wiener F . A.
Inneröstcrr . Quecksilber 22.
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilbcrhandelusw. 323
Herwart verpflichteten sich darin , in der genannten Zeit für
120 000 fl. rh . Quecksilber und Zinnober abzunehmen . Dabei
wollten sie für den Wiener Zentner Quecksilber 24 fl., für den
Wiener Zentner Zinnober 28 fl. zahlen . Ferner behielten sich die
Herwart vor , daß ihnen auf Wunsch im letzten Jahre des Kon¬
traktes noch für 20 000 fl. Quecksilber zum alten Preise geliefert
werden müsse. Doch sollte die Firma bis spätestens Oktober 1563
darum ersuchen . Schließlich erklärten sich die Augsburger bereit,
die Fron des Kaisers aus den 32 000 fl. und den 120 000 fl. „ ihrer
kaiserlichen Mt. alsbald
auszuzahlen , zu erlegen und gut zu
machen “.
Wenn die klugen Augsburger Handelsherren das letztere Ver¬
sprechen als eine besondere Wohltat hinstcllten , die sie dem Kaiser
erwiesen , so mochten sie mit Rücksicht auf die. furchtbare Finanz¬
not , in der Ferdinand sich befand , einigermaßen Recht haben.
Aber Ferdinand war doch viel zu gut über die Handelskonjunkturen des Weltmarktes unterrichtet , um nicht zu wissen, daß der
Gewinn, den er durch die Bestätigung der zwei genannten Verträge
den Herwart ermöglichte , die vorausgezahlte Fron - und Wechsel¬
summe um ein mehrfaches überstieg . Schon spätestens Mitte des
Jahres 1558 hatte die Wiener Regierung genaue Kenntnis der
obengeschilderten Veränderungen im Welthandel mit Quecksilber.
Der Schwazer Fuggersche Faktor Sebastian Kurz 1, der als Idrianer
Gewerke ein starkes Interesse an diesen Dingen nahm , berichtete
unter dem 30. August 1558 an den Kaiser wie folgt : Er (Kurz)
habe , als er kürzlich am spanischen und englischen Hofe war , aus
Sevilla von der jüngst allda angekommenen Armada aus India
(Amerika ) Nachricht empfangen , daß in India das Quecksilber
pro Quintal (etwas weniger als ein Wiener Zentner ) bis auf 150 Du¬
katen aufgeschlagen sei. Weil man aber jetzt nicht allein in India,
sondern auch in Spanien das Silber schmelze
n ganz abgestellt
und sich ganz und gar auf das Verquicken (d. h. das Atnalgamicrungsverfahren ) eingerichtet habe , weil ferner das spanische Queck¬
silberbergwerk zurzeit sehr im argen liege, so sei zu hoffen, daß das
idrianische Quecksilber einen hohen Preisaufschlag erführe . Wohl
stehe zu befürchten , daß der König von Spanien die Zufuhr von
nichtspanischem Quecksilber in die Kolonien verbieten werde, aber
1 Ehrenberg,
Zeitalter
der Fugger , I, S. 344.
21 *
3
324 Drittes Bueli: Monopole
, Kartelle und Aktiengesellschaftenim Mittelalter.
ein solches Verbot könne auf die Dauer nicht durchgeführt werden.
Das spanische Quecksilber genüge kaum zur Anwendung des Amalgamationsverfahrevis in den alten und jüngst neuentdeckten (Guadalcanal ) spanischen Silberbergwerken . So bleibe dem idrianischen
Quecksilber in Neuspanien ein weites Feld , das die spanische
Regierung schon aus eigenem Interesse nicht sperren würde 1.
Enthielt der Bericht des Sebastian Kurz eine an die Adresse
des Kaisers gerichtete Warnung , sich auf einen zu „ billigen Queck¬
silberkauf “ mit den Herwart oder anderen Kapitalisten einzulassen,
so traten bald noch andere Berater an Ferdinand mit Fingerzeigen
heran , wie man die günstige Quecksilberkonjunktur ausnützen
könne . In einem lateinischen Briefe vom 1. Januar 1559, dessen
Unterschrift leider herausgeschnitten ist, wird dem Kaiser nahe
gelegt , er möge anstatt der Kaufleute das Q u e c k s i 1b c'r handelsmonopol
selbst
übernehmen
2. Bei
der
jetzigen starken Nachfrage und der augenblicklich so minimalen
spanischen Förderung sei ein großes Stück Geld damit zu ver¬
dienen und der kaiserliche Kredit zu erweitern . Der Kaiser könne
das Quecksilber und Zinnober durch seine „ Amtleute “ oder andere
Mittelspersonen den ausländischen Kaufleuten zu einem bestimmten
Preise verkaufen . Weil aber das meiste Quecksilber nach der
Pyrenäenhalbinsel abgesetzt würde , von wo aus die Könige von
Spanien und Portugal auf ihren Schiffen das Metall nach India
brächten , so sei anzuraten , mit den genannten Königen einen
Quecksilberlieferungsvertrag (conventionem ) zu schließen 11
. Das¬
selbe könne bei den Venetiancrn versucht werden , die Quecksilber
nach der Levante verführten.
1 Original des Schreiben des Sebastian Kurz im F . A. Wien.
Inneröstcrr . Quecksilber 22.
2 Der Schreiber des Briefes fügt entschuldigend und um die
elbische Erlaublheit eines solchen kaiserlichen Monopols zu erweisen
hinzu : „ 1-loc non esset indecorum ! Nam honestissimum est principi
fructus fundi sui vendere , meialla censentur ipso iure fructus fundi " .
F . A . Wien . Inneröstcrr . Quecksilber 22.
3 Der Verfasser des Briefes weiß von früheren Versuchen des
Kaisers für seine Feldzüge gegen die Türken vom König von Portugal
Geld zu erhalten . Fr meint die Verstaatlichung
des Quccksilberhandclstnonopols böte das beste Mittel bei der jetzigen Türkengefahr
ein großes Darlehn vom König von Portugal zu erlangen . Das Dar¬
lehen könne in Quecksilber zurückgezahlt werden.
Fünftes Kapitel : Monopole u. Kartelle im Idriancr QuecUsilbcrliandel usw.
325
Eine dritte Aufforderung an den Kaiser , sich die. günstige
Konjunktur für eine Änderung der idrianischen Quecksilberhandels¬
organisation zunutze zu machen , ging —- wie mir scheint im Jahre
1560 — von einem kleinen, in Wien wohnenden idrianischen Ge¬
werken aus x, der von der Übernahme des Handelsmonopols durch
den Kaiser und die Gewerken eine Besserung der Lage der von
den großen Gewerken angeblich übervorteilten und überstimmten
kleineren Gewerken erhoffte 2. Der Verfasser der Denkschrift
machte über den Verdienst der Herwart folgende Rechnung auf:
Die Augsburger Firma habe sich durch den letzten Kontrakt (der
im Oktober 1564 zu Ende gehe) 5000 Zentner Quecksilber, den
Zentner zu 24 fl., gesichert . Nun sei bekannt , daß „ hier in Wien“
und in andern Handelsstädten der Zentner mit 80— 100 fl. bezahlt
werde 3. In andern Gegenden, wohin der Transport weit und
schwierig sei, sei der Preis noch bedeutend höher. So habe der
1 Die Schrift enthält auch eine interessante Notiz zur sozialen
Geschichte der Bergarbeiterschaft
(Trucksystem ), die hier mitgeteilt
werden soll . Der Verfasser betont : „ dass auch sonst die gemainen
gewercken und arbeiter bei dem perckwerch von denselben fürnemisten gewercken mit allerlai aigennützigkait und vorthin , also
wo si, die gemainen gewercken , ir pargelt auf die ablonung geben,
dass dieselben gwalttrager [d . h . der Vorstand der gemeinen Ge¬
werkschaft ) inen , den arbaitern dafür allerlai provanndt ines gefallens eindringen und allen notdurften , die zum perekhwerch ge¬
hören , zum höchsten anschlagen und verraiten . Und verlassen sich
darauf , dass inen , als den merern niemand einreden darf , also dass
si, die gemainen gewercken , die das perckwerch mit irer schwären
darlag , ehe es noch zu disen wirden körnen ist , haben erhalten helfen,
ungeacht diser reichen augenscheinlichen
gotsgab , wenig gewinns
bisher empfunden haben . Darumben dan zu abstellung solicher
unordenlichn , aigennützigen
liaushaltung , sollen anderst die ge¬
wercken bei guctem willen und lust erhalten werden und der allmechtig seinen segen geben , einsehends hoch vonnöten .“
2 „Ain verzaichnus und bericht die perekhwerch Idria betreffend,
wie dasselb etlichen Privatpersonen , so iren gwinn allain darin suechen
und daselb regiern , widerumb mecht aus handen gebracht und mit
merern nutz dem landtsfuersten zugetailt werden .“ Es handelt sich
in der Denkschrift nicht um die Verstaatlichung des Bergwerks,
sondern nur darum , den Vertrieb
des Produkts in die Hände
des Landesherrn und der Gewerken zu bringen.
3 „Nachdem
die queckhsilberperckhwerch
in Hispania und an¬
derer orten vasst zu grün dt gangen und man nun die notdurft daraus
nit mer haben kan . . .
326
Drittes Huch: Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Verfasser durch den Faktor der Fugger , Kurz , der in Spanien
„mit dem Quecksilberhandel umgegangen “, erfahren , daß das
Quecksilber, das nach der Türkei verfrachtet würde , dort mit
160 Dukaten bezahlt würde . Aber selbst, wenn man nur 80 fl.
als Durchschnittspreis für den Zentner Quecksilber ansetze und
für „Fuhrlohn , Unkosten , Haltung der Diener , Wagnus und für
ihren ziemlichen Gewinn“ 14 fl. rechne , so bleibe noch ein Über¬
schuß von 42 fl. pro Zentner als „Übergewinn “ . Insgesamt ge¬
wannen die Herwart an dem letzten Kauf mindestens 210 000 fl.
Daß dieses Ergebnis nicht übertrieben ist, erkennt man aus
der folgenden Gewinnberechnung , die Georg Ilsung , der Augs¬
burger Finanzagent Ferdinands I. und seiner Nachfolger , im Früh¬
jahr 1561 aufstellte . Ilsung gibt auf Grund genauer Erkundigungen
an Ort und Stelle folgende Kalkulation:
ln A u g s b u r g verkaufen die Herwart , den Krämern den
Augsburger Zentner um bare fl. 70. Das würde Wiener Gewicht
(pro Zentner 15 Pfund mehr) 80 fl. 30 kr . betragen.
Den Zentner (wieniscb) von Kärnten nach Augsburg zu führen
kostet ungefähr 2 fl. Da die Herwart den Zentner für 24 fl. von
den Gewerken erhalten , so gewinnen sie in Augsburg pro Zentner
54 fl. 30 kr.
Weil der Preis des Quecksilbers aber in den Niederlanden viel
höher ist und deshalb naturgemäß dorthin das meiste Produkt
abfließt , so ist in Augsburg Quecksilber nur schwer erhältlich.
Die Krämer , die es den Goldschmieden pfundweise verkaufen,
lassen sich pro Pfund 1 fl., zeitweise sogar 16—17 Batzen geben.
Zu Nürnberg
gilt der nürnbergischc Zentner (der um
4 Pfund größer ist als der augsburgische ) 77 fl. 40 kr . Rechnet
man von Augsburg nach Nürnberg den Fuhrlohn pro Zentner
1 Gulden, so verdienen die Herwart in Nürnberg am Zentner
Quecksilber 55 fl. 30 kr.
In Antwerpen
gilt der Zentner Quecksilber (Antwerpener
Gewicht) jetzt fl. 96 kr . 40. Also der Wiener Zentner 115 fl.
Rechnet man 6 fl. Unkosten pro Zentner von Kärnten bis Ant¬
werpen , so verdienen die Herwart pro Zentner in Antwerpen
85 fl. 40 kr . b
1Ilsungs
„
Erkundigung per Verkauf des Quecksilbers . Actum
Augsburg , den 1. April 1561 . Verzeichnis , was das Quecksilber
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandelusw. 327
Diesen gewaltigen Verdienst könnten — nach Vorschlag des
obengenannten Gewerken —- der Kaiser und die Gewerken durch
„Selbstführung und Handlung des Kaufes “ in ihre eigenen Kassen
leiten . Im einzelnen gibt die Denkschrift noch folgende Ratschläge
für die Ausführung des Planes . Man solle feststellen , wo am meisten
Quecksilber und Zinnober gekauft würde und dort Faktoreien
eröffnen . Das brauche nicht im Namen des Kaisers zu geschehen,
sondern könne durch tüchtige und vermögende , in den betreffenden
Städten eingesessene Kaufleute besorgt werden . Die betreffenden
Kommissionäre müßten alljährlich über Verkauf und Restbestände
Rechnung legen. Vielleicht genüge eine Faktorei in einer Stadt
nahe bei Idria und eine zweite in Venedig oder Wien. Eine weitere
Frage sei die, ob der Kaiser allein die Unternehmung auf sich
nehmen wolle (durch einen beauftragten Kaufmann natürlich ) oder
ob er den Kauf „mit den Gewerken in gesamter Gesellschaft haben
wolle“. Auf alle Fälle dürfe kein neuer Kontrakt mit den Herwart
oder anderen Kaufleuten Zustandekommen . Wenn diese auch jetzt
bereit seien, einige Gulden mehr für den Zentner zu zahlen , so
würde „ doch soliche staigerung bei weitem nit sovil austragen als
sonst die kais . Mt. und die gewerckhen selbs des kaufs gemessen
mechten “.
Leider verhinderte den Kaiser die furchtbare Finanznot jener
Jahre die günstige Konjunktur voll auszunutzen . Er mußte froh sein,
daß die Herwart seinem Rate Gg. Ilsung schou am 23. November
1560 einen neuen Quecksilberkauf für 80 000 fl. abnahmen und
Fron und Wechsel im voraus zu zahlen versprachen . Zwar ver¬
sagten die Gewerken infolge von Differenzen mit dem Kaiser dem
verabredeten Kontrakt ihre Zustimmung b aber um die Mitte des
jetzo gilt." Wien. F. A. Inneröstcrr. Quecksilber 23. Uber Gg. Il¬
sung, der in den 60er Jahren und zu Anfang der 70er Jahre noch im
Mittelpunkt der kaiserlichen Finanzpolitik stand, vgl. „Allgemeine
deutsche Biographie". Als kaufmännischer Beirat erscheint er auch
bei Hirn, a. a. O., I, S. 401. Namentlich vermittelte Ilsung die
großen Anleihen des Kaisers in Augsburg usw. Auch seinen per¬
sönlichen
Kredit stellte er dabei den Habsburgern zur Ver¬
fügung. So mußte Ilsung mit einigen Augsburger Kaufleuten zu¬
sammen Bürgschaft leisten, als Maximilian II. im Jahre 1564 bei
den Städten Ulm und Augsburg 100 000 fl. „zur befurderung des
Kriegswesens in Zips" aufnahm. F. A. Wien a. a. O.
1 Die Idrianer Gewerken hatten Differenzen mit dem Kaiser,
328 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Jahres 1561 — nacli Schlichtung der Streitsache •— wurde ein
neuer Vertrag verabredet . Die Herwart sollten darnach wiederum
auf fünf Jahre das Idrianer Quecksilberhandelsmonopol in die
Hand nehmen . Im ganzen sollten ihnen bis zum 8. Oktober 1566
für 140 000 fl. Quecksilber bzw. Zinnober zum Preise von 28 bzw.
32 fl. übergeben werden . Die kaiserliche Fron und der Wechsel
in Summa 29 750 fl. versprachen die Herwart zwei Monate nach
der kaiserlichen Bestätigung des Kontraktes in Augsburg zu zahlen ..
Diesmal war es der Kaiser , der von dem verabredeten Kontrakt
zurücktrat . Der Vorschlag der spanischen Krone , die idrianischo
Quecksilberproduktion zu festem Preise für den Export in die
amerikanischen Silber- und Goldbergwerke zu übernehmen , änderte
die Situation völlig.
Es läßt sich mit dem zur Verfügung stehenden Aktenmatcrial
unbedingt sicher entscheiden , daß die Initiative zu einem festen
Lieferungsvertrag des idrianischen Quecksilbers an die Krone
Spanien von Philipp II . ausging KDas war damals ja auch das
natürliche , da Spanien die glänzende Konjunktur am besten kannte
und während der nächsten Jahre in Almaden nicht genug Queck¬
silber erzeugen konnte , um die amerikanische Nachfrage zu decken.
Im Frühjahre 1561 waren die Verhandlungen bereits im Gange.
Am 24. April schrieb König Ferdinand an Martin Guzmann , der
für ihn in Madrid die Unterhandlungen führte , er sei imstande , in
Jahresfrist 1000—1500 Zentner und dann jährlich ebensoviel zu
liefern. Er fordere als Preis dafür loco Antwerpen 115 fl. rh . für
den Wiener , 96 fl. rh . für den Antwerpener Zentner 2. Guzmann
der vom Jahre 1554 an wieder den vierten Zentner als Wechsel
forderte , einen Prozentsatz , der seit 1524 üblich gewesen war und
den die Krone 1539 nur der schlechten Zeiten wegen auf den achten
Zentner herabgesetzt hatte.
1 Im
„
Jahre 1785 schloß die österreichische Regierung mit
Spanien einen Vertrag auf sechs Jahre ab, in welchem sie sich ver¬
pflichtete , jährlich mindestens 4480 metr . Zentner Quecksilber an
Spanien abzuliefern . Dieser Vertrag wurde im Jahre 1791 auf
weitere sechs Jahre für Lieferung von jährlich bis zu 5600 metr.
Zentner erneuert .“ Das k. k. Quecksilberbergwerk zu Adria , S. 37.
2 „Essemus propterea contenti ut nobis per dictum serenissimum
regem pro quovis centenario Viennensi praemissi 115, pro Antverpiensi
vero 96 floreni et 40 crucigeri illic Antverpiae , quo nos argentum
vivum sumptibus et periculo nostro pervehi tradique curaremus
exolveretur .“ F . A. Wien . Innerösterr . Quecksilber 22.
Fünftes Kapitel: Monopoleu. Kartelle im Idrianer Quecksilberhandel usw, 329
bekam aber Weisung, daß er eventuell bis auf 100 fl. rh . für den
Wiener Zentner heruntergehen dürfe 1. Auch zu diesem Preise
noch dürfe er den Kontrakt auf vier bis fünf Jahre in Ferdinands
Namen abschließen . Der Kaiser zweifelte nicht , daß der Kauf
zum Abschluß käme , lieferte er doch dem König von Spanien das
absoluteste Weltmonopol für Quecksilber in die Hände . Dieser
konnte dann besonders für Amerika den Quecksilberpreis nach
eigenem Gutdünken bestimmen 2.
Man versteht es, daß Ferdinand seinem Beauftragten Martin
Guzmann befahl , die Unterhandlungen in tiefstem Geheimnis zu
führen , damit besonders die Herwart vor dem völligen Abschluß
nichts erführen . Käme der Abschluß zustande , so sollte das Augs¬
burger Handelshaus , das kontraktlich ihm zugesicherte Quecksilber
sofort erhalten und abnehmen müssen. Wie Ferdinand sich im
übrigen mit den Herwart auseinandersetzen wollte, die bis zum
1. Oktober 1564 das Handelsmonopol in idrianischem Quecksilber
vom Kaiser zugesichert erhalten hatten , ist in dem lateinischen
Schreiben an Martin Guzmann nicht gesagt.
Wenn Ferdinand geglaubt hatte , den Wiener Zentner Queck¬
silber zu 115 oder doch wenigstens zu 100 fl. nach Spanien ab¬
setzen zu können , so sollte er bald eines anderen belehrt werden.
Die spanische Regierung bot 80 Carolusgulden für den Zentner
loco Antwerpen , was 64 fl. rh . gleichkam . Wie enttäuscht man
in Wien über dieses niedrige Angebot war, erkennt man aus einem
Briefe König Maximilians (II .) an seinen kaiserlichen Vater vom
13. Oktober 1561 3. Maximilian betont darin ausdrücklich , daß
auch er gehofft hätte , „mit Hilfe des kaiserlichen Orators (Martin
Guzmanns ) fleissiger handlung “ einen annehmbaren Vorschlag aus
Madrid zu vernehmen . Wie jetzt die Dinge lägen, müsse man
durch erneute Unterhandlungen ein höheres Gebot zu erreichen
1 „ . . . damus tibi potestatem atque facultatem precium singu¬
lorum centenariorum Viennensium ad centum usque florenos
remittendi dummodo ultra omnem tuam positam operam et dili¬
gentiam maioris eam emptionem contrahi non posse deprehenderis ."
a. a. O.
2 „Nam quando ipse praelibatum metallum a nobis emptum
penes se habuerit , illud tunc pro suo arbitrio et commodo vel in
Hispania vel India divendere poterit .“ a. a. O.
3 F . A . Wien . Innerösterr . Quecksilber 22.
2
330 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaftenim Mittelalter.
suchen . Wenigstens solle Spanien sich damit einverstanden er¬
klären , daß Idria für 80 Carolusgulden den leichteren Antwerpener
und nicht den schwereren Wiener Zentner liefere. Mehr freilich
als einen Versuch , mehr als 80 Gulden zu erhalten , riet Maximilian
seinem Vater nicht an . Der Kaiser dürfe diesen Quecksilber¬
kontrakt mit Spanien nicht am Geldpunkte scheitern lassen , dafür
sei der kluge Francisco Erasso 1der
Leiter der Verhandlungen
auf der spanischen Seite — schon zu sehr in die Idrianer Verhält¬
nisse eingeweiht worden . Tatsächlich blieb ja auch dem Kaiser,
wenn er das Handelsmonopol von Idria selbst in die Hand nahm
und den Zentner Quecksilber für 61 fl. rli. an die spanische Krone
nach Antwerpen lieferte , ein nicht unbedeutender Verdienst . Von
den Gewerken erhielt der Kaiser einen Wiener Zentner für 28 fl.
Laut Ilsungs Bericht betrugen die Unkosten pro Zentner bis nach
Antwerpen 6 fl., gibt zusammen 34 fl. Der König von Spanien
hot für den Zentner loco Antwerpen 64 fl. Der Kaiser würde
demnach noch an jedem Zentner 30 fl. Verdienst haben , bei einem
Jahresumsatz von 1200 Zentner also 36 000 fl. 3. Rechnet man
1000 fl. als jährliches Gehalt für einige Faktoren ab , — was reichlich
hoch angesetzt ist —, so würde ein jährlicher Reingewinn von
35 000 fl. bleiben.
Erwägt man demgegenüber freilich, was die spanische Krone
an dem ihr überlassenen idrianischcn Quecksilber verdienen konnte,
so mußte der Gewinn des deutschen Kaisers dagegen erblassen.
Nach Erkundigungen , die Ilsung eingezogen hatte , wurde in Spanien
der kleine spanische Zentner (= 89 Pfund des Wiener Zentners)
mit 85—88 spanischen Dukaten verkauft . Das käme bei dem oben¬
genannten Einkaufspreise (80 Carolusgulden pro Wiener Zentner)
auf einen Verdienst von mehr als 100 % hinaus 3. Verkaufte aber
die spanische Krone das idrianisclie Quecksilber nach Amerika,
so war der Profit nach Ilsungs Schätzung mindestens 200 %
(dortiger Preis zirka 140 Dukaten ).
Es war nicht sehr ernst zu nehmen und wurde auch von Ilsung
1 Über ihn siehe Ehrenberg,
Zeitalter
der Fugger , vgl.
Register.
2 Hierzu natürlich noch Fron und Wechsel.
3 „dergestalt , daß die kgl . Würde [von Spanien ] oder derselben
räth iner als ain gülden am andern nur von Antorff bis in Hispanien
daran gewinnen würden .“
Fünftes Kapitel : Monopoleu. Kartelle ira Idriancr Quecksilberliandelusw. 331
durchaus als ein Scheinmanöver erkannt , wenn Spanien den Kaiser
dadurch zum schnellen Abschluß des Kontraktes drängen wollte,
daß es für einen voraussichtlichen späteren Kontrakt einen höheren
Preis in Aussicht stellte . Die Annahme lag nahe , daß in zwei bis
drei Jahren die spanischen Quecksilberbergwerke von Almaden
soweit wieder hergestellt waren , daß der König von Spanien die
Idrianer Produktion überhaupt entbehren konnte 1. Ilsung meinte,
Spanien müsse und könne mindestens für den Antwerpener Zentner
94 fl. rli. zahlen 2.
Wahrscheinlich infolge, des niedrigen spanischen Angebots ist
der geplante Quecksilberlieferungskontrakt zwischen der spanischen
Krone und dem Kaiser nicht zustande gekommen 3. Damit war
aber auch das Schicksal eines kaiserlichen
Handelsmonopols
mit Idrianer Quecksilber besiegelt. Schon am 26. Mai 1562 traf
Ilsung mit Hans Paul und Hans Heinrich Herwart — auf kaiser¬
liche Ratifikation bin — eine Verabredung , laut welcher der Kaiser
auf die Herwart den Kontrakt übertrug , den er am 24. Oktober
mit den Idrianer Gewerken abgeschlossen hatte 4. Die Herwart
sollten darnach von den Idrianer Gewerken das Quecksilber und
Zinnober zu dem mit dem Kaiser verabredeten Preise erhalten.
1 Aus Bericht Ilsungs . Dat . Augsburg 19. Oktober 1561 . Wien.
F . A . Innerösterr . Quecksilber 22.
2 ,, . . . aller billigkhait nach weniger nit darumben geben kinden,
dan wie die queckhsilber anjetz zu Antorff gelten und durch die
Herwart teglich verkauft werden , nämblich das lib . per 50 und
52 Groschen , kliomt der Antorffer centner , wie gemainlich die wixl
gonndt , auf 94 gülden rh . in muntzs .“
3 Im Jahre 1564 führt Kaiser Ferdinand allerdings als Haupt¬
grund , weshalb der Plan eines Weltmonopols der spanischen Krone
in Quecksilber nicht zustande kam , die Rechtsansprüche der Herwart
an , die auf Grund der älteren Kontrakte bestanden.
4 Ilsung versprach im Namen des Kaisers den Herwart : ,,ain
genuegsame ubergab und bevelch an die gewerckhen des inhalts
fertigen zu lassen , dass sein röm . kais . Mt . iren getroffenen kauf
aus beweglichen Ursachen und gemainem perckhwerch [ !] zu nutz
und guetem , obgedachten Herwarten auf - und ubergeben hab und
dass dargegen die Herwart schuldig sein sollen , die bestimbt antzall
queckhsilber von inen , den gewerckhen antzunemen , die betzallung
auf die erneute termin und sonst alles das zu thuen und zu vol¬
tziehen , so beruerte kaufsabredt mit sich bringt und also sein röm.
kais . Mt . gegen den gewerckhen gäntzlich zu vertreten .“
1
332 Drittes 13uc
.li: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Sie traten in die verabredeten Waren - und Geldliererungsfristen usw.
ein. Aber natürlich übergab der Kaiser den Herwart das Idrianer
Quecksilberhandelsmonopol nicht ohne bedeutenden Gewinn für
die kaiserliche Kasse . Als „Fron , Wechsl, Zehendt , Achtel und
sonst all ander ir Mt. Recht und Gerechtigkeit , wie die Namen
haben möchten “ versprachen die Herwart dem Kaiser für jeden
Zentner 49 *4 fl. rh . in Müntz Augsburger Währung „als Ge¬
winnung“
zu geben . Das machte für den verabredeten Kon¬
trakt in Summa 277 250 fl. Sic waren bis zum t . November 1564
in fünf genau festgesetzten Terminen in Augsburg zu zahlen . Dem¬
gegenüber sollte den Herwart der neue Zoll „an der Krcmbspruggen“
erlassen werden . Von dem guten Geschäft , das der Kaiser bei der
Übergabe des Vertrags an die Herwart machte , sollten die Idrianer
Gewerken nichts erfahren . Sie erhielten nur von der Tatsache der
Übergabe selbst Mitteilung h
Der Kaiser hat die Abmachung Ilsungs mit den Herwart im
wesentlichen bestätigt 2. Die Herwart erhielten überdies die Zu¬
sicherung , wenn sie nach Ausgang des fünfjährigen Kontraktes
noch für 20 000 fl. Quecksilber von den Idrianer Gewerken beziehen
wollten , so solle ihnen diese Quantität zum alten Preise geliefert
werden . Für künftige Zeiten wird dazu verabredet : Wenn der
Kaiser nach Ablauf des jetzigen Kontrakts wiederum mit den
Idrianer Gewerken abschließen würde , so wollte er „ die Herwardten
vor andern zu solichen kheufen khomen lassen “. Wenn aber der
Kaiser nicht wieder mit den Gewerken kontrahieren wollte , so
versprach er den Herwart das Monopol „vor andern zu vergönnen “ .
Man hätte meinen sollen, bei dem glänzenden Entgelt , das die
Herwart Ferdinand für die Überlassung des Idrianer Quecksilber¬
handelsmonopols leisteten , habe der Kaiser das Ende des laufenden
Kontraktes ruhig abgewartet , dann seinerseits einen neuen Kontrakt
mit den Idrianer Gewerken abgeschlossen und diesen wiederum
1 Der betreffende wichtige Passus der Verabredung Ilsungs mit
den Herwart lautet : „Es sollen auch obgemelte ubergab und bevelch
allain in genere gestellt werden und der Herwarten bewilligter staigerung khain nieldung darin beschechen , damit die gewerckhen der¬
selben nit gewahr werden .“
2 Original der Verschreibung der Herwart , in der sie den Kon¬
trakt mit den Idrianer Gewerken vom Kaiser übernehmen . 2. Juni
1562 . Wien . F . A. Innerösterr . Quecksilber 22.
2
Fünftes Kapitel : Monopoleu. Kartelle irn Idrianer Quecksilberliandelusw. 333
gegen einen entsprechenden Aufschlag den Gebrüdern Herwart ab¬
getreten . Aber offenbar erlaubten die schlechten kaiserlichen
Finanzen ein derartiges ruhiges Zuwarten der Dinge nicht . In
seinen Finanznöten mußte Kaiser Ferdinand schon bald wieder
daran denken , aus einem neuen Quecksilberkontrakte Kapital zu
schlagen , d. h. Geld auf die ihm aus dem Quecksilbermonopol zu¬
fallende Gewinnquote zu antizipieren . An Georg Ilsung erging
um die Wende des Jahres 1563 die Anfrage , ob und wie er glaube,
daß sofort oder in einiger Zeit ein neuer Quecksilberkauf getroffen
werden könne , mit dessen Hilfe eine ansehnliche Summe Geldes
in die leeren kaiserlichen Kassen geleitet werden möchte l .
Ilsung mußte in der Notwendigkeit , eine neue kaiserliche
Anleihe unterzubringen , Grund genug sehen, einen neuen Queck¬
silberkauf cinzuleit.en, aber anderes kam hinzu , um ihn für den
Abschluß eines neuen Kontraktes einzunehmen . Wozu die Not
der kaiserlichen Krone riet , dazu ermahnte auch die wirtschaftliche
Lage auf dem internationalen Quecksilbermarkte . Aus Spanien
kam die Kunde , daß die Quecksilberbergwerke von Almaden von
Tag zu Tag an Ergiebigkeit Zunahmen. Die Fugger müssen eine
fieberhafte Tätigkeit entfaltet haben , um die günstige Konjunktur
des Quecksilbermarktes so schnell wie möglich für sich ausnutzen
zu können . Ilsung erhielt Nachricht aus Spanien , daß die Fugger
in Almaden einen wahren Raubbau trieben , um Idria den Absatz
zu nehmen ä.
Auch sonst weckte im Anfang der sechziger Jahre der so außer¬
ordentlich erhöhte Weltbedarf an Quecksilber die Bergbaulust auf
dieses Metall. In Böhmen erwiesen sich die neuentdeckten Queck¬
silberfundstätten als ziemlich förderungsreich . Und schließlich war
in dem Herrschaftsgebiete des Pfalzgrafen Wolfgang von PfalzZwcibrücken ein neues Quecksilberbergwerk eröffnet worden . Das
Bergwerk war dem reichen Augsburger Kaufmann Thomas Frei1 Schreiben Georg Ilsungs vom I . Februar 1564 . Wien . F . A.
Innerösterr . Quecksilber 23 .- Dem Kaiser war die Hauptsache , bares
Geld „ auf den kauf zu leihen “ .
2 ,, . . . bericht , dass die lierren Fugger im queckhsilberberckhwerckh in Spanien allein auf den raub
arbeiten
und guglen
lassen , damit sic in eil ein grosse anzal qneckhsilber machen . . .“
Aus Ilsungs Bericht an den Kaiser vom 11. September 1564. Wien.
F . A. Innerösterr . Quecksilber 23.
334 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
hainer und seiner Gesellschaft überlassen worden . Freihainer er¬
klärte sich fähig , jährlich 600 Zentner zu liefern und bot das Produkt
der neuen Gruben bereits in Augsburg an.
War aus diesen und ähnlichen Gründen mit einiger Sicherheit
anzunehmen , daß der hohe Stand des Quecksilberpreises sich in
der nächsten Zeit in absteigender Kurve, bewegen würde , war also
dem Kaiser (wie auch den Gewerken) zu raten , durch baldigen
Abschluß eines Quecksilberkontraktes sich einen Abnehmer und
einen möglichst hohen Preis des Quecksilberproduktes zu sichern,
so erhoben sich doch auch bedeutende Schwierigkeiten gegen einen
baldigen neuen Abschluß . Einmal hatten die bisherigen Kon¬
trahenten , die Herwart , kaum die Hälfte des verabredeten Queck¬
silberquantums erhalten . Sie hatten auch gerade jetzt die Ab¬
nahme des fertig gestellten Produktes mit der Begründung hinaus¬
gezögert , daß der Markt augenblicklich für größere Quecksilberquanlen nicht genügend aufnahmefähig sei. Es war demnach,
wenn sich die Konjunktur nicht stark änderte , kaum anzunehmen,
daß der Hcrwartsche Kontrakt bald sein Ende, erreichte . Das
um so weniger, als die genannte Firma sich nach Ablauf ihres
Vertrages noch die Lieferung von Quecksilber für 20 000 fl. rh.
zum alten Preise ausbedungen hatte.
Unter diesen Umständen war es das naheliegendste , wenn
man sich kaiserlicherseils mit dem Wunsche eines baldigen Neuabschlusscs des klrianer Quecksilbermonopols und mit den daran
hängenden Anleihen an die bisherigen Inhaber , die Herwart , wandte.
Freilich verschloß sich lisung der Einsicht nicht , daß es schwer
halten müsse, die Herwart dazu zu überreden . Er hielt es für an¬
gebracht , sich erst genau über die Quecksilberkonjunktur in Venedig
und Antwerpen zu erkundigen , ehe er an die Ilerwart herantrat 1.
Den Kaiser bat er, in der Zwischenzeit durch seinen Botschafter
in Madrid anfragen zu lassen, „ ob der könig von Spanien in die
1ln einem Berichte Ilsungs an den Kaiser (Augsburg , 1. Februar
15(54. Wien . F . A . lniioröslerr . Quecksilber 23) heißt es : „ Die weil
die handlslcul
alhic lieslig , gcscliwindt , unthreu und vorthaillig
und der mit inen handle » will , wol) getast sein und inen mit dem
grundl under äugen geen muess , so hat ) ich in gehaim gen Venedig
und Antilorl 'l' uinb bericht geschahen , wieviel queckhsilber der enden
unvertriben lige , was nachfrag cs anjetz hab und wie theur es verkhnuft werde , mich in alweg desto hass haben darnach zu richten .“
Fünftes Kapitel: Monopole
u. Kartelle im Idrianer Quecksilbciinmdel usw. 335
handlung wie hievor gebracht werden möchte “ . Die Begründung
dieser Maßnahme macht dem psychologischen Scharfblick listings
als Unterhändler und Kaufmann alle Ehre . Wenn man , meint
der geriebene Geschäftsmann , auch mit dem König von Spanien
zu keinem Kontraktsabschluß käme , so würden doch schon die
Unterhandlungen mit ihm bei den Interessenten , also bei den
Herwart , Aufsehen erregen und sie oder andere süddeutsche Kauf¬
leute zu einem schnellen und für den Kaiser und die Gewerken
günstigen Abschluß veranlassen h Sorgenvoll schließt Ilsurtg seinen
Bericht an den Kaiser , er fürchte , wenn man die Herwart mit
solcherlei Mittel nicht anreize , so sei wohl wenig bei ihnen zu er¬
reichen . Der eigene Vorteil weise die Augsburger zu deutlich
darauf hin , erst einmal das bisher contrahierte Produkt zu ver¬
kaufen , ehe man sich auf neue , weitsichtige Abschlüsse einließe.
Was aber die Herwart , die langjährigen Monopolinhaber des idrianisclien Quecksilberproduktes nicht täten , das würden andere Kauf¬
leute erst recht unterlassen.
Dagegen wird es Ilsung nicht allzu schwer geworden sein, die
Bevollmächtigten der Idrianer Gewerken zum Abschluß eines neuen
Quecksilberkaufs mit dem Kaiser zu bewegen. Ein Hinweis auf
den spanischen Wettbewerb und auf die wachsende Konkurrenz
der neuen böhmischen und pfälzischen Gruben bei einem späteren
Abschlüsse dürfte genügt haben . Tatsächlich kam es zu einem
neuen Abschluß zwischen Kaiser und Gewerken (Frühjahr 1564).
Ferdinand verpflichtete sich, 5000 Zentner Quecksilber und Zinnober
zum Preise von 31 resp . 35 fl. abzunehmen . Als Ilsung dann auch
genügende Aufschlüsse über die Lage des Quecksilbermarktes er¬
halten hatte , trat er an Hans Paul und Hans Heinrich Herwart
heran . Er cröffnete ihnen die für den Kaiser bestehende Not¬
wendigkeit , einen neuen Quecksilberkontrakt abzuschließen . Er
machte ihnen auch davon Mitteilung , daß die Gcwaltträgcr des
Bergwerks von Idria dem Kaiser einen neuen Kauf bereits bewilligt
1 Ilsung faßt seine Erfahrung in diesen Dingen in die charakte¬
ristischen Worte zusammen: „Will man nun solche abgeribne leut
[wie die süddeutschen Kaufleute] ad terminos equitatis bringen, so
hab ich aus erfarung, dass man sie mil nichten bass treiben khan,
dann so man inen ander an die seitten setzet. Alsdann khommeu
sie selbst und tinrent das [was] man sonst mit khainer lumst von
inen bringen klian.“
336 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
hätten . Ferdinand — so fuhr Ilsung in seinen Eröffnungen fort —
würde am liebsten den Gebrüdern Herwart das Monopol wieder
übertragen . Sie seien selbst Gewerken in Idria , sie hätten auch
bisher den Kauf zur Zufriedenheit des Kaisers geführt usw.
Die Herwart waren von dem Antrag des Kaisers überrascht.
Sie sprachen zunächst ihre Mißbilligung darüber aus , daß die
Gewaltträger in Idria dem Kaiser einen neuen Kauf bewilligt
hätten , ohne die übrigen Gewerken zu Rate zu ziehen. Mit ihrem
Wissen und Willen, fuhren dann die zwei Augsburger Handels¬
herren fort , wäre jetzt kein neuer Kontrakt abgeschlossen worden.
Sic hätten ja noch über 2000 Zentner von dem alten Abschluß ab¬
zunehmen , auch in ihren Faktoreien zu Antwerpen , Venedig und
Lyon noch große Vorräte lagern . Vor Ablauf der in ihrem letzten
Kontrakt festgesetzten fünf Jahre sei an keine Erneuerung des
Kaufs zu denken . Man müsse vom Kaiser erwarten , daß er diese
Zeit verstreichen ließe, ehe er mit einem neuen Kontraktanerbieten
an sie, die Herwart , oder sonst wen heranträte . Als dann Ilsung
trotz dieser deutlichen Absage fortfuhr , von den Herwart eine
bestimmte Antwort zu fordern , ob sie den neuen Kauf anzimehmen
gedächten oder nicht , da geschah etwas Unerwartetes . Die Firma
Herwart erklärte , daß sie nicht nur den Neuabschluß ablehne,
sondern auch durchaus damit einverstanden sei, wenn der Kaiser
den Kontrakt mit einer anderen Firma abschlösse. Um diesen
anderweitigen Abschluß zu erleichtern , erboten sich die Gebrüder
Herwart , ihre Rechte am Idrianer Monopol in die Verfügungs¬
gewalt des Kaisers zurückzugeben . Das heißt , die Augsburger
Handelsherren erklärten sich bereit , alles Quecksilber, das sie schon
in Händen oder noch auf Grund ihres Kontraktes zu fordern hätten,
dem Kaiser zu zedieren . Unter folgenden Bedingungen : Für Queck¬
silber, das in den Faktoreien der Herwart zu Antwerpen , Lyon,
Venedig oder sonstwo lagerte , sollte der Kaiser pro Wiener Zentner
100 fl. zahlen . Für die 2000 Zentner Quecksilber, die den Augs¬
burger Kaufleuten noch von den Gewerken zu liefern waren , solle
der Kaiser den Herwart zu Idria pro Wiener Zentner 77 *4 fl. rh.
geben. Das war der Preis , den auch die Herwart dem Kaiser zu
zahlen sich verpflichtet hatten . Ferner sollten die gegenseitigen
sonstigen Geldverbindlichkeiten der Herwart und Gewerken einer¬
seits und der Herwart und des Kaisers andererseits endgültig ge¬
regelt werden . Auf der einen oder der anderen Seite sich ergebende
Fünttes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandelusw. 337
Schulden waren sofort zu tilgen . Endlich verzichteten die Herwart
zugunsten des Kaisers auf die Verpflichtung , die die Gewerken in
dem Kontrakt von 1562 übernommen hatten , ihnen nach Ablauf
des laufenden Vertrags noch für 20 000 fl. Quecksilber zum alten
Preise 1 zu liefern.
Ilsung war erstaunt , daß die Herwart so leichten Herzens auf
ihr Monopol verzichteten . Er war aber klug genug , den Verzicht
der Herwart nicht sofort anzunehmen . Er müsse, so bedeutete er
die Firma zunächst die Einwilligung des Kaisers einholen . In
Wahrheit zweifelte Ilsung nicht daran , diese zu erhalten . Vielmehr
wollte er erst noch mit einer anderen Augsburger Firma , mit der .er
bereits seit einiger Zeit über den neuen Quecksilberkontrakt unter¬
handelte , zum endgültigen Abschluß kommen , ehe er die Herwart
von ihrer kontraktlichen Verpflichtung entband.
Die Firma , mit der Ilsung seit einiger Zeit wegen Übernahme
eines neuen Quecksilberkaufs in Unterhandlung stand , war die des
Melchior Manlich. Melchior Manlich hatte sich Ilsung gegenüber
bereit erklärt , in einem neuen Kontrakt 100 fl. rh . für den Zentner
Quecksilber zu zahlen unter der Bedingung , daß die Herwart ver¬
hindert werden könnten , ihm Konkurrenz zu machen . Ilsung war
bereits am 23. Februar 1564 zu einem provisorischen Abschluß mit
Melchior Manlich & Co. gelangt . Darin war — das Zurücktreten
der Herwart vorausgesetzt — folgendes verabredet worden . Melchior
Manlich übernimmt in den nächsten fünf Jahren 5000 Zentner
Quecksilber und Zinnober von den Gewerken zum Preise von
100 fl. rh . Davon sind 28 fl. rh . resp . 32 fl. rh . (für Zinnober ), in
Summa (unter Abzug der regalis tischen Gefälle) für 5000 Zentner
110 250 rheinische Gulden den Gewerken zu zahlen , die übrigen
389 750 fl. fallen dem Kaiser für Fron , Wechsel, „Verehrung und
all ander Gerechtigkeit “ zu. Die letztgenannte Summe ist an die
kaiserliche Kammer in 6 Terminen zu Augsburg zu entrichten.
Die Gewerken erhalten ihr Geld pro rata der Quecksilberlieferung
zu Villach in dort gangbarem Gelde ausgezahlt . Die Manlich sind
gehalten , mit der Abnahme des fertiggesteilten Quecksilberproduktes
nicht zu säumen , wie auch umgekehrt die Gewerken dafür zu sorgen
1 Quecksilber pro Wiener Zentner für 24 fl. rh. und Zinnober
für 28 fl. rh.
Strieder
, Studien z. Gesch . kupitiüist . Organisafcionaformen .
22
12
338
Drittes Buch : Monopole , Kartelle und Aktiengesellschaften im Mittelalter.
haben , daß genügend Quecksilber und bei rechtzeitiger Bestellung
auch Zinnober fertiggestellt wird.
Bis zur völligen Lieferung der 5000 Zentner dürfen weder die
Gewerken noch der Kaiser jemand anderem als unserer Firma
Quecksilber „verkaufen , verschreiben oder sonstwie vergeben “ .
Auch die Durchfuhr fremden Quecksilbers durch seine Länder will
der Kaiser nicht gestatten . Ebenso macht sich Ferdinand an¬
heischig, soweit es in seiner Macht liegt , dafür zu sorgen , daß das
Quecksilbermonopol der Gesellschaft des Melchior Manlich ein
wirkliches Monopol wenigstens für Mittel - und Osteuropa bleibt.
Solange der Kontrakt währt , will der Kaiser kein anderes Queck¬
silberbergwerk in seinen Ländern dulden , noch aufkommen lassen 3.
Bezüglich der Lieferung im einzelnen , der Verzollung , des Ge¬
wichtes , der Verpackung , soll cs gehalten werden , wie das alles in
dem Vertrag mit den Herwart festgelegt worden war . Auch die
Vorbehalte , die dort für Kriegsfälle vorgesehen sind , sollen in dem
Kauf der Manlich-Gesellschaft platzgreifen . Bemerkenswert art
dem Entwurf ist die Tatsache , daß sich der Kaiser nicht auf fünf
Jahre band , sondern nur für die Zeit, deren man zur Lieferung
der 5000 Zentner Quecksilber bedurfte . Ausdrücklich heißt es;
„Und so bald obgemeltc 5000 Centner oder nach en dt dabei
gelifert worden , alsdann soll diser kauf (die 5 vorbebaltn«
j a r sein verstrichen
oder n i t) ain volligs endt haben V
So lebhaft hatte Melchior Manlich gewünscht , das Österreich!
sehe Quecksilbermonopol in die Hände zu bekommen , daß Ilsung
zeitweise hoffen konnte , für den Zentner von ihm 100 Taler zu
erhalten , statt 100 rheinische Gulden . Um so mehr war der kaiser¬
liche Finanzagent erstaunt und entrüstet , als ihm plötzlich Melchior
Manlich eröfi'nete , es sei ihm unmöglich , das Quecksilbermonopol
zu übernehmen . Wie war der plötzliche Umschwung in der Unter 1 Iti dem Kontraktentwurf (F. A. Wien. Inneröstcrr . Queck¬
silber 23) heißt es mit einer Spitze namentlich gegen den böhmischen
Quecksilberbergbau : „ Desgleichen soll auch sein kais. Mt. gcmelL»
5 jar oder so lang diser kauf werdt , in der chron Behaim und ander
seiner rönt. kais. Mt. Königreichen und erblanden khain ander frembdt
queclchsilherperckhwerch noch die jetzigen erheben lassen, noch ge¬
dulden in khainen weeg.“
2 An einer anderen Stelle heißt es nochmals : „Dergleichen soll
auch sein röm. kais. Mt. gemelte 5 jar oder so lang diser
kauf werdt d [ . h. währt ] . . .
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandel usw. 339
nehmungslust des Augsburger Kapitalisten entstanden ? Einmal
spielen bei der Absage der Manlich —- wie auch bei der oben ge¬
schilderten Geschäftsunlust der Herwart -— allgemeine Gründe eine
hervorragende Rolle. Infolge der Zahlungseinstellungen der spani¬
schen , der französischen und der portugiesischen Krone war eine
ernste Krisis im süddeutschen Wirtschaftsleben eingetreten . Von
1561 an hatten besonders in Augsburg eine Anzahl einst bedeutender
Firmen rasch hintereinander den Bankrott anmelden müssen l. In¬
direkt wurde davon auch Melchior Manlich-schwer getroffen . Auch
sein Vetter Cristoff Manlich hatte in jenen für Augsburg so schweren
Jahren „Pancarotta gespilt “ und nicht allein die Firma Manlichs
Erben , sondern auch die Handelsgesellschaft Melchior Manlich & Co.
bedeutend in ihrem Kredit erschüttert 2. Melchior Manlich hatte
alle Hände voll zu tun , um seine Waren zu Geld zu machen , damit
er das Geld, das ihm täglich gekündigt wurde , auszahlen und „Treu
und Glauben “ halten , konnte . Innerhalb acht Tagen hatte er so
nicht weniger als 80 000 fl., auszahlen müssen und noch immer ließ
der Sturm auf seine Kassen nicht nach . „Weder Vater noch Sohn
noch Bruder und Vettern trauten einander in jener schlimmen
Zeit , noch wollten sie miteinander Geduld haben, “ so berichtete
listing an den Kaiser nach Wien . Und die ganze miserable Stim¬
mung der damaligen Augsburger Großhandels weit faßt der Fiuanzagent in die folgenden charakteristischen Worte zusammen : „ In
Summa da ist kein Geld und wollt ich auch 20 % Interesse zahlen,
sondern nur Verzweiflung, daß man bei dem jetzigen Geschrei und
Aufkündigung des Gelds von Treu und Glauben kommen würde “ .
Es nutzte lisung nichts , wenn er Melchior Manlich Vorhal¬
tungen machte , daß er sich aus einem fast schon abgeschlossenen
Geschäft zurückzöge ; es half auch nichts , daß er dem Handels¬
herrn im Preise entgegenkam . Melchior Manlich konnte und wollte
sich nicht in ein neues und so zweifelhaftes Engagement wagen,
bevor nicht die Krisis auf dem Geldmärkte zu Ende war.
War die Baisse im süddeutschen Handelslebeu ein allgemeiner
Grund für die Manlich, wie für die Herwart , sich der Übernahme
1 R. Ehrenberg
, Zeitalter der Fugger , I. Bd . S. 77.
2 Das folgende nach den Berichten Ilsungs an den Kaiserhof
aus dem Sommer 1564 . Wien . F . A . Innerösterr . Quecksilber 23.
Interessantes Material zu diesem Bankrott des Manlich in Innsbruck,
k . k . Statthalterei -Archiv Abt . Ferdinandeum : Stritt . Part . M.
•22 *
1
340
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften ini Mittelalter.
eines neuen riskanten Idrianer Quecksilberhandelsmonopols zu ver¬
sagen, so kam noch ein spezieller Grund für diese Absage hinzu.
Es wird sich leider bei der klugen Art , wie Geschäftsleute ihre
Geheimnisse zu wahren wissen, niemals mit voller Sicherheit mehr
feststellen lassen , auf welchen indirekten Wegen das Idrianer
Quecksilber in die Bergwerke der spanischen Kolonien gelangte.
Aus Erkundigungen , die Ilsung einzog, läßt sich darüber nur etwa
das folgende feststellen , wobei freilich zu beachten ist , daß sich
Ilsung offenbar selbst nicht recht klar über diese Dinge war . Auf
keinen Fall exportierten die Herwart das Quecksilber selbst in die
spanischen Kolonien . Dagegen werden einzelne spanische Kauf¬
leute , die von den Herwart Quecksilber in Antwerpen kauften,
das Metall nach Neuspanien geschmuggelt haben J. Vielleicht be¬
teiligten sich an diesem Quecksilberschmuggel auch Portugiesen
und Franzosen , „ die eine besondere Anfahrt in Brasilien haben “ 2.
Auch die spanischen Kaufleute , die dem König das Almadencr
Quecksilberprodukt abkauften , müssen sich direkt oder indirekt
idrianisches Quecksilber zu verschaffen gewußt und als Almadencr
in die Kolonien exportiert haben . Sie kauften das österreichische
Produkt von den Herwart natürlich erheblich billiger als das
spanische vom König . Demgemäß war ihr Profit bei der Ausfuhr
von Idrianer Quecksilber sehr bedeutend.
Mit spanischen Kaufleuten , die Idrianer Quecksilber auf die
eine oder die andere Art in die amerikanischen Kolonien zu schmug¬
geln gedachten , hatte nun Melchior Manlich offenbar vorbereitende
1 Die spanische Krone hatte das Recht des Exportes von Queck¬
silber in die Kolonien für sich und die von ihr beauftragten Kauf¬
leute Vorbehalten. Siehe oben.
2 Die ganze etwas unklare Stelle in dem Bericht Ilsungs vom
19. Oktober 1561 (F. A. Wien. Innerösterr. Quecksilber 22) lautet:
„Mich will aber, allcrgencdigisterkaiser, gentzlich bedünckhen, dass
die Herwart haimlichc leuth haben, die inen das queckhsilber in
Niderland abnemen und cs hievor unangeseclien des bcscliechnen
Verbots und anjetz unangeacht des Zolls in Spanien dannocht unangezaigt fur und in Indien gebracht haben. Ob si aber nun solches
durch die Portugaleser oder aber die Frantzosen, so ain soliderer
anfart in Presill [= Brasilien] haben zuwegen bringen oder aber
andere kaufleuth, so die queckhsilber von den Herwarten kaufen,
solche rennckli oder contrabanda brauchen, das khan ich bis anher,
weil es die Herwart gar in gehaim halten, nit erfaren.“
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandcl «sw. 341
Quecksilberkaufsverhandlungen in Antwerpen gepflogen, als er sich
Ilsung gegenüber zur Annahme eines idrianischen Quecksilber¬
handelsmonopols bereit erklärte . Ilsung hält in seinen Berichten
an den Kaiserhof dafür , daß die Spanier aus irgendeinem Grunde
in dem Schmuggel behindert wurden und daraufhin Manlich ab¬
sagten . Vielleicht boten die spanischen Zollbehörden eine erhöhte
Wachsamkeit auf , seit Almaden genügend Quecksilber liefern
konnte.
*
*
*
Nach der Absage der Manlich hat Ilsung bei verschiedenen
Augsburger Großkaufleuten noch das Idrianer Quecksilberhandels¬
monopol unterzubringen versucht . Vergeblich ! An der Handels¬
krisis jener Zeit scheiterte jedes Bemühen . Die sechziger Jahre
des 16. Jahrhunderts waren keine Zeit , in der sich die Augsburger
Handelsherren auf große riskante Unternehmungen einlassen konn¬
ten . So mußte Ilsung denn den Herwart ankündigen , daß er sie
vorläufig nicht aus ihrem Kontrakt entlassen könne . Den Kaiser
aber mußte er auf andere Geldquellen hinweisen und auf eine
andere Art , das Idrianer Quecksilber mit Vorteil für die Krone
abzusetzen . In letzterer Beziehung dachte Ilsung zunächst an die
Fugger . Der kaiserliche Finanzagent ging dabei von der sicherlich
richtigen Annahme aus , daß die Übernahme eines Idrianer Queck¬
silberhandelsmonopols niemandem nutzbringender sein könne , als
der Firma Fugger . „Dann die Fugger vielleicht die subtilen Wege
finden möchten , das idrianische Quecksilber mit oder ohne Licenz
nach Spanien zu bringen , es dort unter ihr spanisches zu mischen
und alsdann eins mit dem andern zu vertreiben .“
Georg Ilsung hat im Herbst 1564 Markus Fugger , dem da¬
maligen Führer der Firma , entsprechende Vorschläge unterbreitet l.
Aber auch hier erfuhr der kaiserliche Finanzagent eine Absage.
Selbst die Fugger hatten unter der süddeutschen Handelskrisis
jener Jahre zuviel zu leiden , um sich auf weitgreifende Projekte
einzulassen . Persönlich hatten sie überdies gerade im Herbst 1564
mit den Schulden des leichtsinnigen Hans Jakob Fugger genug zu
schaffen , um ihren Kredit voll aufrecht zu erhalten.
1 Bericht Ilsungs vom 11. September 1564. F. A. Wien. Innerösterr . Quecksilber 23.
342 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Nac'n diesem vergeblichen Versuch bei den Fuggern ein neues
idrianisches Quecksilberhaudelsmonopoi unterzubringen, blieb Ilsung
nichts anderes übrig, als dem Kaiser ein ruhiges Abwarten zu emp¬
fehlen, bis sich die süddeutsche Handelswelt etwas beruhigt und
neuen Mut zu großzügigen Unternehmungen gefunden hätte . Um
nichts unversucht zu lassen, wurde aber auf Ilsungs Rat der kaiser¬
liche Gesandte von Dietrichstein angewiesen,mit den spanischen
Kaufleuten, die dem König von Spanien das Älmadener Queck¬
silber abkauften und nach Amerika führten, in Verbindung zu
treten ]. Vielleicht, daß sie sich verpflichteten, jährlich „eine
anzahl der idrianischen quecksilber anznnehmen und ihrer gelegenheit nach auszuführen“. Ein etwaiges Bedenken, ob man durch
eine solche Verbindung nicht dem König von Spanien schade,
wies Ilsung mit dem — in seiner Naivität natürlich nicht ernst
gemeinten—- Ausspruch zurück: Da die spanische Krone alljährlich
alles Älmadener Quecksilber verschleiße, so habe sie „nit ursaeh
einem anderen zu wehren“, der neben ihr „ Indien der noldurft
nach mit quecksilber versehe“.
Inzwischen erwuchs Ilsung die schwierigere Aufgabe, die
Idrianer Gewerken zu beruhigen, die auf schnellere Abnahme
ihres fertigen Quecksilbers durch die Herwart drängten. In Idria
lag 1564 ein bedeutendes Quantum Quecksilber vorrätig. Je
schneller die Herwart abnahmen, um so schneller war ihr Kontrakt
zu Ende und um so eher konnte der neue, zu höheren Preisen mit
Ilsung verabredete, beginnen. Den Gewerken lag aber noch aus
einem anderen Grunde am flotten Absatz. Nur bei schnellem
und genügendem Verkauf konnten sie den „Verlag“ von jährlich
zirka 12 000 fl. ohne Mühe aufbringen. Von seiten der Herwart
gesehen, sah das Bild nun freilich anders aus. Der Zwang für sie,
sofort bedeutende Mengen Quecksilber abzunehmen und auf den
Markt zu bringen, hätte ohne Zweifel einen sofortigen Preissturz
des Artikels auf dem Weltmärkte Antwerpen bedeutet. Ilsung
schlug vor, um den Gewerken Verlagsgelder zu beschaffen, die
Herwart sollten den Gewerken ein Darlehen gewähren, das aus
dem künftigen Kontrakt gedeckt werden könne. Würden die
Herwart aber den nächsten Kontrakt nicht übernehmen, so sollten
1 29 . September 1564 . Kaiser Max . II . an Dietrichstein . F . A.
Wien . Innerösterr . Quecksilber 23.
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Querksilbcrluindel usw. 343
die Kaufleute, die ihn übernahmen, gehalten sein, die Schuld¬
summe den Herwart sofort in bar auszuzahlen.
Die Herwart ließen sich freilich weder auf ein solches Darlehn
ein, noch machten sie Ilsung Hoffnung, daß sie den nächsten Kon¬
trakt übernehmen würden. Die Firma verfolgte vielmehr eine
Politik des Hinhaltens. Sie berief sich dabei auf einen Paragraphen
des Vertrags von 1544, laut dem erst acht Monate vor Ablauf des
alten Kaufs über einen neuen verhandelt werden dürfe.
Ich weiß nicht, ob von Dietrichstein wirklich Verhandlungen
der ebengenannten Art mit spanischen Kaufleuten eingeleitet liât.
Die wären dann bald dadurch unterbrochen worden, daß Ilsung
den älteren Gedanken wieder aufnahm, das Idrianer Quecksilber
ganz oder doch zum größten Teil an die spanische Krone selbst
zu liefern. Es ist ein Beweis für das Vertrauen, das Georg Ilsung
beim Kaiser genoß, wenn Ferdinand sich beeilte, die spanischen
Pläne seines Rates ganz und gar in dessen Sinne und nach dessen
Anweisungen zu verwirklichen. Man ging dabei österreichischcrseits mit guten Hoffnungen an die Krone Spanien heran, hatte
doch noch kurz vorher (Februar und Anfang März 1564) Martin
Guzmann aus Barcelona berichtet, daß die Fugger so gut Avie
keinen Vorrat mehr an Quecksilber hätten , daß sie im Jahre 1563
nur zirka 800 Quintal Quecksilber in Almaden erbaut und kaum
über jährlich 1500 Zentner erbauen könnten, während der ameri¬
kanische Bedarf jährlich 3000 Zentner übersteige. Guzmann ver¬
ließ um jene Zeit Spanien; an seiner Stelle war von Dietrichstein
berufen, die spanische Krone zu einer kontraktlichen Abnahme
idriauischen Quecksilbers zu bewegen. An ihn richtete der Kaiser
Mitte 1564 eine genaue, von Ilsung entworfene Instruktion. Dietrich¬
stein solle, heißt es darin, König Philipp erklären, daß Spanien
am meisten Interesse an dem Abschluß eines idrianischen Queck¬
silberlieferungsvertrageshabe, wie ja auch der spanische König vor
zwei Jahren „derohalben bei der kaiserlichen Mt. umb handlung
ansuechen lassen“. Philipp dürfe und könne nicht verkennen,
daß Almaden nicht imstande sei, genügend Quecksilber für Spanien
und besonders für Spaniens amerikanische Kolonien zu liefern.
Bisher hätten die Fugger nie mehr als 800—1000 Quintal in Al-
344 Drittes Bucli: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
maden gewonnen , im laufenden Jahre (1564) würde die Produktion
vielleicht auf 1200 Quintal höchstens steigen . Mehr aber als
1400 Quintal könne Almaden nicht liefern . Demgegenüber betrage
der Bedarf der amerikanischen Kolonien Spaniens , Spaniens selbst
und Portugals an Quecksilber und Sublimat 1jährlich 3000 Quintal.
Wenn jetzt die neu aufgefundenen Inseln erobert würden , werde
die amerikanische Nachfrage sich noch um ein bedeutendes stei¬
gern 2.
Auf Grund der genannten Tatsachen bekam von Dietrich stein
die Weisung , dem König von Spanien vorzuschlagen , er möge sich
mit Ferdinand über die jährliche Abnahme einer bestimmten Menge
idrianischen Quecksilbers einigen . Die spanische Krone könne dann
dieses idrianische Produkt in Sevilla an diejenigen spanischen , nach
Amerika exportierenden Kaufleute absetzen , an die sie auch das
Almadener Produkt verkaufe . Auf diese Weise behalte der König
von Spanien „ den Gewinn selbst , anstatt daß andere Leute mit
oder ohne Licenz das Quecksilber heimlich nach Amerika brächten
und den Profit einsteckten “. Ferdinand machte sich anheischig,
während der nächsten drei bis vier Jahre alljährlich 800—1000
Zentner Quecksilber Wiener Gewicht, eventuell auch mèhr, loco
Antwerpen für 105 fl. rh . oder loco Sevilla für 80 Dukaten zu
liefern . Es würde nicht schwer fallen, gute , vermögende Kauf¬
leute zu finden , die das Quecksilber in Idria annähmen und gegen
eine entsprechende Frachtvergütung auf ihre Gefahr nach Ant¬
werpen bzw. Sevilla brächten . Der Verdienst des Königs von
Spanien würde sich, selbst wenn er nur 110 Dukaten für den Quintal
in Sevilla erhalte , an 3000 Quintal auf zirka 150 000 Dukaten
belaufen.
Könne sich der König von Spanien nicht zu einem festen
Abnahmekontrakt entschließen , so wurde von Dietrichstein an¬
gewiesen, darauf hinzuarbeiten , daß Ferdinand wenigstens für die
1 Aus dem Quecksilber werde Mercurium sublimatum gemacht
und nach Indien zur Scheidung des Silbers von Gold geführt , „bei
welchem vil ain grössrer nutz als mit dem quecksilber ist “. Martin
de Guzmann an den Kaiser . Barcelona, 22. Februar 1564. In F. A.
Wien. Inncröstcrr . Quecksilber 23.
2 Über das Phantom der Gold- und Silberinseln, das gerade in
jenen Jahren wieder lebhaft die Gemüter bewegte, vgl. Sophus
Rüge, Geschichte des Zeitalters der Entdeckungen . Berlin 1881,
S. 207 ff., bes. 211.
1
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberhandel usw. 345
nächsten fünf Jahre die Licenz einer Einfuhr von 4—5000 Quintal
gegen Zollgebühr (24 Dukaten pro Quintal , aber womöglich weniger)
erhielte. Etwaige Bedenken Philipps II ., daß „unter dem Scheine“
des spanischen Abnalimekontraktes oder der kaiserlichen Licenz
mehr idrianisches Quecksilber als verabredet , nach Spanien im¬
portiert und so der Preis gedrückt würde riet Ilsung durch die
Zusicherung folgender Maßnahmen zu zerstreuen . Der Kaiser wolle
die feste Zusicherung abgeben, daß über die. verabredete Menge
hinaus nicht ein Pfund idrianischen Quecksilbers nach Spanien
eingeführt werde. Für die übrige, nicht an Spanien abgegebene
idrianische Quecksilberproduktion schlug Ilsung ein Preiskartell
zwischen der Krone Spanien und dem Kaiser vor. Der Kaiser
solle sein Testierendes Quecksilber nicht wohlfeiler verkaufen als
der König von Spanien das Almadener an die spanischen, nach
den Kolonien exportierenden Kaufleute lieferte. So würde das
spanische und das idrianische Quecksilber „ ain weg wie den andern
in iren würden erhalten , beide nebenainander vertriben , die betrüglichen handelsleute ausgeschlossen werden und der ansechlich nutz
aus diser handlung obgedachten beiden potentaten selbst bleiben“.
Von Dietrichstein war gehalten , mit der größten Vorsicht bei
seinem Auftrag zu Werke zu gehen, damit der spanische Faktor
der Fugger, Cristoff Hörmann , keinen Wind davon bekäme, und
den König von Spanien gegen das Projekt einnähme. Auch die
spanischen Kaufleute , die bisher Einfuhrlicenzen nach Spanien auf
auswärtiges Quecksilber erhalten hätten , durften natürlich aus
leicht ersichtlichen Gründen nichts von dem Vorschlag des Kaisers
wissen.
Die Verhaltungsmaßregeln , die Ilsung für den spanischen Bot¬
schafter des Kaisers ausgearbeitet hatte , gelangten am 11. Juli in
die Hände des Herrn von Dietrichstein . Bald darauf schon hatte
der kaiserliche Beauftragte Gelegenheit, seine Sache Philipp II.
vorzutragen . Zunächst bat sich der König Überlegungszeit aus 2.
Bald aber ließ er dem kaiserlichen Orator durch Francisco Erasso
folgenden Bescheid geben : von Dietrichstein möge dem Kaiser
1 Was natürlich einen Rückgang der Einnahmen der spanischen
Krone bedeutete , die das Quecksilber an die nach Amerika expor¬
tierenden Kaufleute sehr teuer verkaufte.
2 Das folgende nach dem Bericht von Dietrichsteins vom 29. Juli
1564 . F . A . Wien . Innerösterr. Quecksilber 23.
346 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
Philipps Dank für seinen Vorschlag melden. Der König von
Spanien wisse wohl, daß er sich im Jahre 1561 um einen festen
Lieferungskontrakt idrianischen Quecksilbers bemüht habe. Da¬
mals sei Almadert „noch nit in Schwung“ gewesen. Jetzt seien
die dortigen Quecksilbergrubengenügend leistungsfällig. Das um
so mehr, als der amerikanische Bedarf nachzulassen beginne. Wohl
sei noch im vorigen Jahre in Neuspanien Mangel an Quecksilber
gewesen, wirklich habe man dort im vergangenen Jahre bis zu
300 Dukaten für den Zentner gezahlt, aber die Zeiten seien vorbei.
Der Vizekönig habe mitgeteilt, daß der Bedarf an Quecksilber
falle. Man wisse jetzt in Neuspanien besser mit dem wertvollen
Produkt umzugehen als früher. Von Dietrichstein hat sich nicht
mit der Antwort Francisco Erassos begnügt, er hat sich dann eine
direkte Ablehnung der kaiserlichen Vorschläge von Philipp II.
selbst geholt.
So waren die deutschen Habsburger — von ihren spanischen
Vettern im Stich gelassen — wiederum darauf angewiesen, das
Idrianer Quecksilberhandelsmonopoleiner deutschen Käpitalistenfamilie zu übergeben. Die Herwart kamen nicht mehr in Frage,
sie weigerten sich aufs neue, ihr Geld in das schlechte und gewagte
Unternehmen zu stecken. So schlecht freilich, wie sie es hinstellten,
muß aber das Quecksilbergeschäftauch 1565 noch nicht gewesen
sein, sonst würde man es nur schwer verstehen, daß die Firma von
ihrem Recht, nach Abnahme der kontraktlichen 4000 Zentner noch
für 20000 fl. zum alten Preise fordern zu können, Gebrauch machte.
Nach langem Suchen hat endlich llsung für Erzherzog Karl 1
mit der Firma David Haug, Hans Langenauer und Mitverwandte
am 8. Oktober 1566 einen neuen Kontrakt abgeschlossen. Die
bekannte Augsburger Firma 2 übernahm den Vertrag, den seiner¬
zeit (Villach, 29. März 1564) llsung mit den Gewerken abgeschlossen
hatte 3, d. h. sie verpflichtete sich, vom 8. Oktober 1566 bis zum
1 Dieser hatte nach Ferdinand, seines Vaters, Tod in der brüder¬
lichen Teilung den Vertrag übernommen.
2 Näheres über die Firma besonders bei R. Ehrenberg,
Das Zeitalter der Fugger, I. Bd. S. 227 ff., ferner hei J. Hartung,
Aus dem Geheimbuche eines deutschen Handelshauses im 16. Jahr¬
hundert. Zeitschr. f. Sozial- und Wirtschaftsgeschichte, Bd. 6 (1898)
S. 36 ff.
3 Revers der Firma. F. A. Wien. Innerösterr. Quecksilber 23.
„Doch ausserhalb fies articklils der khonftigen kaufshandlungen . . .“
Fünftes Kapitel : Monopoleu. Kartelle Im Idrianer Quecksilberhandel usw. 347
8. Oktober 157t 5000 Wiener Zentner idrianischen Quecksilbers
und Zinnobers abzunehmen. Dafür hatte sie 350 000 fl. zu zahlen 1
und zwar den Gewerken in bestimmten Raten 122 062 fl. 30 kr.
und dein Erzherzog 227 937 fl. 30 kr. 2. Die Augsburger Handels¬
herren setzten als Pfand der rechtzeitigen und ordentlichen
Zahlung alle ihre und ihrer Erben „ligende gegenwürtige und
khunftige samer.t- und sonderliche hab und gueter wie die
namen haben und genanndt werden mögen, keine davon aus¬
genommen“.
Daß auch die Haug, Langenauer & Co. nicht leicht zur Über¬
nahme des idrianischen Quecksiiber-Großhandelsmonopols vermocht
wurden, erkennt man aus den vielfach neuen Bestimmungen, die
die Augsburger Firma zu ihrer Sicherung in den Kontrakt zu
bringen wußte. Selbstverständlich versprach der Erzherzog,
wie auch Ferdinand in den früheren Kontrakten getan hatte,
während der Kontraktszeit „khain Idrianisclies noch ander
queckhsilber oder zinober an khainem ort noch end verkhaufen,
hingeben, verschenckhen noch verfüren zu lassen, noch auch jemands andern solches zu thuen zu gestatten “. Der Erzherzog
verpflichtete sich aucli, kein Quecksilber oder Zinnober bei Strafe
der Konfiskation durch sein Land und Gebiet passieren zu lassen.
An die Amtleute sollte ein entsprechender Befehl ergehen. Endlich
sagte Erzherzog Karl der Augsburger Firma zu, in der Zeit ihres
Kontraktes Quecksilberbergwerke„in Behaim oder andern seiner
kais. Mt. königreichen und erblanden, so anjetzo vor äugen oder
khünftig aufkhomen möchten nit erheben oder in gang Idiomen
zu lassen, damit das Idrianisch queckhsilber desto hass verschlissen
werden mög“.
Karl hat seine Versprechungen gehalten; so sistierte er Ende
1566 ein Quecksilberbergwerk
, das ein Leobener Bürger und ein
Radmeister aus Vordernberg eröffnet hatten 3.
Auch die Schutzversicherung der Monopolinhaber vor einer
1 Also 70 fl. rh . in Müntz zu 15 Batzen = 60 Kr . für den Wiener
Zentner „ Quecksilber und Zinnober durchainander gérait“ .
2 Die älteren Historiker (Hurter,
Geschichte Ferdinand IL,
Hitzinger
a. a. O. S. 21) haben aus dieser Gewinnverteilung
ganz falsche Schlüsse auf die Größe des landesfürstlichen Anteils an
dem Bergwerk gezogen.
3 .7 Dezember 1566. F. A. Wien. Loc. Idria.
348
Drittes Buch : Monopole , Kartelle und Aktiengesellschaften
im Mittelalter
Belästigung durch den Reichsanwalt, den kaiserlichen Fiskal, findet
sich wie in den vorhergehenden Kontrakten . Neu dagegen ist eine
Bestimmung, die die Monopolinhaber verpflichtet, den Gold¬
schmieden in Kärnten und Krain „das queckhsilber und zinober,
sovil sie dessen (zu täglicher notturft und nit weiter) selbs brauchen
und haben muessen, in ain zimblichen press und werd zuesteher
zu lassen“.
Der Wunsch der Firma, sich vor unliebsamen Überraschungen
zu schützen, der sich in der Schutzbestimmung dem Reichsfiskal
gegenüber zeigt, ist auch aus anderen Paragraphen ihres Monopol¬
kontraktes von 1566 ersichtlich. So aus der Abmachung, der die
Augsburger Handelsgesellschaft auf ihren Wunsch hin für den Fall
von ihrem Vertrag entband, daß Krieg in jenen Gegenden tobte
oder daß aus anderen Gründen die Straßen gesperrt seien. Einen
interessanten Beitrag zu der Tatsache der allmählichen Objekti¬
vierung, der allmählichen Versachlichung der Finanzgeschäftex,
bietet die folgende Abmachung in dem Monopolkontrakte der
Haug, Langenauer & Co. vom Jahre 1566. Für den Fall, daß die
Augsburger Firma das Idrianer Quecksilber-Großhandelsmonopol
aus irgendeinem Grunde nicht mehr ausüben will, soll es ihr erlaubt
sein, den Kontrakt ganz oder teilweise
an einen oder
mehrere
Kapitalisten zu übertragen. Gefordert wird von seiten
der Gewerken und der Regierung nur, daß die betreffenden Kapi¬
talisten „ehrliche und vermögende Leute“ sind, und daß sie ganz
und gar in die kontraktlichen Verpflichtungen der Haug, Langen¬
auer & Co. eintreten 2.
1 Vgl. den Abschnitt „Die Kommerzialisierung des Wirtschafts¬
lebens“ bei W. Sombart, Die Juden und das Wirtschaftsleben, S. 60 ff.
Siehe auch schon oben.
2 Die wichtige Stelle des Kontraktes lautet wörtlich: „Es ist
auch verner lauter abgered, bedingt und versprochen worden, wo
gedachter Haug, Langenauer und mitverwaudten disen gegenwürtigen
kauf und vertrag und obbemelte queckhsilber und zinober ainer oder
mer partheien gar oder ains thails ubergeben oder zuestellen wollten
oder würden, dass si solches (doch gegen ecrlichen, verinügliclien
leuthen und disen Sachen gemäss) zu thucn gucten fueg und macht
haben sollen und wir und die gewerckhen denselben, auch iren erben
und nachkhomen allermass gleichwie inen den kaufern hiemit verpunden, verpflicht ze halten und zu laisten schuldig sein sollen und
wellen. Dagegen sollen auch der oder diseiben, denen so solcher
khauf gar oder zum thail uebergeben würde uns und gemainen ge-
Fünftes Kapitel : Monopole u. Kartelle im Idrianer Qnccksilberhandcl usw .
349
Welche Mühe Erzherzog Karl hatte , um im Jahre 1566 das
Idrianer Monopol unterzubringen , erkennt man auch — außer an
den schon genannten Konzessionen , die er den Haug , Langenauer &
Co. machen mußte — an der folgenden Verabredung . Erzherzog
Karl sowohl, wie die genannte Augsburger Firma wußten , daß die
Herwart noch einen großen Vorrat Quecksilber besaßen . Damit
nun die IIerwart nicht sofort , wenn sie von der Übernahme des
neuen Kontraktes durch die Haug , Langenauer & Co. hörten , ihre
Restbestände auf den Markt würfen und die Preise verdürben,
verabredeten der Erzherzog und die neuen Monopolkontrahenten,
ihren Kontrakt ein halbes Jahr geheim zu halten . Solange solle
das Monopol unter dem Namen des Erzherzogs gehen . Man ging
dabei von der Erwägung aus , daß es dem Erzherzog als dem an¬
geblichen Inhaber des Idrianer Quecksilber -Großhandelsmonopols
leichter fallen werde, die Herwart zur Hochhaltung des Quecksilberpreises zu bewegen. Sollte es wider Erwarten trotz alledem
unmöglich sein und sollten die Herwart über 10 oder 15 fl. unter
den Anfang 1566 üblichen Quecksilberpreis heruntergehen , so
würde den Haug , Langenauer & Co. ein entsprechender Preis¬
nachlaß im Einkauf des Quecksilbers gewährt werden.
Schließlich sagte Erzherzog Karl der Gesellschaft Haug , Lan¬
genauer & Co. das Vorkaufsrecht bei einem neuen Monopol für den
Fall zu, daß sie. dasselbe Gebot machten wie ein anderer Reflektant.
Auf keinen Fall war es dem Erzherzog und den Gewerken gestattet,
etwa mit einem neuen Kontrahenten in Verbindung zu treten , ehe
die Haug , Langenauer & Co . das Quecksilber , das ihnen vertrags¬
weise zukam , abgenommen hätten.
Es ist mir nicht möglich zu sagen , ob die Handelsgesellschaft
David Haug , Hans Langenauer und Mitverwandte an dem Gro߬
handelsmonopol mit idrianischem Quecksilber große Summen ver¬
dient hat . Jedenfalls zeigte sich die Firma nach Ablauf des ersten
Monopolkontraktes bereit , einen zweiten einzugehen . An Stelle
von Georg llsung , der in der kaiserlichen Finanzverwaltung tätig
blieb , aber in den Idrianer Akten seit dem 'Übergange des Berg¬
werks an Erzherzog Karl uns nicht mehr begegnet , schließt jetzt
werckhen alles das, so diser aufgericliter kauf und vertrag inen den
kaufern auferlegt , auch ze halten verpunden sein, doch dass si, die
kaufer und ire erben uns und gemainen gewerckhen umb bezallung
diser khaufsumma zu bcstimblen fristen guet und bezallcr seien.“
2345
350
Drittes Buch: Monopole, Kartelle und Aktiengesellschaften im Mittelalte]
Hans Khisl den Vertrag im Namen des Landesherrn1 mit den Ge
werken und übergibt dann den Vertrag — unter Zuschlag eine
tüchtigen Profits natürlich — der Augsburger Firma. Diese vei
pflichtete sich, 7500 Zentner Quecksilber resp. Zinnober im Lauf
von fünf Jahren abzunehmen. Der Kontrakt ist, soviel ich sehe
leider nicht auf uns gekommen. Seine Hauptbestimmungen dürfte
mit denen des ersten idrianischen Quecksilbermonopolvertrages de
Firma übereinstimmen.
£
*
*
Bis zum 8. April des Jahres 1574 ging das Monopolwesen ii
Idria den vorgeschriebenen und gewohnten Gang. Die Haug
Langenauer & Co. hatten bereits 5333 Zentner Quecksilber ab
genommen, als plötzlich die Zahlungen der Augsburger Groß
handelsfirma stockten.
Der Aufschwung, den das Augsburger Handelsleben nach de:
Bankrotten zu Anfang der sechziger Jahre des 16. Jahrhundert
genommen hatte , war nur von sehr kurzer Dauer gewesen. Vor
1571—1575 setzte eine neue heftige. Krisis ein, die sich in zahl
reichen Bankrotten bedeutender Handelsfirmen entlud \
Di»
Krafter, die. Manlich, Hans Georg Baumgartner * und ander»
* Augsburger Handelshäuser fallierten in jenen Jahren . Die Firm:
David Haug, Hans Langenauer & Co., seit längerer Zeit schor
auf einem ungesunden System vieler hochverzinslicher Depositer
basiert % mußte ebenfalls ihre Zahlungen einstelien. Es scheint,
als habe zu dem Ruin der Haug, Langenauer &. Co , am meisten
der Felilschlag ihrer englischen Bergwerksunternehmungen6 bei
getragen. Schon 1570 wurde in Augsburg ein Gerücht kolportiert,
„dass es mit der englischen sach nit wo! stiende“. Schon damals
wurden Depositengläubiger der Firma gewarnt 6. 1574 brach dann
1 5. Mai 1571; gültig vom 8. Oktober 1571 an.
2 Ehrenberg,
Zeitalter der Fugger, II, S. 242.
3 Ausführliche Akten über diesen Bankrott im Rsichskammergerichtsarchiv zu Wetzlar; cf. Repertorium Bd. I, Nr. 141—146 ff.
4 Ehrenberg,
Zeitalter der Fugger, I, S. 232.
5 Eh r e n b e r g a. a. O., I, S. 234 und derselbe,
Hamburg
und England im Zeitalter der Königin Elisabeth, S. 5 Anm.
fi Vgl . den Brief Hans Langenauers an Hans Loner, den Haupt¬
vertreter der Firma in England, den ich als Beitrag zur Unternehmer¬
psyche jener Zeit im Anhang abdrucke.
Fünftes Kapitel : Monopoleu. Kartelle im Idriancr Quecksilberhandel usw. 355
das Unglück unaufhaltsam über die Haug , Langenauer & Co.
herein . Vergeblich hatten die Fugger die alte , angesehene Firma
durch ein größeres Darlehn 1 zu halten versucht . Alle Bemühungen
scheiterten an dem egoistischen Bestreben der Katzbeckischen
Handelsgesellschaft , ihr Guthaben aus dem beginnenden Ruin der
Haug , Langenauer & Co. zu retten . So wenig waren „ die Katzbeckischen “ der Tatsache eingedenk , daß sie erst vor kurzem durch
eine finanzielle Hilfsaktion der Haug , Langenauer & Co . vor dem
geschäftlichen Ruin bewahrt worden waren , daß sie nicht eher
ruhten , bis David Haug , ihr eigener Schwager , von der Stadt in
Haft genommen wurde 2. Vielleicht hat nichts mehr als gerade
dieses rigorose Vorgehen der Katzbeckischen Handelsgesellschaft
dazu beigetragen , die Bemühungen der Haug und Langenauer
befreundeten Kreise aufrecht zu erhalten , die in dem Versuch
einer Sanierung der zahlungsunfähigen Firma bestanden . Wir
werden sehen , daß auch der Erzherzog sich diesen Bemühungen
anschloß.
Die Idrianer Gewerken gerieten über der Zahlungseinstellung
der Haug , Langenauer & Co. in große Verlegenheit und starke
Aufregung . Sie erwarteten , der Erzherzog werde in die Bresche
springen , da ia er und nicht die Augsburger Firma mit ihnen den
„ Quecksilberkauf “ abgeschlossen habe . Demgegenüber erklärte
Erzherzog Karl , der alte Kontrakt habe durch die Zahlungsein¬
stellung der Augsburger Kontrahenten seine Endschafi erreicht.
Er wolle aber sofort , um der Not der Gewerken ein Ende zu machen,
einen neuen .,Quecksilberkauf “ auf sechs Jahre mit ihnen schließen
und sich verbindlich machen , im Laufe dieser Zeit 6000 Zentner
1 Wofür sie sich freilich Quecksilber, das in der venctianisclien
Faktorei der Firma lagerte, zum Pfand setzen ließen. Vgl. Hans
und Marx Fugger an Erzherzog Karl. 21. Mai 1575. Original mit
eigenhändiger Unterschrift und Siegel der Fugger in F. A. Wien.
Innerösterr. Quecksilber 23. „Hierueber könnden Ew. f. dt. wir
gehorsamlich nit bergen, dass genanntem Hans Langenauer und
seinen mitverwandten zu erhaltung ires trauens und glaubens mit
darstreckung einer großen summa, sovil uns erschwinglichen und
möglichen gewest, treuherziger mainung die hand gereicht worden.“
2 Die Firma Haug, Langenauer & Co. hatte 15fi5 mit den Katzbeck und den Fugger zusammen die „Gesellschaft des Jenbacher Bergund Schmelzwerkhandels“ inne. Vgl. A. Zycha in Vierteljahrs¬
schrift für Sozial- und Wirtschaftsgeschichte5 (1907), S. 281 Anin. 4.
352
Drittes Buch : Monopole, Kartelle und Aktiengesellschaften im Mittelalter.
Quecksilber zum Preise von 24 fl. pro Zentner abzunehmen . Auch
die Schuld der Hang , Langenauer & Co. an die Gewerken (in Summa
36 492 fl. 32 kr .) wollte der Erzherzog übernehmen . Er verpflichtete
sich, die Summe im Verlauf der sechsjährigen Kontraktszeit ab¬
zubezahlen . So sehr den Gewerken dieser letztere Vorschlag gefiel,
so sehr stießen sie sich an dem niedrigen Preis von 24 fl. pro Zentner
Quecksilber . Sie forderten 28 fl. (resp . 32 fl. für Zinnober ), gingen
aber später doch auf 24 fl. (resp . 28 für Zinnober ) herunter 1.
Die Verstaatlichung des Idrianer Quecksilberbergwerks machte
dem Feilschen ein Ende . Khisl , auf dessen Rat diese Neuregelung
durchgeführt wurde , hatte schon länger daran gedacht , die Idrianer
Quecksilbergruben in die absolute Verfügungsgewalt der Regierung
zu bringen . Er hatte schon 1572 begonnen , im geheimen idrianische Kuxe aufzukaufen , da er aber nicht mehr als neun in seinen
Besitz hatte bringen können , war er vorläufig von dem Plane ab¬
gegangen und hatte die Kuxe wieder verkauft . Jetzt trat Khisl
an die „ Gewaltträger “, die Vertreter der Idrianer Gewerken mit
seinem Vorschläge einer Verstaatlichung heran . Der Zeitpunkt
war gut gewählt . Die augenblicklich ungünstige Konjunktur auf
dem Quecksilbermarkte , die Schwierigkeit , an Stelle der Haug,
Langenauer & Co. einen anderen Kapitalisten für das Monopol
zu gewinnen und anderes nahm die Führer der Idrianer Gewerken
durchaus für den Plan einer Verstaatlichung ein. Nur baten sie
Khisl , bevor sie sich definitiv entschieden , mit ihren „Prinzipalen “,
d. h . ihren Gewerkschaftsgenossen , Rücksprache halten zu dürfen.
Die 144 Kuxe des Idrianer Quecksilberbergwerks waren damals
wie folgt verteilt:
Wolf Englprecht von Auerspergs Erben . . . . 9
3/4 Kuxe
Jobst Joseph Freiherr vom Thum ......
5 2/3 , ,
Hans Georg von Lambergs Erben . . . . . 6 1/2, J/42, 1/240 „
Hans Joseph Freiherr zu Eelch ........
2, 1/252
, ,
Franz Joseph Freiherr zu Eelch Erben . . . . 2
, 1/252 „
Seyfridt Naspens sei. Erben .........
2 3/i, 1/ 12 „
Leonhardt von Sigessdorff sei. Erben .....
2 „
Franz Freiherr vom Thurn .........
2/o> l/4, 1/6 „
Urban Ainlehurn . .
Georg Haller . . . .
Marco Stettners Erben
1 Alles nach dem Bericht Khisls vom 27 . Februar 1575.
Fünftes Kapitel : Monopole u. Kartelle ira Idrianer Quecksilberhandel usw .
Leonhardt Khreen...........
Frau Katharina vom Thum.......
Frau Anna Paradeisserin........
Michl Wolfperger und Frau Anna Saifnerin
Frau Margaretha Neisserin sei. Erben
. .
Frau Cristina Wärlin sei. Erben.....
N . Galln zu S. Georgenperg.......
Georg von Obritschan sei. Erben.....
Frau Katharina
Gallin.........
Frau Khirfelda Wittib
.........
Mattheus Eelchen............
Cristoff Pfluegl.............
Die Herwardten
............
Carl Villinger..............
Cristoff von Lamberg..........
Sigmund von Lamberg.........
Ulrich von Lamberg..........
Marx Theen sei . Erben.........
Abel Prasch..............
Hans Waiblinger............
Christoff Khronegger..........
Dr . Leonhard Jung...........
Frau Katharina Hochstetterin
Erben . . .
Frau Barbara Neumanin sei . Erben
. .
Ein ersame Landtsehaft in Kärndten . . .
Sigmundt von Dietrichstain.......
Andre Eberhardt Stäuber........
Alexander Stäuber sei . Erben......
Andre Mägerls sei. Erben........
Bernhardt und Wilhalmb Leininger . . . .
Jeronimus Khierchpuechers
Erben . . . .
Ludwig Alten und Bruders Söhn.....
353
19/2o Kuxe
1 99
1 99
V2> Vll2 99
V2> Vs 99
V., Va 99
1 Vs. V« 99
1/3 > V 48
99
1/a>
V 48
99
Va, V«
99
/ 22 4
99
16 V240
12
5 V2, V.
2 V4, Viü
2 Va, V15
99
99
99
99
99
V2> Vl5
99
1 Va, Vae
99
V,
99
V 22 4
99
1, V144 99
3 V2, V. 99
3 Va 99
/l68 ,
/ 252
2 Va
5 V2, Ve
3 V2, Vis
3 V«, Vis
V.
99
99
99
99
99
xu
Vs
1 !. . .
Summa
144 Kuxe
Nach einer Schätzung der Führer der Gewerkschaft betrug der
Gesamtwert der 144 Kuxe 200 000 fl. Khisl hoffte , „davon möchte
ihnen leichtlich noch etwas abgebrochen werden “. Aber selbst
wenn der Erzherzog den Kuxinhabern 200 000 fl. zahlen mußte,
war er nicht übervorteilt . Khisl berechnete , daß aus dem augen¬
blicklich vorhandenen Erzvorrat mit einem Kostenaufwand von
zirka 25 000 fl. leicht 14 000 Zentner Quecksilber gewonnen werden
könnten . Setzte man den Zentner — nach Abzug von Fron und
Wechsel — zu 19 fl. an , so ergab das schon 266 000 fl. Eine größere
Schwierigkeit bestand nur in der Frage , woher sollte der Erzherzog
Strieder
, Studien z. Gesuh , kupitalist . OrganiaationBtormen
.
23
354 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter,
in Zukunft das Geld für den Verlag des Bergwerks nehmen. Auch
hier wußte Khisl Rat . Nach seiner Meinung würde der Erzherzog
ebensowenig eines eigenen Verlags zur Unterhaltung des Bergwerks
bedürfen wie die bisherigen Gewerken. Die hätten seit 1524 keinen
Pfennig aus ihrem eigenen Säckel darein verwendet, sondern allzeit
die Idrianer Quecksilbergruben aus den getroffenen Monopol¬
kontrakten verlegt und unterhalten.
Auf die Berechnungen und Vertröstungen Hans Khisls hin
schloß der Erzherzog am 21. April 1575 den Handel mit den Idrianer
Gewerken ab. Die letzteren überließen ihm für 170 000 fl. mit
ihren Kuxen ihre sämtlichen Besitzrechte auf das Idrianer Bergwerk
samt Vorräten usw. Die erste wichtige Aufgabe bestand nun für
die erzherzogliche Regierung darin, einen Kapitalisten zu finden,
der unter den veränderten Umständen das Monopol des Gro߬
handels mit dem Idrianer Quecksilber übernahm. Khisl schlug
vor, das Monopol wieder der Firma Haug, Langenauer & Co. zu
übertragen. Wahrscheinlich bestimmte ihn dabei — außer Nütz¬
lichkeitsgründen, auf die wir gleich zu sprechen kommen werden —
auch ein Gefühl des Mitleids für die in Zahlungsschwierigkeiten
geratene Augsburger Firma, besonders für Hans Langenauer. Der
letztere muß — wenn man nach einigen uns von ihm erhaltenen
Briefen urteilen darf — ein Ehrenmann gewesen sein, der unver¬
schuldet in seine mißlichen Geschäftsverhältnissegeriet. Auch die
Habsburger waren nicht ohne Schuld dabei. So konnte Khisl
sich nicht verhehlen, daß die Augsburger Firma den zweiten idrianischen Quecksilbermonopolkontrakt viel zu teuer übernommen
hatte . Und auch das lag auf der Hand, daß der niederländische
Krieg und die Eröffnung von Quecksilbergruben in Siebenbürgen1
einen schweren Schlag für Haug, Langenauer & Co. bedeutete.
Dagegen muß es als eine Übertreibung bezeichnet werden, wenn
die Firma behauptete, gerade die Verluste im Quecksilberhandel
seien es gewesen, die ihr Falliment in erster Linie verursacht hätten.
Ich glaube, hier liegt eine captatio benevolentiae vor, eine Über¬
treibung, um sich den Erzherzog, den Idrianer Regalherrn, günstig
1 15 . November 1572 (F . A . Wien . Innerösterr . Quecksilber 23).
David Haug , Hans Langenauer & Co. beschweren sich , daß einige
Nürnberger
Bürger Quecksilber aus Siebenbürgen einführen und
ihnen dadurch erhebliche Konkurrenz machen.
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilberbandel usw.
355
zu stimmen und sich seiner Hilfe in dem Konkursverfahren zu
versichern.
Die erhoffte Folge trat denn auch wirklich- ein. Die Hilfs¬
bereitschaft der erzherzoglichen Beamten ging soweit, daß Kliisl,
wie gesagt, vorschlug, der in Zahlungsschwierigkeitengeratenen.
Firma auch dadurch die Möglichkeit einer Erholung zu geben, daß
man ihr das Großhandelsmonopol für idrianisches Quecksilber zu
einem sehr reduzierten Preise beließ. Freilich waren es nicht nur
Gründe der Menschenfreundlichkeit, die Kliisl zu dem genannten
Vorschlag bestimmten. Gründe der Berechnung kamen hinzu. So
erklärte Khisl dem Erzherzog, daß es bei der augenblicklichen
schlechten Konjunktur im Quecksilbergeschäfte und bei der Krisis
im süddeutschen Handelsleben schwer halten würde, bald einen
anderen Interessenten für das Idrianer Monopol zu bekommen.
Besonders überzeugend aber mußten die folgenden Erwägungen
wirken. Ließ man die Firma David Haug, Hans Langenauer & Co.
fallen und übergab anderen Kapitalisten das Monopol, so hätte
man das Geld verloren, das die Augsburger aus dem laufenden
Quecksilberkontrakt noch den Gewerken und dem Erzherzog schul¬
deten. Das waren noch zirka 100 000 fl., von denen auf den Anteil
der Gewerken 36 000 fl. entfielen. Letztere Summe hätte im Falle
der Aufhebung des Haug-Langenauerschen Kontraktes von der
Krone den Gewerken in bar ausgezahlt werden müssen1. Ein
schrecklicher Gedanke bei der chronischen Finanznot jener Zeiten
und allein schon zureichend, um den Erzherzog für den Plan Khisls
zu gewinnen. Für einen Plan, der in einer Fortsetzung des HaugLangenauerschen Quecksilbermonopols
, allerdings unter ' Neuord¬
nung und starker Reduzierung der bisherigen Preise bestand. Khisl
hatte vorgeschlagen, den bisherigen Monopolinhabern in einem
neuen Kontrakte auf fünf Jahre 3000 Zentner Quecksilber als
sogenanntes „ Gnadensilber“ zu 29 fl. pro Zentner zu geben. Die.
übrigen 3000 Zentner möge der Erzherzog den Haug, Langenauer &
Co. „ wo nit um 40 oder 45 fl. so doch etwas weniger unter 50 fl.
gnädigst überlassen“.
Tatsächlich schloß Erzherzog Karl mit Llaug, Langenauer & Co.
einen neuen „Kauf“ auf fünf Jahre (vom 1. Juli 1575 bis 1. Juli 1580)
1 Denkschrift Khisls vom 1. März 1575. F. A. Wien. Innerösterr.
Quecksilber 23.
356
Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
auf 6000 Zentner Quecksilber ab . Davon sollten 3000 für 29 fl. pro
Zentner der Firma geliefert werden und 3000 Zentner zu 50 fl. pro
Zentner , und zwar jeweils per Jahr 600 Zentner zu dem einen Kauf¬
preis und 600 Zentner zu dem andern . Freilich war das kein Kon¬
trakt wie der vorige oder wie die mit den früheren Kapitalisten
eingegangenen . Der Vertrag war darauf zugeschnitten , der Augs¬
burger Firma die Möglichkeit zu geben , die Gelder, die sie dem
Erzherzog und den Gewerken aus dem letzten „ Kauf “ schuldeten,
ahzubezahlen 1. Zu diesem Zwecke war jeder Gewinn der Firma
aus dem Quecksilberverkauf sogleich und unmittelbar zu ver¬
wenden.
Zu diesem Zwecke war auch der Augsburger Firma eine auf
möglichst hohe Gewinne zielende Preispolitik jetzt untersagt . Die
Erfahrung lehre , hieß es in dem Kontrakt , daß es noch jedesmal
zum Schaden des Idrianer Bergbaues ausgelaufen sei, „wann man
die queckhsilber im press zu hoch spannen und den gewinn dabei
gar zu übermäßig stöllen wollen“ . Darum sollten die Haug , Langenauer & Co. „in jetz wehrendem kauf sich desselben [d. h. einer
scharfen Preispolitik ] enthalten und darundter ain soliche beschaidenhait gebrauchen , dabei si mit ehren und nach gebürlichen dingen besteen “ könnten . Das heißt , sie sollten sich „ an
ainem zimlichen gwinn benuegen lassen “. Damit der Erzherzog
die Befolgung der genannten Vorschriften genau kontrollieren könne,
waren die Augsburger gehalten , bei jeder Quecksilberabnahme —- die
übrigens nur gegen Barzahlung 2 stattfand — zu berichten , „wie
hoch si allwegen ainen und den andern khauf , auch mit wem und
umb wievil queckhsilbers beschlossen haben “ .
An dem Monopolprinzip war auch jetzt festgehalten worden.
Die erzherzogliche Regierung verpflichtete sich bis 1. Juli 1580
kein „idrianisches noch anderes fremdes quecksilber oder Zinnober
dann allain das , darumb diser kauf getroffen an kainem ort noch
end in ihren fürstentümern , herrschaften etc . verkaufen , hingeben,
verschenken , noch durchführen zu lassen “ . Die Amtleute waren
angewiesen , darauf acht zu haben , daß diesem Versprechen ge1 „Damit si unser bei inen noch ausstendige summa gelts desto
gelegenlicher entrichten , sich etlichermassen widerumb erschwingen,
wie auch bei andern iren trauen und glauben erholen und wider¬
bringen khönndten .“ Aus dem Vertrag.
2 Oder genügende Bürgschaft.
Fünftes Kapitel : Monopoleu. Kartelle im Idrianer Quecksilbcriiandelusw. 35/
treulich nachgelebt wurde . Für eigenen Gebrauch , aber nur für
diesen , sollte dem Erzherzog „etlich wenig phundt “ Quecksilber oder
Zinnober von dem Bergwerk zu nehmen , freistehen . Außerdem
mußten die Augsburger den Goldschmieden in Steiermark , Kärnten
und Krain das Quecksilber für deren eigenen Gewerbebetrieb „ umb
ain zimblich wert volgen “ .
Eine Übertragung des Monopolkontraktes auf andere „ehrliche
und vermögliche Leute “ sollte der Firma Haug , Langenauer & Co
erlaubt sein. Doch sollte diese Übertragung mit Wissen und Willen
des Erzherzogs geschehen und unter der Voraussetzung , daß die
neuen Kontrahenten dieselben Bedingungen wie Haug , Lange¬
nauer & Co. auf sich zu nehmen gewillt seien. Auch das übliche
Versprechen , die Monopolinhaber gegen Belästigungen durch den
kaiserlichen Fiskal zu vertreten , findet sich in dem neuen Kontrakt
unserer Firma . Hinzugefügt ist freilich die Bemerkung , „ doch
weiter nit als was jetz gemelten queckhsilberkauf und desselben
obangezogne conditionierte beschaffenhait betrifft “. Ich habe nicht
näher untersucht , wie lange die Haug , Langenauer & Co. noch das
Idrianer Quecksilbergroßhandelsmonopol besaßen . Es ist wohl an¬
zunehmen, daß der einmal begonnene Bankerott der Firma durch
das Moratorium des Kaisers nicht aufzuhalten war l. Im Anfang
der neunziger Jahre jedenfalls begegnet uns eine Firma Meinel als
ihre Nachfolgerin in dem Monopol.
Es ist ein Zeichen für den bekannten Rückgang der süddeut¬
schen kaufmännischen Unternehmungslust , wenn dann mit dem
Jahre 1595 eine venetianische Firma an die Stelle trat , die fast
ein Jahrhundert lang die Augsburger besetzt gehalten hatten . Der
Venezianer Bartolomeo Bontempelo dei Calice, hatte dem Erz¬
herzog Ernst ein größeres Gelddarlehen bewilligt und sich dafür
das folgende Versprechen geben lassen . Wenn der Kontrakt mit
der Firma Meinel abgelaufen war und Bontempelo auf das Idrianer
Quecksilbergroßhandelsmonopol reflektiere , so sollte ihm , falls er
das , was „ andere etwo thuen auch laisten welle“ das „Vorkaufs1 Die Geschichte des Moratoriums wäre eine interessante Auf¬
gabe für einen geschichtlich gebildeten und für Archivarbeit fähigen
Handelsrechtler. Auch hierbei würde sich ergeben, daß die Finanz¬
politik der Landesherren bei der Bewilligung von Moratorien— die
ihnen zustand — eine große Rolle spielte. Also auch hier das Problem
Fiskalismus und Kapitalismus!
12
358 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
recht “ zustehen . Würde etwa entgegen der Verabredung einem
anderen das Idrianer Monopol übertragen , so solle Bontempelo
„sein dariehen alsbald restituât “ werden . Tatsächlich machte
Bontempelo auf das Monopol Anspruch und hat es auch vom
1. Juni 1595 bis zum 1. Juni 1599 (vielleicht auch länger ) von
Erzherzog Ernsts Bruder Maximilian erhalten L Er sollte in den
genannten fünf Jahren 7000 Wiener Zentner Quecksilber resp.
Zinnober abnehmen , d. h. alljährlich 1400 Zentner zum Preise
von 36 fl. (resp . 40 fl. für Zinnober ). Das Quecksilber wurde auf
Kosten und Gefahr des Monopolinhabers , frei von landesherrlichen
Zöllen und Mauten , bis nach Villach resp . Triest verführt . Die
Zahlung hatte halbjährlich iu Venedig zu geschehen , gleichgültig,
ob die Ware abgenommen war oder nicht . Um Bontempelo auch
nach Ablauf des Monopolkontraktes noch eine zeitlang die Mög¬
lichkeit zu lassen , seine Ware zu Monopolpreisen abzusetzen 3,
verpflichtete sich der Erzherzog Maximilian , bis zum 1. Juni des
Jahres 1600 „ gantzlich stil zu stehen und mit khainem , wehr der
imer seie, vor derselben zeit ainichen weitern khauf oder contract
zu treffen noch zu schliessen“ . Bis zum Î . Juni des Jahres 1600
war es demnach den Habsburgern untersagt , idrianisches oder
anderes Quecksilber und Zinnober zu verkaufen oder sonstwie ab¬
zugeben . In derselben Zeit sollte kein Quecksilber oder Zinnober
die erzherzoglichen Lande passieren . Maximilian versprach auch,
den Kaiser , seinen Bruder (Rudolf II .) und seinen Vetter , Erzherzog
Ferdinand von Österreich , zur Grenzsperre gegen fremdes Queck¬
silber und Zinnober zu bewegen.
Die noch von Erzherzog Ernsts Zeiten dem Venezianer ge¬
schuldete Summe von 55 000 fl. wurde auf 100 000 fl. von seiten
des Darleihers erhöht . Die Schuld sollte durch Quecksilberliefe¬
rungen allmählich getilgt werden.
Als charakteristisch mag bei unserer kurzen Besprechung des
Bontempeloschen Kontraktes noch die Tatsache Erwähnung finden,
daß darin ein Schutzversprechen gegen Angriffe des Reichsfiskals,
wie wir es bei früheren Kontrakten fanden , nicht gegeben ist . Wir
1 Vgl. den Monopolkontrakt datiert Venedig 18. Mai 1594 . F . A.
Wien . Innerösterr . Quecksilber 23.
2 In dem Kontrakt heißt es : „ Damit auch er , Bontempelo , solch
queckhsilber und Zinnober desto bass verschlaissen und in würden
erhalten müge “ .
1
Sechstes Kapitel : Einige sonstige Monopole besonders unter Ferdinand I.
359
müssen es dahingesteilt sein lassen, ob Bontempelo als Venezianer
dessen nicht bedurfte , oder ob die Anti "Monopolistenbewegung
einen gewissen Stillstand erreicht hatte.
Mit Bontempelo beginnt die lange Reihe italienischer Firmen
in dem Idrianer Quecksilbermonopol . Die wirtschaftliche Lage
Süddeutschlands spiegelt sich in dieser Tatsache deutlich wieder.
Obgleich z. B . Erzherzog Ferdinand von Österreich im Jahre 1604
alle Mühe aufwandte und auch seine Räte beauftragte , womöglich
deutsche Kaufleute „ für den Kauf “ zu finden , so mußte doch auch
jetzt wieder ein Italiener , Joh . Batt . Porro aus Mailand , einspringen . Dann folgen 1607 die Albertinelli , 1631 die Balbi usw. ’.
Wir dürfen die Schilderung an dieser Stelle abbrechen . Von Srbiks
mhaJtreiches Buch setzt hier ein.
Sechstes Kapitel.
Einige sonstige Monopole besonders unter
Ferdinand I Schlußwort
Wenn wir in der Finanzpolitik Österreichs und anderer Staaten
des 17. Jahrhunderts eine große Neigung gewahren 2, das aus¬
schließliche Verkaufsrecht einer Ware an bestimmte Kapitalisten
zu geben , wofür diese ihrerseits bestimmte jährliche Abgaben
zahlten und sich auch durch Anleihegewährungen usw. dem Staate
gefällig erzeigten , so ist das nichts neues. Bereits Ferdinand I.
besonders hatte im 16. Jahrhundert oft auf die genannte Weise
seine Finanzen aufzubessern gesucht . So erhielt um die Mitte des
16. Jahrhunderts . Anton Schmidt & Co. aus Danzig ein Privileg
auf 15 Jahre , das die Firma befugte , allein Meersalz, das sogenannte
Baiesalz , in Schlesien einzuführen und an Orten , wo es ihnen gut
dünkte , umzusieden und dann zu verkaufen 3. Natürlich hatte
1 Von 1623 bis 1630 nahm noch einmal ein Deutscher , F. Over¬
holz das Monopol in die Hand . Vgl. von S r b i k , Der staatliche
Exporthandel Österreichs, S. 4 ff. Das Werk Srbiks bietet in der
Hauptsache eine Geschichte des österreichischen Quecksilber- und
Kupfermonopols . Für clas 18. Jahrhundert vgl. auch Thorsch,
a. a. O., S. 88 ff. und 97.
2 Vgi. von Srbik
a. a. O, S. XXXI .f.
3 K. Wutke,
Die Saizerscliiießungsversuche in Schlesien in
*
3
6
360 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften irn Mittelalter.
der Kapitalist dafür auch entsprechend zu zahlen . In Tirol be¬
schwerten sich wiederholt die Stände über die Monopole 1. Hatte
doch Karl V. und Ferdinand I. selbst das allgemeine Hauen des
Eibenholzes verboten und das Monopol dafür einem gewissen
Balthasar Lurtsch übertragen 2. In derselben Weise war für das
Land ob der Enns das Monopol, Eibenholz zu schlagen und daraus
Bogen zu machen und nach England zu führen , dem Jobst Günther
reserviert worden a. In charakteristischer Weise ist in dem Privileg
des Jobst Günther von seiten der Regierung der allgemeine Nutzen,
das Volkswohl zur Begründung des Monopols angeführt 4.
Als Ehrenberg
in den neunziger Jahren des 19. lalirhunderts sein „ Zeitalter der Fugger “ schrieb , da stand es ihm
außer Frage , daß bei den Großhandelsgesellschaften des 16. Jahr¬
hunderts vielfach die Neigung vorhanden war , ihre Kapitalkraft
zur Monopolbildung auszunutzen . Dagegen erschien es dem ge¬
nannten Forscher sehr zweifelhaft , in welchem Maße es den kapital¬
kräftigen Kaufleuten gelang , diese Neigung zu verwirklichen . Trotz
vielfacher Bemühungen konnte Ehrenberg nur ein Beispiel wirk¬
licher Monopolbildung im 16. Jahrhundert ermitteln : Das schon
öfters genannte Kupfersyndikat der Firmen Fugger , Herwart,
Gossembrot und Baumgartner vom Jahre 1498 5. Mit Recht
lehnte dabei Ehrenberg die Methode derjenigen Forscher ab, „welche
sich bisher mit den Monopolen der großen Handelsgesellschaften
des 16. Jahrhunderts beschäftigt haben “ . Diese sind bei der Be¬
hauptung , daß Monopole eine häufige Erscheinung des 16. Jahr¬
hunderts waren , „durchweg ausgegangen entweder von den gegen
die Gesellschaften erhobenen Anklagen oder auch von den zu ihrer
Verteidigung aufgesetzten Schriftstücken , jedenfalls also von Äußevorpreußischer Zeit. Zeitschrift des Vereins f. Geschichte u. Alter¬
tum Schlesiens, Bd. 28 (1894), S. 115.
1 F. B. von Buchholtz,
Geschichte der Regierung Fer¬
dinand L, 8. Bd., S. 360.
2 Privileg vom 10. Februar 1521 (Worms). Wien, H. H. u. St.Archiv. God. Suppl. 414, p. 29 b—30 b. Ein Generalmandat des¬
selben Tages publizierte das Monopol. 1. c. p. 30 b—31.
3 Privileg und Generalmandat vom 10. Februar 1521, a. a. O.,
P- 27 b ff.
4 Vgl
. den Eingang des im Anhang von uns abgedruckten Monopol¬
privilegs.
6 Ehrenberg,
Zeitalter der Fugger, I, S. 395 ff., 399.
1
Sechstes Kapitel : Einige sonstige Monopole besonders unter Ferdinand
I.
361
rungen, die durch Parteileidenschaft und Geldinteresse ihre Färbung
erhielten“. Wenn aber demgegenüber Ehrenberg nur die „Tat¬
sachen sprechen lassen will, wie sie sich aus den Handlungs¬
papieren der Gesellschaften ergeben,“ so ist das methodisch nicht
minder verfehlt. Die Bedrohung der Monopolisten durch die Reichs¬
und Landtage usw. brachte es mit sich, daß die Handelsgesell¬
schaften, die an Monopolbildungen beteiligt waren, sobald wie
möglich, jedenfalls sofort nach Ablauf ihrer Monopolkontrakte, die
betreffenden Papiere (Verträge usw.) vernichteten. Auch die Akten
des Kupfersyndikats von 1498 waren nicht etwa aus dem Archiv
der Fugger oder eines anderen der Kontrahenten des Kartells be¬
kannt geworden, sondern vielmehr aus einem Gutachten des
Dr. K. Peutinger \
So wichtig also die kaufmännischen Archive und ihre Handels¬
akten für die Erforschung vieler Kapitel der Wirtschaftsgeschichte
sind 2, so wenig direktes Material dürften sie im allgemeinen zur
Geschichte der Monopole und Kartelle des 16. Jahrhunderts liefern.
Hier müssen uns, wie wir bei der vorangehenden Darstellung ge¬
sehen haben, doch weder die staatlichen Archive weiterhelfen.
Ich behalte mir vor, bei Forschungen, die ich besonders im k. k.
Haus-, Hof- und Staatsarchiv zu Wien für andere Studien vor¬
nehme, auf weitere Monopole — wie auch weitere Kartelle und
Aktiengesellschaften — des 16. Jahrhunderts zu fahnden. Hier
nur noch ein ganz kurzes Schlußwort.
In den vorangehenden Forschungen, die in keiner Richtung
als abgeschlossen gelten sollen, vielmehr nach allen Seiten der
Erweiterung aus archivalischem Quellenmaterial und der Ver¬
tiefung bedürftig sind, wurden gewisse kapitalistische Organisations¬
formen, insbesondere Kartelle und aktiengesellschaftliche Bildungen
in einer früheren Zeit häufig vorkommend nachgewiesen, als ge1 Ehrenberg
a. a. O., I, S. 396 Anm. 11 und Jansen,
Jakob Fugger der Reiche, S. 52.
2 Vgl. meinen Plan einer großen Edition süddeutscher Handels¬
papiere des Mittelalters und des 16. Jahrhunderts, dem G. vonBe1o w und die historische Kommission bei der Kgl. bayrischen Akade¬
mie der Wissenschaften ihre wertvolle Unterstützung geliehen haben.
Siehe den Aufruf etwa in der Vierteljahrsschriftfür Sozial- und Wirt¬
schaftsgeschichte, Bd. 11 (1913), S. 445 f. oder Schmollers Jahrbuch
Bd. 37 (1913), S. 2151 f.
362 Drittes Buch: Monopole
, Kartelle und Aktiengesellschaften im Mittelalter.
wohnlich angenommen wird. Selbstverständlich legen wir auf
diese rein „antiquarische“ Feststellung geringes Gewicht. Uns
interessiert dabei lediglich die Folgerung aus dieser chronologischen
Hinauf Setzung, die Frage, wie konnten sich so früh schon bei der
starken Durchdringung der mittelalterlichen Gesellschaft mit der
antikapitalistischen Moral der mittelalterlichen katholischen Kirche
kapitalistische Organisationsformen von der Vollendung, wie es
Monopole, Kartelle und Aktiengesellschaften sind, entwickeln. Wir
fanden die Antwort in der Finanzpolitik der Päpste und der
christlichen Staatsgewalten des Mittelalters. Die Geldnot, die
finanzielle Abhängigkeit vom Großkapital zwang Kirche und
Staat zur Konnivenz dern kapitalistischen Kauf manne gegenüber,
der die strenge Wirtschaftsethik der Zeit durch eine mono¬
polistische Preispolitik übertrat . Mehr noch! Um sich möglichst
hohe Einnahmen zu sichern, bat der Staat und die Kirche
nicht selten selbst eine skrupellose monopolistische Preispolitik
in „fiskalischen“ Werken oder in Produktionszweigen, in die
der Landesherr hineinzureden hatte , getrieben1. Auf diese Weise
sahen wir wirtschaftliche Organisationsformen von stark kapita¬
listischer Eigenart unter führender Mitwirkung der „Regierungen“
entstehen.
Was hl. Levy für England unter Elisabeth, Jakob und Karl
nachgewiesen hat 2, daß das Fürstentum direkt die Rolle eines
spekulationslüsternen „Promotors“ kapitalistischer Monopolunter*
nehmungen spielt, das gilt anderwärts schon viel früher. Im
heiligen römischen Reiche deutscher Nation erreichte unter Karl V.
und Ferdinand I. die entsprechende Tätigkeit des Königtums schon
einen gefährlichen Umfang. Die Monopolhestrebungen gingen dort
in. der ersten Hälfte des 16. Jahrhunderts nicht allein, nicht einmal
vorzugsweise von den kapitalistischen Interessenten aus. Oft war
der geldbedürftige Staatsleiter das treibende Element. Zumeist
aber begegnen uns Fürst und Kaufmann hier in einem interessanten
1 Die Summen , die die Fürsten mit solchen Monopolisierungen
verdienten , waren oft geradezu enorm . Siehe z. B. oben die Ge¬
winne der Habsburger aus der Vergebung des Idriancr Quccksilbermonopols. Was waren dagegen die Einnahmen aus Fron und Wechsel,
den ordentlichen Regalgefällen!
a. a. O., S. 68.
Sechstes Kapitel : Einige sonstige Monopole besonders unter Ferdinand I.
363
Zusammenarbeiten am Aufbau der frühkapitalistischenWirtschafts¬
organisationi.
1 Das intime Verhältnis schon MaximiliansI. zu der Augsburger
Großkaufmannscliaft ist ja bekannt (Ehrenberg,
Zeitalter der
Fugger, I, S. 190). Interessant ist der Versuch dieses Kaisers, die
gesamte Tiroler Kupferproduktion durcit einen „ewigen Kupferkauf“,
d. h. eine Zwangslieferung aller Gewerken in seine Hand zu bekommen
und dann den Fuggern gegen Gewinnanteil weiterzugeben. Das
Monopol (um 1498) ist an verschiedenen Schwierigkeiten, besonders
auch daran gescheitert, daß die Fugger Max. I. nicht als Kompagnon
wünschten. Jansen,
Jakob Fugger der Reiche, S. 87.
Anhang.
Dokumente der frühkapitalistischen
Wirtschaftsorganisation.
I
I. Allgemeine Akten zur Geschichte des
Monopolwesens im 16. Jahrhundert
1. Bernsteinappaltvertrag zwischen Albrecht von Brandenburg
und den HandelsgesellschafternNie. Pflaume und Georg Kramer
zu Königsberg, Ebert Roge zu Danzig und Claus Lang zu
Lübeck. — 1518(Jan . 9). Königsberg. — Entwurf : Kgl. Staats¬
archiv Königsberg.
Von Gottes Gnaden Wir Albrecht etc. thun kunth u. bekennen
mit disem brief, als wir mit den ersamen u. weyssen, unsern untlierdanen . . . Nyclas Pflaumen, Jorgen Cramer zu Königsberg unser
stette , Ebert Rogenn zu Danzigk u. Claus Lang zu Lubeck bürgere
in einer handlang unsers bernstains halben, den sie bishere ein
zeit lang von uns genomen u. empfangen, gestanden, also haben
wir uns in dato mit den oben angezaigten unsern underthanen . . .
nach vleissig u. notdürftig besiehtigung aller vorige uffgerichte
vertregen, schulden u. rechenschafften, weliche wir also volkomentlichen u. bestendigklichen durch die erbarn unsere rethe u. liben
getreuen Ditherich von Schonberg, Cristoffeln Gattenhoffen, secretarien u. Cleophas Preuer, rentmaister berechnen u. übersehen
lassen, also dass wir Uns mit den gemelten unsern underthanen
liben, getreuen u. besonderen aufs neu vereinigt u. vertragen durch
wellichen itzigen vertrag alle vorige vertrege u. verschreibunge sovil
der von uns, unsern vorfaren u. unsern wege aufgericht u. verfast,
aufgehoben, vernicht, crafllos u. unwirdig sein sollen. Als nemlich
dan in disem vertrag 10,000 M. geringer Preusser montzs, die wir
ihnen pflege u. schuldig sin, bits zu eines jeden tayls aufsagung
oder abkundigung, weliche aufsagung wir als wol u. sic als wol als
wir 1 jar lang zuvor ein tayl dem andern aufzusagen ordentlichen
. . . macht haben soll unge . . . . u. unerfordert bits die zeit der
abkundigung wie gemelt sich begibt u. eraigent ansteen pleiben
sollen, die wir ihnen alsdan mit burnsteiu oder aber barem gelt
368
Dokumente der fr Uhknpi talistischen Wirtschaftsorganisation.
unverzüglichen u. ungehindert im letzten jar hetzallen u. abkürtzen
wollen lassen.
Auf dass aber wir, desgleichen sie wissen mögen wie es mit der
gewerung des burnstains auch mit der entpfahung des gelts da¬
gegen hinfurtter gehalten soll werden, wollen wir unsern burnstainmaister befehlen, wenn er des gemaynen staynes ein halben
last u. des gutten ein thonen hat (u. ob etwas darüber were, dass
es doch gantze volle u. nicht halbe thunen sein sollen), sollichen
stain soll er aufs furderlichst auserhalb unserm schreiben herein
schicken, der inen alsdan durch unsern rentmaister überreicht u.
geliben soll werden. Darauf sie uns eins jeden jars soliehen stain
auf 4 termin so vil sie des zu einer quattember zur andern entpfahen nach gutter rechenschaft mit barem gelt alsdan bezallen
sollen. Wo auch die vilgemelten unsere underthanen u. lieben
getreuen etc. vor dem termin des quartals was auslegen würden,
soll inen auf dieselben quat.ember in alle wege nach redlicher rechnung abgezogen werden, darzue wellen wir inen den stain, wie sie
denselben von uns u. unserm orden bishere gehabt, in gleichem
kauf alle wege lassen. [Folgen einige durchstrichene Zeilen und
das Datum : Königsberg, Sonnabend nach Dreikönigstag 1518.]
2. Kaiser Karl und Erzherzog Ferdinand verleihen dem Jobst
Günther das Monopol des Eibenholzschlagsin dem Land ob
der Enns. — Worms, 10. Februar 1521. -— K. u. k. Haus-,
Hof- und Staats-Archiv in Wien. Codex suppl. 414 (weiß 719),
fol. 27—28.
lobsten Günthers Verschreibung umb das eybenholtz im
land ob der Enns, daraus er bogen mag machen und die
in Englland verfueren.
Wir Karl etc. bekhenen fur uns, auch den durchleuchtigen
fürsten, herrn Ferdinanden etc. Als wir vernomen und betracht,
wie das eybinholtz in unser niderosterreichischen furstenthumben
und landen an vil orten durch die underthanen, handwercher und
pauerschaft, unordenlich on unser erlaubnus unnutzlich gefeldt,
gehauen und zu unfueglichen Sachen gebraucht, dadurch unser
vorst und weide verödt, auch uns und unserm camerguet damit
nicht gedient wirdet. Das uns furter zu gestatten nit gemaint ist,
sonder gedenckhen solher unser vorst und weide des eybinholz zu
I. Zur Geschichte des Monopolwesens im 16. Jahrhundert .
369
verschonen , dieselben mit Ordnung zu gebrauchen , unser camerguet zu liieren und das iungst holtz daneben aufzuziehen . Dass
wir uns demnach mit unserm getreuen lobsten Günther auf sein
underthanig bit gnedigclich vertragen und ime des unser freihait,
erlaubnus und gnad gegeben und gethon haben bis auf unser wolgefallen . Thun das auch wissentlich in crafft ditz briefs. Also
dass er selbst oder durch seine handler , diener oder arbaiter , so er
yetzuzeiten dartzu verordnet und prauchet und sonst niemandt
anderer in unsern niderosterreichischen furstenthumben und landen
alle vorst und wellde des eybinholtz in gebrauch haben , solch
eybinholtz auf seinen cossten und schaden , auch vortail und gewin
feilen, zu eybinpogen klieben , arbaiten und auf die Strassen nach
Tantzig in Englland , doch in kamen weg, dass solhs den ungläubigen
zuekeme , verfuren und vertreiben soll und mag , von uns und den
unsern und sonst mcnigclich un verhindert und ungeirt . Dorumb
soll er uns in unser camer von iedem tausent pogen holtz fünf
gülden rheinisch in unser vitztumbambt in Österreich ob der Enns
alzeit raichen und betzalen . Und sovil er zu yederzeit pogen ausberaiten und aus den vorsten und weiden wegfuren last , desselben
glaubwirdig urkhundt von unsern vorstmaistern iedes orts nemen
und mit dem dienstgelt in unser vitzthumbambt ob der Enns antwurten . Dartzu auch uns und sonst menigclich die gewonlichen
zöll und meut auf wasser und land Vorbehalten . Damit soll er
aber in ansehung berurts unsers camerzins zimlich und leidenlich
wie von alter her gehalten und mit kainer neurung beswert werden.
Er soll auch ausserhalb solher seiner arbait und handlung unser
eybinholtz zusambt unsern vorstmaistern und vorstknechten uberal
nach seinem vermugen hayen und bewaren , dasselb niemands anderm
zu feilen, zu arbaiten , noch wegzufurn gestatten . Und ob er dar¬
über iemand betreten wurde , es sei in der arbait oder auf den Strassen,
wasser und lande , der on unser erlaubnus und frevenlich solch holtz
(zu was wergk das were) gehauen , gefeit , gcarbait oder weggefurt
hette , denselben solch holz zu unsern handen nemmen , mit dem
seinen behalten und vertreiben , doch uns davon den bestimbten
camerzins , zoll und meut auch betzalen , daran er gegen niemand
nicht verfrevelt , verfarn , noch verhandelt haben.
Er soll auch selbst und durch die seinen unserer vorst und
weide des eybinholtz schonen , dasselb nit wuestlich , noch zu ver¬
derben , veröden , sonder mit ordnung und beschaidenhait dadurch
Strieder
, Studien z. Gesell , kapilalist . Organisationsfornien
.
24
370
Dokumente der frühkapitalisüselien'Wirtschaftsorganisation.
das iung ertzogen 1 und solch holtz in steten gebrauch weien und
behalten werden mug , handlen und gemainclieh in die und ander
wege mit den weiden und vorsten des eybinholtz unsern nutz und
pests betrachten und furderen , schaden und nachtail verhueten
als ainem getreuen diener und handlet - gegen seinem herrn zu thun
woll getzimbt und gebürt , wie er das gelobt und gesworn und sicli
gegen uns verschriben hat . Und ob sich begeh, dass über kurtz
oder lang ander personen furkomen , die solchen eybenholzhandl
in höherem werd und zins annemen und besteen wolten , so uns
dan lobst Günther , sovil als sich gründlich erfinden wurde , das
wir von andern darumb haben mochten , auch thuen wolt , so sollen
und wellen wir itne sollten handl in demselben werd und zins fur
ander volgen und ine dabei bleiben lassn . Alles treulich und nngevetiich . Mit urkhundt ditz briet's etc . Datum Wormbs am.
X . tag februarii , anno etc . im XXIten.
3. Kaiser Karl V. befiehlt dem Reichsfiskal , das Verfahren wegen
Monopolaufrichtung einzustellen , das derselbe gegen Jakob
Fugger , Andreas Grander , Christoff Herwart , Ambrosius Höch¬
stetter , Bartolome Welser, Andreas Rem und ihre Mitgesell¬
schafter eingeleitet hatte . Burgos , 15. Sept . 1523. — K . u. k.
Haus -, Hof - und Staatsarchiv in Wien . Reichsregistratur
Karl V. 3. Bd . fol. 234 f.
Wir Karl etc. empieten dem ersamen unserm kaiserlichen pro¬
curator fiscalgeneral und des reiehs lieben getreuen Gasparn Marth,
lerer der rechten , unser gnad und alles .gut . Ersamer gelerter,
lieber getreuer ! Uns haben die ersamen unser und des reiehs
lieben getreuen Jacob Fuckher , unser rath , Andres Grander , Chri¬
stoff Herwart , Ambrosius Hochstetter , Bartholomeus Welser und
Andreas Rem für sich und irr mitverwannten clagsweis furbracht,
wie Du si, all irr mitverwanten und geselschafter vor unserm
kaiserlichen regiment oder camemchtern und beisitzern unsers
camcrgerichts im hailigen reich mit unordenlicher iadung und
vermainter clag furgenomen habest , als ob er Jacob
Fuckher , auch Andreas
Grander
mit i r e r beder
mit¬
verwanten
und g e s c 11 s c h a f t e r n monopolien
ge¬
übt und si , die andern
all obgemelt
, etlich
un1 Das heißt , das junge Eibenliolz aufgezogen.
I. Zur Geschichte des Monopolwesens im iG. Jahrhundert.
371
z i m1ic hund
in rechtverpotten
g e d i n g mit kau¬
fen und verkaufen
gebraucht
haben
sollen
, und
uns darauf ferrer angezaigt , wie si solchen unordenliclien gerichtszwangk in kraft gemaiaer rechten und unser , aucli unser vorfarn
reichsordnung , sunderlich auf dem reichstag zu Collen des 1512. iar
aufgericht , aus meher , dan ainer gegrünten ursach (dem wir auch
gnugsam unterricht und wissen haben ) zu waigern vermainten.
Und uns darauf undertheniglich angeruefen und gebeten , so itzt
durch die gemelte mass wider si furgenomen wurde , dass wir solchs
alles ahthuen , nichtigen und abschaffen wolten , damit si bei ordenlichen und geburlichen rechten bleiben mochten und darvon nit
gedrongen wurden . Und wiewol wir des willens und endtlicher
meinung sein, dass im heiligen reich in zeit unser regiemng kein
monopolien
g e t r i beii , auch alle verpottne
unz i m 1i c li kauf
und verkauf
abgethan
werden,
so
khunnen wir doch diser zeit aus etlichen trefflichen und wolgegrunten Ursachen (uns darzu bewegend) kainswegs Zusehen noch ge¬
statten , dass dermassen wider obgemelt kaufleut gehandelt und
procediert soll werden.
Und demnach emphelhen wir Dir mit ernst und weilen, dass
Du bei Vermeidung unser schweren ungnad gegen obgeschriebne
kaufleut in khainerlai weg in diser Sachen weiter handlest , noch
furtfarest und genzlieh stilstehest und si mit clag oder iadung obgnanter Sachen halben bis auf weitern misera bevelh nit an¬
sprechest noch betrübest , sonder die information und unterricht
des handles , so Du wider obgemelt khaufleut hast , uns unter
Deinem petschafft zuschickest und das nit lassest . Daran thustu
unser ernstliche meinung . Geben Burgos in Castilien , den 15. tag
des monats septembris , anno etc . im XXIIIsten,
4. Kaiser Karl V. nimmt die Erben Jakob Fuggers gegen jede
Belästigung seitens des Reichsfiskals in Monopolan gelegenheiten in Schutz . Granada , 19. Oktober 1526. —■ K . u. k.
Haus -, Ilof - und Staatsarchiv Wien , Reichsregistratur Karl V.
5. Bd . fol. 285- 288.
Wir Karl V. etc . hekhennen offenlich mit disem brief und
thun kundt allmeniglich : Als verschinen iar der ersam , gelert , unser
kaiserlicher camerproeurator -fiscal-general und des reiclis lieber
getreuer Caspar Marth vor unserm kaiserlichen stathalter und
24*
372
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
regiment im reich weilendt Jacoben Fugger , unsern rath , sambt
seinen mitverwandten und zugehörigen neben und sambt etlichen
andern citiert , furgenomen und beclagt hat , als ob si etlicli
u nz imblich
geding , kcuf
und verkauf
gethon,
geübt und getriben betten , dardurch unser und des reichs underthonen und gemainer nutz grösslich beschwerdt , beschedigt und
verhindert und derhalben im rechten monopolia
genent und
verpotten sein sollten , und wir aber den gedachten weilendt Jacoben
Fugger , seine mitverwanten und zugehörigen eines erlichen , dapfern
Wesens und gemuets alzeit erkendt und darzu ir gewerb und handtierung nit allain aufrichtig und unverweisslich , sunder auch uns,
dem reiche und gemainer teutschen nation in vil weg frucht - und
nutzbar befunden , so haben wir bemeltem unserm camerprocuratorfiscal vorlangst ernstlich geschriben und bevolhen , solcher seiner
vermainten ansprach und clag gegen vorgedachten weilent Jacoben
Fugger , seine verwandten und zugehörigen , auch alle andern abzustcen und si derhalben unangelangt und unbekhumert zu lassen.
Und daneben gedachtem unserm stathalter und regiment im reich
insunderhait auch angezeigt und bevolhen , solchs bei ime zu ver¬
fliegen und dise Sachen und process des fiscals abzustellen , bis
wir inen derhalben ferrern bevelh geben und unser gemuet und
willen entdeclchen wurden . Und darauf den egemelten weilent
Jacoben Fuckher , auch seine bruedersöne , mitverwandten und
zugehörigen , auch ir aller leib, kaufmanswar , hab und gueter (die
si itzo haben oder noch khunftiglich uberkhomen ), in unsern kaiser¬
lichen schuz und schirm emphangen , die dermassen noch 1 also
halten . In betrachtung , wo solch vermainte desselben unsers
camerprocurator -fiscals citation clag und process dermassen gestat
und zugelassen , dass si am vordristen weilent unsers lieben herren
und anhern kayser Maximilians löblicher gedechtnus und des hailigen reichs Ordnung und abschid des gehalten reichstag zu Cöln
im 1512. iar ausgangen (darin ein yeder in bürgerlichen und andern
Sachen in der ersten instantz vor seinem ordenlichen richter , dar¬
unter er wonhaft und gesessen ist , beclagt , gerechtfertigt und ge¬
straft werden soll) und daneben auch unser selbs Statuten und
Ordnung (die wir mit beisein, wissen und rath unserer und des
reichs churfursten , fürsten und gemainer stendt derhalben fur1 Wohl Schreibfehler für auch.
I. Zur Geschichte des Monopolwesens im 16. Jahrhundert .
373
genomen , aufgericht und ausgeen haben lassen) etlichermassen ent¬
gegen und wider sein möeht und darzu allen kaufleuten , gesellschai'ter und liandtierern ingemain gantz beschwerlich , und lestlich
ein ursach sein wurde , ir gewerb und handtierung vil lieber zu
underlassen , dan sich mit irer und der iren hab und gueter in
ainich dergleichen beschwerlich anspruch und rechtiertigung unsers
fiscals zustellen , molestiern und betrueben zu lassen . Das uns
dan und dem hailigen römischen reich, auch dem armen gemainen
man durchaus (der sich durch die kaufleut und handtierung vilfeltig underhelt und erneret ) zu grossem abbruch , nachtail und
schaden kome und deshalben billicb und zeitlich ein- und fuersehung zu thun geburn will.
Und demnach aus oberzelten und andern Ursachen uns darzu
bewegend mit wolbedachtem muet , guetem , zeitigen rath und
rechter wissen, auch aus kaiserlicher macht und volkomenhait
syder und nach absterben des vorernanten weilent Jacoben Fuckhers
unsere und des reichs lieben getreuen Reymunden , Anthonien und
Jheronymussen , gebrueder und vetter , unser rethe , als sein nechstverlassen und instituirt . natürlich recht erben , auch all ir ver¬
wandten und zugehörigen , desgleichen ir aller und der iren leib,
kaufmanswar , hab und gueter gegenwertig und khunftig von allen
und yeglichen egerurten unsers stathalters und régiments , auch
unsers camerrichters und beisitzer oder unser und des reichs fiscals
und sunst meniglichs erkhantnus , ladungen , clagen, processen, con¬
fiscation , both und verboth , so wider si und di iren , ir leib, kauf¬
manswar , hab und gueter , wie vorbestimbt , obberurter Sachen
halben erkent , furgenomen , gehandelt und ausgangen sein oder
kunftiglich wider si ausgeen würden , wie und welcher gestalt das
beschechen möcht , nichts ausgenomen , yetz als dan und dan als
yetzo , gentzlich absolviert und entledigt und das alles und yedes
aufgehebt , getodt , abgethon , vernicht und cassiert.
Absolviern und erledigen si sambt iren leiben , kaufmanswaren,
hab und gueter . Aufheben , thuen ab , vernichten und cassiern
solchs alles hiemit wissentlich in kraft ditz briefs. Mainen , er¬
kennen , setzen , erclern und wollen, dass die obberurten Fugger
gevetter und brueder , ir verwandten und zugehörigen , auch ir
aller leib, kaufmanswar , hab und gueter , gegenwurtig und künftig,
wie obstet , von der egemelten unsers und des reichs régiments,
unsers camergerichts , fiscals und sunst von meniglich erkantnus,
374
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
ladung, clag, handlungen und processen, peenfal, strafen, buessen
und sunst von allem andern darvon herrurend, so sich bisher diser
Sachen halben zutragen und begeben haben oder hinfuro inneroder ausserhalb rechtens sich zutragen und begeben möchten, für
und fur zu ewigen Zeiten und in alweg absolviert, entledigt, auch
alles crafftlos, abgethon und aufgehebt, getodt und cassiert sein
und darauf ferrer von bemeltem regiment, auch unserm camergericht, unserm und des reichs fiscal oder yemandts anderm weder
inner- noch ausserhalb rechtens wider die egenanten Fugger, ir
verwandten und zugehörigen, auch ir leib, kaufmanswar, hab und
gueter, inmassen, wie oben erzelt, weder in gemain, noch in sunder
weiter nichts furgenomen, erkanth, ausgeen, procediert, noch ge¬
handelt werden soll in kliain weise noch gestalt. Sunder si sich
der berurten unser absolution, entledigung, restitution, aufhebung
und cassierung gebrauchen und geniessen sollen und mögen von
aliermeniglich unverhindert.
Und ob auch hierüber wider die mergedachten personen ir
leib, kaufmanswar, hab und gueter von wegen egedachter ladung,
clag, handlung, process berurter Sachen halben oder dem, so daran
hangt und darzu gezogen mocht werden, gar nichts darvon ausgenomen, an bemeltem unserm regiment, camergericht oder ye¬
mandts andern, ichts ferrer gehandelt ausgieng, furgenomen und
procediert wurde, in was gestalt und form das geschehe, so wollen,
erkhennen und ercleren wir itz alsdan und dann als ytzo aus obgemelter kaiserlicher machtvolkomenhait, dass solchs alles craftlos,
untuglich, unwirdig und von unwirden gehaisen und sein und den
obgemelten personen, iren leiben, kaufmanswarn, hab und gueter
gegenwertig und khunftig ganz khainen nachtail, schaden, Ver¬
letzung noch Verhinderung bringen noch geberen soll.
Und gebieten darauf allen und yeglichen churfursten, fürsten,
gaistlichen und weltlichen, prelaten, graven, freien, herren, rittern,
knechten, haubtleuten, landtvogten, vitzthumben, vogten, phlegern,
Verwesern, ambtleuten, schulthaisen, burgermaistern, richtern,
rethen, bürgern, gemainden und sunst allen andern unsern und
des reichs underthonen und getreuen, in was wirden, standts oder
Wesens die sein, und sunderlich unserm stathalter und regiment,
camerrichter und beysizern unsers kayserlichen camergerichts im
hailigen reich, auch unserm und des reichs fiscal, gegenwertig und
khunfftigen, ernstlich mit disem brief und wellen, dass si die ge-
I; Zur Geschichte des Monopohvesens im 16. Jahrhundert .
375
dachten Reymunden , Anthonien und Jheronymussen die Fugger
gebrueder und vetter , ir verwandten , zugehörigen all ir und der¬
selben erben und nachkomen , auch ir aller und ir yeder leib, kaufmanswar , hab und gueter , gegenwertig und khunftig , bei diser
unser Satzung, erclerung , absolution , aufhebung , cassierung und
gnaden bleiben , die ruelich gebrauchen und geniessen lassen und
daran nicht irren , noch verhindern , noch des yemandts anderm
zu thun gestatten in khain weise, als lieb ainem yeden sei, unser
und des reiclis schwer ungnad und straf und darzu eine peen , nemblich 20 marckh lottigs golds zu vermeiden , die ein yeder , so oft er
frevenlich hiewider thete , uns halb in unser und des reichs camer
und den andern halben tail obgemelten Fuggern , iren mitverwandten
und zugehörigen , auch derselben erben und nachkhomen unablesslich zu bezalen verfallen sein soll. Mit urkhundt ditz briefs besigelt
mit unserm kaiserlichen anhangenden insigel. Geben in unser
stat Granaten am 19. tag des monats octobris nach Christi unsers
lieben herren gebürt im 1526., unser reiche , des römischen im 8ten
und der andern aller im 11. iarn.
Carolus.
Vidit Waltkirch . Ad mandatum Caesaris etc . W. Brantner.
Taxata flor. rhen . 100 et in duplicato taxata nihil , quia dupli¬
catum.
5. Kaiser Karl V. bestimmt , daß die Kontrakte , die den Erz¬
großhandel in die Hände weniger reicher Kaufleute ausliefern,
nicht als monopolistisch im Sinne der Reichstagsverhandlungen
über Monopole angesehen werden sollten und dürften . Toledo
(Kastilien ), 13. Mai 1525. -— K . u. k. Haus -, Hof - und Staats¬
archiv in Wien . Allgemeine Urkundenreihe . Repertorium 1.
Original Pergament mit an schwarzgoldener Seidenschnur an¬
hangendem Siegel Kaiser Karls V. Das Duplikat , von dem
unten die Rede ist , dürfte das im Fuggerarchiv befindliche
sein (vgl. die dortige Dorsualnotiz ), das Jansen,
Jakob
Fugger der Reiche , S. 400 ff. gekürzt abgedruckt hat . Der
ältere Abdruck bei F . A. Schmidt,
Chronologisch -syste¬
matische Sammlung der Berggesetze der Österreich. Monarchie,
3. Abteil . Wien 1839, Nr . 52 ist voller Fehler und mit einer
sinnlosen Inhaltsangabe versehen.
376
Dokumente der frühkapitalistischenWirtschaftsorganisation.
Wir, Karl der funft, von Gots gnaden erwelter römischer
kaiser etc. bekennen offenlich mit disem brief und thun khundt
allermenigklich. Nachdem under andern notturftigen fursehungen,
die uns als ainem römischen kaiser zu des hailigen römischen reichs
und desselben underthonen und getreuen ere, nuz, wolfart und
aufnemen ze thun und zu betrachten geburn, zu dem wir auch
durch vleisz teglich nachgedenckhen aus kayserlicher miltigkeit
begirig sein, unser kayserlich gemut nit wenig dahin steet, dass
nit allein der gemein nutz, auch unser und des reichs underthonen
zimlich aufnemen gefurdert, sonder auch niemands wider die billichait beswert, auch dasihen, was etwa aus ungnugsamer erfarnus
oder undemcht geordnet oder bedacht were, nit zu nachtail noch
schaden gebraucht werde und also aus dem, so in gestalt eins guten
oder zu der gerechtigkait furgenomen wurd, nichts ungerechts,
auch yemandts ainicher unbillicher nachtail entstee: Darauf so
haben wir uns zu villen abschiden auf etlichen reichstagen, sonder¬
lich bei Zeiten weilant kaiser Maximilians, unsers lieben herrn und
anherrn löblicher und seliger gedechtnus gehalten, ersehen und
onder anderm darinnen etliche furnemen und einselien befunden,
wie die furkeuf
und monopolischen
hendel,
die
undter anderm wider gemeinen nutz dermassen beschehen sollen,
dass die waaren all oder der merer thail oft in ein handt verkauft
und darnach dester in hoherm werdt oder gelt widerumb gegeben
und verhandtiert wurden, abgestelt und gestraft mochten werden;
auch daneben bericht empfangen, wie in solche furnemen kauf
und handticrungen die bergkwerck, ertz und métal, so daraus
erbaut werden, auch getzogen und die keuf, auch contract, so bemelter metall und ertz halben etwa in ein oder wenig handt ge¬
schehen sein oder noch geschehen mochten, für monopolisch
geacht
werden , auch wider recht und gemeinen
nuz sein solten.
Dieweyl nu (wie dan solchs wisentlich und offenbar ist, auch
die erfarnus gnugsam zu erkennen gibt) die bergkwerck (der dan
im hailigen römischen reich und teutschen landen mer dan sunst
an keinem ort in der gantzen cristenhait erbaut werden) für ein
stuck die groszt gab und nuzbarkait ist, so der almechtig teutschen
landen mitgetailt hat , nit allain des grossen schätz halben, so daraus
durch vil gold, silber, kupfer, zin, quecksilber, blei, eisen und ander
mer métal (welches sich dan ungeferlich und ehe mer dan minder
I. Zur Geschichte des Monopolwescns im 16. Jahrhundert .
377
icrlich auf zwaintzig mal hunderttausent guldin erstreckt) erbaut
und gearbeit wirdet, sonder dass sich auch in teutschen landen
etlich hundert tausent menschen, alt und jung, auch weib und
kinder und sunst vil ir notturftige narung nit haben mochten,
allein aus dem bauen, arbaiten und schmeltzen und darzu auch
sunst durch verfuerung derselben métal in vil land in einer gemein
vil ander leut als der fuerman, wirt, burger, baur und gemein
handtwergksman allenthalben auf den strassen, dem landt und in
steten, daraus menigfaltigklichen erneren. Deszgleichen die fürsten
und herren ir einkomen an fronen und wexeln, zollen und meuten
groszlich meren, auch erhöhen mer dan aus kainem ainigen liandel
oder gewerb in gantzer teutscher nation und dem hailigen römi¬
schen reich. Also dass die bergkwergk auch derselben erbauungen
und wesenliche bestendige, auch guete underhaltungen zum höchsten
durch alle weg und mittel, die zu solhem imer dienstlich zu be¬
finden sein, gefurdert werden sollen.
Dan ye mer solchs geschieht, ye grosser sich die oben gemelten
gemain nuzbarkaiten dem hailigen reich, auch fürsten und herrn,
darzu den gemainen man und dardurch gemainer nuz zu guttem
erholiern und auszbraiten. Und herwiderurnb, wo solche furdrung
nit geschieht, dass daraus nichts anders dan gewisser der bergkwerck abgang und abfal, auch verhindrung und mindrung der oben
gemelten gemeinen und sondern nuzbarkeiten volgen mögen. Wie
dan solhs in wenig Zeiten bei villen berckwerckhen durch die offen¬
bar erfarnus mit mercklichem nachtail befunden worden ist.
Und aber under allen fursehungen und mitlen, durch die die
bergkwerck erbaut und statlich, fruchtbarlich, auch bleiblich underhalten, gehandthabt , gefurdert, auch gehayet mögen werden, kein
dienstlichers und bestendigers erfunden werden mag, dan das gold,
Silber, kupfer, quecksilber und ander métal durch gut Ordnungen
vil ehe in einem guten und gültigen gleichen, auch bestendigen,
dan einem schlechten, geringen, nidern und ungleichem werdt zu
verkaufen und zu kaufen, auch darnach die widerumb derselben
gestalt zu verkaufen und zu verhandtiern und also die nit in vil,
sonder in ein oder wenig hendt zu verkaufen oder körnen und ver¬
handtiern zu lassen. Wie dan solchs, als wir gruntlich bericht
werden, lenger dan vor 40 iarn her an etlichen orten in unser grafschaft Tirol, da silber- und kupferbergkwerck erbaut werden, der
gebrauch solcher massen mit verkaufung der silber und kupfer,
378
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
auch zum thail ein zeit lang des quecksilbers halben gewesen und
noch also ist und ungezweifelt an andern orten etwa bei andern
pergkwercken der und anderer mettal halben auch also geschehen
ist und noch teglich beschehen mag.
Dan wo gold, silber, kupfer und quecksilber, auch ander métal
in einem guten gültigen werdt verfurt und verhandtiert werden
(welches dan durch das verkaufen in ein oder wenig hendt am
besten beschehen kan), so mögen auch dieselben métal des ersten
kaufs dester in mererm hohem und gutem werdt durch die, so
solch erz erbauen und zu métal schmeltzen, oder die sunst haben
und empfahen, verkauft, auch aus solchem diejhenen, so bergkwerck bauen, dester mer zu bauen verursacht, auch lustig gemacht
und also im grundt dardurch die bergkwerck, auch alle andere
nutzbarkaiten, die, wie oben angetzeigt worden ist, daraus dem
hailigen reiche und teutscher nation, auch gemainem nuz zu gutem
volgen, desto grosser gefurdert und gemert werden. So ist auch
das bergkwerckbauendarzu dasjhen, so von metallen daraus gefeit,
solehs alles, wie ander gots gaben, die einem wachsen, nach notturft zu kaufen und verkaufen, zu verfurn, zu vertreiben und
allenthalben zu verhandtiern von ime selbs ein gütliche, erbare
und zuelessige handlung. Auch daneben billich vil erbarn leuten,
so sich oft hoch und hart in bergkwerckhen verbauen und nach
langer darstreckhung des iren allain der guten hofnung warten,
alle notturftige furdrung zu erzaigen, auch dieselben bei gutem
willen und iust und dardurch die bergkwerck zu bestendigem, auch
beleiblichem wesen zu behalten. Sampt dem, dass auch solche
métal, auch ertz und insonderhait kupfer und quecksilber gar
eins clainen thails in teutschen landen verschlissen, aber wol in
ander frernbde landt und nationen verfuert undt verhandtiert
werden. Und das darzu solehs nit waaren oder gueter sein, der
sieh der gemein man, als anderer gueter zu ainicher seiner notturft brauchen muesz. Dan obwol in teutschen landen doch ein
clainer thail kupfer durch etliche handtwerckh verarbait, so wirdet
doch denselben handtwerckhern in ainen weg als den andern hoch
oder nider belont, darnach das kupfer gullt. So ist auch leichtlich
und wol zu bedenckhen, wo die bergkwerck sonderlich durch die
obgemelten und andere weg nit gefurdert werden solten, dass dar¬
durch der ertz und métal vil minder gemacht, auch ein grosser
mangel daran sein und also ausz solchem noch in vil höheren werdt
I. Zur Geschichte des Monopolwesens im 16. Jahrhundert.
379
gemeiner teutscher nation und derselben underthonen zu nit clainem nachtail wachsen wurden.
Darumb und dem allem nach die gemelten pergkwerck als
gaben des almechtigen , auch derselben nutzbarkaiten , so daraus,
wie oben gemelt , entspringen , darzu gemeinen nutz noch mer zu
furdern und herwiderumben die gedachten bergkwerkh vor abfal,
auch sunst menigklich vor imbillichem naclitail zu verhueten und
zu beschirmen : So setzen , ordnen , ercleren und wollen wir aus
unser kaiserlichen machtvolkomenliait und rechter wissen, dass
an allen den orten im haiiigen römischen reich , auch teutscher
nation , wo bergkwerck gebaut werden , durch die gewerckhen , auch
diejhenen , so bergkwerck bauen , die métal und erz ausz ainichen
gerechtigkailen , vertragen oder handlungen zu empfahen haben,
die métal und erlz , sonderlich die silber , kupfer und quecksilber in
einig oder mer wenig hendt verkauft , auch sunst mit den kaufern
auch herwiderumb durch die kaufet- mit den Verkäufern geding
und pact , die, wie angezeigt , zu handthabung und furderung der
berglcwergkh dienstlich seien oder erfunden werden mochten , allent¬
halben gemacht , deszgleichen darnach durch diejhenen , so dieselben
erz und métal also von den gewerckhen , pergldeuten oder andern
erkaufen , dieselben ertz und métal ferrer zum höchsten und nach
den besten wirden , wie si des statfinden künden , nach irem gefallen
verkauft und verhandtiert , auch in frembde landt und nationen
verfurt werden mugeu ; und dass auch nit allain solchs, was hinfuro oben angetzeigter massen geschieht , auch gehandelt und ge¬
dingt wirt , oder hievor und bisher ytzgemelter gestalt mit erkaufung
und verkaufung der métal in ein oder wenig liandt undt ferrer
verkaufung , verbandtierung und verfuerüng derselben in ander
frembd nationen geschehen , gehandelt oder deshalben fur geding
gemacht were, kein unzimlich handlungen , kauf - und verkaufcontract , noch ainicli monopolia genent , gehaissen oder darfur ge¬
halten und vil minder dieselben , so merbemelter massen contrahiert geding und kauf oder verkauf gemacht , gehandelt oder
die métal und ertz in ander nationen verfurt und verhandtiert
betten oder solchs hinfuro thun wurden durch gantz niemands
darumb gerechtfertiget , gestraft , gebuest , noch beswert werden
sollen in gantz kein weysz noch weg unangesehen , obgleich
das alles in etlicli weg etwa sondern personen fur nachteilig
geacht oder verstanden werden soit . Dieweyl doch solchs sunst
380
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
in vil melier weg und dein gemeinen nutz dienstlich , fruchtbar und
gut ist.
Ob auch wider das alles einich ander fursehung , ordnung oder
beschaiclt als aus ainem ungenügsamen bericht oder verstandt
durch yemandt .s gemacht worden were oder furhin aufgericht,
gemacht oder erfunden wurd , von wem solchs beschehe , solch alles
wellen wir ytz alsdan und dan als ytz abermaln ausz unser kaiser¬
licher machtvolkomenhait und rechtem wyssen hiemit gentzlich
und gar aufgehebt , abgethon , cassi ert , auch demselben allem dero¬
giert und erclert , auch geordent haben , dass nit allain dasselb
wider dise unser ordnung , Satzung und erclerung an kainen orten
oder gerichten gantz kein stat , wurckhung noch craft haben , darauf
nichts gehandelt noch erkent , sonder gantz vernicht und von unwirden sein und haissen . Sonder ob wir ytz ainicherley Ordnungen
zu abstellung der monopolien aufgericht und gemacht betten oder
hinfuro machen oder aufrichten wurden , das dieselben Ordnungen
und fursehungen in kaufen , verkaufen , handlungen , contracten,
gedingen , handtierungen und verfuerungen der gemelten métal und
ertz , sunderlich der kupfer , silber und quecksilber halben nit stat
haben noch verstanden werden , sonder in denselben andern unsern
Ordnungen und fursehungen gentzlich und gar auszgeslossen sein
sollen. Darauf so gebieten wir allen und yegklichen churfursten,
fürsten , gaistlichen und weltlichen , prela ten , graven , freien, heim,
rittern , knechten , haubtleuten , burgraven , landtvogten , vitzthumben , vogten , pflegern , Verwesern, ambtleuten , schulteisen , burgermaistern , richtern , rethen , bürgern und gemeinden und sunst allen
andern unsern und des reichs , auch unserer erblichen furstenthumben und landen underthonen und getreuen , in was wirden , stats
oder wesens die sein, bei Vermeidung unser swern ungnad und straf
und darzu einer peen, nemlich 50 marck lottigs goldts in unser
kaiserliche camer unableszlich zu bezalen , ernstlich mit disem brief
und wellen, dasz si solch obgemelt unser ordnung , Satzung, dé¬
claration und mainung halten , der geleben und nachkomen , da¬
wider auch weder inner - noch ausserhalb rechtens an gantz kainen
orten gegen yemandt gantz nichts furnemen , handlen , sprechen,
urthailen , exequiern , noch iclits auszgeen lassen . Auch solchs gantz
niemantz zu thun gestatten , zueselien noch verhengen , als lieb
einem yegklichen sei, obgemelte unser swere ungnad und peen zu
vermeiden . Wo auch ichts wider das alles, wie obengemelt , in
I. Zur Geschichte des Monopohvescns im 16. Jahrhundert .
381
einem oder mer von yemandts , wer die wem , furgenomen , ge¬
bandelt , getiion , procedicrt , geurtailt oder exequiert wurd , das
alles wellen wir ytz als dan und dan als ytz hiemit abermalen ausz
unser kayserlichen macht und volkomenha .it craftlosz , unpundig,
nichtig und von kainen wirden zu sein erkent und erclert haben.
Also dasz niemand ! demselben kain volg zu ühun oder gehorsam
beweisen schuldig sein soi. Das ist unser ernstliche mainung . Mit
urkhundt diz briefs, besigelt mit unserm kaiserlichen anhangenden
insigel. Geben in unser stat Tolleten in Castilien am 13. tag des
monats may nach Cristi unsers lieben herrn gebürt 1524, unserer
reiche des römischen im 6. und der ander aller im 10. iarn.
Carolus.
Vidit Waltkirch.
Auf der Plica : Ad mandatum Caesaree ac Catholice Mtis. pro¬
prium . W. Brantner m. p.
Unter der Plica : Duplicata pro serenissimo domino archiduce
racione minariarum et metallorum distractione.
Rückwärts : R ta Obernburger.
6. Der kaiserliche Fiskal beklagt Bartol . Welser & Co. vor dem
Kammergericht , Monopole errichtet und versucht zu haben,
besonders durch eine Verabredung mit dem König von Por¬
tugal , laut welcher der König sich kontraktlich verpflichtete,
niemandem Spezereien zu demselben niedrigen Preise zu ver¬
kaufen , wie er sie den Welser verkaufte . S. d. Aus dem Reichs¬
kammergerichtsarchiv in Wetzlar nach München abgegeben.
K . allg. Reichsarchiv . Reichskammergerichtsakten Fase . 201 a.
Wolgeborner , gnediger her ! Keis . Mt. camerrichter in Sachen
sich haltend zwischen mir als keis. mt . und des heil. röm . reichs
fiscal-general -clägern eins und Bartholome Welser und sein gesellschafter , beclagten anders teils uff ausgangen ladung erschein ich
und bring nachvolgend dis meinung clagsweis für , doch nit in ge¬
stalt einer zierlichen clag sonder einer siechten sumarien geschiehterzelung wider gemelten Bartholome und sein gescllschafter oder
ein yede ander person von irai wegen in gericht wie recht erschei¬
nend sag und clag dass, wiewol durch gemeine geschribne recht
bei Verlust aller hab und guter auch Verweisung des lands höchlich
verpotten , dass niemand monopolia schedlich handtierung und Wer¬
bung prauclien oder üben solle. Dagegen auch kein privilegia,
begnadungen , freiheiten , statuta , verjarungen und gebrauch , so
382
Dokumente der frühkapitalistischcnWirtschaftsorganisation.
dawider erlangt , gesetzt , eingezogen und angenomen weren , gantz
von unwirden , nichtig , unerheblich , craftlos und in gantz keinen
weg furtreglich sein sollen, sonder den schedlichen monopoliern
und handtierern , so sich damit beschirmen wollen vil mer nach¬
teilig, streflich und derselbigen straf graviern und häufen ; alles
inhalt gemeinen , geschi'ibnen recht , weihe ich als keis. fiscal hiemit
gemeldet und angezogen haben will.
Solhs alles doch unangesehen und ungeachtet , so hat Bartolome
Welser mit seinen geselschaftern ein mercklich gross hauptgut und
gelt allenthalben und mit grossem vleis aufgenomen und zuhandt
gebracht von etwievil jaren her , jedes jar besonder und bis uff diss
gegenwärtig XXIX . jar und monat decembris liegst verschinen im
konigreich Portugal in der stat Lisibona mit dem konig von Portugal
allerhandt kauf umb pfeffer und andere specerei angenomen und
beslossen , solh gross aufgenomen und zusamenbracht hauptgut und
gelt angelegt den eentner umb ein genante suma kauft , mit den
geding und Vorworten, dass der konig zu Portugal in einem oder
zweien ungeverliehen negstkomenden jaren nach beschehnem kauf,
keinem andern kaufman pfeffer und andre specerei neher sonder
vil teurer zu kaufen geben soll und obgleich darnach ander gesellschafter umb den konig auch kauft , haben si doch vil theurer
kaufen müssen dann Welser und sein gesellschafter und darnach im
reich teutscher nation vil ander ansetz und gevarlich auch gantz
schedlich pact und monopolia geübt und gepraueht . Das hat so¬
lang gewert bis alle specerei in disen hohen werdt körnen ist wie
e. g. vor äugen sehen und der pfeffer, imber , negell, muscatnuss,
zimet , rörlin , muscatplut und anders durch solh ferlich vergeding
Welsers und seiner gesellschafter in zwifachen werdt ungeverlich
ersteigt und vertheirt . worden seind ime und seiner gesellschaft zu
grossem vortheil , nutz und reichtumb und der gantzen gemein
hochs und niders stands teutscher nation zu mercklichem grossem
untregliclien nachteil und schaden reichent . Darumb die peen und
strafen des gemaineu rechten wie obgemelt höchlich verwürckt
haben etc.
Demnach und dweil nun obgemelte ding war und beweislich
seind , so ist an e. g. mein underthenig bit , gedachten Bartholome
Weisem und sein mitgeselschafter in die peen der rechten zu ver¬
dammen , aller und yeder ier hab und güter , ligender , farender,
nutzungen und Werbungen durch e. g. rechtlichen sprach gentzlich
I. Zur Geschichte des Monopolwescns im 16. Jahrhundert .
383
zu entsetzen und abzusliessen , auch dieselbigen guter , nutzUngen
und Werbungen keis. mt . und des heiligen reiclis fisco zuzuerteilen
und in besess derselbigeu on alle verhin .de.rnus komen zu lassen,
auch gemelten Welser und sein mitgesellschafter , Verächter derselbigen keis. rechten , umb solh sein eigennützige , schedliche handlung und Übung ewiglichen zu verweisen , deportiern , abzusundern
und versetzen , alles inhalt geschribner rechten , darauf ich als
keis. fiscal dise mein pétition erhalt , gegrünt und gesetzt haben
will alles in der besten form , e. g. höchst richterlich ampt undertheniglich anruffendt vorbeheltlich aller notturft.
Caspar Mart doctor , keis. mt . fiscal.
Rückseite : Petitio sumaria des keis. fiseals gegen Bartholme
Welser und sein mitgesellschafter . Speir 9. Marci 1530.
384
II. Materialien zur Geschichte der Spekulation
mit Wertpapieren im 16. Jahrhundert
7. Einige Bestimmungen über den Kuxhandel in Sachsen während
des 16. Jahrhunderts.
Die Kuxhändler („Kuxkränzler“), deren immer nur eine be¬
stimmte Anzahl von der Obrigkeit verordnet wurden \ hatten
folgenden Schwur zu leisten: „ Ich N. schwere, dass ich will meinem
gn. Herrn, dem Churfursten zu Sachsen etc. getreu und gewärtig
sein, seiner chfr. Gnaden und gemeines Bergkwergs Bestes treulich
fördern, Schaden warnen und abwenden und meinem Dienst, so
mir befohlen ist, nach meinem höchsten Vermögen und Verstand,
treulich und fleissig vorstehen, iederman rechten, warhäftigen
Bericht thun, was jedes Orts der gemeine Kauf ist, keinen Vortheil
noch Betrug suchen noch gebrauchen, sondern mich gegen Armen
und Reichen gleiclimässig und unverweisslich halten. Welcher mir
am ersten Kuclcus zu verkaufen anbeut, oder zu kaufen begehrt,
den will ich am ersten fördern, kein Geniess oder Nutz, dann so
mir zugelassen ist, in dem allen gewarten, auch weder Gunst, Ge¬
schenk, Freundschafft oder Feindschafft ansehen, sondern mich an
deme, was mir ein itzlicher aus gutem, freyem Willen zu Tranckgeld giebet, gänntzlichen genügen lassen und alles andere handeln
und thun, das einem auffrichtigen Krentzler gebühret und zu¬
stehet, treulich und ungefährlich als mir Gott helff und sein heiliges
Wort“. —- Aus der Bergordnung Kurfürst Christian I. zu Sachsen
den 12. Juni 1589. Vgl. Codex Augusteus II. S. 198.
1Es„
soll in jeder unserer Bergstadt nicht mehr als ein KuxKrentzler sein und darzu absonderlich vereidet werden, selbiger aber
jedesmahl bei Verkaufung der Kuxe den wahren Aufstand u. Be¬
schaffenheit der Zechen, von den Geschwornen unterschrieben , mit¬
bringen , damit derjenige, so dergleichen Kuxe an sich handelt u.
annimmt , nicht betrogen werde.“ Diese Verordnung stammt aller¬
dings aus dem 17. Jahrhundert . Bergwerks-Dekret des Kurf . Joli.
Georg II . von Sachsen, 6. Aug. 1659. Cfr. Codex Augusteus , II,
S. 322. Vgl. auch S. 370, 383.
II. Zur Geschichte der Spekulatiou mit Wertpapieren im 16. Jalirh .
385
Die folgenden Bestimmungen richten sich gegen irreguläre Kux¬
händler:
„Ob auch wol ausserhalb der verordenten Kuckus -Krentzler,
die dann durch unsere Ambtlcuthe darzu sollen vereydet werden,
des Krentzelns und Kuckus -Vorkeuffens sich niemandts soll unter¬
stehen , so langt uns doch mannigfcltig an , dass etzliche , nicht
alleine in unsern Landen und Furstenthumben , beföderst in unser
Stadt Leipzig und andern Handels -Stedten , sondern auch ausser¬
halb derselben Kuckus und Berckteil zu vorkauffen sich anmassen,
sonderlich an denen Örtern und Zechen, da vorlassene Gebeude
seindt , oder auch , do sie ihre Keuffere solcher Theile derer wirderung , wie sie die ihnen angeben und verkaufft , nicht geweliren
können , dadurch also die Leute betrogen , von dem Berckwerge
abgescheuet und unsern Berckwergen grosser Nachtheil eingefurt
wirdt . Solchs fortmehr zuvorkommen , ordnen und wollen wir,
dass unsere Amptleute mit sonderlichem Fleis hierumb sollen Er¬
forschung und Nachtrachtung haben und do sie nun hinter jemandt kommen , der hierinnen verbrochen , oder aber würde durch
andere , die er betrogen vor ihnen beklaget und uberweiset , sollen
sie den oder dieselben zu Gefencknus einziehen und mit gantzem
Ernst am Leibe straffen oder uns jederzeit davon Bericht thun,
dass wir uns alsdann nach Gelegenheit gegen denselben mögen mit
gebiirlicher Straff erzeigen.
Sollten aber auch die vorordenten und geschwornen KuckusKrentzler gleich so wol die Leute , es weren Frembde oder Einlendische in ichte wider ire Pflicht und was die mit sich bringen,
bevortheilen , wie solchs geschehen möchte , so soi es mit der Straff
gegen sie gleicher gestalt , wie oben gemeldet , auch gehalten werden.
LXXVIII . Art . („Krentzler und Kuckus -Partirer “ über¬
schrieben ) der Bergordnung Kurfürst Augusts von Sachsen („aus
derer Hertzoge Georgens und Heinrichs , ingleichen Churfürst
Moritzens zu Sachsen alten Articuln verbessert und gemehret “)
vom 3. Okt . 1554. Abgedruckt im Codex Augusteus II . S. 140.
Vgl. auch S. 174.
Noch deutlicher erkennt man die betrügerischen Machen¬
schaften mancher Kuxhändler aus der Bergordnung Kurf . Chri¬
stian I. von Sachsen vom 12. Juni 1589. Dort heißt es im 74. Art.
(Codex Augusteus II . S. 212) :
Ob auch wohl ausserhalb der verordenten Kuckus -Krentzler,
Strieder
, Studien z. Gesell , kapitalist . Organisationsformen
.
25
386
Dokumente der frühkapitalistischeil Wirtschaftsorganisation.
die dann durch unsere Amtleute darzu sollen vereidet werden,
des KrentzeJns und Kuckus -Yerkauffens sich niemand soll unter¬
stehen , so gelangt uns doch mannigfaltig an , dass etzliche , nicht
allein in unseren Landen und Fürstenthumen , befoderst in unser
Stadt Leipzig und andern Handels -Städten , sondern auch ausser¬
halb derselben Kuckus und Bergtheil verkaufen sich amnassen,
sonderlich an denen Orten oder Zechen, do verlassene Gebäude
sein oder auch do sie ihre Käufer solcher Theil , deren Wirderung,
wie sie die ihnen angeben und verkauft , nicht gewären können,
dadurch also die Leute betrogen , von dem Bergkwerge abgescheuet
und unsern Bergkwergen grosser Nachtheil eingeführet wird , solches
fortmehr zuvorkommen , befehlen und wollen wir, dass unsere Amt¬
leute mit sondern , ernsten Fleisse Erforschung und Naclitrachtung
haben also, do sich iemand in oder ausserhalb unserer Lande unter¬
stehen und den Leuten ungebührlichen Partierens , betrieglicher
hinterlistiger Weiss Theil aufhängen und höher , dann sie auf unsern
Bergkwergen iedes Orts wirdig , verkaufen wurden , dass sie nach
eingenommener glaubwürdiger Klage , solchen Betrieger gefäng¬
lichen einziehen und ihme auflegen sollen, dass er dem Käuffer
alsbald sein Geld, darum er ihn betrogen , paar wiederum erlege
und ihm den Partierer zum wenigsten 4 Wochen lang , auf sein
eigen Unkosten gefänglich enthalten . Do er aber solch Geld, darum
er den Käuffer betrogen , nicht zu erlegen vermöchte , soll er nach
Endung der 4 Wochen auf gebührlichen Unfrieden unserer Bergk¬
werge auf etzliche Jahr verwiesen werden.
Würde aber der Betrug grösser und höher bei ihme befunden
und erweist , dass er Kuckus verkauft in den Zechen , so er nicht
gemuthet , den Leuten Ertz weisen, do sie keines am Anbruch,
kein Kuckus im Gegenbuch hätten , falsche Gewehr und Zupuszettel machen , Zupus einnehmen , do keine angeleget oder wol
niemand wüste , wo solche Zechen gelegen und sollen unsere Bergkamtleulc mit Fleiss nachtrachten , dass sie einbracht und im Ge¬
fängnis härter dann andere enthalten lassen und verschaffen , dass
sie denjenigen , so sie also aufgesetzt ihr Geld und aufgewandlen
Kosten alsbald wiederum erstatten und zum wenigsten sie 8 Wochen
gefänglichen enthalten und hernach , do das Geld nicht von
ihnen erleget , des Landes verweiset werden.
Wäre aber der Betrug dermassen beschaffen , dass die Strafe
des Gefängnis nicht gnugsam , oder hievor damit gestraft und
IÏ . Zur Geschichte der Spekulation mit Wertpapieren im 16. Jahrh . 3g',7-
anderwert verbrochen , soll man dieselben mit Ruthen aushauen
lassen und unserer Lande und Bergkwerge auf ihr Leben lang ver¬
weisen, damit männiglieh , dass wir ob ihrer Betriegerei Missfallen
tragen.
Sollten aber auch die verordenten und geschworenen KuckusKrentzler gleich so wohl die Leute , es wären Frembde oder Ein - .
ländische in ichte wider ihre Pflicht und was die mit sich bringen
bevortheilen , wie solches geschehen möchte , so soll es mit der Straff
gegen sie gleicher Gestalt wie oben gemelt , auch gehalten werden “ .
25 *
388
III. Quellen zur Geschichte der Aktien¬
gesellschaft im 16. Jahrhundert.
8. Statut der Allgemeinen Eisenhandelskompagnie zu Steyr
(Aktiengesellschaft ), 14. Sept . 1581, Nach einer Abschrift,
die sich im Archiv der Stadt Steyr (Lade 3) befindet . Bl. 3 ff.
mit Auslassung von Unwichtigem.
Compagnia -Ordtnung 1 auf den Eisenhandl bey der Statt
Steyr , so unter dem Namen und Tidl der Stadt Steyr
solle ausgehen:
Nemblich zum 1. So solle nun liinfürder aller und jeder Inner pergerischer geschlagener Zeug von Stahel und Eisen wie der Namen
haben mag (darein auch die Schin-, Pflueg -, Plech - und dergleichen
Eisensorter ., so in den khlainen Hamern nach der Enns heraus,
die auf den klainen Pächen ligen und sowoll bey etlichen Hamerschmiden zu Holnstain aufgebracht und bissher hierher gegeben
worden , zu verstehen ) allermassen wie hievor gegen den PrivatEisenhandlern alhie beschehen ist (in Crafft hieliger ersessenen
Freyheiten und Rechts auch vermüg der alten und neuen Eisenordnungen ) allein hierher auf Steyr in und zu berürter Gsellschafft
hernach bemelter Verwalter Händen (dartzue sie, die Gsellschafft
bey der Enns ire sondere gelegenen Gewelb und Legstedt haben
solle) in dem ordenlichen gesetzten Hamermaister -Khauff gelifert
und sonsten an khain anders aussers Ortt noch hieligen PrivatBürgerspersohnen wenig oder vill gegeben und also weder ainem
noch dem andern under hieligen Bürgersleuthen , haimlich oder
öffentlich , ainiche Handthierung mit geschlagnen Eisentzeug , so¬
lang dise Gemainschaft und Compagnie werth , ze treiben gestattet
werden.
Und nachdem von villen langen Jaren der gestreckhte Stahel
alhie. under etlichen Privat -Bürgerspersohnen in ainer Handt und
1 Ein anderes Mal heißt es in dem Schriftstück „ GemeinschafftOrdnung “ .
III . Zur Geschichte der Aktiengesellschaft im 16. Jahrhundert .
389
Gesellschafft gewest und derselbige gestreckhte Stahel Inhalt der
alten auch der mittleren und neuen Eisenordnungen und sonndern
Endtschiedt l, so von der hochlöblichen niederösterreichischen Re¬
gierung und Camer des verschinen 59ten Jares zwischen berürter
Gsellschafft und den Innerpergerischen Hammermaistern ergangen,
andern auftzubringen verbotten und allain inen , den Gesellschafftern
desselben gestreckhten Stahels in iren sondern Streckhämern zue
machen zuegelassen worden . Und aber derselbe dem Eisenhandl
auch anhengig und zu disem Wösen gehörig ist : So solle derselbe
gestreckhte Stahel nunmers hinfürters auch in dise EisenhandlungsCompagnia , mit aller Gerechtigkhait so sy die vorigen Gsellschaffter
liürüber gehabt , zugleich gehörig sein. Auch denjenigen Persohnen,
so bissher drinen gewest, ir daselbs gehabtes Leggeldt sambt dem,
so sie sonsten hürüber merers in dise jetzige völlige Gsellschaft
thuen , nach Ordnung zue geschriben und solcher gestreckhter Stahel
durch die Eisenhandlsgsellschafft -Verwaltter gleich wie all ander
hieobbemelter Eisentzeug empfangen und hinwiderrumben verkaufft
und verhandelt werden.
Zum 3. Obwol! zu Erstattung angerürts Leggelt oder Capital
diser Gsellschaft unnder der Rürgerschafft ain Gwisshait , was ain
jeder unnder den Reichen , Mittlsvermiigigen und Ermern hierein
underschiedlich und nicht darüber oder dahinder legen, item ob es
auch aus aignem Guet beschehen oder was ainer sonsten anderwerts aufbringen khan , zuclässig sein, gleich alsbaldt jetzo anfangs
gesetzt und bonent werden solle. Damit der Reich den Unvermügigern hierinen , wo dise Gsellschafft nutz - und gwinlich sein
würde , nicht engen oder mit zu villen Leggelt an seiner Narung
hindern thue . Weilln aber dises Wösen und das Haubtcapital wie
verstanden sehr hoch und gross ist und man daher an jetzo der¬
gleichen Fürordnung zur Gewisshait nicht thuen khan , zumall das
der Verschleiss mer im Steckhem als der Wierde der Zeit ist , daher
das Gemainwösen zu Erhaltung der Stadt Freyhaidten , Mann¬
schaft und Narungen aines sterckhern Geldtzuesatz bedarff und
also villmer dises Gsellschafftwesen ins Werch zuerichten die ge¬
westen Privat -Eisenhandler mit dem iren , so sy hievor in der Eisenliandlung gehabt sowohl auch andere als aus unns der andern vermügigern Bürgerschafft aufs sterckhist zuezusetzen zu bewegen,
1 Das heißt besonderen Abmachungen.
3Ô0
Dokumente der frühknpitalistischen Wirtschaftsorganisation.
inderne dannocht khain Auskhumen , sondern hierüber noch ain
grosse Suma Gelts viller 1000 Gulden umb Interesse auftzunemen
ist , so khan demnach Solchen Leggelts wegen anjetzo kain gewisses
Zill angeordent werden . Wann aber dises Compagniewösen in
seinen Ganng und Übung khumbt und man mit etlichen Jaren
siecht , wie es sich aalest und zuenimbt , solle alsdann nach Gelegenhait der Zeit hierinen auf ainen oder den anderen Weg zu
Beförderung ' des hieligen gemeinen Nutz solche Ein - und Fürsechung beschehen , dass solch Leggeldt generaliter sein benentes
Zill haben , und kainer drüber noch darhinder legen, noch ainer für
den andern aigennutziger Weiss nicht beschwert . Aber underdessen und anjetzo anfangs ain Jeder so vill in dise Gsellschafft
zu legen, als er selbs vermag oder anderwerts auf Interesse oder
sonst aufbringen khan zuegelasscn werden . Doch dass es zum
wenigsten under 100 Gulden nicht seie.
Zum 4. Damit dise Eisenhandlsgsellschaiït nicht gleich im
Anfang zertreut oder confundiert werde, welches sonderlich mit
dem beschehen möchte wann ain jeder im Mitl oder nach Aus¬
gang des ersten oder andern Jars gestrackhs heraustrachten und
sein Leggelt abfordern wolte : so solle alles und jedes , gross oder
daines Leggeldt auf 4 gantze Jar , von jetzo diser Gsellschaft Anfang
und beut datto antzuraitten , darinen unabgefordert ligen verbleiben
und vor Aussgang derselben 4 Jar khainen Gsellschaftern von
seinem Haubtleggelt niclits herausgegeben werden . On allain es
erforderte aines erweisliche hohe und unentradliche Nottdurfft.
Inderne die Gsellschafft ainen solchen nach Gelegenhait und billiclien Dingen , soweit es ir der Gsellschafft erschwinckhlich und
dem gemainen Wösen unschedlich , sein Leggeld thaills oder gar
(doch gegen Abtzug der verlornen Schulden so dise Zeit über in
der Companie gemacht werden möchten ) hinaus zallen mag . Und
was aida von den Gsellschaffts -Persohnen gemeldt , das solle zu¬
gleich auch verstanden werden , da ain Gsellschaffter mit Todt
abgieng , Wittib , Kinder und Gläubiger verliess, auf deren ainer
oder den andern Taill solch Leggeld durch Erb -Succession geschefft oder Vorwaisung gefallen, dass solche in obsteenden , zuelelligen, unvermeidlichen Nötten und Obligen auch vor Aussgang
der 4 Jar zu bedenkhen.
Zum 5. Weiln die Gsellschafft in dem Eisenhandl als aines
hieligen bürgerlichen Gewerbs angericht wirdet , so solle in dieselbe
III . Zur Geschichte der Aktiengesellschaft im IC. Jahrhundert .
39!
weder jetzo noch khünfftiglicli niemandts annder , als die alhie
geschvvorne Bürger seien, mit irem Leggelt , des auch jedertzeit
(über das , was anjetzo bemelte vorige Privat -Eisenliandler und
Gestreckhten -Stahels -Gesellschaffter in derselben ircr Eisenhand¬
lung und gehaltenen Gsellschafft richtig gemacht haben ), allain
par und anders gar nicht beschehen solle, zuegelassen werden.
Zum 6. Auf dass es mit Einnemung neuer Gesellschaftler
auf khünfftige Zeit sein Mass habe , solle in Mittl des Jars und vor
geschlossner Jars -Raittung khain Annemung — zu Vermeidung
Irrung in der Raittung — geschehen . Aber nach Ausgang jedes
Jars und geschlossner Raittung müg alle Jar , che die 4 Jar fürüber , neue Gesellen diser Ordtmmg gemäss angenomen werden.
Und solches darumber , damit durch solcher neuen Gesellschaftler
Einlag das auf Interesse aufbrachlc Gelt desto ehe wieder ab¬
gelegt . Item so auf solche Fall wie oben verstanden den alten
Gesellschafftern oder iren Erben und Gläubigern vor Aussgang
der 4 Jar in Nottfällen was in Abschlag zu zallen , dieselben Suma
desto leichter wieder zuersetzen . Wie dann auch bey hernach
volgenter 4 fürgesetzten Companies -Persohnen auch des Puechhalter und der Cassier Beratschlagung stehn solle, wann der neuen
Gesellen in den ersten 4 Jaren zu vill khemen , dass es den ersten
Gesellschafftspersohnen , so zum Anfang eingelegt und die Gfar
des Anfang auf sich geladen oder mit tragen , beschwerlich und
nachthaillig , auch sonst dem gemainen Wösen uit fürstendig wer,
dass sie allain sovill annemben sollen als es nützlich und dienstlich
ist . Wann aber die ersten 4 Jar fürüber , alsdann mag die An¬
nemung allzeit nach Ausgang 2er Jar beschehen.
Zu Gesellschaffter sollen auch nicht allain die angesessenen
Rüi’ger so Handlsleutb , sondern auch die andern , so unangesessen,
darunder die Handwercher , angesessen und unangesessene und in
genere alle diejenigen , so geschworne und gelibte Bürger seien
bemaint zugelassen werden und liierinneii khainem der Zuetritt
abgestrieckt sein.
Was nun jeder Bürger für ein Leggeldt , obstehenden Inhalt
gemess, zue der Cassa richtig machen wirdt — es scyc durch Pargelt oder Überschaffung solcher Posten , die vorher alberait in der
Compagnia gewiss und richtig ligen und an solchen neuen Gsellschaffts -Persohnen durch ordenliche Mittl khumen —- darumben
solle jedem von der Gsellschafft ain gefertigter Schein vermüg
392
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
der sonnderu verfassten und verglichnen Formbl, so hernach in¬
serieret, mit der Gsellschafft Petschafft verfertigt und von den
nacbsteenden Puchhalter undertzaichnet, angehentigk werden.
Inserirtcr verglichner Form des Scheins.
Wir N. und N. die Gesellschaffter der Eisenhandlung zu Steyr
bekhennen für uns, unsere Erben und Nachkhumen , als wir an jetzo
dem N. dise Compagnia allermassen und gestalt wie es die desthalben
aufgerichte Compagnia-Ordtnung mit iren Puncten und Articlen ver¬
mag, zu ainem Mitglidt und Gesellschaffter angenumen haben . Dass
er hierauf zu seinen Leggelt N. Pfundt Pfenning auf Gwin undVerlust,
wie in solchen Gesellschafftshandlungen gebreuchig ist , zu unserer
Cassa erlegt hat , welche auch von datto antzuraitten , Inhalt an¬
geregter Ordtnung , er seie bey Leben oder schaide hietzwischen mit
Todt ab, 4 gantze Jar unabgefordert oder unbetzalt stilligent bleiben
sollen. Demnach zuesagen und versprechen wir für uns und unsere
Erben und Naehkhomen , dass gedachtem; N. auf bemelte 4 Jar und
so lang er hierüber in solcher unserer Gesellschafft sein, der ordenliche Gwin, was dessen auf angeregtes sein Leggelt jerlichen , vermüg
der Raittung , gebüren oder fallen wirdet , eben wie all andere Gesell¬
schafts -Verwandten under uns mit Ausgang aines jeden Jars und
aufs lengist innerhalb 14 Tagen hernach zu seinen sichern Hannden
angehendigt werden soll. Und wann merbemelter 4 .Jar fürüber und
er aus diser Compagnia begehen, auch mit halber Jars Zeit aufkhünden würde, so gereden wir verrer Inhalt der Ordtnung im und
seinen Erben oder treuen Brieffs-Inhabern obberürt sein Haubtleggelt
der N Gulden innerhalb 4 Jaren und alle Jar mit Ausgang desselben
% daraus zu hetzallen . Oder wo auf bemelts N. Absterben seinen
Erben oder andern , so er auf dises Leggelt weisen möchte , dise 4 jerige
Betzallung zu lang sein wolte, alsdann inen dieselbe nach angerürter
V2 Jars Aufsag in den darauf negst volgenden 2 Jaren zu thun und
hietzwischen von dem in jedem Jar bleibenden Rest den pro rato
gebürenden Gesellschaffts-Gwin obsteender Gestalt zu ralchen . Doch
sollen in Abtzallung solchen Hauptleggelts die gar ungewissen und
für verlobrn befundene Schulden, so nach Handelsbrauch und diser
Gesellschafft und der Zeit Bescliaffenliait ir über angewenndten Vleiss
nit gar vermitten bleiben kliünen , auch pro rato , was es auf dise
Suma in Abraittung zuetrifft , liievon aufgeliebt werden. Truege sich
dann zue, dass obgedachter N. vor Verstreichung der 4 Jar und seiner
Aufkhündung mit Todt abgieng und diejenigen, an welche solches
Leggeldt erblich oder rechtlich khäme , Bürgersleuth oder den bürger¬
lichen Wösen hie zuegethan weren, solle denselben nichts weniger der
völlig Gwin (als ob der N. selbs im Leben und Bürger alhie hüben
were) vom Leggeldt geraicht werden. So aber dieselben nit Bürgers¬
leuth oder sich von dannen setzten , solle inen nicht der Gwin, sonnder
ein Interesse 5 % in Zeit das völlig Leggeit im Nutz ligt und auch
hernach auf Endtrichtung abgehörter Jarsfristen von dem übrigen
III . Zur Geschichte der Aktiengesellschaft
im 16. Jahrhundert .
393
pro ratto biss es abtzallt , alles in parem gueten Gelt , landtleuffiger
Wehrung , geraicht und hierinen der Compagnia -Ordtnung
nach¬
gegangen werden . Des zu wahren Urklmndt haben wir vorernentem
N . zu seiner Notturft disen Schein und Bekhandtnuss angehendigt.
Mit unserin Compagnie -Handels -Petschafft verfertigt.
So weit die Inserirung.
Zum 7. So solle die Gsellschafft zu irer Cassa und Pueclihalterey ain wolbewarte Schreibstuben in hieligen Ratthaus , wo es
mit newer Zuerichtung sein khan , oder aber sonnsten in der Stadt
und dartzue ain aignes Handt -Pedtschafft in berürter Puechhalterey haben . Welches in der Visier gemainer Stadt Wappen,
das Pandl -Thier haben und die Umbsehrifft also lautten sollet
Stadt Steyr und die gemain Gesellschafft der Eisenhandlung aida.
Damit alle Missife, Schein und was ier der Gsellschafft Notturfft
ist — doch ausserhalb der Schuldtbrieff — gefertigt werden.
Zum 8. So sollen jetzo im Anfang und dann alle Jar durch
uns, ainen Rath 4 fürneme und taugliche Burgers -Persohnen , nemblich die zwen aus unsern Ratts und die andern zween von der
anderen Bürgerschaffts Mittls , alle vier der Compania verwandt,
erwöldt und aus denselben zur Umwexlung jerlichen die zwen eitern,
so 2 Jar nach einander die Bemiiung getragen , verändert und andere
auch durch unns ain Rath an ir stadt verordnet , dise Verände¬
rung aber die obvermelten ersten 4 oder doch zum wenigsten die
2 Jar sovil müglich underlassen . Auch solche 4 Persohnen von
Jar zu Jarn der Gesellschafft Heubter sein und die Obhandt über
dises gantze Gesellschaftswösen und deren hernach bemelte Diener
und Verwalter haben , alle Sachen zum pestten bey den Undergebnen anordnen und zu gewissen Tagen und Stunden , deren sie
sich vergleichen , wo nit jedertzeit alle vier , doch zwen auffs wenigist
mit einander sich in der Schreibstuben finden und zuesehen , was
allerseits fürgefallen und zue handeln von nötten , dasselbe auch
also oft vleissig und fürdersam verrichten und wo sie samentlich
die Sachen so wichtig funden , nach irem Gefallen und Bedenckhen
noch etliche sondere Persohnen aus der Gsellschafft zu sich er¬
fordern , mit inen Beratschlagung halten und also in ainetn und
dem andern an inen nicht erwinden lassen . Damit alles zu Befürdrung der gemainen Gsellschafft Nutz treulich gehanndlet und ir
jedem für dise Bemüung zur Gleichhait und Gelegenhait durch die
Gsellschafft alle Jar ain gebürliche Verehrung , aber sonnsten khain
andere Besoldung gegeben werden.
394
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
Zürn 9. Wo auch die Notturfft erfordern wolte, dass man zu
ainer oder der andern Zeit in die Gsellschafft Gcldt umb Interesse
aufnemen müsste, so sollen bemelte 4 Ob-Persohnen daselb jedertzeit. mit Vorwisseu und Guethaissen unser, aines ersamen Raths
thuen und sich darumben bewerben, auch die Schuldtverschreibungen umb aines oder das andere Anlehen von uns, ainem ersamen
Rath und der Companie under gemainer Stadt Fertigung — Inhalt
der abgehandleten Nottl so auch hienach eingeleibt oder wie man
es von dem Darleiher haben khan — ausgehn.
Inserirtc Schuldtbrieffs Formbl.
Wir N. Biirgermaister , Richter und Rath der Stadt Steyr , auch
wir die Bürgerschafft und Gesellschaffter des Eisenhanndls dasclben
bekhennen für uns , unsere Nachldiomben und Erben hiemit diseni
offen Brief wo der fürkhombt , dass wir dem N. und seinen Erben
recht und redlich schultig worden sein benendliche N Gulden reiniscli
gueter Landtswerung (jeden zu 15 Patzen oder GO Kreutzern zu
rechnen). So er uns auf unser Bitten zu notturftiger Beförderung
dises unsers Companie-Handls im parem Gelt dargeliehen u . in unser
Gwaltsam behendigt , auch gewilligt hat , dise Suma Gelts von Jar
zu Jarn gegen N Gulden per Cento järlichen Interesse stiliigen zu
lassen. Wo aber er N. oder sein Erben uns solche Suma Gelts verrer
nicht darleihen oder wirs lenger nicht gebrauchen wolten, dass ain
Tail dem andern dasselbe y2 Jar lang zuvor glaubwürdigen u. auf¬
sagen solle. Darauf gereden, zuesagen u. versprechen wir für uns,
unsere Nachkhumen u. Erben liiemit wissentlich u. in Crafft dits
Brieffs nemblich dass wir gedachten N, seinen Erben oder getreuen
Inhabern diss Brieffs, wann uns die beruert j4jerig Aufsag beschiecht,
oder wir die selbs thuen wuerden , nach Vcrscheinung angeregtes
y. Jars olme lengern Aufzug oder Waigerung
, auch gantzlich ohn
allen iren Uncosten u. Schaden zu iren sicheren Händen danckhbarlich betzallen u . hievon järlich u. aines jeden Jars besonders,
so lang wir solche Suma Gelts inliendig haben , N Gulden obberürter
Wcrung zu rechter Zeit die Vertzinsung alweg zuraichen u. ain JarsVertzinsung auf die ander nicht anstelin lassen wollen noch sollen.
Und damit dann gedachter N. u. seine Erben angerüerter irer in
Treuen unns dargelicbnen N. Gulden reiniscli sowoll auch dem hie¬
von gebüerenden jerlichen Interesse genugsamblicli versichert werden,
so verweisen u. verschreiben wir inen durch diesen Brief unser der
Statt Steyr u. unser der Bürger u. der gemainen Gsellschafft zu¬
sammen gelegte Guetter , darinnen nichts ausgenomen wo u. welcher
Ennden die allenthalben zu finden sein, zu rechtem Für - u. UuderPfandt . Allso u. dergestalt da wir unsere Nachkhumen u. Erben
vermelte N Gulden reiniscli über vorgehende Aufsag zu Endung des
obbest halben Jars hietzwischen auch das angedeut jerlich Interesse
obverschrihner Massen nit zallhaft machen , sonnder darmit wider
III . Zur Geschichte der Aktiengesellschaft
im 16. Jahrhundert .
395
iren gueten Willen säumig erscheinen u . er N oder seine Erben dessen
»iniclien Schaden — Idain oder gross wie der Namen haben möchte —
nemen Hielten , denselben Schaden allen , khainen redlichen aus¬
geschlossen , sollen sie sambt der völlig Haubtsuma
u . dem aussstendigen Interesse haben , suechen u . bekhumen an u . auf denselben
unnsern u. der Stadt Steyr u . unnser der Compania gesambten
Gsellschafftsguettern ; wie auch die landlfürstliche
Obrigkhait sy
on alle weitere Clag oder Berechtung auf erstes Ersuchen bey diser
Verschreibung zu richtigen ßetzallung mit steiffer , unverlengter Exe¬
cution handtliaben u . Mcwider in aincm nach dem andern nit be¬
schweren lassen sollen , bis sie obbestimbter Haubtsuma ü . Interesse
sambt denen hiedurch erlidcnen Schaden zue guetem , völligen Benügen entricht u . zufridan gestclt worden sein . Alles u . jedes bey
Verpindung des gemahlen lanudtleuffigen Schadenpundts , als ob der
von Wort zu Wort nach lengs hierinen geschriben stiiende . Darwider u , dises alles unser Naehkhomen u. Erben khainerlei Eintrag
noch Verwiderung wie die durch Menschen Sin im er erdacht werden
möchten u . wir uns gebrauchen wollen oder würden nicht schützen,
fürtragen , noch hievon entheben solle in khainerlai Weis , noch Wege,
treulich one Geverde
Soweit die Inserirung.
Und nachdem diss Companie",yerch fürnemblich zur Erhaltung
der Stadt Freyhaidten , Gewerb- und Manschafften hat fürgenumen
werden müssen und villeicht die Frembten bey denen Geldt in
Nottfällen auftzubringen — weil dieselben frembten Herleihern der
Companie Beschaffenhait unbekhandt und dise Companie-Ordtnung zu eröffnen bedenckhlich — gemainer Stadt allain lieber,
dann dass die Companie mit bekhennen und sich obligieren sollen,
leihen möchten , so sollen in solchen Fällen die Scbuldtbrieff von
uns N. Biirgermaister , Richter und Rath allain ausgehen , doch
allzeit von der Compagnia für ir Gebüer , so weit sie darbey mit
interessiert , ainern ersamen Rath ain Gegen-Recognition von der
Puechhalterey angehendiggt werde.
Zum 10. So solle ain Puechhalter aus der Bürgerschafft , so
anders ain solche trügliche , verschwigne , vleissige und khundige
Persohn zu bekhumen , behandlet . Da aber aus der Bürgerschafft
khainen zu erlangen , alsdann ain Frembder (doch ain woll erkhandter
Man, dem zu vertrauen ) auf billiche und zimliche Jarsbesoldung
der Companie bestelt , uriÖ derselb in disem seinen Dienst vleissig
und getreu sein. We.ill auch sonderlich die Veränderung eines
Puchhalters zum Anfang ungelegen , geferlich und bedenckhlich,
solle solch Persohn solang man khan continuirt und so sie hie nicht
396
Dokumente der Irühkapitalistischcn Wirtschaftsorganisation.
Bürger were, sie doch dasselbe alsbaldt annemen. Welchem Puecli-
lialter auch auf sein Verrichtung aus diser Haubt -Ordtnung ain
sondere Instruction gefertigt, angehendigt werde. Aber sein Amts¬
pflicht dis nach inserirtem Inhalt sein solle.
Inserirte Aidtpflicht:
Ir werdet ainen Aidt zu Gott dem Allmechtigen schweren und
X. Bürgemiaister , Richter u. Rath der Stadt alhie, desgleichen der
Companie, von denen Ir zu ainem Puechhalter über solche EisenUandls-Gsellschafft aufgenumen , bey Euren Eliren und Treuen an¬
geloben, gedachten N. Bürgemiaister , Richter u. Rath und den
Fürgesetzten der Companie getreu, gehorsamb und gewertig zu sein,
Euren Puechhalter Dienst — nach Vermüg Eurer Instruktion , die
Eucii angehendiggt — treulich , erbar und aufrecht zu verrichten,
gemainer Stadt und der Compagnie Nutz u. Frumen , sovill an Euch
u. Eures Dienst ist , zu fürdem , Schaden zu warnen und zu wenden,
die Geliaimb dis Handls , wie die von ainer Zeit zur andern an Euch
gelangt , biss in Eur Grueben zu verschweigen und nicht zu offen¬
baren , Euch auch mit niemandts Frembden in Handlung , Contract,
Correspontentz oder Gemainschafft einzulassen, welches gemainer
Statt und diser Geselb- u. Gemainschafft jetzo oder künfftig zu
Nachteil u. Schaden geraiclien möchte u. sonst alles das zu thun
u. zu lassen, das ainem erbarn , aufrechten Puechhalter und treuen
Diener zu thuen aigent und gebürt . Darinen weder Muet, Gab,
Freundschafft , Feindschafft , noch ichtes anders dann Eur Pflicht
und die Erbarkhait antzusehen.
Soweit die Inserirung.
Ferer so will auch der Companie Nottdurfft sein, zu disem
ansehlichen Werch zwen Cassier zu halten und sollen dieselben
alletzeit nach Gelegenhait aus den Fürnemisten und Tauglichisten
der Gsellschafft, die woll angesessen, behandlet und erwöllt. Der
jeder solchem Ambt 1 oder 2 Jar fürstehn, und also offt ainer aus
den zwaien nach Aussgang aines Jars gewexlet und ain anderer
gesetzt, damit also ain alter und ain neuer Cassier Berichts halber
im Ambt sein und der Elter im andern Jar durch den Jüngern
enthebt khüne werden. Es solle auch ir jeder zu solcher Cassa
ainen aignen Schlüssl haben und ainer ohne den andern nicht drain
khumen und sie sonderlich, wan sie dise ire Ämbter antreten, uns
ainen ersamen Rath für uns und anstat der Gsellschafft Handtglüb
und Pflicht dahin thuen, dass sy bey disem Companiawösenim
Einnemen und Ausgeben und sonsten allerseits getreu und vleissig
sein, gemainer Stadt und der Companie Nutz und Frumen betrach¬
ten, Schaden und Nachteil warnen und wenden, die Cassa in gueter
III . Zur Geschichte, der Aktiengesellschaft im 16. Jahrhundert .
397
Sorg und Venvarung halten , anders nlt als was dise Ordtnung zuelesst handlen , mit solcher vertrautten Cassa khain Gefahr oder
Aigennutz — wie das Menschen sie erdenekhen möcht — gebrauchen
oder yben , sonder dise Cassa in irer Verantwortung und Versperrung
treulich haben und handlen wollen und sollen. Und auf dass sie
aber solcher Müe und tragenden Veranworttung auch Ergötzlichkhait haben , solle inen järlich — nach Gelegenhait der Nutz bey
der Gesellschafft gross und mittlmessig sein würde — ain solche Ver¬
ehrung , dass es der Gsellschafft erträglich , geraicht .und geben werden.
Nachdem auch weiter von Nötten , dass taugliche Persohnen
vorhanden , welche allen Zeug von den Hamermaistern und Hamerschmiden empfahen zu Steyr und von dannen verrer und inner,
ausser Landts verhandlen , item , die die Gonträct schliessen und
das Gelt umb solchen verhandleten Zeug einnemen und zur Cassa
und Puechhalterey bringen , sollen deren hierzue 4 in der Antzall
bestellt und aus den Gesellen oder aus der Bürgerschaft fürgenumen
und sie nit baldt gewexlet , sondern bey iren Diensten und Ämbtern,
so lang es immer ir und der Gesellschaft Gelegenhait geben mag,
erhalten , auch ir jedem nach Beschaffenhait diser irer Amts¬
oblag, die dann zimblich starckh sein und neben Haltung aines
aignen Dieners und Ross vill Bemüung auf sich tragen wirdet,
ain billiche Jarsbesoldung , so der Gsellschaft erschwinckhlich ist,
geraicht werden . Sy sollen auch zugleich ire sondere Pflicht haben,
wie dann die dis Orts inserirt ist.
Inserirte
Pflicht.
Ich gelob’ und zuesagc hiemit an Aidtsstal und bey meinet
bürgerlichen Pflicht, dass ich gemaincr Stadt und der Companie als
ein fürgenumener, besteiter u. besolter Diener, getreu, gehorsamb
und gewärtig sein, der gemainen Compania Nutz u. Frumen, sovil
an mir, befürdern, Schaden und Nachteil zeitlich warnen u. wenden,
meiner Instruktion und Dienst treulich nachkhumcn, khain Gefahr
hierinen
brauchen , die Gehaim der Gsellschafft , so an mich gelangt
und khombt, bis in mein Grueben verschweigen u. nicmandts oder
denen es zu wissen nit gebüret , oder das der gemainen Companie
zu Schaden geraichen möcht , hievon nichts offenbaren , sondern mich
auf höchst , dass der gemainen Companie treulich u . nützlich ge¬
haust und geliandlet werde, befleissen u. sonst alles das thuen
will, das ain treuer, besolter Diener seiner Pflicht u. der Erbarkhait
nach zu thun schuldig ist und hicrincn weder Muet, Gab, Freundtschafft , Feindtschafft
noch ichtes anders dann meine Pflicht u . die
Erbarkhait antzusehen.
Soweit die Inserirung.
398
Dokumente der frühkapitalistischen
Wirtschaftsorganisation.
Es solle auch zuegelassen sein, dass der vorbemelte Puechhalter , Cassier und dise 4 Händler sowoll als andere Bürger ire
Legegeldt in der Gsellschafft mügen haben , auf dass sie umb sovil
raer Ursach sich dahin zu bemüen , damit der Nutz und Aufnemen
diser Gesellschafft befürdert werde.
Damit dann auch solche Persohnen als Puechhalter , Cassier
und Händler disen iren Ämbtern umb sovill mer abwarten khünen,
sollen sy, so lang sie disen Officien beiwonnen , aller Gerhabschafften,
Curratorien und ander bürgerlichen Ämbter entlassen sein und
irer damit verschont werden.
Dise Officien, Puechhalter , Cassier und Händler sollen denen
hievor im 8. Artickhl verleibten 4 Persohnen underwürffig sein,
auf dieselben iren Respect und Aufsehen haben und allerseits son¬
derlich in wichtigen Dingen mit irem Vorwissen handlen , inen auch
der Puechhalter alle 2 oder zum lengisten 3 Monat oder so oft es
begert und von Nötten , ainen Pelantz 1ziehen und fürbringen,
und wie also alles Wösen mit Einnemen und Ausgeben , auch den
Schulden so sie Gsellschafft zu thuen , item des Handls Gegen¬
schulden und was für Zeug unverkaufft , gestaltsam ist , gründ¬
lichen Bericht geben und sonderlich sie ire hiertzue bedürftige Leuth
und Diener selbs aufnemen , underhalten und besolden . Doch,
dass es solche Diener sein, denen in einem dergleichen Werch zu
vertrauen . Wie dann inen den Cassiern, Puechhaltern und den
anderen 4 Verwalttern derselben irer Diener halben die Verant¬
wort - und Erstattung obligt.
In Sonderhait aber soll es mit verinelten 4 Verwaltern oder
Handls -Persohnen in irer Verrichtung dise Abthailung und Underschaidt haben ; Dass durch die 2 das gantze Wösen , was die Radund Hamermaister mit Empfahung des geschlagenen Zeugs, auch
Hineingebung des Geldts und sonsten in all ander Weg antrifft,
und dann die andern 2 dasjenige so zum Verschleiss desselben
Zeuges gehörig gehandlet und veri'ichtet , wie auch jedem Thaill
hierauf ain sonder Instruction zugestellt solle werden . [Folgen
genaue Bestimmungen über die Arbeitsteilung unter den 4 Fak¬
toren .]
Und was nun also negstbenrelte 4 Verwalter oder Handelspersohnen in disem allen und vermüg angeregter irer abgesonderten
1Bilanz.
III . Zur Geschichte der Aktiengesellschaft
im 16. Jahrhundert .
399
Instructionen und sonnsten zu ainer und der anderen Zeit hanndien
werden , und wie das gantze Wösen bey Rad - und Hamermaistern
und irer Arbait so woll auch mit Raichung des verschribnen Eisentzeugs von danen her , item mit Wiederverhandlung desselben ge¬
schlagnen Zeugs und sonsten allenthalben geschaffen , den berürtcrx
4 Ob-Persohnen und dann sie die Ob-Persohnen dasselbe — und
sowoll wie es bey der Puechhalterey und der Cassa steth — alle
Jarsquart .al uns ainem Ratt ain schriftliche Relation übergeben.
Zum 11. Was von der jetzigen hieligen Puppillen 1Geldt zur
Befürderung der Gsellschafftshandlung aufgenumen wirdet , das
solle inen mit 5 % verinteressiert und solche Verzinsung iren verordneten Gerhaben 2 jerlichen auszalt werden und dieselben Pup¬
pillen sonsten zu ainichem Gewin nicht zuelessig sein.
Zum 12. solle diser Gsellschafft Handlung wegen mit Einnemen und Ausgeben aus Empfach und Wiederverhandlung des
Eisentzeugs alle Jar — underschiedlich mit jedes Aussgang —
gewisslichen und on ainichen Auftzug durch den Puechhalter richtig
und ordenlicher Raittung geschlossen und dieselbe, alsbaldt sie
fertig , ohne weiten Aufschub durch die vermelten 4 verordneten
Gesellschaffts -Obpersohnen , auch noch dartzue aus den andern
Gsellschafftern , 2 des Raths und 2 der andern Burgerschafft (so
hiertzue tauglich und das maiste Leggeldt in der Gsellschafft haben)
bestes Vleis aufgenumen und in diser Raittung auf alle Umbstendt
woll Achtung gegeben und zu solcher Haubt -Raittungs Aufnemuiul Abhandlung durch dise 8, auch die andern 4 Persohnen , so
den geschlagnen Eisentzeug empfahen und verhandlen , zugleich
getzogen werden . Und was nun sie die ersten 8 oder sie alle 12 Per¬
sohnen solcher Raittung halber handlen und schliessen (doch dass
sie unns ainen Ratt desthalben jedes Jars ir Relation thuen ), darbei
soll es mit unnserm Wissen allerdings verbleiben und hierüber der
gantzen Gesellschafft oder etlichen aus inen Ichain andere Relation
beschehen , sondern sich ain jeder hieran benügen lassen und verrer
die wenigsten Ein - oder Widerret zn thun befugt sein.
Zum 13. Was den Gwin oder Überschuss so über der Gsell¬
schafft auf lauffenden Uncosten und Aussgaben auf angeregte beschlossne und aufgenummene Haubt -Jarsraittung verbleibt , be1 =Waisen.
2 =Vormund.
400
Dokumente der l'rülvkapltaHstlschen Wirtschaftsorganisation.
trifft , derselbe Gwin solle jerlich , gestrackhs und so baldt solche
Raittung beschehen und aufs allerlengist in 14 Tagen nach Verstreichung des Jars ordentlich und treulich ainem jeden Gesell¬
schafter sein Gebürnuss —was aufs Hundert jedesLeggeldt khombt —
gegen Quittung ausgethaillt , zuegestellt und dasselbe (ausser sonderer
Nott , so der Gsellschafft in ainem oder dem andern Fall zustehn
möchte , welches doch auch mit aller Gesellschafter Wissen beschehn solle) weiter nicht vertzogen noch auch vor Verstreichung
der 4 Jar oder in Mittl des Jars hievon khainem nichts hinaus ge¬
geben werden.
Allso auch wann ain Gesellschaffter ableibt nnd sein Leggeldt
auf sein Wittib oder Kinder khumbt und feldt , dieselben auch hie
in bürgerlichem Wösen sein und bleiben , so solle solchen der völlige
Gwin wie ainem andern Gsellschaffter , der ein geschworner Bürger
ist , in Zeit vorberürter ersten 4 Jar oder so lang hernach dasselbe
Leggeldt völlig oder taills in der Cömpania bleibt , passiert werden.
So aber Wittib oder Kinder nit hie hauseten , oder den bürgerlichen
Wösen nit eincorporiert weren , sollen sie des völligen Gwins nit,
sonder des Interesse (5 %) fähig sein.
Verrer so ain Gsellschaffter Gläubiger verliess, oder noch in
seinem Leben kein Leggeldt auf dieselbigen Gläubiger khäme , solle
auch allein das Interesse (5 %) und nit der Gsellschaffts -Gwin den
Gläubigern von der Zeit sie des Gescllschaffters Gerechtigkhait am
Leggeldt wirkhlich antretten , geraicht und geraitt werden . Doch
wo der , so also das Leggeldt an seiner Schuldt von dem Gesell¬
schaffter anniinbt , auch ein Bürger alhie were, solle er zum Gsellschafftgewin zugleich seinen Zuetritt haben.
Zum 14. Wann ain oder mer Gsellschaffter in seinem oder
irem Leben oder auf Absterben deren verlassnen Wittiben und
Kinder oder ir der Kinder verordnete Gerhaben so woll auch die
Gläubiger (so sie allerseits wie gemeldt in bürgerlichen Wösen sein)
auf Verstreichung ob eingefürter gewissen 4 Jar sein oder ir Leg¬
gelt hinaus nemen und verrer in diser Gesellschafft nit bleiben
wolten , so solle der oder dieselben solches % Jar zuvor ir, der
Geselschafft aufsagen und es alsdann auf denselben Fall für und
für , solanng diese Ordtnung crefftig bleibt , also gehalten werden
und sein billiche Mass und Zallfristen haben . Nemblichen dass
man ainem jeden Theill dasjenige Leggeldt , so sich hinder oder
auf 500 Gulden verlaufft , alsbaldt in Jarsfrist , aber das , so sich
III . Zur Geschichte der Aktiengesellschaft im 16. Jahrhundert .
401
über solche 500 Gulden erstreckht (wie hoch es auch sein mag)
hievon alle Jar den 4. Thaill — von berürter Aufsag antzuraitten —
hinaus bezallcn solle. Zum Fall aber inen , den Wittiben , Kindern
oder Gläubigern dise Zallfristen zu lapng sein, so sollen inen solche
Betzallungen von derselben Aüfsag an in 2 Jaren , die negsten
volgendt , beschehen . Wo dann auch die Sachen mit diser Gesell¬
schafft dermassen beschaffen wer, dass die Companie mit ainer
oder der andern Ausstzallung auf weniger Jar oder grössere JarsZallfristen gehn, oder ainen und den andern Taill nach Gelegenhait gar und ainsten abfertigen möchte , solle es auch beschehen.
Wann aber sie, die Wittiben und Waisen , also lenger in solcher
Gesellschafft bleiben wolten , soll inen dasselbe statt getan und sie
hievon wider iren Willen (alleweill sie in hieig bürgerlichem Wösen
sein) nicht ausgeschlossen, noch hindan gefertigt werden . Wie
dann auch hiegegen die Compagnia auf ir, der Wittib und Kinder
Begern solche Betzallung gehörtermassen gar under ainsten zu
laisten ebenmessig nicht verbunden solle sein. Doch sollen in den¬
selben Betzallungen des Haubt -Leggeldts die gar ungewissen und
für verlohrn gerechneten Schulden (so nach Handelsgebrauch auch
diser Gesellschafft und der Zeit Geschaffenhait ir über angewendten
Vleiss nit vermitten bleiben khünen ) pro rato , was es auf dise
Suma in Abraittung zuetrifft , hievon aufgehebt werden.
Zum 15. Dieweill aus villen beweglichen Ursachen diss gross
durchgeent Compagniewösen nit mag noch ldian so urpletzlich zu
werch gericht und gestelt werden , in Bedenckhen , dass fürnemblicli
bey jetziger Unwirde und andern Obligen die Geldts -Behandlungen
zumall auf so grosse Suma so zu . . . . 1 schwer und weder für Ir
kays . Majestät , die fürstl . Durchlaucht , das gemain Wösen, noch
uns sein würde den Termin so khurtz antzusetzen , so man den mit
der Vollstreckhung nicht erfüllen möcht und daher rattsamer , ain
solch Zill und Frist zu erwölln drauf sich alle Taill zu verlassen
haben . Demnach ist dasselb auf Martini des eingeenten 82. Jars
verglichen , bestimbt und ernent . Also dass eben auf dieselbe Zeit
dis völlig Compagnia -wösen sein Wirckhung und Anfang nemen und
gewinen, das ist die Privat -Hanndlung des Zeugs auf Leistung
der Verlag fortgehn solle. Wie dann auch wir der Magistrat under1 Unleserlich.
Stricker
, Studien z. Gosch , kapitulist . Organisationsforme
».
2(>
402
Dokumente der frühkapitalistischen
Wirtschaftsorganisation.
dess alles so dartzue notwendig propcrieren und in Beraitschafft
richten sollen.
Zum 16. Nachdem auch an dem gelegen, dass zu solcher obbestiinbten Zeit der Privat -Eisenhandler Abtrett - und hergegen der
gemainen Compania Antrettung mit Ordtnung bey Radt - und
Ilamermaistern geschehe , so solle ain jeder under inen (den PrivatEisenhandlern ) mit seinem Hamermaister die Abraittung also
treffen , dass sie auf solchen Tag Martini gestelt sey und ain jeder
den negsten zur Puechhalterey deshalber ain gefertigter Schein
übergebe , was jeder by dein Wösen ligen habe , damit die Compagnia
volgendts sich mit dem monadliclien Zuesatz , Empfahung des Zeugs
fürnemblich in der Ordinari -Verlag auf die Ordtnungen zu hal¬
ten wiss.
Und so vill den geschlagnen Zeug von Stahel und Eisen berüert , welchen biss auf den Abraithtag unverhanndlet jeder PrivatEisenhändler by den Hamern in Ladtstetten und auch zu Steyr
liette , soll jeder zur Puechhaltery destwegen sowoll auch was ir
der Eisenhandler verwonde Hamermaister für rauchen Zeug, so erst
in den clainen Hamern für Khauffmans -Guct aufgebracht werden
mues, haben ain Extract oder Austzug iiberraichen , damit man
wiss, was unverhandlt in Vorrat und was für Sorten es seien und
solle auch bey der Compagnia und ir der Privat -Eisenhänndler
Gefallen, Bedenckhen und Vergleichung stehn , solchen Zeug taills
oder gar oder aber nichts hierinen antzunernen oder dartzuegeben.
Und so derselbe geschlagne Eisentzeug , so auf solchen Abraittag
vorhanden sein, dan auch der so erst hernach aus angeregten rauchen
Zeug aufgebracht wirdet , inen den Eisenhandlern bleiben würde,
so mügen sie diesen gantzen Vorrat des Zeugs, nach Inhalt der
Ordtnung wie zuvor , selbs woll verhandlen.
Was dan die Formbel an ir selbs — das des Werch publiée
gemacht — antrifft , darinen haben die röm . Khays . Majestät als
Herr und Landtfürst . die Notturfft allergnedigist dero Gefallen
nach zu verordnen.
Zum 17. Und wiewoll in angerüerter 79järigen Eisencommis¬
sion durcli die Herren Commissarien neben berüerter Eisenhandlung
auch den hieigen Messergewerb in ain Handt und Companie zu
nemen tractiert worden , dartzue wier dann unsersthaills auch nicht
ungewildt gewest ; wie dann etliche und vill aus unsers Rats Mitte
und der andern Privat -Bürgerspersohnen in der fürgelofnen Be-
III . Zur Geschichte der Aktiengesellschaft
iin 16. Jahrhundert .
403
handlung gleich sowohl anfenckhlich vor unser als hernach .vor woligedachten Herren khayserlichen Commissarien ir Leg- und Hilfgeldt anderer Gestalt nicht bewilligt , als wan angedcute Messersowoll auch die hieige Segens 1- Sicliel - und Naglhandlungen neben
angerüerten Eisengewerb zugleich in die Gemainschafft uiid Compania genumen werde . So hat sich doch darsiders in ir der Herren
Commissarien und dann unseren weitern gehaltenen vleissigen Berathschlagungen allerhandt Umbstendt sovill befunden , dass man
anjetzo mit vcrmeltem Eisenhandl denselben völlig in solche Com¬
panie zu ziehen umb der starckhen Summa Gelts willen, so man
zue Verlag und stätter Herhaltung hierzue unendtrattlich bedürfftig
davon dan hieoben in dem andern Articl rliser Ordtnung Auffürung
beschehen , schwerlich und nicht woll aufkhumen khüne und solle
man noch datzue angeregten Messer- Segen- Sicht - und Nagl -Handl
auch in dieselbe Gesellschafft ziehen würde man umb so vill weniger
mit der Nottdurfft Geldt . . . . gelangen mügen . Zumall weillen
dieselben und sonderlich der Messergewerb eben sowoll ausser
ainer grossen Suma Geldts viller 1000 Gulden nicht zu fiiren oder
herzuhalten ist und also hiedurch aines das andere hindere , derowegen so haben anjetzo aus Nott obsteender und viller anderer
Ursachen und Bedenckhen halber mer , so in gehaltenen Berat¬
schlagungen weitleuffig fürkhumen dieselben Messer- Segen- Sichlund Nagl-Handlungen von angeregter Compania abgesundert , aus¬
geschlossen und allein der Eisengewerb darein gezogen werden
müssen . Inmassen dann hierauf und obgehörte Meinung dise
Ordtnung gerichtet ist . Wann aber solche Eisen -Compania in iren
Gang khombt und man hernach sieht wie sich die schickhen wolle
und es für tuelich und erschwingelich geachtet wirdet den MesserSegens- Sichel- und Nagl-Gewerb mit einander oder thaills auch
daher zu nemen , so khan und solle hiemit unbegeben lautter Vor¬
behalten sein.
Zum 18. und letzten . So behalten wir uns hiemit lautter bevor
dise Eisenhandls -Gesellschafft -Ordtnung nach Gelegenhait khünfftiger Zeit, Leuff und Fäll und wie es dises Gesellschaffts -Wösen
aines und des andern Orts Notturfft und der allgemaine hieige
Stadt Nutz erfordern wirdet in ainem oder mer Puncten
1 Sägen.
26 *
404
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
und Artikeln doch zugleich auch mit allergnedigisten Vor*
wissen höchst ernenter röm. Khays . Mt. und Irer Khays . Mt.
Eisengesatzordtnung one Schmellerung zu verändern , mündern und
zu meren.
Zu Urkhundt haben wir vorgemelte Bürgermaister , Richter
und Rath unser und gemainer Stadt Steyr grösser Insigl hiefür ge¬
druckt . Geben und beschehen etc.
405
IV. Akten zur Kartellgeschichte
17. Jahrhunderts.
des 14. bis
9. König Karl II . von Neapel befiehlt dem Seneschall der Pro¬
vence , in des Königs Namen das Salzvertriebssyndikat ab¬
zuschließen , das der Pächter der neapolitanischen Salinen in
der Provence (das Florentiner Bankhaus der Bardi ) und der
Pächter der kgl. französ . Salinen in Aiguesmortes und der
area maritima von Aiguesmortes (das Florentiner Bankhaus
der Franzesi ) mit einander verabredet hatten . 6. Dezember
1301. — Cfr. R . Davidsohn,
Forschungen zur Geschichte
von Florenz , III . Teil , Nr . 382. — Der folgende Abdruck
nach R . Archivio di Stato in Napoli , Cancelleria Angioina,
Registro 116, foglio 998 oder 298 tergo:
Scriptum est Senescallo Provincie , fideli suo etc . Innotuit
nobis quod inter Arbisum
1 Francesem
militem aliosque
officiales illustris regis Francorum pro parte ipsius et Bonaecursum
de Tecco, receptorem fiscalis peçunie in Provincia pro
parte nostra verba fuerunt de certo trattatu societatis ineundo
inter Curias predicti regis Francorum et nostram super vendendo
sale proveniente de salinis dicti regis Francorum quas habebat in
Aquis mortuis et circa maritimam aream 2 ac de salinis nostris quas
habemus subtus a Reate , in qua societate communis venditionis
eiusdem magna utilitas utriusque Curie sicut nobis est expositum
procuratur . Sperantes igitur immo pio firmo tenentes quod per
industriam tuam et dicti Bonaccursi negocium ipsum laudabiliter
ad utilitatem nostre Curie compleatur . Volumus et presentium
tenore committimus una cum eodem Bonaccurso tractatum ipsum
efficaciter exequaris et compleas prout tibi et ei pro meliori utilitate
nostre Curie visum erit . In aliis autem casibus in quibus etiam
utilitatem nostre Curie tu et idem Bonaccursus videritis posse
tractari eam ambo prosequamini sicut videritis expedire . Nos
1 Statt Albizum.
2Aream
„
aus Neapel hat dafür „illam “.
“ liest Davidsohn , meine Kopie
406
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
enim ex nunc ut ex tunc ratificamus et approbamus quiequid per
vos ambos attum et gestum fuerit in premissis , dicto autem Bonaccurso super hoc alias speciales nostras litteras destinamus . Datum
Neapoli sub parvo sigillo nostro die sexto Decembris XVe Inditionis (1301).
10. Die bayrische und Tiroler (österreichische ) Regierung als
Monopolinhaber der Reichenhaller bzw. Haller (Inntal ) Salinen
und des dortigen Salzhandeis schließen ein Kartell , in welchem
sie die Preise und Conditionen festlegen , unter welchen sie an
die Großhändler verkaufen dürfen . Geschlossen zu Rosenheim
am 5. Aug. 1649. — Original im Münchener Allgemeinen Reichs¬
archiv sub Tirol (fürstl . Grafschaft ) 19. fase. Bl. 7 ff. Das
Kartell , war zunächst nur gültig vom 1. Dezember 1649 bis
1. Dezember 1651, ist in den nächsten Jahrzehnten aber immer
wieder erneuert worden . Die Erneuerungen 1. c. Bl . 14ff.
Zu wissen, demnach die durchleichtigisten Fürsten . . . Maximillian , Pfalzgraf bei Rhein , Hertzog in Ober- und Nidern -Bayrn etc.
dann Herr Ferdinand Carl, Ertzherzog zu Österreich etc . bei etlich
Jahren hero wargenommen , dass dieienige schweizerische und andere
Saltzhandlsleith , so mit dem Reichenhallischen und Tyrollischen
Saltz in vassen nacher dem Podensee und selbiger enden , auch gegen
dem Schweitzerlandt trafficiert , in Einkhauffung desselbigen bei
ainem und anderm Orth allerhand beschwerliche Ringerung in Tax,
auch Zuegaben , lange Porg und Vörtl gesucht . Wardurch beederseiths chur - und ertzfirstliche Cammergeföhl , Nutzungen und Inter¬
esse nit befirdert werden khönnden , sonder den Khauffleithen der
mehriste Gewün, Nutz und Yorthail zuegangen ist , dargegen die
Saltzerzeug - und Verfertigungs -Uncösten merkhlich . hinaufgestigen.
Und nun solchem Schaden verners zu verbieten für guet angesechen
worden , dass beede ebur - und ertzfürstliche Heusser in Verhandlung
dero Saltzes ainer melieren und bessern Verstenndtnus auch freundtvötterliche Correspondenz sich verglichen . . . .In [
dieser Er¬
kenntnis sind durch die fürstlichen Räte folgende Vergleichspunkte
abgeredet worden ] :
„Nemblichen als die churpayrischen Abgeordnete vorderist für
ein Notturft gehalten und ihrer Instruction nach . . . begert haben,
dass man sich der gewisen Saltzläger halber mit einander verstehen
und ex parte Tyroll ain solchen Orth wie Reitta , welcher gegen
IV. - Zur Kartellgeschichte des 14, bis 17. Jahrhunderts .
407
Landtsperg nacher Lindau ain proportion habe , benennen und den
Khauffleithen von Herrschaft wegen die Liferung des Saltzs nit
mehr an den Podensee und nach Lindau bescheclien solle ; die Tyrollische Abgeordnete aber solches, sintemahlen es derselben Instruc¬
tion zuwider , nicht einwilligen wollen, als hat man sich derent¬
willen mit ein ander dahin verstanden , dass, obgleich wollen die
fürstl . Durchl . Ertzhertzog Ferdinand Carl zu Österreich etc . und
ain yeder regierender Herr und Landtsfirst der fürstl . Grafschaft
Tyroll wie anno 1615 und zuvor gewest , befuegt sein (wie es auch
der sub dato 4. Mai anno 1617 zu Fiessen aufgerichte Vertrag zu
erkhennen gibt und noch darbei das bestendige Verbleiben hat)
dero Intallisch -Hallisch Saltz durch ihre Factores und Officianten
nit nur nacher Reitta , sonder auch die Ober- und Understrassen
auf Khempten , Lindau und Pemble verfertigen und daselbst verkhaufen ze lassen . So ist doch die negste 2 Jahr hinumb , d. i. vom
1. Decembris diss 1649. Jars angerechnet unnzt auf den 1. De¬
cembris dess 1651. Jahrs (gleich woll angedeitter ihrer fürstl . Durchl.
habenden Gerechtsam und Herkhommen ins khonnftig unpraejudicierlich) dero Saltzhanndl in aigner Verlag nit weiter als bis auf
gedachtes Reitta zu fiehren , allda die Haubtniderlag anzestellen
und den Khaufleithen abzegeben beschlossen und verwilliget wor¬
den . In allweg aber solle an Orthen , wo baider Thail Saltz bishero seinen Gang und Vertrib gehabt , die geringste Verhinderung
oder Eintrag wider die vorige Vertrag nit erzaigt werden.
Und auf dies hin ist zum andern verglichen , dass denen Schweitzund andern Hanndlsleithen oder Particular -Persohnen firder von dem
1. Decembris diss Jahrs angeraith biss zu dem 1. Decembris anno
1650 als ain ganntzes Jahr zu Landtsperg ain chur -payrisch oder
Reichenhailisch Vässl Saltz von 3 Scheiben oder 7 % Fiederl , wie
es der Zeit gefierth wirdt , gefilter per 9 fl. 30 kr . Reichswehrung
und zu Reitta ain Tyrollisch halbs Vässl Saltz von 1%. Hallischen
Fuettern per 10 fl. angedeitter Reichswehrung mit hernach stehenten mehrern Conditionen verkhauft und abgeben werden . Yedoch
sollen zu beeden Thailien die Vass an Mässerey des Saltzes d. i.
ain Reichenhallisfh Vass von 7 % Fiederl , des Hall -Intallisch aber
von iy 2 Fuedern gannz gleich und in khain mehr Saltz dann in
dem andern gestossen und gefilt sein.
3. Was in solch ernentem Tax gewisen Haubthandlsleithen
oder Stätten in grosso verhandlet wirdet , sollen baide Thaill selbige
408
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
Khauffer dahin obligiern, dass sye zu iedem Contract ainen 4. Thaill
der belaufenten Khaufsumma baar in obbemelter gueter ReichsWehrung erlegen und die ybrigen % in den negst darauf volgenten
3 Potzner Märkhten iedes mahls % Thaill daselbst in Potzen guetmachen und bezallen . Da sich aber zuetriege , dass ain Potzner
Markht etwa gleich 14 Tag oder 3 Wochen nach dem geschlossenen
Contract oder Saltzpartida einfielle, khann dieselbige Marcktsfrist
erst auf den negst darauf volgenten andern Markht anfangen , im
widrigen aber es bei erstbedeiten 3 ersten Fristen sein Verbleiben
haben.
Fürs 4. sollen alle forthailhaftige Glegenhaiten , so den Khaufleithen mit Zuegaben , langen Porg und in ander weg gemacht
worden , auch was sonsten ain Unglaichhait in obgemeltem ver¬
glichenen Pretio zu des andern Nachthail und Verhinderung seines
Verschleiss causiern mechte , hiemit genntzlicli beederseiths aufgehebt und nit zuegelassen sein, dass ohne haar Gelt oder obgemelte Porg ainicher Contract , Saltzpartida oder ungewondlicher
Verschleiss vorgehe , es seye auf was weis es welle zu practicieren ;
vill weniger ist in Vorgesetztem verglichenen Pretio ain Ringerung
oder Abschlag ze machen.
Es solle aber zum 5. die Verstenndtnus und Vergleichung ainsmahls nit lenger als auf obangeregte 2 Jahr ihr Craft und Wirkhung
haben . Dergestalt zwar , dass under wehrender diser Zeit von
beeden chur - und ertzfirstlichen Heussern und deroselben Saltzbeambten guet Correspondenz gehalten was fir Hindernussen und
Ungelegenheiten zu beeder , chur - und ertzfirstlichen Herrschaft
Schaden und Steckhung des Saltzverschleiss firgehen und ob das
Purgundisch , Lottring - und Frantzöschische Möhrsaltz an die Orth
und Endt wo sonsten das Reichenhall - und Tyrolisch Saltz ver¬
schlissen worden , zuvil eingehen mechte , einander vertreilichen be¬
richtet und in Sonderheit nach Verschliessung des ersten Jahrs
durch Schreiben oder da es auch die hoche Notturft und des
Wercklis Wichtigkheit erforderte , persönliche Abordnung und Zusammenkhonften benennen , aida berathschlagen und beschlossen
werden solle, welcher gestalt das ander darauf volgende Jahr das
Pretium ze setzen und was sonsten vorzunemen thuenlichen sein
mechte . Gleichwoll wirdt iedem Thail bevorgestellt wanns die
Glegenheit zuelasst den Tax nach seinem Belieben zuerhöchen,
solle aber solches dem andern Thail verthreilichen communicieren.
IV. Zur Kartellgeschichte des 14. bis 17. Jahrhunderts .
409
6. Weillen Ire churf . Durchl . sich underm dato 27. Nov . anno
1648 gegen ihren Saltzhandlsleithen genedigist resolviert dero
Yässl Saltz zu Landtsperg ains per 8 fl, 30 kr . ain gantzes Jahr
— es schlagen die Uncösten auf oder ab — abvolgen zelassen , als
muss es bei demselben allerdings verbleiben und dahero solcher
Vergleich obgeherter Gestalt erst auf den 1. Decembris diss 1649.
Jahrs seinen anfang nemen . Yedoch, sintemalen ordinarie Herbst¬
zeiten die mehriste Saltzconträct gemacht werden und zu befirchten,
die Handlsleith , da sy von dieser Verstandtnus und vorhabenden
Aufschlag Wissenschaft bekhämen , mechten zu ihrem Vortl und
beeder Herrschaften Schaden die Zeit hierumb solche starkhe Conträct zu machen begehren , wardurch beeden chur - und ertzfürstl.
Herrschaften der verhoffente Nutz woll auf ain gantzes Jahr lang
entzogen werden khöndte . Dem aber zu begegnen ist für rhatsamb
gehalten , dass diejenigen Conträct , so ain und andern thails beraith
beschlossen und darum !) die Fristen benent und verglichen worden,
bis auf den lessten ' negstkhommenten Monats Septembris gleichwoll
ihr Richtigkheit und Verbleiben haben sollen. Was aber von dem
darauf volgentem 1. Octobris biss zu End des lessten Novembris
diss gemelten 1649. Jahrs in obgedachtem churpayrischen oder
Tyrollischen bishero observiertem Pretio an gemeltem Vässl-Saltz
erhandlet werden wolte, solle selbiges zu Landtsperg und Reitta
anderer Gestalt nit , als gegen baar Gelt abgeben , damit die Khaufleith umb sovil mehr mit den Haubtcontracten auf gedachte Zeit
dises Vergleichs Anfang gelaitet werden.
Und nachdeme zum 7. die gemaine Uncösten in Lindau sowoll
von dannen auf das Schifflohn yber den Podensee sehr gestaigert
worden , welches neben dem ietzigen Aufschlag den Saltzhandls¬
leithen beschwerlich fahlen mechte , hat man fir guet angesechen,
dass bei Anfang dises Vergleichs von baiden chur - und ertzfirstlichen Herrschaften an die Stadt Lindau Erinderungs -Schreiben
abgehen solle, berierte neuerlich erhöchte Zoll- und Uncösten wie
auch das Schifflohn in denienigen standt zu stellen , wie es vor
Anfang des langgewehrten teutschen Khriegs gewest.
Wann sich zum 8. zuetragen würde , dass ein Saltz -Khaufmann
bei ainem Thail sich in ainen Conträct eingelassen hette oder noch
ainen alten Rest , welchen er vor Aufrichtung dises Vergleichs
schuldig verbliben , nit bezallen , auch khonftig mit den accordierten
Fristen oder gebihrendem Laggio nit zuehalten wurde und daher
410
Dokumente der frühkapitaüstischen Wirtschaftsorganisation.
sich von solchem Orth abschweifig machen und bei dem andern
Thail anmelden wolte , als dann soll auf dergleichen zuetragenten
Fahl derjenig von jedem Thail benant und ain solches zu wissen
gemacht , deme aber so dergleichen abschwaif zu suchen begert,
so lang und vill khain Saltz abgevolgt werden , bis er beglaubte
Schein fürweisen , dass er hierumb gebihrundte Satisfaction er¬
stattet und alles richtig gemacht habe.
Damit man auch jederweilen Wissenschaft haben khönnde was
gestalten disem Vergleich nachgelebt und ob solcher observiert
werde , oder was darwider in Einführung frembten Saltz und an¬
derem Vorgehen mechte , als stehet jedem Thail bevor ain aigene
Persohn auf dero Costen zu Lindau oder anderwertig aufzustellen
und ir derentwegen die Notturft zu bevelchen.
Lesstlieh weil diser Vergleich allain auf beeder chur - und ertzfürstl . Durchl . genedigiste Ratificationen gestellt , als werden dero
Resolutionen hieryber mit negstem ervolgen und haben sich vor
verfliessung der 2 Jahr beede chur - und ertzfürstl . Durchl . zeitlich
genedigist zu welern , ob, wasgestalt und wie lang forthann diser
Vergleich weitters observiert und beederseiths bestendig gehalten
oder was des Saltzpress \ Porghalber und in anderen Puncten dem
Verschleiss zum besten und zu Vermehrung beeder Chur- und Ertzfirstl . Häuser Cammergeföhl und Nutzen verändert und weiters
angestellt werden mechte.
Dessen zu Uhrkhundt haben beede chur - und ertzfürstl . abgeordnete Commissarii sich mit aignen Händen hier underschriben
und dero Pedtschaft fürgetruckht . So geschehen zu Rosenhaimb
den 5. Augusti im Jahr 1649.
[Folgen die Unterschriften der Kommissare und deren Siegel.]
Zu dem erneuten Kartell -Vertrag von 1649 (erneuert am
5. October 1651 zu Kufstein ), der vom 1. Dez. 1651 bis 1. Dez. 1653
gelten sollte, wurde folgende bedeutsame Zufügung gemacht , die eine
der wichtigsten Schattenseiten des Kartellwesens auch von heute
noch zeigt : den billigeren Verkauf ins Ausland (1. c. Bl. 25 ff.) :
„Obwohln nun vorangedeuter massen . . . widerumben beschlossen
worden , dass . . . Rosenhaimbscher Vergleich abermahlen auf 2 Jar
lang gehalten werden solle, weilen aber sonnderlich auf Chur-Bay¬
rischer Seiten vorgebracht worden , dass man daselbsten in dem
i
= Salzpreis.
IV. Zur Kartellgescliichte des 14. bis 17. Jahrhunderts .
411
Saltzverschleiss gegen den Burgund - und Lotringischen Landen
dise negst verstriehne 2 Jahr in den Verschleiss ain zimblichen
Abgang befunden und selbiger Orthen zu befürchten , es noch merer
ins khonftig beschehen mechte , als haben beede Thail innen Vor¬
behalten , was von ainem oder andern Salz über Bern , Basl und
Solothurn weiter hinein gegen Burgundt und Lothringen verhandlet
und durch angedeuter Stät glaubwirdige Urkhundten ordenlichen
bescheindt wirdet , solches Salz nirgendts annderst wohin als in
dieselbige verne
Landt vertriben worden , dass ain und anderer¬
seits daselbsthin und auf ernennte Bescheinung jedes Vässl Salz
zu Landtsperg und Reita umb 30 Kreizer ringer oder wolfailer als
obgedachter verglichne Tax mit sich bringt , abgeben und verkhaufen mag . Jedoch dass in disem Fahl fleissiges Aufsehen be¬
stölt und gehalten werde , damit hierdurch von den Saltzhandelsleithen und Stäten die besorgende Vortailigkhaiten nicht veryebt,
und selbiges Salz nit in die andere heerwerts gedachter 3 Stät ge¬
legne Lanndtschaften und Orth eingefiert werde und da solches
in Wissenschaft khomen , alsdann dise 30 Kreizer Nachlass widerumben aufgehebt und beratschlagt werden solle, wie dem Werckh
in ander Weg zu helfen.
11. Kartelivertrag der bayrischen und Tiroler (österreichischen)
Regierungen als Monopolinhabern der Reichenhaller bzw. Haller
(Inntal ) Salinen und des dortigen Salzhandels mit den Pächtern
der burgundischen Salinen. 3. Nov. 1659. — Original im
Münchener Allgemeinen Reichsarchiv sub Tirol (fürstl . Graf¬
schaft ), 19. fase. Bl. 67.
Zu wissen. Nachdem die baide hochlöblichiste Chur- und
Ertzfürstliche Heuser auf beschehens Ersuechen der jetztmahligen
Fermiers des Burgundischen Salzwesens zu Salins sich gnedigist
entschlossen und eingwilligt , einer mündlichen Conferenz des Salzverschleiss halb zu Khempten in Allgeu durch dero deputierte
Rhäte mitzusein , also ist am heut hernachstehenden Dato zwischen
hochgedachter Chur- und Ertzfürstl . Herrschaften Abgeordneten
an einem und dann der beeden anwesenden Burgundischen Fer¬
miers ........volgendermassen
abgeredt und beschlossen worden.
Nemblich und für das erste haben beede Burgundische als
Mitprincipale der Salinischen Salz-Admodration eröffnet , dass sy
mit dem Orth und Stand Bern uf virthalb Jahr und dann mit
412
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
Solothurn , Freiburg in Jechtlande und Grafschaft Neuburg auf
6 Jahr lang in gewisen Salztractaten begriffen , welche sich auf
khein Weise rescindiern oder zurugg nehmen lassen . Darbei man
es disfals jedoch mit der Bedingung bewenden lassen , dass durch
obgedachte 4 Orth alles das Salz, so sy von denen Burgundischen
Fermiers jerlich nemen weithers nit als in jedes Orths oder Standts
aignen District und Gebieth verbraucht und in khein ander Gebieth
weder in Yessln noch dem Ausmass nach verkhauft werde . Welches
sy, Fermiers , also zu effectuicren obligiert sein sollen. Und obwoln die Fermiers praetentiert und begert haben , dass ingleichen
an Seithen der chur - und ertzfürstl . Heyser weder in Yass noch
dem Ausmess nach in obbemelten Orth und Cantonen khain Reichen¬
hall - noch Hall -Intalisches Salz solle verkhauft werden , so haben
doch die churbayr . und ertzfürstl . Abgeordnete die clausulam nit
eingehen wollen, sonder allein ad referendum genohmen.
Fürs ander ; die übrige Orth in der Schweiz betr . haben vor¬
gedachte Fermiers sich obligiert das Precium [desjenigen Saltzes,
so sy nit in yetztgemelte 4 Orth sonder weithers in andere Cantones
und Gebieth verführen und sie selbsten oder andere verschleissen
mechten , dahin einzurichten , dass ein jedes Vessel ringer nit als
per 19 guet Schweizer Gulden in Solothurn khomen und daselbsten
solchergestalten verkhauft werden solle, weihlen das Reichenhall
und Hall -Intalisch Salz bis nacher dem Baslichen und Solothur¬
nischen auch selbiger Enden wenigist bis auf 22 Gulden gedachter
Wehrung steigen thut . Es soll zumahlen auch khain Tail ohne
des andern Vorwissen und Consens umb ain geringem Tax ainiches
Fessel nit verwenden.
Ferners und zum driten ist verglichen , dass die Burgundischen
Fermiers von iren Contrahenten vigore diser Verstendnus allain
das baare Gelt und khain andere Werth oder Zallungsmitl , wie
das Nahmen haben mag, für das Salz annehmen und ihnen die
1. Zallungsfrist : nemlich den 4. Tail der völligen Khaufsumma
gleich bei Beschluss des machenden Contracts erlegen lassen , die
übrige 3 Fristen aber in negst nacheinander darauf volgender
3 Jahrs - Quartale yedesmahl einen Teil zu empfangen haben . Auch
baide chur - und ertzfürstliche Heuser wie nit weniger die Fermiers
denen Saltzhandlsleuthen bei Machung der Conträct einichen For¬
theil , es sey mit Eingab , Lengerung der Porg oder wie es sich in
ander Weeg directe vel indirecte begeben mag, nit ervolgen oder
IV. Zur Kartellgeschichtc
des 14 . bis 17. Jahrhunderts
.
413
zu guetem khomen lassen sollen. Und soll diser Vergleich von Zeit
der allerseiths eingeloffne Ratificationen in Crefften verbleiben ein
ganzes Jar lang . Darbei bedingt worden , dass die Burgundische
Fermiers deren Genembhaltung oder Erclerung zum ersten und
zwar von Dato geraith innerhalb 6 Wochen zu Händen der ertzfürstl . Deputierten nacher Insprugg einsenden sollen, welche als¬
dann von dar nach Bairn zu schückhen und ihnen , Fermiers von
baiden chur - und ertzfurstl . Herrschaften hinach die Ratification
oder Resolution gleichsfahls unverlanget nacher Salin zu remittieren
widrigen Falls soll obbedeihter Tractat nichtig sein .....
Zu
Urkhundt sein dises Vergleichs 3 Originalia in theutscher und 3 in
Französischer Sprach 1gleichen Lauts . . . geschriben von denen
churbayrischen und ertzfürstl . Abgeordneten wie nit weniger beden
Burgundischen Fermiers mit Handschrift und Pettschaft gefertigt
und jedem Tail 2, nemblich ein teutsch und französisches Exemplar
zu Händen gestellt worden.
Actum Khempten im Allgew den 3. November Anno 1659.
[Folgen die Unterschriften der Abgeordneten und Fermiers .]
1 Ein solches Original in französischer Sprache befindet sich im
Münchener Allgemeinen Reichsarchiv. Loc. Tirol (fürstl. Grafschaft)
19. fase. Bl. 1 ff.
414
V. Dokumente der kapitalistischen Wirt¬
schaftsorganisation im sächsischen und
böhmischen Zinnhandel des 16.Jahrhunderts.
12. Herzog Georg von Sachsen bestätigt die Gesellschaft des Zinn¬
handels . 6. März 1498. — Konzept des H . St . A. Dresden.
Loc. 7414. Den Zinnhandel betr . Bl. 9.
Wir George etc. bekennen : Nachdem durch unser liben ge¬
treuen ein geselschaft eins zcenhandels , keufens und verkeufins aufgericht , im besteu fürgenomen und uns vorgetragen ist mit de¬
mütiger bete , solchin aufgerichten und fürgenomen handel und
geselschaft gnediglich zuzulassen und zu bestetigen . Dieweil wir
dann mit zceitigem rate bedacht , dass solch fürnemen gemelter
geselschaft erbar sei, aus gutem gründe zur fürderunge gemeins
nutz der lande und zu aufrichtunge und merunge unser zcenden
und bergkwergk fürgenomen wirdit , haben wir aus fürstlicher oberkeit und macht solchin handel und geselschaft gnediglich zcugelassen und bestetigt . Wullen auch solch geselschaft gnediglich
hanthaben , schützen und vorteidungen gleich andirn unsern lantsassen und undirtanen , auch nachfolgende stügk und artikel der
geselschaft zcu gute und nutz also gehalden haben : Nemlich dass
die diner nichts vorpurgen als wi es inen von den verordneten der
geselschaft befohlen wirt . Item die diner sollen auch denselbigen
verordneten alle virteljars oder so oft solchs an inen gesonnen
wirdt , wie der handel stet , underrichtung thun . Wir wullen auch,
dass die diner der geselschaft einen slüssel neben dem wagkmeister
zcu der wage uffm Aldinberge haben sollen, uff dass kein zcen
hinder irem wissen in andir weise hinwegk gewogen werde , bis
dass inen die bezcalunge getan wirdet von den, die inen schuldig
sein und dass solch zcen, so daselbst gesmelzt , nicht an andirn orten
gewegen noch ungewegen hinwegk gebracht werde.
Item wir wollen auch , dass die diner angezceigter geselschaft
allein des handeis warten und sich nicht sunderlicher eigener handel
V . Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts . 415
undirstehen . Darumb man inen destemehr Ions geben solle und
ob sie geld in die geselschaft legen wullen, sal in irem gefallin stehen.
Item die diner sollen auch die rechnunge alle jar uffs naw jar beslissen und den virzcenden tagk nach dem nawen jarstage obirantwurten . Und dieselbige rechnunge sal alle jar zu Dressen durch
die hern der geselschaft , die darzcu körnen, ader ire vollcmacht
schicken , verhört und denselbigen abschrift gegeben werden als
vil inen not ist.
Item wer der geselschaft beweissliche oder bekenntliche schuld
schuldig ist , dcrselbige sal bezcalen . Wo das nicht geschieht , so
wullen wir liiemit allen unseren amptleuten , die deshalb ersucht
werden , befohlen haben , zeu irem gute , wu des nicht ginnge zeu
irem leibe ane gerichts forderunge zeu verhelfen nach der gesel¬
schaft adir irer diner aneweisunge , uff dass sie irs hauptguts und
Schadens daran bekomen . Wenn auch den dinern hendel und gescheft vorkomen , darin sie sich nicht wol zu vorwaren wüssten,
sollen sie sich an denen so darzu verordent ader an den herren der
geselschaft ader bei uns, ader bei unsern reten rates erholen, den
wir inen auch gnediglich, so oft solches die nottorft erheischt , wollen
mit teilen , auch diese obberiirte geselschaft allenthalbin fördern.....
Zu urkund haben wir des gemelten unseres lieben herrn und vaters
insigil, das wir hieczu gebrauchen , wissentlich anhängen lassen.
Der geben ist zu Dresden am Dinstag nach Invocavit anno etc.
XCVIII.
13. Gutachten des Dr. Tileman Brander über die Gesellschaft des
Zinnhandels . Um 1500 abgefaßt . — Kopie im Kgl. Staats¬
archiv Königsberg . Msc. A. 34 fol. Bl. 204 ff.
De societate stanni.
Cristi nomine invocato casus facti proponitur . In territorio
Missnensi est quedam societas negotiationis stanni et ex qualitate
personarum et ex magnitudine pecuniarum plurimum insignis. Quae
eidem negotiationi duos institores seu factores deputavit et ipsi
negotiationi prefecit et praeposuit ad emendum , vendendum aliosque contractus ineundum . Ac institores nomine eiusdem societatis
per plures annos emerunt , vendiderunt aliosque contractus per¬
fecerunt . Pecunias in usus societatis receperunt et dantes illas in
societatem admiserunt , sociis eiusdem societatis scientibus , patien¬
tibus et non contra dicentibus . Praeterea dicti institores matri-
416
Dokumente der frühkapitalistischcn Wirtschaftsorganisation.
culam in qua socii descripti 'sunt apud se habuerunt et. unumquem¬
que pro tempore ad societatem recipiendum cum pecuniarum
summa inibi describere consueverunt . Et omnes de societate
volentes scire qui essent socii ad matriculam illam recursum habue¬
runt . Deinde spectabilis et eximius utriusque juris doctor dominus
Cristoferus Cuppener , sindicus senatus et communitatis Brunsvicensis ad eandem societatem recipi cupiens , ut esset tam lucri
quam damni eiusdem pro rata summe pecuniarum suarum particeps
eisdem institoribus duo milia fl. rh . in usum societatis huius modi
•tradidit et assignavit et se in dicta matricula societatis describi
obtinuit et in eadem societate per annum et sex septimanas abs¬
que cuiusvis reclamationibus seu contradictionibus quiete fuit et
lapso anno distributionem lucri societatis pro rata summae 2000 fl.
habuit et recepit . Ipsi etiam institores eandem pecuniarum sum¬
mam in usus societatis expenderunt et cum illa , negotiati sunt.
Postremo nonnulli domini societatis praedictae socii accipientes
institores praenominatos clam fugisse ipsum dominum Cristoferum
a societate ipsa repellere conantur allegantes quod non sit ad eandem
de voluntate sive consensu sociorun admissus . Ad quod respondet.
Id factum esse de consensu sociorum attento quod pecunia sua in
usus societatis conversa sit . Ipse etiam ut prefertur matricula lus
distributionem lucri pro rata pecuniarum suarum pariter cuin ceteris
de societate habuerit prout ex libro rationum ipsius societatis per¬
spicue liquere commemorat . Ex premissis dubitari contingit an
prefatus dominus Cristoferus a societate prcdicta sit repellendus.
[Folgt die juristische Begründung , daß Chr. Kuppener zu Recht
Mitglied der Gesellschaft sei.]
14. Gutachten des Dr . Christoff Kuppener über die Gesellschaft des
Zinnhandels . Um 1500 abgefaßt . — Kopie im Kgl . Staats¬
archiv Königsberg . Msc. A. 34 fol. Bl. 199 ff.
Casus in consultationem oblatus talis est : Est quedam nota¬
bilis et specialis societas in terra Missnensi vulgariter nuncupata
„de Gesellschafft des Zcynnhandels “, id est societas super negotia¬
tione stanni . Cuius quidem societatis domini eiusdem duos insti¬
tores seu factores sc. Titium et Sempronium ad contrahendum
emendum et vendendum eidem societati praeposuerunt . Prout
idem institores seu factores ita per plures annos contractus fece¬
runt , emerunt et vendiderunt . Necque unquam constabat , prout
V. Im sächsischen und böhmischen Zinnhande ! des 16. Jahrhunderts . 417
nec hodie constare creditur, de limitato seu specivocato eorumdem
institorum mandato, licet hodie domini societatis verbo hoc alle¬
gant sc. institores limitatum habuisse mandatum quod tamen pro¬
bare non possunt.
Item matriculam illius societatis in quam domini eiusdem
societatis matriculari consueverant iidem institores apud se habue¬
runt ad socios matriculandos; dantes nichilominus unicuique ex
sociis citra matriculationem specialem recognitionem sue imposite
summe etc. de manu et sigillis institorum.
Accidit nunc quod Ticius 2000 fl. summam pro lucro et damno
in eandem societatem stanni per organum et manus dictorum in¬
stitorum imposuerat ut clare litera per institores ipsi data hoc
probaverit. Que pecunia sua longe ultra annum in eadem societate
fuit et cum eadem ut creditur negociatum sit.
Item matriculatus est in matriculam eiusdem societatis de
eadem manu unius institoris de qua ceteri domini societatis matriculati sunt prout ipse se ita matriculatum personaliter vidit et legit.
Item pecunia sua ultra annum et ebdomadas sex in eadem so¬
cietate fuit sine aliqua reclamatione dominorum de societate. Cum
tamen iuxta principis terre Missnensis confirmationem super eadem
societate traditam de quartali unius anni in aliud quartale semper
domini eiusdem societatis rationis computum facere teneantur et
defectus videre.
Item post annum primum qui erat de anno domini etc. nona¬
gesimo octavo decursum sc. in diem circumcisionis anni currentis sc.
nonagesimi noni quo tempore distributio lucri dominis de eadem
societate iuxta uniuscuiusque summe estimationem fieri consue¬
verat, ipsi pro estimatione summe sue sine aliqua reclamatione
dominorum societatis prout uni alteri ex dominis distributio facta
et data est.
Item in libro rationis et compute pro eodem anno decurso sc.
nonagesimo octavo in quo libro de acceptis et expositis dominis
singulis annis ratio consueta est fieri ita bene matriculatus invenitur
et inscriptus cum sua summa prout alter ex dominis eiusdem so¬
cietatis.
Item licet illustris princeps dominus Georgius dux Saxoniae
eandem societatem stanni confirmavit et notabiliter privilegavit
tamen pecunia sua longe ante principis confirmationem in eandem
societatem fuerat imposta prout datum litterarum clare hoc ostenStrieder
, Studien z. Gesoh . kapitaliat . Organ isationsformen .
27
418
Dokumente der friihkapitalistischen Wirtschaftsorganisation.
derint etc . Queritur nunc quantum ad primum punctum scilicet
cum Ticius 2000 fl. summa pro lucro et damno in eandem socie¬
tatem stanni per receptionem , organum et manus dictorum insti¬
torum imposuerat , utrum domini illius societatis qui tales institores
huic negotiationi praeposuerant eundem Titium repellere possunt
ab eorum societate quasi non consortium eiusdem societatis stanni
et ita eidem in sua pecunie summa proiudicare . Et videtur michi
dicendum quod non . Ex quo domini societatis passi sunt, per
plures annos tales praepositos et institores a volentibus coire socie¬
tatem pecuniam recipere et eos societati immatriculari prout , litere
et recognitiones eorundem institorum desuper sociis tradite et matri¬
cula societatis hoc clarissime probare nituntur . Cum scientia et
pacientia eius qui prohibere potest pro consensu habetur . [Folgt
juristische . Begründung .]
15. Das Monopolprivileg Herzog Georgs von Sachsen für die Ge¬
sellschaft des Zinnhandels . Datiert vom 14. Sept . 1500. —
H . St . A. Dresden , Loc . 4491. Allerhand Privilegia und Befreyungen in Bergwereks -Sachen de ao. 1500—1681. Blatt 1 u. 2.
Von gots gnaden , wir Georg, hertzog zu Sachsen etc . anstadt
und in voller macht des hochgcbornen fürsten , unsers lieben hern
und vaters , herren Albrechts , auch hertzogen zu Sachsen etc . be¬
kennen offintlich vor allirmenigklich an diesem unsern brive , nochdem durch unser retlie , underthan und lieben getrauen ein geselschaft eins zcinhandils , kauffens und vorkauffens im besten aufgericht und furgenomen , die uns furget.ragen ist , mit demuttiger
bethe , denselbigen aufgerichten furgenomen handel und geselschaft
genedigklich zuzulassen , zu vorgonnen und zu bestetigen . Dieweil
wir dan mit zeeittigen rathe bedacht , dass sollich furnemen gemelter geselschaft erbar sei, auch aus guten gründe zu furderunge
gemeins nutzes der lande , auch zu aufriclitunge und meninge unsers
zeehenden und bergwergks furgenomen wird et : haben wir aus
fürstlicher oberkeit und macht sollichen handel und geselschaft
genedigklich zugelassen und bestetiget , lassen denselbigen handel
und geselschaft zeu und bestetigen den aus angezeeigter unser
fürstlichen oberkeit , macht und gewalt hirmit in craft dieses brives.
Wollen auch solliche geselschaft genedigklich hanthaben , schützen
und vorleidigen , gleich anderen unseren lantsessen und undirthan,
aucli nochvolgende stucke und artickcl der geselschaft zu gute und
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts . 419
nutze also gehalden haben : Nemlich allis zcen, das in unseren landen
gewonnen ader uffbereit wirt , sali von dato drei jar langk den
herren der geselschaft überreicht werden . Die sollen vor bereit
zcen auch bereit gelt geben , vor itzlichen centner XI rh . gülden,
halb meisenisch und den anderen teil behemisch gelt.
Wellicher aber vorlegunge bedarffe , was derselbigen vorlegunge
uff genügsamen vorstandt in jarßfrist
zu bezcalen angenommen
wirt , das sal nicht, andirs dan 1 centner an ein ort vor x fl. 1 bezcalt
werden . Welliche aber auf ein halb
jar Vorlegung annemen
und uff gewilleten temin bezcalen , die sollen vor 1 centner x fl.
haben , wu aber auf den ernanten termin des halben jars nicht bezcalung geschiet , alsdan sal es gleich den die vorlegunge uff ein jar
genomen , gehalden werden . Alle die uffs gantze ader halbe jar
vorlegunge nemen , dieweil sie nicht bezcalen , so sal allis zcen, was
mitlerzce.it gemacht ader aufbereit wirt , der gcselschafft überreicht
und an der schult abgerechindt werden . Und ab ymandt . bei
anderen vorlegunge nemen worde , dennoch sal dasselbige zcen,
wie obin angezeeigt , in die geselschaft gereicht werden . Und dass
die diner nichts vorborgen noch vorleyhen , denne wie es ehn von
dem meistenteil von der geselschafft befohlen wirt.
Wir wollen auch , dass die diner der obberurtten geselschaft
einen schlussel nebin dem wogkmeister zu der woge uffin Aldinberge haben sollen, uff dass kein zcinn liinder irem wissem in ander
weise hinwegk gewegen, bis dass ehn die bezealunge von den die
ehn schuldig sein, gethan wirdet , dass auch sollich zcin, so doselbst
geschmeltzt , nicht an anderen örteren , gewegen noch ungewegen,
hinwegkgebracht werde und dass die sehmeltzcr uff den Geusinge
und andirswo , dohin gehaldin , dass sie alle wochin wöchentlich dem
bergkmeister und zeendener angeben , wie vill pallen zcen und wem
sollich zcen gemacht und geschmeltzst wirdet , domit unseren zeenden kein abebruch gescliee.
Wir wollen auch , dass die diner angezeeigter geselschaft alleine
des handeis warten und sich nicht sunderlicher eigener hendel
undirstehen , dorumh man ehn distermehr lohens geben solle und
ab sie gelt in die geselschaft legen wollen, sal in irem gefallen stehen.
Die diner sollen auch die rechnunge alle jar auf den sontag exaudi
beslissen und rechnung thucn und diesclbige rcchnung sali alle jar
1 Das
heißt
10 11 — t ort - 9 % ll.
21 *
420
Dokumente der frühkapitalistischeil Wirtschaftsorganisation.
zu Leiptzigk durch die herren der geselschaft , die darzu kommen
ader ire volmaeht schigken, vorliort und denselbigen abschrift , als
vil ehn not ist , gegeben werden.
Wer auch der geselschaft beweisliche ader bekentliche schult
schuldigk , derselbige sal bezcallen . Wo das nicht geschieht , so
wollen wir hinnit allen unseren amptleutten , die derhalben ersucht
werden , befolen haben , zu yren gutteren ader wo die nicht genug¬
sam weren, zu iren leiben , nach der geselschafft addir irer diener
anweisunge , ane gerichtsforderunge zu vorhelfen , uff dass sie ires
habtguts und Schadens daran bekommen mögen . Wo auch den
dineren hendel und gescheffte Vorkommen, dorinne sie sich nicht
wol zu vorwaren wüsten , sollen sie sich an dem, so darzu vorordint,
ader an den herren der geselschaft , addir bei uns, addir unseren
rethen rathts erhoben , den wir ehen auch genedigklich , so oft das
die notturfft erfordert , wollen mitteilen.
Ob auch ymandt sein gelt gar ader eins teils widerumb aus
der geselschaft nemen wolt, der sal das ein gantze jar zuvor den
vorordenten addir dineren angezceigter geselschaft abeschreiben.
Alsdenn, nach abschreybunge des jars , sal ym sein eingeleit gelt
an barem gelde, an zcinn und an schult mit gewinne und vorlust,
wie den der handel angezceigter geselschafft auf die zceit stehin
wirdet , oberantwort und gereicht werden . Und domitte sollichs
allinthalben diste fleissiger gehaldin werde , wollen wir die angezceigte geselschaft allinthalbin genedigklich furderen , schützen und
handthaben , als treulich und ungeverlich . Zu urkunde haben wir
des gemelten unsers lieben herren vaters insigel, des wir hirzu ge¬
brauchen , wissentlich an diesen briff hengen lassen , der geben ist
zum Schellenberg am montag exaltacionis sancte crucis anno do¬
mini XV cten.
16. Projekt einer großen sächsischen Zinnkaufsgesellschaft und
eines Kartells mit den Beherrschern der Schlackenwalder Zinn¬
produktion . 1518. Kleines Papierheft . Auf dem Umschlag:
„Ein bedencken wie ein zinnkauf auf dem Altenberg wiederum
angerichtet werden könnte 1518“ . — H . St . A. Dresden , Loc.
7414. Den Zinn -Handel betr . 1497—1544. Bl. 23 ff.
Auf fürstlicher durchlauchtickeit begeren volgt das bedencken
wie und durch wen widerumb ein zinnkauf auf dem Aldenbergk
angericht und getrieben ; darmit seiner fürstl . gnaden zehenden
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts
. 421
und daselbst das volck erhalten und aus der not, darinnen die
armen leut yetz sein, erlöst werden möchten. Darzu gehören vor¬
nehmlich vier ding:
Erstlich, dass nicht allein dasselbig, sonder alles zin, so im
fursthenthumb gemacht in disen kauf und also in ein hand
gebracht
und dass von dem landesfürsten ein zimlich mittel
getroffen, darmit in stendem kauf kein ander ader frembde zin in
dem fürstenthumb verkauft oder auch dardurch in die Schlesien,
die Marek, in Sachsen1oder an die sehe gefürt. Und dass sollicher
handel auf ein christenliche ursach gebauet, also dass darinnen vornemlich ein gemeiner
und nicht a i g n e r nutz gesucht und
niemandes wider die billickeit zu rechten gedrungen werd.
Zum andern: so gehören darzu leut, die ein summa gelts zusamenlegen zu gwin und Verlust, und dieweil
der kauf
stehen
würde, bei einander liegen lassen. Dieselbige summa
müsste auf die summa des zinn gestalt, so viel man sich vorseche,
dass ein jahr tausent Zentner möcht geliebert werden. Wirt ge¬
achtet, dass man auf jedes tausend Zentner ain 12 000 fl. legen.
Dan man müsste das zinn bar bezallen und meisttheils verborgen,
auch auf furlon und ander unkost gelt im vorrat haben. Und
müsst das zinn allenthalben über 2—3000 Zentner das jar nicht ge¬
macht, sollte es anderst bei disen schweren läufften und der großen
unwirde widerumb zu wirden gebracht und mit nutz Vortrieben
werden. Das würde an disem ort auf 36 000 fl. laufen.
Zum dritten : So müsste man zu Leiptzig ader anderswo zween
hendler erwelen und vermögen, dass sie denselbigen handel, faktor
und diner, allenthalben regirtten. Denen müssten zween von des
fürsten rethen zugegeben werden, die sunst in den merckten von
s. f. gn. wegen zu Leiptzig sein, ob Sachen vorfielen, darzu ihnen
ihr radt und hilf von nötten, dass ihnen der mitgeteilt würde. Und
dass sie nicht allein in den merckten, sonder auch darzwischen,
wann es ihnen von nötten, ihre Zuflucht zu ihnen haben möchten.
Und zum vierten : dass eine guete Ordnung und ein kreftig
Verschreibung darüber aufgericht würde, wer rechnung halten, wer
dieselbigen vorantwurten, wan und vor weme man die thun, wie
man es mit austeilung des handeis, wann der kauf ein ende lief,
halten sollte sambt anderen notdürftigen punkten und artikeln.
1Das heißt niedersächsischer Kreis.
422
Dokumente der frülikapitalistischenWirtschaftsorganisation.
Den ersten artickel muss man gar wol bewegen. Wan man
von der rechtvorstendigen1schon ein gueten grundt hat, dass sollicher
einhendiger
handel
sambt
Sperrung
und Stei ¬
gerung
der war utnb des ennthalts der armen und anderer
ursach willen one alle beschwerung der gewissen getrieben werden,
dass man auch sollichs erhalten möchte.
Also wan man schoen die stras an einem orte sperte oder mit
aufsalz eines Zolles die war draussen behielte ader in also steigerte,
dass man des landes wahr darmit keinen fahl machen mochte;
dass sie nicht etwan durch das Churfürstenthumb ader auch durch
die krön zu Behem darmit in die Schlesien, Marek ader Sachsen
und also ire war an die sehe und fort ins Nyderlandt bringen möchtt
(auf Nuremberg und von dannen aufm Maien oder Rein bis gen
Köln bette ich nicht gross sorg, dan es were dan nocht weit auf
dem landt, so hat es auch am Rhein grosse zoll). Wa man aber
die oberkeit im churfürstenthumb durch zimliche mittel (als dass
sich etzliche dem land und ihnen, auch zur fürderung des zehenden
in diesen handel begeben) dahin bewegt werden möchte, daselbst
auch darüber tzu halten, so wurde es meins achtenns keinen fall
haben. Dan auf Nürmberg künde das frembde diesem zinn wenig
schaden thun, so wurde es meins achtens durch die krön zu Behemen
auch weitleftig an die see und in Sachsen
2zu bringen. Aber
in der Schlesien möchte es diesem handel dannocht schaden, da
sein dan viel Vortrieben wirtt.
Wan aber die zu Sehlackenwaldt, dahin zu bewegen weren,
dass sie des jars nicht mer dan an 2—3000 Zentner machen und
auch glauben halten und sich die auf dem Aldenberg an 1(4—2000
Zentner des jars zu machen, genügen lassen und zu Eberdorf
1000 zentner, so weite ich dannoch achten man solte des jars zu
Nürembergk 2000 zentner Schlackenwalder zinn mit guettem nutz
vorschleissen und 2000 zentner im Nyderlandt, das übrig hie im
landt ader auch 1000 zentner in als. Und es were fürwar meines
achtenns denen von Schlackenwalde nützer, 3000 zentner mit zimlichen nutz zu vortreiben dan 6000 zentner mit nachteil. Können
ihnen doch die zwitter 3 nicht entlaufn, so kriegt die herrschaft
1 Das heißt von den Kennern des kanonischen
Rechts.
2 Soll heißen niedersächsischer Kreis, Magdeburg usw.
3 Zinnzwitter = die Zinnstein enthaltende Gesteinsmasse.
3*
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts . 423
mit der zeit ihr gebur auch darvon , so können sie auch ain Zentner
wohl eins florin neher 1 erzeugen , weder 2 die ziner im fürstenthumb . Wan es dan durchaus
ein kauf, so were es inen
ja wol treglich und darnach nicht von nöten das landt zu sperren,
damit die geleit zu schmelern und den Leiptziger marckten abbruch
zu thun.
Auf den andern artickel müsste man auch gedacht sein, wie
leutte und gelt aufzubringen weren . Und demnach Bartlome
Welsers geselschaft gar nicht mehr gewilligt ist , sich voriger gestalt
zu diser zeit in einen zinnkauf einzulassen und villicht Publer mit
seinem anhang das seine auch an andere ort gewant hat , so müsste
man meins achtenns aus dem fürstenthumb hin und wider leut
auslesen , da jeder ein zimlich summa (die ihme an anderen seinen
handeln unverhinderlich were) legte . Und zu forderst als ein beschützer des handeis:
Mein gnediger herr , hertzog Georg zu Sachsen mit 4000 fl.,
herr Ernst von Schönberg 3000 fl., herr Rudolph von Bünau 2000 fl.,
der von Karlewitz 1000 fl., der Kantzier 8 1000 fl., der von Thaubenheim 2000 fl., herr Hans von Werter 2000 fl., und sunst noch ein
Tunf vom adel 5000 fl. Summa : 20 000 fl.
Zu Leiptzigk.
Andres Pflug , ambtmann 2000 fl., M. Publer
und geselschaft 4000 fl., Heinz Scherle 2000 fl., Straub und gesellschaft 2000 fl., Barttlame Welsers hüttengesellsehaft 2000 fl., die
Breutgamen 1000 fl., der Pucher gesellscliaft 2000 fl., Kilian Reit.twiser 2000 fl., Dr . Breitenbach 2000 fl., etzliche doktores und bürger
4000 fl., die Preusser 2000 fl. Summa : 25 000 fl.
F r e i b e r g. Mertenn Manwilz 2000 fl., G. vom Steyg 1000 fl.,
die Albecken 2000 fl. Summa : 5000 Gulden.
Kemnitz.
Der Gleitzman 2000 fl. und sunst zween bürger
1000 fl. Summa : 3000 fl.
S a 11 z a. Etwan ein vier bürger 2000 fl.
Summa : von allen stedten sambt dem hauptman zu Leiptzig:
38 000 fl. Thut zusamen 55 000 fl. Darmit künde man meins
achtens 4—5000 Zentner zin vorlegen und vorhandeln . Wa aber
1 =als.
2 =billiger.
3 Aus disen mussten zween erwelt werden , den regirer des handeis
rettlich u. hilflich zu sein.
424
Dokumente der frlihkapitalistischen Wirtschaftsorganisation.
mer zinn angenommen, so würde man auch mehr gelts haben
müssen. Und aus den angezaigten bürgern allen müsste man
zweene erwelen, die dem handel vornemlich vorstunden. Die
andern müssten ein jeder in der stadt , da er gesessen ader die
ihme am gelegensten were, bei den kannegiessern und anderen,
den man zinn verkaufte, die schulden helfen einmanen, den Vor¬
stehern überreichen und berechnen.
Wa man aber under diesen ader andern so vil gelts nicht auf¬
bringen, so möchte man wa kirchen ader hospital feiernd gelt bei
ihnen ligen hetten, das man sunst auf zins ausleicht, da es villeicht
kaum so sicher und göttlich als es aida sein möcht, auch darzu
gebrauchen und denen, so die arbeit theten von dem nutz, deren
so gar feierte zimlicher mas ergetzung tun.
Auf dem dritten und vierdten artickel were gut mas zu finden,
wie man den handel mit leutten und andern bestellen und wie
vorbriefen. Gelaub auch, dass Barttlame Welsers hauptgesellschaft
auf ansuchen auch 1000 oder 2000 fl. darzu legen, so er anderst
guet darbei sein soit, dem faktor im niderlandt durch sein leutt
furderlich zu sein.
17. Privileg des Herzogs Georg von Sachsen für die Gesellschaft
des
Zinnkaufs, datiert Dresden, 20. Dezember 1520. — Kgl. Haupt¬
staatsarchiv zu Dreden, Loc. 9826. Altenberg: Statuten oder
Ordnung der Stadt 1515. it : Bergk-Sachen, Ordnung und
anders ufm Altenberge, Contract mit Raupennest wegen eines
Stollen 1534, Mandat wegen des Zinn-Kauffs 1520. Bl. 34 ff.
Wir Georg von gots gnaden hertzog zu Sachsen etc., bekennen
hiemit an diesem unserm offen brive, fur allen desselben ansichtigen
und thun kundt : Nachdem und als sich die bergkgebeude auf dem
Aldenberge, auch an etlichen andern orten in unsern landen und
furstenthumben faste tief und schwehr machn und die zcin etlich
jaer in einen mergklichen abfal komen, dass auch diejhenigen, so
die zcin erbauet, schwerde halben der gebeude schwerlich dobei
haben pleiben können und sich wol zu besorgen (wo dem nit notturftiglich vorgedacht) dass die bergkwergk in einen schweren falh
komen ader gantz mochten liegen pleiben und alsdan die leute
sich an den örtern nicht mehr erhalten können und gemeinen unsern
landen ein mergklicher schade und nachteil hiraus erwachsen wurde;
solchs alles zuvorkomen und gemeinen unsern landen zu guthe,
V. Im sächsischen und böhmischen Zinnhandel des 10. Jahrhunderts . 425
haben wir mit reifer, tiefer betrachtung mit denjenigen , so auf
dem Aldenberge , auch allen andern örtern in unsern landen und
furstenthumben zcinwergk bauen ader fluetwergk haben und geprauchen , die auch uff unsern vorbeschiet den mehern teil durch
sich ader ire volmacht erschinen , als vorkeufern an einem und
etlichen kaufleuten als keufern am andern teile handlunge furgewendt und einen rechten , redlichen , uffrichtigen und bestendigen
kauf und vortrag mit irer allerseits volwortte und vorwilligung
drei jar langk zwuschen inen besprochen , aufgericht und beslossen,
nachfolgender gestalt und meinung : Nemlich dass gedachten keufern
alle zcin, so in unsern furstentumben und landen auf bergkwergken,
fluetwergken ader seiffemvergken ytzo ader kunftigklich in zeeit
der dreier jaer erbauet ader gemacht , auf den Aldenbergk in die
wage sollen überreicht und überantwort werden . Ausgeslossen die
zcin, so zu Erberstorff und doselbst umb gefallen ; die sollen die
geselschafter aldoselbst auf der flösse in gleichm kaufe und gewichte
annehmen . Aldo die keufer den vorkeufern baer kegen baer vor
einen itzlichen centner bergkgewichte , der zuvor sal geeicht und
gerechtfertiget werden , 11 gülden in muntze , halb sechssisch, ye
21 zcinsgroschen fur 1 gülden und halb behmisch , 24 behmische
groschen fur 1 gülden , alles landtswehrung geben sollen. Docli
an enden , do man nicht behmisch geldt nimrnet und die gesel¬
schafter doselbst die betzalunge mit eitel sechssischem gclde thun
musten , sollen sie auch darkegen von ydem Aldenberger bergkcentener ein orth eins gülden weniger geben und also den centener
umb 11 gülden minus ein orth betzalen.
Es haben auch die bergkleuthe ader zciner , so under uns ge¬
sessen und uff dem Muckenbergke zcin erbauen , bewilliget , die
zcin, so sie des orths bestimpte zeeit erbauen werden , in angezeeigtem kaufe auch aldohyn auf den Aldenbergk in die wage zu
leveren und zu überreichen ; welche aber under uns nit gesessen,
dieselbigen mögen die Muckenbergischen , Graupenischen und ander
zcin nach irem gefallen ausserhalb unser lande und furstenthumb
anwerden . Wo sie aber die im furstenthumb vorkeufen ader vor¬
treiben wollen, sollen sie die, wie angetzeiget in bestimptem kaufe
der geselschaft in die wage uff den Aldenbergk überantworten , das
wir hirmit wollen vorordent haben.
Und sal solcher zcinkauf auf den sontag oculi in der heiligen
fasten schirsten angefangen und drei jar nach einander weren.
426
Dokumente der frübkapitalistischen
Wirtschaftsorganisation.
Und ein itzlicher angetzeigter parteien , der den fürder zu halten
nit gemaint , soi es dem andern teile ein halb jar fur aussgange der
dreier jar schriftlich uff- und abkundigen . Und ab von den zcinern
vil ader wenig zcin albereit auf liverunge vorkaufet were ader
zwuschen hie und oculi vorkaufet wurde , was desselbigen in der
zceit nit gelivert wurd , das soll alles bei unden ausgedrugkter pene
von zcinern der geselschaft in die wage auf den Aldenbergk , wie
obstehet , überantwort werden.
Die schmeltzer und huttenmeister solln auch alle den geselschaftern voreidt werden , dass sie nicht dornicht ader ander zcin,
das nit kaufmansware ader gut ist , ingiessen 1 und sunst allent¬
halben getreulich handeln und alle zcin in die wage bringen wollen
und sal ein itzlicher auf seine kupperschicht sein zceichen schlahen.
Es sollen auch die zcinherren schuldig sein, ungeferlich ein dritten
teil alles zcines, so sie machen , nach ordenung und notturft der
geselschaft in stucke ader gatter zu giessen lassen , wie es der gesel¬
schaft gelegen sein wirdt.
Die wage auf dem Aldenberge sal mit zweien schlossen bewart
und vorslossen werden ; zu dem einen schloss sal der zcehender
und zu dem andern der geselschaft factor einen schlussel haben.
Wo auch ymant etwas von zcin nach angehender geselschaft , es
were zuvor zwuschen hir und oculi ader dornach uff liverung vorsprochen und ehr oculi nit gelivert ader sunst in andere wege heim¬
lich ader offenberlich durch sich ader andere vorkeufte ader sunst
hinweg brechte und in die wage auf dem Aldenberge ader kegen
Erberstorff wie vormeldet in die geselschaft nit bringen wurd , der
soi, so oft er des uberkomen , desselbigen zcins vorlustig und dasselbig zcin uns die helfte in unsere cammer , die ander helfte der
kirchen auf dem Aldenberge verfallen sein. Solchs alles haben
wir, domit sich ein yder , der sich zcinwergks ader dasselbigk in
unsern landen und furstenthumen zu vorhandeln gebraucht , auch
sunst mennigklich dornach zu richten , seine hendel , gewerbe und
Sachen anzustellen , auch dieser unser Ordnung und aufgerichten
vortrage zu geleben und sich vor schaden zu Vorhuten habs öffent¬
lich anschlahen lassen . Zu urkunde mit unserm unden aufgedrugk1In„
die Stücke oder Gatter giessen“, heißt es in dem Vor¬
anschlag des Privilegs. Siehe Emest .Gesamtarchiv Weimar , Reg.
T. Bl. 273/4, Nr . 3—6.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
427
tem secret wissentlich besiegelt und geben zu Dresden dornstags
nach Lucie anno domini 1520.
18. Konvention zwischen den sächsischen Fürsten , den Schlick
(Joachimstal ) und den Pflug (Schlackenwald ) zur Regulierung
des Angebotes und der Nachfrage von Arbeitern auf den Berg¬
werken der Kontrahenten usw. 1521. •— Kgl . Hauptstaatsarchiv
zu Dresden , Loc. 4486. Bergwercks -Sachen de ao. 1487—1599.
Bl. 72—74.
Von gots gnaden wir Friderich etc . churfurst etc ., Johanns und
Georg, gebrudern und vettern , alle hertzogen zu Sachsen etc ., be¬
kennen fur uns, unser erben und nachkomen und thun kundt allermenniglich mit diesem unserm brive . Nachdem die wolgeborne,
edeln, unser lieben besondern Steffan Slick, graf zu Passaun , her
zu Weiysskirchen und Slagkenwerd etc ., sampt andern seinen ge¬
brudern und Hans Pflugk , her von Rabenstein auf Petzschaw , mit
iren herschaften und bergkwergken an unser furstenthumber und
bergwergk ruren und stossen , haben wir in bedacht desselben und
umb sonderlicher gnad willen, die wir zu inen tragen , auch des¬
halben , damit von unsern und iren bergkgenossen und underthanen
entporung , todtslege und ander unthat mocht verhuet und also
gut fried , recht und ainigkeyt allenthalben gehalden und die berg¬
wergk treulich und vleissig gefurdert werden , uns mit gedachten
Slicken und Pflugk nachfolgender artickel gnediglich vorainigt und
vortragen , vorainigen und vortragen uns derselbigen mit inen hirmit wissentlich in craft ditzs briefs.
Nemlich zum ersten , dass wir , obbemelten churfursten und
fürsten zu Sachsen, desgleichen die Slicken und Pfluegk auf unser
allerseits bergwergken vleissig achtung haben und uns in keinen
weg dahin bewegen und dringen lassen sollen, dass auf denselben
der lohn erhöhet , sonder auf allen bergwergken ein gleich lohn
nach wert der muntz , so in eins yeden land genge ist , gegeben
werden .
/
Zum andern sal keinem hauer gestattet werden zwu schiebt
zu faren , dan nit wol möglich ist , wo einer zwu schicht faren und
volkomen lohn darumb nhemen wil, dass er seiner arbeit umb
seinen lohn genug thun möge.
Zum dritten , nachdem sich auf bergwergken vil mutwilliger,
boeser todtslege begeben , ob nue hinfurder beschehe , dass einer
428
Dokumente der frühkapitalistischen
Wirtschaftsorganisation.
ader mehr mutwillige todtslege thetten und also von einem bergkwerg auf das ander weichen und sich villeicht gegebener freiheit
trösten wurden , dass derselben keiner , der nach gethanem todtslag
auf eyn ander bergwergk weichet , anders dan zu recht aldo ge¬
sichert und mag gleichwol derselb auf ansuchen des nachfolgers 1
gefengklich angenhomen , wider den auch gestrackts rechtens soi
gestat werden.
Zum vierden , ob ein Schichtmeister , steiger ader ein ander den
gewergken , im zehenden ader den erbeittern schuldig bliebe und
also von einem bergwergk auf das ander weichen wurde , dass die¬
selben keiner freiheit noch Sicherung gemessen , sonder der amptman , wo sie ankomen , von des ampts sie enttrunnen , auf sein geburlich ansuchen angenhomen werden , yedoch das derselb entweicher , so er zu betzallung Versicherung thuet , viertzehen tage
geglait werde.
Zum fünften , ob sich auf berurter bergwerg einem begebe,
dass sich etlich understundcn bey gemeinen bergleuten Unwillen,
aufsteen und aufrur zu entporen und dieselben also mit ürsach
darinne vormerckt und auf solchem bergwergk abgelegt und vor¬
weist wurden und sich auf die ander bergwerg begeben wolten,
sollen sie auf der andern bergwergk keinem , wie oben gemelt , mit
arbeit gefurdert werden.
Zum sechsten soll auf eins jeden regirenden hern bergwergks
allen bergkmeistern , amptleuten und geschwornen bei vormeidung
schwerer straf ernstlich eingebunden und befolhen werden , auf die
bergwergkarbeiter und hauer gutte achtung ze haben , dass sie
geburliche Schicht halten , bei irer arbeit vleis thun und zu rechter
zeeit aus - und einfahren und dass die steiger zu yeder schicht
gegenwertig uff der zcechen sein und den arbeitern selbs unslet
und eisen geben sollen, domit sie wissen, welcher arbeiter zu geburlicher zeeit an - und aussfehrt . Und soi den arbeitern bier¬
schichte zu halden , in kein weglc gestattet werden.
Zum siebenden , ab sich nue darüber begebe, das , die knapschafft und ander bergkarbeiter ein gemein aufsteen machen , auf
welchem bergwergk einem das geschehe und sich also aus einem
lande in das andere zu beschwerung der underthanen mit einem
häufen niderlassen und legen wolten , dass alsdan wir obgedachten
1 Wohl nach bars?
V. Im sächsischen und böhmischen Zinnhandel des 1(5. Jahrhunderts . 429
churfursten und fürsten , desgleichen die Slicken und Pfluegk solchs
nit gestatten , mit macht dawider trachten , die entwichene zu der
gerechtigkeit halten und irs mutwillens strafen sollen. So auch
einer auf unser , der churfursten und fürsten zu Sachsen, bergwergk verfest und geechtigt , der sal auf bemelter Slicken und
Pfluegk bergwergk auch verfest und geechtigt sein und wider
denselben soll sunder anregen mit straf verfaren werden und widerumb sollen genante Slicken und Pfluegk auf unsern bergwergken
desselben auch gewertig sein. Wan auch unser , der churfursten
und fürsten zu Sachsen, abtrünnige mishendler und beschediger sich
in der Slicken und Pfluegk herschafften u'nderslaiffen enthalden,
ader darinne betretten wurden , desgleichen widerumb , ob der ge¬
dachten Slicken und Pfluegk abtrünnige mishendler und beschediger
in unser , der churfursten und fürsten zu Sachssen, furstenthumben
und landen underslaiffen enthalden , ader darinnen betretten wurden,
darinnen soll sich ein teil gegen dem andern halten und ertzaigen
nach vormoge der erbeinunge zwuschen der chron zu Behaim und
dem haus zu Sachsen etc . aufgericht.
Und nachdem die Slicken uns angetzaigt , wie sie dieser zeeit
muntzen , mit undertheniger pitt , dass wir dieselb muntze unser
allerseits landen und furstenthumb wolten nehmen und gangkhaftig sein lassen, welchs wir inen zu sondern gnaden dermassen
bewilligt , also dass wir ir gemuntzte silbern groschen , der einer auf
ein gülden , der ander ein halben und der dritt auf ein ort geslagen
wirdet , in berurten unsern landen und furstenthumben wollen
gangkhaftig sein und nhemen lassen . Doch dass bemelte Slicken
mit solcher irer muntz unser körn und schrot halten und damit
nit fallen sollen.
Und welcher thail über kurtz ader lange zeeit in diesem vortrag
weiter nit steen wil, der soll es dem andern ein halb jar zuvor aufzeschreiben macht haben . Und des zu urkundt , steter und vhester
haldung , haben wir obgedachter Friderich , churfurst fur uns und
unsern brudern , hertzog Johansen und wir Georg, hertzog zu
Sachsen , unser insiegel an diesen brief wissentlich hengen lassen,
der gegeben ist am dinstag nach unser lieben trauen tag irer besuchung nach Christi unsers lieben hern geburdt , funftzehen hundert
und im zwainzcigisten jharen.
430
Dokumente der frühkapitalistischen 'Wirtschaftsorganisation.
19. Herzogliche Bestätigung des Dienstvertrages , durch den die
Gesellschafter des Zinnkaufs den Hans Alnpeck jr . zu ihrem
Faktor annehmen . Datiert 4. März 1521. — Kgl . Hauptstaats¬
archiv zu Dresden , Loc. 4500. Bergwercks -Sachen zu Frey¬
berg bel. Vol. I. 1453—1543. Bl. 25/26.
Wir von gots gnaden Fridrich der jüngere , hertzogk zcu Sachsen
etc ., bekennen hirmitte und thun kundt , dass wir durch unsern
liben he.rn und vatern heimverordente rethe , nemlich her Ceser
Pflugk , ritter , doctor Johanns Kochel , cantzier und Segemundt
von Maltitz zcu Dipesswalde zwischen der geselleschaft des zcinhandels , welche wir itzo von nauern haben aufrichten lassen und
Hansen Allenpegken zcu Freibergk , den man den jungem nennet,
nachvolgenden vertragk haben bereden , beslisen und aufrichten
lassen . Nemlich dass gedachte geselleschaft Hansen Allenpegken
zcu einem factor und diner volgende drei jar langk angenommen
hath . Alzo dass sic irne dieselbigen drei jar nach einander itzlich
jar zweihundert gülden rh . muntze zcu jarsolde geben sollen.
Darkegen hath Hans Alienpegk der geselleschaft alle seine ligende
und farende gutter zcu Freibergk , auch alle ander gutter , zo vil
und an welchem ende er die hath , ader kunfticlich gewinnen wirdt,
vor alle seine handelunge , zo er von wegen gedachter geselleschaft
und in irem dinste handeln wirdet , zcu einem verstände und willigen
pfände vor allen andern seinen gleubigern ingesatzt . Dass sie sich
irer scheden , die sie seiner handelunge ader sunst seinethalben
entphaen wurden , vor andern seinen gleubigern doran zcu erholen
haben sollen. Es hath auch Hans Allenbegk bewilligt , dass er der
geselleschaft vor seine person alleine dinen und keinen andern
handel treiben , sundern alleine der geselleschaft handel getraulich
handeln , warten und ausrichten , auch der geselleschaft schaden , ab
er den erfure , offenbarn , denselhigen vorhutten und nach allen
seinem vormugen iren frommen und besten schaffen und fordern
wolle und solle. Und worzcu ime die geselleschafft gebrauchen
wil, dorzcu sali er sich bei tagk und nacht gebrauchen lassen.
Hans Allenbegk sali auch der geselleschaft geldt ane irem
wissen und willen nimandes verleien , auch in sein eigen nutz nicht
gebrauchen . Er sali auch keine nacht ane wissen und willen der
geselleschaft von Aldenberge ligen . Item das zcin, zo in die wage
kommet und uberantworth wirdt , dorauf er auch vleisigk achtunge
geben soll, sali er auf seine eigene unkost zeusampne zcu tragen,
V . Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
431
zcu heben , iuzcufaren , von einem hause ins ander zcu tragen , zcu
laden etc . verschaffen und alle ander geringe unitost , zo dorauf
gehen wirdt , von seinem gelde entrichten und sali dieselbige über
ine gehen . Er sali auch auf seine eigene unkost , zo offte das die
nottorfft erfordert , kegen den Grauppen reiten und aldo der gesclleschaft zcin keufen und bestellen . Dessgleichen sali er in 10
ader 14 tagen ader zo offte es die not erfordert , einen vor die hutten
reiten , vleisiclich sehen und forschen , was vor zcin gemacht und
wo es hinkommen , welchs auch auf seine eigene unkost besehen
sali. Hans Allenpegke sali sich auch auf seine unkost mit einem
eigen hause auf dem Aldenberge versehen , dorinne der geselleschaft
gut verwardt sein möge, er keuffe es ader mutte es, wi er das haben
kan , doch alzo dass ime die geseileschafter , obbemelt , zo vil muglich, dorzcu furderlich sein sollen. Und sali die geselleschaft in
solchem hause mit herbrige und lager vorsehen , doch alzo dass
sie sich mit futter , haffer , haw , stroe etc . selbst versorgen und ime
die kost beigeben sollen. Item er sali auch auf sein eigen unkost
ein pferdt halden und alle jar einmal ader so offte es die geselle¬
schaft begern wirdt , rechnunge zcu thun , auch der geselleschafft
heymliclikeyt nicht zcu offenbarn , sundern , wie oben vormeldet,
iren schaden zcu warnen und besten zcu fordern schuldigk und
pflichtigk seyn . Dissen vertragk haben die geselleschaffter durch
ire geschigkten . . . . 1 und Hans Allenbegk , vor sich und seine
erben traulich zcu halden geredt , gelobt und mit handtgebenden
trauen zeugesaget , alles traulich und ungeferlich . Zcu urkunde
mit unsern liern vatern zeurugk aufgedrugktem secret , das wir
hirzcu gebrauchen , besigeldt und gegeben zcu Dresden montagk
nach oculi anno 21.
20. Die Leipziger Kaufleute Michael Puffler und Ulrich Mordeisen
verabreden mit den Gewerken von Geyer, Thum und Ehren¬
friedersdorf einen Zinnkauf auf 3 Jahr und eine Verlagsgewäh¬
rung (zinslos) von 600 fl. pro Jahr . 24. April 1525. — Kgl.
Hauptstaatsarchiv zu Dresden , Loc . 4500. Das Bergwerck zu
Ehren -Friedersdorff bei. 1377—1538. Bl. 13/14.
Anno domini 1525. Uff Montag nach quasimodogeniti ist mith
den geschickten vom Thume , Erinfridessdorff und Geyer diese
1 Einige Namen , von denen ich nur Michael Puffler , Bürger zu
Leipzig mit Bestimmtheit entziffern kann.
432
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
abrede und untherhandelung zu aufrichtunge eins bestendigen zinkaufs uff drei jhar lang gescheen, also das anzufahen sontags cantate.
Michell Puffeller und Ulrich Mordeisen, bürgere zu Leipczigk
iczlichem der drei stetlein mith zweihundert Reinische gülden und
also in summa mith sechshundert gülden anfänglichen vorlegen,
doch also, dass es inen zusampt fürstlicher gunst genugsam vor¬
sichert werde . Davon sal man ihn keinen geniess geben 1 und zu
ausgange der dreier jhare mith gelde widderumb ahne seumnus
bezcalen . Ap auch ein stetlein under den dreien die Vorlegung
nicht dürfen wurde und die andern beide die uffnehmen , sollen dieselbigen, so das gelt enpfahen , solche Vorsicherung bestellen.
Die zcinkeufer sollen vor 1 centner blangk zcin 12 % gülden
geben . Vor ein centner weiss zcin 11 gülden und ein ort und baer
umb bar bezcalen . Die bezcalung sali halb mith furstenmuncze
und halb mith Behemischer muncze geschehen.
Ap einer ader mehr von den zcinhern ader gewercken ein centner,
ein halben , ein virttell adir eczliche pfundt zcin vor sein haus zu
gesesse bedorffen wurde , mag er von dem seinen darzu woll ge¬
brauchen , doch also, dass es der zcinkeuffer factorn angezcaigt
werde und dasselbige zu andrem handel zu seinem nucze nicht ge¬
braucht.
Diese artickell seindt von den zcinkeuffern und zcinern also
bewilligt , aus vorhengniszs unsers g. h. lierczogen Hainrichs etc.
bis uff wolgefallen unsers g. h. herezogen Georgen zu Sachssen etc.
21. Vorschläge eines Leipziger Bürgers ( ?), wie den Leipziger Kauf¬
leuten die Herrschaft über den mitteleuropäischen Metallhandel
verschafft werden könne . Um Michaelis 1527. — Kgl . Haupt¬
staatsarchiv Dresden , Loc. 10 532. Leipziger Händel etc. 1525
bis 1551. Bl. 131 ff.
Es ist gewiss, dass durch den fhall der von P r a g a w 2 und
des landes zu Behemen die niderlage und merckte zu Leiptzig
gross haben zugenummen und merglich seint gepessert worden.
Dan wo Praga in seinem wesen bliben , were der handel zu Leiptzig
1 Das heißt unverzinslich.
2 „Man sehe Praga, Regenspurg u. andere stete, da vor handel
gewest, wie sie in armerung kommen". Aus Münzstreitschrift von
1530 bei W. L o t z , Die drei Flugschriften über den Münzstreit der
sächs. Albertiner und Ernestiner um 1530, S. 20 f.
V. im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
433
schwerlich also gemeret und gepessert worden . So ist es auch
kunt und offenbar , dass die niderlage und merckte zu Leiptzig durch
den handel zu Eislauben eine lange zeit und bisher seint erhalden
worden ; aus deme, dass der kaufmann seinen Wechsel durch die
Eislaubischen hendeler hat bestellen können gen Nürmberg , Aussburg , Franckffurt , Antorff und andere ortter mehr.
Weil aber die grafen zu Mansfelt einen grossen seiger-handel
selbst aufgerichtet und das silber, so sie aldo zu wegen brengen,
vormünzen , also dass dasselbige gemeine hendeler entzogen , derwegen der gemeine hendeler seinen Wechsel nicht vormag zu be¬
stellen . Darum zu besurgen , wie es dan auch gewiss, dass der
handel zu Leiptzig in ein abnemen must gefürt werden.
Wie nun zu disem der grafen von Mansfelt vornemen die von
Pragaw sich auch understunden , den handeil pei inen wider auff
zu richten , wie inen dan von kuniglicher durchlauchtikeit zu Behem
dartzu hülff . . . geschehen und sich auch albereit etliche hendeler
niderlage doselbest zu halden vorgenummen , so musste von not
wegen volgen, dass niderlage und handel zu Leiptzig . . . schaden
leiden musste.
Hirauss wolt erstlich volgen, dass u. g. h. an seinen zollen und
geleiten merglichen abgehen muste . Item es must auch volgen,
dass alle stete im fürstenthumb durch welche die War gefurt wirt,
darinnen die furleute und andere geczert , an irer narung musten
abnemen . Item die stadt Leiptzig und alle ire inwoner mussten
mercklichen nachteil an irer narung erleiden , dieweil die stadt und
inwoner sunst keine narung hat , dan von Merckten.
Disem nach dem willen Gotes vorczukommen , ist vor gut und
notdürftig angesehen , dass vleis darauf zu legen sein soit , damit
man den Bleikauf zu Gosslar, die behemische kupfer und silber,
das Schlackenwaldische zinn und das zinn im fürstenthumb Sachssen
alle in eine liant und an die inwoner zu Leiptzig bringen mocht,
Hiraus worde erstlich volgen, dass der graffen von Mansfelt
vornemen dem handel und niderlage zu Leiptzig kein schaden
oder ye nicht so gross thuen konde . Angesehen, dass der hendeler
seinen Wechsel durch die obenberurte metall zu bestellen hette und
obgleich die grafen v. Mansfelt dis thun nicht vorgenummen heften,
so were es doch gut , dass die hendel pei einander wereu ; dan , wan
die hendel also zusamen bracht , wurden die grafen v. Mansfelt mit
der münz nicht dermass trotzen dürfen , wie vilmals bisher gescheen.
Strieder
, Studien z. Geaoh. knpitalist . Organ isationsforinen .
28
431
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
Item es konde auch die niderlage zu Pragaw nicht aufgericht werden,
dergestalt , dass sie diser zu Leiptzig sunderlichen schaden thun
mocht.
[Es würden Zölle und Zehnten hochbleiben . Der Leipziger u. a.
Landeseinwohner Verdienst nicht sinken etc .]
Weil dann nun dise h endel
alle sollen
zusammen
bracht
werden,
ist vor gut geacht , dass man erstlich und
vor allen dingen den bleikauff vom herczoge zu Braunschweig,
ader den von Goslar haben musste . Dan durch den bleikauff weren
die Behemen zu dringen , dass sie ire metall czum bleikauf musten
volgen lassen . Derwegen hat burgermeister Wolff Wideman sampt
seiner geselschafft sich bevlissen, den bleikauf pei den von Gosslar
zu erhalden , wie ime dan der vom rathe daselbest zugeschriben und
von doctor Krausen müntlich zugesaget . Allein ist des Untrils 1
halben ein aufschub gemacht bis uff irer aller Zusammenkommen,
wie dan solches unserm g. h. in einer supplication noch der lenge
angeczeiget wirt . Weil aber die von Gosslar itzo den kauf Wolffen
Wideman fast abeschreiben und die grafen v. Mansfelt als graf
Albrecht und graf Gebehart disen itzigen marckt zu Leiptzig mit
den hüttenhendelern haben gehandelt , dass sie den Saclissen 2
hinfür kein kupfer vorkaufen sollten , darein dan Heinrich Scheille 3
Kuntz Keller , Moritz Bücher und alle andere bis uff Wolffen Wide¬
man und Lucas Straube gewilliget und die Sachssen 2 itzt die merckt
am statlichsten besuchen , dan sie bringen pfeffer, kommel 4, gewallt,
reiss, allaune , czugker , allerlei fische, rauche wäre 5, czobel und
marder , vil wolle und speckis, das sie alles aldo vorkaufen und ir
gelt wider anlegen an silber , kupfer , zinn u. a. des sie des jhars von
8—9000 ctr . kupffer gekauft , auch wol an 3000 ctr . zinn , das sie
alles zu I .eiptzig mit gutem gelde bezalt . Wo sie nun ir gelt nicht
wieder anlegen kontten , umb wäre, die ine dienet , würden sie mit
gewalt von Leiptzig getriben . So haben auch die gemein hendeler
disen marckt an u. g. h. und den rath supplicirn wollen und sich
1 Vitriols.
2 Den Einwohnern
der alten
sächsischen Kreises (Hansen ).
3 Wohl Scherl.
1Wohl Kanel = Zimt.
4 Rauchwaren.
Sachsengaue , d . h . des nieder¬
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts
. 435
beclagen , dass sie czum Wechsel nicht kommen konden ; darvon sie
czu disem mall an gut sein gewisen worden.
Derhalben wil nunmher von nöten sein dise hendel
zu¬
sammen
zu brengen
und sunderlichen mit dem bleykaufe
nicht zu seumen, sundern u. g. h. zu ersuchen und zu bitten in
aller unterthenikeit, burgermeister Wideman sampt seine mitgesellschafter gnediglichen und ernstlichen zu vorschreiben, dass die von
Gosslar ime und seine mitgesellschaftern den kauf halten mussten.
Dan wo dis nicht geschiet und die von Gosslar den bleikauf behilden, so weren die andern metall dester schwerer ader gar nicht
zuerlangen.
Item über dis ..... worde auch volgen, dass eine naw und
grosser steigern mit dem blei werden muste, dan vor ye gewest
were; wie dan solchs aus dem briefe von der gesellschaft geschriben
weiter zu vornemen.
Dem zinnkauf umb das Schlaekenwaldische czin nach zu
trachten vor dem tag, der den vom Altenperg und den hendelern
angesatzt. Dan das zinn uff dem Aldenperg were sunst nicht anczunemen.
Hieronimus Walther ist itzt pei dem von der Weigmüle des
kupfferkaufs halben und im fal ob er dene nicht crhilde, das u. g.
furst und herr Hansen von Schonburg czu königl. durchlauchtikeit
zu Behem schicken wolt, sunst wossen die hendeler czum kauf nicht
zu kommen zu disem mall.
22. Herzog Georg nimmt auf 3 Jahre den Zinnkauf in Altenberg,
Lauenstein und Bernstein in seine Verfügungsgewalt. 27. Mai
1538. — Hauptstaatsarchiv Dresden, Loc. 7414, den Zinn¬
handel betr. 1497—1544. Bl. 33 resp. 35 u. 38.
Georg von Gots Gnaden etc. Fügen allen und jedem gewercken des zcinbergkwerges aufm Aldcnberge, Bernstein und
Lauens.tein, so dosclbst oder anderswo wonhaftig sein und sunsL
meniglichen hiemit zu vornehmen: Nachdem und als ir, die gewercken des zcinbergkwerges aufm Aldenberge wonnhaftig uns vilfaltig angelangt, einen bestendigen zcinkauf aufzurichten, der¬
halben wir dan Euch sampt den andern so zu Freibergk und annderswo wonnhaftig alher vor uns beschaiden. Und aber Euch desselben
undereinander nicht hapt vergleichen, noch vor biliiehen ermessen
können, dass Ir daselbst aufn Aldenberge, Bernstein und LauensLein
436
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
wohnhaftige gewercken der andern und frembden gewergken halben
Schadens solten gewarten, dardurch auch die zcinbergkwerge mochten
vorwüst werden: So seindt w'ir vorursacht worden aus fürstlicher
macht und oberkeit ein ordenunge und satzunge des zcinkaufs auf¬
zurichten . . . und gebieten, dass alle diejenigen, so das zcinbergkwergk uffm Aldenbergk Bernstein und Lauenstein bauen, daselbst
oder anderswo wonhaftig und gewergken sein, sollen auf nechst
künftig Johannis sonnewende anzufahen schuldig sein, alle ir zcin,
das sie daselbst erbauen und zubereiten, auch das flut-zcin in die
wage auffrn Aldenberge zu antworten, und einen zcentner umb
11 gülden unserer müncz, wie dieselbige in unserer kämm er genomeu und ausgegeben wirdet, zu geben und zu vorkeufen. Die
wir auch einem jeden bhar kegen bhar, doch als fern es kaufmanns¬
gut befunden, also entrichten und beczalen lassen. So wollen wir
auch uns hiemit Vorbehalten haben, diese unsere ordenunge und
ausgesatzten zcinkauf zcu unserer gelegenheit widerumb aufczukündigen, zu vorendern und zu vorbessern. Welcher sich aber derselbigen zu enntkegen wirdet unterstehen das zcin sunst zu vor¬
tauschen, teurer zu vorkeufen, ader in andere wege anzuwenden,
den wollen wir darumb nicht ungestraft!, lassen . . . Dresden, mon¬
tags in der creutzwoehen anno domini 1538.
23. Herzog Georg übergibt Michael Büffler den Zinnkauf auf dem
Altenberg, Bernstein und Lauenstein auf 3 Jahre (nur die
Alnpeck
ausgenommen). 26. Mai 1538. — Hauptstaats¬
archiv Dresden. Kop. 103 Bl. 30, auch Loc. 7414. Den Zinn¬
handel betr. 1497—1544. Bl. 36.
Wir von Goths gnaden Georg, hertzog zu Sachssen etc., thuen
kundt und bekennen hinnit vor uns, unsere erben, nachkomen und
allermennigklich, dass wir aus bewegenden Ursachen und vorbetrachtung auf unserm bergkwerg, dem Aldenberg, auch zum
Bernstein und Lauenstein einen bestendigen zcinnkauf vorordent
und ausgesatzt, auch an ader zu demselben zcinkauf unsern burger
zu Leiptzigk und lieben getreuen Micheln Bufflern drei jar langk,
nebst Johannis anzufahen, haben, doch mit dem bescheide kommen
lassen, dass er einen yeden zcendtner und alsso aller gewergken
zcin, so doselbst gewonnen und gemacht, alleine der Alnpecken zcu
Freibergk ausgeschlossen, alspalt der in die wage geantwort und
als kaufmansguth befunden, umb 11 gülden unserer muntz, wie die
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
437
in unserer kammer genohmen und ausgegeben wirdet , annehmen
und also bar umb bar geben und betzalen sali. Aber dennoch
diesergestalt das ausgangs zweier jar bemelter Büffler , sein erben,
ader wer sonnst solchen zcinkauf die zceit haben wurde , uns antzeigen sollen, ab sie denselbigen lenger behalten wollen, ader nicht,
dormit wir uns in gemelter unser ordenung wissen zu halten . Des¬
gleichen uns auch freistehen und hiemit Vorbehalten wollen haben,
ihnen vilgemelten zcinkauf aufzukundigen ader lenger zu lassen
und im falh , dass er nach endung der dreier jar zugehen und ein
ander aufgericht werden soit, alsdenn gedachter Büffler , so es ihme
anders gelibet , vor einem andern dorann den vortrit haben . Das
wir ihme aus besondern gnaden hiemit Zusagen, treulichen und ane
geferde . Zu urkunde mit unserm aufgedrugktem secret besigelt
und geben zu Dresden sontags vocem jocunditatis nach Cristi
unsers lieben herren gebürt tausent fünfhundert und im acbtunddreissigsten jare.
24. Herzog Georg macht seinen Bergbeamten von der Verleihung
des Zinnkaufs an Michael Puffler Mitteilung , befiehlt den öffent¬
lichen Anschlag der Verordnung und den Schutz und die Unter¬
stützung Pufflers bei der Ausübung seines Privilegs . 26. Mai
1538. — Hauptstaatsarchiv Dresden , Loc. 7414. Den Zinn¬
handel betr . 1497—1544. Bl. 34.
Georg von Gots gnaden etc . Lieber getreuer , als und nachdem
wir aus Ursachen auf unserem bergwergke dem Aldenbergke , Bernnstein und Lauenstein einen zcinkauf ausgesatzt und verordent , wie
wir Dir dann die ordenung hibei übersenden und aber an solchen
zcinkauf unsern bürgern zu Leipzigk und lieben getreuen Michel
Bufflern 3 jahr lang haben von Johannis schirst anne zu heben
kommen zu lassen , so begeren wir , Du wollest solche ordenungen
öffentlichen anschlagen und verkünden lassen , auch dem Buffeier
dabei schützen und handthaben , desgleichen die gewercken alle
bescheiden und ihnen von unseretwegen gebieten , dass ein jeder
auf ein jeden gatter . seines Zeins sein eigen zceichen schlagen lasse,
damit ob er falsch befunden , man darumb hätte zu reden . Auch den
smeltzern bei ihren eiden, die Du von ihnen neh men wirdest , ernstlichen
einbinden , lauter und nicht dornicht zcin zu giessen, oder zu machen,
bei vormeidunge unserer straf ; daran beschiet unser mainung.
Datum Dresden , Sonntags vocem jocunditatis anno domini 1538.
438
Dokumente der frûhkapitalistischen Wirtschaftsorganisation.
25. Herzog Georg vermittelt zwischen Michael Puffler und den Ge¬
werken von Ehrenfriedersdorf , Thum und Geyer einen Zinnkauf
auf 3 Jahr . 29. Mai 1538.— Hauptstaatsarchiv Dresden , Kop . 103,
Bl. 33. Auch Loc . 7414, den Zinnhandel betr . 1497 bis 1544. Bl.37.
Von Gots gnaden , wir Georg, licrtzog zeu Sachsen etc ., thuen
kundt , dass wir aus bewegenden Ursachen und Vorbetrachtung
durch unsere amptleuthe zeu Radebergk , Meissen und Sanct Annaperg , rethe und lieben getreuen , Jeorg von Karlewitz , Ernsten
von Miltitz , Hainrichen von Gerssdorf und hern Ludovicum Fachsen,
der recht doctorn , auf unsern zcinbergwercken Ernfriedersdorf,
Geier und Thum , zcwuschen unsern lieben getreuen , den gewercken
des zcinns , so doselbst erbauet , an einem und Michaeln Bufflern,
bürgern zeu Leiptzigk , anders theils , mit irer baiderseits vorwilligung einen bestendigen zcinkauf auf drei jar lang nehst sonnabent
nach Johannis antzul 'ahen , aufgericht und darauf — doch lenger
nicht — sie volgender weis vortragen : Dass bemelter Bufler einen
jeden centner schons umb 11 gülden und einen orth und ein zeentner
weis zcin umb 11 gülden unserer muntz , wie die in unserer camhmer
genohmen und ausgeben wirdet , sobalt es in die flos geantwurt
und als kaufmansgut befunden , annehmen und also par umb par
geben und betzalen soi. Aber danne diesergestalt , dass ausganges
zewaier jar bemelthem Bufler , seinen erben ader wehr sunst solchen
zcinkauff die zeeit haben wurde , desgleichen auch den gewercken
obgedacht freistehen solchen zcinkauf lenger zeu halthen ader aufzcuschreiben . Dass dann auch jeder theil dem andern auf die
benante zeeit also antzeigen soi, darnach hab zeu richten . Es
wollen aber die gewercken des orts eins gülden halber , den sie itzo
nachgelassen , nach endung dieses kaufs freistehen und hiermit nichts
begeben haben und im fal, dass nach endung der dreier jar der
zcinkauf dermassen nicht bestehen und ein ander aufgericht werden
soit , alsdann soi Bufler , so es ihme geliebt , vor einem andern daran
den vortrit haben . Das wir ihme zeu gnaden hiemit zeusagen,
treulich und ane geferde . Zeu urkundt mit unserm aufgedrucktem
secret besiegelt und gescheen auf Sanct Annapergk , mittwochs nach
vocem jocunditatis anno domini funfzeehenhundert und im achtunddreissigsten.
26. Verlagskontrakt Michael Pufflers mit einigen Zinngewerken
zu Altenberg , 1539. — Kgl . Hauptstaatsarchiv Dresden , Loc.
V. Im sächsischen und böhmischen Zfnnhandei des 16. Jahrhunderts .
439
4493. Bergsachen den Altenberg und Gießhübel betr . 1509—
1697. Bl. 73/74.
Uff heut suntag am tage Mathei des 1539. jhar , sindt vor mir
Werner von Nossa, die zeit amptman uffm Aldenberge und Glassheutten erschinen , auch in beisein Matlies Morgenstern , die zeit
rieh ter : mit namen Hanns Gemperlein , Paul Puckschka , Wolf
Meuerer erben , Mathes Morgenstern , Hans Taubenheim , Paul Peyer,
Pihlep Engelhart , Asmus Heidenreich , Gorge Heit , Hans Beier , '
Nickell Gemperlein , Michell Heidenreich , Gorge Kunell , Hans
Frauenstein , Stheffen Herclozs , Cristoff Rullingk , Michell Tauben¬
heim, alle diejenigen , so izo ader hinfore und so lange der zinn¬
kauf sein bleibens haben mocht , so von dem erbern , namhaftigen
Michell Pueffler , burger zu Leipzigk ader seinen befehlhabern vorlcg
bekumen mochten und haben sich aida eintrechtiglich vorwilliget
(ein yder vor sich selbst mit vorzeihung alles behelfs, ausrede ader
berckrechtens ), dass sie alles dasjhenige , so inen gedachter Michel'
Pueffler ader die seinen leihen ader vorstrecken wurden (welches
doch zu seinem selbst gefallen gestelt sein soll) zu gutem danck mit
zine entrichten wollen, auch niemandts anders zine zustellen wollen
noch sollen, dan ime ader den seinen und auch von iin selbst nit
mehr geldes entpfahen , noch unser keiner sich mit imandts anders
in vorlege einlassen wollen, dass im an seiner ersten bezallung zu
nacliteil ader vorzuck reichen mocht . Es sei denn , dass ehr zuvor
des vorgestrackten und gelihen geldes ganzs und gar mit zine eines
iden beredung und vorwilliguug nach vorgenuget und bezalt sei.
So aber einer ader mehr in dem pruchigk befunden , also dass
Pueffeler ader die seinen befinden mochten , dass wir ader einer
unther uns sein zine anders den im zuwenden wolthen , das doch
nicht sein soll, Michell Puffler ader die seinen in ader ausserhalb
der wage macht haben , alsbalde das zine zu seinen handen zu
nehmen , an alles weithers ersuchung und erlaubnus und einen iden
betreffent an seiner vorlegten summen abkurzen.
Doch so bergk - ader mull -erbetter 1 iren lohn , so sie scheinbarlich zu erweissen, an vorlegtem zine ausenstehen haben wurden
•— also dass es nicht aide ader ander schult , so nicht uff dem berekwergk ader mollen auch uff die zeith ein is iden vorleges gegannen
ader gewant sei — so soll es alsdan nac .i berckordenunge den er1 Arbeiter.
440
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
bettnern zuvor an dem zine bezalt und vorgenuget werden . Und
dan die Übermasse gedachten Michel Puffler und sunst niemandts
anders zugestelt werden , bis so lange ehr von einem iden bezalt
wurde . Welches alles ein ider , wie oben stehet , mit hande und
munde zugesaget , deme allen getreulich nachzukumen und stete
und vehste zu halden . Das wir den auch amptshalben zugelassen,
gelube angenuhmen und bestetiget haben . Bestettigen auch sulches
hirmite und in kraft unsers ampts mit zusagunge darüber auch
eines iden seiner vorpflichtung nach vehstiglich zu halden und
stattzugeben . Des zu sicherheidt ist sullches mit uffgetrugtein
mein, Wirners von Nossa, angeboren pezschafft ins gerichtsbuch
vorleibet , gesehen im jhar und tagk wie oben etc.
27. Michael Puffler beklagt sich bei Herzog Heinrich von Sachsen,
dass einige Altenberger Zinngewerken , die er verlegt hat , ihr
Zinnprodukt ihm nicht übergeben wollen. 1541. — Kgl . Haupt¬
staatsarchiv Dresden , Loc. 4493. Berg -Sachen den Altenberg
und Giesshübel bei. 1509—1697. Bl. 72.
Durchlauchter , hochgeporner furst und herre . E . f. g. werden
aus inligender copeie zeu vornemen haben , wie ich zeum zcinkauf
ufm Altenberge kommen ; dass ich par umb par das czinn doselbst
beczalen soll, wie denn bieshero geschehen unde noch geschiet.
Dennochs habe ich uf e. f. g. vorschrieft etlichen gewercken , so
hirbei vorczeichent , das zcin zeuvor und eher sie das gemacht,
beczalet . Doch dergestalt , dass sie mir solch zcinn mit erst 1 sie es
machen , zcustellen sollen ; wie ich dan das mit inen lauts ingelegtes
Vortrags, so durch den ambtman doselbest aufgericht , einigk wur¬
den byn.
So wollen sie nuhn solch zcinn inen zeu nucz den erbeiter vor
ir lohn zeukommen lassen unde mich mit iren gutem beczalen.
Dieweil es aber ein kauf unde ich zcinn unde nit guter beczalt , so
vorhoffe ich, dass gedachte gewercken mich nit unpillig mit meiner
beczalten wahr unde mit sunsten nichten anders zeufriede stellen.
Derwegen an e. f. g. unterthenige bi et, e. f. g. wolten mit ernst
vorschaffen , dass sie mir solche beczalte wahr , sovil mein ausgegeben
kaufgeldt erstreckt , zuestellen und antworthen und sunsten nimandes anders zcuczukommen gestaten , hiemite aufgerichte vortrage
1 sobald
=
als.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
441
nachgegangen werde . In ansehen , dass ich solches uf e. f. g. begeren untertheniges gefallens gethan habe , so bin ich auch gesetiget,
dass ich geduldt habe , bies sie zcinn machen können . <Doch dass
sie das erste , so sie machen , mir behendiget werde . Ob sie aber
auch einige einrede ader behelf vorwenden wurden , so kann ich
vorbeschiedt und vorhor vor e. f. g. ader dêrselbigen rethen erleiden,
tröstlicher zcuvorsicht e. f. g. werden mich hirauf genediglichen
bedencken , dass ich mein erkauft gut dencklichen magk bekennen.
Das umb e. f. g. byn ich untertheniges gehorsames fleises zcu vor¬
dienen gefliessen. Datum Leipczigk , sonnabents nach letare anno
etc . 41. E . f. g. untertheniger und gehorsamer Michell Bufeler,
burger zcu Leipczigk.
Dem durchlauchten und hochgepornen fürsten und herren , hern
Heinrichen , herezogen zuw Sachssen etc.
28. König Ferdinand überträgt dem Augsburger Bürger Conrad
Mayr das böhmische Zinnhandelsmonopol auf 3 Jahre . Prag,
6. Dezember 1549. — K , und k . gemeinsames Finanzarchiv in
Wien . Gedenkbuch Böhmen 1549—50 Nr . 305, fol. 112— 115.
Entwurf dortselbst Fasz . Böhmen M. u. B. 1540—1590
Nr . 16 407.
Wir , Ferdinand etc . bekennen für uns und unser erben offendlich
mit disem brief und tuen kund allermenigelichen , das wir uns mit
wolbedachtem muet auch gueten zeitigen rat mit unserm und des
reiclis lieben getreuen Conraden Mair, burger zu Augspurg , unsern
rate , fur sich, seine erben und nachkumen aines zinnkaufs halben
nachvolgunder massen und gestalt verglichen und beschlossen. Und
nemblichen und erstlich gedachten Conrad Mair, seinen erben und
nachkumen alle und jede zinn , geschmeidige und ungeschmeidige,
so diser zeit und hinfuran auf unsern perkwerchen in der chron
Behaim allenthalben gemacht und uns zuesteen werden auf vier
jar lang , die nechsten nachainander volgunt , so sich zu eingang
nechst kumends funfzehen hundert fünfzigsten jars anfachen und
zu ausgeenden dreiundfunfzigisten jar enden werden und sollen,
1 Darnach könnte es scheinen , als ob nur das Zinn aus den könig¬
lichen Gruben in Frage käme , aber in dem Revers des C. Mayr, in
welchem er sich an den Kontrakt bindet , heißt es klar und deutlich:
„alle zinn , so jetzo u. kunftiglich allenthalben in der chron Behaim
gemacht werden .“
442
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
keuflich zuesteen und volgen zulassen , versprochen und zuegesagt
haben.
Benenntlichen ainen jeden cennten geschmeidigs zinn Schlackenwalder gewandlichs perkgewichts , so wir ime zu jeden nachvolgunden
fristen aida zu Schlackenwald durch jeczigen oder künftige unsere
amtleut daselbst uberlifern lassen sollen umb drei und zwainzig
gülden , und den cennten hërdt , ungeschmeidig zinn umb 22 gülden,
alwegen vierzechen paczen oder sechsundfunfzig kreuzer für ain
gülden gerechendt . Auch die liferungen berurter zinn , so allent¬
halben in ermelten vier jaren auf angeregten jeczigen und künftigen
unsern berkwerchen in der chron Behaim gemacht werden , alwegen
zu zwaicn monaten , sovil deren gemacht worden sein, zu Schlacken¬
wald durch gegenwärtig oder künftig unsere ambtleut zu sein Conraden Mairs, seiner diener oder bevelchhabern handen richtiglich
tuen und antwurten lassen sollen und wellen.
Dagegen soll er, Conrad Mair das bedingtlich kaufgelt , sovil
dan inen , den gwercken , zu irem tail umb die anzal zinn , welche
ime zu jeder liberung geantwurt werden , geburen wirdet , daselbst
zu Schlackenwald par in allerhand gold und münzen , wie die
in der chron Behaim gib- und gangpar sein werden , erlegen und
bezalen , doch die gwercken mit grosser anzal klainer münz über
ir gelegenhait nit beschwären . Was aber über das losunggelt an
denselben zinn uns vorstendig sein wirdet , soll er Mair alwegen zu
halben jaren mit einander under ainest zu Schlackenwald uns auch
mit parem gelt in allerhand gold und grober münz , so im kunigrcich Behaim jeder zeit gib - und gangpar sein wirdet , one abgang erlegen und bezallen.
Wir sollen und wellen auch auf jeczt nechstkumend weinachten
und furan zu jeder zinliberung durch unsere Verwalter oder ambt¬
leut daselbst zu Schlackenwald ime, Conraden Mair oder seinen
leuten anzaigen lassen, was zu der nechsten liferung ungeverlich
fur zinn gefallen werden , sich mit der bezallung und in ander weeg
seiner notturft nach zu versehen haben , dergleichen auch verfuegen
darob und daran sein, dass gemelte zin baider gattung , geschmeidige
und ungeschmeidige , wie zuvor und bisheer gebreuchig gewesen,
rechte , guete werung kaufmansguet und wolgearbaidt seien.
Es soll uns auch ermelter Conrad Mair im anfang und eingang
des jiczt künftigen funfzehen hundert und funfzigisten jars zu Ver¬
lag der zinn dreissig tausend gülden vorgemelter gestalt und werung
V. Im sächsischen und böhmischen Zinnliandei des 16. Jahrhunderts .
443
daselbst zu Schlackenwald zu handen unser ambtleut oder Ver¬
walter gegen derselben quittungen erlegen und bezalen , und die¬
selben bis zu ausgang ermelts zinkaufs der vier jar lang on ainich
intéresse oder ergoczlichait ligen lassen . Und damit dan gedachter
Conrad Mair, seine erben und nachkumen des ermelten furleichens
der dreissig tausend gülden , wie pillich gnuegsamblichen verwisen,
auch derselben widerumb habhaft und bezalt werden , so haben wir
mit zeitigem rat und gueter Vorbetrachtung ine, den merermelten
Conrad Mair, seine erben und nachkumen auf die berurten unsere
zinn , geschmeidige und ungeschmeidige , so furohin auf unsern
perkwerchen in der chron Behairn allenthalben gemacht , uns zuesteen und gefallen werden , verwisen und versichert . Tuen auch
solches hiemit wissentlich und in craft dicz briefs , also und der¬
gestalt , das wir die ernennten dreissig tausend gülden ime, Conraden Mair, seinen erben und nachkumen , in den leezten zwaien
zinliberungen des ausgeenden drei und funfzigisten jars , jeden der
zwaien letsten liferungen funfzehen tausend gülden in hiefor ermelter gangparer gold- und grober münz ausrichten , bezallen
und ine dieselben auf ernennte zeit der zwaien liferungen an dem
kaufgelt , so er uns umb die zinn zu bezalen schuldig sein wirdet,
selbs aufheben und innenhalten lassen sollen und wellen on ainichen
auszug , Verhinderung und einreden.
Ferer soll ernennter Conrad Mair unserm gnedigisten begern
nach denen von Amberg jarlichen und jedes der vier jar besonder
fünfhundert centner zinn Schlackenwalder gewicht in dem kaufund allergestalt , wie er Conrad Mair dieselben von uns an sich ge¬
bracht und auch gegen parer richtigen bezalung zu Schlackenwald
folgen lassen , die si allain zu irem plechhandl verarbaiten und ge¬
brauchen sollen. Wo aber die von Amberg genannte zin gar oder
tails anderstwohin verkaufen , verfueren oder verhandlen und nit
alle zu irem selbstaigen plechhandl gebrauchen und verarbeiten
wurden , so soll er Conrad Mair macht , gwalt und guet fuegen
haben , welches wir ime auch hiemit gnedigist bewilligt und zuegelassen haben wellen, wo er oder die seinigen solche zinn also
erfarn oder betreten wurden , dieselben aufhalten arrestiern , zu
iren handen einziechen und damit ires gefallens als mit irem angefahnem aigen guet handlen sollen und mugen.
Gleichergestalt soll er auch unsern undertanen , den zinngiessern,
in perkstetten zu Schlackenwald und Grauppen gesessen, auch ain
444
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
anzal von zwai in drei hundert ccntner und nicht darüber jarlichen,
die si auch sonst nindert hin vergeben noch verkaufen , sonder
allain zu irer selbst handarbait , dem zinngiessen , prauchen und verarbaiten sollen bei der peen , wie obsteet , wo si darwider taten und
handleten , gegen parer bezalung in obangeregtem kauf und gewicht,
auch allergcstalt , wie er Conrad Mair dieselben von uns an sich
gebracht , folgen und zuesteen lassen.
Weiter sollen uns aus obangeregten verkauften zin zu unser
selbst notturft des geschucz und andern gebrauch jarlich in die
fünf hundert centner und nicht darüber Vorbehalten sein. Also
und dergestalt , dass wir von solchem vorbehaltnem zinn allain
der gwercken gebuer und ferer nichts zu bezalen schuldig sein sollen.
Gleichfals soll auch er Conrad Mair umb dieselben zinn , so wir zu
unserm gebrauch , wie obsteet , nemen wurden , über der gwercken
geburnus oder losunggelt auch nichts zu bezalen schuldig sein.
Wover wir aber dasselbig zinn gar oder tails nit bedürftig wurden,
soll er Mair dasselbig im wert und kauf , wie das ander anzunemen
schuldig sein.
Er Conrad Mair soll auch die ernennten , von uns erkauften zin
in allen unsern auch andern kunigreichen , landen und orten seinem
pesten nucz und gelegenhait nach verfueren , verkaufen , vertreiben
und verhandlen mögen . Wir sollen und wellen auch ine und die
seinigen in unsern kunigreichen und landen in gnedigistem schucz
und schierm halten und haben ; also das er und die seinen in den¬
selben sicher und on alle gefarliche beschwarung handlen und
wandien mögen und sollen. Ob ime aber über das bei andern und
frembden etwas irrung , eintrag oder ansprach zu nachtail oder Ver¬
hinderung des handls begegnen wurde , in solchem sollen und wellen
wir ime und den seinen auch gnedigiste furderung erzaigen und
beweisen.
Vilbemelter Conrad Mair soll auch mit bemeltem zin an allen
zollen, meuten und aufschlegen , wie die namen haben mochten,
allenthalben in der chron Behaim allerding frei sein und dan in
den andern allen unsern kunigreichen und landen in zeit des werenden kaufs und solang bis er solche von uns erkaufte zin gar verfuert und vertriben haben wirdet , über die gewondtlich zoll, maut,
dreissigist und aufschleg , wie die jeezo sein und abgefordert , nicht
gestaigert oder beschwert werden.
Und sover wir nach ausgang obvermelts kaufs der vier jar
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts . 445
den zinkauf weiter verlassen wolten , sollen und wellen wir den¬
selben gedachtem Conraden Mair, wo ime gelegen sein wird , utnb
dieselben sovil als sich ander zu geben und zu bezallen anbieten
wurden , zu geben, vor allen andern zuesteen und erfolgen lassen.
Wo wir auch ainich gelt auf unsern bevorstand , so wir von
disem zinnhandl haben werden , anticipiern und aufpringen wolten,
sollen und wellen wir solches an gedachten Conraden Mair gelangen
lassen und uns darauf fur ander mit ime in zimblit'he, leidenlichc
handlung einlassen.
Und ob gedachter Conrad Mair diser zinhandlung halber , als
ob er ain verbotne oder monopolische handlung damit getriben und
geuebt het , vor der Röm . kais . Mt., derselben camergericht oder
kaiserlichem viscall oder andern orten furgenomen , beclagt und
umbgetriben werden solte oder wurde , so sollen und wellen wir
ime, Mairn in demselbigen allen geburliche hilf und furdrung erzaigen und beweisen.
Wir sollen und wellen auch mit dem churfursten von Sachsen
seiner, des churfursten zin halben die sach dahin handlen , damit er,
churfurst dieselnen zin, so in sein furstentumben und landen ge¬
macht werden , auch auf den wert und preis pringe , und nit nachrer
verkaufe oder den gwercken zu verkaufen gestatte , als wir unsere
zin gegen ime Conraden Mair hinbracht und verkauft haben.
So wir aber solches bei dem churfursten über allen angewendten
vleiss nicht erlangen oder dahin bringen mochten , so sollen und
wellen wir alsdann bei ime, churfursten dahin handlen lassen, das
dieselben zin an ende und ort verfuert und verschlissen werden,
aida si unsern behambischen zinen und ime, Conraden Mair daran
im verschleiss und verkaufen nicht nachtailich noch verhinderlicli
sein mugen.
Und wover über furgewendten vleiss solchs bei gedachtem
churfursten auch nicht erlangt noch erhalten oder fueglich weg
darzue gefunden werden mochten , so sollen und wellen wir doch
alsdann in allen unsern kunigreichen , furstentumben und landen
mit ernst gebieten und verschaffen , auch darob halten lassen , das
man berurte Sächsische noch andere frembde , gemachte noch un¬
gemachte zin die obvermelten vier jar lang und solang bis er Conrad
Mair seine von uns erkaufte zin gar verkauft und vertriben haben
wirdet , in ermelte unsere kunigrcich und lande nicht fucren , dar¬
innen weder verkaufen , kaufen , verarbaiten noch durchfuren lassen
446
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
sollen noch wellen, bei Verlust derselben auslendischen zinn . Es
soll auch er, Conrad Mair oder die seinigen, wo si dieselbigen frembden und auslendischen zinn in ermelten unsern kunigreichen und
landen betreten oder erfarn wurden , ansprechen und als ain ver¬
fallen guet zu unsern handen einziechen und arrestiern mögen.
Des wir inen zutuen hiemit macht und gwalt gegeben haben wellen.
Davon ime, Mairn alsdann der drittail folgen und die übrigen zwen
tail uns beieiben sollen.
Wir haben auch dem gedachten Mair in dise handlung in ansechung des furlcichen der dreissig tausend gülden on interesse und
dann auch aus sondern gnaden in zeit der ersten drei jar dises
zinkaufs , jedes derselben besonder , ain hundert centen geschmeidig
zin Schlackenwalder gewichts frei on ainich bezalung in den ganzen
zinkauf ze geben und volgen zu lassen bewilliget , die wir ime auch
als jecztgemelt alwegen zu halben jaren fünfzig centner bis zu erfüllung der dreihundert centner zuezustellen verordnen und ver¬
fliegen wellen und sollen.
Und beschliesslich , wo sich zuetruege , das Got lang gnediglich
verhueten welle, das in obangeregten vier jaren in der chron Behaim
dermassen kriegsleuf entstuenden , dardurch gedachter Mair die
gemachten zin mit sicherhait nicht erheben noch vertreiben wurdt
künden und das gelt zu bezalung der zin gen Schlackenwald unsicherhait halben auch nicht bringen möcht , so sollen und wellen
wir uns nach gelegenhait der leuf gnedigist mit ime vergleichen,
damit er Mair derselben zeit mit annembung und verfurung der
zin nit beschwart werden sollen. Alles getreulich und ungeverlich
mit urkund diczs briefs, besiglt mit unserm kuniglichen anhangen¬
den insigl.
Geben Prag , den sechsten tag decembris anno etc . im XLVII Ilten.
29. Errichtung eines Zinnkaufs zwischen den Gewerken des Alten¬
berger Radeschacht und den Leipziger Zinnhändlern Georg
Huttherr , Michel Jerniger , Hans Eibe , Dominicus Breun , Adrian
von Hilsen und Christoff Walburger unter Vermittlung Wolf
von Schönbergs , des Hauptmanns des Erzgebirges und Mathias
Arnolts , des Amtsverwesers . 6. Mai 1562. Original des Ver¬
trags mit den eigenhändigen Unterschriften und Siegeln der
Kontrahenten im Hauptstaatsarchiv Dresden , Loc.36080 Nr.666.
Bl. 75 ff.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
447
Demnach und als bishero uf dem Altenberge viel grosser be¬
schwerlicher unnöttiger unchosten ergangen , das auch die gewercken
derwegen in grosse scheden und beschwerung kommen , als haben
ich Wolff von Schönberg zu der Neuensorga uf den ertzgebirgen
hauptman etc . und Mathias Arnollt , ambtsvorweser doselbsten,
heut dato die zihenhendtlcr von Leipzigk als Jorge Hütern x, Michel
Jernigern , Hans Eibe , Dominicus Breun , Adrian von Hilsen und
Christoff Walburger semptlichen und sonderlichen vor eins, auch
die gewercken des Altenbergers zum radeschacht gehörig anderstheils vor uns erfordert , diese unerdregliche und unmugliche beschwerungen mit ihnen beiderseits auch zu beforderungen cf. zehents
gehandellt und geredet und entliehen auf nachvolgendc , mittel und
Wege sie von beiden theiln vorgliehen und vortragen.
Demnach kein ander besserung und Ordnung kan oder mag
— dass das Altenbergische bergkwerg wider in aufnehmung kommen
möchte — gefunden werden , als dass die zihenhendler den wöchent¬
lichen Vorlagen auff- und zu sich nehmen . Welchs dann die obbemelten zihenhendler wie volget , dessgleichen die gewercken bis ahn
unsern gnedigsten churfursten und herrn confirmation auf beiden
theiln angenohmen und bewilligt . Dergestallt : Es sollen und wollen
die zihenhendler von Exaudi des 62. jars bis wider Exaudi des
65. also 3 jar alle wochen mit gutter seclisischer muntz unsers g. h.
schrots und korns auf dem Altenberge die berggebeuden , butten,
muhlen , kohl, holtz , pocheisen etc . und in summa alles, was zu dem
bergwerge dissorts gehöret , nichts ausgeschlossen , das sich dann
in gewieser summa wöchentlichen nicht über 700 gülden erstrecken
soll, darlegen und vorsetzen etc . Und sollen die obbemelten zihenliendtler zu fernerem wöchentlichen Vorlagen nicht gedrungen wer¬
den . Und do auch die ernantten 700 fl. wöchentlichen zu solcher
Vorlage nicht von nöten , so sollen dieselben aucli nicht von den
zihenhendelern abgefordert werden . Do es sich aber zutruge — wie
wier dann zu dem lieben Gott hoffen — dass die bergwerge des
orts in besserung und aufnehmung kommen möchten , so sollen und
wollen die obbenanten zihenhenndtlcr mit geburlicher wöchentlicher
vorlag über die 700 fl. was den radeschacht belangt auch zu vor¬
legen nit in wegerung stehen . Dagegen sollen sie die zihen sovil
dero ein jede woche disorts und innerhalb eXaudi des 62. bis exaudi
1 Schreibt
sich in der Unterschrift
Georg Huttherr.
448
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
des 63. jars den ctr. vor und umb 12 gülden obbeschriebner muntz
zu sich aus der wage entphahen und nhemen. Vollgende 2 jar als
von exaudi des 63. und 64. bis auf das 65. ermeltes sontags exaudi
sollen und wollen die ziehnhendler ein jeden ctr . zihen, soviel dero
gclieffert umb und mit 12 gülden ein ort den gewercken zhalen,
vorgnugen und zu sich losen.
Weil auch sontags exaudi anno im 61. die obgemelten ziehn¬
hendler den Altenbergischen gewercken des radeschachts 4600 gülden
uf vorlag dargethan und vorgestrackt und dis jar über ahm datto
von jederm centner zihen ein halben gülden abgekurtzet und innen¬
behalten worden, so haben oft gedachte zihenhendler bewilligt und
angenhomen, dass sie dieselbe abgekurtzte jaressumma des halben
guldens, sovil dero centner zihen gelieffert worden und diss die
rechnung geben wirdet, alsbalt und uf einmhal widerumb mit
bharem gelde den gewercken erlegen und hinausgeben wollen. Dass
also den gewercken 4600 gülden in muntz widerumb ausserhalb des
wöchentlichen vorlagens vorgesetzt werden möge. Dagegen und
herwiderumb haben die oft gemellten gewercken des Altenbergs
zum radschacht gehörig, dass sie solche 4600 gülden in muntz, inen
von den zihenhendlern vorgesatzt, exaudi des 62. anzufahen bis
exaudi des 65. also lange diese summa der 4600 gülden erreichen
thut , von jedem centner zihen ein halben gülden durch ihren vorordenten factorn abzukurtzen und innenzubehalten, inen geliehen
und gefallen lassen, auch entliehen bewilliget.
Und demnach auch die ernanten zihenhendler diese beisorge
getragen und haben, dass, do etliche gewercken so wöchentlichen
vorlag uf ire bergtheile (wie oben vormelt) entpfangen, was ahn
zihen ihnen den zihenhendlern von quartain zu quartain also in
jaresfrist mit ersetzungen des wöchentlichen vorlags der zihen, was
hinterstellig vorplieben wurden (sie des also nicht in wenigen
schaden und nachtheil gesetzt möchten werden), also haben des
bergwergs ufm Altenberge zum radeschacht gehörenden bauenden
gewercken hiemit und in kraft dieses schiedes semptlichen und
sonderlichen bewilligt und ahngenhomen, dass sie vor dieselben
alle und jede aussenstendige vorpliebende zihene und schulden
diese 3 jar über als selbscbulldige purgen und zhaler des wöchent¬
lichen vorlages kegen den obbemelten zihenhendtlern zu hafften
eingelassen und sich hiemit wie es am krefftigsten vorpflichtet
haben.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
449
Diweil aber Mathes Rode und die Buehfurrischen 1 kein wöchentîiclien vorlag begehren , und sich desselben eussern, so sollen sie auch
mit der gesampten burgschaft verschonet und nicht gemeinet sein.
Doch sollen und wollen sie dem churfursten zu Sachsen etc . zu
underthenigstcm gehorsam und volge ire zihen gleich andern gewercken des radeschachts in diesen kauften liefern und geben und
sich all anderer artickel gemess verhalten.
Zudehme , wollen auch die zihenhendler und gewercken alle
quarta ! oder viertheil jar , der eingenhomenen zihen und wöchent¬
lichen vorlag richtige rechnungen miteinander thun und halten.
Es wollen auch die zihenhendler zu erhaltungen und besserungen des radeschachts besonders zu beforderungen u. g. chur¬
fursten und herrn etc . zehenten uf unser underhandlung und der
gewercken vleissiges ansuchen 200 gülden muntz künftig exaudi
nach datto den gewercken des radeschachts zu steur der gebeuden
doselbsten ohne einige widerentgeldt gutwilligklichen darlegen und
ordtnen.
Mher sollen und wollen die gewercken ufm Altenberge alle
zihen zum radeschacht gehörende , so sie von sonntags exaudi ahn,
der do ist der zehende monats Mai dieses lauffenden 62. jars bis
wieder uf exaudi des 65. und also 3 jar lang in ein geordnet giess¬
haus aufm Altenberge stuckweis ungegattert fhuren , darinnen die
zihen durch eines jedem geschwomen schmeltzers gartern und rein
ausgiessen lassen, also dass kein dornicht , feistes, tattelhaftig oder
unkauffmans guth soll darein gegossen werden , auch durch solche
vereidente schmeltzer und giesser auf einem jederm und alle gattern
das Altenbergische Wappen, den leuen wie bishero breuchlichen ge¬
wesen und auch darneben ein geordnetes Zeichen, dass es in die
radeschachtgebhure gehöret , neben eines jedem gewercken Zeichen
gemercket werden . Was dan fur feistes dornichts oder andere böse
zihen , so die sau pfleget geheissen zu werden , unausgegossen bleibet,
dass sollen solche ausgiesser einem jedem gewercken neben seinem
gegaterten zihen und kretz zustellen und von den gewercken den
zihenkauffern oder irem factor antworten . Dann sollen die zihen
durch einen vereideten butner oder einem anderen tüchtigen in die
vass eingeschlagen und das rechte Altenbergische Zeichen, den
leuen , darauf brennen lassen ; auch kein ander zihen, dann solche
1 Valtin Buchführers Gesellschaft.
Strieder
, Studien z. Gesch . kapitalist . Organisationsformen
.
29
450
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
ausgegossene und gegaterte zihen in die vass schlagen und sollen
auch dieser Verordnungen des ausgiessens nach vorfliessungen der
obgemellten 3 jar die gewercken ires gefallen freistehen.
Es solen auch die gewercken je und allewege recht Altenbergisch
gewicht , wie es durch den churfursten zu Sachsen in der wage ge¬
ordnet und bishero gehalten worden , zu reichen und zu liefern
schuldig sein, hiemit kein klag derhalben furfalle.
Yohr ausgehung der dreier jar sollen und wollen die gewercken
ein halb jar zuvor , den hendtlern den zihenkauff weiter ahnbieten
und ihnen vor allen anderen gönnen , sofern die hendler sich mit
ihnen ferner vergleichen können . Auf den fhall aber , dass solchs
nit geschehe, dass sie sich vorgleichen würden , alsdann soll es den
gewercken mit andern sich einzulassen freistehen.
Und so einig gewerck vor exaudi des 65. jars ahn seinem antheil
der 4600 gülden in diesen dreien jharen mit etwas seumig gefunden,
derselbige gewerck soll das hinterstellige rest ahn seinem zihen, so
er zum nechsten darnach einbringen und liefern wirdet , abrechnen
lassen . Und so ein gewerck ahn lieferung der zihen solche seine
zhalungen nicht erreichen wirdet , desselbigen guter bergtheile,
hutten und muhlen sollen zu einem willigen underpfand umb mherer
vorsicherung darauf hafften und damit gentzlichen vorgnuget und
bezhalet werden und sollen keinen anderen keuffern ire zihen fur
diese zeit der bezhalung liefern oder zukommen lassen.
Es sollen auch die gewercken den vorrath , so sie itzt anfengklichen dies kauffs halben oder biss uff endung der dreier jar gewinnen
werden , nicht mutwilligklichen unauffbereitet und ungeschmeltzet
den hendtlern zu nachtheil ligen lassen , vorsturzten 1 oder sonsten
Vorhalten , sondern wollen denselben mit allem vleiss sovil muglichen uffarbeiten , damit den zihenliendlern der obgewilligte zihen¬
kauff gehalten wirde . Do dann dem amptsvorwalter befehlch ge¬
schehen und so einer des befunden , dass er darumb soll gestraft
werden.
So sollen und wollen auch die hendler semptlichen und sonder¬
lichen diese 3 jar über zu solchem zihenkauff sowol also die ge¬
wercken vorbunden sein und sich weder mit krieg , raub , nahm oder
sterbenden leuffen zu behelffen haben . Welches also beiderseits
gewercken und hendler solches alles zu halten mihr , dem haupt= fortscliaffen, verderben.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts
. 451
mann der Ertzgebirge und dem amptsvorwalter mit hand und mund
angelobt und zugesagt haben. Entliehen, die vielgemelten gewercken
semptlichen, dass sie m. g. churfursten und herrn confirmation
hierüber aus und zuwegen pringen, uff sich genhommen haben.
Seind also diesmal derer verschriebenen artickel zu grund aus
entschieden und vortragen, haben auch solch die benannten ziehnhendler allsampt, dessgleichen die gewercken zu steter, vhester
haltungen beneben mir, dem hauptmann und amptsvorwaltern als
hendlern, mit unsern angebornen und gewonlichen petschaften hier
unden ufzudrucken, wissentlichen diesen gezwiefachten schied bemercken lassen.
Geschehen und geben Freiberg, Mittwochs nach Philippi Jacobi,
den 6. Mai des LXII.
[Es folgen die Unterschriften und Siegel des Berghauptmanns,
des Amtsverwalters, der bedeutendsten Gewerken und der Zinn¬
händler.]
30. Kurfürst August verspricht dem Hans Jenitz, Hans Harrer,
Wolf Prager, Hans Biener und Hieronymus Krahwider nach
Ablauf des Kontraktes mit den Leipziger Zinnhändlern den
Zinnkauf auf dem Altenberger Radschacht auf 8 Jahr unter
der Bedingung, dass sie den Dr. Blasius Grunwald und Domini¬
cus Breun aus Leipzig in die Zinnkaufsgesellschaft aufnehmen.
24. Aug. 1564. Konzept im Hauptstaatsarchiv Dresden, Loc.
36 080, Nr. 666, Bl. 86 f.
Von Gottes gnaden wir Augustus, herzog zu Sachsen, churfürst
etc. thun kundt hirmit öffentlich und bekennen fur uns, unser nachkommende erben und sonst menniglich, dass wir unsern lieben ge¬
treuen Hansen Jenitzen, secretarien, Hansen Harren, cammer¬
meister, Wolff Pragern, zehendnern zu Freibergk, Hansen Bienern,
muntzmeistern und Hieronimussen Kralnvidern, cammerschreibern
unser gnedigsten Vertröstung nach den zcinkauf uffn Aldenberg
nach ausgang unserer gunst, so wir elzlichen hendelern zu Leiptzigk
zuvorn hiruber geben und sich auff exaudi des kunfftigen 65. jars
enden würdett, 8 jhar lang, die nechst volgenden nacheinander,
gnedigest gegönnet, versprochen und verwilliget haben. Gönnen,
vorsprechen, vorwilligen und vorschreiben auch obbenannten unsern
dienern und iren erben solchen zinkauff auff 8 jhar freiwillig und
wohlbedechtig in und mit crafft dis brieffs. Doch dass sie unsern
29*
452
Dokumente der frühkapitallstischen 'Wirtschaftsorganisation.
leibartzt Dr . Blasium Grunewaldt sampt seinem aiden Dominicum
Breun zu Leiptzigk in diese ire gesellschaft die zeit lang , so wir
ihnen beiden gewilliget , zu sich ziehen , damit dieselbige unsere
erlangte bewilligung ungeschwecht in iren krefften bleibe . Dagegen
sollen obgemellte geselschaffter die ziengewercken uffn Aldenberge
zum radeschacht gehörig wie bishéro wöchentlich zur notturfft vor¬
legen, sich auch allezeit von zweien jharen zu zweien jharen eines
gewissen zinkauffs nach gelegenheit der leuffe mit den gewercken
vergleichen , welche Vergleichung wir dann auch jedesmals gnedig
confirmiren und sie ires vorlags aus dem berckwerg und andern
der gewercken semptlich unvorschiedenlich haab und guttern ge¬
nugsam vorsichern und dermassen vorgewissern wollen, dass sie
nach endung dieser bewilligung von dem zinkauff und Vor¬
sicherung durch niemandt abgedrungen werden sollen, sie seindt
denn irs auffgewenten vorlags zuvorn gentzlich und volkomlich
vergnügt.
Und in diesen 8 jharen wollen wir nicht bewilligen noch ge¬
statten , dass sich einige gewercke im radeschacht — er bedörffe
gleich verlag oder nicht — von den andern absondern , sondern es
sollen obgemelten Vorlegern alle zin vom radeschacht unzerteilt in
einem kauft volgen und gelassen werden . Wollen dann die geselschafter oder Vorleger daneben auch etzliche feldtgebeude 1vor¬
legen und befurdern , das soll bei inen auch freistehen . Und mögen
sich mit den gewercken derselben feldtgebeude des zinkauffs halben
wie sie können zum besten vorgleichen treulich und ohne alle gefehrde.
Zu urkunde haben wir diese begnadung und befreihung des
zinkauffs mit unserm auffgedrucktem secret besigelt und unsern
eignen handen unterzeichnet . Geschehen und gegeben auf unserm
schloss Kemnitz , den 27. August nach Christi , unsers erlosers gebürt
im 1564. jliare.
31. Die Gesellschaft des Altenberger Zinnkaufs , bestehend aus den
in der vorigen Urkunde genannten Mitgliedern , schließt mit
den Gewerken des Altenberger Radeschachts wiederum einen
Zinnkauf auf 2 Jahre ab . 27. Nov. 1566. Urkunde im Haupt¬
staatsarchiv Dresden , Loc . 36 080. Nr . 666, Bl. 89 ff.
1 Außer dem Radcschacht.
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
453
Demnach die bauenden gewercken des Aldenbergs zum rad¬
schacht gehörig eines notturftigen zienkaufs und vorlags uf 2 jhar
lang , nemblichen von exaudi des 65. bies uf exaudi künftiges 67.
mit den achtbarn , ernvhesten und erbarn hern Blasius Grunewalden,
der ertznei doctorn , Johan Jhenitzen , cammersecretarien , Johan
Harrer , cammermeistern , Johan Biener , muntzmeistern , Hieronimus Krahnwider , cammerschreibern , Wolf Pragern , zehndnern , alle
churfurstliche sechsische hofdienere und Dominicus Breun bei¬
stendig geschlossen und aber nunmehr solche zwei jhar künftig
exaudi beruertes 67. ihr entschaft haben und abgehen , also seint
auf entpfangenen churfurstlichen sechsischen , meines gnedigisten
herrn , befehlich beides obbemelte heren zienhendeler und die ge¬
wercken des radschachts ufm Aldenberge volgendermas uf vor¬
gehende beschehende vorbescheidung und vleissiger underhandtlung
durch mich Wolffen von Schönberg auf Knauthan und Nauensorga,
liauptmahnn der ertzgebierge aller nachvolgenden notwendigen
artickel mit irer sembtlichen , wolbedachten willen ufs naue wiederumb gentzlichen vorglichen und vorlragen werden . Also:
Es haben die gewercken des radschachts den obbemelten hendelern alle ire zien, sovil dero ufm Aldenberge zum radschacht ge¬
hörig gemacht , den zehndtner zien um 12 gülden muentze des churfursten zu Sachsen, unsers gnedigisten herrn , schrots und korns,
oder deme ahm werth gemes, darunter der dritte th eil grob gelt
sein soty, bahr umb bahr , zugk um zugk uf zwei jhar langk , also
von exaudi des 67. bies wider exaudi des 69. entliehen zugesaget
und vorsprochen.
Und weil die gewercken nach vormoge jetziger gehaltener abrechnung 7196 gülden muntz schuldig blieben und aber itzo wiederumb zur notturfftigen vorlag und erhaltung irer gebeude ein
ahntzanl geldes behilfig, also haben die oftgedachten hem zienhendler ihnen , den gewercken sembtlichen 3804 gülden auf künf¬
tigen nauenjharsmarck ahngehendes 67. jhars zu den vorigen vorbliebenen 7196 gülden zu erlegen und also widerumb 11 000 gülden
muntz vortzusetzen bewilligt . Was aber mittler zeit von datto
ahn bis uf exaudi des 67. von zien gemacht wirdet , daran soll
vermöge der vorigen vergleichunge den hendlern ahn jedem
zehndtner 1 gülden abgeezogen und inebehalten werden und den
gewercken ahn den Vorgesetzten 11 000 gülden wiederumb ablauffen und sollen also weitter auch die zwei jhar über zu keiner
454
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
fernem übrigen vorlag und vorsetzung vorpfliehtet noch vorpunden sein.
Dagegen soll den herrn Vorlegern die zien des radschachts,
soviel deren diese zwei jhar über gemacht , wie zuvorn geschehen,
alle gevolget und sonsten von den gewercken oder jemandes anders
dieselben zien nicht verkauftet , verhandelt oder undergeschlagen
werden.
Damit aber vorgemellte herrn vorlegere irer vorgesatzten und
dahrgestrackten summa geldes widerumb behendiget und habhaftig
gemacht wurden , haben die gewercken des radschachts bewilligt
— wie sie dan hiemit gütlichen und einhellig versprochen und zugesaget — dass von jedem zehntner zien, so sie diese zwei jhar
über gemacht und in die wage geliefert wirdet , zwene gülden ahn
der bezahlung ihnen lassen und ablegen wollen, welche durch iren
vorordenten factor abgekuertzt und innebehalten werden sollen.
Doch soll ihrem factor ehe und zuvorn die alten zienhendler ires
benanten hienderstandts , dero sie vom zehntner einen halben gülden
ablegig gewarten , gentzlich vorgnueget , mehr nicht , dan anderthalben gülden volgcn . Nach abzahlung aber derselben sollen vom
centner jederzeit diese zwei jhar über zwene gülden abgehen und
innenbehalten werden.
Weiln aber nach vorflissung derer zweier jhare ahn ablegung
der 11 000 gülden was wichtiges hinderstellig vorbleiben wirdet,
also haben die vilgemellten bauenden gewercken des Aldenbergs
zum radschacht gehorigk auch ihnen geliehen lassen und in kraft
dies schiedes sembtlich und sonderlich bewilliget und mit hand
und mundt gelobet , dass sie vor dieselben alle und jede aussenstendige vorbleibende zien und schulden die zwei jhar über als
selbschuldige bürgen und zahler der 11 000 gülden oder des restes
gegen den obgcmellten herrn zienhendlern zu haften eingelassen
und sich hiemit wie es am krefftigisten vorpflichtet haben.
Damit sie aber die hendler des rests , so ihnen künftig vorbleiben
mechte , umb soviel deste mehr vorsichert , so sollen ihnen alle der
gewercken bercktheile , huetten , muhlen und vorrath zu einem
willigen underpfande hafften und stehen.
Es sollen und wollen auch alle gewercken des radschachts,
welche eigene feltgebeude haben oder noch in obberurten zweien
jharen bekommen mechten , alle ire zien, so sie diese zwei jhar von
denselben machen , den hendlern in disem kauf zu lassen vorpflichtet
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts. 455
sein. Dagegen wollen die hendler einen jeden nach gelegenhcit
seines vorradts , welchen er jedcsmals .durch den berckmeister und
geschwornen mit vleiss besichtigen wirdern und ihme hierüber ein
Zettel ahn den factor geben lassen soll, vorlegen.
Zudeme haben die vielgemellten gewercken vorsprochen und
zugesagt , dass sie den zienkauff künftig exaudi des 69. den jetzt¬
gedachten zienhendlcrn vor allen andern ein halb jhar zuvor ahn¬
bieten , gönnen und zukommen lassen wollen. Do sie sich aber des
von beiden theilcn nicht vorglcichen werden können , auf den fhal
soi den gewercken mit andern sich einzulassen freislehen . Doch
soi den itzigen hendlern der rest von den 11 000 gülden , soviel des
nach gehaltener abrechnung verbleiben wirdet , ahn zien oder bahrem
gelde exaudi des 69. fur abtretung des zienkauffs ahne allen vorzugk bahr und auf einmahl bezahlt und erleget werden.
Es haben auch die gewercken damals sich vorpflichtet und zugesaget , dass sie forthin iren arbeitern mit bahrem gelde lohnen
wollen, damit zwietter gewonnen , zien gemacht und das bergkwergk gefordert , sich auch künftig die arbeiter oder sonst jemants
dcrhalben nicht habe zu beklagen und auch derwegen unser gnedigister herr , der churfurst zu Sachsen, die ambtleutte , auch die hendeler unuberlauffen und unbelanget bleiben . Sollte aber solcher
von einem oder mehrern vorbleiben und von ihme nicht gelohnet,
so soi uf den fahl nach vermöge m. g. herrn ordnunge gegen den¬
selben mit ernster straff Vorfahren werden.
Mehr sollen und wollen die gewercken ufm Aldenberge alle ihre
zien zum radschacht gehörende , so sie von sonntags exaudi des 67.
bis widerumb exaudi des 69. und also zwei jhar lang machen werden,
in das geordente giesshaus ufn Aldenberge stuckweis , ungegattert
fueren, darinnen die zien durch einen jedem geschwornen schmeltzer
gattern und rein ausgiessen lassen , also dass kein domichts , feistes
thadelhaftiges und unkaufmannsguet soll darein gegossen werden.
Auch durch solche schmeltzer und ausgiesser , welche damals von
nauem in gegenwardt der hendler oder ires befehlichhabers sollen
vorcidet werden , woferne solches nicht albereit geschehen , auf einem
jedem und alle gattere das Aldenpergische wappen , den leuen , wie
bieshero breuchlichen gewesen und auch daneben ein geordentes
Zeichen, dass es den gewercken des radeschachts und in diese Ver¬
gleichung gehörig , neben eines jedem gewercken Zeichen mit vleiss
unnachlessigk gemercket werden . Was dann fur feistes, dornichts
456
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
andere böse zien oder hardtwerck , so die sau pfleget geheissen
werden , unausgegossen bleibet , das sollen solche ausgiesser einen
jedem gewercken neben seinen gegatterten zien und kretz zustellen
und von den gewercken den zienkauffern oder irem factor treu¬
lichen geantwortet werden . Dan sollen die zien durch einen dazu
voreideten buttner oder einen anderen tüchtigen in die fass ein¬
geschlagen und das rechte Aldenbergische Zeichen, den leuen , darauf
brehnnen lassen , auch kein ander zien, dan solche ausgegossene , gegatterte zien und welche zuvom mit den geordenten drei Zeichen
vormerclcet , in die fass schlagen . Und sollen auch dieser verordenung des ausgiessen nach verflissung der zweier jhare den gewercken
ires gefallens freistehen.
Es sollen auch die gewercken je und allewege recht Aldenbergisch gewicht, welche jherlich sollen ufgezogen und justificirt
werden, wie es durch den churfursten zu Sachsen in der wage geordenet und bisher gehalten worden, zu reichen und zu liefern
schuldig sein, hiemit kein klage derhalben furfalle.
So haben auch ferner die hendeler bewilliget , dass sie von jederm
Zentner zien, so inen die zwei jhar über von den gebeuden des radeschachts geliefert , 3 pfennige , wie dan die gewercken gleichergestalt
auch gewilliget, solche 3 pfennige vom Zentner zien irestheils zum
Gotshaus und erhaltung der kirchen geben wollen. Welche Steuer
durch der hendtler factor alle halbe jhar abgekurtzt und den kirchvettern mit der gewercken vorwissen zugestelt soll werden.
Die gewercken wollen auch den vorradt , so sie vor der zeitt
und inkunftig der zweier jhar gewinnen werden , nicht vorsetzlich
unaufbereittet und ungeschmeltzt , den hendlern zum nachtheil
liegen lassen , vorsturtzen oder sunst Vorhalten , sondern wollen den¬
selben mit allem vleiss sovil muglich aufarbeiten , damit den herrn
zienhendlern das zien volkomlichen geliefert und der abgewilligte
kauft gehalten werde . Do dan dem ambtsvorwalter befehlich ge¬
schehen soll, so einer des befunden , dass ehr darumb sal gestraffet
werden.
Desgleichen sollen und wollen auch die herrn hendeler sembtlich und sunderlich diese zwei jhar über zu solchem zienkauff sowol
als die gewercken beiderseits verpunden sein und sich weder mit
krieg, raub, nahm oder sterbenden laufften, wie das einen nahmen
haben magk, zu behelffen haben. Im fahl aber durch vorhengknus
Gottes des almechtigen etwan durch kriegs- oder sterbenslauffe das
V. Im sächsischen und böhmischen Zinnhandel des 16. Jahrhunderts .
457
zien in solch stecken kommen wurde , dass die hendeler zu schieiniger
vorpflichter zahlunge nicht kommen konden , so wollen die gewercken
desfalls mit ihnen auch freuntlichc , gutwillige gedult haben . Hier¬
gegen aber haben sich die herrn hendler gegen den gewercken
freuntlich und doch unvorbuntlich vornehmen lassen , da es ihnen
aus mangel des Wassers hinderung und nott vorfallen wurde , dass
sie sich nach gelegenheit und befindung des vorradts mit einer gut¬
willigen- vorlag willferig erzeigen wollen. Welches also beiderseits
die herrn hendler und gewercken solches alles zu halten mir , dem
hauptmahn der ertzgebierge etc . mit hand und mundt angelobet
und zugesagt haben.
Entliehen haben die oftbenumbten gewercken sembtliche hier¬
über meines gnedigsten churfursten und herrn confirmation aus
und zuwege bringen uff sich genohmen.
Und seint also diesmahls derer vorbeschriebenen artickel zu
grundt aus entschieden und vortragen , haben auch solches die
benanten zienhendler ahlsambt , desgleichen die gewercken zu stetter,
vhester , ahngenehmer haltung beneben mir, dem hauptmahn als
underhendler mit unsern ahngebornen und gewonlichen petzschafften
herunden ufzutrucken , wissentlichen diesen zwiefachten schiedt bemercken lassen.
Geschehen zu Pirnau , Mittwoch nach Katharine -, den 27. tag
Novembris nach Christi gebürt im 1566. jhar.
458
VI. Dokumente der kapitalistischen Wirt¬
schaftsorganisation im Idrianer Quecksilber¬
handel des 16. Jahrhunderts.
32. Ferdinand I. und die Gewerken von Idria schließen mit den
Höchstettern (Augsburg ) einen Quecksilbermonopolkontrakt.
1. Januar 1525. —- F . A. Wien . Gedenkbuch 21, Bl. 248 ff.
Vertrag des queckhsilber - und zinoberskauf in Ydria zwi¬
schen fürstl . durchlaucht , den gwerckhen daselbs und Am¬
brosien und Hannsen den Höchstettern gebrueder zu Augs■purg.
Kundt vnd zu wissen sei gethan menigklich , dass .....
herr
Ferdinand etc ., auch die wolgebornn , edl, vesten , fürsichtigen , ersamen und weisen herr Hans von Auersperg , herr zu Schönberg für
sich selbs und als volmechtiger gewalthaber des erwirdigen fürsten
und herrn , herrn Cristoff, bischof zu Laybach etc . herr Sigmunden
von Dietrichstain , freiherrn zu Hollenburg und Vinckhenstain etc.
Wilhalmen Newmqns und ander etlicher mer gewerckhen , der gwalt
er hat , Blasii Hölczl , fürstlicher durchlaucht rat vnd plileger zu
Vellenberg , Cristoff Herbst , phleger zu Toblach , Steffan Käserer,
Valtein Kutler von Salzburg vnd Liennhardt Ruepp , die all für
sich selbs vnd als gewalthaber annderer irer mitverwandten vnd
gwerckhen des perckhwerchs in Idria mit zeitigem rat vnd wolbedachtem muet für sich, ihr erben vnd nachkomen gnedig vnd
vnnderthenigclich miteinannder veraint auch entslossen und den
vesten , furnemen Ambrosien vnd Hansen den Höchstettern gebruedern zu Augspurg vnd iren mituerwandten ainen queckhsilbervnd zinoberkauf von und aus dem perckhwerch Ydria gegeben
vnd kaufweis zugestelt haben , wissentlich in craft diz briefs . Also
dass den gemelten Höchstettern vnd iren mituerwanten von der
fürstlichen durchlaucht vnd den gwerckhen zuesteen vnd eruolgen
soll : nemlich alles queckhsilber vnd zinober , sovil des auf heutigen
tag gemachts guets vorhannden ist und zusambt demselben von
VI . Im Idrianer Quecksilberhandel des 16. Jahrhunderts .
459
denen queckhsilbern vnd zinobem in negstvolgenden vier jarn ge¬
macht werden, benentlich in ainer suma vmb 300 000 guldin werdt
guets an queckhsilber vnd zinober. Also vnd dergestalt, dass solh
queckhsilber vnd zinober den Höchstettern von allen gwerckhen
gemachts guets vnd auch von obberürter fürstlichen durchlaucht
fron vnd Wechsel vnd andern der gwerckhen quekhsilber vnd zinober,
so si in Ydria haben werden bei gedachtem perckhwerch in Ydria
sollen uberantwurten und zustellen nach rechten geschwornen zimmenten wienischen gewicht ain yeden zenten queckhsilber vmb
30 gülden rh. und ainen yeden zenten zinober umb 35 gülden rh.
Alles mit gueter gemainer landsgebreuchlichermünz nachvolgender
gestalt zubezalen. Aber mit abziehung der fei vnnd fassl solls
gehalten werden, wie bisher vnd vormals mit dem Phliegl, Newman
oder andern kaufleuten gehalten worden ist. Und nachdem gwer¬
ckhen und verwandten zu sand Achazien, Katherein und denselben
verwandten grueben mass und gerechtigkaiten ainen treffenlichen
vorradt gemachts queckhsilbers vnd zinober in Idria zu Cronburg,
Laybach, Venedig oder andern orten ligen haben und ob ir fürst¬
lichen durchlaucht und die obgemelten gewerckhen zu iren geburenden tail auch etlich queckhsilber oder zinober in Idria hetten,
so soll den gemelten Höchstettern durch obgemelte und dieselben
gwercken und verwandten der genant vorradt von stund an in
abslag diser kaufsuma der 300 000 gülden rh. zugestellt und gegen
iren quittungen uberantwurt werden, doch was furlon vnd uncossten darauf ganngen ist aus Ydria bis in die leger, da yezundt
das guet ligt, des sollen die genanten Höchstetter den gewerckhen
auch bezallen vnd si darumb zufriden stellen. Was aber die fürst¬
liche durchlaucht und gemain gewerckhen den Höchstettern und
iren mitverwandten über den angezaigten vorradt zu völliger erstattung der 300 000 guldin werdt queckhsilber und zinober noch
zuuberantwurten schuldig werden, das sollen gemelte fürstliche
durchlaucht und gemain gwerckhen den Höchstettern vberantwurten und zustellen. Dergestalt nemlich in-dem nachvolgenden
1526, 27 und 28 jar zu quattember Zeiten nach gelegenlicher, geburlicher eintailung was sich dann nach anzall der suma auf yedes
jar zu quattember Zeiten gepurt. Und von wegen der bezalung
ist es also beredt vnd durch die Höchstetter bewilligt, welhs auch
von der fürstlichen durchlaucht vnd den gemainen gwerckhen angenomen ist : dass die Höchstetter auf solhen kauf yezunder be-
460
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
zallen sollen 40 000 gülden rh. und die gen Innsprugg erlegen und
den vorgemelten gwerckhen von Sannd Achazien, Katherein und
derselben gemessen pürg 1 und gerechtigkait in abslag der bezalung
irs vorradts gegen iren quittung vberantwurten. Und auf nechstkünftigen Sannd Jacobstag dits 25. jars sollen gemelte Höchstetter
und ir mituerwanten anfahen und bezallen, nemlich mit der zeit
wie si stat haben mugn bis auf weinnechten ausgang des 25sten
jars benentlich 35 000 gülden rh. und dieselben zu hannden der
oftgemelten gwerckhen zu Sannd Achazien und derselben gerechtig¬
kait gegen iren oder irer diener und gewalthaber quittung auch in
abslag des vorradts, den si inhalt dits Vertrags empfangen haben
mit parem gelt uberantwurten und bezallen, damit si die vorge¬
melten gwerckhen von den gemelten Höchstettern auf dits 25. jars
in abslag irs emphanngen queckhsilbers und zinobers bezalt werden,
wie vorgemelt ist. Nemlich 75 000 gülden rh. Dieweil aber noch,
wie vorsteet, mer queckhsilber vnnd zinober zu erstattung ganzer
kaufsuma soll geantwurt werden, ist also beredt und entlieh be¬
sessen worden, dass im 26. jar soll angefangen und zu quattemberzeiten die geburend anzal queckhsilber und zinober geantwurt
werden inmassen, wie hieuor gemelt ist. Aber die bezalung der¬
selben queckhsilber vnd zinober soll albeg ain jar nach der emphahung vnd uberantwurtung der gueter angeen dergestalt zuuersteen, dass soll angefanngen werden die erst quattember des
27. jars vnd soll bezalt werden das quecksilber und zinober, so die
erst quatember des 26. jars empfangen und uberantwurt worden
ist, und also furtan für und für gehalten, uberantwurt und auch
bezalt werden albeg zu quattember Zeiten, nemlich des 27., 28.
vnd 29. jar, yedes jar 75 000 gülden rh. zu gannzer bezalung der
300 000 gülden rh. werdts guets, so inhalt des vorgemelten artigcls
in disen bestimbten 4 jarn an queckhsilber und zinober uberant¬
wurt worden sein. Doch ist das dar und lauter geredt worden,
wo das perckwerch in abfal käme und sich mit kriegsleuffen oder
in ander weg, — das Got lanng verhueten well — vrsachen zu¬
trugen, dass nit souil queckhsilber und zinober gemacht wurde,
als yez hievorgemelt verkauft ist, so sollen die fürstliche durchlaucht, auch herrn und gwerckhen den Höchstettern nit verpunden
sein, die erstattung mit queckhsilber und zinober auf die angezaigt
1Das heißt abgemessenes Gebirge.
VI . Im Idrianer Quecksilberhandel des 16. Jahrhunderts .
461
suma der 300 000 gülden rh . zuthun . Auch die Höchstetter den
gemelten gwerckhen nit mer zubezallen verpunden sein, dann die
Höchstetter an queckhsilber und zinober von den gwerckhen emphangen haben . Verer nachdem fürstliche durchlaucht zu erhaltung irer fürstlichen durchlaucht camerguet , auch den gemelten
gwerckhen und verwandten des perckwcrchs nit albeg an ainer
stat die bezalung gelegen sein will zuemphahen , ist lauter beredt
worden , das die Höchstetter und ir mituerwandten der fürstlichen
durchlaucht und den genanten gewercken die bezalung sollen thun
und raichen zu yeder zeit , wie die fristen benent sein in der stat
ainer als zu Wien in Österreich , zu Salzburg , zu Hall im Intal oder
zu Villach in Kerndten , wo das irer fürstlichen durchlaucht etc . und
den herrn vnd gwerckhen gefellig vnd gelegen sein will zuemphahen.
Darauf bekennen wir Ferdinand, .....
auch wir vorgemelt gwercken in Ydria für uns selbs und als volmechtig gwalthaber der
andern unsern mituerwandten und gwerckhen bemelts perckhwerchs und wir Ambrosy und Hanns gebruder die Höchstetter als
für uns selbst und unser mituerwandt auch all ander unser erben
und nachkommen wissentlich hiemit und in craft dicz briefs also
dass wir solhem verkauf und kauf für die vorgeschriben 300 000
gülden rin queckhsilber und zinober , wie der in allen und ypden
vorgeschriben puncten vnd artigkln gestelt und begriffen ist , vesst,
stet und ungewaigert halten , auch demselben mit uberantwurtung
gemelts queckhsilbers und zinobers und dargegen mit der bezalung
zu yeder vorbenenten zeit getreulich und erbarlichen nachkomen
und geleben sollen vnd wellen. Wir obgenandt Erzherzog Ferdi¬
nand und obgeschrieben gwerckhen sollen vnd wellen auch in obbestimbter zeit der vier jar ob mer als fur die 300 000 gülden queckh¬
silber und zinober gemacht wurde bei und vnder verpfundung
300 zennten queckhsilber und 200 zennten zinober niemand anderm
durch uns oder von unsern wegen kain queckhsilber oder zinober
zustellen , antwurten noch verfuern , sonder also stilligen und den
kauf inirderHöchstetterainigehanndt
erstgedach¬
ter 4 jar beleihen lassen . Und ob sich aber das aus vergessenhait
oder sonst in annder wege wie sich sölhs zutragen möchte , dass
ainicher verkauf ausserhalb der Höchstetter bescheche , welches
doch in dhainen weg sein soll, begebe , so soll doch solcher verkauf,
Zustellung, oder wie das genent werden möcht , kain wirckung , craft
noch macht haben , sonder die vorgeschriben verpindung der 300
462
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
zenten queckhsilber und 200 zenten zinober die fürstliche durchlaucht und die gwerckhen den Höchstettern on underlass zu bey
allen vnd nichtdestminder den verkauft für die 300 000 gülden
vesst und stet zuhalten schuldig sein. Doch Hansen Paumgartner
zu Augspurg , Wilhelmen Newman und weiland Hansen Phluegls
erben ir erkauft queckhsilber und zinober , so in disen vorgeschriben
gemainen kauf oder den gemainen gewerckhen nit zugehört , Vor¬
behalten und hierinn aussgeslossen , also dass si irem gefallen nach
damit handlen mugen . Souer si aber ainich queckhsilber und
zinober erkauft , oder in ander wege das billich und inhalt des Ver¬
trags , so zwischen vns, erzherzog Ferdinand und uns, gemainen
gewerckhen jungst zu Wien am 28. tag Augusti anno etc . im 24.
aufgericht ist , in disen kauf gehöret , bei hannden hetten oder noch
zu iren hannden pringen möchten , dasselb soll auch in disen kauf
feruolgt vnd uberantwurt werden laut obgemelts Vertrags . Wir
sollen und wellen auch gedachten Höchstettern , iren erben vnd
mituerwandten nach verscheinung obgemelter vier jar souer wir,
erzherzog Ferdinand , auch gcmain gewerckhen solhe vorgeschribne
war des queckhsilbers und zinobers wider in ain hanndt
zu
verkaufen
willens sein und sich die Höchstetter in disem
yezigen vierjerigen kauf uns und dem perckwerch erschiesslich
halten und das bcmelt queckhsilber und zinober in ainem
mererm
oder hohem
kauf weder diser yezgemelter kauf der
gestalt ist , nemlich der zendten queckhsilber auf 30 und zenten
zinober auf 35 gülden pringen , denselben Höchstettern ainen neuen
kauf vor menigclichen vergannen und albeg ain yeden zendten ob¬
gemelter war umb 30 kreuzer nehner dann yernands andern ver¬
folgen lassen . Weiter so wellen wir, oftgenanter erzherzog Fer¬
dinand für uns, unser erben und nachkomen gemelten Höchstettern,
iren mituerwandten und erben gegen der römisch kayserlichen
maiestät , unserm gnedigisten lieben herrn vnd bruder , oder seiner
kayserlichen mayestät und des reichs regiment oder desselben
fiscal auch sonst gegen menigclichen von welichem si solhs kaufs
halben angesprochen und dardurch in schaden zufuern vnnderstanden wurden , ir gnediger herr , schirmer vnd vorsprech er sein,
auch deshalb ganz schadloss halten . Weihe war fur die gemelten
300 000 gülden rh . queckhsilber und zinober sollen und mugen
auch obbemelte Höchstetter und ir mitverwandt zu yeder , in krigs
oder fridlichen Zeiten, wann inen das fuegt , irem freien willen, ge-
VI . Im Idrianer Quecksilberhandel des 16. Jahrhunderts .
463
fallen, nuz und notdurft nach verfuern , verkumern und verkaufen,
on unser , unserer erben , nachkomen und mituerwandt auch menigclichs von vnsern wegen irrung , hindernus und widersprechen . Doch
uns die gewondlichen zoll und meut , wie dann die von alter und
bisher von solher war gegeben und abzalt worden sein, darüber wir
si auch in dhainen weg zu staigern understeen noch gestatten wollen
Vorbehalten ; alles treulich vnd vngefehrlich . Zu vrkundt sein diser
kauf und Vertragsbrief 3 in gleichem laut gemacht und under vnser
erzherzog Ferdinand gewondlichem handtzaihen vnd furgedruckhten
secret verfertigt . So haben wir Blasy Holzl, Cristoff Herbst , Steffan
Kasserer , Valtein Kutler vnd Liennhardt Ruepp fur uns selbs und
anstat gedachts herr Hannsen von Aursperg und dero, so er, wie
obgemelt ist , gwalt hat , und uns in seinem abwesen zuuerfertigen
beuelh vnd gwalt geben hat und dann alle ander unser mitgewerckhen
uns mit aigner hannd underschriben und unser aigen petschaft aufgedruckht . Dergleichen hab ich, Ambrosy Höchstetter für mich,
mein brader Hannsen vnd alle annder meine mituerwandten mich
auch mit aigner hannd underschriben und mein gewondlich petschafft furgetrackht . Geben zu Innsprugg , am ersten tag Januarii,
anno etc . 25.
33. Verabredung eines idrianischen Quecksilberhandelsmonopols
zwischen König Ferdinand , den Gewerken von Idria und
Hans Baumgartner . 1. August 1539. -— Wien , Finanz -Archiv.
Innerösterr . Quecksilber 22, Nr . 18 320.
Khundt und ze wissen sei gethan menigclich , dass der allerdurchleuchtigist herr Ferdinand , römischer khunig etc . und die
edlen etc . herr Joseph von Lamberg zu Schneeberg , ritter , röm.
ku . mt . rat und derselben gemahel oberster hofmaister , herr Melchior
von Lamberg , hochgedachter ku . mt . rat und hofmarschalch , bed
für sich selbs, herr Niclaus Ribeisen zu Neu -Kiemnitz , frau Barbara
Neumanin zu Wasserburg , Wilhelm Rasp , Marx Stettner und Niclaus
Mossner für sich selbs und als volmechtig gewalthaber aller anderer
gewerckhen , so im landt zu Kherndten und Crain gesessen sein,
Ulrich Geltinger für sich selbs und als volmechtiger gewalthaber
der gewerckhen , so in der grafschaft Tirol gesessen sein, und weiter
obgemelter herr Niclaus Ribeisen , Wilhelm Rasp und Cristoph
Cronneckher als volmechtig gewalthaber aller gewerckhen im stift
Saltzburg sesshaft , in chraft irer habenden genuegsamen und vol-
464
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
khomener gewaldt für sich selbs und alle ire prinzipal, auch alle
andere abwesendt herrn und gewerckhen des perkhwerchs in Ydria,
Sandt Achatzien Rechtn, mit zeitigem rat und wohlbedachtem muet
für sich, ire erben und nachkhumen mit einander veraint, auch
beslossen und dem edln und vesstn Hansen Paumgartner von Paumgarten zu der hohen Schwangaw und Erbbach, röm. kais. und ku. mt.
rat und seinen erben oder nachkhumen ainen queckhsilber- und
zinnober-khauf von und auf dem berckhwerch Idria und desselben
jetz gemachten und khunftigen Vorrats und guetern gegeben und
zuegestellt haben von primo Januarii nechstkhunftig auf 5 jar
lang, die nechsten nacheinander volgendt, wissentlich in chraft
ditz briefs. Benenntlich umb 75 000 fl. rh. in muntz queckhsilbers
und umb 25 000 fl. rh. in muntz zinobers. Nemblich je ain Centen
queckhsilbers umb 26 fl. und je ain centen zinober (alles wienisch
gewichts) umb 30 fl. in muntz, je 15 patzen 60 kr. oder wie jeder¬
zeit 1 fl. in muntz gelten und gerechnet wirdet, in gueter, landtleufiger, unverruefter muntz oder italianischen gueten cronen oder
ducaten, wi di jederzeit zu den fristen der bezallung genng und
gab sein werden. Bringt in summa queckhsilber 2889 centen und
an zinnober 833 und % aines centners wienisch gewichts.
Und nachdem aber die gegenburtig zeit und leuff so gef erlichen
und schwär, sonderlichen diser obgemelten waar halben, so haben
die hochgedacht ku. mt. und di obgenannten herrn gewalthaber
für sich selbst und ire prinzipal aus den und andern gueten, beweg¬
lichen und ansehenlichen Ursachen, auch neben anderm der praticen halben, so der Paumgartner in vorigen kheufen diser handlung zu guetern geen Alcheuro und Constantinopl mit etwas grossen
chosten, wie ehr glaubhaft dargethan, gefuert hat , sonderlichen
auch damit si den Paumgartner zu aiüem solchen grossen khauf
anzenemben bewegt, genedigistlichenund freundtlich bewilligt, be¬
slossen, zuegesagt und versprochen dem gedachten Paumgartner
oder seinen erben oder nachkhumen in disem obgemelten khauf
jetz nachgeschribne auf- oder eingab, nemblichen 687 centen queckh¬
silbers und 166 und % aines centner zinobers wienisch gewichts
frei on aiuich khaufgelt oder bezallung auf- und einzegeben. Und
soll auch mit abziehung der feil und fasl gehalten werden wie bisher
und vormals mit andern gehalten worden ist.
Und haben sich sonst zu beden tailen inmassen und gestalt
wie hernach volgt verglichen und vertragen. Namblich so sollen
VI . Im IUrianer QuecksiMerhandel des 16. Jahrhunderts .
465
die hocligedacht ku . mt . und Herren und gewerckhen in Idria dem
obgenanndten Hansen Paumgartner und seinen erben oder nachkhumen , oder wem si an ihrer stat des verordnen , solche obbestimbte
summa der queckhsilber und zinober wie obstect in queckhsilbern
und Zinnober uberantwurten und übern von, auf, in und bei benieltcm pcrcklnverch Idria auf ir oder irer verordenten erstes er¬
fordern gar oder zum tail , wie inen jederzeit gefellig und gelegen
und auch derselben zeit des gemachten Vorrats halben in der ge¬
werckhen vermugen ist on allen Verzug und saumbnus.
Und ob Herrn und gewerckhen jetzo zu Triest , Villach oder
ainichen andern orten queckhsilber oder zinober hetten , aida dem
Paumgartner , seinen erben oder iren verordenten solche queckh¬
silber und zinober anzenemben gelegen und gefellig, das soll inen
gestattet und von herrn und gewerckhen an solchen orten unverzogenlich auf ir begeren zucgestellt werden . Allain soüen der
Paumgartner , sein erben oder gewalthaber den herrn und gewerckhen
bezalln den ungeverüchen unchosten , so aus dem perckhwerch Idria
bis zu denselben orten fucrlons und ordinari -unchostens halben auf
solche queckhsilber und zinober an dieselben ort ze bringen auf¬
gelaufen wäre . Es sollen auch deshalben di ku . mt . und herren
und gewerckhen in Idria gegenwärtigen und lchunftigen Verwesern
sondern bevelch thuen , dem Paumgartner , seinen erben oder nachkhumben oder iren gewalthabern also jederzeit nach irem begern,
wie obsteet , di obbestimbteu queckhsilber und zinober zu libern
und zu geben.
Und sollen insonderhait der Paumgartner , sein erben und nachkhumen macht und gewalt haben under solchen obbestimbten
summa queckhsilbers und zinobers aines jeden ze nemben sovil
inen gefellig und gelegen. Das ist zu versteen , dass si nit verpunden
sein sollen (so es ir gelegenhait nit wäre) die drei viertl queckh¬
silber und den vierten tail Zinnober ze nemben . Sonder si mugen,
als jetzt obsteet , des ainen wenig und des andern sovil dester mer
nemen nach irem gefallen ; doch ain jedes in seinem khaufgelt alle
obsteet . Und ob aber der Paumgartner , sein erben oder naclikhumen des zinobers mer dann ain viertail der khaufsumma mergemelter 100 000 fl. rh . haben wollten , so sollen si als dann den
herrn und gewerckhen solches 4 monat zuvor verkhunden und
anzaigen und als dann inen die herren und gewerckhen sovil inen
in vorbestimbter zeit zu machen muglich ist , zu geben und täglich
Strieder
, Studien 7,. Gesch . kapitalist . Organisationsformen
.
30
466
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
auf ir begern zu libern schuldig sein. Doch die obbestimbt einund aufgab , so inen on khaufgelt und bezallung frei ze geben be¬
willigt ist , di sollen si ir jedes in der obbeschriben anzall ernpfahen,
damit disfalls die Sachen wie obsteet lauter und richtig beieiben;
des sich der Paumgartner zu thuen bewilligt hat.
Und dargegen soll der Paumgartner , seine erben oder nachkhumen di bezallung also thuen : Nemblichen soll er, Paumgartner
oder sein erben jedes jars 20 000 fl. zu zwaien fristen und benanntlich am ersten tag Junii nechstkhumendt 10 000 und am ersten tag
Decembris des nechstkhunftigen 40. jars aber 10 000 und also auch
hinfuran jedes jars bis auf den ersten tag Decembris des 44. jars
bezallen (an welchem die lesst frist angeregter bezallung beschehen)
und damit soll di völlige khaufsumina der 100 000 fl. also entricht
und bezalt werden.
Und zu jeder obgemelter frist soll der Paumgartner ku . mt.
gepurendt fron und wechsl, nemblich den zehenden phening für fron
und den achten phening fur wechsl, trifft allmal von 10 000 fl.
2125 fl. von und aus disem khauf und allmall von den 10 000 fl.
zu jeder frist , wem solches ir mt . Verweisung nach gepurt , entrichten
und bezallen lassen.
Nachdem auch die herrn und gewerckhen der röm . ku . mt.
jetzt von wegen nachlass des halben wechsl 18 000 fl. untertheniglicli
verert und diseiben 18 000 fl. irer mt . aus disem khauf in den nechsten
dreien jarn zu den gemachten fristen von irer gepur zu bezallen
unterthenigclichen bewilligt , demnach soll der herr Paumgartner
zu den ersten 6 fristen , nemblich zu jeder frist 3000 fl. von der ge¬
werckhen angepur irer mt . gegen genuegsamen Quittungen bis zu
völliger bezallung der obgemelten 18 000 fl. entrichten und bezallen.
Solche jetz gemelte 18 000 fl. wellen die gewerckhen ime, Paum¬
gartner oder seinen erben fur richtige bezallung passieren und an
der khaufsumma abraitten lassen.
Und sollen die bezallungen , sovil den gewerckhen daran gepurt,
durch den Paumgartner oder sein erben jede der obgemelten fristen
in nachgestellten zwaien stetten beschehen . Nemblich zu Villach
in Kherndten , sovil den gewerckhen , in den niderösterreichischen
landen gesessen, daran gepurt , sambt 6000 fl., so jedes jars auf die
sambchost und verleg des perckhwerchs , sonderlich damit das arzt
zu laistung dises khaufs zu khaufmannsgut gemacht werde , verordent
sein. Und zu Schwatz in Tiroll der ku . mt . gepurendt fron und
VI. Im Idriancr Quecksilberhandel des 16. Jahrhunderts .
4ß7
wechsl und die angepur der gewerckhen , so in den Öberösterreichi¬
schen landen , auch dem stift Saltzburg , der stat Augspurg oder
sonst oben im reich gesessen sein, zu handen irer verordenten gegen
geburlichen quittungen erlegt werden , albegen in landtleufiger bezallung . Nämblich zu Villach in gueter weisser und zu Schwatz
in daselbst gengiger und gäber unverruefter muntz oder italianischen cronen in dem werdt wie vorsteet und alsdann albegen 4 kr . (
fur ainen patzen und 15 patzen fur ainen guldin oder wie ain guldin
in muntz derselben zeit gérait wirdet.
Es soll auch Wilhelm Rasp , jetziger Verweser in Ydria ge¬
dachtem Paumgartner inner 6 Wochen, den nechsten , ainen lautern
auszug , inhalt , undt was und wievil er, Paumgartner an jedem der
gedachten fleckhen , Villach und zu Schwaz, bezallen und was
ainem jeden gewerckhen daraus gepurt , uberschickhen und zuestellen lassen.
Und ob aber Paumgartner , sein erben oder nachkhumen über
khurtz oder lang der ku . mt . oder herrn und gewerckhen auf ir
genedigist und freundtlich handlung und Vergleichung an diser obund vilgemelten khaufsumma der 100 000 fl. etwas vorein bezallen
und erlegen wurde , so ist jetzo beredt , bedingt und angenumben,
dass der Paumgartner , sein erben oder nachkhumen dasselbig zu
jeder den obgemelten fristen und zilen der bezallungen inenbehalten
und aufheben . Es soll und mag auch der Paumgartner , sein erben
oder nachkhumen insonderhait an jeder solcher bezallung nit allain
aufheben und inenbehalten dasjhenig , so inen auf irer guggus 1und
tail , so si in disem perckhwerch haben oder khunftig uberkhumen,
gebürt , sondern auch dasjhenig , so si villeicht ainichen gewerckhen
in chraft des articels hernachgemelt dis khaufs halben vor den
fristen auf Vergleichung voreingeben oder bezallt hetten . Doch
soll er, Paumgartner oder sein erben in die 6000 fl., so ain jedes
jars zu underhaltung des perckhwerchs wie obsteet zu haben von
notten , khainem gewerckhen nichtzit voreinbezallen , sondern allain
in der ubermass wie jetzt oben gemelt ist . Und seint auch sonst
in disem queckhsilber - und zinnober -khauf und vertrag furnemblich
dise hernach volgendt articl durch hochgedacht ku . mt . und herrn
und gewerckhen an ainem und dem Paumgartner am andern tail
lauter abgeredt , gencdiglich und vestigclich bewilligt , angenumben
und zuegesagt worden:
1 Das heißt Kuxe.
30*
468
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
Erstlich nachdem zwischen and sider ausgangen des Paumgartners jungstgehalter zwaier queckhsilber- und zinnober-kheuf
der 32 000 und der 10 000 gülden bisher von queckhsilber und
Zinnober etwas zu aintzing 1verkhauft worden, des doch herrn und
gewerckhen ires Wissens nit über 10 oder 12 säm ungefcrlich angeslagen, so ist demnach dem Paumgartner gewislich zuegesagt,
dass zwischen und nach solchen zwaien vorigen kheufen über 20 säm
nit verkhauft, sonder damit stillgestanden seie.
Verrer dass die ku. mt . und herrn gewerckhen ire Verweser
noch sonst jemandts von iren wegen innerhalb obbestimbter zeit
der 5 jar khein idrianisch queckhsilber oder Zinnober an kheinem
ort noch ende nit verkhaufen noch verfuern, dasselb auch niemants
gestatten noch inen darin durch ainigerlei weg eingriff thuen oder
zuefuegen lassen. Dass auch in sonderhait die hochgedacht ku. mt.
sonst niemandt andern dann bemeltem Paumgartner oder wer des
von im bevelch hat in werenden obermelten 5 jarn khain queckh¬
silber oder zinnober durch ire mt. erblandt und derselben erblandt
gepiet nit passiern lassen und auch bei verlierung desselben ernstlich
verpietten und deshalben allen ambtleuten ernstlichen bevelhen,
guet aufmerckhen ze haben und also in disem faal herrn und ge¬
werckhen auch den Paumgartner, seine erben und nachkhumben
gcnediglichen handthaben und ob inen halten wellen. Doch hier¬
innen ausgenummen di queckhsilber und zinober, so dem Paum¬
gartner und seinen erben und nachkhumen in chraft ditz khaufs
zuegehörig oder von inen oder mit irem gueten wissen und
willen von disen idrianischen queckhsilbern und zinnober erkhauft sein.
Darzue sollen auch die ku. mt. der hispanischen und beharni¬
schen queckhsilber halben, damit diseiben dem idrianischen quechksilber khainen nachthail bringen, sovil ir mt. mit fueg erheblich ist
gn. verholfen sein. Und wellen ir ku. mt. der röm. kais. mt . auch
schreiben und pitten, dass ir kais. mt. in irem hispanischen queckhsilberperckhwerch verordnen wellen, dass dasselbig nit dermassen,
wie ain zeitheer angefangen, uberpaut, sonder wie von alther ain
mass gehalten und bedacht werde, damit dise bede perckhwerchen
wie hievor neben einander unvernachtailt in langwirigkhait hinkhumen mugen.
1Soll vielleicht heissen: im einzeln.
VI . Im Idrianer Quccksilberhaiuiel
des 16. Jahrhunderts
.
469
Es sollen auch furnemblich der hochgedacliten ku. mt. und
lierrn und gewerckhen gegenwurtig und kliunftig Verweser in Idria
gegen gedachtem Paumgartner, seinen erben und nachkhumben
jetzo und khunftigclich jedesmals in chraft dises Vertragsbrief verschriben und obligiert sein, mit dem verkhaufen nit allain wie jetzt
obsteet still ze steen, sonder auch die ambtleut und Verwalter bei
Iren ambts- und aidspflichten gewisslichen des verhueten und fuerkhumen gleichermass als ob di jedesmals sondere Verschreibung
gegeben und die ku. mt. und herrn und gewerckhen die sonderlich
eonfirmiert betten, des si hiemit in chraft ditz briefs tliuen.
Ob auch dem Paumgartner , seinen erben oder nachkhumen
die queckhsilber und zinober von jemandts , wer der oder die weren,
von wegen ainiclier sprach und vordrung , so diselbèn oder der zu
hochgedachter ku . mt . oder den gewerckhen Sachen halb des perckhwerebs queckhsilber oder zinober aus Idria belangend t hetten,
haben möchten oder zu haben vermainten , angesprochen würden,
in was wege das beschähe , so sollen alsdann die ku . mt . und herren
und gewerckhen ime, dem Paumgartner , seinen erben oder nach¬
khumen solch queckhsilber und zinober on iren (des Paumgartners,
seiner erben oder nachkhumen oder wen er, Paumgartner oder
seine erben die verkhaufen würden ) costen , schaden und nachthail
wider ledig und frei machen und halten.
Und ob sich auch zuetraeg , dass sich der Paumgartner , sein
erben oder nachkhumen in zeit dis Vertrags mit ainem oder mer
gewerckhen vertragen und vergleichen , also dass in demselben
seinen gepurenden tail vor der zeit geben würden , des sollen si guet
macht und gewalt haben , doch sovil den notwendigen samcosten
und verleg des perckhwerchs (als nemblich jedes jar 6000 gülden
gerechnet ) betrifft , wie ob angezaigt , ausgeslossen . Und soll dadurch
derselb von den andern gewerckhen in ander weg noch herrn und
gewerckhen von dem oder denselben nit abgesondert sein, auch in
sonderhait der gedacht Paumgartner , sein erben oder nachkhumen
dasselbig also wie obsteet zu jeder frist an der bezallung innen¬
behalten und aufheben.
Es ist auch hierinnen furnemblichem genedigclichen abgeret,
bewilligt , angenumen und zuegesagt worden : So sich begeben , dass
der Paumgartner , sein erben oder nachkhumen mer queckhsilber
und Zinnober dann umb die 100 000 gülden werdt in der obbestimbten zeit bis zu endt der 5 jar begeren und haben wellten (wie
470
Dokumente der frühkapitalistischen
'Wirtschaftsorganisation.
er sich das auf das maist sovil muglich zu versleissen allen gueten
vleiss furzekhern, doch unverpuntlich erpotten hat), so sollen die
ku. mt. und herrn und gewerckhen inen sovil si des begern in dem
precio und mit der ein- und aufgab nach antzall wie in disem khauf
der 100 000 fl., auch mit abzug der feil nach gebrauch und gewonhait, alles wie obsteet, sovil sie des im Vorrat haben und inen ze
machen muglich ist, zu geben und zu libern unverzogentlich zu
jeder zeit schuldig sein. Doch dass Paumgartner, seine erben oder
nachkhumen solch ubermass dreiviertl jars vor ausgang dises gegen¬
wärtigen khaufs empfahen und sollen das in vorbemeltem preis
und albegen nach der antwurtung in jarsfrist nemblich halbs zu
ausgang des 6. monats und den andern halben thail zu endt des
jars in muntz oder cronen auf muntz wie obsteet, wie dann ain
gülden in muntz gérait wirdet, auch an orten und enden wie vorbemelt, zu bezallen schuldig sei. Doch ist dises jetzobeingeschribens
articls halben weiter obgeredt: So der Paumgartner oder seine
erben in der zeit ditz khaufs über di vorbemelt khaufsumma ain
merere antzall queckhsilber und Zinnober begern und emphahen
und aber dasselb in zeit ditz ersten khaufs nit gar verkhaufen,
sonder inen daran etwas uberbeleiben wurde, das sollen alsdann
der Paumgartner oder sein erben nach ende des khaufs der ku. mt.
und herrn und gewerckhen, inmassen solchs emphangen haben, wider
zu antwurten und zu geben, auch sie, die ku. mt . und herrn und
gewerckhen anzenemen schuldig sein, in abschlag der bezallung
und in dem precio wie er, der Paumgartner, von inen erkhauft hat.
Doch sollen die ku. mt. und herrn und gewerckhen alsdann dem
Paumgartner oder sein erben insonderhait auch erstatten und er,
Paumgartner, inenbehalten den ordinarie unchosten, so auf solch
queckhsilber oder zinober, was das an di ort, da es ligt, und den
gewerckhen solches widerumb emphahen sollen, geloffen.
Wo aber der Paumgartner die ubermass des queckhsilber oder
zinobers gar oder zum tail bezallt het und die ku. mt. sambt den
herrn und gewerckhen das queckhsilber gegen widerbezallung der
hinausgegeben summa gelts begeren wurden, alsdann und sonst
nicht sollen dieselbe hinausbezallt summa gelts die ku. mt . und
herren und gewerckhen den Paumgartner und seinen erben in
2 monaten, den nechsten nach ausgang der 5 jar mit parem gelt
zu Augspurg wider in dem werdt wie vorstet zu bezallen schuldig
sein. Wo aber die ku. mt. sambt den herrn und gewercken solches
VI.
Ira Idrianer Quecksilberhandel des 16. Jahrhunderts
.
471
in bestimbter zeit nicht volzugen, alsdann soll Paumgartncr und
sein erben und nachkhumen mit demselben queckhsilber solches
seinem nutz nach zu vertreiben on ku. mt. und der gewerckhcn
Verhinderung frei sein.
Verrer als in beden vergangen kheufen und derselben vertragen
dem Paumgartncr der vorkhauf verschriben gewesen und nun die
gewerckhen sicli gentzlichen versehen , dass Paumgartner etwas
mereres uber die 100 000 gülden in denen 5 jaren versleissen werdt,
deshalben haben die ku . mt ., auch herrn und gewerckhen gegen ge¬
dachten Paumgartner und seinen erben jetzt nachvolgender meinung
bewilligt : Nemblichen sover er, Paumgartner oder sein erben , sich
in disem fünfjärigen khauf gemainen herrn und gewerckhen erschiesslich 1 halten und das queckhsilber und Zinnober in ainen
hohem preis dan es jetzo ist , bringen werden und ' in 6 monaten
vor ausgang des khaufs bei den gewerckhen oder irem Verwalter
umb ein weitern khauf ansuechen , oder ob die gewerckhen zu solcher
zeit ine Paumgartner oder seinen erben umb ein weitern khauf
anlangen wurden , so mag der Paumgartner selbs oder durch seine
gewalthaber mit inen sich aines weitern khaufs halben vergleichen
und denselben besliessen, darin sich die ku . ml . und die gewerckhen
gegen dem Paumgartner fur ander genedigclich und freundtlich
halten und erzaigen wellen. Sover er aber vor ausgangs ditz gegenwurtigen khaufs khein weitern khauf mit inen besliessen wurdt,
so wellen alsdann die röm . ku . mt . und herrn und gewerckhen
weiter gegen ime, Paumgartner oder seinen erben deshalben nichts
mer verpunden sein, sonder ires gefallens jemandts andern ain
khauf geben oder selbs verkhaufen . Doch wellen si in disem
werenden khauf niemandts ainigen khauf zuesagen noch mit je¬
mandts solchen khauf vor ausgang ditz gegenwärtigen khaufs be¬
sliessen.
Und ist hierin auch furnemblichen gegenwurtigen schwären
leufen nach bedacht , abgeret , bewilligt und obligiert worden : Ob
sich zuetragen wurde , dass in dem perckhwerch durch ainigerlai
krieg , einfall oder ursach eingriff geschehe , also dass gcdachts
pergkwerchs queckhsilber oder Vorrat durch jemandts geschedigt,
angriffen oder ausser des herrn Paumgartners , seiner erben und
nachkhumen verfuert oder verkhauft wurden (das doch in khainem
i
= ersprießlich, nützlich.
472
Dokumente der Irühkapitalistischen Wirtschaftsorganisation.
weg sein soll), alsdann in solchem fall, so es wissentlich gemacht
wurde und sonst nicht in des khaufers, seiner erben und nachkhumen wilkliuer, macht und gewaldt steen, weiter queckhsilber
und Zinnober in diesem vertrag und khauf zu empfahen oder des
muessig zu steen. Und so si also in solchen fallen weiter in rue
und muessig steen wollten, sollen sie alsdann weiter hernach der
ku. mt. und herrn und gewerckhen noch deren erben oder nachkhumen ainich khaufgelt fur das, so si nit emphangen haben, zu
bezallen nit schuldig, sondern in albeg allerding ledig und mues¬
sig sein.
Und ob also durch die hochgedacht ku. mt. und herrn und
gewerckhen oder dem Paumgartner diser zeit obgeschriben vertrag
und verainigung aus vergessen oder sonst nit gehalten, sondern
dem zuwider in ainichen weg geschehen oder gehandlt wurde, (des
doch nit sein) so sollen alsdann die ku. mt. und herrn und ge¬
werckhen oder der Paumgartner, welches tails halben dann hier¬
innen mangl befunden wurde, dem andern tail allen nachtail und
schaden gentzlich widerkhern und abthuen. Wo sich aber alsdann
solcher widerkherung guetlich nit vergleichen möchten, so soll je
ein tail dem andern derhalben vor hochgedachter ku. mt. ungewaigerts rechtens sein und alsdann dabei also unverwaigert beleihen.
Es ist auch bei den lauter abgeret, bedingt und versprochen
worden, ob gedachter Paumgartner, sein erben oder nachkhuinen
ainichen andern partheien in disem vertrag und khauf thail mit¬
lassen, gar oder ainstails ubergeben und zuestellen wolten oder
wurden, dass er, sein erben oder nachkhumen des zu thuen guet
macht haben und herrn und gewerckhen, derselben erben und nach¬
khumen denselben allen gleich wie inen, den Paumgartner hiemit
verpunden, verpflicht zu halten und zu laisten schuldig sein sollen
und wellen. Dagegen sollen auch der oder diseiben, den solcher
khauf gar oder zum thail ubergeben wurde, der ku. mt. und herrn
und gewerckhen alles das, so diser vertrag dem Paumgartner oder
seinen erben auflegt, auch ze halten verpunden sein.
Es ist auch hierin insonderhait beredt und genedigist und
unterthenig bewilligt und zuegesagt worden, dass die hochgedacht
ku. mt. und herrn und gewerckhen etliche volmechtige gewaldthaber verordnen, darzue die ku. mt. derselben rat und tirolischen
camermeister, Grégorien Maschwannder, iresthails jetzo benennen
und verordnen und dann die obgedachten herrn und gewerckhen
VI . Im Idrianer Quecksilberhandel des 16. Jahrhunderts .
473
zu jetzigem und khunftigen perckhwerchsverwesern noch ainen
oder zwen zu Villach und dann zu Schwaz auch ainen oder zwen
setzen und verordnen und aufs wenigist 3 monät vor der ersten
frist angeregter bezallung dem Paumgartner oder seinen erben
schriftlich verkhunden, anzaigen und benènnen sollen, der oder
di die bezallung von dem Paumgartner, seinen erben oder nachkhumen zu jeder frist wie obsteet annemben, empfahen und dargegen notturftige quittung geben. Diselben quittungen auch also
genuegsam und chreftig und hiemit ratificiert sein sollen, als ob die
von der ku. mt. und allen herrn und gewerckhen verfertigt und aufgericht worden; alles und jedes wie jetzt obsteet gcnediglich,
getreulich und ungeferlich, die geverde hierinnen in allweg vermitten sein sollen.
Und darauf bekhenen wir, Ferdinand von Gottes giiaden römi¬
scher kunig etc. und wir, die gewerckhen und gewalthaber als ob¬
steet fur uns selbst und als volmechtig gewalthaber der andern
unsern mitverwonten gemelts perckhwerchs in Idria etc. und ich,
Hans Paumgarten von Paumgartner etc. für mich, mein erben
und nachkhumen wissentlich hiemit in chraft dis briefs also dass
wir solchen verkhauf und khauf der vorgeschriben 100 000 guldin
werdt queekhsilber und zinober mit ein- und aufgab und allen an¬
hangenden conditionen und clausulen und was sunst diser vertrag
in allen obgeschriben articln inhalt und begreift, vesst und ungewaigert halten, auch denselben und allen seinen inhaltungen
genediglichen, getreulichen und redlich nachkhumen, vollziehen und
geleben sollen und wellen.
Und insonderhait wir kunig Ferdinandt, der genanten Hansen
Paumgartners, seiner erben und nachkhumen gegen der röm. kais. mt.
oder irer mt . und des reichs regimendt oder derselben viscall und
sonst gegen menigclich, von welchem sie solches khaufs halben
angesprochen und dadurch in schaden ze fuern unterstanden wurden,
ir genedigister herr, schirmer und vorsprecher sein und deshalben
gantz schadlos halten.
Solch queekhsilber und zinober sollen und mugen auch der
gemelt Paumgartner, seine erben und nachkhomen jederzeit, wann
es inen gelegen, irem freien willen, gefallen, nutz und notturft nach
verfuem, verkhumern und verkhaufen on unser und unser erben
und nachkhumen, mitverwonten und sonst mennigclich von unsern
wegen irung, hiridernus und widersprechen. Doch uns kunig Fer¬
dinanden die gewonndlichen zoll und meut wie dan von alter heer
474
Dokumente der frühkapitalistischen Wirtschaftsorganisation.
von solchen waaren gegeben und bezallt worden sein, darüber wir
sie auch in khainem weg zu staigern untersteen noch gestatten
wellen, Vorbehalten. Genedigclich ungeferde zu warem urkhundt
so haben hochernennte ku. mt. ir mt. secret und die merbemelten
herrn und gewerckhen, auch der oft gedacht Hans Paumgartner
ire pedschaft an disem Vertragsbrief, der drei in gleichem laut aufgericht sein, gedruckht und sich mit aigen handen underschriben.
Geschehen zu Wienn, den ersten tag Augusti anno etc. im 39.
Ferdinand. Joseph von Lamberg, Melchior von Lamberg. Niclaus
Ribeisen. Barbara Neumanin. Wilhelm Rasp. Hans Paumgartner
von Paumgarten. Marx Stettner. Niclas Moser. Ulrich Geltinger.
Cristoff Cronegger.
34. Hans Langenauer, der Chef der Firma David Haug, Hans
Langenauer & Co. zu Augsburg, ersucht seinen englischen
Faktor , Hans Loner, von der Königin Elisabeth eine größere
Geldsumme zu verschaffen, da sonst die Firma über ihren
englischen Bergwerksunternehmungenfallieren müsse. Speier,
22. September 1570.
Gleichzeitige Kopie nach dem Original. Im Augsburger Stadt¬
archiv bei den Akten der englischen Unternehmungen der Lange¬
nauer etc.
Laus deo 1570 adi 22 September in Speier per post.
Ersamer, lieber Hans Loner, Euch sei mein freundtlich grues
und alles guts zuuorn. Dis mein schreiben an Euch geschieht umb
Euch anzuzaigen, nachdem ich hie bei dem herrn landvolgt Ilsung
umb bezalung angehalten, welche dann fürwahr nit fortwill. Dann
gar kain gelt bei Ir Mt., noch vil weniger in Augspurg und jetzt
vergangen in Frankfurt zu bekummen, dass ich gleich nit wais
wie ich doch umb das aufkündt gelt zu zaln wil aufkummen. Dann
under anderm zaigt mir herr landvogt an, dass im vertreulich von
Augspurg aus wurde zugeschriben, dass unser sach in Engelland
nit wol stiende. Derhalben wo er gelt bei uns hett wolt man in
gewarnt haben. Hierauf hab er denselben zugeschriben, er werde
übel bericht sein und er wiss wol, dass unser sach wol stande etc.
Das zaig ich Euch derhalben an, dass Ihr sehen könnet, was uns
dise englische handlung für mercklichen nachthail und schaden
pringt. Und wo Ir mit der königin nit handlet, dass sie uns mit
ainer summa gelts zu hilf kumpt, so müssen wir laider, Gott er-
VI . Im Idrianer Quecksilberhandel des 16. Jahrhunderts .
«
475
barms, zu spot und zu schänden werden. Dann kain gelt ist zu
bekummen und müssen wir bis primo tutto december ob 40 000 fl.
zaln. Ich hab mich gegen dem herrn landvogt vernemen lassen,
dass er mir den 1 anzaig , wöll in nit vermeren, allein damit ich
mich vor im hüten könne. Das hat er aber nit thuen wölln, aber
sein vetter hat ims von Augspurg, geschriben. Ich sorg ich werd
zu Antorf etwan auch durch solche gotlose meüler verklainert und
also gar umb trauen und glauben kummen. Pitt derohalben, Ir
wolt Euchs lassen angelegen sein und der künigin sampt herrn
secretari und grafen von Lessester selbst unser not anzaigen, ir Mt.
umb Jesu Christi willen ansprechen, dass sie uns bei unserm alten
trauen und glauben erhalten wolle, dann wir je von irer Mt. willen
umb wir uns mit unserm und ander leut gelt in ir land begeben in
disen labyrinth kummen. Wir hoffen zu Gott, sie werd dises christ¬
lichen gemüts sein und uns nit also in disen unsern nöten verlassen.
Ich wais meiner kain rath , das soit Ir mir gäntzlich glauben, darumb
hab ich Euch das anzuzaigen nit underlassen wollen, damit Ir
solches auch ain wissen hapt und desto statlicher dazu thuet . Lasst
Kesswick Kesswick sein und gept diser sach vor allen dingen ain
austrag. Wann Ir schon der künigin disen brief verdeutscht oder
verdolmetscht, ist nichts daran gelegen, dann wann ich von haus
köndt und nit den argkwon desto grösser machet, wolt ich selbst
hinein, all soit es mich mein leben costen. Dann Ir hapt zu gedencken wie es mir geth. Ich darfs kainem freund klagen; ich
müst sonst all mein thun und lassen zaigen und eröfnen und wer
der sach nit damit geholffen. Ach Gott, Ir glaubt mir nit, wie
mir so angst und bang ist, wolt lieber tod sein dann also zu spot,
und zu schänden werden, das wa es geschieht es je nun aus woltrauen, das wir dem Höchstetter und Euch also wol vertraut haben.
Gott der allmechtig geh gnad, dass es nit geschehe und wöll diser
künigin ir herz eröfnen, dann sie je uns aus disem ruof on all iren
nachthail und schaden helffen kan, wölt das gelt und die kupfer
bei einander behalten, damit doch nichts mehr auf uns genummen
werde. Datum ut supra.
Hans Langenauer.
1Das heißt denjenigen, der das Gerücht verbreitet hat.
Orts= und Personenregister.
fl (ae), ö (oe) und ü (ue) sind im Anlaut und Inlaut wie a, o, u rubriziert, y im Inlaut wie i.
Die Bezeichnungen Deutschland (Süddeutschland usw.), die fast auf jeder Seite Vor¬
kommen, sind nicht in das Register aufgenommen.
Aachen 110.
Aimaberg 37. 239. 247. 274. 284. 438.
Acciajuoli 166.
Antwerpen 12. 69. 103. 107. 109 f. 152.
Achaia 78.
155. 182. 231. 253. 309. 322. 326.
Adam 224.
328. 330 f. 334. 336. 340 « . 433. 475.
Adler 79.
Arabien 168.
Adrianopel 203.
Archangel 203.
Armenien 168.
Aiguesmortes 69. 164. 405.
Ainlehum 352.
Amolt 283. 446 f.
Alberti 161.
Amstadt 29. 48. 109. 159.
Asien 32.
Albertinelli 359.
Albrecht II., deutscher Kaiser 92.
Asphaltsee (Judaea ) 78.
Auersberg , von 292 f. 352. 458. 463.
Albrecht von Brandenburg 34. 367.
Albrecht der Beherzte 213 ff. 224. 415. Augsburg 7. lOf. 1Z 14. 20f . 28. 32. 34f.
418.
36. 41. 47. 49. 62. 73 f. 77. 79 f. 85 « .
Alcantara 304.
95 f. 102. 107 f. 113. 121. 132. 160.
201. 231. 246. 250. 252. 258 ff. 263 ff.
Algarbien 205.
276. 279. 281. 284. 288. 290. 296.
Aleppo 168.
298 ff. 305. 307 « . 317. 321. 325 « .
Alexander VI . 180.
332 f. 336 « . 347 « . 354 ff. 363. 433.
Alexandria 168. 309.
441. 458. 462. 467. 474 f.
Alhart 148.
Alicante 203.
August , Kurfürst von Sachsen 6. 33.
36. 43. 99. 225. 241. 276 « . 282 ff.
Almaden 11. 15. 46. 169. 288. 304 ff.
289 ff. 385. 451.
314 f. 318 ff. 328. 331. 333. 340 ff.
Alnpeck 215. 222. 224. 231. 236. 239. Auria , de 180.
Aussee 141.
251. 254. 256. 423. 430 f. 436.
Alt 353.
Altenberg 216 ff. 223. 227 ff. 233. 235 f. Bachmann 148.
238ff . 251 ff. 257. 274. 282 ff. 414ff. Badei 148.
420ff . 424 « . 430f . 435 «. 438« . 446« . Baden 200.
Altmeister 148.
Bayern 193 ff. 204. 406 « .
Balbi 359.
Amberg 16. 145 «. 268 « . 443.
Amerika 4. 35. 41. 319 « . 342 ff.
Baldiccione , Miliadusso 161.
Amersfort 204.
Balkan 15.
Baltimore 204.
Amsterdam 203. 204.
Barcelona 203. 343 f.
Ancona 203.
Bardi 69. 108. 161. 164. 166. 405.
Anjou 163.
Orts- und Personenregister.
477
Breun 283. 446. 451 ff.
Bärenstein 251 ff. 435 ff.
Basel 88. 193. 197. 228. 411 ff.
Brügge 167. 174. 177. 180. 301.
Bauer, Merten 10.
Brugkner 30.
Baumgartner 25. 27. 32. 95. 296. 298 f. Brüssel 204. 307.
310. 313 ff. 360. 462 ff.
Bücher s. Pucher.
,
Buchführer 228. 256. 262. 282 f. 449.
Bauten 9.
Buchholz 274. 284.
Becherer 148.
Bülder 148.
Beier 439.
Beirut 204.
Bünau , von 247 f. 423.
ßuonsignori 161.
Belgien 204.
Bellanti 181.
Burgos 73. 370 f.
Berberius 187.
Bürgstein 205. 207.
Berckha 280.
Burgund 178 ff. 197 ff. 408. 411 ff.
Burkhart 49. 106.
Bern 197 f. 411.
Bernhardin von Siena 90.
Cadix 203.
Bernstein , Dr. 255. 277.
Calatrava 304.
Bernstein , Hans 263.
Calw 200 f.
Beumel 148.
Canäle r 148.
Biener 283. 451. 453.
Capistrano 189.
Bilbao 203.
Caste 11.
Bimmel 25. 28. 49. 96. 106.
Castilien 371. 375.
Bindinello 181.
Castro, Joh . de 169 f.
Bircke von der Daube 219.
Castro 293.
Byzanz 56.
Öechtitj 208.
Bodensee 194. 409.
Centurioni 180.
Böhmen 8. 24. 36. 117. 143. 180. 185.
Chemnitj 10. 224. 231. 247. 273. 423.
202 ff. 212. 221. 234 ff. 238. 244 ff.
452.
257 ff. 303 f. 311. 333. 335. 338. 347.
Chigi 181.
414 ff. 422. 432 f. 441 ff.
Chios 112.
Böhmisch -Kamnig 205. 207. '
Christian I., Kurfürst von Sachsen 3S4 f.
Bonacorsi 164. '166. 405.
Cypern 112.
Bontempelo del Calice 357 ff.
Civitavecchia 169 ff.
Bordeaux 122. 203.
Clopfer 148.
Bottner 37. ■
*
Coldit5, von 217.
Bourgneuf 195.
Conserans 41.
Bozen 195. 408.
Cornwall 7.
Brabant 179.
Coruiia 203.
Brandenburg 2 )1. 421 f.
Cronnegger 463. 474.
Brander 220. 415.
Dänemark 99. 112.
Brantner 375. 381.
Brasilien 32. 340.
Danzig 34. 99 f. 103. 359. 367. 369.
Braunschweig , Stadt und Herzöge von Datini 162.
31. 33. 37. 245. 247. 416. 434.
Dechant zu Freiberg 224.
Dell ’Antella 161.
Bräutigam 230. 233. 423.
Devonshire 7.
Breisgau 174.
Breitenbach 231. 423.
Dicke , von 99.
Breitenloer 148.
Dietrichstein , von 292 f. 342 f. 345 f.
353. 458.
Bremen 203.
Breslau 37. 100. 219.
Dyet5 148.
478
Orts- und Personenregister.
Dilln 26.
Dordrecht 203.
Dortmund 7.
Drachstedt 29.
Dresden 33. 186. 214 ff. 22Z 224. 227.
252. 257. 273 f. 415. 424. 427. 430 f.
436 f.
Dubraius 92.
Duns Scotus 90.
Ferrante , König voh Neapel 70. 171 ff.
Ferrol 203.
Flandern 13. 15. 56. 60. 167. 179 ff.
Flick 24.
Florenz 14. 60. 161. 164 ff. 405.
Fornari 305.
Forsterin 148.
Framura 169.
Frankfurt a . M. 32. 37. 74. 77. 100.
109 f. 114. 146. 152. 154 f. 204. 433.
Eck, Dr . 121 f.
474 f.
Eckkeil 148.
Frankreich 41. 56. 67. 69. 112. 146. 152.
Eduard 111. von England 7.
160. 164. 166. 195. 204. 208. 210.
Eduard IV . von England 178.
339 f. 405. 408.
Egkh , von 293.
Franzesi 69. 164. 405.
Eelch , von 352.
Frauenstein 439.
Eelchen 353.
Ehrenfriedersdorf
238 ff. 251 ff. 274. 284. Freiberg in Sachsen 33. 217 f. 227. 231.
239 f. 254. 423. 430. 435 f. 451.
286. 422. 425. 431. 438.
Freiburg i. Uechtland 197 f. 412.
Eibe 283. 446 f.
Freihainer 333 f.
Eibenstock 274. 286.
Freißlich 148.
Eisenerz 16. 119. 125 ff.
Friaul 178.
Eisfeld 21. 109 f.
Friedrich III. , deutscher Kaiser 103 f.
Eisleben 233. 433.
141.
Elisabeth von England 362. 474 f.
Friedrich der Große 123.
Elsaß 197 f.
Friedrich Wilhelm , der Große Kurfürst
Elsterberg 210.
201 f.
Engelhardt 256. 439 f.
Friedrich , Kurfürst von Sachsen 427.
England 7. 15. 41 f. 51. 56. 64. 67. 100.
111. 113. 152. 156. 158. 160. 166 f. Friedrich , Herzog von Sachsen 430.
178 ff. 182. 204. 212. 221. 250. 288. Friedrich August I. von Sachsen 114.
Friedrich , Pfalzgraf 146 ff. 269 f.
350. 369. 474 f.
Friedrich der Jüngere , Herzog von
Enns , Ostreich ob der 360. 368 f.
Tirol 128.
Erasso 330. 345 f.
Friesland 179. 240.
Erbach 313.
Fuchsin 148.
Ergasilus 158.
Füger (Fieger ) 18 f.
Ernst , Erzherzog von Österreich 128.
Fugger 5. 7. 9f . 11 f. 15 f. 25. 27. 32.
357 f.
40. 43. 46 ff. 56. 68. 73. 79. 80 f. 95.
Fachs 254. 273. 438.
102 f. 105 f. 109 f. 111. 169. 215 . 236 f.
Fano 178.
262 ff. 299 ff. 304 ff. 318 ff. 333 ff.
341 ff. 351. 360 ff. 370 ff.
Ferdinand I., deutscher Kaiser 10. 71.
73 f. 78. 80. 182. 185. 246. 258 ff. Fünfkirchen 15.
276 ff. 293. 295 ff. 299. 303 . 305 ff. Furcapaß 197.
311 ff. 323 ff. 328 ff. 343 ff. 359 ff. 362. Fürer 34. 84. 110. 159. 233. 235.
368. 441 ff. 458.
Füssen 407.
Ferdinand von Aragonien 304.
Ferdinand , Erzherzog 272. 278. 358 f. Gaetanis , de 169.
Ferdinand Karl , Erzherzog von Öster¬ Galicien 41.
Gallin 353.
reich 406.
Orts- und Personenregister.
479
; Haller 224. 352.
Galln 353.
Gastein 40. 141.
! Hallsladt 141.
Gattenhofen 367.
Hamburg 100. 168. 203.
Geyer 24. 213. 224. 238 ff. 251 ff. 274. Hansa 7. 8. 67. 96 ff. 167 ff. 177. 195.
243 f.
284. 431. 438.
Geiler von Kaisersberg 62 f. 189 ff. 202. Harrer 99. 283. 451 . 453.
Harstal , von 146.
Geising 216. 221. 228. 419.
Geldern 307.
Hartmann , Dr . 146.
Harz 6.
Geltinger 463. 474.
Gemperlein 439.
Haug 7. 12. 28. 48 f. 96. 106. 262. 280 f.
346 ff. 354 ff. 474 f.
Genua 60. lllf. 115 . 162. 168f . 307.
Georg der Bärtige , Herzog von Sachsen Haußner 211.
6. 73. 214 ff. 220 ff. 225 ff. 236 ff. Haustein , von 264.
240 ff. 244 ff. 385. 414 ff. 423. 424 ff. Hecker 148.
432. 435 ff.
Hegner 149.
Heyden 148.
Gerndorf , von 181 ff.
Heidenreich 262. 270 ff. 439.
Geringer 143.
Heinrich VI ., deutscher Kaiser 30.
Gersdorf , von 254. 438.
Ginori Lisci 161.
Heinrich , König von Portugal 108.
Giorgio (Zorzi ) 177 f.
Heinrich VIII . von Neapel 166.
Glashütte 439.
Heinrich , Herzog von Sachsen 240.
385. 432. 440 f.
Glaß 255.
Gleißmann 231.
Heinrich von Braunschweig
33. 247.
250.
Glenigk 256.
Goslar 9. 27. 31. 33. 37. 100. 244 ff. Heit 439.
433 ff.
Hengst 258 ff.
Gossembrot 299. 360.
Hennegau 179.
Gossensaß 28. 32.
Henckel von Donnersmark
11.
Hennel 223.
Gothenburg 209.
Herbrot 110.
Gotsgab 258 ff.
Herbst 262. 293. 458. 463.
Gotthardpaß
197.
Gräfenthal 109. 159. 233.
Herkloß 256. 439.
Granada 81. 371. 375.
Herwart 25. 28. 49. 73. 95. 106. 110.
Grander 73. 370.
262. 281. 299. 317 ff. 322 ff. 346.
349. 353. 360. 370.
Graupen 238. 261. 425. 431. 443.
. Hessen -Kassel 117.
Gregor XIII . 121.
i Heßler 224.
Grimaldi 305.
Heuptel 148.
Gropp 148.
Grunwald 451 ff.
Hilbrant 224.
Guadalcanal 319. 324.
Hilsen , von 283. 446.
Himmelreich 224.
Gunterode , von 224.
Günther 360. 368 ff.
Hippo 78.
Guttierez 16. 304.
Hirschfogel 25.
Hödistetter 41. 73. 81. 102. 270. 295 ff.
Guzmann 320 f. 328 f. 343 f.
353. 370. 458 ft. 475.
Hof 224.
Haag 203.
Habsburger
6. 13. 67 f. 78 f. 105. 240. Hofer 293.
279. 301. 354. 362.
Hohenschwangau
313.
Hohenstaufen
163.
Hall 19. 141. 193 ff. 297. 406 ff. 461.
480
Orts- und Personenregister.
Holland 57. 112. 134. 159. 167. 203f . 206. ] Karl der Kühne 178 f.
Karl II. von Neapel 69. 164f . 405.
Hölfel 293. 458. 463.
Karl , Erzherzog von Österreich 131.
Hopfer 264.
346 ff. 407.
Hörniann 345.
Hubmair 148.
Karlowitj , von 254. 287. 289. 423. 438.
Kärnten 11. 49. 326. 348. 353. 357.
Hufnagel 148.
461. 463. 466.
Huinpiß 25.
Hussiten 171.
Karpathen 8. 26.
Käserer 458. 465.
Huttherr 283. 446 f.
Katjbeck 49. 106. 351.
Jakob I., König von England 362.
Kawertschen 66.
Janowo 15.
Keller 243. 434.
Idria 22 f. 36. 80. 141. 270. 281. 288.
Kempten 198. 407. 411. 413.
292 ff. 362. 458 ff.
Keßler 228.
Jenbach 49 f. 106. 351.
Keswick 7. 475.
Jenits 262. 283. 288. 451. 453.
Kettwig 37.
Jemiger 283. 446 f.
Ketjler 223.
Iglau 142 ff.
Khirfelda 353.
Ilsung , Dr . 122.
Khierpuecher 353.
Ilsung , Georg 279 ff. 287 ff. 291. 326 ff. Khisl 345. 352 ff.
349. 474 f.
Khreen 353.
Imhof 25
Khronegger (cfr. auch Cronneger ) 353.
Indien 69. 91. 309.
Kleinasien 168.
Ingolstadt 151.
Knebbel 29.
Innsbruck 19 f. 293. 413. 460.
Kochel 430.
Joachimstal 28. 42. 44. 100. 117. 236. Koler 9.
245. 247. 427.
Köln 7. 60. 71. 73. 74 f. 85. 110, 235.
Jobstei 214 ff. 219 f. 222.
371 f. 422.
Johann , Herzog zu Sachsen 252. 427. König , Hans 149.
Johann Georg II., Kurfürst von Sachsen Königsberg (in Ungarn ) 26.
384.
Königsberg i. Pr . 34. 367 f.
Irland 41.
Konstantinopel
168 f. 203. 310. 464.
Ischia 70. 171 ff.
Konstanz 76.
Italien 13. 15. 55 ff. 60. 65. 68. 89. 111 f.
Kopenhagen 203.
115. 146. 160 f. 168. 182. 203. 303 ff.
Kospott , von 247.
359.
Kö &ing 146.
Juden 66. 113 ff.
Krafft 305.
Julius II. 181.
Krafter 350.
Jung 353.
Kräh wider 283. 451. 453.
Krain 348. 357. 463.
Kaff 258 ff.
Krakau 8 ff. 26 f.
Kairo 204.
Kramer
34. 367.
Kalabrien , Herzog von 166.
Kratowo 15.
Kamploff 224.
Karl V . , deutscher Kaiser 3f . 6. 35. Kraus , Dr . 434.
64. 69. 71. 73. 74. 75. 77. 78. 81. Krell 224.
82. 83. 84. 85. 87. 89. 264. 298 ff. Kremnit ; 26. 208.
305. 312 f. 360. 362. 368. 370 ff.
Kreuziger 21.
Kronburg 297. 459.
Karl I., König von England 362.
Krott 236.
Kar ! VII . von Frankreich 67.
181
Orts- und Personenregister
Li vorno 203.
Löbl 143.
Löffler 19.
Loi » 99 Ï. 101.
Loeklein 264.
Lombardei 178.
Lombarden 66. 177.
London 178. 203.
Loner 350. 474 f.
Laibach 297. 458 f.
Lothringen 197. 408. 411.
Lotter 262.
Lamberg , von 292 f. 352 f. 463. 474.
Lübeck 34. 98 f. 100. 168. 203. 367.
Landsberg 194. 198. 407. 409. 411.
Lucca 163.
Lang 34. 367.
Langenauer
7. 11 f. 28. 48. 96. 106. Luder 29.
281. 346 ff. 354 » . 474 f.
Luderstadt 21. 48. 109. 159.
Ludwig XV . von Frankreich 210.
Langhans 214. 218.
Languedoc 210.
Ludwig der Reiche 42.
Lauenstein 214. 228. 251 ff. 435.
Ludwigsburg 200 f.
Lausi tj 185.
Lüneburg 100.
Lurtscli 360.
Lauterbach 258 » . 292.
Leeuwarden
204.
Luther 61. 62. 79. 82. 88. 225.
Le Havre 32.
Madrid 75. 78. 204. 328. 334.
Leicester , Graf 475.
Madtstedt 236 f.
Leiden 167 f. 203.
Leimbach 10.
Mägerl 353.
Magyaren 56.
Leininger 353.
Leipzig 10. 20 » . 29. 33 f. 47. 100. 108. Mähren 143.
114. 146. 154. 201. 211. 222 » . 228. Mailand 122. 204 . 359.
230 f. 233. 235. 237. 239 » . 243 ff. Mainz 60.
273. 276. 283. 290 f. 385 f. 420 ff. Mayr 258 » . 276 » . 291. 441 » .
432 » . 446 ».
Malaga 203.
Leo X. 181.
Maltitj , von 430.
Leoben 6. 24. 125 ff. 347.
Manlicb 11. 28. 34. 95. 262 f. 281. 305.
Lesbos 168.
314. 337 « .
Leubel 21. 228.
Mansfeld , Grafschaft und Grafen von
6. 8. 17. 24. 29 f. 34 f. 44. 46 ff. 109.
Leutenberg 30. 42 f. 109. 159.
Levante 15. 56. 168. 305. 309. 314. 322.
159. 233. 235. 243 ff. 433.
Libau 203.
ManwiÇ 231. 255. 423.
Libethen 5. 26.
Margarete von Parma 183.
Lichtenstadt 258 » .
Marienberg 37.
Lienz 27.
Marseille 203. 305. 309.
Marth 73 . 87. 370 f. 383.
Limburg 183.
Lindau 193. 407 ».
Maschwannder
472.
Lindenau , von 34.
Mathias , König von Ungarn 26.
Link 11 f. 28. 48. 96.
Maximilian I. , deutscher Kaiser 80.
Lintacher 33.
182. 188. 292 f. 299 f. 301. 363. 372.
Linz 146.
376.
Lyon 204. 336.
Maximilian II., deutscher Kaiser 276.
Lissabon 108. 203. 382.
279 ff. 287 f. 289 ff. 327. 329 f. 342.
Küchenmeister
von Waldenburg 224.
Kufstein 32. 196. 313.
Kunell 439.
Kunze 223.
Kuppener 214 ff. 220. 224. 416.
Kurz 323 ff.
Kutler 458. 463.
Kuttenberg 92. 182. 185. 243. 246 » .
Strieder
y Studien z. Gosch , kapitalist.
Organ ituvlionsformen .
31
m
Orts- und Personenregister.
Maximilian , lir/ .herzog von Österreich Neapel 164 ff. 171 ff. 405.
358.
Neidhart 35. 95. 262.
Maximilian , Pfalzgraf hei Rhein 406. Neißer 353.
Medici 161. 170Jh 179 ff.
Neuburg (Grafschaft ) 198. 412.
Neumann 293. 296. 353. 458 F. 462 F. 474.
Medina , Johannes de 911'.
Medina 318.
Neuschloß 205. 207.
Meinel 357.
Neusohl 10 f. 15. 26. 43. 47. 300.
Meinhart 148.
New York 204.
Meißen 221. 289. 415. 417. 43S.
Niederlande 51. 108. HOF. 146. 160.
Meistersdorf 207.
182 1 235. 307. 326. 354. 422.
Nigschwig , von 224.
Memmingen 193. 264.
Mendlin 148.
Noirmoutiers 195.
Mertens 34.
Normanen 163.
Mesopotamien 168.
Nossa , von 439 f.
Nowobrdo 15.
Messina 305.
Nubien 168.
Metscbberger 262. 270 lf.
Meuerer 439.
Nürnberg 81 21. 29. 32. 34. 47. 77.
84. 96. 103 f. 1091 146. 152. 154 fl
Meuting 32.
Mexiko 5. 204.
184. 201. 204. 219. 228. 233. 235.
243 fl 260. 262. 269. 2791 288. 3111.
Middelburg 203.
326. 354. 422. 433.
Miltig , von 219. 254. 43S.
Minckwig , von 224.
Oberliebich 205. 207.
Mock 148.
Obernburger 3S1.
Modler 14S.
Obritschan 353.
Moldaugegenden
203.
Ochselmayr 148.
Moler 148.
Ofen 301.
Molina 62. 90 ff.
Olsnig 210.
Mordeisen 223 ff. 237. 240. 242. 248 ff.
Oporto 203.
252. 431 f.
Orient 56.
Morgenstern 256. 439.
Ortenburg , Graf , s. Salaniaiica.
Morig von Sachsen 100. 257. 272 if. Österreich 131. 178. 20S. 303. 316. 328.
275 ff. 385.
340. 343. 359. 389. 406 ff. 461.
Morne wech 98.
Ostland 108. 160.
Moßner (auch Moser ) 463. 474.
Ostseelünder 108. 202.
Moskau 203.
Overholz 359.
Mückenberg 238. 258. 425.
Paderborn 204.
Mühltroff 210.
Paläologen , die 16S.
Mulbergk 146.
Palästina 78.
Mulner 148.
Palermo 203.
München 186. 199.
Münsterberg , Herzöge von 6. 31. 33. Paller 11. 262.
Paradeißer 353.
Münzthal 204.
Paris 204.
Passau 141.
Nadler 146. 151.
Paul II. 70. 181.
Nancy 204.
Paul IV. 114.
Narwa 99.
Pausa 210.
Naspen 352.
Pedek 9.
Naumburg 201.
Navarrus 122.
Peyer 439.
Orts- und Personenregister.
483
Preußor 231. 423.
Peringer 258 ff.
Probst 223 ff.
Perotto , Aniello 172.
Peru 5.
Provence 164 f. 405.
Przbram 36.
Peruzzi 161. 166.
Publer 423.
Petjolt 224.
Peutinger 62. 69- 70. 74. 75. 78. 80. Puch er 230. 233. 243. 423. 434.
82. 84 f. 86. 120. 157. 165. 264. 361. Puckschka 439.
Puffler 228 ff. 233. 236 f. 240. 242 If.
Pfalz -Zweibrücken
117. 335.
248 ff. 251 ff. 431 f. 436 ff.
Pfalz -Zweibrücken , Wolfgang , Pfalz¬
Pukancz 26.
graf von 333.
Putsch 293.
Pfinzing 29.
Pfister 264.
Pflaume 34. 367.
Radeberg 43S.
Ragusa 162.
Pfluegl 296 . 353. 459. 462.
Pflug , von 6. 44. 230. 236. 247 f. 250. Raiser 319.
269. 423. 427 ff. 430.
Rammeisberg 9. 31. 33. 245. 247.
Ramsteiner 103.
Pforzheim 200 f.
Randerott 253.
Philipp II. von Spanien 328. 343 ff.
Philipp der Schöne von Frankreich Rasp 293. 463. 467. 474.
69. 182.
Ratiborzicz 36.
Philipp der Schöne , Erzherzog von Rattenberg 27.
Räuber 292 f.
Österreich 182.
Philipp , Herzog von Pommern 100. Raupennest 255. 424.
Phokäa 169.
Rauscher 33.
Pirna 457.
Ravensburg 96.
Pisa 60. 163. 169. 187.
Regensburg 60.
Pius II. 169. 180.
Reichenhall 42. 185. 193 ff. 405.
Pius V . 122.
Reichenstein 33. 37.
Platten 258 ff.
Reichstadt 207.
Plauen 210.
Reitwieser 231 . 423.
Plautus 158.
Rem 73. 370.
Pockler 29.
Remscheid 204.
Polen 8. 10. 108. 160. 201 f. 250.
Reutte 194. 198. 406 ff.
Ponte 296.
Reval 203.
Porro 359.
Rheinland 7.
Portinari 179.
Rholingk 273 fl.
Portugal 35. 57. 68. 69 . 87. 91. 107 f. Riebeisen 463. 474.
160. 170. 195. 203 ff. 324. 339 f. 344. Riechen , von 148.
381 f.
Riga 203.
Potosi 5.
Rincke 29.
Pozzuoli 171.
Ringsmaul 19.
Prag 100. 143. 185. 245. 259. 432 f. 441. Roge 34. 367.
446.
Rom 6. 42. 65 . 166.
Prager 283. 451. 453.
Romagna 178.
Prasch 353.
Romania 305.
Prato 162.
Römer , Martin 18.
Prechter 79.
Rosenberg , von 28. 36.
Preuer 367.
Rosenheim 194. 405. 410.
Preußen 31. 34. 367.
Roth 223. 255. 282 f. 449.
31’
484
Orts- und Personenregister.
Rolt , Konrad 107 F. 160.
Schneeberg 18. 22. 24. 28. 33. 37. 431. 225.
Schnöd 25.
Rotterdam 203.
Rueclai 180.
Schondel 148.
Rudoll 1)., deutscher Kaiser 36. 142ff. Schönbach 311.
358.
Schonberg , von 367.
Schönberg , von 2S3. 286. 423. 446 Ï. 453.
Rudolph , König von Böhmen 92.
Ruepp 458. 463.
Schönburg , von 246. 435.
Schönfeld 258 ff. 292.
Rullingk (cfr. Rholingk ) 439.
Schrenck 224.
Ruland , Ott 103.
Rurer 148.
Schuster 184.
Rußland 167. 202 f. 204.
Schüren , von 308.
Rußwurui 219.
Schüfe 10. 247.
Schwaiger 145.
Saatfeld 117.
Schwarz , Matheus 66. 266 Ï.
Sachsen 6. 8. 16. IS. 24. 30 If. 36. 37. Schwarza 48. 109. 159.
44. 114. 117. 156. 185 f. 208. 2 )0 ff. Schwarzenberg
274. 286.
272 ff. 384 ff. 414 ff. 433. 445. 449. Schwarzwald
16. 30. 194.
Schwaz 18 ff. 27 f. 32. 40. 42. 48Ï . 105.
Saifner 353.
300. 466 f.
Saylcr 148.
Salamanca , Gabriel , Graf zu Ortcn- Schweden 7. 112. 208 f.
Schweiz 194. 197 ff. 406 ff.
burg 292 f.
Schwerfecl 223. 256.
Salhausen , von 214 Ff. 224. 228.
Salicetus 187.
Seydtwife , Weygsch 224.
Seife 264.
Salinas , de 305 ff.
Salins 411. 413.
Sender 102. 301 f. 307.
Salza 231. 423.
Serbien 15.
Sevilla 4. 35. 203. 318 I. 323 . 344.
Salzburg 30. 141. 297. 461. 463. 467.
Sarazenen 56.
Siam 32.
San Jago 203. 304.
Siebenbürgen
143. 203. 354.
San Lucar 319.
Sigesdorf , von 352.
San Sebastian 203.
Sigismund , deutscher Kaiser 76.
St . Petersburg 203.
Sigismund I., König von Polen 10. 100.
Santander 203.
Sigismund von Tirol 32. 299.
Sauli 181.
Sigwein 19.
Scheille (?) 434.
Simon (Jude zu Frankfurt ) 152.
Syrien 305.
Schellenberg 420.
Sixtus IV . 180.
Schelm , Ph . von Bergen 146.
Sixtus V. 122.
Schemnife 26.
Sizilien 70. 78. 163.
Scherl 21. 48. 230. 233. 243 ff. 423.
Slamerstorff , von 146.
Sehet ) 182 f. 253.
Scheuer ! 24 f.
Smith , Adam 125.
Schlackenwald
25 f. 44. 235 ff. 246 ff. Smyrna 169. 204.
258 ff. 292. 420 ff. 427 ff. 433 ff. 442 ff. Soyter , Dr . 146.
Solothurn 197 ff. 411 f.
Schleinil ), von 217.
Schlesien 19. 24 f. 31. 212. 219. 235. Sonnebrunn 43.
Soranzo 161.
359. 421 f.
Schlick 6. 44. 236. 311. 427 ff.
Spanien 4. 6f . 15. 41 f. 57. 75. 160. 170.
Schlüsselfelder 284.
195. 203 f. 304 ff. 312 ff. 319 ff. 324 ff.
Schmidt 359.
333 ff. 339 ff.
Orts- mul Personenregister.
485
Thurzo 8 ff. 11 ff. 15. 26 f. 40. 43. 46 ff.
Sparsbroi 224.
106. 299.
Speier 85. 383. 474 f.
Spengler 214 ff. 219 f. 222.
Tidemann van Limberg 7.
Starschedel 224.
Tyeffenbach 148.
Stäuber 353.
Tirol 5. 6. 8. 18 ff. 27. 31 f. 40 f. 46.
Staufmehl 223.
49 f. 67. 80 f. 83. 106. 193 ff. 299 ff.
360. 363. 377. 406. 463. 466.
Steher (Stäber ) 311 ff.
Steiermark 6. 16 f. 24. 357.
Toledo 81. 85. 89. 298 ff. 300. 375. 381.
Steyg , G . von (am ) 231. 256. 423.
Tolentis , de 178.
Steinach 48. 109. 159.
Tolfa 16. 70. 169 ff.
Toscana 78. 166.
Steinberger
129 ff.
-Steinhäuser 152.
To filer 148.
Steyr
24. 42. 119. 125 ff. 142 f. Traunstein 185.
388 ff.
Treviso 178.
Stelle 29.
Triest 203. 358. 465.
Tücher 307.
Stellwagen 29.
Türkei 10. 146. 169. 171. 176. 180. 324.
Stephan , Bischof von Lucca 178.
Turkestan 32.
Sterzing 28.
Stettin 99 f.
Ulm 77. 264. 279. 327.
Stettner 352. 463. 474.
Ulrich 224. 228. 236.
Stockholm 203.
Ungarn 5. 8 ff. 10 ff. 26 i. 40. 43. 46.
Stralsund 203.
48 f. 106. 110. 143. 203. 300 f. 307.
Strafiburg 79. 192. 204.
Straub 33. 230. 233. 244 ff. 250. 423. Unterfranken 225.
Urspringer 148.
434.
Utrecht 204.
Streubl 148.
Strigl 293.
Valencia 203.
Stüber 224.
Valladolid 204.
Stuttgart 200.
Varna 203.
Sulzbach 16. 145 ff.
Venedig 14 f. 32. 60. 80. 161 f. 174.
Suntgau 197 f.
177. 178. ISO. 266. 292. 296 f. 303.
Tabor 36.
Tännfil 18 f.
Taubenhaim 439.
Taubenhain , von 224. 423.
Täufers 83.
Tetsehen 207.
Theen 353.
Thiele 224.
Thilenius 185.
Tholzanus , Petrus Gregorius 92.
Thomas von Aquino 5S ff.
Thorn S.
Thrazien 168.
Thum 238 ff. 251 ff. 274. 2S4. 431. 438.
Thüringen
11. 46. 10S. 159 f. 204.
233.
Thum , vom 352 f.
309 ff. 316. 322, 324. 327. 334. 336.
351. 357 ff. 459.
Venier 310 f.
Vigo 203.
Villach 296 f. 312. 316. 337. 346. 35S.
461. 465 ff.
Villinger 293. 353.
Voglmair 19.
Vogt 293.
Vogtland 211.
Vöhlin 25.
Volkmayr 148.
Volterra 17t.
Vom Ende 224.
Vordernberg
125 ff. 347.
Waiblinger
Walburger
353.
283. 446.
486
Orts- und Personenregister.
Wallachei 203.
Walliser Land 197.
Wallwitj 224.
Walter 224. 231. 236 f. 240. 242. 246.
248 ff. 252 f. 435.
Waltkirch 375. 381.
Wiiriin 353.
Wasserburg
185.
Wasserneuburg
296.
Wechsler 14S.
Weigmühle , von der 435.
Weyhmann
223.
Weiß 11. 148.
Weißenfels 201.
Welschland
197. 300.
Welser 7. 25. 42. 73. 79. 81. 87 ff. 95.
159. 224. 229 f. 237. 243 f. 246. 301.
308. 370. 381 ff. 423 f.
Wenzel II ., König von Böhmen 185.
Werter , von 423.
Witlebach , von 217. 223 f.
Wiedemann
33. 236, 244 ff. 434 f.
Wiederkehrer , gen . Probst 225.
Wien 289. 296 f. 303. 318. 325 . 327.
329 f. 344. 347. 461. 474.
Wigkell 303.
Willanzheim 225.
Wirsberg , W . von 150.
Witrer 148.
Wittenborg 98.
Wixstetter 152.
Wolfberger 353.
Wolgast 100.
Wolkenstein 240.
Worms 368. 370.
Wucherer 119. 141.
Zeno 157.
Zips 327.
Zorzi (Giorgio ) 177 f.
Zott 296.
Nachträge.
Strieder
, Studien
z. Gesch . kapitalist . Organisationsformen.
32
*
*S.
489
Erster Nachtrag.
Das Kupfersyndikat der Firmen Fugger und
Manlich (geschlossen im Jahre 1548).
In der Geschichte der europäischen Montanindustrie stellt sich
die Zeit der ersten Jahrzehnte des 16. Jahrhunderts als die Epoche
einer Vorherrschaft der Fugger auf dem Kupfermarkt der Welt dar.
Die Fugger hatten damals die ungarische Produktion vollständig in
der Hand , die Tiroler beherrschten sie händlerisch und kapitalistisch
wenigstens zum größeren Teil 1. Zweifellos hat die Augsburger Firma
dabei ein glänzendes Geschäft gemacht . Wenn trotzdem Anton Fugger
im Jahre 1545 daran ging, seine Vorrangstellung im ungarischen
Kupferbergbau durch Kündigung der Pacht der Neusohler Kupfer¬
gruben aufzugeben , so waren es verschiedene , wichtige Gründe all¬
gemeinerer und besonderer Art , die ihn hierzu veranlaßten . Im allge¬
meinen neigte damals Anton Fugger dazu , den sachlichen und geo¬
graphischen Bereich der Geschäfte seiner Firma soviel wie möglich
einzuschränken 2. Es versteht sich, daß er dabei die riskantesten Unter¬
nehmungen zuerst abzubauen begann . Hierher gehörte die Pacht der
ungarischen Kupferbergwerke . Wie rücksichtslos und gewalttätig die
nationale ungarische Eifersucht einer Überfremdung ihrer wichtigsten
heimischen Industrie durch das deutsche Unternehmertum entgegenarbeitetc , das hatten die Fugger des öfteren , besonders aber im Jahre
1525 sehr zu ihrem Schaden erleben müssen s. Inzwischen waren in
dem politisch zerrissenen Land die Verhältnisse noch weniger günstig
für große Kapitalinvestierungen geworden. Neben innerpolitischen
Kämpfen der verschiedenen Thronanwärter und ihrer Parteigänger,
die natürlich die industriellen Anlagen der Fugger öfters in Mitleiden¬
schaft zogen *, bildeten drohende Türkeneinfälle eine beständige Ge1 MaxJansen,
Jakob Fugger der Reiche . Studien u. Quellen
I. 3. Heft der Studien zur Fugger -Geschichte. Leipzig 1910. S. 98
und sonst.
2 Richard
Ehrenberg,
Das Zeitalter der Fugger . Geld¬
kapital und Kreditverkehr im 16. Jahrhundert . 2 Bde . Jena 1896 und
seitdem in mehreren unveränderten Neudrucken . I. Bd . S. 144.
3 J a n s e n , a a. O. S. 179 ff. und vorher.
1 F . Dobel,
Der Fugger Bergbau und Handel in Ungarn.
Zeitschrift d. hist . Ver. für Schwaben u. Neuburg . 6. Jahrg . (1879)
S. 48.
32*
490
Nachträge.
fahr für die Bergwerksbetriebe der großen Augsburger Firma in Ungarn.
Öfters heißt es in den Fuggerschen Korrespondenzen schon um das
Jahr 1543 und früher : Es stünde zu befürchten , daß die Türken — da
die Grenze bei den Bergstädten schlecht besetzt sei — einen Streifzug
nach Neusohl machen und die dortigen Bergleute in Gefangenschaft
führen würden 1.
Unter solchen Umständen versteht man es, wenn Anton Fugger
im Frühjahr 1545 König Ferdinand die Pacht der ungarischen Berg¬
werke kündigte 2. Ungern sah Ferdinand die Fugger aus dem unga¬
rischen Bergwerksbetriebe , in dem sie sich mehr als ein Menschenalter
immer großzügiger betätigt hatten , scheiden . Zwar hätte er gern das
Einkommen der Krone aus dieser ertragreichen Quelle noch mehr
gesteigert , als es in der Zeit der Fuggerschen Pacht möglich gewesen
war. Dem König, wenn auch nicht dem modernen Kenner der Schatten¬
seiten des fiskalischen Betriebs , mochte die Übernahme der Kupfer¬
gruben in staatliche Regie als taugliches Mittel hierfür erscheinen.
Wenigstens dann , wenn die Fugger durch Vorschuß der nötigen Be¬
triebsmittel und durch feste Abschlüsse auf Abnahme des Produkts,
also durch sogenannte Kupferkäufe oder Kupferkontrakte dem König
ihre Kapitalkraft und ihre Welthandelsbeziehungen für den Absatz des
Kupfers zur Verfügung stellten.
Zunächst hat sich auch Anton Fugger zu einem solchen Betriebs¬
vorschuß und zur Verpflichtung der Abnahme der Neusohler Kupfer¬
produktion bereit gefunden 3. Dann aber zog sich die Firma auch von
dieser indirekten Teilnahme am ungarischen Bergbau zurück . Der
König mußte sich nach anderen Kontrahenten für den Neusohler
„Kupferkauf “ umsehen . Neben sonstigen Bewerbern scheinen im Jahre
1545 die Nürnberger Kaufleute Bonaventura Furtenbach und Hans
Ebner die Nachfolgerschaft der Fugger in Ungarn angestrebt zu haben.
Ein Brief Anton Fuggers (Original im Fuggerarchiv 2, 3, 10) berichtet
von diesbezüglichen Unterhandlungen , die die Nürnberger durch ihren
Faktor Veit Holzschuher am Königshof führen ließen . Zu einem Ab¬
schluß haben sie nicht geführt . Anfang des Jahres 1548 begegnen wir
vielmehr einer Augsburger Firma mit Namen Matthias Manlich und
Mitverwandte als Kontrahentin des Neusohler Kupferkaufs , d. h.
als alleinigem kontraktlichen Abnehmer (natürlich gegen Vorschüsse)
der ungarischen Kupferproduktion 4. Die Manlich verpflichteten sich
1 Fuggerarchiv 2, 3, 10.
2 Do b el , a. a. O. S. 49. Der Entwurf des Kündigungsbriefes,
datiert v. 23. März 1545 im Fuggerarchiv 2, 3, 10.
3 D o b e 1, a. a. O. S. 49 und H . J . Kirch,
Die Fugger und der
Schmalkaldische Krieg . 5. Heft der Stud . z. Fuggergeschichte . München
und Leipzig 1915. S. 162 ff.
4 Vgl. in dem voranstehenden Werk S. 11. In den Quellen wird
der Augsburger bald Matthias , bald Matheus genannt.
Erster Nachtrag.
491
in dem Kontrakt während der nächsten drei Jahre (1548—1550) dem
König 39 000 Neusohler Zentner ungarisches Kupfer abzukaufen,
und zwar in folgender Verteilung : 1548 waren 12 000 Zentner , 1549
ebenfalls 12 000 Zentner und 1550 waren 15 000 Zentner abzunehmen.
Das Kupfer wurde in Krakau und Teschen von unserer Firma in Emp¬
fang genommen.
Mit dem Eindringen der Firma Matthias Manlich und Kompanie
in den ungarischen Kupferhandel war eine starke Konkurrenzbewe¬
gung und eine damit zusammenhängende Preisunterbietung auf dem
stark mit Ware übersättigten Kupfermarkt zu erwarten . Die Fugger
hatten noch große Mengen Neusohler Kupfer unverkauft in ihren ver¬
schiedenen europäischen Faktoreien liegen. Dazu erhielten sie auch
weiterhin einen beträchtlichen Teil der Tiroler Kupferausbeute.
Bisher zwar hatte das größte Augsburger Handelshaus eine Katastrophe
auf dem Kupfermarkt dadurch zu verhüten gewußt , daß es trotz
mannigfacher Absatzstockungen 1 den Kupferpreis hochhielt und lieber
weniger , als zu einem niedrigen Preis verkaufte . Auch in der Produktion
selbst h-atten sich die Fugger in den Zeiten geringerer Nachfrage eine
gewisse Zurückhaltung auferlegt . In einem Schreiben ihrer Faktoren
Hans Dernschwam 2 und Sebastian Sauerzapf an König Ferdinand ist
es direkt ausgesprochen , daß unsere Firma ihre Kupfervorräte in der
letzten Zeit ihrer ungarischen Bergwerkstätigkeit darum „ so hauffend
wachssen vnnd zusamen khumen lassen, damit sy in hohem preiss
vnd werdth “ blieben . Durch eine solche Warenzurückhaltung sollten
die „ pergwerckli nit allain in Hungern , sonnder in Tyroll vnd andern
Ewer kunigl . majestet kunigreichen vnd erblanden , auch gannzen
teutschen landen in wierden vnnd aufnehmen erhalten werden “ 3.
Um den Preis des Kupfers auf der Höhe zu erhalten , rieten die
genannten Fuggerschen Faktoren dem König nunmehr dieselbe
Politik der Warenzurückhaltung auch für die Zukunft lebhaft an.
F erdinand möge jetzt , wo die Fugger den ungarischen Kupferbergbau
nicht mehr kontrollierten , wo der König die Neusohler Gruben in
eigener Regie betrieb , die Kupferproduktion und den Kupferhandel
nicht — anarchisch werden lassen . So wenigstens würden wir im Sprach¬
gebrauch der modernen Kartellbewegung uns ausdrücken . Das liege
1 Die sehr gesteigerte Nachfrage konnte schließlich doch oft nicht
der noch schneller gesteigerten Produktion nachkommen.
2 Hans Dernschwams interessantes Tagebuch einer Reise nach
Konstantinopel und Kleinasien (1553—1555) hat jetzt nach der Ur¬
schrift im Fugger -Archiv Franz Babinger als 7. Heft der von mir
herausgegebenen Fugger -Studien veröffentlicht . München und Leipzig
1923.
3 Fugger-Archiv 2, 3, 10. Auf der Rückseite des Briefes ist die
Bemerkung angebracht : „Abkhundigung des khupfer -khaufs adi
18. July des 1547 ten .“
492
Nachträge.
nicht nur im Interesse der königlichen Finanzen , sondern der Volks¬
wirtschaft des ganzen heiligen römischen Reiches deutscher Nation,
dessen „ bedeutendste handtierung und gewerb“ der Bergbau sei.
Denn, so argumentierten diese Kaufleute ganz richtig , „wo durch
machung großer summa kupfer vnordenliche
verkhauffung bcsehehe , vnd die kupfer vilen vnd vnuermuglichen leudten,
die der zeit damit nit erwardten vnd nit auf hohen preiss halten
khundten , verkaufft , würde es nichts gewisers als den abfall der kupfer
geberen vnd bringen . Was alsdan Ewer kunigl . majestet desselben bey
allen ihren pergwerkhen in Hungern , Behaim , Tyroll vnd andern an.
irem chamerguet vnd der manschafft , auch lannd vnd leut für schaden
vnd nachteil nemen wurde , das haben Ew . kuniglich majestet als der
hochverständigist bey ir selbst genedigist zu erwegen“ .
Die Produktions - und Preispolitik , wie sie hier durch die Fuggerschen Faktoren ihren Augsburger Instruktionen gemäß vertreten und
empfohlen wurde, war vergleichsweise einfach durchzuführen , solange
die Fugger den ungarischen Bergbau als Monopol in der Hand gehalten
hatten . Auch dann noch mochte das gehen, solange der König zwar die
Produktion im Regiebetrieb führte , die Fugger aber durch den unga¬
rischen Kupferkaufskontrakt die Höhe der Produktion und die Ver¬
kaufspreise sehr stark mitbestimmen konnten . Anders wurde erst die
ganze Sachlage auf dem Kupfermarkt , seit die Manlich, wie oben be¬
richtet , den Neusohler „ Kupferkauf “ in die Hände bekamen . Wie,
wenn jetzt diese Augsburger Firma mit ihrem Neusohler Kupfer die
Fugger unterbot ? War dann Anton Fugger — wollte er im Kon¬
kurrenzkampf bestehen — nicht gezwungen, zu niedrigeren Preisen als
der junge Wettbewerber zu verkaufen . Nicht nur für die beiden kon¬
kurrierenden Augsburger Firmen , sondern auch für den ganzen Berg¬
bau des heiligen römischen Reiches mußte das sehr schlimme Folgen
haben.
Aus diesem Dilemma konnte nur ein Kartell herausführen . König
Ferdinand , der Herr von Tirol, Ungarn und Böhmen , hatte das leb¬
hafteste Interesse daran , daß es nicht zu einem Konkurrenzkämpfe
der zwei genannten Firmen auf dem europäischen Kupfermarkte kam.
Seine Finanzpolitik zum mindesten , wenn nicht seine Sorge um das
Wohlergehen eines wichtigen Zweiges der Volkswirtschaft seines Reiches
zwang ihn , den Kartellgedanken aufzugreifen und zu verwirklichen
zu suchen . Wir haben an verschiedenen Stellen des vorausgehenden
Werkes gezeigt, daß Ferdinand I. vor solchen privatkapitalistischen
Monopolorganisationsformen der Wirtschaft nicht zurückschreckte,
mochten sie noch so sehr der herrschenden Wirtschaftsethik seiner
Zeit und den klaren Bestimmungen der Reichstagsbeschlüsse entgegen¬
stehen . Unbeirrt von wirtschaftsethischen Gedanken nahmen Ferdinand
und seine Kammerräte als willige und gelehrige Schüler der großen
Kaufleute des Zeitalters des deutschen Frühkapitalismus das Syndikats¬
projekt auf. Mehr noch, sie setzten ihrerseits viel Mühe und Arbeit
3
Erster Nachtrag.
493
daran , um cs einer Verwirklichung entgegenzuführen . Auf den Rat
Anton Fuggers hin hatte Ferdinand I. bereits 1548 in den Kupfer¬
kaufskontrakt mit der Firma Matthias Manlich und Compagnie 1
die Bedingung gebracht , daß die Manlich den Kupferpreis auf derselben
Höhe halten sollten, wie er zurzeit auf dem wichtigen Kupfermarkt
Antwerpen gang und gäbe war . Nur dann durften die Manlich im Preise
herabgehen , wenn die Fugger das ihrerseits tun würden . Damit aber
letzteres nicht geschähe, wies der König in einem interessanten Schrei¬
ben (Augsburg , den 21. Januar 1548 datiert ) Anton Fugger an , den
bisherigen Kupferpreis „ erhalten zu helfen“ . Man sieht aus dem Briefe
absolut eindeutig , wie hier von Ferdinand ein Preiskartell der Fugger
und Manlich vorbereitet , ja direkt anbefohlen wird 2. Es war also
durchaus der Wahrheit entsprechend , wenn ein Augsburger Gutachten
des 16. Jahrhunderts die Behauptung aufstellte : Monopole, Kartelle
und andere privatkapitalistische Organisationsformen würden nicht
nur von den Kaufleuten angestrebt , auch das Fürstentum betätige
sich umfassend nach dieser Richtung hin 8.
Das von Ferdin and I. gewünschte und eingeleitete Kupferkartcll
zwischen den Fuggern und der Firma Matthias Manlich und Companie
ist im Februar des Jahres 1548 in Schwaz, wo Anton Fugger in diesen
unruhigen .Jahren (schmalkaldischer KriegI ) öfters weilte, zwischen
Anton Fugger und Matthias Manlich persönlich abgeschlossen worden.
Es stellt sich in seinen einzelnen Paragraphen teils als Preiskartell,
teils als Gebietskartell dar . Der Wortlaut der Abmachungen ist fol¬
gender:
1 Der Kontrakt ist mir nicht zur Hand . Ich vermute , daß er im
Finanzarchiv zu Wien liegt . Im Fugger -Archiv (2, 3, 10) findet sich
ein Auszug, dem ich folgende, auf das Kartell bezügliche Stelle ent¬
nehme : „Vnnd damit der kauft vnnd precio des kuphers , inmassen
durch die Fuggerischcn zu Anntorff gephlcgen würdet , in ainer gleichait
erhalten werde, so solle vilbemelter Mathcs Mandlich vnd sein mituerwondten , wie er sich ze thuen bewilligt , erpoten vnd zugesagt hat,
mit diesem erkhaufften kupher auch in kainen weg auf ain wenigers
fallen, sonnder bey demselben vesst vnnd statt beieiben . Dagegen
wellen die kunigl . majestät mit dem Fugger lianndlen von wegen der
kupher , die er diser zeit noch bey hannden hat , damit er, oder dicjhenigen , so kupher von ime kauffen , im yctzigen precio nicht fallen.
Wo aber solches durch ine, Fugger , oder die, so das kupher von ime
kauffen , beschehe, vnnd das genuegsamlichen ausfundig gemacht
würde , so solle er, Mandlich, vnnd sein mitverwondt , dises artickels
halben auch vnuerpunden sein.“
2 Der bedeutsame Brief ist weiter unten in extenso von mir ab¬
gedruckt.
3 Vgl
. im voranstehenden Werke S. 79, S. 362 und sonst.
2
*
494
Nachträge.
„Vergleichung , so herr Antoni Fugger mit dem Matheus Manlich
gemacht , betreffent das verkauften des vngrischen kupher.
Auf der römischen ku . mt. 1, vnsers allergenedigisten herrn beuelch,
das sich Anthoni Fugger mit dem herren Matheus Manlich vnd mituerwandten soll vergleichen von wegen des kupfer verkauffens , haben
sy sich pede a verglichen , wie nachuolgt:
a) Erstlich zu Cracaw, Presslaw , Thorn vnd Tanizka 3 sollen die
Fugger kain [Kupfer ] aida verkauften von disen sortten : der gmain
gossen vnd in schrot , der Vierkant , mittl vnd rund scheiben. Was aber
anndere sort , sollen die Fugger an gemelten ortten im verkauften
vnuerpunden sein vnnd soll sich die zeit anfachen , wann die Manlichischen ire kupfer an dise ort pringen.
b) Im Niderlandt , als zu Annttorff 4 vnd Ambsterdamb , sollen
bede tail frey sein vnd mugen verkauften ires gefallens.
c) Was aber für Hispania dienlich, haben die Fugger hiezuuor ain
vertrag , der soll inen also pleiben ; vber vnd ausserhalb desselben Ver¬
trags soll yeder tail mit verkauften , auch selbs ze schickhen vnd contrahieren der kupfer per Hispania frey sein.
d) Mit dem kunig von Portugal haben die Fugger ainen kauff,
der solle inen also peleiben ; aber furohin soll jedem tail zu contrahieren
vnd verkauffen disem kunig , auch kupher daselbsthin zeschickhen,
frey sein nach yedes gefallen.
•
e) Mit dem verkauffen für Franckhreich oder an dieselben ort
zeschickhen von Annttorff aus, soll den Manlichischen allain erfolgen,
ausserhalb das die Fugger an die ort im Adriatischen mör, in Franckh¬
reich vnnd ander ort in Ytalia mugen frey schiffen, wo es inen gelegen
ist.
f) Es sollen auch pede tail im precio pleiben in allem verkhauffen
im Niderlandt , wie die Fugger bisher verkaufft haben , vnd darinn
gar nit fallen, sy kondten es dann ainer höcher verkauffen , das soll
demselben zu guet körnen.
g) Die Manlichischen sollen an andere ort , da die Fugger kupher
haben , mit schickhung ircr kupher in rue steen , biß die Fugger ire
kupher gar verkaufft haben.
h) Die Fugger sollen auch hinfüro im Niderlandt kain kupfer mer
auf finanz verkauffen , das dieselben kupfer aida in ringerm 6 precio,
dann wie sys yetzo geben, verkhaufft werden . Wo solchs vnd so offt
das beschehe , sollen sy den Manlichischen von yedem eenten 6 ain
guldin reinisch münz bezalen on alle widerred. Dagegen sollen auch die
1 =Kgl . Majestät.
2 «=
beide.
3 Danzig.
4 Antwerpen.
6 geringerem.
=
6 Zentner.
Erster Nachtrag.
495
Manlichischen im Niderlandt auch kain kupher auf finanz geben, das
wider in ringerm 1preys möcht verkaufft werden , auch ire kupfer , so
sy in Polln , Schlesy vnd Preissen werden verkhauffen , dermassen
handlen , das die nit ins Niderlandt gefuert . Wo aber die Manlichischen
im Niderlandt die kupfer auf finanntz , wie oblaut , geben, oder von
gemelten ortten deren ainiche ins Niderlandt gefuert vnd betretten
wurden , so sollen sy den Fuggern von jedem centen ain guldin reinisch
in münz zutzalen verfallen sein, so offt das beschicht , on alle widerred.
i) Ynnd soll dise beredung pleiben vnnd weren, solang der Man¬
lichischen vertrag werdt.
k ) So bewilligen die Manlichischen , das die ku . mt. 2 vnangeschen
irs yezigen Vertrags den Fuggern die 12871/a ctr . gossen kupfer erfolgen
lassen.
Dises alles war, vesst vnnd statt zehalten , haben obgemelte Antoni
Fugger vnnd Matheus Manlich an einander zuegesagt . Zu vrkhundt
sein diser Vergleichung zway in gleichem laut geschribcn , die jeder mit
aigner hanndt vnderschriben hat . Beschehen zu Schwatz , am Werten
tag Februari , im achtvndvierzigisten jarc “ 3.
Ein Brief Anton Fuggers 4 an seinen hochbegabten und treuen
Faktor Hans Dernschwam , der sich viele Jahre lang in den ungarischen
Bergwerksunternehmungen der Fugger bewährte und der auch die
Unterhandlungen über das Kartell mit König Ferdinand und seinen
Kammerräten zu führen hatte , gibt uns noch etwas ausführlichere
Einsicht in die einzelnen Paragraphen des Syndikatsvertrags , als es
der Wortlaut der endgültigen Fassung zu tun vermag . Nach § a) des
Syndikats sollte der Firma Matthias Manlich und Companie in Krakau,
Breslau , Thorn und Danzig der Verkauf bestimmter gegossener und
geschmiedeter Kupferprodukte Vorbehalten sein. Andere Sorten
sollten dortselbst auch die Fugger verkaufen dürfen.
Der § b), wie er in dem Kartellstatut vorliegt , war das Produkt
längerer Verhandlungen gewesen. Matthias Manlich hätte es gern ge¬
sehen, wenn die beiden Firmen in Antwerpen und in Amsterdam ihr
Kupfer gemeinsam verkauft hätten , so zwar, daß bei den jeweiligen
Aufträgen jede der beiden Firmen die Hälfte der bestellten Ware zu
liefern hatte . Aber Anton Fugger wollte hiervon nichts wissen. Er wies
1 =geringerem.
2 Königl. Majestät.
3 Fuggerarchiv 2, 3, 10.
4 Datiert Schwaz , 7. Februar 1548. F . A. 2, 3, 10. Über das
Zustandekommen des Kartells berichtet Anton F’ugger an Dernschwam:
„ . . . . Matheis Mandlich hatt mich erstlich angesprochen , das er hab
sambt sein mituerwonten den kupherkauf mit der khunigl . majestät
getan , vnnd weil wir auch vil kupher haben , wolt er sich mit mir ver¬
gleichen, damit khainer dem anderm im verkauften schaden thette.
Darauf ich ime anzaigt , das ich dißhalb von der khunigl . majestät
beuelch hab .“
496
Nachträge.
darauf hin, daß die eine Firma mit der anderen darunter zu leiden
hätte , wenn ihre Faktoren an schlechte Zahler verkauften . Hieraus
müßten Vorwürfe und Streitigkeiten entstehen . So wurde denn für die
Niederlande nur verabredet (§f), daß man ein und denselben Verkaufs¬
preis wahren , im übrigen aber selbständig handeln sollte. Um den
Antwerpener Kupfermarkt nicht mit Ware zu überschwemmen,
wurden die Manlich verpflichtet , bei Verkaufsabschlüssen in Polen,
Schlesien und Preußen dafür zu sorgen, daß die Ware nicht nach Ant¬
werpen ging. Geschah das doch, so hatten sie eine Konventionalstrafe^
in der Höhe von einem rheinischen Florin pro Zentner an die Fugger
zu zahlen (§ h).
Auch die folgenden Bestimmungen des Kartellstatuts hatten den
Zweck, den Kupferpreis gerade in den Niederlanden zu stützen . Aufs
strengste sollte beiden Kontrahenten verboten sein, in den Nieder¬
landen Kupfer „ auf Finanz “ zu verkaufen , d. h. sie sollten jene häufig
geübte Verquickung von Finanz - und Handelsgeschäft unterlassen,
wobei einem geldbedürftigen Fürsten statt Bargeld eine gangbare Ware
in der Weise geliehen wurde , daß er nach bestimmter Zeit eine ent¬
sprechende Geldsumme dafür zurückzahlen mußte . Dem Kaufmann
waren solche Geschäfte zunächst angenehm . Er verdiente doppelt
dabei : einmal an den Zinsen des Darlehns und zweitens an dem Ab¬
satz der Ware . Auf den Markt freilich vermochten diese Manipulationen
nicht gerade günstig zu wirken . Nur in der ärgsten Geldverlegenheit
pflegten sich die Fürsten auf sie einzulassen . Es versteht sich von selbst,
daß der fürstliche Warenempfänger oft in seiner Finanznot die ge¬
liehene Ware zu Schleuderpreisen abstoßen mußte , um seine leeren
Kassen notdürftig aufzufüllen . Aus diesem Grunde verbot das Kartell
das Verkaufen von Kupfer „ auf Finanz “ . Wenigstens im allgemeinen.
Wünschte einer der Kartellkontrahenten dennoch solche Geschäfte
zu machen , so mußte er seinem Komparenten einen rheinischen
Florin Buße für jeden „ auf Finanz “ verkauften Zentner Kupfer geben.
In den romanischen Ländern waren die Verkaufsbeschränkungen
der beiden kartellierten Firmen verschieden geregelt . In Spanien
hatten sowohl die Fugger wie die Manlich feste Verkaufsabschlüsse
mit einzelnen Firmen getätigt . Die sollten ihre Gültigkeit behalten.
Im übrigen engte keine Bestimmung dort die freie Betätigung der
beiden Handelsgesellschaften ein. In Portugal war vonseiten der
Fugger mit dem König ein fester Kupferlieferungsvertrag — das Kupfer
ging zumeist in die portugiesischen Kolonien — abgeschlossen worden.
Der Vertrag blieb voll in Kraft . In Zukunft sollte es jedoch auch den
Manlich freistehen , mit der portugiesischen Krone Kupferlieferungs¬
verträge abzuschließen . Auch der übrige Kupferhandel der beiden
Firmen in Portugal wurde durch das Kartell nicht berührt.
In Frankreich , wo die Fugger vergleichsweise geringe geschäft¬
liche Beziehungen seit jeher unterhielten , die Manlich dagegen alte und
weitverzweigte Verbindungen besaßen , in Frankreich,wohin die Fugger
3*
Erster Nachtrag.
497
insbesondere bisher nie Kupfer gesandt hatten *, blieb den Manlich
das Feld im wesentlichen überlassen . Die Fugger verpflichteten sich
in dem Kartellstatut , kein Kupfer von Antwerpen auf dem Landwege
nach Frankreich zu bringen . Dagegen scheint Anton Fugger seiner
Firma die Verschiffung von Kupfer nach Frankreich in dem KartellStatut offengehalten zu haben . Wenigstens wird an der Stelle des
KarLellvcrtrags , wo davon die Rede ist, daß die Fugger ihr Kupfer in
die Städte am adriatischen Meer 2 und sonst nach Italien frei verschicken
dürfen , als erlaubter Bestimmungsort Fuggerscher Schiffsladungen
mit Kupfer auch Frankreich genannt (vgl. § c). Ich vermute , daß cs
sich um Häfen in Südfrankreich dabei handelt . Dort war Marseille
wenigstens in den siebziger Jahren des 16. Jahrhunderts ein wichtiger
Ausfuhrhafen für deutsche Metallartikel (sogenannter Quincailles
d’Allemagne) in die Levante 8. Aber auch andere südfranzösische Häfen
können die Fugger gemeint haben , in die sie ihrem Tiroler Kupfer
etwa von Genua her den Seeweg offenhalten wollten.
Das Kartell von 1548 bot den Fuggern die erwünschte Gelegenheit,
ihre ungarische Handlung vollends zu liquidieren , d. h. ihre ungarischen
Kupfervorräte in Ruhe abzusetzen . Einschließlich dei- 1287l/s Zentner
gegossenes Neusohler Kupfer , die sie unter Zustimmung der Manlich
noch vom König zu fordern hatten (§ k). Eine rücksichtslose Kon¬
kurrenz konnte ihnen dabei von der Firma Manlich nun nicht mehr
gemacht werden , denn über die genannten Abmachungen hinaus er¬
hielten die Fugger in dem Syndikat von 1548 von ihrem wichtigsten
Kupferkonkurrenten noch das Versprechen , daß die Firma Manlich
an andere als die im Statut genannten Plätze kein Kupfer schicken
dürfe, bis die Fugger das ihrige verkauft hätten (§ g).
Als Dauer des Kartells sind in dem Statut vorläufig drei Jahre vor¬
gesehen. Auf dieselbe Zeitdauer war ja auch der Manlichsche Kupfer¬
kaufskontrakt mit Ferdinand I. abgeschlossen worden . Der Syndikats¬
kontrakt war in doppelter Ausfertigung ausgestellt und eigenhändig
von den beiden Kontrahenten unterzeichnet.
Das Kartell von 1548 bietet ein interessantes Gegenstück zu dem
Kupfersyndikat vom Jahre 1498, an welchem die Fugger führend
1 „Dieweil er, Manlich, in Franckhreich vil khenung vnd khundt•chafft hatt , vnd wir nie kupher hinein gfüert . .
2 Anconaz. B. war eine Stadt an der Adria , die sehr oft den
Fuggern als Einfuhrhafen für Kupfer diente , das an die Päpste ver¬
kauft worden war. Vgl. Alois Schulte,
Die Fugger in Rom 1495
bis 1523. 2 Bdc. Leipzig 1904. I. Bd . S. 191 f. 2. Bd . S. 149.
3 Vgl
. Paul Masson,
Histoire du commerce française dans
le Levante , au XVIIc siècle. Paris 1897. S. XI . Dazu Jakob
Strie¬
der, Levantinische Ilandelsfahrtcn deutscher Kaufleute des 16. Jahr¬
hunderts (Meereskunde Heft 149). Berlin 1919. S. 17.
498
Nachträge.
beteiligt waren, und auf das bereits Ehrenberg aufmerksam gemacht
hat 1. Es bietet auch ein Gegenstück zu den kartellistischen Abma¬
chungen, die wiederum unter starker Anteilnahme, ja man darf sagen,
unter dem Druck des deutschen Königs im Jahre 1515 die Fugger und
die Augsburger Firma Gebr. Höchstetter u. Co. vereinbarten. Damals
war den beiden großen Handelshäusern für die Zeit von 1520—1525
gemeinsam ein Handelsmonopol für die gesamte Schwazer Kupfer¬
ausbeute (die weitaus bedeutendste Tirols) von Maximilian I. über¬
tragen worden. Gegen eine bedeutende Anleihe selbstverständlich!
Damit nun im Kupferhandel die Höchstetter gegenüber den Fuggern,
die daneben die ungarische Kupferproduktion absolut beherrschten,
nicht allzusehr ins Hintertreffen gerieten, vereinigten sich die zwei
Firmen in einem Kartell zu folgenden Sicherungen der Absatzmöglich¬
keiten der Tiroler Produktion. In Hochdeutschland und Italien sollte
nur Tiroler Kupfer verkauft werden. Ungarisches Kupfer durfte
während der Vertragsdauer nicht nach Hochdeutschland oder Welsch¬
land gehen.
Dagegen waren die Niederlande für die Zufuhr von ungarischem
Kupfer freigegeben. Wenn die Fugger dorthin die Ausbeute ihrer
ungarischen Bergwerke und der mit diesen zusammenhängenden
Hüttenwerke versenden wollten, so sollte ihnen dabei auch der Trans¬
port durch Hochdeutschland erlaubt sein. Voraussetzung— unter An¬
drohung der Konfiskation der Ware durch den Kaiser— war, daß die
Fuggerschen Beauftragten kein Kupfer unterwegs in Hochdeutsch¬
land verkauften. Selbst jenes ungarische Kupfer, das sich nach Ab¬
lauf des vierjährigen Kartellvertrags noch innerhalb Hochdeutsch¬
lands auf dem Wege ins Niederland befand, sollte nicht in Hoch¬
deutschland oder Italien verkauft werden dürfen, sondern ins Niedcrland weitertransportiert werden. Nur ein paar Ausnahmen zugunsten
der Fugger wurden in den Syndikatskontrakt aufgenommen. Die
eine bezog sich auf den Verkauf ungarischen Kupfers der Fugger
in Thüringen. Der größte Teil der in den ungarischen Bergwerken
geschürften Schwarzkupfererze wurde in den Hüttenwerken des
ungarischen Handels der Fugger in Neüsohl (Oberungarn) und in
1E h r e n b e r g, a. a. O. I. Bd. S. 369 ff., S. 417 ff. Vgl. auch
Jansen,
a. a. O. S. 52 ff. Schon 1494 berichtete Hans Maltitz,
oberster Bergmeister in Österreich an die Statthalterei in Innsbruck,
die Fugger brächten ungarisches, in Kärnten von ihnen gesaigertes
Kupfer nach Venedig zum Verkauf. Sic wollten damit einen Druck
auf die Baumgartner ausüben, die den Schwätzer Kupferkauf inne¬
hatten . Die habsburgischen Behörden erkannten bereits damals, daß
durch einen Konkurrenzkampf des Tiroler und ungarischen Kupfers
in Italien die Habsburger als Regalherren den größten Schaden hätten.
1494. 6. August. Statthaltereiarchiv Innsbruck. Kopie. Pestarchiv
XXXIX . 103.
Erster Nachtrag.
499
Hochklrch (bei St . Georgentlial in der Nähe von Ohrdruff itn Thü¬
ringer Walde) gesaigert 1. Nun hatte Jakob Fugger vom Kaiser die
Erlaubnis erhalten , von seiner Thüringer Hütte Hochklrch (oder
St . Georgenthal wie sie auch genannt wurde ) aus die Thüringer
Kesselschmiede mit Kupfer zu versorgen 2. An diesem Rechte sollte
auch der Kartellvertrag nichts ändern , obwohl er den Fuggern im
allgemeinen den Verkauf von ungarischem Kupfer nur in den Nieder¬
landen gestattete.
Eine zweite Ausnahme erlaubte den Fuggern für einen mehr
privaten als kaufmännischen Bedarf 1000 Zentner ungarisches Dach¬
kupfer auf der Donau nach Süddeulschland zu schicken . Das Kupfer
war für die Bedachung Fug'gerscher Häuser und der Heilig-KreuzKirche in Augsburg bestimmt 3.
Über die Wirksamkeit des Kupferkartells von 1515 (Abschlu߬
jahr ) ist ebensowenig wie über diejenige des Syndikats von 1548
etwas aus den mir zur Zeit zugänglichen Akten zu erkennen . Auch
so erhellt schon aus der Tatsache ihres Abschlusses manches Wichtige
für die Kartellgeschichte . Zum mindesten das Syndikat von 1548
war eines von denen, die der Zeit einer schweren wirtschaftlichen
Depression auf einem bestimmten Marktgebiet ihr Dasein verdankten,
also eines jener „Notstandskinder “, von der in der Streitfrage der¬
jenigen Nationalökonomen gesprochen wird , die sich mit den Ent1 Näheres auch über diese Technik bei J . Strieder,
Die In¬
ventur der ^ Firma Fugger aus dem Jahre 1527. Tübingen 1905.
S. 44 f.
2 Aus dem Wortlaut der Aussagen Jakob Fuggers („ Die weil
mir Kays . Maiestät . . . verwilligt hat , das ich auff meiner hüten zu
Jörigental daselbst im lannd den Kesselschmiden zu verarbeiten
Kupher verkauften . . . mag) ist nicht klar ersichtlich , ob es sich um
Verkauf oder um verlags-systematischc Versorgung der Thüringer
Kesselschmiede mit Kupfer handelt . Die Ausdrucksweise von Jansen
a. a. O. S. 115 ist irreführend . Jedenfalls haben die Fugger einige Zeit
später Kupfer - und Messingkessel in großen Mengen herstellen lassen,
um sie in die portugiesischen Kolonien an der Goldküste Afrikas zu
verkaufen . Ich komme auf diese noch völlig unbekannten kolonialen
Handelsbeziehungen der Fugger in der 1. Hälfte des 16. Jahrhunderts
näher zu sprechen in meinem Buch : Aus Antwerpener Notariats¬
archiven . Regesten und Urkunden zur deutschen Wirtschaftsgeschichte
des 16. Jahrhunderts . Das Werk , das mit Unterstützung der histo¬
rischen Kommission bei der bayrischen Akademie der Wissenschaften
in den Jahren 1917 und 1918 in Belgien entstand und Ende Oktober
1918, kurz vor unserem Rückzug aus Antwerpen fertiggestellt wurde,
konnte der Ungunst der deutschen Wirtschaftslage wegen bisher
leider nicht gedruckt werden.
3 Jansen
, a. a. O. S. 115 f.
500
Nachträge.
stehungsgründen der Kartelle beschäftigt haben 1. Wichtiger er¬
scheint mir das Folgende : Gerade auch das Kartell von 1548 zeigt
uns das, was ich als Leitmotiv großer Teile des voranstehenden
Werkes immer wieder betonen mußte . Es zeigt den innigen Zusammen¬
hang auf, der zwischen der staatlichen Finanznot und der Genesis
jener kapitalistischen Organisationsformen besteht , die wir Kartelle
nennen . Der Fürst , der sein Bergwerksregal vor einer Wertminderung
bewahren will, kommt , von Erwägungen der staatlichen Finanzpolitik
ausgehend , zu derselben Forderung eines Syndikats , zu der die Unter¬
nehmer ihr privatwirtschaftlicher Gesichtspunkt drängte.
Beilage 1. Ferdinand I. an Anton Fugger . Der König bereitet
das Kupfersyndikat zwischen den Fuggern und der Firma Manlich
vor . Augsburg , 21. Januar 1548. Fugger -Archiv 2, 3, 10.
Ferdinand von gottes genaden römischer , auch zu Hungern vnnd
Behaim etc . khunig etc.
Lieber , getreuer ! Wir wellen dir genediger maynung nit ver¬
halten , das wir vns yetzo mit vnserm vnnd des reichs lieben getreuen
Mathiasen Mandlich vnd seinen mituerwondten alhie in Augspurg
aines kupferkauffs halben in handlung eingelassen vnd denselben also
auf drey jarlang mit etlichen conditionen abgehanndelt vnd beslossen.
In welcher kupherkauffsvergleichung wir aber mergemeltem Mathiasen
Mandlich vnd mitverwondten mit ernst auferlegt vnd eingepunden,
das sy bestimbte zeit in solchem kupfferkhauff , wirdigung vnd precio
deßselben , in massen wie der yetzo zu Annttorff gangper ist , aller¬
ding peleiben vnd dauon khaines wegs fallen, noch in demselben
ainiche minderung , merung oder enderung thuen oder machen sollen
etc . Wie sy sich dann sollichs vnder annderm genuegsamlich gegen
vnns verobligiert vnd verschriben haben.
Vnnd dieweil dann sollich hievorgeschribner Vorbehalt der wir¬
digung vnnd precii angezaigtes kupherkhauffs gegen vermeltem Mand¬
lich vnd mituerwondten mit deinem guettem wissen vnd sonderlich auf
dein selbst Tätlich guetbedunckhen beschehen vnd erfolgt ist , so gelanngt demnach vnser genedigs beger an dich, du wellest also gleichermassen sampt denjhenigen , so kupfer von dir erkauffen vnd annemen,
in dem khauff nicht fallen oder abweichen, sunder die wirdigung vnnd
precium des kupfferkhauffs hieuorgeschribner gestalt neben vnns , fürnemblichen in bedacht , dieweil solliches allen vnsern Tirolischen , Newsollerischen vnd anndern kupferperckhwerchen zu wolfart , nutz vnd
guettem geraichen mag, erhalten helfen.
Vnd sunderlichen haben wir mit ernenntem Mandlich auf vorbemelt . dein beschehen anzaigen vmb souil ernstlicher handlung gephlegen , damit er von yetziger wirdigung vnd precio des kupferkaufs
nicht fallen solle, im fall aber , wo das durch dich oder diejhenigen , so
1 Vgl . J . Strieder,
Ein Kartell deutscher Kaufleute aus dem
Jahre 1743. Historisches Jahrbuch 1911. S. 50 Anm . 3.
Erster Nachtrag.
501
das kupffer von dir kauften , beschehe (das doch nit solle), so hat ime
gedachter Mandlich lautter vnnd austruckhenlich beuorbehalten,
darinnen alsdann auch vnverpunden zu sein. Derwegen wird est du
dich sampt denjhenigen 1hierinnen der notturfft nach zuuerhalten
wissen, damit es also bey angezaigter wirdigung vnd precio erhalten
werden muge . Wie wir vnns dann soliches gantz gnedigclich zu dir
versehen , auch das hinwiderumb in gnaden vnnd guettem erkhennen
vnnd bedennckhen wellen. Daran beweist du vnsern sundern angenemen willen vnd gefallen.
Geben in vnser vnd des reichs stat Ausgpurg , den ainundzwaintzigisten tag Januari anno etc . im achtundviertzigisten , vnserer reiche
des römischen im achtzehenden , vnd der anndern im 22ten . Ferdinand.
Ad mandatum domini regis proprium : Philipp Breyner , Melchior von
Hobereckh , M. Zeller.
An Herren Anthoni Fugger außganngen.
Auf der Rückseite : 1548. Copi der kon . mt. 2bevelch an herrn
Antoni Fugger , sich mit dem Mathias Manlich des kupherkauffes halb
zü vergleichen . 283.
Beilage 2. Kupfersyndikat der Augsburger Firmen Fugger und
Höchstetter zum Zwecke der Monopolisierung des hochdeutschen und
des italienischen Marktes für das Schwazer Kupfer . Der Kartell¬
kontrakt ist abgeschlossen i. J . 1515. Das Kartell soll 1522 beginnen.
Original-Papierhandschrift besiegelt mit dem aufgedrückten grünen
Wachssiegel der Aussteller . Haus -, Hof- und Staatsarchiv , Wien . All¬
gemeine Urkundenreihe.
Wir nachgeschriben mit namen Jacoben Fugger für mich unnd
anstat meiner gebruedersson , der ich mich hierinn annymb unnd
mächtig , auch all mein unnd ir erben , auch wir Ambrosy unnd Hanns
die Höchsteter gebruèder fur unns , unnser mitverwanndten unnd
erben bekennen : Als der allerdurchleuchtigist , grossmächtigist furst
unnd herr , herr Maximilian römischer kayser , zu allen Zeiten merer
des reichs in Germanien , zu Hungern , Dalmacien , Croacien etc . konig,
erzherzog zu Österreich , herzog zu Burgundi , zu Brabannt unnd
Phallnzgrave etc. unnser allergenedigister herr yezo abermals ainen
Silber- unnd kupherkauff von newem auff vier jar lanng , die sich zu
eingeendem funfzehenhundertisten unnd zwainzigisten anfahen unnd
zu ausgeenden funffzehenhundertisten unnd dreyundzwainzigisten
jarn enden werden , mit unns beslossen unnd auffgericht hat , darinn
unnder anderm lauter begriffen ist , das wir unns genugsamlich verschreyben , damit wir in obberurter zeit kain annder frömbd kupfer
in Hochtewtschlannd noch Welschlannd fueren noch vertreyben sollen
1 Hier hat der Kopist wohl ein paar Worte übersehen , die etwa
lauteten : so das Kupfer von Dir (Anton Fugger ) kaufen.
2 =Kgl . Majestät.
502
Nachträge.
noch wollen, das demnach ich offtgenanter Fugger fur mich unnd
anstat obbestimbter meiner gebrueders son, all mein unnd ir erben,
auch wir Ambrosy unnd Hanns die Iiöchsteter für unns und unnser
mit verwandten unnd erben Zusagen, geloben unnd versprechen wissent¬
lich hiemit in crafft dits briefs also, das wir, noch kainer unnser mitverwanter , noch erben , noch yemands annderer von unnsernwegen
noch in unnserm namen die berurten vier jar lanng dhain 1 annder
frembd , dann allein die Swazer kupher in Hochtewtschlannd noch
Welschlannd fuern noch vertreyben sollen noch wollen.
Unnd nachdem unns aber hierinn das Niderlannd Vorbehalten
ist, ob wir dann annicherlay frembd kupfer auff Strassen durch Tewtschlannd in das Niderlannd fuern wurden , so sollen und wollen wir dhains 1
derselben frembde kupher , so wir auff denselben angezaigten Strassen
fuern werden, daselbst die berurten vier jar lang nicht verkauften,
sonnder allain inn das Niderlannd fuern unnd vertreyben . Unnd ob
aber derselben frembde kupher , so wir dieselben vier jar lanng gefuert heten , etwas uberbeleiben wurden auff den Strassen, wa die
legen , so sollen wir dieselben uberbeliben frembde kupher in Hoehtewtschland nach ausgang der obbestimbten vier jar auch nicht ver¬
kauften , sonnder in das Niderlannd fuern . Wo aber , als doch kains
wegs sein noch beschehen soll, ainnich annder frembd kupher durch
unns , oder yemands annderer von unnsern wegen, oder in unnserm
namen in berurter anzal jar unnd kupherkaufs in Hochtewtschlannd
und Welschland annders dann wie obstet durch unns gefuert , ver¬
kauft und vertriben gefunden wurden , so soll alsdann sein kays . mt.
gut macht , fueg unnd recht haben , unns darumb wie sich gebürt zu
straffen unnd sonnderlich dieselben frembde kupfer , wa die betreten
und gefunden wurden , als verfuert und verfallen gut , zu irer mt.
hannden zu nemen unnd behalten.
Doch mir Jacoben Fugger unnd mein gebrueders sonen hierinn
Vorbehalten : Dieweil mir kays . mt . hierüber ain sonndern verwilbrie ff
gegeben unnd darinn verwilligt hat , das ich auff meiner hüten zu
Jörigental , daselbst im lannd den kesselschmiden zu verarbaiten,
kupher verkauften , auch ain tausend centen tachkupher von Unngern
auff der Thonaw — innhalt seiner kays . mt . passbrieff — herauff
fuern mag, so soll mir dise mein verschreybung daran kain Ver¬
hinderung noch nachtail bringen . Alles trewlich unnd ungevarlich.
Des zu urkundt haben wir obgenanten Jacob Fugger , auch Am¬
brosy und Hanns gebrueder die Hochsteter unnser yeder sein aigen
innsigcl hiefurgetruckht . Beschehen am newnzehenden tag des monats
Novembris nach Cristi gebürt funffzehenhundert unnd im funffzehennden jare.
1 d . h. kein.
2
503
Zweiter Nachtrag.
Anton Fugger und das mitteleuropäische Zinn¬
monopolisierungsprojekt vom Jahre 1550 ff.
Auf Seite 264 ff. des voranstehenden Werkes habe ich ausführ¬
lich über den kühnen Versuch des Augsburger Kaufmanns Konrad
Mayr berichtet , um die Mitte des 16. Jahrhunderts durch Kartellierung
der böhmischen und der sächsischen Zinnproduktion ein mittel - und
osteuropäisches 1Zinngroßhandelsmonopol
aufzurichten . Die Tat¬
sache, daß von zeitgenössischen Kennern der Verhältnisse behauptet
wurde, die Fugger hätten bei dem großzügigen und ungemein riskanten
Projekt hinter ihrem langjährigen Faktor Konrad Mayr gestanden,
die Tatsache ferner, daß Matheus Schwarz, der Hauptbuchhalter der
Fugger , dem Konrad Mayr ein Buchführungsformular für das Zinn¬
handelsunternehmen einrichtete und anderes mehr s, brachte mich
auf den oben auch ausgedrückten Gedanken , daß wir es in dem wag¬
halsigen Beginnen mit einer versteckten Spekulation der Fugger zu
tun hätten . Neue Funde im Fürstlich und Gräflich Fuggerschen
Familien - und Stiftungs -Archiv zu Augsburg bestätigen mit einem
hohen Grad Von Wahrscheinlichkeit diese Vermutung . Hierüber soll
die folgende kurze Abhandlung Bericht erstatten.
Das Monopol- und Kartellprojekt Konrad Mayrs, zu dem Ferdi¬
nand I ., deutscher Kaiser und König von Böhmen , durch Finanz1 In Westeuropa spielte auch damals noch das englische
Zinn eine so große Rolle, daß nur durch die Einbeziehung auch dieser
Produktion ein Zinn-Weltmonopol hätte geschaffen werden können.
Im Mittelalter haben zwar zeitweise hansische Kaufleute eine bedeut¬
same Stellung im englischen Zinnbergbau und Zinnhandel einge¬
nommen — so waren im 14. Jahrhundert die fiskalischen Bergwerke
von Cornwallis zeitweise an Kölner Kaufleute verpfändet — im 16.Jahr¬
hundert jedoch scheint der deutsche Einfluß hier gering gewesen zu
sein , wenn auch noch im Zeitalter der Königin Elisabeth deutsche
Technik und deutsche Kapitalkraft für die Hebung des englischen
Bergbaus nutzbar gemacht worden ist . Vgl. oben S. 7 näheres darüber.
2 In einer Urkunde vom 31. Juli 1548 (Fugger -Archiv 5, 1, 1,
Bl. 8) nennen die Gebrüder und Vettern Anton , Hans Jakob , Georg,
Christoph , Ulrich und Raimund Fugger den Conrad Mayr als einen
Verwandten („die eruesten Comat Mair vnnd Marx Walther , baid
burger zu Augspurg , vnnscr liebe scliAVägcr vnnd vetter
“ ).
Strieder
, Studien
z. Gesch . kapitalist . Organisât ions form en .
33
3*
504
Nachträge.
not gezwungen, trotz der damaligen scharfen Monopolbekämpfung
durch Reichstage , durch Landtage und durch die herrschenden ge¬
sellschaftlichen Anschauungen der Zeit seine Zustimmung gab , ist
schließlich an dem Widerstand der sächsischen Zinngew'erken ge¬
scheitert . Man erzählte sich damals mit einer gewissen Schaden¬
freude in Sachsen , daß die Augsburger durch den Fehlschlag des
Planes eine Tonne Goldes verloren hätten . Nach anderen gleich¬
zeitigen Quellen, die etwas genauere Angaben machen , wmrde- der
Schaden des Konrad Mayr auf etwa 100 000 Gulden geschätzt 1.
Tatsächlich müssen die Kapitaleinbußen bei dem Monopolisierungs¬
versuch noch bedeutend höher gewesen sein. Die Akten des FuggerArchivs 2 geben hierüber Aufschluß . Darnach hat Anton Fugger , der
von 1526-—1560 die Leitung der Firma Fugger in der Hand hielt , nicht
weniger als 600 000 Gulden in das böhmische Zinnmonopolunternehmen
gesteckt . Den größeren Teil davon wohl auf Nimmerwiedersehen t
Das bedeutete selbst für ein so kapitalkräftiges Handelshaus wie die
Fugger eine ganz gewaltige Kapitaleinbuße . An Edelmetallgehalt
dürfen wir den rheinischen Goldgulden, um den es sich hier handelt,
für die damalige Zeit auf annähernd 8 Goldmark ansetzen . Dabei
ist jedoch die viel höhere Kaufkraft dieses Goldquantums noch nicht
in Rechnung gestellt.
Einen ungefähren Begriff von der Größe dieser Kapitalinvestierung
gewinnen wir auch durch folgende Erwägungen . Noch um 1527 hatte
nach Ausweis der Fugger -Inventur dieses Jahres das gesamte Geschäfts¬
kapital der Firma Fugger etwa 2 Millionen rheinische Gulden betragen.
Für die Mitte des 16. Jahrhunderts , die Zeit, in der das Projekt der
Kartellierung der böhmischen und sächsischen Zinnproduktion spielte,
schätzt Richard Ehrenberg das Handlungskapital der Firma Anton
Fugger und Brüder -Söhne auf runcl 5 Millionen rheinische Gulden.
Es w7ar das höchste , was sie je besessen hat und zweifellos auch das
größte , welches zu jener Zeit bei einem Handlungshause vereinigt wrar L
Offenbar hat Anton Fugger das Geheimnis der rechtlichen
Form,
in der das Kapital seiner Firma an dem großen Zinnspeku¬
lationsunternehmen teilnahm , nur mit Konrad Mayr geteilt . Seinem
Wahlspruch „ Stillschweigen steht wohl an" entsprechend und ge¬
mäß der von Jakob Fugger begründeten , von seinem Neffen Anton
aufrechterhaltenen absolutistischen Art der Fuggerschen Handelsge¬
sellschaftsleitung waren von dem reichen Handelsherrn nicht einmal
die nächsten Blutsverwandten ins Vertrauen gezogen worden . So
1 Siehe oben S. 278.
2 Besonders Fugger -Archiv 17, 3, 12. Fugger -Archiv 32, 3 bietet
nichts Neues gegenüber dem Fasz . 17, 3, 12.
3 Richard
Ehrenberg,
Das Zeitalter der Fugger , Geld¬
kapital und Kreditverkehr im 16. Jahrhundert , 2 Bde. Jena 1896.
Seitdem mehrere anastatische Neudrucke . I. Bd . S. 149.
Zweiter Nachtrag.
505
konnte es geschehen, daß erst 4 Jahre nach dem Tode von Anton
Fugger dessen Söhne und Nachfolger in der Leitung der Firma , Marx
und Hans Fugger , die obenerwähnten 600 000 Gulden von Konrad
Mayr zurückforderten . Die Art , wie das geschah, ist charakteristisch
für die unsichere Kenntnis , die die Anton Fuggerschen Erben von
der Sachlage hatten . Am 16. September 1564 schickten Marx und
Hans Fugger ihren Handelsangestellten und Stiftungsverwalter Georg
Stegmann mitsamt einem Notar in die Schreibstube des greisen Kon¬
rad Mayr und forderten die Rückgabe von 30 000 thr . und 50 000 fl.
laut vorgewiesenen Schuldverschreibungen 1. Kurze Zeit darauf be¬
riefen sich die Fugger auf weitere 15 Schuldverschreibungen Konrad
Mayrs , die mit den obenerwähnten zwei zusammen eine Verpflichtung
Mayrs von zirka 600 000 rheinischen Gulden bestätigten.
Erst nach und nach waren wohl diese Dokumente ans Licht ge¬
zogen worden . Möglicherweise war es aber auch berechnende Absicht,
daß die Fugger dem Konrad Mayr zunächst nur 2 der 17 Schuld¬
verschreibungen präsentierten . Wie dem auch sei, jedenfalls kam
in den 17 Schuldscheinen das eine klar zum Ausdruck , daß der ehe¬
malige Faktor des Welthandelshauses Beträge in der Höhe von ins¬
gesamt 600 000 rheinischen Gulden in bar von Anton Fugger emp¬
fangen und in dem Zinnmonopolunternehmen investiert hatte.
Vorhanden sind, soviel ich sehe, im Fugger -Archiv noch folgende
Schuldverschreibungen Konrad Mayrs gegen Anton Fugger:
1. 1550 Juli 1. Konrad Mayr bekennt von Anton Fugger 48 000
Gulden („in Münz à 15 Batzen “) in bar erhalten zu haben : „ zu
meinem gethonen zinkhauff vnd handl zu gebrauchen “ . Kopie
im Fugger -Archiv 17, 3, 12. Dortselbst auch die zwei folgenden
Schuldurkunden.
2. 1552 November 1. Konrad Mayr bekennt von Anton Fugger
30 000 Taler (jeden zu 17 Batzen gemeiner Landeswährung ) in
bar auf drei Jahre erhalten zu haben : „ zu meinem gethonen
zinkauff zu gebrauchen vnd stilligen zu lassen “ .
3. 1553 Juni 20. Konrad Mayr bekennt von Anton Fugger 50 000
rheinische Gulden (in Münz gemeiner Landeswährung ) auf drei
Jahre in bar erhalten zu haben : „zu meinem gethonen zinkauf
vnd handel zu gebrauchen vnd stilligen zu lassen 2“.
Den Empfang der gewaltigen Kapitalsumme von mehr als
600 000 Gulden leugnete nun Konrad Mayr auch gar nicht . Weder
vor den Augsburger Stadtpflegern und dem geheimen Rat (Gütever¬
fahren vor drei „ Einigungsherren “) noch vor dem Stadtgericht der
1 F.-A. 17, 3, 12. Bl. 1 ff.
2 Die Schuldverschreibungen stimmen textlich fast völlig überein.
Die letztgenannte ist von mir am Schluß dieses zweiten Nachtrags in
wörtlichem Abdruck beigefügt.
33*
4
506
Nachträge.
alten Reichsstadt 1, an das schließlich die Angelegenheit gelangte.
Was Mayr behauptete , war nur das Folgende : Es könne keine Rede
davon sein, daß er das Geld als Darlehen („ anlehensweiss vnd ex
causa mutui “) erhalten habe , wie Marx und Hans Fugger aussagten.
Wäre das wirklich geschehen, dann hätte sich Anton Fugger , so argu¬
mentierte Konrad Mayr , doch sicherlich auch seinerseits nach dem
Fehlschlagcn des Monopolversuchs schon bemüht , die hcrgcliehcnen
Summen wenigstens zum Teil und nötigenfalls auf dem Gerichtswege
von ihm zurückzuerlangen 2. Daraus , daß das nicht geschehen sei
und aus anderen Gründen , auf die ich gleich noch zu sprechen kommen
werde, erhelle, daß Anton Fugger ihm (Mayr) das Geld nicht geliehen,
sondern zu dem Zwecke ausgehändigt habe , um damit das böhmische
Zinnmonopolunternehmen , das scheinbar ihm (Mayr), in Wahrheit
Anton Fugger gehört habe , zu finanzieren (zu „ verlegen ", wie die
Ausdrucksweise des 16. Jahrhunderts lautete ). Dementsprechend
seien die fraglichen Urkunden keine Schuldverschreibungen , sondern
„allein solliche instrumenta , dardurch der empfang des verlaggelts
erwisen" .
Diesen Ausführungen gegenüber blieben Hans und Marx Fugger
bei ihrer Behauptung , Mayr habe von ihrem Vater die 600 000 Gulden
als echtes und reines Darlehen erhalten (anlehensweis vnd ex causa
mutui ). Wenn Mayr das Geld für den Zinnmonopolverlag verwendet
habe , so hätte er das auf eigene Rechnung und Gefahr getan 3. Auch
dem Kaiser gegenüber habe er (Mayr) ja beteuert , daß das Zinnunter¬
nehmen ihm gehöre. Demgemäß habe er auch alle Verschreibungen
mit Seiner Majestät gemacht *.
1 „Stadtvogt , Burggraf , Ober- und andere gemeine Richter des
Stadtgerichts ."
2 Darüber äußerte sich Conrad Mayr den drei Einigungsherren
gegenüber wie folgt : „ Ich lass . . . ain jeden verstendigen bedenckhen,
wann herr Anthoni Fugger seliger ob den 600 000 guldin sambt dem
interesse an mich zu forderen vnd er nit gewißt , das dise sach ain andere
maynung , gestalt , verstanndt vnd gelegenhait gehabt , ob er auch die
sach wurde haben ersitzen lassen vnnd seine söne darzue so lang stillgeschwigen, das diser 17 brief halben inn 15 jarn nichts an mich gesuecht
worden .“ Fugger -Archiv 17, 3, 12. Bl. 13—14. Demgegenüber behaup¬
teten allerdings die Fugger , ihr Vater Anton habe doch versucht , die
Summen zurückzuerhalten . Fugger -Archiv 17, 3, 12. Bl. 30, 35, 36.
3 „Ob er nun dieselbige volgendts zum Verlag' seines damalen
mit der vorigen kayserlichen majestät hochlöblichister gedechtnus
habenden contract vnd zirthandls angewanndt , so hat ers doch inn
solchem respect als nun sein aigen vnd ime selbst gehörig gelt zum
Verlag obuermelter zinhandlung gebraucht .“ Fugger -Archiv 17, 3, 12.
Bl. 10.
4 Ebenda Blatt 29.
Zweiter Nachtrag.
507
Auf solche Behauptungen hin fühlte sich Konrad Mayr veranlaßt,
die Stellung Anton Fuggers zu und innerhalb des böhmischen Zinn¬
monopolunternehmens noch deutlicher als es schon geschehen war, zu
umgrenzen . Der Text der sog. Schuldurkunden , so erklärte er vor
Gericht , lasse deutlich erkennen , daß die von Anton Fugger her¬
gegebenen Geldsummen lediglich und restlos zum „Verlag“ des ge¬
nannten Monopolunternehmens bestimmt waren . Eine anderweitige
Verwendung sei ausgeschlossen gewesen und tatsächlich nicht vor¬
gekommen . Sie wurde ja übrigens auch nicht von seinen Prozeßgegnern
behauptet . Die Hergabe der Kapitalien nur zu dem einen, fest¬
bestimmten Zwecke erhelle auch daraus , daß Anton Fugger als „Ver¬
leger der Zinnhandlung “ ihm (Mayr) den geringsten Teil des Geldes
persönlich eingehändigt habe . Die Weitläufigkeit und Größe des Unter¬
nehmens hätten es vielmehr mit sich gebracht , daß er (Mayr) oft gar
nicht dabei gewesen wäre, wenn „ das Geld erlegt“ wurde 1.
Nach Konrad Mayrs Aussagen war Anton Fugger auch insofern
die eigentliche Seele des ganzen Unternehmens , als er die Taktik der
Monopolausnutzung angab 2. Gegen seinen (Mayrs) Rat habe Anton
Fugger zunächst die Zurückhaltung des Zinns anbefohlen , dann frei¬
lich, als der Preis trotzdem noch gesunken sei, habe Anton Fugger
zum allzu raschen Verkauf auch ohne Nutzen gedrängt . Der Erlös
1 Fugger-Archiv 17, 3, 12. Bl. 8b.
2 „ So
...
hab ich seinem beuelch gemess den handl , wie billich
fuern vnd sein willen volziehen, auch anfenglich die zin (vber das
ichs aus beweglichen vrsachen widerrathen ) verhalten muessen . Da
zwischen sindt sie aus allerlai furgefalnen vrsachen in abfal khomen.
Dieweil aber ain grosse merckhliche barschafft daran verlegen vnd er
letzlicli haben wollen, ich solle verkhauffen , damit wider gelt in die
handt kheme , hab ichs gleichwol seinem beuelch nach gethon vnd ist
ime ain grosse merckhliche barschafft , mer dann 100,000 gülden , so
aus den zinen erlöst worden , wider einkhomen . -Wie ich aber jeder zeit
nit fur rathsamb oder thuenlich achten khunden die zin one nutz vnd
mit schaden zu uerschleissen vnd er hergegen per fortza gewöllt man
soll verkhauffen , sie gelten gleich wleuil sie wollen, auch mich darzue
nit willig gefunden , da hat er die zin selbst zu handen zu nemen begert,
wölches ich dann nit verwaigert . Hab ime in alle leger, wo ers nun
haben wollen, brief vnd beuelch gegeben, das man im die zin, schulden
vnd Schuldbrief vberantwurten soll. Wölches also allenthalben , wo
ers nun begert , zuNurmberg , Franckfurt , Craca, Schlackhenwaldt , Prag
vnd anderer ortten beschehen . Schuldbrief , schulden vnd zin, auch
also den handl mit seinem vorrath hat er zu seinen handen genomen,
sich also des handls selbst vnderfangen vnd volgendts darmit —
meinethalben ferrer vngefragt — seins willens vnd gefallens vmbgangen,
ich auch ime darin aus obbegriffnen vrsachen khain Verhinderung oder
eintrag zugefuegt .“ Fugger -Archiv 17, 3, 12. Bl . 24.
508
Nachträge.
aus dem so verkauften Zinn (mehr als 100 000 Gulden) sei an Anton
Fugger abgeführt worden.
Dementsprechend könne davon keine Rede sein, daß er (Mayr)
als der wirkliche Herr des großen böhmischen Zinnhandelsunter¬
nehmens angesprochen würde . Er sei nur der Strohmann gewesen.
Ihn , als alten Faktor , der seit dem Jahre 1515 im Dienste des Augs¬
burger Handelshauses gestanden , habe Anton Fugger benützt , um
ein großes Kapital mit hohen Gewinnaussichten anzulegen , um ver¬
steckt ein Unternehmen zu beginnen , das er öffentlich nicht habe
führen wollen, dem er aus „ allerlei bewegnussen den namen nit habe
geben wollen“ 1.
Das klingt für den Kenner der Antimonopolbewegung des 16. Jahr¬
hunderts nicht unglaubhaft 2. Auf den Reichs - und Landtagen des
ganzen 16. Jahrhunderts , in den Schriften und Predigten der Sozial¬
reformer der Zeit, in den Anschauungen des ganz überwiegenden
Teiles der damaligen Gesellschaft wurden Monopole und Kartelle auf
das lebhafteste bekämpft 3. Die Reichstagsbeschlüsse bedrohten die
Monopolisten mit hohen Strafen . Der Fiskal , der Reichsanwalt des
Reichskammergerichts war , angewiesen, unnachsichtlich gegen sie vor¬
zugehen . Es war auch nicht bei Drohungen geblieben . Die hochan¬
gesehene, vornehme Firma Bartholomä Welser in Augsburg hatte es
erleben müssen , daß im Jahre 1530 des heiligen römischen Reichs
Kammergerichtsbote in ihrer Schreibstube erschien und dem Senior¬
chef des Flauses, dem greisen Bartholomä Welser, die Ladung vor
das oberste Gericht des Reiches überreichte . Gleichzeitig war die
Klage wegen Monopolvergehens der Firma am Rathaus öffentlich an¬
geschlagen worden . Man versteht es, wenn Anton Fugger Vorsorge
getroffen hätte , daß ihm nichts Ähnliches passierte.
Nun war ja allerdings zumeist ein weiter Weg von einem gegen
kapitalkräftige Kauf - und Finanzleute gerichteten Reichstagsbeschluß
des 16. Jahrhunderts bis zu seiner Ausführung . Der Kaiser war zu¬
meist finanziell derartig von den großen Kaufleuten abhängig , daß er
sie in der Mehrzahl der Fälle selbst vor den Antimonopolgesetzen in
Schutz nahm *. Insbesondere hatten sich die Fugger generell und für
einzelne Monopolunternehmungen noch speziell diesen Schutz ver¬
briefen lassen . Auch in dem Kontrakt , den Konrad Mayr mit Ferdi1 Fugger-Archiv 17, 3, 12. Bl. 18 b f.
2 Ganz abgesehen davon , daß die Fugger auch sonst in jenen
Jahren besondere Unternehmungen unter Namen und Firma von
zuverlässigen Angestellten gehen ließen . Vgl. Konrad
Häbler,
Die Geschichte der Fuggerschen Handlung in Spanien . Weimar 1897.
S. 109.
8 Vgl . oben S. 71 ff. und sonst öfters in dem voranstehenden Werk.
1 Für dieses interessante Gegeneinanderarbeiten von Reichstag
und Kaisertum vgl. oben S. 81 und sonst.
2
Zweiter Nachtrag.
509
nand I. zwecks Übernahme der gesamten böhmischen Zinnproduktion
schloß, war ihm ausdrücklich der Schutz des Kaisers gegenüber einer
Monopolanklage des Reichskammergerichts zugesagt worden l .
Zweifellos wäre aucli Anton Fugger — falls er offen das böhmische
Zinnmonopol hätte übernehmen wollen — dieser Schutz Ferdinands I.
gewährt worden . Zum Äußersten , zu einem energischen Vorgehen des
Rcichslcammergerichtes wäre es vielleicht den Fuggern gegenüber am
wenigsten gekommen . Trotzdem ist es verständlich , wenn Anton
Fugger bei der stark exponierten und vielfach angegriffenen Stellung
gerade
seiner
Firma den Skandal und die rechtlichen und ge¬
sellschaftlichen Unannehmlichkeiten hätte vermeiden wollen, denen
er sich mit der eigenen öffentlichen Leitung des böhmischen Monopol¬
unternehmens aussetzte . Dazu mag noch eine andere Erwägung
Anton Fuggers gekommen sein. Das Zinnunternehmen mußte von
Anfang an als ein höchst riskantes geschäftliches Wagnis angesehen
werden . Es war schon naheliegend , daß Anton Fugger für den Fall
eines Mißlingens den Ruf und Kredit seiner Firma nicht aufs Spiel
setzen wollte.
Nicht weniger plausibel wie das vorhin behandelte Argument
Konrad Mayrs klingt ein anderes , das er in den Verhandlungen gegen
die Berechtigung der von seiten Hans und Marx Fuggers gestellten
Geldanforderungcn vorbrachte . Wer wollte leugnen , daß es im höchsten
Grade unwahrscheinlich ist , daß Anton Fugger seinem Faktor eine
Summe von der ganz gewaltigen Höhe von 600 000 rheinischen Gulden
geliehen haben sollte ? Für einen solchen Kredit war das mobile und
immobile Kapital , über das Konrad Mayr zu verfügen hatte , viel zu
klein . Mayr gehörte keineswegs zu den reichsten Männern Augs¬
burgs *. Er sagt wohl die Wahrheit , wenn er meinte , Anton Fugger
würde ihm (Mayr) gegen Verpfändung seines gesamten Hab und Guts
nicht 2000 oder 3000 geschweige denn 600000 Gulden geliehen haben.
Hier könnte nun freilich eingeworfen werden , daß Anton Fugger,
der die Summe von 600 000 fl. ja nicht auf einen Schlag, sondern in
17 Teilzahlungen gab , sich sehr widerseinen Willen zu immer erneuten
Gcldhergaben an Konrad Mayr aus dem Grunde gezwungen gesellen
habe , um womöglich durch die späteren das erste Darlchn zu retten.
Tatsächlich hat ja Anton die geschäftliche Unklugheit begangen,
immer erneut Geld in das Danaidenfaß des böhmischen Unternehmens
zu schütten , aber daß er das tat , daß er nicht die so sehr angebrachte
kühle Distanzierung dem Unternehmen gegenüber zu halten ver¬
mochte , zeigt m. E . deutlich die rechtliche Situation . So wie sich
1 Siehe oben S. 270.
2 Vgl
. oben S. 265. Nach dem Fehlschlag des böhmischen Unter¬
nehmens zeigt laut den Steuerbüchern das Vermögen Mayrs noch immer
eine starke Zunahme . Er hatte also offenbar keine nennenswerten Ver¬
luste in dem Zinnunternehmen erlitten.
510
Nachträge.
Anton Fugger als Kapitalist dem böhmischen Zinnmonopol gegenüberstellte,, hätte er sich als Nur -Darlelinsgeber des Konrad Mayr nimmer¬
mehr gestellt . Dieses immer erneute und immer größer werdende
Risiko nimmt man nur einem Unternehmen gegenüber auf sich, das
im Grunde einem selbst gehört.
Leider hat die Behandlung der Streitfrage vor dem Stadtgericht von
Augsburg nicht Licht in den interessanten Fall zu bringen vermocht.
Um so weniger, als nach dem baldigen Tode des greisen Konrad Mayr
(Ende 1565 oder Anfang 1566) dessen Erben einen Vergleich mit den
Söhnen Anton Fuggers eingingen. Man einigte sich dahin, , daß die
Familie Mayr auf 5000 Gulden verzichtete , die Hans Jacob Fugger
dem Konrad Mayr schuldete . Nach dem Tode der Witwe Konrad
Mayrs sollte dazu noch das Gut Bergheim (bei Augsburg ), das Konrad
Mayr für 5550 Gulden gekauft hatte , den Fugger zufallen. Vorläufig
sollte aus Schonung für die Witwe Konrad Mayrs die Übergabe noch
nicht stattfinden l.
Vielleicht hätte auch ein längerer Prozeß mit weiteren Instanzen
als das Augsburger Stadtgericht nicht größere Klärung in die Frage
über die rechtliche Form des Zusaminenarbeitens von Anton Fugger
und Konrad Mayr in dem böhmischen Zinnmonopolunternehmen ge¬
bracht . Behauptung stand gegen Behauptung , und Anton Fugger , der
allein Endgültiges und Bestimmtes aussagen konnte , war tot . Wie es
auch sei, wie immer der Fall auch rechtlich gelagert sein mag , die
Tatsache steht nunmehr fest, daß eines der riskantesten und wohl das
verlustreichste Spekulationsunternehmen des 16. Jahrhunderts mit
Fuggerschem Kapital geführt worden ist . Die Fugger haben dabei
eine für damalige Verhältnisse ganz enorme Summe eingebüßt . Kein
anderes deutsches , wahrscheinlich sogar kein anderes europäisches
Handelshaus hätte sich nach solchen Kapitaleinbußen aufrecht zu er¬
halten vermocht . Zwei Jahrzehnte früher war Ambrosius Höchstetter,
einer der reichsten Augsburger der zwanziger Jahre des 16. Jahr¬
hunderts , an einem ähnlichen Unternehmen , an dem Versuch , durch
Kartellierung der Idrianer und der Almadener Quecksilberproduktion
ein Weltmonopol in dieser Ware aufzurichten , verblutet , obwohl es
sich um bedeutend kleinere Kapitalien dabei handelte 2.
Ein anderer Augsburger Kaufmann , Konrad Rott , ist in den
siebziger Jahren des 16. Jahrhunderts geschäftlich an einem groß1 Die Erben waren Konrad Mayr jr ., Regina Bimmel, die Tochter
Konrad Mayrs, die Gattin des bekannten Augsburger Großkaufmanns
Anton Bimmel , Apollonia Han , ebenfalls Tochter von K. Mayr senior,
die den Obervogt von Mindelheim, Dr . Joh . Jacob Han , zum Manne
hatte und endlich Eufrosina Roch , ebenfalls Tochter des K . Mayr sr.,
Gattin des Peter Roch.
2 Vgl
. oben S. 307 f. und vorher . Material darüber auch F .-A. 2,
2 , 1.
3
Zweiter Nachtrag.
511
artigen Pfeffermonopolisierungsversuch zugrunde gegangen 1. Die Bei¬
spiele felilgeschlagener großer Mon'opolversuelic des 16. Jahrhunderts
ließen sich mehren . Manche bedeutende Firma ging darin zugrunde.
Die Fugger hatten die ungleich stärkeren Verluste an dem böhmischen
Monopolunternehmen nicht zu stürzen vermocht . Anton Fugger ver¬
stand es, den harten Schlag zu rechter Zeit zu parieren . Das eine
freilich muß die Fugger -Forschung aus der vorangehenden Unter¬
suchung lernen . Die Auffassung , als ob die Schwierigkeiten , die die
Firma Fugger schon unter Anton , mehr noch unter seinen Nachfolgern
des öfteren erlebte , nur aus den fatalen Finanzgeschäften mit den
Habsburgern und anderen öffentlichen Gewalten resultiert hätten 2,
ist falsch . Auch im spekulativen Warengeschäfte lagen — wie aus dem
voranstehenden ersichtlich sein dürfte — Todeskeime für die größten
Firmen des 16. Jahrhunderts verborgen.
Beilage 1. Konrad Mayr bekennt von Anton Fugger 50 000 rhei¬
nische Gulden für das böhmisches Zinnmonopolunternehmen auf
3 Jahre erhalten zu haben . Augsburg 20. Juni 1553. Kopie im FuggerArchiv 17, 3, 12 Bl. l b.
„Ich Conradt Mair, burger zu Augspurg , bekhenn offenlich mit
disem brief meiner aigen handtschrifft für mich vnnd meine erben,
das ich aufrechter , redlicher schuldt schuldig worden bin vnnd gelten
soll dem edlen herrn Anthonien Fugger , römischer kaiserlicher vnd
kuniglicher maiestat rathe , benantlichen funffzig tausend gülden reinisch in müntz gemayner landtswerung , die ich auf heut dato ditz
briefs von ermeltem herrn Anthonien Fugger , dieselben auf drey jar
lang die negsten nacheinander volgende zu meinem gethonen zinkauf
vnd handel zu gebrauchen vnnd stilligen zu lassen also bar eingenomen
vnnd empfangen hab . Dauon sollen vnnd wollen ich oder meine erben
ernanten herrn Anthoni Fugger oder seinen erben die gedachten drey
jarlang vnd jedes derselben besonder für gewinung vnd verzinssung
zehen gülden von hundert alhie oder in der statt Nürmberg aussrichten
vnd bezallen vnd mit erster jarszinsbezallung von dato ditz briefs
vber ain jar anfahen . Vnnd nach verscheynung der drey jar sollen
herr Anthoni Fugger oder seine erben — zu was zeitten es inen ge¬
legen sein wurdet , kurtz oder lanng darnach — guet macht haben
mir oder meinen erben die hauptsuma fünffzig tausent gülden reinisch
in müntz gar oder halb , welches inen fueglich sein wurdet , abzukhunden . Vnnd nach der abkhunung vber ain jar sollen vnnd wollen
ich oder meine erben vil ermeltem herrn Anthonien Fugger oder
seinen erben den halben thail dess abgekhundten hauptguets vnnd
den andern abgekhundten halben tail vber acht monat darnach sambt
1 Vgl . oben S. 107 und die dort genannte Literatur über Konrad
Rott.
3 So besonders Ehrenberg in seinem Zeitalter der Fugger.
512
Nachträge.
verfalner , vnbezalter verzinssung alhie zu Augspurg oder in der statt
Nurmberg one allen iren costen vnnd schaden , solang vnd vil biss
sie der gantzen haubtsumma sambt vnbezalter verfallner verzinssung
entricht vnd bezalt sein worden , ausrichten vnnd bezailen.
Vnnd souerr sich zutragen , das Ich ermelte suma gelts lenger
oder weitter inn meiner handlung nit zu gebrauchen haben würdt —•
es wer inner der dreyen jarn oder nach ausganng derselben — so
sollen vnnd mögen Ich oder meine erben dem gedachten herrn Anthonien Fugger oder seinen erben die halb oder gantz suma, wie vns
das gelegen sein wurdet , aufsagen vnd abkhunden . Vnnd nach verscheinung solcher abkhundung vber ain jar sollen vnd wollen ich oder
meine erben herrn Anthonien Fugger oder seinen erben die abgekhundten suma gelts sambt verfallner vnbezalter verzinssung alhie
zu Augspurg oder inn der Stadt Nurmberg one allen iren costen vnnd
schaden inn ganghaffter gemainer landtswherung ausrichten vnnd
bezailen vnder verpindung aller meiner haab vnnd guetter , ligender
vnd varender , gegenwurtiger vnnd kunfftiger , die ich inen hiemit ein¬
gesetzt vnnd verpfenndt haben will, getreulich vnd on geuerde . Dess
zu warem vrkhundt hab ich zu enndt diser schrifft mein petschafftring aufgedruckht . Beschehen zu Augspurg am 20. tag des monats
Juny als man zalt nach der gehurt Cristi vnsers herrn im 1553. jare .“
513
Dritter Nachtrag.
Einige Ergänzungen zum fünften Kapitel des
dritten Buches , betitelt : „Monopole und Kar¬
telle im Idrianer Quecksilberhandel des 16.Jahr¬
hunderts “.
Wider Erwarten fanden sich im Fugger -Archiv und im Stadt¬
archiv zu Augsburg eine Anzahl Materialien zum obigen Thema . Der
Vertrag , den der Hofkammerrat Hans Khisl zu Kaltenbrunn , oberster
Erbtruchseß der gefürsteten Grafschaft Görz im Namen des Erz¬
herzogs Karl von Österreich unter dem 5. Mai 1571 (gültig vom 8. Ok¬
tober 1571 an) mit den Gewerken von Idria abschloß \ liegt im FuggerArchiv unter der Signatur 2, 4, 3 Blatt 481 f. Der Vertrag wird in
der damals üblichen Terminologie ein „ Kauf “, speziell ein „ Queck¬
silberkauf “ genannt . In dem Kontrakte übernimmt Erzherzog Karl
die gesamte Ausbeute des Idrianer Quecksilberbergwerks von den
Gewerken (Handelsmonopol des Staates ). Er behält sich dabei vor,
das Monopol an andere weitergeben zu dürfen . Der Kontrakt des
Erzherzogs mit den Idrianer Gewerken sollte fünf Jahre währen.
Letztere hatten in dieser Zeitspanne 7500 Zentner Quecksilber, den
Zentner (Wiener Gewicht) um 24 Gulden zu liefern . Sollte der Erz¬
herzog statt Quecksilber die Lieferung von Zinnober wünschen , so
waren für den Wiener Zentner Zinnober 28 Gulden zu zahlen . Die ge¬
lieferte Ware mußte bar in Villach beglichen werden unter Abzug
freilich von 10 °/„ für „ Fron “ und daraufhin noch von 1/a der Rest¬
summe für „Wechsel“ 2. Es blieben demnach den Gewerken statt
180 000 Gulden (7500 X 24 Gulden) nur 141 750 Gulden als Ver¬
kaufspreis für 7500 Zentner Quecksilber . Diese Summe wurde ihnen
in bestimmten , vertraglich festgesetzten Fristen gezahlt.
Eine Lieferung an andere Personen als den Erzherzog bzw . an
denjenigen , an den dieser das Monopol weitergab , war den Gewerken
auf das strengste verboten . Nur für eigenen Gebrauch durften ihnen
kleine Mengen von dem Verweser abgegeben werden . Auch wollte der
Erzherzog dafür sorgen, daß die gewerblich tätigen Einwohner seiner
Länder das Quecksilber und Zinnober zu einem „ ziemlichen“ Preis
erhielten (Anfänge merkantilistischer Gewerbepolitik ).
1 Vgl. im voranstehenden Werke S. 350 oben.
2 Fron und Wechsel waren Abgaben der Gewerken an den Regal¬
herrn , d. h. den Landesherrn.
3
*
514
Nachträge.
Welch einen gewaltigen Gewinn der Erzherzog bei diesem Ab¬
schluß machte , sieht man aus den Bedingungen , unter denen er den
„ Quecksilberkauf “ weitergab . Auch in dieser Frage sehe ich heute,
auf Grund neuer archivalischer Funde , deutlicher als bei der Heraus¬
gabe der ersten Auflage . Die früher von mir vergeblich im Wiener
Finanzarchiv gesuchte Urkunde , datiert vom 8. Oktober 1571, worin
der eben genannte zwischen den Idriancr Gewerken und Erzherzog
Karl abgeschlossene Monopolkontrakt wiederum , wie schon im Jahre
1566, an die Augsburger Firma David Haug 1, Hans Langenauer und
Mitverwandte vom Erzherzog übertragen wurde , findet sich in meh¬
reren Abschriften im Fugger -Archiv 2. Sie vermittelt uns folgende
Erkenntnisse : Nach langen Unterhandlungen , wobei der Erzherzog
mit Rücksicht auf die Konkurrenz und das Überangebot 8 auf dem
Quecksilbermarkt angeblich seine Forderung sehr maßvoll gestaltete,
wurden der Augsburger Firma folgende Übernahmepreise für das
Monopol bewilligt . Für die ersten 5000 Zentner sollte sie pro Zentner
Quecksilber 55 Gulden, pro Zentner Zinnober 59 Gulden zahlen . Für
die restlichen 2500 Zentner pro Zentner Quecksilber 40 Gulden, pro
Zentner Zinnober 44 Gulden. Tn Summa erhielt der Fürst also für
7500 Zentner Quecksilber 375 000 rheinische Gulden in Münz 4 (à
60 Kreuzer ). Da die Gewerken nur 141 750 Gulden bekamen , so blieb
dem Erzherzog aus dem Quecksilbermonopol ein Gewinn von 233 250
Gulden . Natürlich erhielt der Fürst diese schöne Einnahme nicht auf
einmal , sie verteilte sich vielmehr durch Ratenzahlungen auf 5 Jahre.
Zahlungsort für die erzherzoglichen Forderungen war Augsburg , für
die der Gewerken, die gleichfalls direkt durch die Firma David Haug,
Hans Langenauer und Mitverwandte erfüllt werden sollten, Villach.
Erzherzog Karl von Österreich hat mit der Übergabe des Idrianer
Quecksilbermonopolkontrakts an die Gesellschaft David Haug , Hans
Langenauer und Mitveivandle keinen glücklichen Griff getan . Im
Jahre 1574 mußte die bekannte Augsburger Firma ihre Zahlungen,
W'ie an ihre sonstigen Gläubiger, so auch an die Gewerken von Idria
und deren Regalherrn einstellen . In der bisherigen Literatur wurde
nach dem Vorgang von Richard Ehrenberg (Zeitalter der Fugger)
1 Der Seniorchef der Firma David Haug war schon im Februar 1570
gestorben . Fugger -Archiv 2, 4, 4.
2 Z. B. 2, 4, 3, Blatt 484 ff. auch Bl. 558 ff., ferner 2, 4, 5 im
letzten Fünftel des starken , nichtpaginierten Bandes.
3 Die Haug und Kompanie behaupteten , die Vorräte , die ihre
Vorgänger im Idrianer Quecksilberhandelsmonopol (die Herwart in
Augsburg ) noch in der Fland gehabt hätten , sowie die starken Förde¬
rungen anderer Bergwerke ließen das Idrianer Monopol infolge Absatz¬
stockung und Preisrückgang problematisch erscheinen.
4 Für den Unterschied zwischen rheinischen Gulden in „ Gold“
und in „Münz“ vgl. Strieder,
Fugger -Inventur S. 27f.
Dritter Nachtrag.
515
angenommen , daß es im wesentlichen die unrentablen Kapitalinve¬
stierungen Unserer Firma in den englischen Bergbau gewesen seien,
die sie zu Fall gebracht hätten . In der ersten Auflage habe ich mich
im wesentlichen noch dieser Ansicht angeschlossen . Heute möchte ich
glauben , daß auch das Idrianer Unternehmen stark mit zum Sturz
dieser Handelsgesellschaft beigetragen hat . Seit die genannte Augs¬
burger Firma im Jahre 1571 zum zweiten Male das Idrianer Monopol
übernahm , gestaltete sich die Aufnahmefähigkeit des Weltmarktes
für Quecksilber nicht besser — wie man gehofft hatte —, sondern
im Gegenteil immer schlechter . Die Hauptursache dafür scheint mir
im folgenden zu liegen. Hatten bisher die beiden wichtigsten euro¬
päischen Gewinnungsgebiete (Almaden in Spanien und Idria in
Krain ) auch die spanischen Edelmetallbergwerke Amerikas mit dem
für das Amalgamationsverfahren nötigen Quecksilber versehen 1, so
trat in dem seit etwa 1565 in Betrieb befindlichen peruanischen GuancaVelica (am Ostabhang der Anden ) ein starker Konkurrent für die
europäische Quecksilberausfuhr in die neue Welt auf 2. Offenbar ist
in dieser Tatsache ein Hauptgrund für das Sinken des Quecksilber¬
preises, für Absatzschwierigkeiten unserer Firma und schließlich für
ihren Bankerott zu suchen.
Schon im Jahre 1566 muß sich die Handelsgesellschaft David
Haug , Hans Langenauer und Mitverwandte mit ihrer eigenen Kapital¬
kraft dem Idrianer Unternehmen nicht mehr ganz gewachsen ge¬
fühlt haben . Bereits in dem Idrianer Quecksilbermonopolkontrakt,
den die genannten Augsburger im Jahre 1566 auf fünf Jahre ab¬
schlossen, war der Passus enthalten , daß es der Firma erlaubt sein
solle, den Kontrakt ganz oder teilweise an einen oder mehrere Kapi¬
talisten weiter zu übertragen 3. Denselben interessanten Vorbehalt,
der uns zeigt, wie weit der Gedanke der Versachlichung , der Kommer¬
zialisierung der Unternehmungen schon fortgeschritten war , bringt
auch der Vertrag von 1571. In der ersten Auflage des vorliegenden
Werkes mußte ich es dahingestellt sein lassen, ob sich die Augsburger
Firma David Haug , Hans Langenauer und Mitverwandte die Über¬
tragungsklausel nur für einen möglicherweise eintretenden Notfall
bewilligen ließ, oder ob sie eine bestimmte Beteiligung bereits im Auge
hatte , als der Kontrakt von 1566 abgeschlossen wurde . Jetzt be¬
stätigt neues Material , das ich zu dieser Frage im Fugger -Archiv und
im Archiv der Stadt Augsburg fand , die letztere Annahme 4. In einem
Vertrag vom 16. November 1566 traten David Haug , Hans Langenauer
und Mitverwandte die Hälfte des Idrianer Quecksilbermonopols an
1 Vgl. oben S. 319 f.
2 Werner
Sombart,
Der moderne Kapitalismus . 2. Aufl.
Bd . S. 575.
3 Siehe oben S. 348 f.
4 Fugger-Archiv 2, 4, 5, Fol . 9.
516
Nachträge.
die Augsburger Firma Michael und Abraham Katzbeckh Gebrüder,
Matthias Manlich und Mitverwandte ab. Durch einen glücklichen Zu¬
fall fand ich den interessanten Kontrakt , den ich lange im FuggerArchiv vergeblich suchte , im Archiv der Stadt Augsburg 1. Er stellt
insofern ein wichtiges Dokument frühkapitalistischer Wirtschafts¬
weise dar , als er zeigt, daß dieselbe Entwicklung , die wir aus der
Finanzgeschichte des Mittelalters bereits kannten , sich auch in den
anderen Gebieten des Geschäftslebens Geltung verschafft hat . Wie
die italienischen Finanzmänner des Mittelalters gewisse besonders ris¬
kante und große fürstliche Anleihen nicht allein, sondern in Konsortien
übernahmen , so suchte auch unsere Firma in einem Geschäftszweig,
in dem sich Handel , Industrie und Finanzoperation in charakteri¬
stischer Weise vermischen , die Konsortialbeteiligung sich zunutze zu
machen 2. Die handelsrechtliche Form , in der das geschah, war die
folgende : Die Firma David Haug , Hans Langenauer und Mitver¬
wandte schloß zum Zwecke der Beteiligung der Firma Michael und
Abraham Katzbeckh Gebrüder , Matthias Manlich und Mitverwandte
an dem Idrianer Quecksilbermonopol mit letzterer eine Gelegenheits¬
gesellschaft ab . Während die Haug , Langenauer und Co. allein diesel
Gelegenheitsgesellschaft den Namen und die Geschäftsführung 3gaben,
teilten sich die zwei assoziierten Firmen in die Kapitalaufbringung , in
das Risiko und auch in den Gewinn an dem Monopol. Die Kapital¬
aufbringung wurde so geleistet , daß die Katzbeckh , Manlich und Co.
jeweils die Hälfte der Zahlungen übernahmen , die in bestimmten
Terminen , wie wir oben gesehen haben , an die Idrianer Gewerken
und an den Erzherzog zu leisten waren . Auch die Hälfte der Unkosten
bei Versendung und Verkauf des Quecksilbers war von der Firma
Katzbeckh , Manlich und Co. zu bestreiten . Selbstverständlich geschah
das gegen genaue Rechnungslegung von seiten der geschäftsführenden
David Haug , Langenauer und Co. Das aus dem Verkauf des Queck¬
silbers gelöste Geld war ohne Verzug zur Hälfte den Katzbeckh , Man1 Der betreffende Aktenfaszikel ist dort niedergelegt im Schrank
der Handelssachen sub Nr . 17.
2 In einem der vielen juristischen Gutachten über die Gelegen¬
heitsgesellschaft der Haug , Langenauer und Co. und der Katzbeckh
Manlich und Co. (Augsburger Stadtarchiv , Schrank der Handels¬
sachen Nr . 17) ist darauf hingewiesen, daß auch Augustinus de Ghisiis
(Agostino Chigi?) und Co. das Alaunmonopol von Tolfa, das er mit
der Camera Apostolica abgeschlossen hatte , nicht allein behielt , sondern
den Ambrosius de Spanochi zu sich in den Kontrakt nahm . Über das
Tolfaer Alaunmonopol vgl. oben S. 181 ff.
3 Heute nennt man den oder die Konsorten die beauftragt oder
befugt sind, die zur Durchführung des Geschäftes erforderlichen
Rechtsakte im eigenen Namen , aber für Rechnung aller Beteiligten
vorzunehmen , die Konsortialleiter.
41*
Dritter Nachtrag.
517
lieh und Co. zuzustellen . Ohne Vorwissen ihrer Gesellschafter Katzbeckh , Manlich und Co. durften die Haug , Manlich und Co. kein
anderes Quecksilber kaufen als Idrianer Monopolfabrikat . Dieselbe
Verpflichtung übernahmen die Katzbeckh , Manlich und Co.
Auch für die Zukunft sollte gegebenenfalls das Konsortium auf¬
recht gehalten werden . Sollten nämlich nach Ablauf des jetzigen
Monopols die Haug , Langenauer und Co. mit Erzherzog Karl einen
neuen „ Quecksilberkauf “ abschließen , so verpflichteten sie sich, die
Firma Katzbeckh , Manlich und Co. oder deren Erben wiederum —
falls es von ihnen gewünscht wurde — zum Halbpartner zu machen.
Sollte dagegen die Handelsgesellschaft Haug , Langenauer und Co.
die Erneuerung des Idrianer Monopolkontraktes nicht wünschen , oder
sollten ihre diesbezüglichen Unterhandlungen mit dem Erzherzog von
Österreich ohne Ergebnis verlaufen , so durften die Katzbeckh , Man¬
lich und Co. das Idrianer Quecksilbermonopol übernehmen . Jedoch
mußten dann auch sie ihrerseits der Firma Haug , Langenauer und Co.
oder deren Erben auf ihren Wunsch hin Halbpart zugestehen.
Über die Auflösung des Konsortiums wurden ' folgende Bestim¬
mungen getroffen . Nach Ablauf des fünfjährigen Monopolkontrakts
der Firma David Haug , Hans Langenauer .und Mitverwandte mit dem
Erzherzog Karl sollte die Gelegenheilsgesellschaft nicht ohne weiteres
ihr Ende finden . Das sollte erst dann geschehen, wenn alles Queck¬
silber, das aus diesem Kontrakt herrührte , verkauft war und wenn
alle Schulden , die damit zusammenhingen , einkassiert waren.
Auf dieser Grundlage ist das Konsortium 1566 gegründet , 1571
erneuert worden . Seine Auflösung hat es erst mit dem Bankerott der
Firma David Haug , Hans Langenauer und Mitverwandte gefunden L
1 Nach einer anderen Quelle wären die Matthias Manlichschen
und Abraham Katzbeckhschen Erben mit 3/e an dem Monopol beteiligt
gewesen. Da ich nicht annehmen kann , daß diese Erben eine andere
Firma darstellen als Michael und Abraham Katzbeckh Gebrüder,
Matthias Manlich und Mitverwandte , die möglicherweise von den
4/s der Haug , Langenauer und Companie noch 3/g übernahmen , so
denke ich an einen Irrtum der Quellenstelle, die also lautet : „Wahr und
beweisslich sein, dass Dauit Haug , Hanns Langnawer vnd mitverwanten vber den quecksilber - vnd zinober-khauff , den sie von der
fürstl . durchl . ertzhertzogen , Carl in Oesterreich , vnserm gnedigsten
herrn verschiner jarn erlangt vnd gehapt mit ermelten Matthias
Manlichschen und Abraham Katzbeckhschen erben den 16. Nouembris
verschinen 66 isten jars ain gesellschafft vfgericht vnd sie vmb drey
achtail in solchen contract jure societatis vf vnd zu sich genomen
haben mit gedingen vnd pactionibus in nebenligendem vidimiertem
exemplo mit A signiert aussgefuerdt vnd begrüffen ." Fugger -Archiv 2,
4, 5, Folio 9. Leider fehlt das mit A signierte , zuletzt genannte Schrift¬
stück in den Archivbeständen.
518
Nachträge.
Beilage. Die Firma David Flaug, Hans Langenauer und Mit¬
verwandte schließt mit der Firma Michael und Abraham Katzbeckh
Gebrüder, Mathias Manlich und Mitverwandte einen Gesellschafts¬
vertrag ab. Darin übernimmt die zuletzt genannte Firma zur Hälfte
das Idrianer Quecksilbermonopol
. Augsburg, 16. November 1566. —
Stadtarchiv Augsburg im Schrank der Flandelssachen Nr. 17.
„Wir hernachbenanten Dauidt Haug, Hanns Lanngnaur vnnd
mituerwanndten der ainen, Michel vnnd Abraham Katzbeckhen gebrueder, Mathias Männlich vnnd mitverwanndten der anndern, bürger
zue Augspurg bekhennen offenntlich für vns, aller erben vnnd thuen
khundt allmenigclich mit dem brief: Nachdem der durchleuchtigist,
hochgeboren furst vnd herr herr Carl, ertzhertzog zu Österreich
hertzog zu Burgundi, Steir, Kärnndtn, Grain vnnd Wirttemberg, Graf
zu Tyrol vnnd Görtzu. s. w., vnnser genedigister herr kurtz verruckhter
weiln mit vns obgemelten Dauidt Haugen, Hanns Lanngnaur vnnd
mituerwandten ainen kauff vnnd contract vfgericht vnd beschlossen
alls nemblich vmb funff tausend Centner (wienisch gewichts) queckhsilber vnnd zinober vff funff jar lang zu libern mit merlay capitlen
vnnd conditionen. Wie dan darüber ain contractbrief vonn höc hst
g'emelter fürstl. durchl. verfertigt vnd aufgericht wordenn. Welcher
am anfanng: Wir, Carl von Gottes genaden, ertzhertzog zu Öster¬
reich, hertzog zu Burgundi, Steir, Kärnndtn, Crain vnnd Wirttem¬
berg, Graf zu Tiroll vnnd Görtz u. s. w. bekhennen u. s. w. vnnd am
dattum, der geben ist den achten tag Octobris nach Christi vnnsers
lieben herrn gebuert im funfftzehenhundert vnnd im sechs vnnd
sechtzigisten jare u. s. w. weisennde. Vnnd wir die ermelten, Haug,
Lanngnawr vnnd mituerwanndten obgedachte Michel vnnd Abraham
die Katzbeckhen vnnd mituerwandten aus guetter wolmainung vnd
freundtschafft inn solchen angeregten gantzen queckhsilber- vnnd
zinoberkhauff vnnd vertrag vmb ainen halben thail durchaus zu gewin vnnd Verlust (wie es Gott der allmechtig verleihen vnd fuegenn
wirdet) auff- vnnd angenomen. Das wir vnns darauff zu beden thaillen
fur vnns vnnd vnsere erben ainer geselschafft vnnd verwanndtnus
mit ainander verainigt vnnd verglichen, auch das zue halten vnnd
zue laisten bey ehren, trawenn vnd glauben, ainander zuegesagt vnnd
versprochenn. Tliuen auch solches hiemit wissentlich inn crafft diß
briefs nemlich dergestalt vnnd also:
1. Das wir, obgemelte Dauidt Haug, Hanns Lanngnawr vnd mit¬
uerwanndten inn diser geselschafft vnd hanndlung den namen haben
vnnd fueren sollen vnnd wir, die Katzbeckh, Männlich vnnd mituer¬
wandten, oder vnsere erben zu vnderhaltung vnsers gebuerenden
thails inen, Dauidt Haugen, Hanns Lanngnawrn vnd mituerwanndten,
oder iren erben zu jeder bezallungfrist (wie die in abgeredtem kauff
vnnd vertrag bestimbt vnnd begriffen) den halben thail an denselben
ortten der bezallung, auch in golt oder muntz, wie der vertrag an-
519
Dritter Nachtrag.
zaigt , jedes mais vnnd alwegen, zu rechter zeit vnnd one fehl, mangcl
oder vfzug richtig vnd gewisslichen erlegen vnnd bezallen.
2. Gleicher gestalt sollen vnnd wellen auch wir, die Katzbeckh,
Männlich vnnd mituerwanndten , oder vnsere erbenn inen, Dauidt
Haugen , Hannsen Lanngnawer vnnd mituerwanndten , oder iren
erben den halben thail alles gebuerlichen vflauffennden vncostens
(wie derselbig mit verschickhen vnnd verfertigen der queckhsilber
vnnd zinober zu wasser vnnd lanndt vnd in alle andere wege sein
vnnd sich befinden wirdet ) auff ir, oder irer erben anzaigen vnnd
guete rechnung auch jederzeit vnauffzüglich darlegen vnnd darsehiessen, also inn suma nit allain an dem kauffgelt , sonnder aucli
allem vnnd jegclichem anderm vncosten vnd außgaben vmb ainen
halben thail an dem ganntzen vertrag vnnd nit weitter hiemit verobligiert vnd verbunden sein.
3. Doch haben wir Haug , Lanngnawr vnd mituerwandten vnns
bewilligt , das wir von denen orten , da wir dits queckhsilber vnnd
zinober verschleissen wurden vnnd anderer vnserer hanndtierung
halber daselbst diener vnnd factor halten muessen , fur vnns bede
partheyen nit mer als ainen per cento fur vncosten - vnd factorey -gelt
der diener vereheren wollen.
4. Hingegen so sollen vnnd wollen wir, die erstgemeltenn Dauidt
Haug , Hanns Lanngnaur vnnd mituerwandten vnd vnsere erben,
idisen obangedeuten queckhsilber - vnnd zinober-khauffvertrag mit
zuthuen , rat vnnd hilff gedachter Katzbeckhen , Männlich vnd mitiierwandten vnserm bessten vleiss vnnd guetbedunckhen nach ge¬
treulich verwaltenn vnnd regiern, das queckhsilber vnd zinober widerumb auffs höchst , besst vnnd nutzlichest , als wir weg vnnd mitel
finden mugen , verkhauffenn vnnd verschleissen, daruon vffrechte , erbarc , clare vnd guette rechnung halten , inen von allen hanndlungvnd monnat -zetlen abschrifft vnnd copeyen verfolgen lassen, auch innsonderhait wir Haug , Lanngnaur vnd mituerwanndten , oder vnsere
erben den gedachten Michelnn vnnd Abraham Katzbeckhen vnnd
mituerwandten , oder iren erben jeder zeit, so offt vnd wan aus solchen
queckhsilbern vnnd zinobern gelt erlösst , gefallenn vnnd eingebracht
wirdet , iren gebuerennden halben thail durchaus jedcsmals getreulichen zuethailen , auch ohne Verzug zuestellen vnnd erlegen.
. 5. Vnnd auch zu aussganng vnd enndt beruerts queckhsilberynnd zinober -khauffs vnd Vertrags, auch dartzwischen (so offt es die
‘notturfft erfordert ) inen oder iren erbenn von aller des hanndels gelegenhait freundlichs annzaigen bericht , auch darzwischen , souill
imer der gelegenhait nach sein khan , doch vngeuerlich inn jars zeitten,
.erbare vnnd genuegsame rechnung vnnd raittung geben vnd zuestellen,
vnnd also an haubtguet , gewinung oder Verlust, inen jeder zeit denn
halben thail verfolgen vnnd zuestehen lassen.
.
Hinwider was auch wir, obgemelte Katzbeckhen , Manlich vnnd
mituerwanndten dises hanndels halben inn erfarung bringen , sy die
Strieder
, Studien z. Gesch . kapitalist . Organisationsformen
.
34
520
Nachträge.
Haugen , Lanngnawr vnd mituerwanndten auch berichten vnd verstendigen.
6. Vnd ob dan zu aussganng des Vertrags zeit der funff jar an
queckhsilber vnnd zinober, noch ichtzit , wenig oder vill vberbliben
verhannden , dergleichen was alssdan an vneingebrachtenn schulden
noch ausstenndig sein wurde , denselben vorstanndt vnnd recht ann
queckhsilber vnnd zinober , schulden vnnd gelt sollen vnnd wollen wir,
obgemelte Dauidt Haug , Hanns Lanngnawr vnnd mituerwanndten,
oder vnsere erben alsdan ferrer mit gemelten Michel vnnd Abraham
Katzbeckhen , Mathias Männlich vnnd mituerwanndten guetten ratt
vorwissenn vnd willen auch verkhauffenn , verhanndlen vnnd die aussteenden schulden zum getreulichisten einziehen vnnd einbringen.
Zuuor auch dise geselschafft ir enndtschafft nit haben soi.
7. Wir, offt gemelte Haug , Lanngnawr vnd mitverwanndten
habenn auch innsonnderhait bewilligt inn zeit dises queckhsilber - vnnd
zinoberkhauffs sonnst ferrer daneben ad partem , oder innsonderhait
khain queckhsilber oder zinober, vber die suma so vnns , oder vnnsern
erben in werendem vertrag sollen gelibert werden , ohne ir, vnserer
obgemeltet gesellschaffter vorwissen vnnd bewilligen zu khauffen.
Wie dan sie, die Katzbeckhen , Männlich vnnd mituerwanndten , oder
ire erben gleicher gestalt auch thuen sollen.
8. Dessgleichen, ob wir oder vnsere erben , nach disem queckhsilberkhauff vnnd zu aussganng desselben ainen ferrem kauff vnnd
hanndlung vmb queckhsilber vnd zinober thuen wolten oder wurden,
so sollen vnnd wollen wir den gedachten Katzbeckhen , Manlich vnnd
mitverwanndten oder iren erben alssdann (soferr es inen gelegenn vnnd
gefellig) in derselben hanndlung aber den halben thail , wie in diser
zue rechnen vnnd mitlassen.
9. Wan wir aber mit höchst gedachter fürstl . durchl . ertzhertzog
Carln, oder wer von irer fürstl . durchl . wegen das queckhsilber vnnd
zinober inn hannden haben wirdet , ferrer nit hanndien wolten , oder
vnns mit irer fürstl . durchl . aines kauffs nit vergleichen kündten,
mögen sie, die Katzbeckh , Männlich vnnd mituerwandten alssdan zu
irer gelegenhait mit irer fürstl . durchl . ainen kauff für sich selbs beschliessen. Doch das sy vnns , oder vnsem erben volgents auch aift
halben thail darinnen (so vns der anzunemen gefällig) mit lassen.
10. So sollen auch offt ermelte Katzbeckhen , Männlich vnd mit¬
verwanndten , oder ire erbenn vnns , den gedachten Dauidt Haugen,
Hannsen Lanngnawr vnd mitverwanndten , oder vnsem erben gegen
yeder gelterlegung allweg gebuerlich vrkhundt vnnd bekhanndtnus
vnnd insonnderhait zu enndt der vertragszeit vnd vnser enndtlichen
haubtrechnung , vberantwurttung vnnd zuestellung gebuerliche vnnd
gnuegsame juratquittung fertigenn vnnd gebenn . Wie auch gleicher
gestalt wir, oder vnnser erben inen , den Katzbeckhen , Männlich vnd
mituerwanndten , oder iren erben gegen yedem iren gelterlegung auch
Dritter Nachtrag.
521
gebuerlich vrkhundt vnnd ledstlichea auch freundtlich quittungbrief
zuestellen sollen vnnd wollen.
11. Vnnd beschliesslich haben wir bede, oben bekhennende parteyen vnnd geselschaffter vnns ferrer dessen mit ainander verainigt:
Wan sich in zeit diser werenden geselschafft begebenn vnnd des
hanndels notturfft erhaischen wirdet , das wir an frembde ausslenndische ort verraissen muessten , sollen wir zu beden thaillen zugleich
darmit verbunden sein, vnnd sich khainer dauon absonndern , sonnder
in dem, wie in allem andern , ainander getreulich beystehen vnd der¬
massen erzaigen ails getreuen , redlichen geselschafftern wol zuestet
vnnd gebuert . Alles vnnd jegclichs recht vnnd redtlich sonnder argKsst vnd gefehrde.
Vnnd des zu warem vrkhundt sein diser Verschreibungen zwo
gleichs lauts gemacht vnnd aufgericht , deren jeder thaill aine zuhannden genomen . Vnnd von vnns , obgemelten Dauidt Haugen,
Hannsen Lanngnawr vnnd mituerwanndten mit vnser der Haugen
vnnd Lanngnawrs nngebomen innsigeln vnnd selbs vnderzaichneten
hanndschrifften , dessgleichen von vnserer , obgenanter Michel vnd
Abraham Katzbeckhen , Mathes Männlich vnd mituerwandten wegen
mit mein , gemelts Abraham Katzbeckhen vnd Anthpni Hörmans angebornen innsigeln, dabey wir vnns auch mit aignen hannden vnderschriben , verfertigt worden.
Geben vnd beschechen zu Augspurg , den 16. tag des monnats
Nouembris nach Christi vnsers lieben herrn , ainigen erlösers vnd seligmacbs gebürt funffzehenhundert vnd im sechs vnnd sechtzigisten jare.
Dauidt Haug manu propria . Hanns Lanngnawr manu propria.
Abraham Katzbeckh manu propria . Anthoni Hörman manu propria.
34*
Orts= und Personenregister der Naditräge.
Adria 494, 497.
Afrika 499.
Almaden 510, 515.
Amerika 515.
Amsterdam 494f.
Ancona 497.
Antwerpen
(Anntorff ) 493—497, 499,
500.
Fugger , Hans 505 f., 509 f.
—, Hans Jacob 503, 510.
—, Jacob 499, 501 f., 504.
—, Marx 505 f., 509.
—, Raimund 503.
—, Ulrich 503.
Furtenbach , Bonaventura
490.
Genua 497.
Augsburg 489 « ., 499 - 501, 503 ff., 508 Ghysiis , Augustinus
de (= Agostino
bis 518, 521.
Chigi ?) 516.
Goldküste 499.
Baumgartner
498.
Görz 513, 518.
Belgien 499.
Guanca -Velica 515.
Bergheim 510.
Bimmel , Anton 510.
Han , Apollonia 510.
—, Regina 510.
—, Dr . Johann Jakob 510.
Böhmen 492, 500, 503 « .
Haug , David 514—521.
Brabant 501.
Herwart 514.
Breyner , Philipp 501.
Hobereckh , Melchior von 501.
Breslau 494 f.
Hochkirch 499.
Burgund 501 , 518.
Höchstetter 498 , 501 f., 510.
Hörman , Anton 521.
Cornwallis 503.
Holzschuher , Veit 490.
Dalmatien 501.
Idria 510, 513- 521.
Danzig (Tanizka ) 494 f.
Innsbruck 498.
Demschwam , Hans 491, 495.
Italien 494, 497 f., 501.
Donau 499 , 502.
Kärnten 498 , 518.
Ebner , Hans 490.
Karl , Erzherzog von Österreich 513 f.,
Elisabeth , Königin von England 503.
517 f„ 520.
Katzbeckh 516 - 521.
England 503, 515.
Khisl zu Kaltenbrunn , Hans 513.
Ferdinand I., deutscher Kaiser 490 bis Kleinasien 491.
493, 495, 497, 500 f„ 503, 508 f.
Köln 503.
Frankfurt a . M. 507.
Konstantinopel
491.
Frankreich 494, 496 f.
Krain 515, 518.
Fugger 489—512.
Krakau 491 , 494 f., 507.
—, Anton 489 f., 492—495, 500f ., 503 Kroatien 501.
bis 512.
Langenauer , Hans 514—521.
—, Christoph 503.
Levante 497.
—, Georg 503.
Orts-' und Personenregister der Nachträge.
Mayr , Konrad sr . 503—512.
—, — jr . 510.
Maltitz , Hans 498.
Manlich , Matthias oder Mattheus
bis -502, 516 —521.
Marseille 497.
Maximilian I., deutscher
Kaiser
501.
Mindelheim 510.
Neusohl 489 - 491, 498 f., 500.
Niederlande
494 ff., 498 f., 502.
Nürnberg 490, 507, 511 f.
Österreich 498 , 501, 518.
Ohrdruf 499.
Polen 495 f.
Portugal 494, 496, 499.
Prag 507.
Preußen 495 f.
Roch , Euphrosina 510.
—, Peter 510.
Rott , Konrad 510 f.
Sachsen 503 f.
Sauerzapf , Sebastian
491.
Schlackenwald
507.
Schlesien 495 f.
Schwarz , Matthäus 503.
489 Scliwaz 493, 495 , 498, 501 f.
Spanien 494—496, 515.
Spanochi , Ambrosius de 516.
499, 502.
498, St . Georgenthal
Stegnuyin , Georg 505.
Steyr 518.
Teschen 491.
Thorn 494 f.
Thüringen 498 f.
Tirol 489 , 491 f., 497 f., 500, 518.
Tolfa 516.
Türken 489 f.
Ungarn
489 ff., 494 f., 497 ff., 501 f.
Venedig 498.
Villach 513 f.
Walther , Marx 503.
Welser , Bartholomae
508.
Wien 493, 501, 513 f.
Württemberg
518.
Zeller , M. 501.
523
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https://openalex.org/W4241951625
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http://hrcak.srce.hr/file/215936
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English
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Evaluation of Practical Application of Plant Simulation in the Form of Experiments
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Naše more
| 2,015
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cc-by
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Evaluation of Practical Application of Plant Simulation
in the Form of Experiments
Procjena praktične primjene simulacije postrojenja u
obliku eksperimenata Lukáš Kamenický
Technical University of Kosice
Slovakia
e-mail: lukas.kamenicky@tuke.sk Michal Hovanec
Technical University of Kosice
Slovakia
e-mail: michal.hovanec@tuke.sk Juraj Sinay
Technical University of Kosice
Slovakia
e-mail: juraj.sinay@tuke.sk Hrozek František
Technical University of Kosice
Slovakia
e-mail: frantisek.hrozek@tuke.sk Hrozek František
Technical University of Kosice
Slovakia
e-mail: frantisek.hrozek@tuke.sk Petr Skřehot
Technical University of Kosice
Slovakia
e-mail: p.skrehot@seznam.cz DOI 10.17818/NM/2015/SI19
UDK 338.36
Review / Pregledni rad
Paper accepted / Rukopis primljen: 27. 4. 2015. DOI 10.17818/NM/2015/SI19
UDK 338.36
Review / Pregledni rad
Paper accepted / Rukopis primljen: 27. 4. 2015. Summary KEY WORDS
product lifecycle
managment
plant Simulation
quality production
digital plant
digitalization This contribution deals with the Simulation of manufacturing systems. Plant
simulation is a modern instrument for optimizing factory production; however,
the initial investment is high, especially for human resources, since the creation of
a simulation model requires a lot of data from manufacturing, which needs to be
analyzed and used as input into the simulation so that the simulation model is as
close as possible to the real manufacturing system. Simulation enables changes to
first be carried out in the simulation model and the defining of possible problems,
through which in this case it is possible to avoid when introducing changes into an
operation. The measure of effectiveness of using inputs is the productivity of a manufacturing
system, and the aim of organization management is to monitor, analyze and
improve a manufacturing system through optimizing for the purpose of increasing
its efficiency, ensuring higher quality and a higher volume of production, shortening
supply time in the scope of transportation, improving logistics and increasing the
profitability of the given organization. KLJUČNE RIJEČI vijek trajanja proizvoda
menadžment
simulacija postrojenja
kvalitetna proizvodnja
digitalno postrojenje
digitalizacija Mjera učinkovitosti upotrebe ulaznih podataka je produktivnost proizvodnog sustava,
a cilj organizacijskog menadžmenta je pratiti, analizirati i poboljšati proizvodni
sustav optimizacijom kako bi se povećala učinkovitost, osigurala viša kvaliteta i
veća proizvodnja, smanjilo vrijeme nabave tijekom transporta, poboljšala logistika i
povećala profitabilnost date organizacije. vijek trajanja proizvoda
menadžment
simulacija postrojenja
kvalitetna proizvodnja
digitalno postrojenje
digitalizacija Sažetak U ovom radu govori se o simulaciji proizvodnih sustava. Simulacija postrojenja je
moderni instrument za optimizaciju tvorničke proizvodnje; međutm, početno ulaganje
je veliko, posebice u ljudstvu, budući da pravljenje simulacijskog modela zahtjeva
veliku količinu podataka iz proizvodnje, koje treba analizirati i upotrebiti u simulaciji
tako da simulacijski model bude što vjeriniji stvarnom proizvodnom sustavu. Simulacija
omogućuje da se promjene prije svega provedu u simulacijskom modelu i definiraju
mogući problemi, a time je moguće izbjeći iste probleme kada se promjene uvedu u rad. Experiment 1 – shortening the period for the setting of the
lacquer equipment; therefore, the work environment in which the process
of manufacture took place was selected as the area of optimization
in the organization. Optimization related in particular to the
shortening of certain times for processing the sheets, transport
and logical links, in which time reserves were identified. These were
suitable for using and thus increasing the productivity of the entire
manufacturing system. The process of setting in the model is represented by the object
Buffer, with a processing time of 24 hours. The proposed solution in
practice represents placing a drying oven into the manufacturing
system between the processes “pressing” and “striking of CC”. The
period for setting of the lacquer would in this way be shortened
from the original 24 hours to an anticipated 4 hours (2 hours for
setting of the lacquer, 2 hours for ventilating the ovens). By creating
the experimental model, in the scope of which the period of
processing in the object Buffer (see Fig.1) is defined as 4 hours, the
influence of these changes will be verified in the total production
of the manufacturing system and the impact on the capacity of
loading of the object Buffer. The tables below shows the words
“KU” and “sluzba” in software as a service and a CC. INTRODUCTIONf into production and verifying the correctness of technological
proposals before actually introducing them into a real
manufacturing system. Predicting the effects of different changes in the life cycle of
a product can be achieved through use of a digital factory as
software support, namely by simulation programs such as,
for example, plant simulation, which enable predicting the
course of the process of planning, transportation, logistics
and manufacture in a short time. The use of this tool enables
the performing of experiments without direct interference In the scope of conducting the experiments the process
of lacquering and pressing of metal sheets and the process
of manufacturing crown caps were described [1]. The
processing of metal sheets itself runs on automated production 193 “Naše more” 62(3)/2015., pp. 193-199 Experiment 1 – shortening the period for the setting of the
lacquer Experiment 2 – shortening the duration of the change of
lacquer and colour the change of lacquer/colour),
the number of processed entities for the output Service
grew by 14.55%, Each change of lacquer and colour lasts 30 minutes; however,
it is essential in the scope of carrying out individual orders,
because the type of lacquer and the number of colours are
specific for each order (see Fig.4). The proposed improvement
consists in optimizing the process of changing the lacquer and
colours such that the duration of this process is minimized. In the
experimental model a proposed shortening of the time needed
for a change of the lacquer of object LTG2 and the colour in
object LTG1 was introduced from the original 30 minutes to an
assumed 25 minutes. The effect of this change was monitored
by comparing the statistical output from the experimental
model versus the output from the basic model. --
the number of entities processed by lines LTG2 and LTG1 for
the purpose of manufacture of CC grew; however, due to
the loading of the object Buffer, this was manifested only in
the collective in-process production. TOOLS AND METHOD In the following sections of the contribution 5 experiments
are carried out in which the independent and common effects
of the proposed improvements in the manufacturing process
organization using the simulation instrument PLANT SIMULATION
will be tested. These are the proposals for improvement: From the above-presented image in comparison with Fig. 2
and Fig. 3 the following effect of the simulated change follows: 1. Shortening of the time necessary for the setting of the lacquer
by introducing a drying oven into the process of production
between the process of lacquering and the process of
manufacture of the CC. --
the loading of object Buffer dropped by 10%, --
the loading of object Buffer dropped by 10%, --
the period of processing of objects SACMI1 and SACMI2
grew by 2.8% for each piece of equipment, which had as a
consequence growth in the volume of processed entities for
the output of CC by 3.015%. --
the period of processing of objects SACMI1 and SACMI2
grew by 2.8% for each piece of equipment, which had as a
consequence growth in the volume of processed entities for
the output of CC by 3.015%. 2. Shortening of the time necessary for a change of lacquer and
colour on the LTG lines. 3. Introducing of a third series SACMI line for the manufacture of
CC, (SACMI - ejectors line, LTG - printing line, CC - Crown Caps . M. Hovanec et al: Evaluation of Practical Application of Plant... Figure 1 Statistical output from the model of experiment 1
Figure 2 Use of the operation time of equipment before the change Figure 1 Statistical output from the model of experiment 1 Figure 2 Use of the operation time of equipment before the change Figure 2 Use of the operation time of equipment before the change Figure 2 Use of the operation time of equipment before the change Figure 2 Use of the operation time of equipment before the change M. Hovanec et al: Evaluation of Practical Application of Plant... Figure 3 Statistical output of the basic simulation model before the change
Figure 4 Statistical output of the basic simulation model Experiment 2 – shortening the duration of the change of
lacquer and colour Experiment 3 – increasing the production capacity in the
manufacture of CC At present the process of CC manufacturing is represented by
2 series of SACMI production lines. The loading capacity of the
object Buffer (see Fig. 2) was evaluated as a space for introducing
a third series of the SACMI production line. The proposed change
was simulated in experiment model 3 by adding object SACMI3. On the basis of the statistical output from this model the effect
of the simulated change in the loading of the object Buffer was
monitored, as were the amount of processed entities and the
loading capacity of objects SACMI1, SACMI2 and SACMI3. From the above-mentioned image, in comparison with
Fig.3., the following effect of the simulated change results: --
the average period of processing 1 entity as a service
dropped by 5 minutes (represents the time-savings during Figure 5 Statistical output from the model of experiment 3 Figure 6 Loading of the equipment in the model of experiment 3 Figure 6 Loading of the equipment in the model of experiment 3 195 “Naše more” 62(3)/2015., pp. 193-199 --
the share of processed entities in the output Service
dropped by 21.74%, From the above-mentioned images, in comparison with
Fig. 2 and Fig. 3., the following effect of the simulated
changes results: --
the share of processed entities in the output CC grew by
54.27%, --
the volume of the processed entities for the output of CC
grew by 6.78%, --
the relative loading of the object Buffer dropped
significantly, --
the period of processing SACMI objects dropped to
66.3%, i.e. a reserve for further processing was created, --
the period of processing of the SACMI objects grew by
2.8%. --
the period of processing of the SACMI objects grew by
2.8%. --
the loading capacity of the object Buffer remained
unchanged. Experiment 4 – simulation of the combination of Experiment 5 represents the simulation of common
introducing of the proposed changes simulated in
experiments 2 and 3. The change simulated in the experiment
was excluded on the basis of the fact that the achieved
benefit (higher volume of processed entities by 3% in the
output of CC) is not considered as sufficient with respect to
the financial demand of carrying out this change in practice
(investment in the drying oven). experiments 1, 2 and 3 In the individual experiments 1, 2 and 3 the effect of the
simulated changed was assessed individually in comparison
with the basic simulation model of the real manufacturing
system. In experiment 4 their common effect on the overall
productivity of the system was simulated; thus all proposed
changes were implemented in the scope of a single model. On the basis of statistical outputs the effect of the
simulated changes on the loading capacity of the SACMI
objects, the object Buffer and the amount of processed
entities for outputs of CC and Service was monitored. In this experiment the introducing of a third series of the
SACMI line and shortening of the time for changing lacquer
and colour on the LTG lines and their common effect on
productivity in the simulated manufacturing system was
simulated. On the basis of statistical outputs the volume of
the processed entities in the outputs Service and CC were
monitored, as was the loading of the individual objects. From a comparison of the above-mentioned images
with Fig. 2 and Fig. 3., the following effect of the simulated
changes in experiment 4 results: --
production of objects LTG2 and LTG1 grew by 8.63%, Figure 7 Statistical output from the model of experiment 4
Figure 8 Loading of the equipment in the model of experiment 4 Figure 7 Statistical output from the model of experiment 4 gure 7 Statistical output from the model of experiment 4 Figure 8 Loading of the equipment in the model of experiment 4 Figure 8 Loading of the equipment in the model of experiment 4 M. Hovanec et al: Evaluation of Practical Application of Plant... Experiment 4 – simulation of the combination of Figure 9 Statistical output from the model of experiment 5
Figure 10 Loading of the equipment in the model of experiment 5 Figure 9 Statistical output from the model of experiment 5 Figure 9 Statistical output from the model of experiment 5 Figure 10 Loading of the equipment in the model of experiment 5 0 Loading of the equipment in the model of experiment On the basis of a comparison of the facts presented in Fig. 10
and Fig. 9 and with the statistical outputs from the basic model
(Fig. 2 and Fig. 3) the following effect of the simulated changes
result: to the object Buffer, 59% of entities head to the output Service). Placement of a third series of SACMI lines creates the space for
a change of this ratio in favour of entities further processed for
the purpose of CC manufacture. --
the volume of processed entities in the output Service grew
by 10.03%, In the second part of experiment 5, the ratio of 100% of the
processed entities was divided in the output from object LTG1
in the simulation model as follows: --
the volume of processed entities in the output CC grew by
6.53%, --
60% head to the object Buffer (entities processed for the
purpose of CC manufacture), --
the relative loading capacity of the object Buffer remained
unchanged in comparison with the basic model, --
40% head to the output Service (entities processed as a
service). --
a decline in the overall period of processing the SACMI
objects to 65.8% of the total operation time. Likewise, the capacity of the object Buffer was changed to
22 entities for the purpose of effective use of the operation time
of the SACMI equipment, which (while the previously defined
capacity of the object Buffer of 15 entities) expected 34.2% of its
total operation time for the input to the process. The reason for the decline in overall processing period for
the SACMI objects is the insufficient capacity of the object Buffer
(15 entities) and likewise the simultaneous division of the flow
of material in the output from object LTG1 (41% of entities head RESULTS, DISCUSSION AND CONCLUSIONSf --
478 entities in the output Service (a decline by 20.07% in
comparisons with the basic model, a decline by 27.36% in
comparison with the original model of experiment 5), --
597 entities in the output CC (growth by 50% in comparison
with the basic model, growth by 40.8% in comparisons with
the original model of experiment 5).f In the following table the anticipated effect of the proposed
improvements on the basic simulation of experiments 1-5 is
described. The number of processed entities was monitored for
a period of 30 days overall and for the individual outputs Service
and CC. The weights of financial demand of the introduced
changes in practice (1-low, 2-medium, 3-high) were assigned
to the individual experiments, and the generated outputs were
recalculated for their possible financial evaluation, because the
processed entities in the outputs Service and CC have different
selling prices. The selling price presented is inclusive of the price
of the initial input – the sheet metal. In experiments 1-3 each of
the proposals for improvement was simulated independently,
and in experiments 4 and 5 the combination of proposals for
improvement was simulated; therefore experiments 1-3 and
experiments 4 and 5 will be evaluated separately. The change
of the selected evaluations is depicted as a percentage with
respect to the basic model (a decline by red, growth by green). Experiments 1 and 3, unlike experiment 2, did not lead
to any overall growth of production, but only to a shift of
part of the processed sheets in favour of the process of CC
manufacture, which is financially more interesting for the
organization. For the mentioned reason, experiments 4 and 5,
in which a combination of introducing all three of the proposed
improvements, were carried out. From the results depicted in
Tab. 1 it is evident that experiment 4 achieved better results,
which is related to the volume of production of the simulated
system; however, after taking the necessary investment costs
into account, experiment 5, in which the manufacture system
was simulated after introducing of proposals 2 and 3, was
selected as the most suitable. The benefit of the experimental Table 1 Comparison of the results of individual experiments
Experiment
Description
Number of processed entities
Weight
of fin. demand
Value of output in EUR
Fin. RESULTS, DISCUSSION AND CONCLUSIONSf RESULTS, DISCUSSION AND CONCLUSIONS
From experiments 1-3 proposal number 2, the effect of which
was simulated in experiment 2, was selected as the most
suitable proposal for improvement for introduction into the
real manufacturing system. The feasibility of improvement of
number two appears in the assumed low costs (in comparison
with the costs necessary for carrying out the other proposals)
and was the only one that generated growth of production of
the simulated manufacturing system; however, only for the
output of sheets processed as a service. For the process of CC
manufacture this fact means potential for re-evaluating the
current capacities of CC manufacture, since CC manufacture
brings the organization 65.1% higher financial evaluation than
the service itself – lacquering and colour printing of sheet metal. Experiments 1 and 3, unlike experiment 2, did not lead
to any overall growth of production, but only to a shift of
part of the processed sheets in favour of the process of CC
manufacture, which is financially more interesting for the
organization. For the mentioned reason, experiments 4 and 5,
in which a combination of introducing all three of the proposed
improvements, were carried out. From the results depicted in
Tab. 1 it is evident that experiment 4 achieved better results,
which is related to the volume of production of the simulated
system; however, after taking the necessary investment costs
into account, experiment 5, in which the manufacture system
was simulated after introducing of proposals 2 and 3, was
selected as the most suitable. The benefit of the experimental From experiments 1-3 proposal number 2, the effect of which
was simulated in experiment 2, was selected as the most
suitable proposal for improvement for introduction into the
real manufacturing system. The feasibility of improvement of
number two appears in the assumed low costs (in comparison
with the costs necessary for carrying out the other proposals)
and was the only one that generated growth of production of
the simulated manufacturing system; however, only for the
output of sheets processed as a service. For the process of CC
manufacture this fact means potential for re-evaluating the
current capacities of CC manufacture, since CC manufacture
brings the organization 65.1% higher financial evaluation than
the service itself – lacquering and colour printing of sheet metal. Figure 11 Statistical output 2 from the model of experiment 5 Figure 12 Loading of the equipment 2 in the model of experiment 5 Figure 12 Loading of the equipment 2 in the model of experiment 5 “Naše more” 62(3)/2015., pp. 193-199 The most suitable variant is in the table indicated by the pink
colour. Furthermore, the change versus all of the previous
experiments consisted in a change of capacity of the object
Buffer to 22 entities and a change of the ratio of the divided
processed entities in the output from object LTG1. This
change was shown to be effective, because the total period of
processing the SACMI objects grew to 93% from the original
65.8%. This is also significantly manifested in the number of
processed entities for the individual outputs: RESULTS, DISCUSSION AND CONCLUSIONSf contribution
in EUR
CC
Service
Total
CC
Service
Total
0
basic model
398 (100%)
598 (100%)
996 (100%)
-
1321887
1201980
2523867
(100%)
-
1
shortening the
period of setting
of lacquer
410
(+3.02%)
587
(-1.84%)
997 (-)
3
1361742
1179870
2541612
17745 (+0.7%)
2
shortening the
period of change
of lacquer/colour
398 (-)
685
(+14.55%)
1083
(+8.73%)
1
1321887
1376850
2698736
174869
(+6.93%)
3
increasing prod. capacity of SACMI
lines
425
(+6.78%)
570
(-4.68%)
995 (-)
2
1411562
1145700
2557262
33395
(+1.32%)
4
combination of
exp. 1,2,3
614
(+54.27%)
468
(-21.74%)
1082
(+8.63%)
1+2+3
2039292
940680
2979972
456105
(+18.07%)
5
combination of
exp. 2,3
597 (+50%)
478
(-20.07%)
1075
(+7.93%)
1+2
1982830
960780
2943610
419743
(+16.63%) Table 1 Comparison of the results of individual experiments M. Hovanec et al: Evaluation of Practical Application of Plant... [6] Hovanec M., Sinay J., Pačaiová H. (2014). Application of Proactive Ergonomics
Utilizing Digital Plant Methods Based on Augmented Reality as a Tool
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simulation software. The management of the organization thus
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University Science Park TECHNICOM for Innovation Applications
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Slovakia. [11] Lisuch, J., Gonos, J. (2014). Use of logistic approach in optimizing the rotary
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ergonómii, CD. Slovenská ergonomická spoločnosť (SES) 2010, 146 s. ISBN
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Advanced Industrial Engineering. Wydawnictwo Fundacji Centrum Nowych
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Proceding on the International Science Conference TRANSPORT SYSTEMS
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nanomaterials NANOCON - 1st International Conference, Conference
Proceedings 199 “Naše more” 62(3)/2015., pp. 193-199
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https://openalex.org/W3108844232
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Gender Specific Distribution Of different patterns of Diabetic Retinopathy In Patients With Type 2 Diabetes Mellitus. A Cross-Sectional Study From a tertiary care specialized center in Lahore, Pakistan
|
Pakistan postgraduate medical institute
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ORIGINAL ARTICLE ORIGINAL ARTICLE ABSTRACT Background: The patients of diabetic retinopathy are not aware of early retinal vascular dysfunction, which is a
feature of diabetic retinopathy. Objective: This study aimed to detect the different patterns of diabetic retinopathy and distribution in different
genders, in a tertiary care specialized center. Methods: Consecutive patients attending the Diabetes Endocrine and Metabolic Center (DEMC) were consented and
examined for a period of six months. Direct and indirect ophthalmoscopes were used by an ophthalmologist for
fundus examination. Grading of the retinopathy patterns was done by International Clinical Diabetic Retinopathy
Disease Severity Scale (ICDRDSS). The data was analyzed using SPSS version 23. Results: A total number of 250 patients were examined during the six months period of study. The frequency of
diabetic retinopathy was more in females as compared to males. The incidence of non-proliferative diabetic
retinopathy was more in males as compared to females, and the prevalence of proliferative diabetic retinopathy was
same in both genders. Greater number of females had clinically significant macular edema and advance diabetic
retinopathy was observed in only males. Conclusion: Diabetic retinopathy (DR) is common in our setup, with different genders having different prevalence of
eye problems. A screening strategy system is needed to develop for the early detection and treatment of preventable
cause of blindness in patients with type2 diabetes mellitus. Key Words: Distribution, Diabetes Mellitus, Retinopathy, Gender How to cite this article: Khan MIH, Waqar A, Riaz A, Azhar U, Tariq A, Ismail I, et al. Gender Specific
Distribution Of different patterns of Diabetic Retinopathy In Patients With Type 2 Diabetes Mellitus. A Cross-
Sectional Study From a tertiary care specialized center in Lahore, Pakistan. Pak Postgrad Med J 2019;30(1): 32-35 How to cite this article: Khan MIH, Waqar A, Riaz A, Azhar U, Tariq A, Ismail I, et al. Gender Specific
Distribution Of different patterns of Diabetic Retinopathy In Patients With Type 2 Diabetes Mellitus. A Cross-
Sectional Study From a tertiary care specialized center in Lahore, Pakistan. Pak Postgrad Med J 2019;30(1): 32-35 GENDER SPECIFIC DISTRIBUTION OF DIFFERENT PATTERNS OF
DIABETIC RETINOPATHY IN PATIENTS WITH TYPE 2 DIABETES
MELLITUS. A RETROSPECTIVE CROSS-SECTIONAL STUDY FROM A
TERTIARY CARE SPECIALIZED CENTER IN LAHORE, PAKISTAN
MUHAMMAD IMRAN HASAN KHAN, AMMARA WAQAR, AYESHA RIAZ, USAMA AZHAR,
AEMIN TARIQ, IRSA ISMAIL, FIZZA ZUBAIR
P
t
d
t M di
l I
tit t / A
d Di M di
l C ll
L h Q
Postgraduate Medical Institute / Ameer ud Din Medical College, Lahore MUHAMMAD IMRAN HASAN KHAN, AMMARA WAQAR, AYESHA RIAZ et al MUHAMMAD IMRAN HASAN KHAN, AMMARA WAQAR, AYESHA RIAZ et al retinopathy (PDR) was depicted by formation of new
vessels originating from the retina and optic disc which
is known as neo-vascularization, in patients with
uncontrolled blood sugar levels for a long period of
time in diabetes mellitus.6Diabetic macular edema
(DME) was a thickening of the macula, an area slightly
lateral to the center of retina, which led to loss of
vision. The most hellacious form of DME was
Clinically Significant Macular Edema (CSME).7One of
the concerns of this study was cost effectiveness of
screening programs regarding diabetes related eye
diseases.8 study. On a routine, 100 to 150 patients attend DEMC
on a day, and their fundus was checked on first visit,
unless there was a contraindication. An optometrist was
available six days in week, with a non mydriatic fundus
photograph camera, for examination of fundus. Direct
and indirect ophthalmoscopes were used and this fundus
camera, by an optometrist. International Clinical
Diabetic
Retinopathy
Disease
Severity
Scale
(ICDRDSS) was used for grading the retinopathy. The
data was analyzed using SPSS version 23. After careful examination, only those patients
between the ages of 15 to 90 were selected, from both
genders. Only those having retinopathy findings, were
included, and those without them, were not. It meant
that a large portion without retinal findings was
excluded. Presence of eye complication, restricting
fundus photo were also excluded. All those with any
other complication were included. A study was done at Aminu Kano Teaching
Hospital, Kano, Nigeria in 2012 which showed the
distribution of diabetic retinopathy among males and
females. Total number of patients were 214. 88 males
and 126 females (M:F=1:1.43) were included in that
study. However, total number of subjects was small in
this study. 9 Lin J-C et al10 conducted study in Taiwan;
on 2926 cases of patients with DR among 63,582
patients with diabetes mellitus type 2. They described
the changing trends through these years and examined
whether the gender specific variation existed. Our study
is from a totally different part of the world, where socio
economic condition and provision of health services are
compromised. Also lack of education, non availability
of independent resources, lack of reflection of health in
annual government budget and no access to specialized
centers play pivotal role. This became all the more
important to conduct this study in our circumstances. RESULTS The total number of patients included in the study was
250, as they had positive findings, during the study
period. Diabetic retinopathy was found more commonly
in females as compared to males (Figure 1 and 2). The
non-proliferative diabetic retinopathy was more in
males as compared to females, but the proliferative
diabetic retinopathy remained same in both genders. However, greater number of females had clinically
significant macular edema and advance diabetic
retinopathy was observed in only 4 males. In Pakistan diabetic retinopathy is affecting a large
number of diabetic patients but evidence is lacking
locally, as very few number of researches has been
carried out, and the data available is not sufficient and
not properly documented, specially from a specialized
center where resources were available. We conducted
this study to determine distribution of diabetic
retinopathy according to gender on a large group of
patients. This study would help us to know the different
patterns of retinopathy in patients attending Diabetes
Endocrine and Metabolic Center (DEMC) which
included
NPDR,
PDR,
CSME,
ADVDR
and
distribution of the disease in different genders. This
could also help the health care providers to establish
screening programs and providing effective care to the
diabetic patients to decrease the incidence of
preventable causes of blindness which was cost
effective. Figure 1:
Figure 2: Figure 1: Figure 1: Figure 2: INTRODUCTION retinopathy, nephropathy, neuropathy cardiovascular
and stroke.1 Diabetes mellitus is known as a chronic metabolic
disorder which is depicted by persistently raised blood
glucose levels. According to a study by World Health
Organization (WHO), diabetes mellitus had prevailed
from 4.7% to 8.55% from 1980 to 2014 in population
over 18 years of age. The persistent increase in blood
glucose level led to the development of complications
of diabetes mellitus which included both micro-vascular
and macro-vascular degenerative disorders such as Diabetic retinopathy (DR) is of great importance
and concern because the current studies showed that
prevalence and incidence of diabetes mellitus Type 2
was anticipated to rise during the next decades.2 Due to
step-up advances in early detection and prevention of
diabetic retinopathy, there was a raised demand for DR
treatment services.3 Patients of DR were generally
incognizant of the developing early retinal vascular
damage and changes which was also a characteristics of
DR. Floaters or hazy vision were visual symptoms of
DR that often transpire in more advanced stages, such
as proliferative DR or clinically significant macular
edema(CSME).4 Early stage of diabetic retinopathy was
Non-proliferative
diabetic
retinopathy(NPDR). Automatic detection of NPDR is significant for clinical
diagnosis, early screening and serial progression of
disease in patients with DM.5Proliferative diabetic Correspondence to: Muhammad Imran Hasan Khan,
Postgraduate Medical Institute / Ameer ud Din Medical
College, Lahore,
E-mail: mimranhkan@hotmail.com
…………………………………………………………………. Received: Nov 07, 2019;
Revised: Mar 02, 2020;
Accepted: Jul 14, 2020 Correspondence to: Muhammad Imran Hasan Khan,
Postgraduate Medical Institute / Ameer ud Din Medical
College, Lahore, Pak Postgrad Med J Jan. – Mar. 2019 Vol. 30 No. 1 www.ppmj.org.pk 32 DISCUSSION totally different ethnicity and in that part of world with
limited health care resources. This data might help to
identify settings and subgroups of populations where
DR is going in higher trends and help to set screening
priorities and programs for prevention, early detection,
optimized resources allocation and orient future to fill
knowledge gaps. Diabetic
retinopathy
is
one
of
the
long-term
consequences
and
complications
of
the
ocular
manifestation of diabetes mellitus. It is a vision
threatening disease particularly with long disease
duration and poor control of blood sugar levels. Luckily
salutary and beneficial advances have occurred
regarding the prevention and treatment of the disease by
understanding the risk factors, underlying pathology
and functional disability caused by diabetic
retinopathy. LIMITATIONS: There were certain limitations in our study. First, it just
included a very small number of patients. Results could
have been different if larger number of patients were
screened. Second, it only assessed the gender
distribution. Endurance of Diabetes, Control, and
either other complications exist or not could have given
us a better idea about the factors contributing to these
findings. Third, if we had included the frequency of
routine screening in these patients, it would have been
very helpful in drawing conclusion on that also. DR is of particular concern because of increasing
incidence and advances in early detection, making it a
preventable cause of blindness. Because of rapidly
changing trends of DM and DR, there is strong rationale
to update the current patterns of DR in sex specified
population. Most of the patients attending the diabetic,
metabolic and endocrine clinic are not aware, that the
visual symptoms they are suffering from are due to an
isolate eye disease or long-term consequences of
diabetes. METHODS Consecutive patients who were attending DEMC and
consented, for a period of six months, from January
2017 to June 2017, were selected and examined for the Figure 2: Figure 2: Pak Postgrad Med J Jan. – Mar. 2019 Vol. 30 No. 1 www.ppmj.org.pk 33 CONCLUSION Alba Aguada et-al did a study that multi-morbidity
has great influence on health care provision in patients
with type2 diabetes mellitus. A multi-morbidity
network in the general population was constructed in
distinction to age and gender. These networks were
showing strong communication between T2DM and
retinopathy, nephropathy, neuropathy and pancreas
cancer.11Ourstudy did not address any of these features. However, it was similar to this study in respect to
emphasizing the importance of getting a structured
screening program for DR. Diabetic retinopathy is one of the leading cause of
blindness in our setup particularly with long term
subsistence of DM. Diabetic retinopathy is avert cause
of blindness thus outgrowth of screening programs is in
demand for the early detection of the disease, and to
offer better treatment. ACKNOWLEDGEMENTS Authors would like to thank doctors working in DEMC
and Medical Unit 3 for permission and help in carrying
out this study. They would also like to thank Fred
Hollows, and the ophthalmology department for
permission and sharing data for this study. In 2012, Aminu Kano Teaching Hospital, Kano,
Nigeria carried out a study which showed the
distribution of diabetic retinopathy among males and
females. Total number of patients were 214. Males and
females were in ratio of M:F= 1:1.43 with number of 88
males and 126 females. However, total number was too
small included in this study.12Our Study is similar to
this study, as it shows patterns in both sex, with almost
similar number of patients. However, it is more
informative, as it further splits different types of DR,
helping us in understanding gender distribution of
advanced retinopathy. ETHICAL APPROVAL: The study was approved from Ethical Review
Committee of Postgraduate Medical Institute, Lahore,
Pakistan. The study was approved from Ethical Review
Committee of Postgraduate Medical Institute, Lahore,
Pakistan. AUTHORS’ CONTRIBUTION:
MIHK: Idea, discussion, over all supervision
AW: Introduction, discussion, data collection
RA: Methods, discussion, data collection
UA: Results, statistical analysis
AT, II: Introduction, data analysis and collection
FZ: Introduction AUTHORS’ CONTRIBUTION: Lin J-C et al13 conducted study in Taiwan; out of
63,582 patients with T2DM attending diabetic clinic,
2926 were having DR. They described the changing
trends through these years and examined whether the
gender specific variation existed. Our study is much
smaller than this study. but it also shows similar trends
in gender, in a different geological environment. Our study analyzed gender based distribution of
different patterns of diabetic retinopathy in patients with Pak Postgrad Med J Jan. – Mar. 2019 Vol. 30 No. 1 www.ppmj.org.pk MUHAMMAD IMRAN HASAN KHAN, AMMARA WAQAR, AYESHA RIAZ et al MUHAMMAD IMRAN HASAN KHAN, AMMARA WAQAR, AYESHA RIAZ et al 7. Optical coherence tomography (OCT) for detection
of macular oedema in patients with diabetic
retinopathy. -
PubMed
-
NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=Optical
+coherence+tomography+(OCT)+for+detection+of+
macular+oedema+in+patients+with+diabetic+retinop
athy.+Review+article+Virgili+G%2C+et+al.+Cochra
ne+Database+Syst+Rev.+2015. Accessed February
23, 2019. REFERENCES 1. Tannins and vascular complications of Diabetes: An
update. -
PubMed
-
NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=Tannin
s+and+vascular+complications+of+Diabetes%3A+A
n+update.+Review+article+Laddha+AP%2C+et+al.+
Phytomedicine.+2018. Accessed February 23, 2019. y
y
2. Lowering the risk of visual impairment and
blindness. -
PubMed
-
NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=Loweri
ng+the+risk+of+visual+impairment+and+blindness.+
Review+article+Cunha-Vaz+J.+Diabet+Med.+1998. Accessed February 23, 2019. 8. 8. Al BR et. Ophthalmic examination among adults
with diagnosed diabetes mellitus. - PubMed - NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=.+Opht
halmic+examination+among+adults+with+diagnosed
+diabetes+mellitus.+Brechner+RJ%2C+et+al.+JAM
A.+1993. Accessed February 23, 2019. 3. Prognostic prediction models for diabetic retinopathy
progression: a systematic review. - PubMed - NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=.+Prog
nostic+prediction+models+for+diabetic+retinopathy
+progression%3A+a+systematic+review.+Review+ar
ticle+Haider+S%2C+et+al.+Eye+(Lond).+2019. Accessed February 23, 2019. 9. Lawan A, Mohammed TB. Pattern of diabetic
retinopathy
in
Kano,
Nigeria.Ann
Afr
Med. 2012;11(2):75-79. doi:10.4103/1596-3519.93528 10. Lin J-C, Shau W-Y, Lai M-S. Sex- and Age-Specific
Prevalence and Incidence Rates of Sight-Threatening
Diabetic Retinopathy in Taiwan.JAMA Ophthalmol. 2014;132(8):922. doi:10.1001/jamaophthalmol.2014.859 4. P R, H M, P A, et al. Pan-retinal Photocoagulation
and Other Forms of Laser Treatment and Drug
Therapies
for
Non-Proliferative
Diabetic
Retinopathy: Systematic Review and Economic
Evaluation. Health
technology
assessment
(Winchester, England).doi:10.3310/hta19510 11. MorbiNet: multimorbidity networks in adult general
population. Analysis of type 2 diabetes mellitus
comorbidity
AlbaAguado1,
FerranMoratalla-
Navarro,
Flora
López-Simarro&
Victor
Moreno.Published
online
2020
Feb
12. doi:
10.1038/s41598-020-59336-1 g
5. Automatic non-proliferative diabetic retinopathy
screening system based on color fundus image. -
PubMed
-
NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=1+Aut
omatic+non-
proliferative+diabetic+retinopathy+screening+system
+based+on+color+fundus+image.+Xiao+Z%2C+et+a
l.+Biomed+Eng+Online.+2017. Accessed February
23, 2019. 12. Lawan A, Mohammed TB. Pattern of diabetic
retinopathy
in
Kano,
Nigeria.Ann
Afr
Med. 2012;11(2):75-79. doi:10.4103/1596-3519.93528 13. Lin J-C, Shau W-Y, Lai M-S. Sex- and Age-Specific
Prevalence and Incidence Rates of Sight-Threatening
Diabetic Retinopathy in Taiwan.JAMA Ophthalmol. 2014;132(8):922. doi:10.1001/jamaophthalmol.2014.859 6. 6. SJ GK and B. Management of proliferative diabetic
retinopathy. -
PubMed
-
NCBI. https://www.ncbi.nlm.nih.gov/pubmed/?term=Manag
ement+of+proliferative+diabetic+retinopathy.+Revie
w+article+G%C3%BCnd%C3%BCz+K%2C+et+al. Accessed February 23, 2019. Pak Postgrad Med J Jan. – Mar. 2019 Vol. 30 No. 1 www.ppmj.org.pk 35
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English
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Conjugate heat transfer numerical study of the ejector by means of SU2 solver
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Journal of physics. Conference series
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Journal of Physics: Conference Series Journal of Physics: Conference Series You may also like
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- PAPER • OPEN ACCESS PAPER • OPEN ACCESS You may also like dvbrezgin@urfu.ru Abstract. In this paper, the test supersonic ejector with conjugate heat transfer in solid bodies
has been studied numerically. An extensive numerical campaign by means of open-source SU2
solver is performed to analyze the fluid dynamics of the ejector flowfield accounting for the heat
conduction in solids. The fluid domain simulation is carried out by employing compressible
RANS treatment whilst the heat distribution in solids is predicted by simultaneous solving the
steady heat conduction equation. The working fluid is R245fa and all simulations are performed
accounting for real gas properties of the refrigerant. Experimental data against numerical results
comparison showed close agreement both in terms mass flow rates and static pressure
distribution along the walls. Within the CFD trials, the most valuable flow parameters at a wall
vicinity are compared: distribution across the boundary layer of the temperature and the turbulent
kinetic energy specific dissipation rate, boundary layer displacement and momentum
thicknesses. A comprehensive analysis of the simulation results cases with adiabatic walls
against cases with heat permeable walls revealed the actual differences of the flow properties in
the wall vicinity. However, the ejector performance has not changed noticeably while accounting
for the heat conduction in solids. Conjugate heat transfer numerical study of the
ejector by means of SU2 solver To cite this article: D V Brezgin et al 2021 J. Phys.: Conf. Ser. 2088 012004 View the article online for updates and enhancements. An analysis of the performance of an
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- This content was downloaded from IP address 212.193.94.28 on 13/04/2022 at 14:39 This content was downloaded from IP address 212.193.94.28 on 13/04/2022 at 14:39 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 HMTHSF 2021
Journal of Physics: Conference Series HMTHSF 2021
Journal of Physics: Conference Series 2088 (2021) 012004
doi:10.1088/1742-6596/2088/1/012004 Conjugate heat transfer numerical study of the ejector by
means of SU2 solver D V Brezgin 1, K E Aronson 1, F Mazzelli 2, A Milazzo 2
1 Ural Federal University - UrFU, Mira str., 19, Ekaterinburg, 620002, Russia
2 University of Florence, S. Marco str., 4, Florence, 50121, Italy D V Brezgin 1, K E Aronson 1, F Mazzelli 2, A Milazzo 2 1 Ural Federal University - UrFU, Mira str., 19, Ekaterinburg, 620002, Russia
2 University of Florence, S. Marco str., 4, Florence, 50121, Italy 1 Ural Federal University - UrFU, Mira str., 19, Ekaterinburg, 620002, Russia
2 University of Florence, S. Marco str., 4, Florence, 50121, Italy Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Published under licence by IOP Publishing Ltd
1 1. Introduction Ejectors are widely used in refrigeration since their ability to utilize low temperature heat to produce
cooling. As any jet pump, ejector’s design consists of two main parts: motive or primary nozzle and
diffuser, which combines the mixing chamber and diffuser section. In motive nozzle, the potential
energy of the primary flow is converted into kinetic energy of the jet (momentum). Further downstream
in the ejector’s mixing chamber, the supersonic primary flow involves a static secondary flow through
a turbulent interaction in the free shear layer. The bulk momentum of the mixed flows determines the
backpressure upper limit value, which the ejector is able to overcome without loss in performance. In
general, the performance of an ejector is determined as the Entrainment Ratio ‘Er’ (the secondary to the
primary mass flow rates ratio) and, in “on-design” mode, it doesn’t depend on the discharge pressure
value while it’s below the critical one. In recent years, an interest to the ejectors simulations by employing various commercial and open-
source CFD solvers is greatly increased. However, most of the studies are carried out by assuming
adiabatic walls, thereby limiting both the numerical results accuracy and the power of applicability of
any CFD tool. The latter outcome stems from the fact that no other kind of research method lets predict
forced heat transfer with such a little effort as a CFD modeling. Study in Ref [1] is an exception from 1 HMTHSF 2021
Journal of Physics: Conference Series 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 HMTHSF 2021 2088 (2021) 012004
doi:10.1088/1742-6596/2088/1/012004 Journal of Physics: Conference Series the general trend, where authors investigate the heat transfer process within the CO2 two-phase ejector. The numerical simulations presented in Ref [1] were carried out with the non-adiabatic inner walls and
the insulated outer walls of the ejector. The numerical results comparison had led to significant decrease
in Entrainment ratio (about 15%) for the non-adiabatic wall cases. In despite of such noticeable
contradiction of numerical results for distinct wall model cases, no subsequent analysis was performed. Moreover, assuming insulated outer walls does not make sense in terms of conjugate heat transfer
modeling because of the fact that such kind of steady state simulation will suffer either from convergence
issues or will lead to the same adiabatic wall results by the end. the general trend, where authors investigate the heat transfer process within the CO2 two-phase ejector. 1. Introduction The numerical simulations presented in Ref [1] were carried out with the non-adiabatic inner walls and
the insulated outer walls of the ejector. The numerical results comparison had led to significant decrease
in Entrainment ratio (about 15%) for the non-adiabatic wall cases. In despite of such noticeable
contradiction of numerical results for distinct wall model cases, no subsequent analysis was performed. Moreover, assuming insulated outer walls does not make sense in terms of conjugate heat transfer
modeling because of the fact that such kind of steady state simulation will suffer either from convergence
issues or will lead to the same adiabatic wall results by the end. Fluid mechanics theory for compressible viscous flows unambiguously shows that components of
the viscous stress tensor act like prevail heat sources within conservation energy equation in the
boundary layer where the largest velocity gradients take place. As a result, in some particular high Mach
number flows, the enthalpy difference within boundary layer between adiabatic and real (non-adiabatic)
walls may cause significant deviation. At that, in a coupled iterative solution it leads to all conservative
quantities alteration and changes in numerical results accuracy. Therefore, accurate prediction of the
high-speed flows requires imposing heat permeable walls where conjugate heat transfer through the
strong boundaries is preferable solution because of CFD solution set-up flexibility. The present research builds on work in Ref [2] and extends it in terms of conjugate heat transfer
modeling by means of the open-source SU2 CFD solver. The major features and capabilities of the open-
source SU2 tool are described in details in Ref [3] whilst the description of the test rig ejector chiller
and experimental data acquisition is held in Ref [2]. Although most part of the study in Ref [2] is
concerned to numerical simulations as well, the present research had not set a task to make a comparison
of the distinct numerical solvers, approaches and the results. The present research aim is to compare the
ejector‘s performance by means of two distinct numerical modeling approaches: adiabatic and heat
permeable walls as well as evaluate fluid flow features in the vicinity of solid walls. 𝐸௧= 𝜌൫𝑒+ 0.5(𝑣
ଶ+ 𝑣௭
ଶ)൯. (2) 2. Numerical model The numerical fluid model in this study is based on compressible RANS solver whilst the single heat
equation is utilized for solving temperature distribution in solid bodies. At that, the standard approach
is used in which the heat fluxes from the fluid domain are exposed to the solid boundaries through
prescribed interface pairs. The governing equation for conservation of mass, radial momentum, axial
momentum and total energy of the fluid domain in 2D axisymmetric form can be written as, డఘ
డ௧+
డఘ௩ೝ
డ+
డఘ௩
డ௭= −
ఘ௩ೝ
𝜕𝜌𝑣
𝜕𝑡+ 𝜕𝜌𝑣
ଶ+ 𝑝
𝜕𝑟
−𝜕
𝜕𝑟𝜇൬2 𝜕𝑣
𝜕𝑟−2
3 ൬𝜕𝑣௭
𝜕𝑧+ 𝜕𝑣
𝜕𝑟൰+ 2
3 𝜌𝑘൰൨+ 𝜕𝜌𝑣𝑣௭
𝜕𝑧
−𝜕
𝜕𝑧𝜇൬𝜕𝑣௭
𝜕𝑟+ 𝜕𝑣
𝜕𝑧൰൨=
−
ఘ௩ೝమ
+
ସఓ
ଷ
ቀ
ଵ
డ௩ೝ
డ−
௩ೝ
మቁ
𝜕𝜌𝑣௭
𝜕𝑡
+ 𝜕𝜌𝑣𝑣௭
𝜕𝑟
−𝜕
𝜕𝑟𝜇൬𝜕𝑣௭
𝜕𝑟+ 𝜕𝑣
𝜕𝑧൰൨+ 𝜕𝜌𝑣௭
ଶ+ 𝑝
𝜕𝑧
−𝜕
𝜕𝑧𝜇൬2 𝜕𝑣௭
𝜕𝑧−2
3 ൬𝜕𝑣௭
𝜕𝑧+ 𝜕𝑣
𝜕𝑟൰+ 2
3 𝜌𝑘൰൨=
−
ఘ௩ೝ௩
+
ఓ
ቀ
ଵ
ଷ
డ௩ೝ
డ௭−
డ௩
డቁ
(1)
డா
డ௧+
డ
డ൫𝑣(𝐸௧+ 𝑝)൯+
డ
డ௭൫𝑣௭(𝐸௧+ 𝑝)൯
−
డ
డቄ𝑣ቂ𝜇ቀ2
డ௩ೝ
డ−
ଶ
ଷቀ
డ௩
డ௭+
డ௩ೝ
డቁ+
ଶ
ଷ𝜌𝑘ቁቃ+ 𝑣௭ቂ𝜇ቀ
డ௩
డ+
డ௩ೝ
డ௭ቁቃ−𝑘
డ்
డቅ
−
డ
డ௭ቄ𝑣௭ቂ𝜇ቀ2
డ௩
డ௭−
ଶ
ଷቀ
డ௩
డ௭+
డ௩ೝ
డቁ+
ଶ
ଷ𝜌𝑘ቁቃ+ 𝑣ቂ𝜇ቀ
డ௩
డ+
డ௩ೝ
డ௭ቁቃ−𝑘
డ்
డ௭ቅ
=
ଵ
ቂ−𝑣(𝐸௧+ 𝑝) + 𝜇ቀ𝑣௭
డ௩
డ+
௩
ଷ
డ௩ೝ
డ௭−
ସ௩ೝ
ଷ
డ௩
డ௭+
ଶ௩ೝ
ଷ𝜌𝑘ቁ−𝑘
డ்
డቃ (1) , where 𝜇 and 𝑘 stands for the effective viscosity and effective thermal conductivity, k is the turbulent
kinetic energy, 𝜌 is the density, T is the temperature, 𝑝 is the pressure and the total energy per unit volume 𝐸௧ is
calculated as , where 𝜇 and 𝑘 stands for the effective viscosity and effective thermal conductivity, k is the turbulent
kinetic energy, 𝜌 is the density, T is the temperature, 𝑝 is the pressure and the total energy per unit volume 𝐸௧ is
calculated as 𝐸௧= 𝜌൫𝑒+ 0.5(𝑣
ଶ+ 𝑣௭
ଶ)൯. (2) (2) 2 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 HMTHSF 2021 HMTHSF 2021
Journal of Physics: Conference Series 2088 (2021) 012004
doi:10.1088/1742-6596/2088/1/012004 Journal of Physics: Conference Series As can be seen, all conservative equations in (1) resembles the planar two-dimensional form while
the right-hand side part distinguishes the extra terms which are concerned to axisymmetric form only. 2. Numerical model The eddy viscosity is obtained by employing the standard Menter’s k-ω SST turbulence model expressed
in axisymmetric form as well. Throughout all the simulations, modified Peng-Robinson equation of state
is used. In order to get more accurate and consistent with the R245fa refrigerant thermodynamic
properties, authors altered the built-in implementation of the Peng-Robinson equation of state by
deliberately getting rid of using the specific heat ratio within the SU2 solver code routine. At that, the
implementation of the cubic pressure-explicit equation of state is extracted from open-source library
CoolProp [4], wherein the exact formulation is presented in Ref [5]. The corresponding fixes in the SU2
solver code made it possible to use a spatially variable value of the specific heat capacities, which had
a positive effect not only on the accuracy of determining the thermodynamic properties of the fluid but
on the solution convergence as well. Laminar viscosity is defined by imposing Sutherland’s model
(𝜇= 1.703𝑒−5, 𝑇= 490.7, 𝑆= 405), whilst constant Prandtl treatment (Pr = 0.71) for the
thermal conductivity is employed in numerical solution procedures. Both of the transport models are
quite well fitted within the possible temperature range throughout all the simulations. l
b
d
di i
f h fl id d
i
b
i
i
l
d Inlet boundary conditions of the fluid domain are set by assigning total pressures and temperatures,
static pressure condition is set for the diffuser discharge outlet. Solid body’s boundaries, which are not
in direct contact with the fluid domain, are set by imposing the proper heat fluxes towards the
environment. Convective fluxes in (1) are solved by means of classic Roe upwind scheme in conjunction with
limiting the proper minimum convective eigenvalue (entropy correction is 0.02). In order to achieve
second order upwind accuracy, the MUSCL reconstruction is employed with Venkatakrishnan-Wang
slope limiter to suppress spurious oscillations at the shock regions. Spatial gradient are solved by means
of the Green-Gauss node based method, whilst the FGMRES linear solver with ILU preconditioner is
utilized to solve overall Euler implicit time discretization. All the domains (fluid and solids) are discretized by means of structured grid and distinguished by
imposing the proper interfaces between each other. 2. Numerical model At that, the grid properly resolves the boundary layer
by adjusting the first cell layer height to make sure that the wall Y+ value < 1.0 along the solid walls
and at least 30 cells are placed until boundary layer edge is reached. In order to get more insight into boundary layer development features, the comprehensive post-
process analysis is carried out throughout the present research. In fact, boundary layer displacement and
momentum thicknesses along the nozzle and diffuser walls are evaluated. In general, displacement
thickness defines the mass flow rate deficit that the real flow undergoes because of viscosity and it
measures the hypothetical wall shift along the surface normal that is required to compensate such mass
flow rate deficit. Momentum thickness has the similar definition except the fact that is related to
momentum flow rate. The exact formulations of these two tools are the following: 𝛿= ∫ቀ1 −
ఘ௩
ఘ௩ቁ𝑑𝑦
, 𝜃= ∫
ఘ௩
ఘ௩ቀ1 −
௩
௩ቁ𝑑𝑦
(3) (3) , where δ is the displacement thickness, θ is the momentum thickness, h denotes the distance from the
surface to the boundary layer edge, 𝜌 and 𝑣 are the flow density and free stream velocity at the
boundary layer edge respectively, while 𝜌 and 𝑣 are the flow density and velocity perpendicular to
surface normal at the wall distance dy. In present study, definite integrals (3) are solved numerically and
the boundary layer edge is determined by employing a threshold value of the gradient of the turbulent
kinetic energy specific dissipation rate (omega). It should be noted, that the exact threshold magnitude
of ‘omega gradient’ is case dependent and requires additional calculations in advance. 3. Results and discussion At first, ejector flowfield is simulated with adiabatic walls. After the proper convergence is reached and
all the validation steps (mass flow rates comparison and static pressure distribution matching) against
the experimental data are successfully met, the next simulation is launched by including the solid 3 HMTHSF 2021
Journal of Physics: Conference Series HMTHSF 2021
Journal of Physics: Conference Series 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 HMTHSF 2021 2088 (2021) 012004
doi:10.1088/1742-6596/2088/1/012004 Journal of Physics: Conference Series domains and imposing the heat transfer through contacting surfaces. Such kind of approach lets run
conjugate heat transfer modeling task from the already converged case of the fluid simulation, which
significantly reduces the overall solution time. domains and imposing the heat transfer through contacting surfaces. Such kind of approach lets run
conjugate heat transfer modeling task from the already converged case of the fluid simulation, which
significantly reduces the overall solution time. g
y
A detailed numerical post process campaign has been carried throughout the present research in terms
of results comparison for adiabatic and heat permeable (conjugate heat transfer) ejector cases. The
description and explanation of the major exposed tools and features are presented hereafter. However,
it must be admitted that the performance of the investigated ejector practically does not change when
the conjugate heat transfer through solid walls is taking into account. In fact, there is a decrease in the
secondary mass flow rate by 0.1%, but such a tiny drop appears to contradict with the results given in
Ref [1]. Figure 1. Temperature distribution comparison across the suction and
mixing chambers Figure 1. Temperature distribution comparison across the suction and
mixing chambers Figure 1. Temperature distribution comparison across the suction and g
The most remarkable qualitative results are presented in Figure 1, 2 in which the temperature field
distribution of the adiabatic walls case (uppermost part from the ejector centerline) and conjugate heat
transfer case is compared. The integer values on the Figure 1 indicate the fluid domain (1), the solid
nozzle domain (2) and the solid diffuser domain (3). All three domains are simultaneously solved by
multizone SU2 iterative solution. One may notice that the inlet part of the solid diffuser (#3 in Figure 1) is heated a little bit relatively
to the secondary fluid flow (#2 in Figure 1). 3. Results and discussion Averaged temperature and TKE specific
dissipation rate across the boundary layer Figure 4 represents the distribution of the boundary layer displacement and momentum thicknesses
along the nozzle wall for two distinct cases: adiabatic walls and conjugate heat transfer model (CHT). The boundary layer analysis along the nozzle wall revealed that mass flow deficit, which is concerned
to displacement thickness, decreases onto 1% in CHT case, whilst the momentum flux deficit increases
up to 2%. Such contradicting results have physical explanation. A decrease in the mass flux deficit in
the CHT case is largely associated with the density augmentation near the solid walls, while a velocity
drop across the boundary layer causes an increase in the momentum deficit. Anyway, the overall
differences between both of cases (adiabatic and CHT) are too negligible to have an impact on
downstream flows mixing or ejector performance. Figure 4. Boundary layer displacement and
momentum thicknesses along the nozzle wall
Figure 5. Boundary layer displacement and
momentum thicknesses along the diffuser wall in
the shock vicinity
Boundary layer along the diffuser wall is evaluated throughout present numerical research as well. It is
noticeable that averaged temperature across the boundary layer height in the diffuser suction chamber
is greater on 5 degrees for the CHT case, while in the mixing chamber the temperatures as well as
displacement and momentum thicknesses are almost identical downstream of both the CHT and
adiabatic cases. However, there is a remarkable boundary layer feature along the diffuser wall in the
secondary shock vicinity. The shock is caused by the adverse pressure gradient and induces the boundary
layer separation with the subsequent flow recirculation zone behind the shock. Figure 5 represents the
boundary layer displacement and momentum thicknesses along the diffuser wall in the shock vicinity
for two distinct cases: CHT and adiabatic walls. As can be seen from the Fig.5, the boundary layer
separation onset is shifted upstream and it literally means that momentum loss caused by the viscous
0.00E+00
1.00E-05
2.00E-05
3.00E-05
4.00E-05
5.00E-05
6.00E-05
7.00E-05
8.00E-05
9.00E-05
0.03
0.035
0.04
0.045
0.05
0.055
0.06
0.065
0.07
0.075
0.08
0.085
0.09
Displacement thickness
(adiabatic)
Dispacement thickness (CHT)
Momentum thickness
(adiabatic)
Momentum thickness (CHT)
-2.00E-04
-1.50E-04
-1.00E-04
-5.00E-05
0.00E+00
5.00E-05
1.00E-04
1.50E-04
2.00E-04
2.50E-04
0.44
0.442
0.444
0.446
0.448
0.45
0.452
0.454
0.456
0.458
0.46
Displacement thickness (CHT)
Displacement thickness (adiabatic)
Momentum thickness (CHT)
Momentum thickness (Adiabatic) Figure 5. 3. Results and discussion This phenomenon can be explained by the heat conduction
and this process is evident while analyzing Figure 2, where the temperature of the metal in the shock
vicinity and the flow temperature just behind the shock are identical. However, the flow temperature
ahead of the shock deviates from the solid body temperature at the same cross section, where the solid
diffuser is much hotter because of heat flux directed backward. Figure 2. Temperature distribution comparison across the entire ejector: uppermost - adiabatic walls,
bottom – conjugate heat transfer Figure 2. Temperature distribution comparison across the entire ejector: uppermost - adiabatic walls,
bottom – conjugate heat transfer Figure 3 represents the comparison of temperature and turbulent kinetic energy specific dissipation rate
(Omega) distribution along the nozzle wall and averaged by integration across the boundary layer height. As can be seen from the Fig.3, the averaged boundary layer temperature is slightly displaced downward
in CHT modeling case. In general, these temperature differences have not exceed 2 degrees downstream
of the nozzle throat, however, the temperature differences on the solid surfaces itself may exceed 18
degrees. 4 HMTHSF 2021 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 2088 (2021) 012004
g
doi:10.1088/1742-6596/2088/1/012004 Journal of Physics: Conference Series Figure 3. Averaged temperature and TKE specific
dissipation rate across the boundary layer
Figure 4 represents the distribution of the boundary layer displacement and momentum thicknesses
along the nozzle wall for two distinct cases: adiabatic walls and conjugate heat transfer model (CHT). The boundary layer analysis along the nozzle wall revealed that mass flow deficit, which is concerned
to displacement thickness, decreases onto 1% in CHT case, whilst the momentum flux deficit increases
up to 2%. Such contradicting results have physical explanation. A decrease in the mass flux deficit in
the CHT case is largely associated with the density augmentation near the solid walls, while a velocity
drop across the boundary layer causes an increase in the momentum deficit. Anyway, the overall
differences between both of cases (adiabatic and CHT) are too negligible to have an impact on
downstream flows mixing or ejector performance. Figure 3. Averaged temperature and TKE specific
dissipation rate across the boundary layer Figure 3. 3. Results and discussion Boundary layer displacement and
momentum thicknesses along the diffuser wall in
the shock vicinity
-2.00E-04
-1.50E-04
-1.00E-04
-5.00E-05
0.00E+00
5.00E-05
1.00E-04
1.50E-04
2.00E-04
2.50E-04
0.44
0.442
0.444
0.446
0.448
0.45
0.452
0.454
0.456
0.458
0.46
Displacement thickness (CHT)
Displacement thickness (adiabatic)
Momentum thickness (CHT)
Momentum thickness (Adiabatic) Figure 4. Boundary layer displacement and
momentum thicknesses along the nozzle wall
0.00E+00
1.00E-05
2.00E-05
3.00E-05
4.00E-05
5.00E-05
6.00E-05
7.00E-05
8.00E-05
9.00E-05
0.03
0.035
0.04
0.045
0.05
0.055
0.06
0.065
0.07
0.075
0.08
0.085
0.09
Displacement thickness
(adiabatic)
Dispacement thickness (CHT)
Momentum thickness
(adiabatic)
Momentum thickness (CHT) Figure 4. Boundary layer displacement and
momentum thicknesses along the nozzle wall
0.03
0.035
0.04
0.045
0.05
0.055
0.06
0.065
0.07
0.075
0.08
0.085
0.09 Figure 4. Boundary layer displacement and
momentum thicknesses along the nozzle wall
0.03
0.035
0.04
0.045
0.05
0.055
0.06
0.065
0.07
0.075
0.08
0.085
0.09 Figure 5. Boundary layer displacement and
momentum thicknesses along the diffuser wall in
the shock vicinity Boundary layer along the diffuser wall is evaluated throughout present numerical research as well. It is
noticeable that averaged temperature across the boundary layer height in the diffuser suction chamber
is greater on 5 degrees for the CHT case, while in the mixing chamber the temperatures as well as
displacement and momentum thicknesses are almost identical downstream of both the CHT and
adiabatic cases. However, there is a remarkable boundary layer feature along the diffuser wall in the
secondary shock vicinity. The shock is caused by the adverse pressure gradient and induces the boundary
layer separation with the subsequent flow recirculation zone behind the shock. Figure 5 represents the
boundary layer displacement and momentum thicknesses along the diffuser wall in the shock vicinity
for two distinct cases: CHT and adiabatic walls. As can be seen from the Fig.5, the boundary layer
separation onset is shifted upstream and it literally means that momentum loss caused by the viscous Boundary layer along the diffuser wall is evaluated throughout present numerical research as well. It is
noticeable that averaged temperature across the boundary layer height in the diffuser suction chamber
is greater on 5 degrees for the CHT case, while in the mixing chamber the temperatures as well as
displacement and momentum thicknesses are almost identical downstream of both the CHT and
adiabatic cases. However, there is a remarkable boundary layer feature along the diffuser wall in the
secondary shock vicinity. [1]
Haida M et al. 2018 Heat transfer process within the R744 two-phase ejector: numerical and
experimental study. Proc. 17th Int. Refrigeration and Air Conditioning Conf. (Purdue: Perdue
University)
[2]
Mazzelli F, Milazzo A 2015 Int J Refrig 49 79-92
[3]
Economon T D, Palacios F, Copeland S R, Lukaczyk T W and Alonso J J 2016 AIAA Journal
54(3) 828-846
[4]
Bell I H, Wronski J, Quoilin S and Lemort V 2014 Ind Eng Chem Res 53(6) 2498-2508
[5]
Bell I H and Jäger A 2016 J. Res. Nat. Inst. Stand. Technol 121 238 3. Results and discussion The shock is caused by the adverse pressure gradient and induces the boundary
layer separation with the subsequent flow recirculation zone behind the shock. Figure 5 represents the
boundary layer displacement and momentum thicknesses along the diffuser wall in the shock vicinity
for two distinct cases: CHT and adiabatic walls. As can be seen from the Fig.5, the boundary layer
separation onset is shifted upstream and it literally means that momentum loss caused by the viscous 5 2088 (2021) 012004
IOP Publishing
doi:10.1088/1742-6596/2088/1/012004 HMTHSF 2021 HMTHSF 2021
Journal of Physics: Conference Series Journal of Physics: Conference Series Journal of Physics: Conference Series forces is greater for the CHT modeling case. At the same time, the actual differences in flow behavior
between distinguished CHT and adiabatic walls models is negligible. 4. Conclusions: The study presents the numerical results comparison obtained on supersonic ejector for refrigeration
with two distinct models: adiabatic walls and conjugate heat transfer. All the simulation cases are carried
out by means of open-source SU2 solver and it’s turned out that taking into account the heat transfer
through solid wall have negligible impact on overall ejector performance. Moreover, the general tools
developed and implemented in SU2 code throughout the present study to estimate local boundary layer
flow features (boundary layer displacement and momentum thicknesses) revealed that there is no major
differences between both of distinct cases. Definitely, this outcome cannot be carried over to all ejector
designs and operation modes. Thus, it is likely that at higher speed flows (with a higher degree of flow
expansion in the primary nozzles), viscous stresses in the boundary layer will prevail, and in such a case,
it will cause the ejector performance alteration. However, it’s well known that flows interaction within
the mixing layer as well as the shock train located downstream and caused by the adverse pressure
gradient are the main sources of ejector’s performance losses. Thereby, all the CFD treatments and
efforts within ejector in the scope of the boundary layer model calibrating will fail until the most
important domain regions (away from the solid surfaces) is not fully consistent with the actual fluid
dynamics. References: 6 6
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https://openalex.org/W4280603894
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https://www.frontiersin.org/articles/10.3389/fpubh.2022.843845/pdf
|
English
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The Mediating Role of Worker-Occupation Fit in the Relationship Between Occupational Stress and Depression Symptoms in 1988 Medical Workers: A Cross-Sectional Study
|
Frontiers in public health
| 2,022
|
cc-by
| 7,885
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The Mediating Role of
Worker-Occupation Fit in the
Relationship Between Occupational
Stress and Depression Symptoms in
1988 Medical Workers: A
Cross-Sectional Study Ruican Sun 1, Keyao Lv 2, Zirui He 1, Liang Liao 1, Hongping Wang 1 and Yajia Lan 2*
1 Department of Preventive Medicine, School of Public Health, Chengdu Medical College, Chengdu, China, 2 Department of
Environmental Health and Occupational Medicine, West China School of Public Health and West China Fourth Hospital,
Sichuan University, Chengdu, China Objective: Occupational stress is generally acknowledged as a global phenomenon with
significant health and economic consequences. The medical worker is a vulnerable group
at a high-level risk for depression symptoms. This study aimed to examine the mediating
effect of worker-occupation fit (WOF) in relation to occupational stress and depression
symptoms among 1988 medical workers in China. Keywords: depression symptoms, occupational stress, worker occupation fit, medical workers, mediate effect Edited by:
Kai Zhang,
Anhui Medical University, China
Reviewed by:
Lijia Chang,
Chiba University, Japan
Shu Cui,
Chaohu Hospital of Anhui Medical
University, China
*Correspondence:
Yajia Lan
yajialan501@126.com Edited by:
Kai Zhang,
Anhui Medical University, China Methods:
A multi-center cross-sectional study was conducted during June and
October 2020 in Henan Province, China. The participants were medical workers from
four targeted hospitals (included one general and three specialized hospitals). The
Depression, Anxiety, and Stress Scale (DASS-21 Scale), Worker-Occupation Fit Inventory
(WOFI), as well as questions about demographic and occupational information were
administered in questionnaires distributed to 1988 medical workers. Hierarchical linear
regression analysis was used to examine the mediating role of worker occupation fit. Reviewed by:
Lijia Chang,
Chiba University, Japan
Shu Cui,
Chaohu Hospital of Anhui Medical
University, China *Correspondence:
Yajia Lan
yajialan501@126.com Results:
In this study, there are 43.5% (n = 864) of medical workers experienced
depression symptoms. The mean score of WOF was 31.6 ± 7.1, characteristic fit, need
supply fit and demand ability fit were 11.3 ± 2.5, 10.1 ± 2.7, 12.9 ± 2.2, respectively. The occupational stress was negatively related to worker occupation fit (r = −0.395,
P < 0.001), characteristic fit (r = −0.529, P < 0.001), need supply fit (r = −0.500,
P < 0.001), and demand ability fit (r = −0.345, P < 0.001). The occupational stress and
depression symptoms have a positive relationship (r = 0.798, P < 0.001). The proportion
of worker occupation fit mediation was 6.5% of total effect for depression symptoms. Specialty section:
This article was submitted to
Occupational Health and Safety,
a section of the journal
Frontiers in Public Health Received: 27 December 2021
Accepted: 11 April 2022
Published: 17 May 2022 ORIGINAL RESEARCH
published: 17 May 2022
doi: 10.3389/fpubh.2022.843845 ORIGINAL RESEARCH
published: 17 May 2022
doi: 10.3389/fpubh.2022.843845 INTRODUCTION are not only direct effects but also mediating effects between
occupational stress and depression symptoms. Occupational stress involves all workplaces, which is generally
acknowledged as a global phenomenon with significant health
and economic consequences in both developed and developing
countries (1). The current work style and intensity of society
will continue to increase the occurrence and development of
occupational stress, and may even induce a variety of stress-
related diseases. Occupational stress is associated with increased
risk of mental disorders, [i.e., depression (2), burnout (3)],
somatic diseases [i.e., insomnia (4), hypertension (5)], and
organizational outcomes [i.e., job satisfaction (6), wellness (7)]. In recent decades, occupational stress represents a large, complex
and costly phenomenon in the workplace worldwide (8). Worker-occupation fit (WOF) was defined as the fit level
of the worker’s characteristic, need, and ability with the
occupational environment’s culture, supply, and demand (25). In our early research, we constructed a theoretical model of
the WOF effects on occupational stress and related disorders
(26). According to the definition of WOF, it was divided into
three types, namely, characteristic fit (CF), need supply fit
(NSF) and demand ability fit (DAF). WOF was derived from
the theory of personal environment fit. Since the 1980s, the
study of person-environment fit has begun to emerge as a
research hot-spot in organizational behaviors and organizational
management, with most studies focusing on the relationship
between organizational outcomes and personal environment fit
(27–29). Many empirical studies were conducted in this area
to find a better fit level to explore the positive effects on job
attitudes (30), organizational citizenship behaviors (31), and job
performance (32). The better fit level between individual and
occupational environment, which can improve the higher levels
of organizational citizenship behavior, led to fewer work errors
and more harmonious interpersonal relationships. Therefore, the
fit of the individual (i.e., needs, values, abilities, and personal
characteristics) with the occupational environment (i.e., values,
rewards, job requirements, culture, and physical environment)
is an important factor influencing the worker’s attitudes and
behaviors in their workplaces (33). At present, there has few
studies focuses on the association of WOF and mental disorders
for medical workers. Medical workers is widely regarded as one of the most
challenging professions. Medical workers often receive strict
and long-term training to achieve their professional goals (9). Therefore, medical workers is a vulnerable group at a high-
level risk for mental illnesses (10). INTRODUCTION Studies reported that a total
of forty-six nurses suicide induced by anxiety/depression in
China from 2007 to 2016 (11), as were a total of fifty-one
physicians suicide induced by anxiety/depression from 2008
to 2016 (12). The National Institute for Occupational Safety
and Health suggested that medical workers have the common
stressors in hospital settings consist of inadequate staffing levels,
long work hours, shift work, role ambiguity, and exposure to
infectious diseases (13). Another national research reported that
higher staffturnover, more absences due to illness, decreased
performance, and more complaints and grievances were signs of
stress (14). The above-mentioned reports, medical workers have
a higher risk of mental disorders, and many countries have begun
to pay attention to the prevention of mental disorders in the
occupational environment. Furthermore, WOF is most consistent with the theoretical
implications of occupational stress, which is measured as, a
negative physical, psychological, and behavioral response that
occurs when a worker’s resources, skills, and needs do not match
the job demands (34, 35). Our preliminary findings showed a
significant negative association between WOF and occupational
stress, that is, higher levels of WOF lead to lower levels of
occupational stress (25). Based on our preliminary study, it would
be valuable to further explore the effect of WOF on depression
symptoms and to further explore whether there is a mediating
role between them. Depression is a major mental health issue in the global
world, which has long been a topic attracting much interest
across a wide range of research fields. The relationship between
occupational stress and depression symptoms is also an ongoing
research issue. There are plenty of studies in various populations
suggested that psychological capital (15, 16), social support
(17), coping style (18), work demand (19) and work-family
conflict (20) are considered as the mediating role on occupational
stress and mental disorders. Previous reports highlighted that
occupational stress affects depression symptoms, and these
vulnerable individuals need more support. Li et al. examined
psychological capital significantly mediated the associations of
occupational stress and depression symptoms among Chinese
physicians (21). Prerna Varma et al. found that poor sleep
quality, lower levels of resilience, younger age and loneliness
significantly mediated the links between stress and depression
among young adults (22). Wang et al. Citation: Sun R, Lv K, He Z, Liao L, Wang H
and Lan Y (2022) The Mediating Role
of Worker-Occupation Fit in the
Relationship Between Occupational
Stress and Depression Symptoms in
1988 Medical Workers: A
Cross-Sectional Study. Front. Public Health 10:843845. doi: 10.3389/fpubh.2022.843845 Conclusion: Occupational stress has been identified as a risk factor for depression
symptoms. Practical strategies for improving medical workers’ WOF level would help
them better cope with various work-related stressors to reduce depression symptoms. Hospital administrators could reduce medical workers’ depression symptoms by taking
comprehensive measures to improve the WOF. May 2022 | Volume 10 | Article 843845 Frontiers in Public Health | www.frontiersin.org 1 WOF, Occupational Stress and Depression Sun et al. Frontiers in Public Health | www.frontiersin.org INTRODUCTION (23) explored the mediating
role of resilience between occupational stress and depression in
female nurses, and the results suggested that mental elasticity
has an indirect effect on occupational stress and depression. The
mediating effect of mental elasticity accounted for 16.08% of the
total effect. Batalla et al. (24) examined the correlation between
spirituality and depression and found the moderating effect of
occupational stress in registered nurses. Taken together, there To sum up, whether there is a correlation between WOF
and depression symptoms, and whether WOF plays a mediating
role between occupational stress and depression symptoms that
it worth to confirm. In short, this study aimed to examine
the mediating effect of WOF on occupational stress and
depression symptoms in 1988 medical workers to provide
scientific evidence for developing effective interventions to
improve depression symptoms. Participants and Procedures A cross-sectional study was conducted in Henan Province by
multi-center survey from June to October, 2020. The participants
were medical workers from four targeted hospitals (included
a comprehensive grade 3A hospital, a psychiatric hospital, a
children’s hospital and an infectious hospital). Based on the May 2022 | Volume 10 | Article 843845 2 WOF, Occupational Stress and Depression Sun et al. study design, the sample size calculated by Fisher’s method
(36). The sample size was estimated to be 502 participants. Considering there are many research variables in this study, a
design coefficient of 1.3 was added into the final sample size. Therefore, the final sample size calculated was 653 participants. or female), age, marital status (single, cohabiting married,
divorced and living alone, widowed and living alone), education
(diploma or less, bachelor’s degree or higher), monthly income
(<3,000 CNY, 3,000–3,999 CNY, 4,000–4,999 CNY, 5,000–5,999
CNY, ≥6,000 CNY). The occupational characteristics included
work experience, department, professional title, night shift
per week, and work hours per week. The following survey
instruments were used to collect data: The inclusion criteria of this study were as follows: (1)
individuals who had no family history of and were not taking
medications for a mental disorder; (2) individuals who were
regular employees of the targeted hospitals; and (3) individuals
who were willing to participate in this survey. The exclusion
criteria were as follows: (1) participants who were absent during
the survey and (2) participants whose questionnaires were
ineligible or were <80% completed. After written informed
consent was obtained to conduct this study, a total of 2050
questionnaires were distributed. Nine participants did not
agree to participate in the survey, thirty-two participants were
absent from the hospital during the survey, and twenty-one
participants returned incomplete (<80%) questionnaires. Finally,
1988 questionnaires were considered valid, corresponding to
a response rate of 97.0% (1988/2050). The study flowchart is
presented in Figure 1. Measurement of Occupational Stress and Depression
Symptoms Depression, Anxiety, and Stress Scale (DASS-21), which was
developed by Lovibond et al. (37) and has been proven to be
a valid measure to assess stress in the Chinese population (38),
which was used to measurement of occupational stress and
depression symptoms. The DASS-21 is composed of 21 items,
which are rated using a four-point Likert scale to assess the level
of depression, anxiety, and stress. Each item was scored from 0 (it
does not apply to me at all in the last week) to 3 (it applies to me
perfectly in the last week). There are three sub-scales, included
stress (seven items: 1, 6, 8, 11, 12, 14, and 18), depression (seven
items: 3, 5, 10, 13, 16, 17, and 21), anxiety (seven items: 2, 4, 7,
9, 15, 19, and 20), respectively. In this study, we mainly used the
stress sub-scale and depression sub-scale. DASS-21 scores were
multiplied by two to calculate the final subscale scores, yielding
a maximum of 42 points. Participants with a total score of 15
were rated as having occupational stress, the score of 10 was
rated as having depression symptoms (37). We emphasized in the
questionnaire that each response in the stress was related to work
factors in hospitals. Measurements Researchers conducted a cross-sectional survey of medical
workers at a general hospital and three specialty hospitals to
evaluate the medical workers’ WOF level, occupational stress and
depression symptoms. The collection of basic information by
self-administered basic information questionnaire was divided
into demographic and occupational characteristics for each
participant. The demographic characteristics included sex (male FIGURE 1 | Study flowchart. FIGURE 1 | Study flowchart. FIGURE 1 | Study flowchart. Frontiers in Public Health | www.frontiersin.org May 2022 | Volume 10 | Article 843845 3 WOF, Occupational Stress and Depression Sun et al. TABLE 1 | Demographic and occupational characteristics of participants (n =
1988) and comparisons on the positive case of depression symptoms. TABLE 1 | Demographic and occupational characteristics of participants (n =
1988) and comparisons on the positive case of depression symptoms. Variable
n
Positive
P
cases
%
Occupation
0.097
Physician
525
212
40.4
Nurse
1,463
652
44.6
Sex
0.006
Male
214
112
52.3
Female
1,774
752
42.4
Marital status
0.216
Single
511
207
40.5
Cohabit
19
115
7.9
Married
1,423
631
44.3
Divorce and live alone
31
12
38.7
Widowhood and live alone
4
3
75.0
Education
<0.001
Bachelor
469
172
36.7
Master
1,452
653
45.0
Doctor
67
39
58.2
Income
0.005
<3,000 CNY
334
119
35.6
3,000–3,999 CNY
686
290
42.3
4,000–4,999 CNY
450
204
45.3
5,000–5,999 CNY
315
150
47.6
≥6,000 CNY
203
101
49.8
Work experience
<0.001
<1 year
150
42
28.0
1–3 years
297
117
39.4
4–10 years
757
355
46.9
11–19 years
512
242
47.3
≥20 years
272
108
39.7
Department of
0.003
Internal Medicine
355
171
48.2
Surgery
325
148
45.5
Obstetrics and Gynecology
237
91
38.4
Pediatric Surgery
83
44
53.0
Psychiatry
248
108
43.6
Infectious Disease
111
34
30.6
Emergency
140
72
51.4
ICU
136
62
45.6
Outpatient Clinic
79
29
36.7
Others
274
105
38.3
Title
0.019
Primary
1,125
458
40.7
Intermediate
756
356
47.1
Senior
107
50
46.7
Night shift per week
<0.001
No
691
256
37.1
≥2 times
194
77
39.7
≥4 times
175
82
46.9
≥6 times
928
449
48.4
Work hour per week
<0.001
<40 hours
534
196
36.7
40–49 hours
940
396
42.1
50–59 hours
300
142
47.3
≥60 hours
214
130
60.8
May 2022 | Volume 10 | Article 843845 FIGURE 2 | The conceptional model on the mediating role of WOF on the
association between occupational stress and depression symptoms. Measurements WOF,
worker occupation fit. FIGURE 2 | The conceptional model on the mediating role of WOF on the
association between occupational stress and depression symptoms. WOF,
worker occupation fit. Measurement of the Worker-Occupation Fit
WOF is an emerging and important factor for occupational
health, which is still neglected in occupational stress research. The Worker-Occupation Fit Inventory (WOFI) is based on
the questionnaire by Cable et al. (39), with some items and
descriptions modified according to the Chinese culture and
thinking to facilitate understanding by Chinese participants. The WOFI consists of three sections totalling nine items: (1)
Characteristic Fit, for example, “Do you think your job style
fits your job?”; (2) Need-Supply Fit, for example, “Do you think
the job provides what you expect?”; and (3) Demand-Ability Fit,
for example, “Do you think that your educational background
meets the job demands?”. Each item is rated on a 5-point Likert
scale (extremely unfit/fit, range 1–5). The higher the score is,
the better the worker-occupation fit. Items used in this section
of the survey are described in Supplementary Table S1. In this
study, Cronbach’s alpha coefficient of the total scale was 0.888. Cronbach’s alpha coefficients of CF, NSF, and DAF were 0.790,
0.848, and 0.895, respectively. The result of test-retest reliability
is 0.897. May 2022 | Volume 10 | Article 843845 Frontiers in Public Health | www.frontiersin.org The Participants Characteristic The results for the direct and indirect effects of occupational
stress on depression symptoms with WOF and WOF types as
mediators are presented in Table 4. The standardized estimates
of the path coefficients for each variable are shown in Figure 4. SEM revealed significant regression or correlation paths, and all
beta path coefficients were statistically significant (P < 0.001). SEM revealed significant regression or correlation paths, and all
beta path coefficients were statistically significant (P < 0.01). The WOF to be a mediator, occupational stress had a direct
effect and an indirect effect on depression symptoms with a
path coefficient of 0.677 (P < 0.01) and 0.047 (P < 0.01),
respectively. The CF to be a mediator, occupational stress had
a direct effect and an indirect effect on depression symptoms
with a path coefficient of 0.636 (P < 0.01) and 0.089 (P < 0.01),
respectively. The NSF to be a mediator, occupational stress had
a direct effect and an indirect effect on depression symptoms
with a path coefficient of 0.650 (P < 0.01) and 0.075 (P < 0.01),
respectively. In addition, the DAF to be a mediator, occupational
stress had a direct effect and an indirect effect on depression
symptoms with a path coefficient of 0.690 (P < 0.01) and 0.035 Demographic and occupational characteristics of the positive
cases of depression symptoms in categorical variables are shown
in Table 1. In this study, the average age of participants was
32.7 (SD = 7.8). There were a total of 1988 medical workers,
43.5% (n = 864) of the medical workers experienced depression
symptoms. The mean score of WOF was 31.6 ± 7.1, CF, NSF and
DAF were 11.3 ± 2.5, 10.1 ± 2.7, 12.9 ± 2.2, respectively. Data Analysis The demographic and occupational characteristics of the medical
workers are described by the frequency and percentage. The
categorical variables are expressed as frequencies (%) and were
compared by Chi-square tests among all participants. Descriptive
statistics for the level of occupational stress, depression
symptoms and WOF were showed with mean, standard deviation
(SD). The correlation between occupational stress, depression
symptoms and WOF was used by Pearson’s correlation analysis. Before regression analyses, all the continuous variables in the
models were centralized. The conceptual framework of the
study is shown in Figure 2, the effect of occupational stress May 2022 | Volume 10 | Article 843845 Frontiers in Public Health | www.frontiersin.org 4 WOF, Occupational Stress and Depression Sun et al. on depression symptoms would have two path hypotheses. Hypothesis 1, the aim was to verify the direct effect of
occupational stress on depression symptoms (the c-path) after
adjusting covariates; the hypothesis 2, the aim was to verify
the mediating role of WOF between occupational stress and
depression symptoms. We performed a hierarchical linear
analysis for each of the WOF and the WOF types to test the
mediating effects on depression symptoms. At the first step, the
variables have a significant association with depression symptoms
by univariate analysis that those of them as the control variable
in block 1. At the second step, occupational stress was added
as an independent variable and a mediating variable in block
2. At the third step, WOF and WOF types (CF, NSF and DAF)
entered into block 3, respectively. Besides, the bootstrap estimate
was based on 2,000 bootstrap samples. A bias-corrected and
accelerated 95% confidence interval (BCa 95% CI) was calculated
for each a×b product, and a BCa 95% CI excluding 0 significantly
manifested mediation. All statistical analyses were carried out
using R Statistics (version 3.5.0), with a two-tailed probability
value of <0.05 considered to be statistically significant. between occupational stress and WOF (CF, NSF, and DAF) (path
a). The WOF was correlated with depression symptoms (path
b), whereas occupational stress was correlated with depression
symptoms (path c). Mediation Effect Test The result of the hierarchical regression of depression symptoms
is shown in Table 3. Based on the Table 3’s block 3-model 1,
Figure 3 shows the WOF mediates the effect of occupational
stress on depression symptoms. Each step of the independent
variables made a significant contribution to variance in
depression symptoms. In step 1, the occupational categories, sex,
age, and work experience contributed to 4.6% of the variance
in depression symptoms. The dimensions of occupational stress
accounted for 64.4% of the variance in depression symptoms
in step 2. The results supported that occupational stress was
positively related to depression symptoms (β = 0.805, P <
0.001). In block 3 and model 1, WOF was negatively related
to depression symptoms (β = −0.290, P < 0.001, R2 = 0.684). In block 3 and model 2, when the WOF types into the model,
the results shown that WOF types were negatively related to
depression symptoms, the regression coefficient were −0.114,
−0.114, −0.048 and −0.034, respectively (R2 = 0.692, P < 0.001). Frontiers in Public Health | www.frontiersin.org Correlation of Occupational Stress,
Depression Symptoms and WOF The results of the Pearson’s correlation analyses are showed
in Table 2. Occupational stress, depression symptoms, and
WOF were significant correlated. The occupational stress was
negatively related to WOF (r = −0.395, P < 0.001), CF (r
= −0.529, P < 0.001), NSF (r = −0.500, P < 0.001), and
DAF (r = −0.345, P < 0.001). The occupational stress and
depression symptoms have a positive relationship (r = 0.798, P <
0.001). Based on these results, the paths were drawn to examine
the mediating effect (Figure 2). And there was a correlation TABLE 2 | The correlations of depression symptoms, occupational stress, WOF and WOF types. Variable
1
2
3
4
5
6
1. WOF
1
2. CF
0.593**
1
3. NSF
0.580**
0.690**
1
4. DAF
0.496**
0.520**
0.373**
1
5. Depression symptoms
−0.395**
−0.529**
−0.500**
-0.345**
1
6. Occupational stress
−0.259**
−0.431**
−0.428**
-0.258**
0.798**
1
WOF, worker-occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability fit. **Correlation is significant at the 0.001 level (two-tailed). TABLE 2 | The correlations of depression symptoms, occupational stress, WOF and WOF types. 6 May 2022 | Volume 10 | Article 843845 Frontiers in Public Health | www.frontiersin.org 5 WOF, Occupational Stress and Depression Sun et al. TABLE 3 | Hierarchical multiple regression analysis of the association of occupational stress and WOF with depression symptoms. Variable
Block 1
Block 2
Block 3
Model 1
Model 2
β
VIF
β
VIF
β
VIF
β
VIF
Occupational categories
0.088
1.22
−0.062
1.26
0.136
2.23
0.021
4.28
Sex (female)
−0.036
1.08
−0.008
1.08
−0.006
1.08
−0.007
1.08
Age (year)
−0.080
4.58
0.042
4.61
0.039
4.61
0.044
4.63
Work experience (year)
0.157
4.53
−0.009
4.57
−0.019
4.58
−0.022
4.58
Occupational stress
0.805
1.08
0.702
1.35
0.688
1.39
WOF
−0.290
2.10
−0.114
7.03
CF
−0.114
2.86
NSF
−0.048
2.65
DAF
−0.034
1.82
Wald χ2
116.94
2,864.27
3,627.30
3,944.34
R2
0.046
0.644
0.684
0.692
1R2
0.041
0.642
0.683
0.690
MSE
7.290
4.451
4.193
4.146
WOF, worker occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability fit. and depression symptoms and whether the WOF is a mediator
into this relationship. In this study, there are 43.5% (864/1,988)
medical workers with a positive rate of depression symptoms,
and the average score of WOF was 31.6 ± 7.1. Correlation of Occupational Stress,
Depression Symptoms and WOF The WOF to be
a mediator, occupational stress had a direct effect and an indirect
effect on depression symptoms with a path coefficient of 0.677
and 0.047. The mediating effect of WOF, CF, NSF, and DAF
accounted for 6.5, 12.3, 10.3 and 4.8%, respectively. FIGURE 3 | WOF moderates the effect of occupational stress on depression
symptoms based on the Block 3-Model 1. According to the World Health Organization (WHO), nearly
300 million people of different ages suffer from depression
worldwide. In China, medical workers have reported high rates
of depression (50%), anxiety (45%), and insomnia (34%) (40). The prevalence of depression increased by more than 18% from
2005 to 2015 (41). Among emergency medical service workers
at the New York City Fire Service (FDNY), the prevalence of
depression symptoms was 16.7% after 12 years of occupational
exposure (42). Therefore, depression and anxiety have become a
global consensus for medical workers. Medical workers are one
of the highest risk groups for developing depression (43). We
try to find effective ways to reduce the risk of depression among
medical workers. In this sense, when medical workers experience
depression symptoms in an occupational environment, improve
the WOF level is the regulation process against depression, and
can be an effective factor in maintaining mental health. In our
study, the participants were selected from one general hospital
and three specialized hospitals located in Henan province, with a
detection rate of depression symptoms were 43.5%. Compared
to that of medical students (44), firefighters (45), economy
staff(46), medical workers have a higher detection rate of
depression symptoms. FIGURE 3 | WOF moderates the effect of occupational stress on depression
symptoms based on the Block 3-Model 1. (P < 0.01), respectively. We also calculated that the total effect of
occupational stress on depression symptoms was 93.4% and the
indirect effect accounted for 6.5% of the total effect. As shown in
Table 4, the bootstrap estimate presented in our study was based
upon 2,000 bootstrap samples. For each independent variable, the
bias-corrected 95% CI all excluded 0, which indicated that the
mediating role of WOF was statistically significant. Frontiers in Public Health | www.frontiersin.org DISCUSSION Practical
strategies for improving medical workers’ WOF would help
them better cope with various worker-related stressors to
reduce depression symptoms. In our study, the structural
model analysis indicated that occupational stress had both
direct and indirect effects on depression symptoms with WOF
considering as mediators. In other words, occupational stress
indirectly affected depression symptoms by decreasing WOF, it
was implied that WOF could mediate the association between
occupational stress and depression symptoms. These results
suggested that the WOF level are crucial for the mental and
physical health of medical workers. In addition, results from
block 3 (model 1 and model 2) by hierarchical regression,
based on the absolute value of β, CF, NSF and DAF accounted
for the observed variance in WOF. It is noteworthy that CF
is more strongly associated with WOF than with NSF, DAF. The results suggest that hospital administrators assign work
tasks based on the personal characteristics (i.e., personality
or work style) of medical staff, which can reduce the risk
of depression symptoms. In a systematic review, the study
indicated a high prevalence of depression among medical staff
and the consistency between the estimated prevalence (27.2%
students and 28.8% residents) showed that depression coping
was an important issue in all levels of medical training (47). the association between occupational stress and depression
symptoms. The most important goal of this study was to examine
the relationships between depression symptoms, occupational
stress, WOF. Our results show that the WOF types (CF, NSF,
and DAF) were negatively correlated with depression symptoms,
and the occupational stress and depression symptoms was
a positive relationship with 1988 medical workers. Practical
strategies for improving medical workers’ WOF would help
them better cope with various worker-related stressors to
reduce depression symptoms. In our study, the structural
model analysis indicated that occupational stress had both
direct and indirect effects on depression symptoms with WOF
considering as mediators. In other words, occupational stress
indirectly affected depression symptoms by decreasing WOF, it
was implied that WOF could mediate the association between
occupational stress and depression symptoms. These results
suggested that the WOF level are crucial for the mental and
physical health of medical workers. In addition, results from
block 3 (model 1 and model 2) by hierarchical regression,
based on the absolute value of β, CF, NSF and DAF accounted
for the observed variance in WOF. Frontiers in Public Health | www.frontiersin.org DISCUSSION Occupational stress has been identified as a risk factor for
poor mental health and depression symptoms. To develop
effective interventions, the roles of positive predictors and
mediators should be explored to clarify the mechanism behind Improving WOF level was considered as a new approach to
prevention of depression symptoms in workplace. This study
aims to examine the relationship between occupational stress Frontiers in Public Health | www.frontiersin.org May 2022 | Volume 10 | Article 843845 6 WOF, Occupational Stress and Depression Sun et al. TABLE 4 | Mediating role of WOF or WOF types on the associations between occupational stress and depression symptoms. Mediators
Model pathways
Effect types
β(std.)
Bootstrap
Bias-corrected 95%
Lower bounds
Upper bounds
WOF
Occupational stress→Depression symptoms
Total effects
0.725
0.692
0.753
Indirect effects
0.047
0.039
0.056
Direct effects
0.677
0.648
0.707
CF
Occupational stress→Depression symptoms
Total effects
0.725
0.695
0.754
Indirect effects
0.089
0.074
0.104
Direct effects
0.636
0.603
0.668
NSF
Occupational stress→Depression symptoms
Total effects
0.725
0.696
0.754
Indirect effects
0.075
0.062
0.089
Direct effects
0.650
0.617
0.682
DAF
Occupational stress→Depression symptoms
Total effects
0.725
0.695
0.755
Indirect effects
0.035
0.026
0.044
Direct effects
0.690
0.658
0.722
WOF, worker occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability fit. The mediating effect of WOF, CF, NSF, and DAF accounted for 6.5, 12.3, 10.3 and 4.8%, respectively. WOF, worker occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability fit. The mediating effect of WOF, CF, NSF, and DAF accounted for 6.5, 12.3, 10.3 and 4.8%, respectively. In this sense, medical workers with depression should be
given an early warning. The hospital administrators can reduce
medical workers’ depression symptoms by taking comprehensive
measures to improve the WOF such as establishing training
sessions to improve the ability of medical workers to meet
the hospital demands, promoting the balance between demands
and rewards (48). It can also improve WOF level by creating
a better fit between workers’ characters and hospitals’ climate,
workers’ ability and hospitals’ demands, workers’ needs and
hospitals’ supply. the association between occupational stress and depression
symptoms. The most important goal of this study was to examine
the relationships between depression symptoms, occupational
stress, WOF. Our results show that the WOF types (CF, NSF,
and DAF) were negatively correlated with depression symptoms,
and the occupational stress and depression symptoms was
a positive relationship with 1988 medical workers. CONCLUSION hospital managers tend to use bonuses to incentivize their
employees, which is usually linked to work outputs rather
than work experience. The low income of health workers has
been a serious challenge in many developing countries (53). For medical workers, it is important to note that strategies to
enhance individuals’ WOF seems to be valuable to improve
depression symptoms and promote the mental health of Chinese
medical workers. In conclusion, WOF was found to be negatively associated with
depression symptoms and partially mediated the relationship
between occupational stress and depression symptoms. These
results could help to further explore the relationship between
occupational stress, depression symptoms and WOF, as well as
a new perspective for the intervention of depression symptoms. Hospital managers can help medical workers coping with various
worker-related stressors to reduce depression symptoms. To our knowledge, this is one of the few studies to explore
the
effects
of
occupational
stress,
WOF
on
depression
symptoms,
to
further
examined
the
mediating
roles
of
WOF among Chinese medical workers. It is provided with
a new perspective for exploring the relationship between
occupational
stress
and
depression
symptoms. However,
there are two limitations: firstly, a cross-sectional study was
conducted. The
causal
relationship
between
occupational
stress, depression symptoms and WOF cannot be identified. Secondly, all of the medical workers were from one general
hospital and three specialized hospitals in Henan Province,
and the sample was not randomized, which suggested the
generalization of results to other areas of China would
be limited. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. DISCUSSION It is noteworthy that CF
is more strongly associated with WOF than with NSF, DAF. The results suggest that hospital administrators assign work
tasks based on the personal characteristics (i.e., personality
or work style) of medical staff, which can reduce the risk
of depression symptoms. In a systematic review, the study
indicated a high prevalence of depression among medical staff
and the consistency between the estimated prevalence (27.2%
students and 28.8% residents) showed that depression coping
was an important issue in all levels of medical training (47). Previous studies of organizational behavior and organizational
management
showed
that
high-level
fit
of
worker
and
occupational environment can improve work attitude (49),
innovation behaviors (50), and organizational commitment
(51), and turnover rate (52). It has a positive effect on
improving the optimization of the organizational outcome. The results of our study suggested WOF, occupational stress
and depression symptoms have a significant correlation, and
WOF can explain 6.5% of the effect of occupational stress
on depression symptoms. A better WOF level can promote
medical workers’ characters and habits more suitable for
their job style in hospitals, and workers’ medical service skills
can skillfully complete the tasks assigned by their managers,
which would reduction of the medical workers’ occupational
stress, thereby reducing the depression symptoms. The current
study is one of the few to investigate WOF among Chinese
medical workers, and to examine the correlation between
occupational stress and depression symptoms, and it is the
first study to explore the mediating role of WOF in these
relationships. In China, basic salary levels are generally low, May 2022 | Volume 10 | Article 843845 7 Sun et al. WOF, Occupational Stress and Depression FIGURE 4 | The structural equation model on the relationship between occupational stress, depressive symptoms, WOF and WOF types among 1988 medical
workers. Stress, occupational stress; Depression, depression symptoms. WOF, worker occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability
fit. FIGURE 4 | The structural equation model on the relationship between occupational stress, depressive symptoms, WOF and WOF types among 1988 medical
workers. Stress, occupational stress; Depression, depression symptoms. WOF, worker occupation fit; CF, Characteristic fit; NSF, need supply fit; DAF, demand ability
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of Public Health and West China Fourth Hospital. The Frontiers in Public Health | www.frontiersin.org May 2022 | Volume 10 | Article 843845 8 WOF, Occupational Stress and Depression Sun et al. Foundation of Chengdu Medical Collage (Grant Number:
CYZYB21-32). The funders have no role in the analysis, or
interpretation of the data, writing of the article, or the decision
to submit the paper for publication. patients/participants provided their written informed consent to
participate in this study. ACKNOWLEDGMENTS RS: study design, data analysis, data interpretation, and finished
the manuscript. RS, ZH, LL, and HW: data acquisition. RS,
KL, and YL: data analysis. YL: supervision of study. All
authors have read and agreed to the published version of the
manuscript. All authors contributed to the article and approved
the submitted version. The authors are grateful to the hospitals and administrators for
supporting this study and are grateful to the medical workers
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Changes in the essential oil content and composition of <i>Salvia limbata</i> C.A. Mey at different growth stages and altitudes
|
Biomedical chromatography/BMC. Biomedical chromatography
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Changes in Essential Oil Content and Composition of Salvia
Limbata C.A. Mey at Different Growth Stages and Altitudes Maryam Saffariha
(
m.saffariha@gmail.com
)
University of Tehran
Hossein Azarnivand
University of Tehran
Mohammad Ali Zare Chahouki
University of Tehran
Ali Tavili
University of Tehran
Samad Nejad Ebrahimi
Shahid Beheshti University
Daniel Potter
University of California, Davis
Reza Jahani
Shahid Beheshti University of Medical Sciences 1. Introduction Salvia is the largest and prominent genus of the Lamiaceae family, which includes more than 900 medicinal and ornamental
species distributed in the world [1]. This genus is found in Central and South America, Western Asia and Eastern Asia [2]. Fifty-
eight species of genus Salvia are found in Iran which seventeen species are endemic [3,4]. Salvia limbata C.A. Mey, a native plant
of Iran, is a perennial, herbaceous and aromatic plant (30-60 cm tall) with thick, rounded and bright green leaves. The distribution
of this plant within Iran is in Azerbaijan, Lorestan, Shiraz, Kermanshah, Semnan, and Damavand [5]. The genus Salvia has always
been noticeable in doing research around the world for diverse biological activities and compounds in its essential oil [6,7]. Since
the species of genus Salvia contain substantial amounts of essential oils, people have been applied for thousands of years in folk
medicine to improve health and treat diseases [8,9]. Modern science illustrates that Salvia essential oils improve memory and
could be effective in treating Alzheimer's in the future [10]. Salvia has also been used for treating coughs, colds and wounds and it
has been considered as spasmolytic, antiseptic, astringent, and liver protective [11]. Moreover, the phenolic compounds of plants belonging to this genus have shown antiviral, antibacterial, antifungal, antioxidant,
antitumor, antidiabetic, anxiolytic, sedative, and anti-inflammatory activities [12,13,,14,15,16,17,18]. Active compounds such as
hydrocarbon monoterpenes, hydrogenated monoterpenes, oxygenated monoterpenes, di-terpenes, hydrocarbon sesquiterpenes
and oxygenated sesquiterpenes have been obtained from Salvia species [19]. The contents of these compounds are influenced by
various factors such as planting conditions, harvest time, organ used and growth stage. It seems that ecological factors and
genetic are the main significant factors that influence the content of the plant active compounds [20]. To the best of our knowledge, few investigations have been done in the field of autecology and phytochemistry of S. limbata. Since the global approach has been perusing the use of medicinal herbs and natural compounds in the pharmaceutical, cosmetic
and food industries, there is a strong need to delve more into the issue and do further research to understand how to increase the
yield of active ingredients in varied ecological conditions. This could be economically important for the food, cosmetic and
pharmaceutical industries. 1. Introduction Although phytochemistry of different species of this genus has already been studied in different
ecological conditions (mostly in flowering stage), for the first time the effect of different phenological stages and altitudes on the
essential oil content and composition of S. limbata was investigated in this paper. Discussion The obtained results showed that the content and constituents of S. limbata essential oil strongly depend on the growth stage
and altitude. Our findings revealed that the vegetative stage at 1500 m is the optimal harvest time to obtain the highest content of
oil yield. Results of the current study helps to find the optimum situation to gain the highest content of S. limbata essential oil but
more researches are needed. Research Article Page 1/18 Background The present study investigates the effect of growth stage (vegetative, flowering and seed ripening) and altitude (1500, 2000 and
2500 m above sea level) on the content and chemical composition of S. limbata essential oil which belongs to Lamiaceae family. Results Results According to the oil analysis, 28 components representing 96.5% to 99.7% of the total volatile oil composition were characterized. The main compounds of S. limbata oils were α-pinene (14.7-38.7%), β-pinene (12.5-26.2%), allo-aromadendrene (9.2-21.7%),
germacrene D (4.2-8.3%), bicyclogermacrene (6.5-14.5 %), and spathulenol (7.5-25.4 %). 2.5. Statistical analysis The statistical analyses were performed using Graph Pad Prism software (San Diego, CA; version 5.0). Data are presented as
mean ± standard deviation (SD) in 5 randomized replicates. One way analysis of variance (ANOVA) and Tukey post-test were used
to analyze obtained results. P-value < 0.05 was considered as statistically significant difference. 2.4. Identification of compounds The constituents of the essential oils were recognized by calculation of retention indices for all the components, using retention
times of C6-C24 n-alkenes series as standards under the same chromatographic conditions. Identification of individual
compounds were performed by comparison of their retention indices and mass spectral fragmentation patterns with those
reported in the literature, Wiley library (New York, NY, USA) or published mass spectra [8,21]. The relative percentage of essential
oil constituents were obtained from the GC-FID peak areas in the chromatogram without the use of correction factors. 2. Materials And Methods 2.1. Plant material 2.1. Plant material 2.1. Plant material Page 2/18 Aerial parts of S. limbata at several developmental stages (vegetative, flowering and seed ripening) were harvested in three
replicates from its wild habitat at altitudes of 1500, 2000 and 2500 m above sea level from Taleghan rangeland (semi-humid) in
Alborz province, Iran (36° 5' 19" N to 36° 19' 19" N and 50° 36' 43" E to 50° 53' 20" E) (Fig. 1). Taleghan is one of S. limbata’s main
sites with mean relative humidity about 12%, and the average annual temperature of 11.4oC. In this area, there are 150 freezing
days and annual precipitation is about 446 mm. Harvested plant materials were dried in the shade and then ground in a grinder
(2mm mesh size). A voucher herbarium specimen (MP-300) was lodged at the Herbarium of Medicinal Plants and Drugs Research
Institute, Shahid Beheshti University, Tehran, Iran. Aerial parts of S. limbata at several developmental stages (vegetative, flowering and seed ripening) were harvested in three
replicates from its wild habitat at altitudes of 1500, 2000 and 2500 m above sea level from Taleghan rangeland (semi-humid) in
Alborz province, Iran (36° 5' 19" N to 36° 19' 19" N and 50° 36' 43" E to 50° 53' 20" E) (Fig. 1). Taleghan is one of S. limbata’s main
sites with mean relative humidity about 12%, and the average annual temperature of 11.4oC. In this area, there are 150 freezing
days and annual precipitation is about 446 mm. Harvested plant materials were dried in the shade and then ground in a grinder
(2mm mesh size). A voucher herbarium specimen (MP-300) was lodged at the Herbarium of Medicinal Plants and Drugs Research
Institute, Shahid Beheshti University, Tehran, Iran. 2.2. Isolation of the essential oils 2.2. Isolation of the essential oils Samples (100 g) of the air-dried aerial parts of S. limbata were subjected to hydro distillation using a Clevenger-type apparatus for
4h, according to the method recommended in British Pharmacopoeia. The distilled oils were dried over anhydrous sodium sulfate
and stored at 4oC in tightly closed dark vials to be analyzed. 2.3. Chemical composition of the essential oils For characterization of the volatile oil constituents, samples were subjected to gas chromatography-flame ionization detector (GC-
FID) and gas chromatography-mass spectrometry (GC-MS). GC-FID analysis was performed by a Shimadzu 15 A gas
chromatograph (Dyson Instruments, Newcastle, U.K) equipped with a split/splitless injector (250°C), a DB-5 (60 m length × 0.25
mm internal diameter, 0.25 μm film thickness) capillary column and flame ionization detector (250°C). The helium gas was used
as the carrier gas (1 mL/min) and the oven temperature was 60-280°C at a rate of 5°C/min. The injector temperature was 250°C
and 1μL of oil sample was injected in the split mode with the split ratio of 100:1. GC-MS analysis was carried out using a Thermo-Trace GC-MS system (Thermo Electron; San José, CA, USA). This device was
equipped with a DB-5 silica column (60 m length × 0.25 mm internal diameter, 0.25 μm film thickness) containing 5%-phenyl 95%-
methyl polysiloxane and a mass spectrometer detector (MS). The carrier gas was helium at a flow rate of 1 ml/ min. The column
temperature was kept at 60°C for 3 min and then programmed to 250°C at a rate of 5°C/min. The injector and GC/MS interface
temperatures were 290°C and 300°C, respectively. The mass spectra were taken at 70 eV in the scan range of m/z 50-550. 2.4. Identification of compounds 3. Results And Discussion As shown in Figure 2, comparison of the essential oil yield among different samples revealed that the highest content of essential
oil belongs to the harvested aerial parts of S. limbata in the vegetative stage at an altitude of 1500 m (0.86% v/w) while no
significant difference was observed in the essential oil content among other groups. In a published study authors observed the
significant impact of different altitudes and phenological stages on the essential oil yield [22,23]. It was revealed that plant
performance is strongly influenced by various factors such as altitude, climate, soil, developmental stages, extraction and
analysis methods, genetic factors, abiotic stresses, and slope and modeling techniques can predict these factors in other areas
[24,25,26,27, 28]. The results of the current study were compatible with other studies that found the highest content of essential Page 3/18 Page 3/18 oil of Origanum majorana in the vegetative stage, so they proposed the vegetative stage as the best stage to harvest Origanum
majorana [29,30, 31,32, 33,34,35,36].Similar results were also found byon the essential oil content of Nepeta kotschyr [37]. Moreover, according to a study conducted by the highest yield of essential oil in Teucrium polium L. was obtained in the
vegetative stage [38]. These results are in agreement with our findings. The accumulation of essential oil in vegetative stage could
be due to the fact that plant protection is supplied by phenolic components which are in high amount in this stage [39]. oil of Origanum majorana in the vegetative stage, so they proposed the vegetative stage as the best stage to harvest Origanum
majorana [29,30, 31,32, 33,34,35,36].Similar results were also found byon the essential oil content of Nepeta kotschyr [37]. Moreover, according to a study conducted by the highest yield of essential oil in Teucrium polium L. was obtained in the
vegetative stage [38]. These results are in agreement with our findings. The accumulation of essential oil in vegetative stage could
be due to the fact that plant protection is supplied by phenolic components which are in high amount in this stage [39]. On the contrary, it was reported bythat the highest essential oil in Satureja mutica is acquired in the flowering stage[40]. In another
study [41] determined that the highest value of essential oil of Mentha pieperata in flowering stage, which contradicts our
findings. 3. Results And Discussion Also, the percentage of essential oils in vegetative stage in Thymus vulgaris was the lowest and it rose in flowering stage
[42]. One explanation for the increase in essential oil content in the flowering stage is the maintenance of the reproductive stage
[43,44] and to attract insects for pollination [35]. Nevertheless, other researches have illustrated that the lowest amount of
essential oils in the vegetative stage could be due to the lower activity of some enzymes in synthesizing phenolic compounds in
this stage [45]. Since photosynthetic products accumulate in the endosperm during plant growth, it leads to a decrease in the
amount of essential oil [46]. It is clear that phenological stages have a great impact on the essential oil metabolism, enzymatic
activity and finally essential oil content [45]. As illustrated in Tables 1, 2 and 3, twenty-eight components were identified in the S. limbata essential oil by means of GC-FID and
GC-MS analysis which represented about 96.5% to 99.7% of the total composition of the obtained essential oil. In the current
study, the main identified compounds were α-pinene (14.7-38.7%), β-pinene (12.5-26.2%), allo-aromadendrene (9.2-21.7%),
germacrene D (4.2-8.3%), bicyclogermacrene (6.5-14.5 %), and spathulenol (7.5-25.4 %). The molecular structures of the main
identified compounds from S. limbata essential oil are presented in the Figure 3. Comparing the results of the current study to
others, α-pinene (23.7 %), β-pinene (18.7%), sabinene (14.5%), 1, 8-cineole (9.9%) and β-caryophyllene (7.1%) as the major
components of S. limbata essential oil in the flowering stage [47]. In another research, following GC-MS analysis of the aerial
parts of S. limbata obtained from Turkey, 42 components were characterized representing 95.6% to 98.1% of the compounds
including α-pinene (11.2-24.3%), β-pinene (10.0-20.9%) and sabinene (14.6-17.4%) as the major constituents of the essential oil
[48]. [48]. Comparing of the monoterpenes and sesquiterpenes contents of the S. limbata essential oil at different altitudes and
phenological stages in Figure 4, the amount of monoterpenes has decreased from vegetative stage to seed ripening stage;
however, the obtained results for sesquiterpenes were reverse. These findings for Artemisia herba-alba essential oil were
previously observed in another study [49]. Moreover, during the developing plants the amount of sesquiterpenes increased in
Cannabis sativa L. which are in line with our results[50]. 3. Results And Discussion As we found out in our research, the highest amount of monoterpenes
was related to the vegetative period at 2000 m, while the highest amount of sesquiterpenes was obtained in seed ripening stage
at altitudes of 1500 and 2500 m. [51] 2002 in a research on Thymus vulgaris at different growth stages confirmed that the
highest content of the monoterpene was related to the vegetative stage. As shown in Figure 5, the content of α-pinene, β-pinene, alloaromadendrene, germacrene D, bicyclogermacrene, and spathulenol
illustrates some changes in different altitudes and developmental stages. The highest percentage of monoterpenes including α-
pinene (41.3%) and β-pinene (30.1%) was obtained in the vegetative stage at 2000 m. The contents of α-pinene and β-pinene were
decreased to the lowest values in the ripening stage. Moreover, the highest content for alloaromadendrene was measured 20.6%
and 20.7% in the ripening stage at 1500 m and 2500 m, respectively without any significant difference between them. However,
the lowest quantity was obtained 3.5% for the vegetative stage at 2000 m. The most abundant germacrene D reached in ripening
stage at 2500 m (8.3%) and the lowest amount (1.2%) achieved at 2000 m in the vegetative stage. Moreover, high value of
bicyclogermacrene was attained in the ripening stage at 1000 m and 2000m (14.5% and 14.3%, respectively) while no significant
difference was observed between the mentioned altitudes. On the contrary, the lowest amount was attained in the vegetative
stage at 1500 m (4.2%). Furthermore, the highest and the lowest contents of spathulenol (25.4% and 7.2%) were gained in the
ripening stage at 2500 m and vegetative stage at 2000 m, respectively. Variation in the percentage of compounds at different
stages of phenology and altitudes could be due to the high or low synthesis of compounds by enzymes, which leads to different
percentages of compounds in essential oils. mical compositions of Salvia limbata essential oil in the vegetative stage at different altitudes Table 1. The percentage of chemical compositions of Salvia limbata essential oil in the vegetative stage at different altitudes able 1. The percentage of chemical compositions of Salvia limbata essential oil in the vegeta Page 4/18 Page 4/18 No. 3. Results And Discussion Compounds
RI
1500 m
2000 m
2500 m
1
α-Thujene
922
Tr
Tr
Tr
2
α-Pinene
938
30.4±0.1
41.3±0.2
28.5±0.8
3
Camphene
952
1.2±0.1
1.4±0.2
0.5±0.0
4
Sabinene
975
2.4±0.1
1.9±0.1
4.1±0.1
5
β-Pinene
980
25.4±0.3
30.1±0.1
24.2±0.2
6
Myrcene
985
Tr
Tr
Tr
7
p-Cymene
1025
Tr
Tr
Tr
8
Limonene
1029
0.9±0.1
0.6±0.04
0.4±0.0
9
Z-β-Ocimene
1035
Tr
Tr
Tr
10
Linalool
1085
Tr
Tr
Tr
11
α-Campholenal
1103
Tr
Tr
Tr
12
Trans-Pinocarveol
1125
Tr
0.2±0.0
Tr
13
Trans-Verbenol
1162
Tr
0.3±0.0
0.2±0.01
14
Borneol
1186
Tr
0.2±0.0
Tr
15
Terpine-4-ol
1203
Tr
0.4±0.0
0.2±0.0
16
Myrtenal
1216
Tr
0.4±0.0
0.2±0.0
17
Verbenone
1239
0.3±0.1
0.2±0.0
0.3±0.0
18
Bornyl-acetate
1316
1±0.1
Tr
Tr
19
Eugenol
1340
Tr
0.9±0.1
1.4±0.2
20
β-Caryophyllene
1426
Tr
Tr
0.2±0.0
21
Allo-Aromadendrene
1482
9.5±0.1
3.5±0.2
12.6±0.3
22
γ-Muurolene
1485
Tr
0.6±0.0
Tr
23
Germacrene D
1498
3.7±0.2
1.2±0.1
4.1±0.2
24
Bicyclogermacrene
1505
4.6±0.2
5.5±0.3
8.5±0.9
25
Eugenol-acetate
1521
Tr
0.6±0.0
Tr
26
Spathulenol
1575
12.6±0.1
7.2±0.2
13.8±0.2
27
Caryophyllene oxide
1580
4.3±0.1
Tr
Tr
28
Sclareol
2200
1.9±0.1
0.2±0.0
0.5±0.0
Monoterpene hydrocarbons
60.3
75.3
57.7
Oxygenated
monoterpenes
1.3
2.6
2.3
Sesquiterpene
hydrocarbons
17.8
10.8
25.4
Oxygenated
18 8
8 0
14 3 Data are presented as mean±SD; RI indicates retention indices relative to C6-C24 n-alkanes; Tr indicates trace (<0.1%) Data are presented as mean±SD; RI indicates retention indices relative to C6-C24 n-alkanes; Tr indicates trace (<0.1%)
Table 2. The percentage of chemical compositions of Salvia limbata essential oil in the flowering stage at different altitudes Table 2. The percentage of chemical compositions of Salvia limbata essential oil in the flowering stage at different altitudes Page 6/18 No. mean±SD; RI indicates retention indices relative to C6-C24 n-alkanes; Tr indicates trace (<0.1%) 3. Results And Discussion Compounds
RI
1500 m
2000 m
2500 m
1
α-Thujene
922
Tr
Tr
Tr
2
α-Pinene
938
21.2±0.2
29.5±0.4
21.7±0.6
3
Camphene
952
1.3±0.1
1.4±0.2
1.8±0.2
4
Sabinene
975
1.7±0.1
3.3±0.1
1.8±0.1
5
β-Pinene
980
17.3±0.1
26.2±0.2
20.1±0.2
6
Myrcene
985
Tr
Tr
Tr
7
p-Cymene
1025
Tr
Tr
Tr
8
Limonene
1029
1±0.1
1±0.1
0.8±0.1
9
Z-β-Ocimene
1035
Tr
1.2±0.1
Tr
10
Linalool
1085
Tr
Tr
Tr
11
α-Campholenal
1103
Tr
Tr
Tr
12
Trans-Pinocarveol
1125
0.3±0.0
Tr
0.4±0.0
13
Trans-Verbenol
1162
Tr
Tr
0.3±0.0
14
Borneol
1186
Tr
Tr
0.3±0.0
15
Terpine-4-ol
1203
0.6±0.0
0.6±0.0
Tr
16
Myrtenal
1216
0.6±0.0
0.6±0.1
Tr
17
Verbenone
1239
0.2±0.0
0.3±0.0
Tr
18
Bornyl-acetate
1316
Tr
0.2±0.0
Tr
19
Eugenol
1340
1.2±0.1
0.4±0.0
0.5±0.0
20
β-Caryophyllene
1426
Tr
Tr
Tr
21
Allo-Aromadendrene
1482
15.2±0.2
9.2±0.1
14.6±0.2
22
γ-Muurolene
1485
0.5±0.0
3.2±0.1
0.3±0.0
23
Germacrene D
1498
5.7±0.2
4.4±0.1
4.2±0.2
24
Bicyclogermacrene
1505
10.7±0.2
6.5±0.1
13.6±0.2
25
Eugenol-acetate
1521
Tr
Tr
Tr
26
Spathulenol
1575
18.6±0.3
7.5±0.1
15.5±0.3
27
Caryophyllene oxide
1580
1±0.1
2.1±0.2
Tr
28
Sclareol
2200
1.7±0.2
Tr
0.4±0.0
Monoterpene hydrocarbons
42.5
62.6
46.2
Oxygenated monoterpenes
2.9
2.1
1.5
Sesquiterpene hydrocarbons
32.1
23.3
32.7
Oxygenated sesquiterpenes
21.3
9.6
15.9
Total
98 8
97 6
96 3 Page 7/18 The percentage of chemical compositions of Salvia limbata essential oil in the ripening stage at different altitudes
No. 3. Results And Discussion Compounds
RI
1500 m
2000 m
2500 m
1
α-Thujene
922
Tr
Tr
Tr
2
α-Pinene
938
14.9±0.2
19.5±0.2
14.7±0.1
3
Camphene
952
0.9±0.0
1.6±0.2
0.6±0.0
4
Sabinene
975
1.3±0.2
2.2±0.2
1.1±0.1
5
β-Pinene
980
14.2±0.3
17.6±0.3
12.5±0.1
6
Myrcene
985
Tr
Tr
Tr
7
p-Cymene
1025
Tr
Tr
Tr
8
Limonene
1029
0.5±0.0
0.7±0.0
0.4±0.0
9
Z-β-Ocimene
1035
Tr
Tr
Tr
10
Linalool
1085
Tr
Tr
Tr
11
α-Campholenal
1103
Tr
Tr
Tr
12
Trans-Pinocarveol
1125
Tr
Tr
Tr
13
Trans-Verbenol
1162
Tr
0.2±0.0
Tr
14
Borneol
1186
Tr
Tr
Tr
15
Terpine-4-ol
1203
0.3±0.0
0.5±0.0
Tr
16
Myrtenal
1216
0.3±0.0
0.5±0.0
Tr
17
Verbenone
1239
0.2±0.0
0.2±0.0
Tr
18
Bornyl-acetate
1316
Tr
Tr
Tr
19
Eugenol
1340
0.6±0.0
Tr
1.5±0.2
20
β-Caryophyllene
1426
Tr
2.6±0.0
Tr
21
Allo-Aromadendrene
1482
20.6±0.2
16.3±0.2
21.7±0.2
22
γ-Muurolene
1485
0.3±0.0
0.5±0.0
Tr
23
Germacrene D
1498
7.6±0.2
6.3±0.2
8.3±0.3
24
Bicyclogermacrene
1505
14.5±0.0
14.3±0.2
12.4±0.1
25
Eugenol-acetate
1521
Tr
0.9±0.0
Tr
26
Spathulenol
1575
22.4±0.2
12.6±0.1
25.4±0.2
27
Caryophyllene oxide
1580
Tr
Tr
Tr
28
Sclareol
2200
0.7±0.0
Tr
0.4±0.0
Monoterpene hydrocarbons
31.8
41.6
29.3
Oxygenated monoterpenes
1.4
1.4
1.5
Sesquiterpene hydrocarbons
43.0
40.0
42.4
Oxygenated sesquiterpenes
23.1
13.5
25.8
Total
99.3
96.5
99.0 Data are presented as mean±SD; RI indicates retention indices relative to C6-C24 n-alkanes; Tr indicates trace 4. Conclusion The data presented in this paper confirmed that the essential oil yield and constituents of S. limbata were highly influenced by
phenology and altitude. A significant difference in the composition of S. limbata essential oil at different growing stages and
altitudes was observed. It is noteworthy that the dominant compounds of S. limbata essential oil were α-pinene, β-pinene, allo-
aromadendrene, germacrene-D, bicyclogermacrene, and spathulenol. Since higher yield of essential oil was obtained in vegetative
stage at 1500 m, this stage could be considered as the best stage to harvest plant. Moreover, it was revealed that the highest
content of monoterpenes and sesquiterpenes could be obtained at the vegetative stage and ripening stage, respectively. This was
the first research on the yield and constituents of S. limbata essential oil at different developmental stages and altitudes that
could be economically beneficial for the food and pharmaceutical industries as well as other researchers to examine further
investigations about this plant. Acknowledgment The authors wish to thank University of Tehran, Shahid Beheshti University and University of California, Davis to support this
work. Declarations Ethic approval: Not applicable Ethic approval: Not applicable Consent for publication: Yes Availability of data and materials: The form of material is in Excel file. The location was in Taleghan rangeland. Competing interests: No Funding: No Funding: No Author's contribution: Hossein Azarnivand devised the project, the main conceptual ideas and proof outline. Dr Mohammad Ali
Zare Chahouki and Dr Maryam Saffariha worked out almost all of the technical details, and performed the numerical calculations
for the suggested experimented Ali Tavili and Dr Samad Nejad Ebrahimi verified the numerical results. Pr. Daniel Potter aided in
interpreting the results and worked on the manuscript. Dr. Reza Jahani helped in analysing the data. All authors discussed the
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g
g
y
p
y
( )
Figures
Figure 1 Figures Page 12/18 Figure 1 Figure 1 Locations of the study area. Note: The designations employed and the presentation of the material on this map do not imply the
expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, city or
area or of its authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the authors. Locations of the study area. Note: The designations employed and the presentation of the material on this map do not impl
expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, ci
area or of its authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the au
Figure 1
Locations of the study area. Note: The designations employed and the presentation of the material on this map do not impl
expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, ci
area or of its authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the au Figure 2 The essential oil content of Salvia limbata at different phenological stages and different altitudes. Data are expressed as mean ±
SD (n=5). *** indicates P-value <0.001 compared to other groups Page 14/18
(
)
p
g
p
Figure 2
The essential oil content of Salvia limbata at different phenological stages and different altitudes. Data are expressed as mean ±
SD (n=5). *** indicates P-value <0.001 compared to other groups Figure 1 Locations of the study area. Note: The designations employed and the presentation of the material on this map do not imply the
expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, city or
area or of its authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the authors. Page 13/18 Figure 2
The essential oil content of Salvia limbata at different phenological stages and different altitudes. Data are expressed as mean ±
SD (n=5). *** indicates P-value <0.001 compared to other groups Figure 2 The essential oil content of Salvia limbata at different phenological stages and different altitudes. Data are expressed as mean ±
SD (n=5). *** indicates P-value <0.001 compared to other groups Page 14/18 Figure 3 The molecular structures of the main identified compounds from Salvia limbata essential oil Figure 3 Page 15/18 olecular structures of the main identified compounds from Salvia limbata essential oil
4
on in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages
4
on in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages The molecular structures of the main identified compounds from Salvia limbata essential o The molecular structures of the main identified compounds from Salvia limbata essential oil
Figure 4
Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Figure 4 Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Figure 4
Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Figure 4 Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Variation in monoterpenes and sesquiterpenes of Salvia limbata essential oil at different altitudes and phenological stages Page 16/18 Figure 5
Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) a
different altitudes and phenological stages. Different letters indicate significant difference among columns (
with the same letter are not statistically different. Figure 5
Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Figure 5 Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Page 17/18 Figure 5
Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) a
different altitudes and phenological stages. Different letters indicate significant difference among columns (
with the same letter are not statistically different. Figure 5
Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Figure 5 Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Percentage of α-Pinene (A), β-Pinene (B), allo-Aromadendrene (C), germacrene D (D), bicyclogermacrene (E) and spathulenol (F) at
different altitudes and phenological stages. Different letters indicate significant difference among columns (P < 0.05). Columns
with the same letter are not statistically different. Page 18/18 Page 18/18
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Unsupervised Learning for Subterranean Junction Recognition Based on 2D Point Cloud
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arXiv (Cornell University)
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cc-by
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Unsupervised Learning for Subterranean Junction Recognition Based
on 2D Point Cloud ouri1, Farhad Pourkamali-Anaraki2, Miguel Casta˜no Arranz3, Ali-akbar Agha-mohammadi4,
Joel Burdick5, and George Nikolakopoulos1 Sina Sharif Mansouri1, Farhad Pourkamali-Anaraki2, Miguel Casta˜no Arranz3, Ali-akbar Agha-mohammadi4,
Joel Burdick5, and George Nikolakopoulos1 high-end 3D lidars can provide 3D point cloud, and it can
be used for junction detection. However, we are trying to
remove the dependency on high end and highly expensive
sensors, replacing them with lower cost solutions. Visual
sensors cannot provide sufficient information regarding the
complex geometry of subterranean environments due to lack
of illumination. Furthermore, burdening a MAV with optical
sensors in all directions and a bright light source will reduce
the flight time, and require a large computational resource to
post-process the visual feedback. Abstract— This article proposes a novel unsupervised learn-
ing framework for detecting the number of tunnel junctions
in subterranean environments based on acquired 2D point
clouds. The implementation of the framework provides valuable
information for high level mission planners to navigate an
aerial platform in unknown areas or robot homing missions. The framework utilizes spectral clustering, which is capable
of uncovering hidden structures from connected data points
lying on non-linear manifolds. The spectral clustering algorithm
computes a spectral embedding of the original 2D point cloud
by utilizing the eigen decomposition of a matrix that is derived
from the pairwise similarities of these points. We validate
the developed framework using multiple data-sets, collected
from multiple realistic simulations, as well as from real flights
in underground environments, demonstrating the performance
and merits of the proposed methodology. The 2D point cloud extracted from a 2D lidar is used in
this paper to obtain important information about the number
of junctions. The introduced method relies on a family of
unsupervised learning techniques that compute a spectral
embedding of the original data points by forming similarity
graphs. To be more specific, spectral clustering algorithms
typically consist of three steps [4]. The first step involves
forming a similarity graph that encodes information about all
pairwise similarities among data points in the given 2D point
cloud. A popular approach for defining such similarities is to
employ the Radial Basis Function (RBF) [5]. The next step is
to compute the eigenvalue decomposition of the normalized
Laplacian matrix that will provide a non-linear mapping of
the original point cloud [6]. 5 Division of Engineering and Applied Sciences, California Institute of
Technology, Pasadena, California, USA. I. INTRODUCTION Recent technological advances in the field of robotics
lead to the deployment of Micro Aerial Vehicles (MAVs) in
challenging environments such as underground mine naviga-
tion [1], search and rescue mission [2], large infrastructure
inspections [3], to name a few. MAVs have the potential
to navigate rapidly in complex, unpredictable, and diverse
subterranean environments for collecting various data types
or saving lives. Despite the broad spectrum of technological advances
in the field, autonomous navigation in subterranean envi-
ronments is still an ongoing quest. Subterranean environ-
ments face unique challenges, including irregular geological
structures, complex geometry, lack of Global Positioning
System (GPS) signal, the general absence of illumination,
constrained passages, and unpredictable topology (see Fig-
ure 1 for illustration). Complex geometry and the presence
of multiple junctions hinder the navigation mission. Junction
detection is a critical task to enable safer and more optimal
overall mission execution. For this task, a 2D Lidar equipped
on the MAVs is used for sensing the environment. The This work has been partially funded by the European Unions Horizon
2020 Research and Innovation Programme under the Grant Agreement No.
730302 SIMS. Funding from Vinnova in the project AI Factory for Railway
is also acknowledged. Corresponding author’s e-mail: sinsha@ltu.se y
gy
4 The author is with Jet Propulsion Laboratory California Institute of
Technology Pasadena, CA, 91109. Unsupervised Learning for Subterranean Junction Recognition Based
on 2D Point Cloud A key feature of our proposed
framework is that the number of zero eigenvalues of the
Laplacian reveals the number of connected components of
the constructed similarity graph. The third step is to use
the K-means clustering algorithm [7] to partition the 2D
point cloud. Hence, our proposed method partitions the
transformed 2D point cloud into connected components or
clusters for identifying the number of junctions. 3 Department of Civil, Environmental and Natural Resources Engineering
Lule˚a University of Technology, Lule˚a SE-97187, Sweden. 2 Department of Computer Science, University of Massachusetts Lowell,
MA, USA
3 g
p
g
1 Robotics and AI Team, Department of Computer, Electrical and Space
Engineering, Lule˚a University of Technology, Lule˚a SE-97187, Sweden B. Contributions Based on the state-of-the-art mentioned above, we list the
main contributions of this work in the following. y
Towards using visual feedback for junction detection,
in [15], a Convolutional Neural Network (CNN) binary
classifier was developed for outdoor road junction detection. The method is experimentally evaluated on a commercially
available MAV Bebop 2 from Parrot. In [16], a road in-
tersection detection module has been proposed as binary
classification, using the Long-Term Recurrent Convolutional
Network (LRCN) architecture to identify relative changes
in outdoor features and eventually detecting intersections. In [17], the authors proposed an architecture that combines
CNN, Bidirectional LSTM [16] and Siamese [18] style
distance function learning for junction recognition in videos. In this work, the authors evaluated their approach on different
data-sets spanning various experimental scenarios. Towards
junction detection in underground mines, in [19], the authors
proposed transfer learning with AlexNet [20]. The method
is limited to identifying only three different junctions and
relied on the looking forward camera heavily. Moreover,
these methods mostly consider binary classifiers, while in
real-life scenarios more complex types of junctions exist
and the junction recognition should recognize the different
types of junctions. Additionally, most of these works have
been evaluated and tuned in out-door environments and
with proper illumination, i.e., using rich data about the
surrounding of the platforms. The first contribution of this work is to develop a new
framework for recognizing subterranean junctions using
spectral clustering, which is a principled unsupervised learn-
ing technique. The proposed method allows us to uncover
intrinsic structures from the 2D point cloud extracted from
a lidar. Unlike previous techniques, the proposed method
applies to various settings without requiring any prior knowl-
edge on the number of junctions and their topology. Fur-
thermore, our method does not require any pre-training and
work well when working with small sample sizes. Hence,
our introduced framework is suitable for a wide variety of
settings with complex geometry. In addition to our algorithmic contributions, the second
contribution originates from a comprehensive evaluation of
the proposed method in simulation environments with com-
plex geometry and data-sets collected from the autonomous
flight of the MAV in real underground mines in Sweden. As
we will see, the obtained results demonstrate the effective-
ness of our proposed framework on situational awareness of
real-world subterranean environments. The rest of the article is structured as follows. A. Background & Motivation Navigation based on visual sensors or 2D/3D lidar has
received significant attention in recent years in different
application scenarios, e.g., [8], [9]. One of the essential ca-
pabilities for successful autonomous navigation in unknown
and uncertain environments is environmental awareness, such
as identifying environment geometries, obstacles, junctions,
dead-ends, etc. Several works have considered the use of visual sensors,
lidar, and satellite images for detecting road intersections
in uncertain environments [10]. For example, the previous
work [11] developed an automatic road junction detection
technique using airborne lidar data as well as the direction
and width of road branches. Synthetic aperture radar systems
are used for detecting L- and T- shape road junctions Fig. 1. Photos of an underground mine in Sweden illustrating complex geometry, irregular geological structure, etc. Fig. 1. Photos of an underground mine in Sweden illustrating complex geometry, irregular geological structure, etc. in [12] based on Markov optimization. The authors of [13]
developed a machine learning technique based on the 3D
point cloud generated by a laser rangefinder to detect road
junctions. The introduced method was evaluated on two
different data-sets from Germany and Brazil roads. The
studied frames were classified into two groups of “junctions”
or “roads”. In [14], junction detection is used to improve map
localization in areas with weak or erroneous GPS signals
such as forests or urban canyon. The proposed method
detected crossroads using the lidar data by identifying free
spaces between obstacles. However, most of these methods
cannot be used in mines, as the map of such environments is
not readily available, and existing methods are only suitable
for certain shapes of junctions. Therefore, the prior work on
using the lidar data for identifying subterranean junctions has
demonstrated only limited success. sion [21]. Many existing clustering methods such as K-means
clustering learn hidden structures from data points that are
connected within convex boundaries. However, in this work,
our goal is to develop a framework for identifying junctions
without posing restrictive assumptions. Thus, we propose
to use a family of unsupervised learning methods known
as spectral clustering [22]. The superior performance of
spectral clustering stems from the ability to exploit non-linear
pairwise similarities between data points. As a result, spectral
clustering has found applications in many domains, including
image segmentation and genomic data analysis [23], [24]. II. PROBLEM STATEMENT (1) (1) The next task is to compute a spectral embedding of the
original data points x1, . . . , xn. Using the adjacency matrix
W, we form the normalized Laplacian matrix L ∈Rn×n in
the following form: The next task is to compute a spectral embedding of the
original data points x1, . . . , xn. Using the adjacency matrix
W, we form the normalized Laplacian matrix L ∈Rn×n in
the following form: Fig. 2. Top-view concept image of a subterranean environment with
multiple branches, while body fixed frame of the MAV is depicted by B. L = I −D−1/2WD−1/2,
(2) (2) where I is the identity matrix and D ∈Rn×n is a diagonal
degree matrix, i.e., D(i, i) = Pn
j=1 W(i, j). Hence, the
matrix D−1/2 can be efficiently formed by computing the
inverse square root of the entries of D on the main diagonal. The eigenvalue decomposition of L provides valuable
insights about the structure of the similarity graph G. First, it
is worth pointing out that every eigenvalue of the Laplacian
matrix is non-negative, i.e., the matrix L is Positive Semi-
Definite (PSD). Thus, we can represent all n eigenvalues of
L in non-decreasing order as follows: 0 = λ1 ≤λ2 ≤. . . ≤λn. (3) (3) Furthermore, the number of connected components in the
graph G is equal to the multiplicity of the 0 eigenvalue [27]. Hence, spectral clustering does not require any prior knowl-
edge of the number of components. Fig. 2. Top-view concept image of a subterranean environment with
multiple branches, while body fixed frame of the MAV is depicted by B. B. Contributions Section
II provides a brief overview of detecting junctions in sub-
terranean environments. Section III presents our proposed
methodology for identifying the number of intersections or
junctions. Then, in Section IV, we evaluate the proposed
method on various simulated and real-world data-sets. Fi-
nally, Section V concludes this article by summarizing our
findings and offering some future research directions to
improve our framework further. In this work, we propose to identify the number of
junctions in uncertain subterranean environments using an
unsupervised learning framework. Cluster analysis is one
of the most fundamental problems in machine learning for
finding groups of similar data points without any supervi- II. PROBLEM STATEMENT II. PROBLEM STATEMENT utilize clustering techniques in order to identify the number
of walls and their position. While one may attempt to use
simple unsupervised learning techniques, such as K-means
clustering, a challenge that we face in our problem of interest
and it will be further analyzed in Section II, is to handle
complex and non-linear structures. Hence, we propose to use
spectral clustering techniques that will allow us to capture
such complex structures. This article considers lightweight aerial scouts, which are
disposable low-cost robots with the task of fast exploration
of unknown subterranean environments for collecting data
and provide preliminary feedback for higher level mission
planner. These robots should be able to effectively navigate in
such challenging environments based on the collected local
information. It should be highlighted that most of the works
investigating MAV navigation in subterranean environments
consider high end platforms [25]. In fact, these methods
rely on a global map or are evaluated in tunnels without
multiple branches [26]. However, uncertainties and drift over
time in localization or map will result in wrong directions,
as the concept image depicts in Figure 2. In this case,
the underground tunnel has multiple branches and existing
methods have limited success. Thus, the objective of this
article is to propose an effective software perspective to
detect the number of junctions in man-made tunnels based
on the local point cloud information which is obtained from
2D lidars. Thus, our method provides navigation capabilities
with resource-constrained solutions. The point cloud is in a
body fixed frame of the MAV, and the MAV is centered of
the point cloud. In the following, we explain the three main steps of
spectral clustering in detail. Given the data matrix X, we
first construct a similarity graph. We denote the undirected
similarity graph by G = (V, E, W), where we have a set
of n nodes V that are interconnected by a set of edges E. The matrix W ∈Rn×n is the adjacency matrix of this graph
such that W(i, j) ≥0 and W is symmetric. A common
approach to construct the similarity graph is to use the RBF
as a measure of similarity. For some user-defined σ > 0, we
compute the pairwise similarity between xi and xj (recall
that xi refers to the i-th row of X): W(i, j) = exp(−σ∥xi −xj∥2
2), ∀i, j ∈{1, . . . , n}. III. JUNCTION DETECTION Let k be the estimated number of connected components
using the above eigenvalue decomposition of the Laplacian. The subsequent task is to partition the original data points
x1, . . . , xn into k clusters. To this end, we compute the
eigenvectors associated with the k smallest eigenvalues of
L. Next, we form a new matrix U ∈Rn×k by concatenating
these k eigenvectors column-wise. Hence, we can view the i-
th row of U, i.e., ui, as the spectral embedding of the original
data point xi. We can thus look for the connected data
points in the transformed k-dimensional data-set u1, . . . , un
(instead of the original feature space R2). As mentioned
before, this step is essential for many complex data-sets as
the original data points may not be linearly separable [28]. In this section, we discuss our proposed methodology
for identifying junctions in underground environments by
utilizing the acquired 2D point clouds, extracted from a
2D lidar. Let X ∈Rn×2 be a data matrix comprising of
n data points. Thus, each row of X corresponds to one
data point in R2 from the given 2D point cloud. Without
any prior information, our goal is to identify the number
of junctions, which is equal to the number of walls. In
this paper we target the junction recognition with the use
of the point cloud generated by only one revolution of the
lidar. A wall will be registered as a set of data points with
geographical proximity. The goal of this paper is therefore to The last step is to perform the K-means clustering algo-
rithm on the non-linearly transformed data points u1, . . . , un. The corresponding optimization problem has the following
form: B. Experimental Data-sets , xn in R2
Parameter: σ > 0
Result: Number of junctions and clustering X
1 Form the adjacency matrix W ∈Rn×n using a
non-linear similarity function, such that
Wij = exp(−σ∥xi −xj∥2
2);
2 Form the normalized Laplacian matrix
L = I −D−1/2WD−1/2;
3 Compute the eigenvalue decomposition of L and sort
the eigenvalues in non-decreasing order;
4 Find the number of zero eigenvalues k;
5 Perform K-means++ clustering on the top k
eigenvectors u1, . . . , un in Rk; Algorithm 1: Junction Detection via 2D Point Cloud
Data: A set of n data points x1
x
in R2 Algorithm 1: Junction Detection via 2D Point Cloud Result: Number of junctions and clustering X 1 Form the adjacency matrix W ∈Rn×n using a
non-linear similarity function, such that
Wij = exp(−σ∥xi −xj∥2
2); In the second case, the MAV autonomously navigates in
an underground mine, however the width of the area is larger
than the first case and the walls have wet surfaces. The areas
with three and four junctions are chosen for evaluating the
proposed method as depicted in Figure 6. Conditions such
as the large width and wet wall surfaces result to in a sparse
point cloud from 2D lidar range measurements. As it can be
seen in Figure 7, our proposed method detects the number of
junctions and walls correctly. Future work should investigate
the development of robust methodologies, as dust can be
misclassified as junctions. However, in our case, the areas
we studied have negligible amount of dust. 2 Form the normalized Laplacian matrix
L = I −D−1/2WD−1/2; 3 Compute the eigenvalue decomposition of L and sort
the eigenvalues in non-decreasing order; 3 Compute the eigenvalue decomposition of L and sort
the eigenvalues in non-decreasing order; g
g
4 Find the number of zero eigenvalues k; g
g
4 Find the number of zero eigenvalues k; 5 Perform K-means++ clustering on the top k
eigenvectors u1, . . . , un in Rk; B. Experimental Data-sets The data-sets have been collected from autonomous nav-
igation of the MAV in two different underground mines,
while the platform is equipped with a 2D lidar [1], [26]. The first location is an underground tunnel with a few
branches, and the second one is an underground mine with
multiple branches. Both environments are located in Sweden. The width and height of the first and second areas are
approximately 3.5 m × 3 m and 6 m × 4 m respectively. min
C
f(C, U) =
n
X
i=1
min
c∈C ∥ui −c∥2
2,
(4) (4) where C represents a set of k cluster centroids or repre-
sentatives. Solving this optimization problem is known to
be NP-hard and thus computationally intractable. However,
there are approximation algorithms, such as the K-means++
algorithm, to solve this problem efficiently. As a result,
we will find the partitioning of the embedded data points
u1, . . . , un into k clusters. Note that this assignment can be
easily translated to the original data points x1, . . . , xn. The
proposed algorithm is summarized in Algorithm 1. Figure 4 depicts the irregular geometry of the first envi-
ronment, while three specific areas are chosen to evaluate the
proposed method, the first and second areas are tunnels with
unstructured walls, and the third area has three junctions. The point cloud extracted from 2D lidar is fed to our
proposed method and Figure 5 shows the obtained results. The method detects the number of junctions correctly, even
though the point cloud extracted from experimental data-
set is sparse compare to simulation results. Additionally, it
should be highlighted that the tunnel without any branch
considers two junctions as the platform has two options to
navigate. In the future work, the obtained junctions should
be matched to avoid counting same one multiple times and
the proposed method should be evaluated in the closed loop
with navigation and mission planner modules. Algorithm 1: Junction Detection via 2D Point Cloud
Data: A set of n data points x1, . . . A. Simulation Evaluations This article proposed a novel method for the problem of
junction detection in subterranean environments. The pro-
posed method uses a non-linear pairwise similarity function
to form a graph and find the number of connected com-
ponents. The proposed method is computationally efficient
and detects the number of junctions and walls with average
computation time of 0.2 s, while the detected walls can be
used for wall following methods and number of junctions
for local or high level planners. The method is successfully
evaluated on multiple random generated 2D point clouds
and extracted point clouds from autonomous navigation
of the MAV in underground mines. Future works include
matching the detected junctions for loop closure and to avoid
counting same junctions multiple time, and evaluation of the
proposed method in closed loop of navigation and planning
components. The proposed unsupervised learning approach
in this article will be also extended in the future work to
handle 3D point clouds. It should be highlighted that access to subterranean envi-
ronments is typically limited. Thus, initially for evaluating
the proposed method with complex geometry, random range
measurements from 2D lidars are generated in the MAT-
LAB [29]. The 2D lidar is considered with maximum range
of 15 m and with 360 measurements for each revolution. The
obtained point cloud from 2D lidar measurements are fed to
the proposed method, the number of junctions are indicated,
and the walls are clustered and color coded. All simulations
have been performed on a single core on a computer with
an Intel Core i7-6600U CPU, 2.6GHz and 8GB RAM and
σ = 1.5, while the average computation time for all scenarios
is 0.2 s. Figure 3 depicts the obtained results, while the
number of junctions are written above the figures, and the
MAV is considered at the center of the point cloud. The
proposed method successfully detects all junctions and walls
when considering various types of complex geometry for the
simulated 2D point clouds. Fig. 3. Simulation results for identifying the number of junctions in different scenarios using spectral clustering. Each wall is indicated with a different
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Supplementary Methods from The Prognostic Significance of Various 13q14 Deletions in Chronic Lymphocytic Leukemia
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Supplementary Methods and Results Supplementary Methods and Results The methods for algorithmic aCNA calling: Median-smoothened copy number data based on SNP 6.0 arrays were exported
from dChipSNP and were transformed by raising all values to the 0.25 power to
approximately stabilize the variance. Then, within each subject, the transformed normal
DNA value was subtracted from the transformed tumor DNA value to create a subject-
level difference summary. Using this difference summary, we then constructed running
average and running variance statistics centered on each SNP, based on uniformly
weighted windows of size 30 (for the average) and 120 (for the variance). We next
constructed a pseudo Z-score as Z = square root (30) x A/square root (V), where A is
the running average and V is the running variance. Initial lesion calls were based on the
rule Z<-12 and A<-0.12 for losses (equivalent to ~CN estimates of ≤1.3) and a minimal
lesion length of 25. These initial calls were then refined by bridging small gaps between
consecutive lesion calls to mitigate against the effect of artificial lesion breaks due to
array background fluctuations. Gaps between consecutive losses were bridged if they
were up to 500 SNP positions in length, and the mean of the Z values within the gap
was less than -2; thus only nominal statistical significance is required to bridge small
gaps between lesions that had already been detected at high stringency thresholds. No
further review or change to aCNA nominations were made and the aCNAs-losses
nominated through this algorithm were finally combined with aCNA-gains (contributing
to ~13% of all aCNA in CLL) previously identified through visual inspection of heatmaps
as described and resulted in the complexity score-algo. Correlations of CLL FISH and SNP 6.0 array profiling results: Correlations of CLL FISH and SNP 6.0 array profiling results: Correlations of CLL FISH and SNP 6.0 array profiling results: To test our previously externally validated (see Methods) analytical approach for
analysis of SNP 6.0 array data in our CLL cohort, we calculated the sensitivity and
specificity for detection of conventional 13q14 deletions by SNP 6.0 profiling (13q14
deletions were selected because many are <1Mb or ~1Mb in length) as compared with
CLL FISH and CLL-FISH-25 (FISH findings present in ≥25% of nuclei) data as the gold
standard. Sensitivity and specificity for SNP 6.0 profiling were 89% and 95% using all
CLL FISH results and 98% and 92% for CLL-FISH-25 results, respectively. We also
calculated data for del17p (sensitivity and specificity for SNP 6.0 profiling were 92% and
99% using all CLL FISH results and 100% and 99% for CLL-FISH-25 results,
respectively) and del11q (sensitivity and specificity for SNP 6.0 profiling were 73% and
99% using all CLL FISH results and 92% and 99% for CLL-FISH-25 results,
respectively). These results confirm very high specificity of visual SNP 6.0 profiling-
based aCNA calling as compared with FISH in CLL and also confirm that SNP 6.0
profiling is less sensitive for lesions present in <25% of the input DNA (range of % FISH
positive nuclei for 11q lesions that were SNP 6.0 profiling negative was 9%-40%,
mean=19%). We also detected relative (pseudo) gains at chromosome 7 at physical
position 38.27-38.36 in all 255 CLL CD19+ samples compared with the averaged paired
normal samples due to loss of chromosomal material at the T-cell receptor gamma-
locus as a consequence of T-cell receptor gene rearrangements, thus providing
additional high confidence in our analytical approach.
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© The Author(s) 2020 Author Correction: Probing the physical limits of
reliable DNA data retrieval Lee Organick, Yuan-Jyue Chen, Siena Dumas Ang, Randolph Lopez, Xiaomeng Liu, Karin Strauss
& Luis Ceze Correction to: Nature Communications https://doi.org/10.1038/s41467-020-14319-8, published online The original version of this Article omitted the following from the Acknowledgements: This research was supported by a sponsored research agreement and gifts from Microsoft and DARPA under the Molecular
Informatics Program. This has now been corrected in both the PDF and HTML versions of the Article. This has now been corrected in both the PDF and HTML versions of the Article. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and
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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/. NATURE COMMUNICATIONS | (2020) 11:1080 | https://doi.org/10.1038/s41467-020-14904-x | www.nature.com/naturecommunications
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Predominance and high antibiotic resistance of the emerging <i>Clostridium difficile</i> genotypes NAP <sub>CR1</sub> and NAP9 in a Costa Rican hospital over a 2-year period without outbreaks
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OPEN OPEN Emerging Microbes and Infections (2016) 5, e42; doi:10.1038/emi.2016.38
t
/
i Emerging Microbes and Infections (2016) 5, e42; doi:10.1038/emi.2016.38
www.nature.com/emi www.nature.com/emi ORIGINAL ARTICLE Laboratory of Research in Anaerobic Bacteriology and Research Center in Tropical Diseases, University of Costa Rica, San José 11501-2060, Costa Rica
Correspondence: E Rodríguez-Cavallini
E-mail: evelynrodricava@gmail.com
Received 8 October 2015; revised 18 December 2015; accepted 7 January 2016 Predominance and high antibiotic resistance of the
emerging Clostridium difficile genotypes NAPCR1 and
NAP9 in a Costa Rican hospital over a 2-year period
without outbreaks Diana López-Ureña, Carlos Quesada-Gómez, Mónica Montoya-Ramírez, María del M
Teresita Somogyi, César Rodríguez and Evelyn Rodríguez-Cavallini Diana López-Ureña, Carlos Quesada-Gómez, Mónica Montoya-Ramírez, María del Mar Gamboa-Coronado,
Teresita Somogyi, César Rodríguez and Evelyn Rodríguez-Cavallini Clostridium difficile is the major causative agent of nosocomial antibiotic-associated diarrhea. In a 2009 outbreak of C. difficile-
associated diarrhea that was recorded in a major Costa Rican hospital, the hypervirulent NAP1 strain (45%) predominated
together with a local genotype variant (NAPCR1, 31%). Both strains were fluoroquinolone-resistant and the NAPCR1 genotype,
in addition, was resistant to clindamycin and rifampicin. We now report on the genotypes and antibiotic susceptibilities of 68
C. difficile isolates from a major Costa Rican hospital over a 2-year period without outbreaks. In contrast to our previous
findings, no NAP1 strains were detected, and for the first time in a Costa Rican hospital, a significant fraction of the isolates
were NAP9 strains (n = 14, 21%). The local NAPCR1 genotype remained prevalent (n = 18, 26%) and coexisted with 14 strains
(21%) of classic hospital NAP types (NAP2, NAP4, and NAP6), eight new genotypes (12%), four environmental strains classified
as NAP10 or NAP11 (6%), three strains without NAP designation (4%) and seven non-toxigenic strains (10%). All 68 strains
were resistant to ciprofloxacin, 88% were resistant to clindamycin and 50% were resistant to moxifloxacin and rifampicin. Metronidazole and vancomycin susceptibilities were universal. The NAPCR1 and NAP9 strains, which have been associated with
more severe clinical infections, were more resistant to antibiotics than the other strains. Altogether, our results confirm that the
epidemiology of C. difficile infection is dynamic and that A−B+ strains from the NAP9 type are on the rise not only in the
developed world. Moreover, our results reveal that the local NAPCR1 strains still circulate in the country without causing
outbreaks but with equally high antibiotic-resistance rates and levels. q
y
g
g Microbes and Infections (2016) 5, e42; doi:10.1038/emi.2016.38; published online 11 May 2016 Keywords: antibiotic resistance; Costa Rica; emerging Clostridium difficile; NAPCR1; NAP9 INTRODUCTION Furthermore, variations in the combined repetitive oligopeptide
domain of TcdB have been associated with increases in the virulence
of epidemic strains.9 A minority of toxigenic C. difficile strains also
produce a third toxin, known as binary toxin Clostridium difficile toxin
(CDT), that is encoded by cdtA and cdtB at the CdtLoc locus and
is separated from the PaLoc.10 CDT is composed of an ADP-
ribosyltransferase that blocks actin polymerization and a binding
component that is involved in toxin delivery.11 Although it is believed
that CDT affects the cytoskeleton and enhances the adhesion and
colonization of C. difficile,10 its role in CDI remains controversial.12 remains controversial because, as Cartman et al.8 demonstrated, these
deletions have little effect in significantly increasing toxin production. Furthermore, variations in the combined repetitive oligopeptide
domain of TcdB have been associated with increases in the virulence
of epidemic strains.9 A minority of toxigenic C. difficile strains also
produce a third toxin, known as binary toxin Clostridium difficile toxin
(CDT), that is encoded by cdtA and cdtB at the CdtLoc locus and
is separated from the PaLoc.10 CDT is composed of an ADP-
ribosyltransferase that blocks actin polymerization and a binding
component that is involved in toxin delivery.11 Although it is believed
that CDT affects the cytoskeleton and enhances the adhesion and
colonization of C. difficile,10 its role in CDI remains controversial.12 Clostridium difficile has become the leading cause of nosocomial
diarrhea in adults.1 Clinical manifestations of C. difficile infections
(CDI) vary from asymptomatic to fulminant colitis, including
pseudomembranous colitis (PMC) or antibiotic-associated diarrhea. There may be complications, such as toxic megacolon, colonic
perforation and a few extraintestinal manifestations.2 Most disease-causing isolates of C. difficile produce one or two
toxins, i.e., TcdA and TcdB. These toxins enter intestinal epithelial
cells and glycosylate various families of cytoplasmic GTPases,3 which
leads to actin depolymerization with the loss of internal cell
architecture, apoptosis, villus destruction and a mucosal inflammatory
response.4,5 The genes encoding toxins A and B (tcdA and tcdB) are
part of a so-called pathogenicity locus (PaLoc), which also includes
tcdR (a sigma factor that promotes the transcription of both of the
toxin genes), tcdE (a potential holin) and tcdC (a potential negative
regulator of tcdA and tcdB).6 Although deletions in tcdC have been
claimed to favor TcdA and TcdB hypersecretion,7 this conjecture Various methods have been used to type C. difficile strains. INTRODUCTION remains controversial because, as Cartman et al.8 demonstrated, these
deletions have little effect in significantly increasing toxin production. Furthermore, variations in the combined repetitive oligopeptide
domain of TcdB have been associated with increases in the virulence
of epidemic strains.9 A minority of toxigenic C. difficile strains also
produce a third toxin, known as binary toxin Clostridium difficile toxin
(CDT), that is encoded by cdtA and cdtB at the CdtLoc locus and
is separated from the PaLoc.10 CDT is composed of an ADP-
ribosyltransferase that blocks actin polymerization and a binding
component that is involved in toxin delivery.11 Although it is believed
that CDT affects the cytoskeleton and enhances the adhesion and
colonization of C. difficile,10 its role in CDI remains controversial.12
Various methods have been used to type C. difficile strains. While pulsed-field gel electrophoresis (PFGE) is predominantly used
in North America, ribotyping by PCR is most often used in Europe. PFGE NAP1 strains correspond to ribotype 027 and harbor toxin A,
toxin B, CDT, a 18-bp mutation in tcdC and a point mutation
in this gene at position 117. In contrast, most TcdA-negative and remains controversial because, as Cartman et al.8 demonstrated, these
deletions have little effect in significantly increasing toxin production. Furthermore, variations in the combined repetitive oligopeptide
domain of TcdB have been associated with increases in the virulence
of epidemic strains.9 A minority of toxigenic C. difficile strains also
produce a third toxin, known as binary toxin Clostridium difficile toxin
(CDT), that is encoded by cdtA and cdtB at the CdtLoc locus and
is separated from the PaLoc.10 CDT is composed of an ADP-
ribosyltransferase that blocks actin polymerization and a binding
component that is involved in toxin delivery.11 Although it is believed
that CDT affects the cytoskeleton and enhances the adhesion and
colonization of C. difficile,10 its role in CDI remains controversial.12
Various methods have been used to type C. difficile strains. While pulsed-field gel electrophoresis (PFGE) is predominantly used
in North America, ribotyping by PCR is most often used in Europe. PFGE NAP1 strains correspond to ribotype 027 and harbor toxin A,
toxin B, CDT, a 18-bp mutation in tcdC and a point mutation
in this gene at position 117. In contrast, most TcdA-negative and remains controversial because, as Cartman et al.8 demonstrated, these
deletions have little effect in significantly increasing toxin production. naerobic Bacteriology and Research Center in Tropical Diseases, University of Costa Rica, San José 11501-2060, Costa Rica
z-Cavallini RESULTS No outbreaks were reported from October 2010 to August 2012 in the
hospital under study (Figure 1). Our genotyping procedure revealed
that 28 isolates were positive for tcdA and tcdB, negative for cdtB and
carried wild-type tcdC; these results were expected for classic hospital
strains. Eighteen isolates exhibited the characteristic NAPCR1 pattern
(i.e., tcdA+, tcdB+, cdtB−and tcdC with a deletion), 14 exhibited the A
−B+ strain pattern (i.e., tcdA−, tcdB+, cdtB−and wild-type tcdC) and 1
isolate exhibited all 3 toxins and a deletion in tcdC. Seven isolates were
non-toxigenic (Table 1). Isolates and bacteriological procedures difficile (CD) toxins and were collected in a major hospital in Costa
Rica from 2010 to 2012. The cases were diagnosed based on clinical
evidence and toxin detection. Emerging Microbes and Infections Antibiotic susceptibility testing The minimum inhibitory concentrations (MIC) for clindamycin,
ciprofloxacin, moxifloxacin, rifampicin, metronidazole and vancomy-
cin were determined using E-test strips (AB bioMérieux, Askim,
Sweden) and Brucella agar plates containing 5% blood, 1 μg/mL
vitamin K and 5 μg/mL hemin according to established guidelines.22
For susceptibility categorization, we used the resistance breakpoints
recommended by the CLSI;23 i.e., 8 μg/mL for clindamycin, cipro-
floxacin and moxifloxacin and 32 μg/mL for metronidazole. For
rifampicin and vancomycin, we adopted the breakpoints recom-
mended in the document M100-S21 for Staphylococcus aureus because
no values have been defined for anaerobic bacteria; these values were
4 μg/mL for rifampicin and 16 μg/mL for vancomycin. Isolates and bacteriological procedures Isolates and bacteriological procedures so ates a d bacte o og ca p ocedu es
This study included 68 C. difficile isolates that were obtained from the
diarrheal stools of non-pediatric patients who were admitted to a
major hospital in Costa Rica with 633 beds between October 2010 and
August 2012. All patients had been identified as having hospital-
acquired CDI according to the criteria from the Infectious Diseases
Society of America.20 Toxins A and B were detected in the stool
samples by the hospital's clinical laboratory, and the samples with
positive results were inoculated onto cefoxitin–cycloserine fructose
agar plates (CCFA, Oxoid, Hampshire, UK). Yellow colonies on CCFA
were cryopreserved at −80 °C in brain–heart infusion broth with 20%
glycerol and sent to the Laboratory of Research in Anaerobic
Bacteriology at the University of Costa Rica for further analysis and
identification. There, the strains were subcultured in selective
C. difficile moxalactam norfloxacin medium (Oxoid) and later on
Brucella agar plates (BD Diagnostics, Franklin Lakes, NJ, USA)
supplemented with 5% lysed horse blood (Oxoid) and 1 μg/mL
vitamin K (Sigma-Aldrich, St. Louis, MO, USA) and (blood agar
vitamin K) under an atmosphere composed of 90% N2, 5% H2 and
5% CO2 in an anaerobic chamber (Bactron II; ShellLab, Cornelius,
OR, USA) at 37 °C for 48 h. The identities of the isolates were
phenotypically confirmed using selective media, the rapID 32A system
(bioMériuex, Marcy-l'Étoile, France) and chartreuse fluorescence on
blood agar vitamin K under long-wave ultraviolet light and genoty-
pically confirmed through PCR-based detection of the C. difficile
marker tpi and molecular typing by PFGE.21 Although we observed a variety of genotypes (Figure 2 and Table 1),
the local NAPCR1 genotype predominated (n = 18, 26%). The NAP9
genotype was the second-most prevalent genotype (n = 14, 21%),
followed by the 14 isolates (21%) from the other traditional hospital
pulsotypes of NAP2 (n = 2), NAP4 (n = 9), and NAP6 (n = 3). Environment- or community-associated pulsotypes, such as NAP10
and NAP11, were observed (n = 4, 6%) as were new pulsotypes (n = 8,
12%) and known pulsotypes with no NAP designations (100, 196 and
178; n = 3, 4%). Interestingly, no NAP1 strains were detected. Antimicrobial susceptibility tests revealed that 88% of the isolates
were resistant to clindamycin with very high MICs (4256 μg/mL, Figure
1
Epidemic
curves
for
the
stool
samples
that
were
positive
for C. INTRODUCTION While pulsed-field gel electrophoresis (PFGE) is predominantly used
in North America, ribotyping by PCR is most often used in Europe. PFGE NAP1 strains correspond to ribotype 027 and harbor toxin A,
toxin B, CDT, a 18-bp mutation in tcdC and a point mutation
in this gene at position 117. In contrast, most TcdA-negative and Antibiotic resistance of emerging C. difficile
D López-Ureña et al 2 TcdB-positive isolates belong to NAP9 and correspond to PCR
ribotype 017.13 TcdB-positive isolates belong to NAP9 and correspond to PCR
ribotype 017.13 C. difficile strain ATCC 700057 (tcdA, tcdB, tcdC, cdtB) were used
as controls. For the PFGE typing, we obtained chromosomal SmaI macrores-
triction patterns with a published method19 and a CHEF-DRIII
variable angle system. Gel pictures were analyzed with BioNumerics
v4.6 (Applied Maths, Austin, TX, USA) and compared with the
databases of the National Microbiology Laboratory of Public Health
Agency of Canada. The effects, severity, complications, recurrence and even death rate
of CDI have increased since 2003 in accordance with the increased
isolation rates of hypervirulent strains, such as NAP1 and NAP9.14,15
The NAP1 strains have been associated with higher sporulation
rates and greater resistance to antimicrobials, especially fluoro-
quinolones,14,16 whereas the NAP9 strains possess a TcdB that is
capable of exerting a variant cytopathic effect.17 p
g
y p
During a C. difficile outbreak in a major Costa Rican hospital in
2009, the hypervirulent NAP1 strain (45%) and the NAPCR1 strains
(31%) were the predominant genotypes. Both types of strains were
resistant to ciprofloxacin, moxifloxacin and levofloxacin, and the
NAPCR1 strains were also resistant to clindamycin and rifampicin. NAP9 and the other seven classical nosocomial strains were present
but in minor proportions.18,19 Since this outbreak, the distribution of
C. difficile genotypes in other Costa Rican hospitals has not been
reported. To determine whether the NAP1 and NAPCR1 genotypes
were dominant in a non-pediatric hospital over a two-year period
without C. difficile outbreaks, 68 isolates from diarrheic patients were
genotyped using PFGE and the antimicrobial susceptibilities of the
isolates were tested. This information contributes to an understanding
of CDI epidemiology worldwide and has the potential to guide local
prevention efforts and treatment strategies. Molecular typing Genomic DNA from each strain was obtained from overnight cultures
in brain–heart infusion broth (Oxoid) using the InstaGene reagent
(Bio-Rad, Hercules, CA, USA). Fragments of tcdA, tcdB, cdtB and tcdC
were amplified by PCR using known primers and conditions.21
A NAP1/027 strain (tcdA+, tcdB+, 18 bp-deletion in tcdC, cdtB+), a
NAP7 strain (tcdA+, tcdB+, tcdC deletion418 pb, cdtB+), an A−B+
strain (tcdA−, tcdB+, wild-type tcdC, cdtB−) and the non-toxigenic Figure
1
Epidemic
curves
for
the
stool
samples
that
were
positive
for C. difficile (CD) toxins and were collected in a major hospital in Costa
Rica from 2010 to 2012. The cases were diagnosed based on clinical
evidence and toxin detection. Emerging Microbes and Infections Antibiotic resistance of emerging C. difficile
D López-Ureña et al 3 group of clinical isolates from another hospital and confirmed the
widespread distribution of these strains and their dominance even in
the absence of outbreaks. Moreover, the identification of NAPCR1
PFGE types reveals the ongoing evolution of this lineage and this
species over a short time. Table 2). Half of the isolates were resistant to moxifloxacin and
rifampicin (MIC 432 μg/mL; Table 2). The MICs for metronidazole
and vancomycin were rather low, and although all isolates were
susceptible to both antibiotics, the MIC90 values were twice the MIC50
values (Table 2). p
The worldwide prevalence of clinically significant NAP9 strains
seems to be increasing,26 particularly in Asian countries.27 Our results
reinforce this view because this genotype was the second-most
prevalent
group. Many
studies
have
found
these
strains
in
humans24,28 and in animals.29 NAP9 strains have been found once
in Costa Rica18 and in Latin America,27 where they seem to be
gradually replacing other circulating genotypes. As observed in many
countries,30,31 our A−B+ strains were homogeneous, did not carry
cdtAB, and harbored intact tcdC alleles. In contrast, in Australia, the
tcdA−, tcdB+ strains are cdtB+.13 Furthermore, because our NAP9
strains were clindamycin-resistant, they may share a clonal origin with
the strains that caused epidemics in Canada, the Netherlands, Ireland
and Poland.13 We now know that these strains belong to the RT017
group (data not shown), but further studies are being performed to
confirm that their sequence type is indeed ST37 or ST86.32 All isolates from the two most common genotypes (i.e., NAPCR1
and NAP9) were resistant to clindamycin, moxifloxacin and rifampi-
cin (Table 1). Molecular typing Among all of the clindamycin-resistant strains, only
those from the NAPCR1 and NAP9 genotypes exhibited MICs
4256 μg/mL. The
remaining
hospital,
community
and
non-
toxigenic isolates and the strains from the new genotypes exhibited
low antibiotic-resistance levels (Table 1). aIncludes SmaI patterns 100, 196 and 178. DISCUSSION We detected a predominance of C. difficile NAPCR1 and NAP9 strains
in the diarrheal stool samples of patients admitted to a hospital in
which no C. difficile outbreaks had occurred during the period under
study. This knowledge is relevant from the clinical perspective because
both genotypes have been associated with more severe cases of
CDI.19,24,25 Although NAP1 strains were previously isolated during a C. difficile
outbreak at another Costa Rican hospital, we only found a single tcdA+,
tcdB+ and cdtB+ strain with a tcdC deletion in this study. This strain
did not give rise to the 001 macrorestriction pattern associated with
NAP1 in our previous reports18,19 but rather exhibited a PFGE pattern
without a NAP designation (i.e., a 0196 macrorestriction pattern). Other NAP strains coexisted including common inhabitants of
hospital environments, such as NAP2, NAP4 and NAP6 strains,33
and NAP10 and NAP11 strains with potential zoonotic or community
origins.34 NAPCR1 strains have circulated in various Costa Rican hospitals
since 2003 (López-Ureña D et al., 2003, unpublished data) and have
had major roles in the 2009 C. difficile outbreak in the San Juan de
Dios Hospital.18 Here, we found NAPCR1 strains quite frequently in a Figure 2
Pulse field gel electrophoresis results of representative C. difficile
genotypes that were isolated between October 2010 and August 2012 from
a hospital without a history of outbreaks during the period under study. Figure 2
Pulse field gel electrophoresis results of representative C. difficile
genotypes that were isolated between October 2010 and August 2012 from
a hospital without a history of outbreaks during the period under study. Despite the marked increase in the recovery of clindamycin-
resistant anaerobic strains in Costa Rica in the last decade,35,36 this
antibiotic is still the first-choice antibiotic for infections by anaerobic
bacteria in Costa Rica and other geographic areas.37 The alarming
clindamycin resistance level of C. difficile observed in this study (88%)
is slightly lower than the level recorded during a 2009 outbreak at
another major hospital (97%)18 but is still much higher than the
values reported from other latitudes.38,39 Almost half of the strains, all
of which belonged to genotypes NAPCR1 and NAP9, had MICs
4256 μg/mL, whereas the remaining strains had MICs = 8 μg/mL. These findings indicate that only certain lineages acquire highly
efficient mechanisms of resistance to clindamycin. Figure 2
Pulse field gel electrophoresis results of representative C. Emerging Microbes and Infections ACKNOWLEDGEMENTS difficile (6%–39%),
especially in multidrug-resistant strains.44,45 The reported MIC values
of ⩽0.002 μg/mL for susceptible strains and 432 μg/mL for resistant
strains largely match our findings.44,46 Up to 50% of our strains
were rifampicin-resistant, particularly those from the NAPCR1 and
NAP9 genotypes, which were also resistant to clindamycin, ciproflox-
acin and moxifloxacin. Interestingly, all of the isolates that were
resistant to moxifloxacin were also rifampicin-resistant, and this
association should be explored further. 5
Chumbler NM, Farrow MA, Lapierre LA et al. Clostridium difficile toxin B causes
epithelial
cell
necrosis
through
an
autoprocessing-independent
mechanism. PLoS Pathog 2012; 8: e1003072. 6
Dingle KE, Elliott B, Robinson E et al. Evolutionary history of the Clostridium difficile
pathogenicity locus. Genome Biol Evol 2014; 6: 36–52. 7
Dupuy B, Govind R, Antunes A et al. Clostridium difficile toxin synthesis is negatively
regulated by TcdC. J Med Microbiol 2008; 57: 685–689. 8
Cartman ST, Kelly ML, Heeg D et al. Precise manipulation of the Clostridium difficile
chromosome reveals a lack of association between the tcdc genotype and toxin
production. Appl Environ Microbiol 2012; 78: 4683–4690. p
pp
;
9
Lanis JM, Heinlen LD, James JA et al. Clostridium difficile 027/BI/NAP1 encodes a
hypertoxic and antigenically variable form of TcdB. PLoS Pathog 2013; 9: e1003523. The antibiotic-resistance levels of the less abundant genotypes were
rather low, but they supported the previously reported increased
resistance to fluoroquinolone of non-epidemic C. difficile strains40
and the ciprofloxacin resistance that is present in virtually all strains of
C. difficile. 10 Gerding DN, Johnson S, Rupnik M et al. Clostridium difficile binary toxin CDT:
mechanism, epidemiology, and potential clinical importance. Gut Microbes 2014; 5:
15–27. 11 Schwan C, Stecher B, Tzivelekidis T et al. Clostridium difficile toxin CDT induces
formation of microtubule-based protrusions and increases adherence of bacteria. PLoS Pathog 2009; 5: e1000626. 12 Kuehne SA, Collery MM, Kelly ML et al. Importance of toxin A, toxin B, and CDT in
virulence of an epidemic Clostridium difficile strain. J Infect Dis 2014; 209: 83–86. All of the isolates were susceptible to metronidazole and vancomy-
cin. In agreement with the known metronidazole MIC of C. difficile,20
our MICs were invariably o2.0 μg/mL. However, a gradual change in
the pattern of sensitivity to this antibiotic might be occurring within
our strains because the MIC90 for metronidazole was twice the MIC50. ACKNOWLEDGEMENTS We thank Dr Michael R Mulvey, Dr George Golding and Tim Du (the National
Microbiology Laboratory, Winnipeg, MB, Canada) for access to the NAP types
database and technical assistance with the PFGE and ribotyping analyses. Pablo Vargas and Robin Cárdenas (the Laboratory of Research in Anaerobic
Bacteriology, University of Costa Rica, San José, Costa Rica) are acknowledged
for their technical assistance. This work was supported by the National Rector’s
Council, Costa Rica (CONARE) and the Vice-Rectory for Research of the
University of Costa Rica through grants VI-803-B1-654 and VI-803-B3-003. Abbreviation: minimum inhibitory concentration, MIC. in DNA gyrase genes.38–40 As described in 2010, all strains from this
study were resistant to ciprofloxacin with MICs ⩾32 μg/mL.18
Moreover, half of the isolates were resistant to moxifloxacin. All of
the NAPCR1 and NAP9 strains were resistant to both quinolones. Older fluoroquinolones, such as ciprofloxacin, exhibited moderate or
poor activity against C. difficile, and the third- and fourth-generation
fluoroquinolones, such as moxifloxacin, were effective against these
bacteria. However, recent studies indicate that the rates of resistance to
moxifloxacin in C. difficile have increased dramatically in different
countries.41–43 in DNA gyrase genes.38–40 As described in 2010, all strains from this
study were resistant to ciprofloxacin with MICs ⩾32 μg/mL.18
Moreover, half of the isolates were resistant to moxifloxacin. All of
the NAPCR1 and NAP9 strains were resistant to both quinolones. Older fluoroquinolones, such as ciprofloxacin, exhibited moderate or
poor activity against C. difficile, and the third- and fourth-generation
fluoroquinolones, such as moxifloxacin, were effective against these
bacteria. However, recent studies indicate that the rates of resistance to
moxifloxacin in C. difficile have increased dramatically in different
countries.41–43 2
Shivashankar R, Khanna S, Kammer PP et al. Clinical factors associated with
development of severe-complicated Clostridium difficile infection. Clin Gastroenterol
Hepatol 2013; 11: 1466–1471. p
3
Aktories K. Bacterial protein toxins that modify host regulatory GTPases. Nat Rev
Microbiol 2011; 9: 487–498. 4
Kim H, Kokkotou E, Na X et al. Clostridium difficile toxin A-induced colonocyte
apoptosis involves p53-dependent p21(WAF1/CIP1) induction via p38 mitogen-
activated protein kinase. Gastroenterology 2005; 129: 1875–1888. Resistance to rifampicin is not unusual in C. ACKNOWLEDGEMENTS A similar situation might be occurring in terms of their vancomycin
susceptibility because 12 strains (18%), six of which were classified as
NAPCR1, exhibited reduced vancomycin susceptibility with MICs
⩾2 μg/mL. These data strongly support the presence of continuous
monitoring programs both in clinics and the community. 13 Elliott B, Squire MM, Thean S et al. New types of toxin A-negative, toxin B-positive
strains among clinical isolates of Clostridium difficile in Australia. J Med Microbiol
2011; 60: 1108–1111. 14 Merrigan M, Venugopal A, Mallozzi M et al. Human hypervirulent Clostridium
difficile strains exhibit increased sporulation as well as robust toxin production. J Bacteriol 2010; 192: 4904–4911. 15 Kim J, Pai H, Seo M-R et al. Clinical and microbiologic characteristics of tcdA-negative
variant Clostridium difficile infections. BMC Infect Dis 2012; 12: 109. 16 Razavi B, Apisarnthanarak A, Mundy LM. Clostridium difficile: emergence of hyperviru-
lence and fluoroquinolone resistance. Infection 2007; 35: 300–307. lence and fluoroquinolone resistance. Infection 2007; 35: 300–30 17 Chaves-Olarte E, Freer E, Parra A et al. R-Ras glucosylation and transient RhoA
activation determine the cytopathic effect produced by toxin B variants from toxin
A-negative strains of Clostridium difficile. J Biol Chem 2003; 278: 7956–7963. In this study, a local genotype of C. difficile was the most prevalent
strain in a set of 68 isolates that were recovered in a hospital over a
2-year period without outbreaks. This genotype has previously been
found to be dominant in another hospital during an outbreak. The
second-most prevalent genotype was NAP9, which is in line with its
increased prevalence in the USA,31 Europe,24,31 Asia25 and Australia.13
The NAPCR1 and NAP9 genotypes exhibited high levels of antibiotic
resistance, which reflects the use of antibiotics to which the strains
have developed resistance and the association between CDIs and
increased antibiotic use. The high levels of resistance to several
antibiotics among the predominant genotypes could favor their 18 Quesada-Gómez C, Rodríguez C, Gamboa-Coronado MDM et al. Emergence of
Clostridium difficile NAP1 in Latin America. J Clin Microbiol 2010; 48: 669–670. 19 Quesada-Gómez C, López-Ureña D, Acuña-Amador L et al. Emergence of an outbreak-
associated Clostridium difficile variant with increased virulence. J Clin Microbiol 2015;
53: 1216–1226. 20 Cohen SH, Gerding DN, Johnson S et al. Clinical practice guidelines for Clostridium
difficile infection in adults: 2010 update by the society for healthcare epidemiology of
America (SHEA) and the infectious diseases society of America (IDSA). 1
Slimings C, Riley T. Antibiotics and hospital-acquired Clostridium difficile infection:
Update of systematic review and meta-analysis. J Antimicrob Chemother 2014; 69:
881–891. DISCUSSION difficile
genotypes that were isolated between October 2010 and August 2012 from
a hospital without a history of outbreaks during the period under study. Figure 2
Pulse field gel electrophoresis results of representative C. difficile
genotypes that were isolated between October 2010 and August 2012 from
a hospital without a history of outbreaks during the period under study. Fluoroquinolone resistance is increasing in epidemic strains of
C. difficile primarily due to the emergence of chromosomal mutations Table 1 Antibiotic resistances of various Clostridium difficile genotypes recovered between October 2010 and August 2012 at a hospital
without a history of outbreaks during the period under study Table 1 Antibiotic resistances of various Clostridium difficile genotypes recovered between October 2010 and August 2012 at a hospital
without a history of outbreaks during the period under study
Resistance (% isolates)
Genotype
Number of isolates(%)
Clindamycin
Ciprofloxacin
Moxifloxacin
Rifampicin
Metronidazole
Vancomycin
NAPCR1/012
18 (26%)
100
100
100
100
0
0
NAP9/017
14 (21%)
100
100
100
100
0
0
NAP2, NAP4, NAP6
14 (21%)
93
100
7
0
0
0
NAP10, NAP11
4 (6%)
75
100
0
0
0
0
New genotypes
8 (12%)
88
100
12
8
0
0
No NAP designationa
3 (4%)
25
100
25
25
0
0
Non-toxigenic
7 (10%)
71
100
0
0
0
0
aIncludes SmaI patterns 100, 196 and 178. of various Clostridium difficile genotypes recovered between October 2010 and August 2012 at a hospital
during the period under study Antibiotic resistance of emerging C. difficile
D López-Ureña et al Table 2 MICs and resistances of 68 isolates of Clostridium difficile
recovered between October 2010 and August 2012 from a Costa
Rican hospital without a history of outbreaks during the period
under study
Antibiotic
MIC range
(μg/mL)
MIC50
(μg/mL)
MIC90
(μg/mL)
Resistance
(% isolates)
Clindamycin
1.5–4256
256
256
88
Ciprofloxacin
432
432
432
100
Moxifloxacin
0.75–432
432
432
50
Rifampicin
o0.002–432
432
432
50
Metronidazole
0.064–1.5
0.4
1
0
Vancomycin
0.38–4.0
1
2
0
Abbreviation: minimum inhibitory concentration, MIC. persistence in the hospital environments and dominance over other
genotypes. Constant characterization of circulating C. difficile isolates
in terms of their population structures and antibiotic resistances not
only improves our understanding of the epidemiology of CDI but also
guides sanitary authorities and physicians in efforts to reduce the
burden associated with this emerging pathogen. Emerging Microbes and Infections ACKNOWLEDGEMENTS Infect Control
Hosp Epidemiol 2010; 31: 431–455. 21 Spigaglia P, Mastrantonio P. Comparative analysis of Clostridium difficile clinical
isolates belonging to different genetic lineages and time periods. J Med Microbiol 2004;
53: 1129–1136. 22 Letournel-Glomaud C, Houssaye S, Milhaiha L et al. E-test antibiotics susceptibility of
strict anaerobic bacteria. Anaerobe 2003; 9: 281–284. Antibiotic resistance of emerging C. difficile
D López-Ureña et al 5 23 Clinical and Laboratory Standards Institute. Methods for Antimicrobial Susceptibility
Testing of Anaerobic Bacteria, Approved Standard, CLSI document M11-A8, CLSI:
Wayne, PA, USA; 2012. Available at http://shop.clsi.org/site/Sample_pdf/M11A8_
sample.pdf. 36 Quesada-Gómez C, Rodríguez-Cavallini E, Rodríguez C. Scarce detection of mobile erm
genes associated with tetQ in Bacteroides and Parabacteroides from Costa Rica. Anaerobe 2013; 21: 18–21. 37 Rashid M-U, Weintraub A, Nord CE. Development of antimicrobial resistance in the
normal anaerobic microbiota during one year after administration of clindamycin or
ciprofloxacin. Anaerobe 2015; 31: 72–77. 24 Drudy D, Harnedy N, Fanning S et al. Emergence and control of fluoroquinolone-
resistant, toxin A–negative, toxin B–positive Clostridium difficile. Infect Control 2007;
28: 932–940. 38 Huang H, Weintraub A, Fang H et al. Antimicrobial resistance in Clostridium difficile. Int J Antimicrob Agents 2009; 34: 516–522. 25 Du P, Cao B, Wang J et al. Sequence variation in tcdA and tcdB of Clostridium difficile:
ST37 with truncated tcdA is a potential epidemic strain in China. J Clin Microbiol
2014; 52: 3264–3270. 39 Tickler IA, Goering RV, Whitmore JD et al. Strain types and antimicrobial resistance
patterns of Clostridium difficile isolates from the United States, 2011 to 2013. Antimicrob Agents Chemother 2014; 58: 4214–4218. 26 Collins D, Hawkey P, Riley T. Epidemiology of Clostridium difficile infection in Asia. Antimicrob Resist Infect Control 2013; 2: 21. 40 Spigaglia P, Barbanti F, Louie T et al. Molecular analysis of the gyrA and gyrB
quinolone resistance-determining regions of fluoroquinolone-resistant Clostridium
difficile
mutants
selected
in
vitro. Antimicrob
Agents
Chemother
2009;
53:
2463–2468. 27 Goorhuis A, Legaria MC, van den Berg RJ et al. Application of multiple-locus
variable-number tandem-repeat analysis to determine clonal spread of toxin A-negative
Clostridium difficile in a general hospital in Buenos Aires, Argentina. Clin Microbiol
Infect 2009; 15: 1080–1086. 41 Barbut F, Mastrantonio P, Delmée M et al. Prospective study of Clostridium difficile
infections in Europe with phenotypic and genotypic characterisation of the isolates. Clin
Microbiol Infect 2007; 13: 1048–1057. 28 Alfa MJ, Kabani A, Lyerly D et al. Emerging Microbes and Infections ACKNOWLEDGEMENTS Characterization of a toxin A-negative, toxin
B-positive strain of Clostridium difficile responsible for a nosocomial outbreak of
Clostridium difficile-associated diarrhea. J Clin Microbiol 2000; 38: 2706–2714. 42 Bourgault A-M, Lamothe F, Loo VG et al. In vitro susceptibility of Clostridium
difficile
clinical
isolates
from
a
multi-institutional
outbreak
in
Southern
Québec, Canada. Antimicrob Agents Chemother 2006; 50: 3473–3475. 29 Thakur S, Sandfoss M, Kennedy-Stoskopf S et al. Detection of Clostridium difficile
and Salmonella in feral swine population in North Carolina. J Wildl Dis 2011; 47:
774–776. 43 Huang H, Wu S, Wang M et al. Clostridium difficile infections in a Shanghai hospital:
antimicrobial resistance, toxin profiles and ribotypes. Int J Antimicrob Agents 2009; 33:
339–342. 30 Johnson S, Sambol SP, Brazier JS et al. International typing study of toxin
A-negative, toxin B-positive Clostridium difficile variants. J Clin Microbiol 2003; 41:
1543–1547. 44 Curry SR, Marsh JW, Shutt KA et al. High frequency of rifampin resistance identified in
an epidemic Clostridium difficile clone from a large teaching hospital. Clin Infect Dis
2009; 48: 425–429. 31 Van den Berg RJ, Claas ECJ, Oyib DH et al. Characterization of toxin A-negative, toxin
B-positive Clostridium difficile isolates from outbreaks in different countries by
amplified fragment length polymorphism and PCR ribotyping. J Clin Microbiol 2004;
42: 1035–1041. 45 Spigaglia P, Barbanti F, Mastrantonio P. Multidrug resistance in European Clostridium
difficile clinical isolates. J Antimicrob Chemother 2011; 66: 2227–2234. 32 Griffiths D, Fawley W, Kachrimanidou M et al. Multilocus sequence typing of
Clostridium difficile. J Clin Microbiol 2010; 48: 770–778. 46 O’Connor JR, Galang MA, Sambol SP et al. Rifampin and rifaximin resistance in clinical
isolates of Clostridium difficile. Antimicrob Agents Chemother 2008; 52: 2813–2817. 33 Martin H, Willey B, Low DE et al. Characterization of Clostridium difficile strains
isolated from patients in Ontario, Canada, from 2004 to 2006. J Clin Microbiol 2008;
46: 2999–3004. This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
inthecreditline;ifthematerialisnotincluded undertheCreativeCommonslicense,users
willneed toobtainpermissionfromthelicenseholdertoreproducethematerial.Toviewa
copy of this license, visit http://creativecommons.org/licenses/by/4.0/ 34 Lessa FC. Community-associated Clostridium difficile infection: how real is it? Anaerobe
2013; 24: 121–123. 35 Molina J, Barrantes G, Quesada-Gómez C et al. Phenotypic and genotypic characteriza-
tion of multidrug-resistant Bacteroides, Parabacteroides spp., and Pseudoflavonifractor
from a Costa Rican hospital. Microb Drug Resist 2014; 20: 478–484.
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Measuring the reproducibility and quality of Hi-C data
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© The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. RESEARCH p
Measuring the reproducibility and quality
of Hi-C data
Galip Gürkan Yardımcı1, Hakan Ozadam2, Michael E. G. Sauria3, Oana Ursu4, Koon-Kiu Yan5, Tao Yang6,
Abhijit Chakraborty7, Arya Kaul7, Bryan R. Lajoie2, Fan Song6, Ye Zhan8, Ferhat Ay7, Mark Gerstein9,
Anshul Kundaje4,10, Qunhua Li11, James Taylor3,14, Feng Yue6,12, Job Dekker2,8,13* and William S. Noble1* Measuring the reproducibility and quality
of Hi-C data Galip Gürkan Yardımcı1, Hakan Ozadam2, Michael E. G. Sauria3, Oana Ursu4, Koon-Kiu Yan5, Tao Yang6,
Abhijit Chakraborty7, Arya Kaul7, Bryan R. Lajoie2, Fan Song6, Ye Zhan8, Ferhat Ay7, Mark Gerstein9,
Anshul Kundaje4,10, Qunhua Li11, James Taylor3,14, Feng Yue6,12, Job Dekker2,8,13* and William S. Noble1* Abstract Background: Hi-C is currently the most widely used assay to investigate the 3D organization of the genome and
to study its role in gene regulation, DNA replication, and disease. However, Hi-C experiments are costly to perform
and involve multiple complex experimental steps; thus, accurate methods for measuring the quality and
reproducibility of Hi-C data are essential to determine whether the output should be used further in a study. Results: Using real and simulated data, we profile the performance of several recently proposed methods for
assessing reproducibility of population Hi-C data, including HiCRep, GenomeDISCO, HiC-Spector, and QuASAR-Rep. By explicitly controlling noise and sparsity through simulations, we demonstrate the deficiencies of performing
simple correlation analysis on pairs of matrices, and we show that methods developed specifically for Hi-C data
produce better measures of reproducibility. We also show how to use established measures, such as the ratio of
intra- to interchromosomal interactions, and novel ones, such as QuASAR-QC, to identify low-quality experiments. Conclusions: In this work, we assess reproducibility and quality measures by varying sequencing depth,
resolution and noise levels in Hi-C data from 13 cell lines, with two biological replicates each, as well as 176
simulated matrices. Through this extensive validation and benchmarking of Hi-C data, we describe best
practices for reproducibility and quality assessment of Hi-C experiments. We make all software publicly available
at http://github.com/kundajelab/3DChromatin_ReplicateQC to facilitate adoption in the community. Measuring the reproducibility and quality of Hi-C data
Item Type
Journal Article
Authors
Yardimci, Galip Gurkan; Ozadam, Hakan; Lajoie, Bryan R.; Zhan,
Ye; Dekker, Job; Noble, William S. Citation
<p>Genome Biol. 2019 Mar 19;20(1):57. doi: 10.1186/
s13059-019-1658-7. <a href="https://doi.org/10.1186/
s13059-019-1658-7">Link to article on publisher's site</a></p>
DOI
10.1186/s13059-019-1658-7
Rights
© The Author(s). 2019 Open Access: This article is distributed
under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/
by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit
to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data
made available in this article, unless otherwise stated. Download date
24/10/2024 05:46:27
Item License
http://creativecommons.org/licenses/by/4.0/
Link to Item
http://hdl.handle.net/20.500.14038/40995 Yardımcı et al. Genome Biology (2019) 20:57
https://doi.org/10.1186/s13059-019-1658-7 Open Access * Correspondence: job.dekker@umassmed.edu; william-noble@uw.edu
2Program in Systems Biology, University of Massachusetts Medical School,
Worcester, USA
1Department of Genome Sciences, University of Washington, Seattle, USA
Full list of author information is available at the end of the article Background loci, many such pairs are required to adequately
characterize all pairwise interactions across a complete
genome [11–13]. Consequently, the Hi-C assay can be
costly to run. It is thus essential to have accurate and
robust methods to evaluate the quality and reproduci-
bility of Hi-C experiments, both to ensure the validity
of scientific conclusions drawn from the data and to
indicate when an experiment should be repeated or se-
quenced more deeply. Reproducibility measures are
also important for deciding whether two replicates can
be pooled, a strategy that is frequently used to obtain
a large number of Hi-C interactions [11]. The Hi-C assay couples chromosome conformation
capture (3C) with next-generation sequencing, making
it possible to profile the three-dimensional structure
of chromatin in a genome-wide fashion [1]. Recently,
application of the Hi-C assay has allowed researchers
to profile the 3D genome during important biological pro-
cesses such as cellular differentiation [2, 3], X inactivation
[4–6], and cell division [7] and to identify hallmarks of
3D organization of chromatin, such as compartments
[1], topologically associating domains (TADs) [8–10],
and DNA loops [11]. Because the Hi-C assay measures
the 3D conformation of a genome in the form of pairs
of mapped reads (“interactions”) connecting different A rich collection of literature for assessing the qual-
ity and reproducibility of a large collection of next-
generation sequencing-based genomics assays, such as
ChIP-seq [14] and DNase-seq [15], has been compiled
over the past decade [16–18]. For these assays, enrich-
ment of signal (“peaks”) at loci of interest [19] and
assay-specific properties of sequencing fragments have 1Department of Genome Sciences, University of Washington, Seattle, USA
Full list of author information is available at the end of the article Experimental and simulated Hi-C datasets for
performance evaluation Experimental and simulated Hi-C datasets for
performance evaluation Experimental and simulated Hi-C datasets for
performance evaluation Experimental and simulated Hi-C datasets for
performance evaluation We performed two replicate Hi-C experiments on cells
from 13 immortalized human cancer cell lines from a
variety of tissues and lineages using HindIII and DpnII
restriction enzyme digestion (Additional file 1: Table S1). After aligning and filtering of paired end sequencing
reads, we obtain 10 to 61 million paired reads per ex-
periment for 11 cell types (generated using HinDIII) and
more than 400 million paired reads for the remaining two
deeply sequenced cell types (generated using DpnII). These
Hi-C interactions serve as a readout of three-dimensional
proximity of the corresponding genomic loci. The interac-
tions are binned into fixed-sized bins, and a count of the
number of Hi-C interactions that connect each pair of bins
is stored in a Hi-C contact matrix. Unless otherwise noted,
we used 40-kb bins because this value achieves reasonable
sparsity of the Hi-C contact matrices, based on the depth
of sequencing of the datasets used in our study. Also, this
resolution has been adopted in multiple previous studies
[7, 8]. We use the resulting Hi-C matrices as input to every
reproducibility and quality control analysis in this study,
except where indicated. A variety of methods have been used previously to
measure the quality and reproducibility of Hi-C exper-
iments. Ad hoc measures include using, for reproduci-
bility, the Pearson or Spearman correlation coefficient
[2, 25–27] and, for data quality, statistics that describe
the properties of Hi-C fragment pairs [1, 28]. The
drawbacks of using correlation as a reproducibility
measure for genomics experiments, both because of
its susceptibility to outliers and because it implicitly
treats all elements of the Hi-C matrix as independent
measurements, have been documented [16, 29]. In
practice, because most of the Hi-C signal arises from
interactions between loci less than 1 Mb apart [23, 24],
the correlation coefficient will be dominated by these
short-range interactions. To alleviate such problems,
distance-based stratification [30] and dimensionality
reduction of Hi-C signal [31], prior to measuring the
correlation, have been proposed. Conversely, simple
mapping statistics may be used to indicate a high or
low percent of invalid or artefactual Hi-C fragments
[24, 32], but such statistics reflect only the mapping
stage of the analysis and cannot be immediately com-
bined into a robust quality score. Experimental and simulated Hi-C datasets for
performance evaluation p
For use in assessing reproducibility and quality mea-
sures for Hi-C data, we designed a model for simulating
noisy Hi-C experiments (Fig. 1a). Our noise model aims
to simulate a contact matrix from a Hi-C experiment
performed on chromatin that lacks any high-order struc-
ture, such as loops and topologically associating do-
mains. For this purpose, our simulation models two
main phenomena: the “genomic distance effect,” i.e., the
higher prevalence of crosslinks between genomic loci
that are close together along the genome [1], and ran-
dom ligations generated by the Hi-C protocol [24]. For
the first phenomenon, we use real Hi-C data, and we
sample from the empirical marginal distribution of
counts as a function of genomic distance. The second
phenomenon, random ligation noise, is modeled by gen-
erating Hi-C interactions between random bin pairs (see
the “Methods” section for details). Counts generated by
these two “noise” components of the model can be
mixed with different proportions to produce simulated
“pure noise” Hi-C matrices. We then mix the simulated
contacts with experimental contact matrices in varying
proportions to obtain noise-injected matrices. To overcome these problems, members of the ENCODE
Consortium have recently developed methods for asses-
sing both the quality and the reproducibility of the Hi-C
assay [33–36]. In this study, we used large sets of real and
simulated Hi-C data to assess and compare the perform-
ance of methods for measuring the reproducibility of
Hi-C data and evaluating Hi-C data quality. We generated
multiple benchmarks for testing the performance of re-
producibility measures and established that all of these
methods can accurately measure the reproducibility of
Hi-C data, whereas correlation coefficient cannot. Simi-
larly, we have used real and simulated datasets to profile
the performance of quality control methods and com-
pared these methods to established statistics that have
been used as indicators of high-quality Hi-C experiments. Here, we offer a thorough assessment of quality control
and reproducibility methods and describe best practices
for analyzing the quality and reproducibility of Hi-C data. In addition to noise, we tested the effects of sparsity
and the resolution of Hi-C matrices on the performance
of each method. We profiled the effects of sparsity expli-
citly by downsampling real Hi-C matrices to contain a
set of fixed total number of intrachromosomal Hi-C inter-
actions. Page 2 of 19 Page 2 of 19 Page 2 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Results been used as indicators of the quality of an experi-
ment [16]. Correlation coefficient [20–22] and statis-
tical methods such as the irreproducible discovery
rate (IDR) [17] have been used to measure the re-
producibility of such assays. However, all of these
methods are designed to operate on data that is laid
out in one dimension along the genome. Further-
more, unlike other functional genomics assays, Hi-C
data must be analyzed at an effective resolution de-
termined by the user [13, 23, 24]. For these reasons,
existing methods for assessing genomic data quality
and reproducibility are not directly applicable to
Hi-C data. Experimental and simulated Hi-C datasets for
performance evaluation Binning resolution further controls the sparsity of
a Hi-C matrix, at the same time dictating the scale of
chromatin organization that can be observed in a Hi-C Page 3 of 19 Yardımcı et al. Genome Biology (2019) 20:57 (2019) 20:57 Yardımcı et al. Genome Biology A
B A
B A A
B
C
Fig. 1 (See legend on next page.) B C
Fig. 1 (See legend on next page.) C Page 4 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (See figure on previous page.)
Fig. 1 Overview of the study. a Schematic showing the approach for generating noise-injected Hi-C matrices. In the upper panel, we generate
two types of noise from real Hi-C data (center): random ligation noise (right) and genomic distance effect noise (left). The three matrices are then
mixed to generate noisy datasets (lower panel). By changing the mixing proportions, we can create datasets with varying percentages of noise. b
To benchmark the performance of various quality control and reproducibility measures, we compiled a large number of Hi-C replicates from 13
cell types and simulated noise-injected datasets from the original data. Real and simulated datasets binned at different resolutions and
downsampled to different coverage levels are the inputs to reproducibility and quality control measures where each replicate pair and single
replicate are assigned a score. Performance of each measure is evaluated on their ability to correctly rank real and simulated datasets. c Summary
of the basic principles of the four reproducibility methods evaluated in this study noise levels. Intuitively, a good reproducibility measure
should declare the least noisy replicate pair as most repro-
ducible and the noisiest replicate pair as least reproducible. We paired a real Hi-C contact matrix with a noisier version
of the same matrix using a wide range of simulated noise
levels (5%, 10%, 15%, 20%, 30%, 40%, and 50%). This pro-
cedure yielded seven pairs of replicates for each of 11 differ-
ent cell types. We performed this approach using two
different sets of randomly generated noise matrices, using
one-third genomic distance noise and two-thirds random
ligation noise or vice versa. Each replicate pair was assigned
a reproducibility measure by HiCRep, GenomeDISCO,
HiC-Spector, QuASAR-Rep, and Pearson correlation. matrix. Experimental and simulated Hi-C datasets for
performance evaluation By binning deeply sequenced Hi-C datasets
containing at least 400 million intrachromosomal Hi-C
interactions from two cell types, we generated Hi-C
matrices binned at high, mid, and low resolutions (10 kb, 40
kb, 500 kb) and used these to investigate the effect of reso-
lution on each method as well (Additional file 1: Table S1). A schematic of the full range of datasets used in this
study to validate each method is shown in Fig. 1b. Measures for quality and reproducibility of Hi-C data
Four recently developed methods for measuring the quality
of and reproducibility of Hi-C experiments were assessed
in this study (Fig. 1c). HiCRep [34], GenomeDISCO [35],
HiC-Spector [33], and QuASAR-Rep [36] measure repro-
ducibility, and QuASAR-QC measures quality of Hi-C data. The four reproducibility methods we evaluate employ a var-
iety of transformations of the Hi-C contact matrix. HiCRep
stratifies a smoothed Hi-C contact matrix according to gen-
omic distance and then measures the weighted similarity of
two Hi-C contact matrices at each stratum. In this way,
HiCRep explicitly corrects for the genomic distance effect
and addresses the sparsity of contact matrices through
stratification and smoothing, respectively. GenomeDISCO
uses random walks on the network defined by the Hi-C
contact map to perform data smoothing before computing
similarity. The resulting score is sensitive to both differ-
ences in 3D DNA structure and differences in the genomic
distance effect [35] and makes it thus more challenging for
two contact maps to be reproducible, as they have to satisfy
both criteria to be deemed similar. HiC-Spector transforms
the Hi-C contact map to a Laplacian matrix and then
summarizes the Laplacian by matrix decomposition. QuA-
SAR calculates the interaction correlation matrix, weighted
by interaction enrichment. The two variants of QuA-
SAR, QuASAR-QC and QuASAR-Rep, both assume
that spatially close regions of the genome will establish
similar contacts across the genome, and they measure
quality and reproducibility, respectively, by testing the val-
idity of this assumption for a single and pair of replicates. Our analysis showed that all reproducibility measures
were able to correctly rank the simulated datasets. Aver-
aged over 11 different cell types, we observed a mono-
tonic trend for all of these measures (Fig. 2a). Indeed,
for every cell type and every measure, increasing the
noise level always led to a decrease in estimated repro-
ducibility (Additional file 1: Figure S1). Qualitatively, the
trends in Fig. Experimental and simulated Hi-C datasets for
performance evaluation 2a suggest that QuASAR and HiCRep may
be more robust to noise than the other reproducibility
measures. Comparing the two noise models, we saw less consistent
trends. HiC-Spector assigned higher reproducibility scores
to matrices with 66% genomic distance noise and 33%
random ligation noise. GenomeDISCO showed the oppos-
ite behavior whereas QuASAR-Rep, HiCRep, and Pearson
correlation gave similar scores regardless of the underlying
noise proportions. This variability suggests that the vari-
ous reproducibility measures exhibit different sensitivities
to different sources of noise, thus potentially yielding
complementary assessments of reproducibility. Assessment using real datasets reveals differences among
reproducibility measures Inevitably, any simulation approach is only as good as its
underlying assumptions; thus, we also analyzed the per-
formance of the four reproducibility measures using real
data. Specifically, we asked whether the reproducibility
measures can discriminate between pairs of independent
Hi-C experiments repeated on the same cell type versus
pairs of experiments from different cell types. In this
setup, we used three types of replicate pairs: a single pair Reproducibility measures correctly rank noise-injected
datasets To assess the performance of the reproducibility mea-
sures, we simulated pairs of Hi-C matrices with varying Page 5 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology A
B
C
D
Fig. 2 Comparison of reproducibility measures. a Curves showing the mean reproducibility score assigned to 11 cell types at each noise injection
level for 33% and 66% random ligation noise configurations. Vertical bars represent one standard deviation away from the mean. b
Reproducibility scores assigned to biological replicate (blue), non-replicate (red), and pseudo-replicate (purple) pairs for each cell type. Coverage
values are the mean number of interactions for each pair of replicates. c Reproducibility scores assigned to biological replicate (blue), non-
replicate (red), and pseudo-replicate (purple) pairs from six cell types at seven different coverage levels. Dashed lines indicate the empirical
threshold for distinguishing biological replicate pairs from non-replicate pairs. d Reproducibility scores assigned to biological replicate (blue) and
non-replicate (red) pairs for clone-8 and S2 cells from Drosophila. Each panel shows the separation between two replicate pair types for each Hi-C
reproducibility measure. Dashed lines correspond to the empirical thresholds inferred from human Hi-C data A A A B B C C D D rison of reproducibility measures. a Curves showing the mean reproducibility score assigned to 11 cell types at each noise
and 66% random ligation noise configurations Vertical bars represent one standard deviation away from the mean b Fig. 2 Comparison of reproducibility measures. a Curves showing the mean reproducibility score assigned to 11 cell types at each noise injection
level for 33% and 66% random ligation noise configurations. Vertical bars represent one standard deviation away from the mean. b
Reproducibility scores assigned to biological replicate (blue), non-replicate (red), and pseudo-replicate (purple) pairs for each cell type. Coverage
values are the mean number of interactions for each pair of replicates. c Reproducibility scores assigned to biological replicate (blue), non-
replicate (red), and pseudo-replicate (purple) pairs from six cell types at seven different coverage levels. Dashed lines indicate the empirical
threshold for distinguishing biological replicate pairs from non-replicate pairs. d Reproducibility scores assigned to biological replicate (blue) and
non-replicate (red) pairs for clone-8 and S2 cells from Drosophila. Each panel shows the separation between two replicate pair types for each Hi-C
reproducibility measure. Dashed lines correspond to the empirical thresholds inferred from human Hi-C data Fig. 2 Comparison of reproducibility measures. Reproducibility can be determined over a range of
experimental coverage We limited this analysis to real data
from six cell types with higher coverage, and we subsam-
pled each replicate multiple times to contain 1 to 30 mil-
lion total Hi-C interactions (see the “Methods” section
for details). These datasets were used for testing the abil-
ity of each method to distinguish among different repli-
cate types at lower coverage levels and for explicitly
profiling the dependence of reproducibility scores on
coverage levels. Hi-C reproducibility measures retained their ability to
distinguish between replicate types, even at extremely
low coverage levels. Visualization of the reproducibility
scores revealed that the HiCRep, HiC-Spector, and Geno-
meDISCO measures successfully separate non-replicates
from biological replicates even with only 5 million Hi-C
interactions, a feat that Pearson correlation cannot achieve
at even the highest coverage level (Fig. 2c). QuASAR-Rep
can successfully separate biological replicates from non-
replicates at 25 and 30 million interactions but fails to
distinguish them when coverage is lower than 20 million
interactions, consistent with the results from Fig. 2b. As
before, pseudo-replicate pairs continue to serve as an
upper bound for reproducibility measures. However, the
separation between pseudo-replicates and biological repli-
cates is reduced at lower coverage levels, and so is the sep-
aration between biological replicates and non-replicates. Furthermore, this analysis suggests we can infer empirical
thresholds for these reproducibility measures that can
effectively separate all biological replicates from non-repli-
cates at a given coverage level, as explained in the
“Methods” section. These empirical thresholds, selected as
the midpoint between the most reproducible non-
replicate pair and the least reproducible replicate
pair, are shown as dashed lines in Fig. 2c and can be
found in Additional file 1: Table S2. Consistent with the trends observed in the analysis of
real datasets, the reproducibility of downsampled repli-
cate pairs exhibits a dependence on sequencing depth. We observe that reproducibility scores associated with
biological replicates become significantly smaller as
coverage decreases, according to a one-sided Wilcoxon
signed rank test (P < 0.05, Additional file 1: Figure S5). The HiCRep, GenomeDISCO, QuASAR-Rep, and Pear-
son correlation scores exhibit a statistically significant
drop for every level of coverage. In contrast, reproduci-
bility scores from HiC-Spector only start to significantly
and consistently decay below 20 million interactions,
exhibiting a lesser degree of dependence on the coverage Pseudo-replicate reproducibility scores provide an
upper bound for each reproducibility measure. Reproducibility can be determined over a range of
experimental coverage pseudo-replicate pairs (Fig. 2b). The reproducibility score
of a replicate pair is the score obtained by averaging re-
producibility scores assigned to each chromosome. All
four reproducibility measures and the Pearson correl-
ation can separate replicate pair types from each other
(Additional file 1: Figure S2); however, the reproduci-
bility measures generally achieved clearer separation
between different replicate pair types. These differences
are
statistically
significant
according
to
a
one-sided
Kolmogorov-Smirnov test (P < 0.01). In addition to the
Pearson correlation, we considered the rank-based Spear-
man correlation as a potential method for assessing repro-
ducibility. We also considered
using either type of
correlation in conjunction with ICE normalization. The re-
sults (Additional file 1: Figure S3) show that none of these
four methods successfully separates biological replicate
from
non-replicate
pairs. Intuitively,
we
prefer
a
measure that separates non-replicates from biological
replicates with a clear margin. By this measure, the
HiC-Spector measure yields the largest separation,
followed by HiCRep, QuASAR-Rep, and GenomeDISCO
(Fig. 2b). Among them, HiC-Spector and HiCRep cor-
rectly rank all replicate types for all 11 comparisons, with
a clear separation between biological replicates and
non-replicates. GenomeDISCO ranks a biological replicate
lower than a non-replicate for a single case out of 11. The
pair of biological replicates that GenomeDISCO ranks
lower than non-replicates shows a marked difference in
genomic distance effect (Additional file 1: Figure S4), to
which this method is sensitive [35]. QuASAR-Rep is able
to correctly rank biological replicates above non-replicates
in 7 out of 11 cases. The cell types in which it fails have
only 12 to 28 million interactions, suggesting that
QuASAR-Rep does not perform well when coverage is
low and the resolution is set to 40 kb. However,
re-analysis of the same data suggests that switching to
a larger resolution (120 kb) improves QuASAR-Rep’s
performance, leading to separation between replicates
and non-replicates for all cell lines but two (data not
shown). As expected, the Pearson correlation performs
worse than the Hi-C-specific measures, ranking non-repli-
cates higher than biological replicates in 7 cases. To directly investigate the effects of the coverage of a
Hi-C experiment on the reproducibility measures, we
downsampled real Hi-C matrices to contain fewer inter-
actions and examined the effects on the resulting repro-
ducibility scores. Reproducibility measures correctly rank noise-injected
datasets All
four reproducibility measures and the Pearson correl-
ation can separate replicate pair types from each other
(Additional file 1: Figure S2); however, the reproduci-
bility measures generally achieved clearer separation
between different replicate pair types. These differences
are
statistically
significant
according
to
a
one-sided
Kolmogorov-Smirnov test (P < 0.01). In addition to the
Pearson correlation, we considered the rank-based Spear-
man correlation as a potential method for assessing repro-
ducibility. We also considered
using either type of
correlation in conjunction with ICE normalization. The re-
sults (Additional file 1: Figure S3) show that none of these
four methods successfully separates biological replicate
from
non-replicate
pairs. Intuitively,
we
prefer
a
measure that separates non-replicates from biological
replicates with a clear margin. By this measure, the
HiC-Spector measure yields the largest separation,
followed by HiCRep, QuASAR-Rep, and GenomeDISCO
(Fig. 2b). Among them, HiC-Spector and HiCRep cor-
rectly rank all replicate types for all 11 comparisons, with
a clear separation between biological replicates and
non-replicates. GenomeDISCO ranks a biological replicate
lower than a non-replicate for a single case out of 11. The
pair of biological replicates that GenomeDISCO ranks
lower than non-replicates shows a marked difference in
genomic distance effect (Additional file 1: Figure S4), to
which this method is sensitive [35]. QuASAR-Rep is able
to correctly rank biological replicates above non-replicates
in 7 out of 11 cases. The cell types in which it fails have
only 12 to 28 million interactions, suggesting that
QuASAR-Rep does not perform well when coverage is
low and the resolution is set to 40 kb. However,
re-analysis of the same data suggests that switching to
a larger resolution (120 kb) improves QuASAR-Rep’s
performance, leading to separation between replicates
and non-replicates for all cell lines but two (data not
shown). As expected, the Pearson correlation performs
worse than the Hi-C-specific measures, ranking non-repli-
cates higher than biological replicates in 7 cases. Reproducibility can be determined over a range of
experimental coverage Reproducibility measures correctly rank noise-injected
datasets a Curves showing the mean reproducibility score assigned to 11 cell types at each noise injection
level for 33% and 66% random ligation noise configurations. Vertical bars represent one standard deviation away from the mean. b
Reproducibility scores assigned to biological replicate (blue), non-replicate (red), and pseudo-replicate (purple) pairs for each cell type. Coverage
values are the mean number of interactions for each pair of replicates. c Reproducibility scores assigned to biological replicate (blue), non-
replicate (red), and pseudo-replicate (purple) pairs from six cell types at seven different coverage levels. Dashed lines indicate the empirical
threshold for distinguishing biological replicate pairs from non-replicate pairs. d Reproducibility scores assigned to biological replicate (blue) and
non-replicate (red) pairs for clone-8 and S2 cells from Drosophila. Each panel shows the separation between two replicate pair types for each Hi-C
reproducibility measure. Dashed lines correspond to the empirical thresholds inferred from human Hi-C data sampling, with no biological (including distance effect) or
technical variance. Therefore, we expect pseudo-replicates
to exhibit the highest reproducibility. Conversely, non-repli-
cate pairs are expected to have the lowest degree of
reproducibility, because they contain all the experimental
variation observed in biological replicates, as well as cell
type-specific differences in 3D chromatin organization. of matrices from the same cell type (which we call “bio-
logical replicates,” although each pair represents the
same cells being prepped twice, rather than two different
sets of cells), pairs of matrices from different cell types
(non-replicates), and pairs of matrices sampled from
combined biological replicates (pseudo-replicates, see
the “Methods” section for details about the generation of
pseudo-replicates) [34]. We assigned a reproducibility
score to every matrix pair for each measure and asked if
reproducibility scores differ among replicate pair types. In contrast to the simulation analysis, the analysis using
real datasets showed distinct differences among the five
methods. For each of the 11 cell types and each reproduci-
bility measure, we assigned reproducibility scores to a
single biological replicate pair, 20 non-replicate pairs, and 3 Because pseudo-replicates are generated from pooled bio-
logical replicates, their variation solely stems from statistical Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Page 6 of 19 Page 6 of 19 Page 6 of 19 pseudo-replicate pairs (Fig. 2b). The reproducibility score
of a replicate pair is the score obtained by averaging re-
producibility scores assigned to each chromosome. Reproducibility can be determined over a range of
experimental coverage In gen-
eral, these scores show similar trends to those de-
scribed above. For example, the Pearson correlation
scores assigned to pseudo-replicates show a relatively wide
separation from the rest of the scores, even though
non-replicates and biological replicates are intermingled. On the other hand, GenomeDISCO, HiC-Spector, HiCRep,
and QuASAR-Rep show the desired behavior: a high de-
gree of separation between non-replicates and biological
replicates, and a relatively small separation between bio-
logical replicates and pseudo-replicates. Page 7 of 19 Page 7 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology at both high and low resolutions. The four Hi-C-specific
methods can correctly rank pseudo, biological, and non-
replicate pairs at 10-kb, 40-kb and 500-kb resolutions
(Fig. 3a) with a clear margin between biological replicate
and non-replicate pairs. Surprisingly, we found that the
Pearson correlation can correctly rank replicate types for
these deeply sequenced datasets. Notably, the repro-
ducibility scores from the four methods are largely
independent of resolution. While GenomeDISCO and
especially QuASAR-Rep exhibit some dependence of
resolution, assigning lower reproducibility scores to
replicates with lower coverage, they maintain a clear
boundary with large margins between biological and
non-replicates at all resolutions. However, the Pearson
correlation exhibits a larger degree of dependence on
resolution for all replicate pair types and maintains
relatively smaller margins between non-replicate and
biological replicate pairs. Simulated datasets further
validate that reproducibility scores from each method
decrease with increasing levels of noise at 10-kb,
40-kb and 500-kb resolution (Fig. 3b). level. This may be because the leading eigenvectors used
by HiC-Spector tend to capture local or mesoscopic
structures, which are less likely to be affected by cover-
age. Despite varying levels of dependence on coverage,
downsampling analysis convincingly shows that all mea-
sures exhibit a dependence on coverage. Thus, coverage
of different replicate pairs must be factored into repro-
ducibility analyses, especially for comparative purposes. Noise reduces the consistency and the prevalence of
higher order structures in Hi-C matrices Having investigated four different methods for evaluat-
ing the reproducibility of a given pair of Hi-C matrices,
we now focus on methods for evaluating the quality of a
single Hi-C matrix. As before, we perform this evalu-
ation by injecting noise into real Hi-C data, producing a
collection of 88 matrices corresponding to 11 cell types
and 8 different noise profiles (see the “Methods” section). Among our four Hi-C reproducibility measures, only one
(QuASAR-QC) provides a variant to assess the quality of a
single matrix. The procedure yields a single, bounded
summary statistic indicative of homogeneity of the under-
lying sample population and the signal-to-noise ratio of
the interaction map. In addition to QuASAR-QC analysis,
we profiled two well-known features of 3D organization:
statistically significant long-range contacts [38, 39], which
include DNA loops, and topologically associating domains
(TADs). Intuitively, we expect that significant contacts
and TADs should be harder to detect in noisy matrices
and that such matrices should have a lower degree of
consistency. We observed that the four reproducibility measures
show variable trends in how reproducibility scores
assigned to biological replicates decay with respect to in-
creasing resolution (Additional file 1: Figure S6). For
HiCRep, GenomeDISCO, and QuASAR-Rep, the HindIII
replicates (A549, G410, and LNCaP) exhibit a decay in
reproducibility scores, whereas the scores assigned to
replicate pairs generated by DpnII (HepG2) are more ro-
bust to changes in resolution. Notably, for these three
reproducibility measures, the degree of decay also corre-
lates with the sequence coverage of the data. For
HiC-Spector, we do not observe consistent trends. These
observations generally support the idea that deeply se-
quenced replicates generated by a 4-cutter such as DpnII
can support resolutions higher than 40 kb, whereas rela-
tively shallow replicates (< 100 million read pairs) gener-
ated using a 6-cutter are not suitable for binning
resolutions higher than 40 kb. However, given the lack of
a clear elbow or maximum in Additional file 1: Figure
S6, we do not recommend using reproducibility scores
to attempt to select an appropriate resolution. Our analysis suggests that QuASAR-QC is indeed sen-
sitive to the noise and the coverage of a Hi-C matrix. For each simulated Hi-C matrix from 11 cell types,
QuASAR-QC detects a perfectly monotonic relationship
between the noise level and the consistency of the
matrix (Fig. 4a). Reproducibility measures accurately quantify
reproducibility of Hi-C data from non-human genomes million intrachromosomal interactions). For HiCRep,
QuASAR-Rep, and GenomeDISCO, we observed that
reproducibility scores tend to plateau at 240 million
interactions at 10-kb and 40-kb resolutions, whereas
reproducibility scores of 500-kb resolution matrices
benefit little from higher coverage (Fig. 3c). Consistent
with our previous observations, HiC-Spector exhibits a
lower degree of dependence on coverage, with scores
reaching maxima at 120 kb. Overall, the four Hi-C repro-
ducibility measures exhibit robustness to coverage and
resolution differences, as measured by their ability to dis-
tinguish between replicate and non-replicate pairs. p
y
g
We investigated whether the four Hi-C reproducibility
measures can be applied to data derived from a non-hu-
man genome. We wanted to investigate a genome that is
markedly different from human, but replicate Hi-C
experiments in organisms other than human and mice
are rare. We used Hi-C data from Ramirez et al., which
has two biological replicates from two cell types (clone-8
and S2) from the fruitfly Drosophila melanogaster [37]. The fruitfly genome is approximately 18 times smaller
than the human genome. For this analysis, we binned
the Hi-C matrices at 10 kb and compared the reproduci-
bility of the four large, non-heterochromatic chromo-
somes in Drosophila (chromosomes 2, 3, 4, and X). As
before, we assigned reproducibility scores to each repli-
cate pair and each non-replicate pair. The results show
that biological replicate pairs are clearly separated from
non-replicates for each measure in both cell types
(Fig. 2d). Furthermore, for three out of the four reprodu-
cibility measure, the empirical thresholds that we in-
ferred from the human Hi-C data (shown as dashed
lines in Fig. 2d) generalize to the fruitfly genome. Next, we tested whether the reproducibility measures
can be used to select empirically the optimal resolution
for a Hi-C dataset. Although resolution strongly influ-
ences almost every downstream analysis of Hi-C data,
this parameter is generally set in an ad hoc fashion. To
explore the performance of the measures as a function
of the resolution parameter, we binned four pairs of
biological replicates at an increasingly high resolution
ranging from 40 kb, 20 kb, 10 kb and 5 kb and asked if
the reproducibility scores of biological replicates decay
significantly at higher resolutions. We chose six samples
performed using HindIII with coverage values ranging
from 15 million to 60 million interactions and two sam-
ples generated using DpnII and coverage of ~ 400 mil-
lion interactions. Reproducibility measures are robust to changes in
resolution The resolution of a Hi-C matrix effectively dictates the
scale of 3D organization observable from the data: a
low-resolution matrix can only reveal compartments and
TADs [1, 8], whereas high-resolution matrices reveal
additional finer scale structures like chromatin loops
[11]. To investigate the effect of resolution on reproduci-
bility, we used deeply sequenced Hi-C replicates with at
least 400 million intrachromosomal interactions gener-
ated from the HepG2 and HeLa cell lines. From these
data, we generated real and simulated replicate pairs at
10-kb, 40-kb, and 500-kb resolution, and we measured
the reproducibility of each replicate pair. Next, we used deeply sequenced datasets to further in-
vestigate the effect of coverage on reproducibility scores of
biological replicates at three resolution levels using a
wider range of coverage values (30, 60, 120, 240, and 400 y
HiCRep, GenomeDISCO, HiC-Spector, QuASAR-Rep,
and Pearson correlation accurately measure reproducibility Fig. 3 Effects of resolution on reproducibility measures. a Reproducibility scores assigned to biological replicate (blue), non-replicate (red), and
pseudo-replicate (purple) pairs from HepG2 and HeLa Hi-C datasets at 10-kb, 40-kb and 500-kb resolutions. b Reproducibility scores assigned to
different cell types at different resolutions, plotted as a function of noise level. c Reproducibility scores assigned to downsampled biological
replicate pairs at different resolutions. Both the HepG2 and HeLa datasets contain > 400 million read pairs Fig. 3 Effects of resolution on reproducibility measures. a Reproducibility scores assigned to biological replicate (blue), non-replicate (red), and
pseudo-replicate (purple) pairs from HepG2 and HeLa Hi-C datasets at 10-kb, 40-kb and 500-kb resolutions. b Reproducibility scores assigned to
different cell types at different resolutions, plotted as a function of noise level. c Reproducibility scores assigned to downsampled biological
replicate pairs at different resolutions. Both the HepG2 and HeLa datasets contain > 400 million read pairs Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Page 8 of 19 Page 8 of 19 Reproducibility measures accurately quantify
reproducibility of Hi-C data from non-human genomes Noise reduces the consistency and the prevalence of
higher order structures in Hi-C matrices The same trend is observed in deeply
sequenced HepG2 and HeLa cell types at 10-kb, 40-kb,
and 500 kb resolutions (Additional file 1: Figure S8). Finally, we compared the run times of each reproducibil-
ity measure, using a large number of pairs of chromosome
21 contact matrices binned at 40-kb resolution. As seen in
Additional file 1: Figure S7, QuASAR-Rep achieves the fast-
est median running time (0.82 s), followed by HiC-Spector
(2.76 s), GenomeDISCO (5.77 s), and HiCRep (9.00 s). Page 9 of 19 (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology Although the majority of noise-free combined repli-
distances for each cell type revealed that the three cell
Fig. 4 Quality measures. a QuASAR-QC scores assigned to noise-injected matrices from 11 cell types (b). Total number of significant contacts
above a 5% FDR threshold from noise-injected matrices from 11 cell types. c Violin plots showing the distribution of TAD boundary distances
between biological replicates and noise-injected replicates for T470 cells. There is no significant change in the distribution of TAD boundary
distances at any given noise level. d QuASAR-QC scores assigned to downsampled replicates from six different cell types. e Total number of
significant contacts above a 5% FDR threshold from downsampled replicates from six different cell types. f Violin plots showing the distribution
of distances between domain boundaries in biological replicates and noise-injected replicates for T470 cells. In panels c and f, asterisks indicate
that the distribution of boundary distances is significantly larger than the null distribution, which is obtained by comparing biological replicates Fig. 4 Quality measures. a QuASAR-QC scores assigned to noise-injected matrices from 11 cell types (b). Total number of significant contacts
above a 5% FDR threshold from noise-injected matrices from 11 cell types. c Violin plots showing the distribution of TAD boundary distances
between biological replicates and noise-injected replicates for T470 cells. There is no significant change in the distribution of TAD boundary
distances at any given noise level. d QuASAR-QC scores assigned to downsampled replicates from six different cell types. e Total number of
significant contacts above a 5% FDR threshold from downsampled replicates from six different cell types. f Violin plots showing the distribution
of distances between domain boundaries in biological replicates and noise-injected replicates for T470 cells. Noise reduces the consistency and the prevalence of
higher order structures in Hi-C matrices In panels c and f, asterisks indicate
that the distribution of boundary distances is significantly larger than the null distribution, which is obtained by comparing biological replicates distances for each cell type revealed that the three cell
types with lower QuASAR-QC scores have significantly
higher contact probabilities at genomic distances larger
than 50 Mb (Additional file 1: Figure S9). Because such
long-range contacts are unlikely to occur due to the
organization of chromatin, it is likely that such long-range
contacts represent random ligation of uncrosslinked DNA
fragments, which is a known source of noise in a Hi-C ex-
periment [24]. Thus, the QuASAR-QC measure is poten-
tially sensitive to both the level of simulated noise and the Although the majority of noise-free combined repli-
cates are assigned a QuASAR-QC score ranging from
0.05 to 0.07, three cell types have strikingly lower
QuASAR-QC scores ranging from 0.03 and 0.02. The
Hi-C matrices from these three cell types (LNCaP,
SKNDZ, SKNMC) contain fewer Hi-C interactions. Thus, the lower consistency scores are likely partially
due to the sparsity that results from low experimental
coverage (Additional file 1: Table S1). Furthermore, in-
vestigation of contact probabilities at given genomic Although the majority of noise-free combined repli-
cates are assigned a QuASAR-QC score ranging from
0.05 to 0.07, three cell types have strikingly lower
QuASAR-QC scores ranging from 0.03 and 0.02. The
Hi-C matrices from these three cell types (LNCaP,
SKNDZ, SKNMC) contain fewer Hi-C interactions. Thus, the lower consistency scores are likely partially
due to the sparsity that results from low experimental
coverage (Additional file 1: Table S1). Furthermore, in-
vestigation of contact probabilities at given genomic Page 10 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Page 10 of 19 matrices at 10-kb and 40-kb resolutions; however,
QuASAR-QC scores at 500 kb tend to benefit less from
deeper coverage, likely because coarse resolutions do
not require large numbers of Hi-C interactions (Add-
itional file 1: Figure S14). Similarly, the number of statisti-
cally significant long-range interactions also decreases as
we reduce the number of total Hi-C interactions. However,
the number of significant interactions decreases at a much
higher rate: even at 15 million interactions, most cell lines
lose the majority of significant interactions (Fig. 4e). Quality control measures are consistent with mapping
statistics g
g
Surprisingly, we found that topologically associating
domain detection is highly robust to noise. We identified
TADs using the insulation score [5, 40] method for the
88 simulated matrices, and we characterized the changes
in the total number of TADs and TAD size distribution
and the changes to TAD boundaries with respect to the
noise level. The total number of identified TADs and
their size distribution are only altered at the highest level
of noise injection (Additional file 1: Figures S11 and S12). In addition, TAD boundaries between the original repli-
cate and noise-injected levels exhibit the same degree of
variation between two biological replicates, further sup-
porting the idea that TAD boundaries identified with the
insulation score approach are highly robust to noise
(Fig. 4c, Additional file 1: Figure S13). To further validate the performance of the quality con-
trol measures at our disposal, we investigated the rela-
tionship between the QuASAR-QC scores assigned to
real Hi-C matrices and various read-mapping statistics
that have been used previously to evaluate Hi-C data
quality [24]. The four statistics we compared against are
the percentages of fragment pairs that can be mapped
uniquely to the genome (aligned pairs), fragment pairs
from the same restriction fragments (invalid pairs),
intrachromosomal interactions (intrachromosomal per-
centage), and fragment pairs that are repeated in the
dataset (PCR duplicate rate). Overall, we observe varying degrees of correlation between
the quality control measures and the mapping statistics for
biological replicates. The percentage of aligned pairs is corre-
lated with higher quality experiments, consistent with what
one would intuitively expect from high-quality sequencing li-
braries (Fig. 5a). The percentage of invalid pairs is also
weakly anti-correlated with QuASAR-QC scores, consistent
with the fact that invalid pairs represent uninformative Hi-C
interactions (Fig. 5b). However, we observed the highest de-
gree of correlation between QuASAR-QC scores and intra-
chromosomal percentage (Fig. 5c). In a typical Hi-C
experiment, a portion of interchromosomal interactions re-
sult from random ligation of non-crosslinked fragments;
thus, a significant enrichment of interchromosomal interac-
tions, which results in a depletion of intrachromosomal Noise reduces the consistency and the prevalence of
higher order structures in Hi-C matrices Larger
numbers of significant interactions are detected in deeply
sequenced datasets, due to added statistical power, but a
similar relationship between coverage and number of
significant contacts is observed at both 10-kb and 40-kb
resolutions (Additional file 1: Figure S15). Conversely, we
found that TADs detected by insulation score are robust to
low coverage levels. Using the same approach for noise-
injected datasets, we found that the total number of TADs
and their size distribution are not altered by lower coverage
(Additional file 1: Figures S16 and S17). Indeed, the
distances between TAD boundaries identified at lower
coverage and original replicates only differ from the base-
line distribution at 10 million or fewer interactions (Fig. 4f,
Additional file 1: Figure S18). differences in the level of inherent noise that each com-
bined replicate contains. p
Statistically significant mid-range (50 kb–10 Mb) inter-
actions are depleted in noisy Hi-C matrices. We identi-
fied statistically significant Hi-C contacts using Fit-Hi-C
[38] for each of the Hi-C matrices that make up our
simulated dataset. Because robust identification of such
contacts requires deeply sequenced datasets that contain
large numbers of Hi-C interactions, we chose to use a
somewhat liberal false discovery rate threshold of 0.05 to
facilitate discovery of statistically significant contacts. For 11 cell types, we observed that 8 out of 11 cell types
exhibit a perfect or near perfect anti-correlation between
the injected noise percentage and the total number of
significant interactions (Fig. 4b). For the other three cell
lines (LNCaP, SKNDZ, SKNMC), Fit-Hi-C identifies al-
most no significant contacts with or without any noise
injection, further supporting the conclusion that these
Hi-C datasets have low quality. These three cell lines are
also the cell lines that have the lowest QuASAR-QC
scores, corroborating the results between these two in-
dependent analyses. For the deeply sequenced two data-
sets (HepG2 and HeLa), we observed a similar trend at
both 10-kb and 40-kb resolutions, with a higher number
of significant mid-range contacts due to the higher
coverage, as expected (Additional file 1: Figure S10). Quality control measures require different levels of
experimental coverage Continuing our assessment of Hi-C quality measures,
we used downsampled Hi-C matrices to investigate
the relationship between experimental coverage and
each QC measure using a similar setup as before (see
the “Methods” section). Quality control metrics exhibit a predictable dependence
on the coverage of Hi-C matrices. For each of the six cell
types we downsampled, we observed that QuASAR-QC
scores are lower for Hi-C matrices with fewer interactions
(Fig. 4d). We observe the same trend for deeply sequenced Page 11 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology Fig. 5 Comparison of QuASAR-QC to mapping statistics. Scatter plots of QuASAR-QC scores of biological replicates from 13 cell types plotted
against quality statistics that describe percentages of a successful mapping, b artifactual Hi-C fragments, c intrachromosomal interactions, and d
PCR duplicates. Dots correspond to low coverage Hi-C replicates from 11 cell types generated using HindIII, and triangles correspond to replicates
from two deeply sequenced cell types generated by DpnII. Red dots correspond to a subset of samples with very similar total coverage (138–171
million read pairs). Each plot lists two Pearson correlation coefficients: the correlations between the given statistic and QuASAR-QC scores for only
the 11 HinDIII cell types and for all 13 cell types Fig. 5 Comparison of QuASAR-QC to mapping statistics. Scatter plots of QuASAR-QC scores of biological replicates from 13 cell types plotted
against quality statistics that describe percentages of a successful mapping, b artifactual Hi-C fragments, c intrachromosomal interactions, and d
PCR duplicates. Dots correspond to low coverage Hi-C replicates from 11 cell types generated using HindIII, and triangles correspond to replicates
from two deeply sequenced cell types generated by DpnII. Red dots correspond to a subset of samples with very similar total coverage (138–171
million read pairs). Each plot lists two Pearson correlation coefficients: the correlations between the given statistic and QuASAR-QC scores for only
the 11 HinDIII cell types and for all 13 cell types interactions, indicates a low-quality Hi-C experiment. In par-
ticular, six biological replicates with lower than 30% intra-
chromosomal interactions have the lowest QuASAR-QC
scores; these replicates are from the LNCaP, SKNDZ, and
SKNMC cell types. Analysis of downsampled data shows
that this effect is not simply due to the overall lower se-
quencing depth of these three replicates (Additional file 1:
Figure S19). Quality control measures require different levels of
experimental coverage These replicates were also identified to have
lower quality in our simulation studies (Fig. 4a) and are de-
pleted for significant mid-range interactions, establishing
the consistency of quality control measures overall. We
note that this finding is consistent with the previously sug-
gested range of 40–60% intrachromosomal interactions for
high-quality experiments [24]. The PCR duplicate rate is
uncorrelated with QuASAR-QC. Note that the PCR dupli-
cate rate may be influenced by overall coverage, which we
have not controlled for in this experiment. Nonetheless,
even for sets of experiments with very similar coverage
(red dots in Fig. 5d), we observe very little correlation. Using a rich set of Hi-C experiments from a variety of hu-
man cell types, we tested whether these methods can
identify reproducible and high-quality experiments. Fur-
thermore, we generated Hi-C contact matrices with con-
trolled levels of noise by designing a simulated noise
injection process. Our analysis shows that these measures
perform well and improve upon the shortcomings of using
generic or qualitative approaches. The Hi-C reproducibility measures that we evaluated as-
sess reproducibility more accurately than the Pearson or
Spearman correlation for real and simulated datasets. In
particular, measures specifically designed for Hi-C data can
better distinguish subtle differences in the 3D organization
of different cell types, because these methods directly ac-
count for the special noise properties of this data type that
are overlooked by traditional similarity scores. Selecting an appropriate reproducibility measure for a
given study may depend in part upon the goals of the
study. A scientist may be primarily interested in a meas-
ure that distinguishes between biological replicates and
non-replicates. Such a goal might be appropriate, for ex-
ample, if the method will be used to check for sample
swaps during large-scale experiments. In this setting, our Discussion and conclusions The QuASAR-QC measure provides an interpretable
score that can accurately rank simulated datasets accord-
ing to noise levels and distinguish low-quality real Hi-C
experiments from high-quality ones (in submission). This
measure correlates with previously established statistics
that indicate high quality in a Hi-C experiment and have
been used as qualitative indicators of quality. Each of these
statistics captures different sources of error in a Hi-C
assay. In contrast, QuASAR-QC offers a single score that
allows direct ranking of multiple experiments. g
p
p
Significant mid-range interactions, such as DNA loops,
are also depleted in low-quality Hi-C experiments in both
simulated and real datasets. Surprisingly, we found that
TAD detection is fairly robust to all but high levels of
noise, presumably because TAD detection only requires
that a dataset contains a sufficient proportion of valid
short-range Hi-C interactions and ignores mid- and
long-range interactions. Unfortunately, it is challenging to
convert the enrichment of such features into a quality
control measure, due to other quality-independent bio-
logical processes which can cause variation of these fea-
tures. However, a near total depletion of these features,
mid-range interactions in particular, may certainly indicate
lower quality overall. The scores
produced
by
all four
reproducibility
methods decrease in the presence of decreasing se-
quencing depth and fixed resolution or in the presence
of increasing resolution at a fixed sequencing depth. Nonetheless, three out of four methods (Genome-
DISCO, HiCRep, and HiC-Spector) show robustness to
increasing sparsity, as measured by their ability to distin-
guish replicate from non-replicate pairs. Only QuASAR-
Rep fails to measure reproducibility accurately for the
most sparse datasets at high resolutions, though this effect
is ameliorated if the data is analyzed using a lower reso-
lution (data not shown). Thus, we hypothesize that one
reason why GenomeDISCO and HiCRep perform well on
low-coverage datasets is because they perform smoothing
on the contact matrix. Overall, these results suggest that
experimenters can assess whether a given set of samples
are “reproducible enough” with as few as valid 5 million
Hi-C interactions and then follow up with deeper sequen-
cing. Among the four methods, HiC-Spector exhibits the
least dependence on sequencing depth (Fig. 3c) or reso-
lution (Additional file 1: Figure S6). These results are fur-
ther consistent with the hypothesis that HiC-Spector
focuses on local features of chromatin structure, which ex-
plains HiC-Spector’s robustness to low coverage. Discussion and conclusions We evaluated the recently proposed methods for measur-
ing the quality and reproducibility of Hi-C experiments. Page 12 of 19 Page 12 of 19 Page 12 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology of reproducibility scores on data sparsity must be taken
into account. For example, in our study, the SKMEL5
and SKNMC experiments differ in sequencing depth by
a factor of 2. This difference could confound attempts to
cluster or hierarchically organize cell types. In such a
setting, all datasets should be randomly downsampled to
a common sequencing depth prior to analysis. results show that HiC-Spector often had the best margin
among all four measures (Fig. 2b and c). This is true
even when we place all four measures on a similar scale
by using the variance associated with non-replicate pairs
(data not shown). On the other hand, simply discrimin-
ating among replicates and non-replicates may not be
sufficient in some contexts. If the study aims to use the
reproducibility measure to quantify similarities among
various experiments, then HiCRep has been shown pre-
viously to discriminate well among cell types [34],
whereas the other methods in this study have not been
examined in this fashion. An important question is whether the methods and
thresholds derived here will generalize to non-human
genomes. Preliminary analysis (Fig. 2d) suggests that the
empirical reproducibility thresholds derived for Geno-
meDISCO, HiCRep, and HiC-Spector may generalize to
the much smaller Drosophila genome, whereas the
QuASAR-Rep measure does not. However, this result
is preliminary due to the small number of currently
available, replicated Hi-C experiments in non-human
genomes. Furthermore, our analysis also suggests that the differ-
ent reproducibility measures may be more sensitive to
different types of noise, with GenomeDISCO showing
more sensitivity to random ligation noise than to gen-
omic distance noise, HiC-Spector showing the opposite
behavior, and QuASAR-Rep and HiCRep showing simi-
lar sensitivities to both types of noise (Fig. 2a). Because
genomic distance noise preferentially affects short-range
Hi-C interactions, this observation is consistent with the
hypothesis that HiC-Spector largely focuses on local struc-
tures which are detected by short-range Hi-C interactions. Overall, QuASAR-Rep and HiCRep appear to exhibit an
overall lower sensitivity to varying noise levels than
HiC-Spector and GenomeDISCO. Also, GenomeDISCO
tends to be more sensitive to differences in genomic dis-
tance effect between the samples compared [35]. Measures of reproducibility
HiCRep This method assesses reproducibility by taking into ac-
count two dominant spatial features of Hi-C data: distance
dependence and domain structure. The method first
smooths the given Hi-C matrices to help capture domain
structures and reduce stochastic noise due to insufficient
sampling. It then addresses the distance-dependence effect
by stratifying Hi-C data according to genomic distance. Specifically, the method consists of two stages. An additional direction for future research is the devel-
opment of alternative score functions that are designed to
focus on particular aspects of chromatin architecture. For
example, in the context of single-cell Hi-C analysis, mea-
sures have been developed that focus entirely on the gen-
omic distance effect, for use in segregating cells according
to cell cycle stages [42]. Similarly, for bulk or single-cell
Hi-C, researchers may wish to separately assess whether
two cells or cell types exhibit similar chromosome territor-
ies, compartment structure, domain structure, or patterns
of looping interactions. Developing scores that separately
assess these aspects of genome 3D architecture will facili-
tate automated inference from growing Hi-C datasets. In the first stage, HiCRep smooths the Hi-C raw contact
map using a 2D mean filter, which replaces the read count
of each contact with the average counts of all contacts in
its neighborhood. The neighborhood size is obtained from
a deeply sequenced benchmark dataset using a training
procedure. In this analysis, neighborhood size parameter
of 20, 5, and 1 are used for the resolutions of 10 kb, 40 kb,
and 500 kb, respectively. Smoothing improves the contigu-
ity of regions with elevated interaction, consequently en-
hancing the domain structures. We release a software package that incorporates the
four reproducibility measures and the QuASAR-QC
measure (https://github.com/kundajelab/3DChromatin_-
ReplicateQC). Until recently, proven measures have been
lacking, and currently, there is no standard for measur-
ing for quality and reproducibility of Hi-C data. This
tool will both greatly simplify the task of measuring both
the quality and reproducibility of Hi-C datasets robustly
by using the methods we show to be accurate in this
study. We also propose a set of empirical quality and re-
producibility thresholds for use at various coverage
levels, which are built into the software package to make
it easy to determine whether samples pass quality and
reproducibility standards (Additional file 1: Table S2). In the second stage, HiCRep takes into account the
distance-dependence effect by a stratification and aggrega-
tion strategy. Discussion and conclusions We anticipate that the reproducibility measures we
evaluated in this study may be applicable to data from
recently developed single-cell Hi-C assays [41–43]. The
primary challenge, in this setting, would be the extreme
sparsity of single-cell data. Our experiments show that,
even when we randomly downsample to 1 million inter-
actions per cell, all four methods are capable of distin-
guishing replicates from non-replicates (Fig. 2c), with
the best separation provided by HiCRep. This difference
may arise because HiCRep explicitly incorporates an ex-
plicit smoothing procedure; in contrast, GenomeDISCO
uses an implicit smoothing procedure and the other two
methods do not perform smoothing at all. Note that Note that if the goal of a study is to quantify similar-
ities among various experiments, then the dependence Page 13 of 19 Page 13 of 19 Page 13 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology standard toolkit will help to improve the quality and re-
producibility of Hi-C data generated in the future. these results do not fully resolve the question of whether
the reproducibility measures will generalize to single-cell
data, because in addition to higher sparsity, the variance
and noise characteristics of single-cell data are expected
to markedly differ from those of bulk Hi-C data. Hence,
exploring the applicability of these methods to single-cell
Hi-C data more fully is an important direction for future
research. Measures of reproducibility
HiCRep This stage consists of two steps. The algo-
rithm first stratifies the contacts according to the genomic
distances of the contacting loci and computes the correl-
ation coefficients within each stratum. HiCRep then as-
sesses the reproducibility of the Hi-C matrix by applying a
novel stratum-adjusted correlation coefficient statistic
(SCC) to aggregate the stratum-specific correlation coeffi-
cients using a weighted average, with the weights derived
from the Cochran-Mantel-Haenszel (CMH) statistic. The
SCC has a range of [−1, 1] and is interpreted in a way
similar to the standard correlation coefficient. While the methods we compared are tailored for Hi-C
data, similar chromosome conformation capture assays
such capture Hi-C [44] and ChIA-PET [45] are used to
study three-dimensional interactions in the genome. These assays differ from Hi-C due to their targeted na-
ture; however, they share many properties of Hi-C assay,
such as the genomic distance effect, and can be repre-
sented as a contact matrix similar to Hi-C [46, 47]. Re-
producibility and quality measures of these assays are
lacking in general, raising the possibility of adaptation of
the methods we evaluate here to these assays. GenomeDISCO
Thi
h d f This method focuses on two key aspects of contact maps:
the need for smoothing and the multiscale nature of these
maps. The need for smoothing arises because contact
maps are insufficiently sampled, especially at low sequen-
cing depths. This means that a pair of genomic regions
can exhibit a low count either from a lack of contact or
from insufficient sampling. This problem is addressed by
smoothing the data, essentially assuming that two contact
maps are reproducible as long as they capture similar
higher order structures, even if they differ in terms of indi-
vidual contacts. GenomeDISCO investigates contact maps
at multiple scales by comparing them at different levels of
smoothing and computing a reproducibility score that
takes all these comparisons into account. In summary, we show that the recently proposed Hi-C
quality and reproducibility measures accurately measure
these qualities on a large collection of real and simulated
data. By profiling various parameters of Hi-C contact
matrices, we describe best practices for applying and inter-
preting these measures. We also make available a conveni-
ent software tool that simplifies the application of these
measures to Hi-C datasets. We hope that adoption of this Page 14 of 19 Page 14 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 The smoothing approach is based on random walks on
networks. Each contact map is treated as a network, where
each node is a genomic region and each edge is weighted
by the Hi-C count matrix, following normalization. In this
work, square root was used for normalization, but similar
results were obtained by using alternative normalization
methods,
including
simple
row-
and
column-based
normalization or Knight-Ruiz normalization [48] (data not
shown). Random walks are performed on networks to
smooth the data, asking for each pair of nodes what is the
probability of reaching node i from node j, if t steps are
allowed in a random walk biased by the edge weights. The
smoothed data can be computed by raising the adjacency
matrix of our weighted network to the power t. Lower
values of t perform local smoothing of the data, revealing
structures such as domains, while larger values of t
emphasize compartments. This graph-based smoothing
scheme aims to preserve sharp domain boundaries that 2D
methods may dilute. which Dii ¼ P
jW ij. Reproducibility ¼ 1−combined distance
ð
Þ This score is in the range [−1, 1], with higher scores
representing higher reproducibility. This is because, for
each node, the maximum L1 difference is 2, correspond-
ing to the case when the node has mutually exclusive
contacts in the two contact maps being compared. Thus,
the combined distance lies in the range [0, 2], making
the reproducibility score fall in the range [−1, 1]. Parameter optimization on an orthogonal dataset revealed
the optimal t = {3} [34], which was used in this study. In all pairwise comparisons in this paper, the sample
with higher coverage was downsampled to match the
coverage of the other sample. GenomeDISCO
Thi
h d f The matrix L is further normalized
by the transformation D−1/2LD−1/2, and its leading eigen-
vectors are found. As in other commonly used dimen-
sionality reduction procedures, the first few eigenvalues
are of particular importance because they capture the
basic structure of the matrix, whereas the latter eigen-
values are essentially noise. Given two contact maps WA
and WB, their corresponding Laplacian matrices LA and
LB and corresponding eigenvectors are calculated. Let f
λA
0 ; λA
1 ,…, λA
n−1} and fλB
0; λB
1 ,…, λB
n−1} be the spectra of LA
and LB and fυA
0 ; υA
1 ,…, υA
n−1} and fυB
0; υB
1 ,…, υB
n−1} be their
normalized eigenvectors. A distance metric is defined as: Sd A; B
ð
Þ ¼
Xr−1
i¼0 vA
i −vB
i
: Here ‖‖ represents the Euclidean distance between the
two vectors. The parameter r is the number of leading
eigenvectors used. In general, Sd provides a metric to
gauge the similarity between two contact maps. The dis-
tance is then linearly rescaled to a reproducibility score
ranging from 0 to 1. To obtain the GenomeDISCO reproducibility score,
each contact map is separately smoothed across a range
of t values. For each value of t, the L1 distance (i.e., the
sum of the absolute values in the difference matrix) be-
tween the two smoothed contact maps is computed and
normalized by the average number of nodes with
non-zero total counts across the two original contact
maps compared. Afterward, a combined distance be-
tween the two contact maps is obtained by computing
the area under the curve of the L1 difference as a func-
tion of t. This allows us to consider multiple levels of
smoothing and thus multiple scales when computing
our scores. Finally, this distance is converted into a re-
producibility score as follows: QuASAR-Rep
h
l p
The Quality Assessment of Spatial Arrangement Repro-
ducibility (QuASAR) measure uses the concept that
within a distance matrix, as the distance between two
features approaches zero, the correlation between the
rows corresponding to those two features approaches
one. This relationship is exploited by calculating the
interaction correlation matrix, weighted by interaction
enrichment. To determine reproducibility across repli-
cates, the correlation of weighted correlation matrices is
calculated as follows. In every case, matrices are first fil-
tered by removing intrachromosomal interaction matrix
rows and columns such that all remaining rows and col-
umns contain at least one non-zero entry within 100 bins
up- or downstream of the diagonal. The background
signal-distance relationship is estimated as the mean num-
ber of reads for each inter-bin distance. The interaction
correlation matrix is calculated across all pairwise sets of
rows and columns within 100 bins of each other from the
log-transformed enrichment matrix (non-filtered counts
divided by background signal-distance values), excluding
bins falling on the diagonal in either set. For a given pair
of rows A and B, the correlation is calculated from all col-
umns within 100 bins of both A and B, excluding filtered
columns. The interaction matrix is then found by adding
1 to valid entries and taking the square root. The weighted
correlation matrix is an element-wise product of the cor-
relation matrix and the interaction matrix divided by the
sum of all valid interaction matrix entries. The replication
score is the correlation of weighted correlation matrices
between two samples. Note that, to distinguish the use of Empirical reproducibility score thresholds To infer empirical thresholds for distinguishing non-repli-
cates for biological replicate pairs for each method, we
used the distribution of reproducibility scores assigned to
non-replicate pairs and biological replicate pair at a given
coverage level. Similar to the concept of a maximal margin
hyperplane, the empirical threshold we inferred is the
midpoint of the reproducibility score of the highest scor-
ing non-replicate pair and the reproducibility score of the
lowest scoring biological replicate pair. For each coverage
level from 30 million Hi-C interactions to 5 million inter-
actions, we inferred a single empirical threshold for each
reproducibility metric. These thresholds are available in
Additional file 1: Table S2. We adopted the same approach for investigating the
effect on coverage on insulation score-identified TADs. For each of the six downsampled cell lines, we identified
TADs using insulation score method and compared the
total number of TADs, the size distribution of TADs,
and the differences between TAD boundaries between
the original replicate and downsampled replicates. We
observe that the total number of TADs detected and
TAD size distributions are similar at all coverage levels
(Additional file 1: Figures S16 and S17). We calculated
the distances between TAD boundaries identified from
downsampled replicates against the TAD boundaries
from original biological replicates, and we compared this
distribution against the distances between biological rep-
licates as a baseline. For five of the six cell types, down-
sampling causes the TAD boundaries to shift away from
the original boundaries significantly (Kolmogorov-Smir-
nov test, P < 0.05) only 10 million and lower number of
interactions, further supporting the idea that TAD
boundary by insulation score detection is mostly robust
to low coverage (Fig. 4f, Additional file 1: Figure S18). HiC-Spector The starting point of spectral analysis is the Laplacian
matrix L, which is defined as L = D −W, where W is a
symmetric
and
non-negative
matrix
representing
a
chromosomal contact map and D is a diagonal matrix in Page 15 of 19 Page 15 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology QuASAR for assessing reproducibility versus data quality
(described below), we refer in the main text to “QuA-
SAR-Rep” and “QuASAR-QC.” QuASAR for assessing reproducibility versus data quality
(described below), we refer in the main text to “QuA-
SAR-Rep” and “QuASAR-QC.” insulation score method as described in the previous
section. For noise-injected datasets, we found that the
number of identified TADs across the genome is only al-
tered at the highest noise levels: the number of total
TADs increased only by 5% with 50% noise injection
(Additional file 1: Figure S11). Consistent with the
changes in the total number of TADs, the distribution
of TAD sizes is only altered at high noise levels. For
7 out of 11 cell types, we detect a statistically signifi-
cant reduction in the TAD size distribution (P < 0.01,
Kolmogorov-Smirnov test) only at either 40% or 50%
noise (Additional file 1: Figure S12). Furthermore, po-
sitions of TAD boundaries are not altered with in-
creasing noise levels. For 11 cell types, we calculated
the distances between the TAD boundaries of the combined
noise-free biological replicate and the TAD boundaries
from noise-injected replicates. These distances were com-
pared against the TAD boundary distances from biological
replicate pairs, which serves as a baseline for how much the
TAD boundaries fluctuate between different replicates from
the same cell type. Again, we found that the boundary dis-
tances are significantly larger than the baseline distribution
(one-sided KS test, P < 0.05) only at the 50% noise level for
four cell types and never larger for the remaining four cell
types (Fig. 4c, Additional file 1: Figure S13). Processing of reproducibility scores All the reproducibility measures we use in this study as-
sign a reproducibility score to a pair of Hi-C contact
matrices. Due to the sparsity and noise nature of inter-
chromosomal matrices, reproducibility scores are only
calculated for intrachromosomal matrices. The final re-
producibility score assigned to a pair of Hi-C experi-
ments in this study is the mean of the reproducibility
scores assigned to pairs of Hi-C contact matrices of each
chromosome. TAD boundary calling and analysis TAD boundaries were identified using the insulation
score [40]. This score captures the density of signal in
the Hi-C contact matrix around the diagonal, as a func-
tion of genomic position. Because the signal is weaker at
the boundary of two TADs, minima in the insulation
score profile correspond to TAD boundaries. We used
the TAD calling software described in Giorgetti et al. [5],
employing the previously used parameters (--ss 80000
--im iqrMean --is 480000 --ids 320000) for calculation
of the insulation score and identification of minima. Measures of quality
QuASAR-QC The sample quality measure from QuASAR (“QuA-
SAR-QC”) uses the same transformation as described
above for reproducibility. However, instead of looking at
weighted correlation matrices between samples, the
quality score is found by taking the weighted correlation
mean across all chromosomes and then subtracting the
unweighted correlation mean across all chromosomes. Mapping statistics g
To generate the genomic distance noise matrix G, we
sampled from empirical distributions derived from real
Hi-C matrix. In this setting, the genomic distance D is de-
fined as the number of bins that lie between a pair of bins
i and k, i.e., ∣i −k ∣= D. For every value of D, we build a
vector S by collecting the set of real Hi-C matrix entries
Mik for which ∣i −k ∣= D. We then randomly select
values from S for insertion into G, again considering only
entries Gik for which ∣i −k ∣= D. This sampling strategy
effectively shuffles the matrix entries in M at a fixed dis-
tance, thus preserving the original genomic distance effect
while disrupting other higher order structures. However,
instead of uniformly sampling from S, we adopted a strati-
fied sampling strategy to better model GC and mappabil-
ity biases. Specifically, S was broken into multiple strata
before sampling. The strata are determined by products of
marginals, i.e., Mik is assigned to a certain stratum based
on the product of the marginals of bin i and bin k. For a
given value of D, we chose stratum size in such a way that
each stratum contains 100 elements. When sampling the
Gik, we sampled a value from the stratum that Mik belongs
to. By repeating the stratified sampling for every value of
D, the final matrix G is obtained. We have used three statistics to summarize alignment qual-
ity, valid Hi-C fragment pairs, and the ratio of intrachromo-
somal and interchromosomal Hi-C interactions. A thorough
description of these statistics and their application is
reviewed in Lajoie et al. [24]. The first statistic we use is the
percentage of aligned pairs, which corresponds to the per-
centage of Hi-C fragment pairs that uniquely map to the
genome
on
both
sides. Typically,
single-sided
and
non-unique alignments are discarded in Hi-C pipelines [23,
24]. The second statistic is invalid pairs, which is the percent-
age of aligned pairs that map against the same restriction
fragment. These fragment pairs are non-informative since
they do not correspond to a fragment between two different
regions [24]. The third statistic is the percentage of intra-
chromosomal valid pairs. Number of significant contacts For a given normalized Hi-C contact map, we computed
the number of contacts that are deemed statistically
significant using Fit-Hi-C [38]. Hi-C contact maps were
binned at the 40-kb resolution and normalized using
the Knight-Ruiz matrix balancing algorithm [42]. Deeply
sequenced Hi-C data from two cell types were binned at To characterize the effects of noise and coverage on
TAD boundary identification, we used noise-injected
and downsampled datasets as explained before and used Page 16 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology (2019) 20:57 10-kb and 40-kb resolutions for Fit-Hi-C analysis (Add-
itional file 1: Table S2). Fit-Hi-C assigns a statistical signifi-
cance to each contact between two bins by assigning a P
value and a q value. For each experiment, we counted the
number of contacts that are above a given q value threshold
for every intrachromosomal interaction and aggregated
them over all chromosomes and used this sum as the total
number of significant contacts for a given experiment. 10-kb and 40-kb resolutions for Fit-Hi-C analysis (Add-
itional file 1: Table S2). Fit-Hi-C assigns a statistical signifi-
cance to each contact between two bins by assigning a P
value and a q value. For each experiment, we counted the
number of contacts that are above a given q value threshold
for every intrachromosomal interaction and aggregated
them over all chromosomes and used this sum as the total
number of significant contacts for a given experiment. Additionally, the Hi-C assay is subject to the same
biases that other next-generation sequencing assays suffer
from. These biases’ results include a bias in favor of
GC-rich regions and a bias against regions of low mapp-
ability. During the generation of both types of noise matri-
ces, we factored in such biases by using the sum of each
row as a proxy for the overall bias of a bin. Coverage
normalization of Hi-C matrices [1] similarly uses mar-
ginals to counter such biases. Mapping statistics Random ligations are much more
likely to result in interchromosomal fragments; thus, a high
ratio of non-informative random ligation events results in
an enrichment of interchromosomal interactions and a de-
pletion of intrachromosomal interactions [24]. The fourth
statistic is the percentage of PCR duplicates, which is esti-
mated from the number of aligned pairs that map to the
exact same coordinates as another aligned pair [24]. To generate the random ligation noise matrix R, we
generated random Hi-C interactions and aggregated
them to build a Hi-C contact matrix. We generated
these interactions by randomly choosing two bins i and
k and adding one to the matrix entry Rik in the random
noise contact matrix. Instead of sampling the bins uni-
formly, the probability of sampling a bin was set propor-
tional to marginal of that bin, thus modeling the GC and
mappability bias of each bin. The sampling process was
repeated N times, where N is the total number of inter-
actions in the original Hi-C contact matrix M, to gener-
ate a random ligation noise matrix. Simulation of noisy Hi-C matrices To generate noise for Hi-C data in a realistic manner,
we simulated two Hi-C contact matrices that would re-
sult from two processes that are not dictated by the 3D
organization of chromatin. These “pure noise” matrices
are mixed with the real Hi-C contact matrix to generate
the final, noisy Hi-C matrix. The first noise matrix
models the genomic distance effect, namely the higher
probability of observing a Hi-C interaction between two
regions that are close along the one-dimensional length
of a chromosome. Because such regions are constrained
to be close to each other, they are more likely to interact
compared to more distal regions, in the absence of any
higher order structure. This effect has been documented
early on and is generally corrected in Hi-C contact
matrices to better visualize medium- and long-range in-
teractions [1]. The second noise matrix models the
ligation of non-crosslinked DNA fragments during the
ligation step of the Hi-C protocol. Fragment pairs that
result from random ligation are uninformative since they
can link two regions independently of 3D organization. After both noise matrices are generated from the ori-
ginal Hi-C matrix, these matrices were mixed in varying
proportions to generate a series of noisy Hi-C matrices. Each such matrix is a mixture of three matrices: a real
matrix, a genomic distance noise matrix, and a random
ligation noise matrix. To generate a simulated matrix with
c total counts from, we sampled counts uniformly at ran-
dom from one real and two simulated matrices at a given
target ratio. In practice, we varied the total proportion of
noise from 0 to X%, and for each total noise level, we Page 17 of 19 Page 17 of 19 Yardımcı et al. Genome Biology (2019) 20:57 Yardımcı et al. Genome Biology assigned to biological replicate pairs from four cell
types: A549, G410, LNCaP, and HepG2. Hi-C data
from the first three cell types were generated by the
HindIII restriction enzyme, whereas the HepG2 data
was generated using DpnII. These samples also ex-
hibit differing levels of coverage (Additional file 1:
Table S1). In this analysis, we binned the contact
matrix of each replicate at 40-kb, 20-kb, 10-kb, and
5-kb resolution and calculated the various reproduci-
bility scores assigned to each biological replicate
pair. For this analysis only, we limited the computa-
tion of reproducibility scores to the contact matrices
of chr22. Funding g
G.G.Y and W.S.N are supported by awards NIH U41HG007000, U24HG009446. H.O. is supported by DK107980. B.R.J is supported by awards HG004592,
HG003143 and J.D. is supported by awards HG004592, HG003143, DK107980. M.E.G.S. and J.T. is supported by awards NIH R24 DK106766, U41 HG006620. O.U is supported by Howard Hughes Medical Institute International Student
Research Fellowship and a Gabilan Stanford Graduate Fellowship award and
A.K. is supported by awards NIH DP2OD022870, U24HG009397, R01ES025009-
02S1. T.Y. is supported by NIH T32 GM102057 (CBIOS training program to
The Pennsylvania State University), a Huck Graduate Research Innovation
Grant and Q.L. is supported by award NIH R01GM109453. For the analysis of QC measures, we generated down-
sampled biological replicates from the same six cell types
to have fewer interactions (30 × 106, 25 × 106, 20 × 106,
15 × 106, 10 × 106, 5 × 106, 106), resulting in a set of 84
matrices. In addition, we applied the same setup to
deeply sequenced datasets from two cell types at a wider
range of coverage values (30 × 106, 60 × 106, 120 × 106,
240 × 106, 400 × 106), at multiple resolutions, resulting in
30 matrices. For each downsampled matrix, we calcu-
lated QuASAR scores and identified statistically signifi-
cant long-range contacts and TAD boundaries. Generation of pseudo-replicates Given two biological replicate experiments, we generated
pseudo-replicates by aggregating the two replicates and
downsampling from the combined matrix. Combination of
two biological replicates is performed by summing the two
Hi-C contact matrices of these replicates. Following combin-
ation, the resulting combined Hi-C matrix is downsampled
as described above to generate pseudo-replicates. We forced
the pseudo-replicates to have the average of the total number
of interactions of two seed biological replicates. Downsampling
l d d Downsampled datasets were generated by converting an
input Hi-C matrix into a set of pairwise individual intra-
chromosomal interactions and uniformly sampling a
given number of interactions from this set. Following
downsampling, we re-binned the set of chosen interac-
tions into a Hi-C matrix. Simulation of noisy Hi-C matrices consider two settings for the relative proportions of gen-
omic distance noise random ligation noise: we either used
one third of matrix G and two thirds of matrix R, or vice
versa. We note that most analyses in this study were ro-
bust to either scenario. The software for injecting noise into Hi-C contact
matrices is available at https://github.com/gurkanyar-
dimci/hic-noise-simulator. Availability of data and materials
h
C d
d f The Hi-C data used for generating simulated hi-c matrices and the evaluation
of quality control and reproducibility methods is publicly available at https://
www.encodeproject.org/. The accession code of each dataset is available in
Additional file 1: Table S2. We also list the ENCODE cell line names and the
corresponding cell type IDs in the following table. Biosample
ENCODE sample IDs
A549
ENCSR444WCZ
CAKI2
ENCSR401TBQ
G401
ENCSR079VIJ
LNCaP
ENCSR346DCU
NCIH460
ENCSR489OCU
PANC1
ENCSR440CTR
RPMI7951
ENCSR862OG
SKMEL5
ENCSR312KHQ
SKNDZ
ENCSR105KFX
SKNMC
ENCSR834DXR
T47D
ENCSR549MGQ
HepG2
ENCSR194SRI
HeLa
ENCSR693GXU Additional file For analysis of reproducibility measures, we limited the
analysis to real data from six cell types with replicates of at
least 30 million interactions, and we downsampled each in-
dividual replicate to have a wide range of total interactions
(30 × 106, 25 × 106, 20 × 106, 15 × 106, 10 × 106, 5 × 106,
106). Using a single pseudo-replicate and a single biological
replicate pair for each cell type and 15 non-replicates at
each coverage level, we generated a total of 189 replicate
pairs. These datasets were used for testing the ability of
each method to distinguish among different replicate types
at lower coverage levels and for explicitly profiling the de-
pendence of reproducibility scores on coverage levels. Additional file 1: Supplementary figures and tables describing
additional results and the datasets used in this study, respectively. (DOCX 5 kb) Additional file 1: Supplementary figures and tables describing
additional results and the datasets used in this study, respectively. (DOCX 5 kb) Acknowledgements
W
h
k G
l
B Acknowledgements
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Inferring long-term effective population size with Mutation-Selection models
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bioRxiv (Cold Spring Harbor Laboratory)
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To cite this version: Thibault Latrille, Vincent Lanore, Nicolas Lartillot. Inferring Long-Term Effective Population Size
with Mutation–Selection Models. Molecular Biology and Evolution, 2021, 38 (10), pp.4573-4587. 10.1093/molbev/msab160. hal-03438369 Abstract Mutation–selection phylogenetic codon models are grounded on population genetics first principles and represent a
principled approach for investigating the intricate interplay between mutation, selection, and drift. In their current form,
mutation–selection codon models are entirely characterized by the collection of site-specific amino-acid fitness profiles. However, thus far, they have relied on the assumption of a constant genetic drift, translating into a unique effective
population size (Ne) across the phylogeny, clearly an unrealistic assumption. This assumption can be alleviated by
introducing variation in Ne between lineages. In addition to Ne, the mutation rate (l) is susceptible to vary between
lineages, and both should covary with life-history traits (LHTs). This suggests that the model should more globally
account for the joint evolutionary process followed by all of these lineage-specific variables (Ne, l, and LHTs). In this
direction, we introduce an extended mutation–selection model jointly reconstructing in a Bayesian Monte Carlo frame-
work the fitness landscape across sites and long-term trends in Ne, l, and LHTs along the phylogeny, from an alignment
of DNA coding sequences and a matrix of observed LHTs in extant species. The model was tested against simulated data
and applied to empirical data in mammals, isopods, and primates. The reconstructed history of Ne in these groups
appears to correlate with LHTs or ecological variables in a way that suggests that the reconstruction is reasonable, at least
in its global trends. On the other hand, the range of variation in Ne inferred across species is surprisingly narrow. This last
point suggests that some of the assumptions of the model, in particular concerning the assumed absence of epistatic
interactions between sites, are potentially problematic. Key words: phylogenetic, codon models, mutation–selection models, population genetic, population size, mutation
rate, life-history traits. HAL Id: hal-03438369
https://hal.science/hal-03438369v1
Submitted on 22 Nov 2021 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
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teaching and research institutions in France or
abroad, or from public or private research centers. Inferring Long-Term Effective Population Size with Mutation–
Selection Models Thibault Latrille
,*,1,2 Vincent Lanore,1 and Nicolas Lartillot1 1Laboratoire de Biometrie et Biologie Evolutive UMR 5558, Universite de Lyon, Universite Lyon 1, CNRS, Villeurbanne, France
2Ecole Normale Superieure de Lyon, Universite de Lyon, Universite Lyon 1, Lyon, France 1Laboratoire de Biometrie et Biologie Evolutive UMR 5558, Universite de Lyon, Universite Lyon 1, CNRS, Villeurbanne, France
2Ecole Normale Superieure de Lyon, Universite de Lyon, Universite Lyon 1, Lyon, France 1Laboratoire de Biometrie et Biologie Evolutive UMR 5558, Universite de Lyon, Universite
2Ecole Normale Superieure de Lyon, Universite de Lyon, Universite Lyon 1, Lyon, France *Corresponding author: E-mail: thibault.latrille@ens-lyon.org. Associate editor: Rasmus Nielsen V
C The Author(s) 2021. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.
org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is
properly cited.
Open Access
Mol. Biol. Evol. 38(10):4573–4587
doi:10.1093/molbev/msab160
Advance Access publication June 30, 2021
4573 Introduction underlying population-genetic parameters (mutation biases,
selective landscapes, effective population size), suggesting the
possibility to infer the past variation of these parameters over
the phylogeny. Independently, ecological properties, such as
phenotypic characters or life-history traits (LHTs) can be ob-
served in extinct or in present-day species. Using the com-
parative method (Felsenstein 1985), these traits can be
reconstructed
for
the
unobserved
ancestral
species. Combined together, genetic and phenotypic ancestral recon-
structions can then be used to unravel the interplay between
evolutionary and ecological mechanisms. Since the realization by Zuckerkandl and Pauling (1965) that
genetic sequences are informative about the evolutionary
history of the species, molecular phylogenetics has developed
into a mature and very active field. A broad array of models
and inference methods have been developed, using DNA
sequences for reconstructing the phylogenetic relationships
among species (Felsenstein 1981), for estimating divergence
times (Thorne and Kishino 2002), or for reconstructing the
genetic sequences of remote ancestors (Liberles 2007). However, genetic sequences might contain information
about other aspects of the evolutionary history and, in par-
ticular, about past population-genetic regimes. Practically, in order to disentangle mutation, selection and
genetic drift, we need to classify individual substitutions into
different categories, differing in the strength of mutation, se-
lection or genetic drift. In protein-coding DNA sequences, the
mutational process occurs at the nucleotide level. Assuming
that synonymous mutations are selectively neutral and that
selection mostly acts at the protein level, synonymous sub-
stitutions can be used to infer the patterns of mutation, Interspecific divergence is the long-term outcome of
population-genetic processes, in which point mutations at
the level of individuals are then subjected to selection and
genetic drift, leading to substitutions at the level of the pop-
ulation. As a result, the substitution patterns that can be
reconstructed along phylogenies are modulated by the V
C The Author(s) 2021. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons. org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is
properly cited. Open Access
Mol. Biol. Evol. 38(10):4573–4587
doi:10.1093/molbev/msab160
Advance Access publication June 30, 2021
4573 Open Access Concerning variation in dN=dS between lineages, and in a
context mostly characterized by purifying selection, the nearly
neutral theory predicts that changes in the global strength of
selection (measured as dN=dS) is related to changes in the
relative strength of genetic drift, which is in turn mediated by
changes in effective population size (Ne) (Ohta 1992). Mechanistically, populations with high Ne are characterized
by more efficient purifying selection against mildly deleterious
mutations, resulting in lower dN=dS (Kimura 1979; Welch et
al. 2008). Codon models allowing for variation in dN=dS across
branches (Yang and Nielsen 1998; Yang 1998, 2007; Dutheil
et al. 2012) have been used to empirically measure such
changes in the efficacy of purifying selection along phyloge-
nies. Alternatively, dN=dS can be modeled as a continuous
trait, varying along the phylogeny as a stochastic process,
splitting at each node of the tree into independent processes
(Seo et al. 2004). Once empirical estimates of the variation in
dN=dS between lineages or groups have been obtained, these
can be compared with changes in Ne across lineages, so as to
test the validity of the predictions of the nearly neutral theory. Independent empirical estimation of Ne is usually done vie
proxies, such as the neutral diversity within species (Galtier
2016), or LHTs. For instance, animal species characterized by a
large body size or an extended longevity are typically expected
to also have a low Ne (Romiguier et al. 2014). Alternatively, a
Bayesian integrative framework has been proposed (Lartillot
and Poujol 2011), extending the approach of Seo et al. (2004),
in which the joint variation in dS, dN=dS and in LHTs or other
proxies of Ne is modeled as a multivariate Brownian process,
with a variance–covariance matrix capturing the signal of
their correlated evolution. Although not directly expressed in terms of this variable,
the mutation–selection formalism induces an equilibrium
dN=dS, which is theoretically lower than 1, thus explicitly
modeling purifying selection (Dos Reis 2015; Spielman and
Wilke 2015). As a result, the mutation–selection codon
framework proved to be a valuable null (nearly neutral)
model, against which to compare the observed dN=dS by
classical codon models, so as to test for the presence of ad-
aptation (Rodrigue and Lartillot 2017; Bloom 2017). p
g
However, these mutation–selection methods have so far
assumed the strength of genetic drift, or equivalently Ne, to be
constant across the phylogeny. Open Access 4573 MBE Latrille et al. . doi:10.1093/molbev/msab160 without any interference contributed by selection. Then, by
comparing the nonsynonymous substitution rate relative to
the synonymous substitution rate (the ratio dN=dS), one can
estimate the global strength of selection acting on proteins. This idea was formalized using phylogenetic codon models
(Goldman and Yang 1994; Muse and Gaut 1994). This led to a
broad range of applications, either to detect proteins under
adaptive selection (Kosiol et al. 2008), or to measure the
modulations of the strength of purifying selection between
sites (Echave et al. 2016), genes (Zhang and Yang 2015), or
lineages (Lartillot and Poujol 2011). addressed in the context of a mechanistic modeling
approach. pp
A first attempt in this direction was proposed by Nielsen
and Yang (2003), using a population-genetic argument to
relate the distribution of dN=dS across sites with the under-
lying distribution of fitness effects. This first approach assumes
that all nonsynonymous mutations at a given site have the
same selection coefficient. As a result of this assumption,
there is a simple, one-to-one mapping between the dN=dS
at a given site and the selection coefficient associated with all
nonsynonymous mutations at that site. In practice, different
nonsynonymous mutations are likely to have different fitness
effects. In this direction, an alternative mutation–selection
codon modeling approach originally proposed by Halpern
and Bruno (1998) explicitly assigns a fitness parameter to
each amino acid. As a result, the substitution rate between
each pair of codons can be predicted, as the product of the
mutation rate and the fixation probability of the new codon,
which is in turn dependent on the fitness of the initial and the
final codons. Since the strength of selection is typically not
homogeneous along the protein sequence, and depends on
the local physicochemical requirements (Echave et al. 2016;
Goldstein and Pollock 2016, 2017), local changes in selective
strength are usually taken into account by allowing for site-
specific amino-acid fitness profiles. Site-specific amino-acid
preferences are typically estimated either by penalized max-
imum likelihood (Tamuri et al. 2012, 2014), or in a Bayesian
context, using an infinite mixture based on a Dirichlet process
prior (Rodrigue et al. 2010; Rodrigue and Lartillot 2014). This
second approach is further considered below. New Approaches To address these questions, here we introduce a variant of the
mutation–selection codon model, in which selection is mod-
ulated along the sequence (using site-specific amino-acid
profiles), whereas the mutation rate (l), the effective popu-
lation size (Ne), and LHTs are allowed to vary along the phy-
logeny (fig. 1). Methodologically, our model is fundamentally
an integration between the Bayesian nonparametric version
of the Halpern and Bruno (1998) mutation–selection model
(Rodrigue and Lartillot 2014), and the molecular comparative
framework modeling the joint evolution of life-history and
molecular traits (Lartillot and Poujol 2011). In the model introduced here, Ne and l are allowed to vary
between species (among branches) as a multivariate geomet-
ric Brownian process, but are assumed constant along the
DNA sequence. Conversely, amino-acid fitness profiles f are
considered constant along the tree but are assumed to vary
across sites, being modeled as independent and identically
distributed random-effects from an unknown distribution
estimated using a Dirichlet process prior. Of note, since Ne
and f are confounded parameters (eq. 3), the effective pop-
ulation size at the root is set to 1 for identifiability of the
fitness profiles. As a result, all values of Ne along the phylogeny
are relative to that of the root, with a value of Ne > 1 reflect-
ing an increase in Ne along the branches (respectively a de-
crease for Ne < 1) compared with the Ne at the root. Formally, the substitution rate (per unit of time) from
codon i to j, denoted Qi;j, is equal to the total rate of mutation
(per unit of time) at the level of the population (2Neli;j)
multiplied by the probability of fixation of the mutation
Pfixði; jÞ: This model was implemented in a Markov Chain Monte
Carlo (MCMC) framework, allowing for joint inference of site-
specific selection profiles and reconstruction of LHTs and
population-genetic regimes along the phylogeny. After vali-
dating our model and our inference framework against sim-
ulated data, we apply it to several cases of interest across
metazoans (placental mammals, primates and isopods), for
which some proxies of Ne are available. Qi;j ¼ 2Neli;jPfixði; jÞ:
(1) (1) In the case of synonymous mutations, which we assumed
are neutral, the probability of fixation is independent of the
original and target codon, and equals 1=2Ne, such that Qi;j
simplifies to: A
B
FIG. 1. Model summary. Open Access This assumption is clearly not
realistic, as attested by the empirically measured variation in
dN=dS between lineages using classical codon models or,
more directly, by the broad range of synonymous neutral
diversity observed across species (Galtier 2016). The impact
of this assumption on the estimation of the fitness landscape
across sites (Rodrigue and Lartillot 2014; Tamuri et al. 2014),
or on the tests for the presence of adaptation (Rodrigue and
Lartillot 2017; Bloom 2017) is totally unknown. Relaxing this
assumption of a constant Ne is thus necessary. Analyses using these approaches and these proxies of Ne
have suggested a negative correlation between dN=dS and Ne
(Popadin et al. 2007; Lanfear et al. 2010; Lartillot and Poujol
2011; Lartillot and Delsuc 2012; Romiguier et al. 2014; Figuet
et al. 2017), thus confirming the theoretical prediction of the
nearly neutral theory. However, the universality and robust-
ness of the correlation between dN=dS and Ne is still debated
(Nabholz et al. 2013; Lanfear et al. 2014; Figuet et al. 2016;
Bolıvar et al. 2019), and further investigation might be re-
quired. Moreover, these analyses do not explicitly formalize
the quantitative relationship between Ne and dN=dS. This
relation is in principle dependent on the underlying fitness
landscape (Cherry 1998; Welch et al. 2008; Goldstein 2011),
and can show complicated behavior due to nonequilibrium
properties (Jones et al. 2017). These questions could be Conversely, since the mutation–selection formalism explic-
itly incorporates Ne as a parameter of the model, extending the
model so as to let Ne vary across lineages is relatively straight-
forward,atleastconceptually.Thisideawas previouslyexplored
in the context of two mechanistic models, relying on the dis-
tribution of dN=dS across sites (Nielsen and Yang 2003) or
accounting for selection on codon usage (Nielsen et al. 2007). 4574 g Long-Term Effective Population Size with Mutation–Selection Models . doi:10.1093/molbev/msab160 Qi;j ¼ li;j:
(2) (2) Doing this in the context of mutation–selection models with
site-specific amino-acid preferences would provide an occasion
to address several important questions: Do we have enough
signal in empirical sequence alignments, to estimate the evo-
lutionary history of Ne along a phylogeny? Can we more gen-
erally revisit the question of the empirical correlations between
Ne and ecological LHTs (longevity, maturity, weight, size, ...),
previously explored using classical dN=dS based models, but
now in the context of this mechanistic framework? Open Access In the case of nonsynonymous mutations, the probability
of fixation depends on the difference in fitness between the
amino acid encoded by the initial and final codons: Qi;j ¼ li;j
4Ne
fAðjÞ fAðiÞ
1 e
4Ne
fAðiÞfAðjÞ
;
(3) (3) where f is a 20-dimensional vector specifying the log-fitness
for each amino acid, and AðiÞ is the amino acid encoded by
codon i. Validation Using Simulations Validation Using Simulations The inference framework was first tested on independently
simulated multiple sequence alignments (MSAs) (see
Materials and Methods). With the aim of applying the infer-
ence method to empirical data sets, the simulation parame-
ters were chosen so as to match an empirically relevant
empirical regime. Thus, the tree topology and the branch
lengths were chosen based on a tree estimated on the mam-
malian data set further considered below. The other aspects
of the simulation model (fitness landscape, variation in Ne)
were then varied along a gradient of increasing complexity, so
as to test the inference framework under increasingly chal-
lenging conditions. The finite population was now modeled explicitly, using a
Wright–Fisher simulator, tracking the frequency of each allele
at the gene level and at each generation along the phylogeny. No recombination was implemented within genes. These
more complex simulation settings account for small popula-
tion size effects, for hitchhiking of weakly deleterious muta-
tions during selective sweep and for background selection
due to linkage disequilibrium. In addition, the effective pop-
ulation size Ne and the mutation rate were allowed to fluc-
tuate continuously along the branches of the tree (changing
by a small amount after each generation of the underlying
Wright–Fisher process). Finally, short-term fluctuations of Ne,
of the order of 20% per generation, were accounted for by
adding a random noise to the Brownian process describing
the long-term evolution of Ne. In spite of these deviations
between the simulation and the inference models, branch
lengths and branch-specific effective population sizes could
again be robustly recovered by the inference framework
(slope of 0.868, r2 ¼ 0:919, fig. 2B and E). A first series of simulations was meant to test the sound-
ness of our inference framework, by simulating essentially
under the model used for inference, although with an inde-
pendently developed software. Thus, the mutation–selection
approximation was assumed to be valid, and sites were sim-
ulated under different fitness profiles empirically determined
(Bloom 2017), and finally, Ne was assumed to undergo dis-
crete shifts at the tree nodes but otherwise to remain con-
stant along each branch. In this context, branch lengths and
branch-specific values of Ne were accurately estimated by our
inference method (fig. 2A and D). Concerning Ne, the slope of
the linear regression between true and estimated branch-
specific Ne is 0.794 (r2 ¼ 0:915). New Approaches (A) Our method requires a (given) rooted tree topology, an alignment of protein-coding DNA and (optionally) quan-
titative life-history trait for the extant species. (B) Relying on a codon model based on the mutation–selection formalism, assuming an autocorre-
lated geometric Brownian process for the variation through time in effective population size (Ne), mutation rate (l), and life-history traits, our
Bayesian inference method estimates amino-acid fitness profilesacross sites, variation in mutation rateand effective population size along the tree,
as well as the node ages and the nucleotide mutation rates. B A B FIG. 1. Model summary. (A) Our method requires a (given) rooted tree topology, an alignment of protein-coding DNA and (optionally) quan-
titative life-history trait for the extant species. (B) Relying on a codon model based on the mutation–selection formalism, assuming an autocorre-
lated geometric Brownian process for the variation through time in effective population size (Ne), mutation rate (l), and life-history traits, our
Bayesian inference method estimates amino-acid fitness profilesacross sites, variation in mutation rateand effective population size along the tree,
as well as the node ages and the nucleotide mutation rates. 4575 Latrille et al. . doi:10.1093/molbev/msab160 Results Ne is expected to undergo continuous changes along the
lineages of the phylogeny. Second, the diffusion approxima-
tion for the probability of fixation (eq. 3) may not hold in
small finite populations. Third, assuming a separate substitu-
tion process for each site is equivalent to assuming no linkage
between sites (free recombination). In practice, however,
there is limited recombination, at least within exons, and
this could induce deviations from the mutation–selection
approximation, due to Hill–Robertson effects. Validation Using Simulations When applied to data simulated using this model, our infer-
ence framework could accurately recover the simulated
branch lengths (fig. 2D). On the other hand, the distribution
of Ne across the tree could not be accurately recovered (slope
of 0.0196, r2 ¼ 0:0122, fig. 2F). In fact, no meaningful varia-
tion in Ne is detected, and the little variation in Ne that is
inferred shows no correlation with the true branch-specific
mean Ne values. This effect can be explained by the predicted
independence of dN=dS, and more generally of the scaled
selection coefficients associated with nonsynonymous muta-
tions, to changes in Ne in this specific model of protein sta-
bility, as shown theoretically by Goldstein (2013). effective population size is likely to show substantial variation
across lineages. This variation in Ne is expected to covary with
LHTs, such that large-bodied species are expected to have
smaller effective population sizes, compared with small-
bodied species. For computational reasons, we restricted our analyses to a
random set 18 of orthologous genes, which are then
concatenated into a single MSA for analysis. Of note, the
mutation–selection model considered here assumes that
the fitness profiles do not change with time. In contrast,
some genes might experience fluctuating fitness landscapes
through time. Such fluctuations are in fact one main cause of
ongoing adaptation (Mustonen and L€assig 2009; Rodrigue
and Lartillot 2017). For that reason, genes for which positive
selection was detected using a site codon model were ex-
cluded from the analysis. To assess the reproducibility of
our inference and check that the signal about variation in
Ne is not driven by particular genes, we analyzed in total four
different concatenated MSA each containing 18 randomly
sampled genes. The different concatenated MSA showed sim-
ilar trends in the change of l and Ne between pairs of rep-
licates (see supplementary, Supplementary Material online). The reconstructed long-term changes in effective popula-
tion size (Ne) is displayed in figure 3. We visually observe a
global trend of increasing Ne throughout the tree around 90
and 60 My. We also observe Ne to be lower in some clades,
such as Cetacea and Camelidae, whereas being higher in other
clades, such as Rodentia and Pecora. In some cases, a decrease
in Ne can be observed along an isolated branch of the tree, for
example on the branches leading to the Alpaca (Vicugna
pacos) or the cheetah (Acinonyx jubatus). Validation Using Simulations As an alternative model of epistasis between sites, a Fisher
geometric model was also considered for the simulations (see
supplementary, Supplementary Material online). The results
under this model are intermediate between simulations with-
out epistasis and simulations under the biophysically inspired
model considered above. More specifically, under data simu-
lated using Fisher’s geometric model, the true and estimated
branch-specific Ne are strongly correlated with each other
(r2 ¼ 0:73). On the other hand, the slope of the correlation
is substantially <1 (0.571). In other words, the trends in Ne
across the tree are correctly recovered, but the range of the
variation in effective population size over the tree is substan-
tially underestimated. As for the branch lengths, they are
again correctly estimated. In summary, our simulation experi-
ments show that our inference framework is reliable in the
absence of model misspecification and is robust to violations
concerning short- versus long-term variation in Ne or to the
presence of empirically reasonable levels of Hill–Robertson
interference. On the other hand, and very importantly, epis-
tasis, which is ignored by the inference model, appears to lead
to a general underestimation of the true variation in Ne, to an
extent that depends on the exact epistatic model but can go
as far as completely obliterating any signal about the true
variation in Ne across the tree in the most extreme situations. p
)
(
y j
)
The estimated covariance matrix (table 1) gives a global
synthetic picture of the patterns of covariation between the
mutation rate per unit of time l, the effective population size
Ne and the three LHTs. First, l covaries negatively with body
mass, age at sexual maturity and longevity (table 1). These
correlations, which were previously reported (Lartillot and
Delsuc 2012; Nabholz et al. 2013) probably reflect generation
time effects (Lanfear et al. 2010; Gao et al. 2016). Similarly, and
more interestingly in the present context, Ne covaries nega-
tively with LHTs (table 1). This is consistent with the expec-
tation that small-sized and short-lived species tend to be
characterized by larger effective population sizes (Romiguier
et al. 2014). Of note, these results mirror previous findings,
based on classical codon models, showing that dN=dS tends
to be positively correlated with LHTs (Lartillot and Delsuc
2012; Nabholz et al. 2013; Figuet et al. 2017). Validation Using Simulations This positive
correlation between dN=dS and LHTs was also recovered on
the present data set, using a classical dN=dS based codon
model (supplementary materials, Supplementary Material
online). Interestingly, the correlation between dN=dS and
LHTs is weaker than the correlation between our inferred
Ne and LHTs, as expected if the variation in dN=dS indirectly
(and imperfectly) reflects the underlying variation in Ne. Finally, Ne and l are positively correlated in their variation
(q ¼ 0:44), which might simply reflect the fact that both
covary negatively with LHTs. The partial-correlation coeffi-
cients (see supplementary, Supplementary Material online) Validation Using Simulations https://academic.oup.com/mbe/article/38/10/4573/6311666 by guest on 11 October 2021 However, the assumptions made for this first round of
simulations are almost certainly violated in practice. First, p
g
These results are encouraging. However, they still rely on
the assumption of a site-independent fitness landscape, A
B
C
D
E
F
FIG. 2. (A–C) Branch lengths in expected number of substitutions per site. (D–F) Ne values across nodes (including the leaves) relative to Ne at the
root. From left to right: Simulation under the mutation–selection approximation (A, D), under a Wright–Fisher model accounting for small
population size effects (5,000 individuals at the root), site linkage and short term fluctuation of Ne (B, E), and finally accounting for site epistasis in
the context of selection for protein stability (C, F). The tree root is 150 My old, where the initial population starts with a mutation rate of 108 per
site per generation and generation time of 10 years. These experiments confirm that signal in the placental mammalian tree can allow to reliably
infer the direction of change in Ne, even if linkage disequilibrium, short term fluctuation of Ne and finite population size effects are not accounted
for in the inference framework. However, the presence of epistasis between sites is a serious threat to the inference of Ne. B A B A C D F D D F E E FIG. 2. (A–C) Branch lengths in expected number of substitutions per site. (D–F) Ne values across nodes (including the leaves) relative to Ne at the
root. From left to right: Simulation under the mutation–selection approximation (A, D), under a Wright–Fisher model accounting for small
population size effects (5,000 individuals at the root), site linkage and short term fluctuation of Ne (B, E), and finally accounting for site epistasis in
the context of selection for protein stability (C, F). The tree root is 150 My old, where the initial population starts with a mutation rate of 108 per
site per generation and generation time of 10 years. These experiments confirm that signal in the placental mammalian tree can allow to reliably
infer the direction of change in Ne, even if linkage disequilibrium, short term fluctuation of Ne and finite population size effects are not accounted
for in the inference framework. However, the presence of epistasis between sites is a serious threat to the inference of Ne. 4576 g Long-Term Effective Population Size with Mutation–Selection Models . Validation Using Simulations doi:10.1093/molbev/msab160 which is equivalent to assuming no epistasis. Yet this assump-
tion is almost certainly violated in practice (Pollock and
Goldstein 2014; Shah et al. 2015). Accordingly, we imple-
mented a more complex, site-dependent fitness landscape
accounting for the selective interactions between sites in-
duced by the 3-dimensional structure of protein. In this
model, the conformational stability of the protein determines
its probability of being in the folded state, which is in turn
taken as a proxy for fitness (Williams et al. 2006; Goldstein
2011; Pollock et al. 2012). Under this evolutionary model, and
at any given time, the fitness landscape at a particular codon
site is dependent on the amino acids that are currently pre-
sent at those sites that are in the vicinity of the focal site in 3D
space (see supplementary, Supplementary Material online). When applied to data simulated using this model, our infer-
ence framework could accurately recover the simulated
branch lengths (fig. 2D). On the other hand, the distribution
of Ne across the tree could not be accurately recovered (slope
of 0.0196, r2 ¼ 0:0122, fig. 2F). In fact, no meaningful varia-
tion in Ne is detected, and the little variation in Ne that is
inferred shows no correlation with the true branch-specific
mean Ne values. This effect can be explained by the predicted
independence of dN=dS, and more generally of the scaled
selection coefficients associated with nonsynonymous muta-
tions, to changes in Ne in this specific model of protein sta-
bility, as shown theoretically by Goldstein (2013). which is equivalent to assuming no epistasis. Yet this assump-
tion is almost certainly violated in practice (Pollock and
Goldstein 2014; Shah et al. 2015). Accordingly, we imple-
mented a more complex, site-dependent fitness landscape
accounting for the selective interactions between sites in-
duced by the 3-dimensional structure of protein. In this
model, the conformational stability of the protein determines
its probability of being in the folded state, which is in turn
taken as a proxy for fitness (Williams et al. 2006; Goldstein
2011; Pollock et al. 2012). Under this evolutionary model, and
at any given time, the fitness landscape at a particular codon
site is dependent on the amino acids that are currently pre-
sent at those sites that are in the vicinity of the focal site in 3D
space (see supplementary, Supplementary Material online). Empirical Experiments We next applied our inference framework to a series of four
empirical data sets spanning different taxonomic groups
within metazoans. As a first empirical case, we considered a
data set of 77 placental mammals, for which complete ge-
nome sequences and information about LHTs is available. Placental mammals offer an interesting example, for which 4577 MBE Latrille et al. . doi:10.1093/molbev/msab160 FIG. 3. Inferred phylogenetic history of Ne (left) and l (right) across placental mammals (posterior mean estimate), based on an analysis of a
concatenation of 18 genes randomly chosen among single-copy orthologs putatively under an exclusively purifying selection regime. Ne estimates
are relative tothevalue ofNe atthe root.The scale forl is per nucleotidesite andper totaltree depth (i.e.,total time fromthe mostrecent common
ancestor to the present). If we assume the root to be 105 My old (Meredith et al. 2011; Kumar et al. 2017), the rescaled mutation rate per site per
year in extant species is between 1:1 1010 and 7:8 109. Icons are adapted from http://phylopic.org. FIG. 3. Inferred phylogenetic history of Ne (left) and l (right) across placental mammals (posterior mean estimate), based on an analysis of a
concatenation of 18 genes randomly chosen among single-copy orthologs putatively under an exclusively purifying selection regime. Ne estimates
are relative tothevalue ofNe atthe root.The scale forl is per nucleotidesite andper totaltree depth (i.e.,total time fromthe mostrecent common
ancestor to the present). If we assume the root to be 105 My old (Meredith et al. 2011; Kumar et al. 2017), the rescaled mutation rate per site per
year in extant species is between 1:1 1010 and 7:8 109. Icons are adapted from http://phylopic.org. Table 1. Correlation Coefficients between Effective Population Size (Ne), Mutation Rate per Site per Unit of Time (l), and Life-History Traits
(maximum longevity, adult weight, and female maturity). Correlation (q)
Ne
l
Maximum Longevity
Adult Weight
Female Maturity
Ne
—
0.439*
–0.525*
–0.544*
–0.47*
l
—
—
–0.832*
–0.835*
–0.833*
Maximum longevity
—
—
—
0.827*
0.845*
Adult weight
—
—
—
—
0.809*
Female maturity
—
—
—
—
—
*NOTE.—Asterisks indicate strength of support of the posterior probability to be different than 0 (pp) as pp > 0:975. able 1. Correlation Coefficients between Effective Population Size (Ne), Mutation Rate per Site per Unit of Time
maximum longevity, adult weight, and female maturity). Discussion Mechanistic phylogenetic codon models express the substi-
tution rates between codons as a function of the mutation
rates at the nucleotide level, selection over amino-acid
sequences and effective population size. Thus far, the devel-
opment of mutation–selection models of the Halpern and
Bruno (1998) family (Rodrigue et al. 2010; Tamuri et al. 2012)
has mostly focused on the question of fully accounting for the
fine-scale modulations of selection between amino-acids and
across sites (Rodrigue et al. 2010; Tamuri et al. 2012). However,
the
issue
of
the
variation
in
the
global
population-genetic regime between species has received
much less attention. In particular, effective population size
(Ne) is expected to vary substantially over the species of a
given clade, yet current mutation–selection models all invari-
ably assume Ne to be constant across the phylogeny. To assess the reproducibility of our inference, we analyzed
in total six different concatenated MSA each containing 12
randomly sampled genes. The six different concatenated
MSA showed similar trends in the change of l and Ne be-
tween pairs of replicates (see supplementary, Supplementary
Material online). A statistical analysis performed on the
pooled estimation of Ne across the six different concatenated
MSA exhibits a statistically significant reduction in Ne for
underground or depigmented species, or for species with vi-
sual impairment (see fig. 4). Of note, the species that did not
undergo a transition to subterranean environments feature a
relative Ne close to 1, meaning that Ne has not changed much
along the lineages (since the root of the tree). Again, the total
range of the inferred variation in Ne across the entire extant
taxa is surprisingly narrow, with ratio of 3.3 at most between
high and low Ne (see supplementary, Supplementary Material
online). Here, we have introduced an extension of the mutation–
selection model that accounts for this variation. When ap-
plied to an alignment of protein coding sequences, this mech-
anistic model returns an estimate of the modulations of
amino-acid preferences across sites. Simultaneously, it recon-
structs the joint evolution of LHTs and molecular and
population-genetic parameters (mutation rate l and effective
population size Ne) along the phylogeny, whereas estimating
the correlation matrix between these variables, intrinsically
accounting for phylogenetic inertia. )
Next, our empirical framework was also applied on a set of
genes sampled across primates, taken from Perelman et al. (2011) and reanalyzed in Brevet and Lartillot (2021). Empirical Experiments een Effective Population Size (Ne), Mutation Rate per Site per Unit of Time (l), and Life-History Traits
female maturity). *NOTE.—Asterisks indicate strength of support of the posterior probability to be different than 0 (pp) as pp > 0:975. As another case study, we analyzed a group of isopod
species that have made multiple independent transitions to
subterranean environments. The transition from a terrestrial
to a subterranean lifestyle is typically associated with a global
life-history and ecological syndrome characterized by a loss of
vision, longer generation times and, most interestingly,
smaller population sizes, due to a lower carrying capacity of
the subterranean environment (Capderrey et al. 2013). Protein coding DNA sequence alignments and qualitative
LHTs, such as habitat (surface or underground), pigmentation
(depigmented, partially depigmented or pigmented), and oc-
ular structure (anophthalmia, microphthalmia, or ocular) are
available for these species (Eme et al. 2013; Saclier et al. 2018). The assumption of a Brownian autocorrelated process for
describing the changes in Ne along the tree may not be so between Ne and LHTs are not significantly different from 0. However, this might simply be due to the very strong corre-
lation between the three LHTs considered here, such that
controlling for any one of them removes most of the signal
contributed by the empirically available variation between
species. Thus, altogether, the inferred trends in Ne across species
appear to be as expected, based on considerations about life-
history evolution. On the other hand, the total range of the
inferred variation in Ne across the entire extant taxa is sur-
prisingly narrow, with one order of magnitude (9.2) at most
between
high
and
low
Ne
(see
supplementary,
Supplementary Material online). This almost certainly repre-
sents an underestimate of the true range of variation across
placental mammals. 4578 g Long-Term Effective Population Size with Mutation–Selection Models . doi:10.1093/molbev/msab160 finding of Brevet and Lartillot (2021) on the same data set
based on dN=dS-based codon models, where the estimated
Ne was found to span several orders of magnitude, and cor-
related positively with pS. well adapted to the present case, since the changes in Ne
associated with the transition to a subterranean environment
are likely to correspond to relatively sudden shifts, rather than
continuous variation, and the ecological correlate (subterra-
nean vs. terrestrial) is not a quantitative trait. Empirical Experiments However, the
data set considered here contains independent transitions to
a subterranean lifestyle, thus offering an opportunity to test
for a potential correlation between inferred Ne variation and
terrestrial versus subterranean lifestyles over the terminal
branches. Discussion In addi-
tion to LHTs (mass, female maturity, generation time and
longevity), information about nuclear synonymous diversity
(pS) and nonsynonymous over synonymous diversity
(pN=pS), are available for 10 species across the data set and
are expected to correlate with Ne according to population
genetics (Eyre-walker and Keightley 2007; Galtier 2016). However, the correlation coefficient between our inferred
Ne and pS or pN=pS and LHTs are not statistically significant,
nor with LHTs (see supplementary, Supplementary Material
online). Again, the total range of the inferred variation in Ne
across the entire tree is narrow, with ratio of 6.4 at most
between high and low Ne. These results contrast with the Reliability of the Inference of the Phylogenetic History
of Ne The reconstructions obtained on several empirical data sets,
in particular in mammals and in isopods, suggest that the
method is able to correctly infer the directional trends of the
changes in Ne across species. In particular, in mammals, the
inferred variation in Ne correlates negatively with body size
and, more generally, with LHTs, as expected under the rea-
sonable assumption that large-bodied mammals would tend A
B
C
FIG. 4. Ne estimation for extant isopods species sorted according to their habitat (A), pigmentation (B), and ocular structure (C). Estimated Ne are
pooled across six different multiple sequence alignments (MSA) each containing 12 randomly sampled genes in isopods species. All three
qualitative traits statistically correlate with changes in Ne in the terminal branches. A A B B C C FIG. 4. Ne estimation for extant isopods species sorted according to their habitat (A), pigmentation (B), and ocular structure (C). Estimated Ne are
pooled across six different multiple sequence alignments (MSA) each containing 12 randomly sampled genes in isopods species. All three
qualitative traits statistically correlate with changes in Ne in the terminal branches. 4579 MBE Latrille et al. . doi:10.1093/molbev/msab160 and more generally the substitution process is virtually insen-
sitive to Ne. This is confirmed by our experiments, showing
that the mutation–selection approach explored here cannot
infer the true variation in Ne under this model. to have smaller effective population sizes (Popadin et al. 2007;
Lartillot and Delsuc 2012; Nabholz et al. 2013; Figuet et al. 2017). Similarly, in isopods, smaller effective population sizes
are inferred in subterranean species, again, as expected
(Capderrey et al. 2013). e
A less extreme outcome is obtained under an alternative
model also implementing epistatic interactions between sites
via Fisher’s geometric model (Tenaillon 2014; Blanquart and
Bataillon 2016). Interestingly, under this model, our inference
framework is able to infer the correct trends of Ne, although
with a substantially underestimated range of inferred varia-
tion, thus mirroring the results obtained on placental mam-
mals. Of note, these results do not necessarily imply that
models based on biophysics are empirically less relevant
than Fisher’s geometric model. Instead, they might just betray
that the response of the substitution process to changes in Ne
may be sensitive to the exact quantitative details of the un-
derlying fitness landscape. More work is probably needed here
to characterize these exact conditions. Reliability of the Inference of the Phylogenetic History
of Ne Nevertheless, our sim-
ulation experiments suggest a global pattern: Epistatic inter-
actions induce a buffering of the response of the substitution
process to changes in Ne. The meaningful correlation patterns
observed with LHTs in the case of placental mammals suggest
that this buffering is not complete. Nevertheless, ignoring
epistatic interactions at the inference level appears to result
in a substantial underestimation of the range over which Ne
varies across species. However, although the changes in Ne are in the expected
direction (negative correlation with body size, weight, and
maturity) (Romiguier et al. 2014), the magnitude of the
changes inferred across the phylogeny is surprisingly narrow
(at most a factor 9.2 in mammals). This range does not match
independent empirical estimates of the variation in mam-
mals, where synonymous diversity varies by a factor at least
10 between species (Galtier 2016). In animals, the synony-
mous diversity roughly spans two orders of magnitude,
whereas Ne varies considerably more across species, by a fac-
tor of 103 (Galtier and Rousselle 2020). For instance, effective
population sizes estimated based on population genomic
data are of the order of 10,000 in humans (Li and Durbin
2011), and 100,000 in mice (Geraldes et al. 2008). Thus, clearly,
our approach underestimates the true variation. Different
mechanisms not accounted for by the model could explain
this result. First, genetic hitchhiking, Hill–Robertson interference, and
short-term fluctuations of Ne could generate this effect. However, inference conducted on alignments simulated un-
der a Wright–Fisher model accounting for linkage and for
short-term variation in Ne suggests that empirically reason-
able levels of Hill–Robertson interferences are not strong
enough to explain this observation, at least in the regimes
explored. Second, l and Ne could also be fluctuating along
the genome (Ellegren et al. 2003; Gossmann et al. 2011; Eyre-
Walker and Eyre-Walker 2014). This assumption needs to be
tested, though we expect that relaxing this assumption would
not change drastically the magnitude of inferred Ne since
some of this fluctuation should be absorbed by the inferred
site-specific fitness profiles. Third, the DNA sequences could
also be misaligned at some sites. However, we observe the
same magnitude of inferred Ne for different sets of genes
indicating this might not be the primary reason. Fourth, the
genes selected in our alignments could be under adaptive
evolution, or their function could have changed. Reliability of the Inference of the Phylogenetic History
of Ne However,
at least in mammals, the impact of this potential problem was
minimized by the use of genes for which no positive selection
was detected using standard phylogenetic codon site models. Interestingly, the magnitude of the inferred range of Ne
variation is similar for the placental and the primate data sets
(with a 9-fold and 6-fold variation in mammals and primates,
respectively), whereas one would have expected a much
larger range of variation over the broader phylogenetic scale
of placental mammals, compared with primates. An explana-
tion could be that the effects of epistasis are more apparent at
longer time-scales. Indeed, the total number of substitutions
from root to leaves is greater, and as a result, the local envi-
ronment, and therefore the fitness landscape at the level of
each site, has been less stable across the phylogeny. Although modeling epistasis in an inference framework is a
complex biological, mathematical and computational prob-
lem, our work points to a potential signal of epistasis that
could be retrieved in a phylogenetic context. More specifi-
cally, since the slope of the response of the substitution pro-
cess to changes in Ne appears to be informative about the
epistatic regime, then, conversely, by relying on independent
estimates of Ne (e.g., using polymorphism), this effect could
be used to leverage a quantitative estimate of the statistical
distribution of epistatic effects. g
p y g
Finally, one key assumption of the mutation–selection
model that is likely to be violated in practice is the assump-
tion of site-independence. In reality, epistasis might be prev-
alent in protein coding sequence evolution (Pollock and
Goldstein 2014; Shah et al. 2015). Our simulations under an
epistatic landscape point to epistasis being a major factor to
be investigated. Indeed, Ne could not be appropriately esti-
mated under these simulation settings, although the out-
come more specifically depends on the exact model for the
fitness landscape. An extreme case is obtained using a bio-
physically inspired model, assuming purifying selection for
conformational stability. This model was previously explored
using simulations and theoretical developments Goldstein
(2013), and it was shown that, under this model, dN=dS Other methods have recently been developed to recon-
struct phylogenetic changes in Ne. For example, a method
recently developed uses polymorphism and generation time
for some present-day species to reconstruct Ne along the
phylogeny, based on a classical (dN=dS-based) codon model
(Brevet and Lartillot 2021). Reliability of the Inference of the Phylogenetic History
of Ne This method implicitly relies on a
nearly neutral model, assuming a fixed and gamma-shaped
distribution of fitness effects across nonsynonymous muta-
tions. The approach is calibrated using fossils, and as a result,
returns estimates of the absolute value of Ne and of its phy-
logenetic variation. Here, in contrast, our method requires 4580 g Long-Term Effective Population Size with Mutation–Selection Models . doi:10.1093/molbev/msab160 strength of drift, in a context where, ultimately, the signal
about the intensity of drift comes from the rate of nonsynon-
ymous substitutions relative to that of synonymous substitu-
tions. However, this purely phylogenetic approach does not
leverage a second aspect of Ne at the population level,
namely, the fact that Ne also determines the levels of neutral
genetic diversity that can be maintained (p ¼ 4Neu, where u
is the mutation rate per generation). Hence, neutral diversity
yields an independent empirical estimate of Ne. In principle,
our mechanistic model could be extended so as to incorpo-
rate polymorphism data within species at the tips of the
phylogeny. A similar method has been previously pioneered
in the case of three species and using a distribution of fitness
effect (Wilson et al. 2011). More generally, the nearly neutral
theory of evolution defines a long-term Ne, which might be
different from the short-term definition of Ne (Platt et al. 2018). Thus we could ask if empirical independent estima-
tions of Ne from within species (based on genetic diversity)
and between species (based on the substitution process) are
congruent, and if not, what are the mechanisms responsible
for this discrepancy. neither generation times nor polymorphism data, and the
fitness effects are not constrained to a specific distribution. On the other hand, the inferred effective population sizes are
only relative. Potential Applications and Future Developments
Apart from reconstructing the phylogenetic history of Ne and
investigating its causes and covariates, another potentially
interesting application of our approach is in detecting adap-
tation. In this direction, mutation–selection models represent
a useful null nearly neutral model, explicitly modeling the
background of purifying selection acting over protein coding
genes. Adaptation can then be detected by measuring the
deviation from this null model (Rodrigue and Lartillot 2017;
Bloom 2017). However, by assuming a constant Ne along a phylogeny,
the statistical power of this approach to detect sites under
adaptive evolution may not be optimal. Reliability of the Inference of the Phylogenetic History
of Ne In particular, the site-
specific fitness profiles inferred by the model are averaged
along the phylogeny and are seemingly more diffuse than
those estimated profiles under our present framework (see
supplementary materials, Supplementary Material online). Thus, our method should provide a better null model of
purifying selection against which to test for the presence of
adaptive evolution. Notwithstanding theoretical considerations on the nearly
neutral theory of evolution, empirical clues about the long-
term trends in the modulations of the intensity of genetic
drift opens up a large diversity of ecological and evolutionary
questions. Spatial and temporal changes of genetic drift along
ecological niches and events can now be investigated, so as to
disentangle the underlying evolutionary and ecological
pressures. This approach can be further extended in other directions. First, the mutation rate (l) is considered site-invariant, an
assumption which could be relaxed by introducing site-
specific mutation rate to account for variation in mutation
rate along the sequence. Second, currently, our model also assumes no selection on
codon usage. In the case of primates or placental mammals,
this assumption is probably reasonable (Yang and Nielsen
2008), although it is more questionable for other groups, in
particular Drosophila (Duret and Mouchiroud 1999; Plotkin
and Kudla 2011). In principle, this assumption can be relaxed
by implementing selective codon preferences that are shared
across all sites (Nielsen et al. 2007). Such an implementation
would provide the advantage of estimating codon usage
biases, whereas simultaneously accounting for its confound-
ing effect when estimating selection on amino-acids and in-
terspecific variation in Ne. Materials and Methods In the model presented here, Ne and l and quantitative traits
are allowed to vary between species (among branches) as a
multivariate geometric Brownian process, but assumed con-
stant along the DNA sequence. Conversely, amino-acid fitness
profiles are assumed to vary across sites, but are considered
constant along the tree. The model makes several assump-
tions about the evolutionary process generating the observed
alignment. First, the species tree topology is supposed to be
known, and each gene should match the species tree, mean-
ing genes are strict orthologs (no paralogs and no horizontal
transfers). Second, there is no epistasis (interaction between
sites), such that any position of the sequence has its own
independent evolutionary process and a substitution at one
position does not affect the substitution process at other
positions. Third, from a population genetics perspective, we
assumed sites of the protein to be unlinked, or equivalently
the mutation rate is low enough such that there is neither
Hill–Robertson interference nor genetic hitchhiking. Fourth,
polymorphism is ignored in extant species. Third, providing a computationally more efficient imple-
mentation of the model would be important for broader
application. Currently, running the program on an MSA of
18 mammals genes (77 extant species, and on the order of
15,000 nucleotide sites) for 4,000 iterations of the chain (1,000
are left as burn-in) takes approximately 2–4weeks of compu-
tations, which is quite long although still accessible for rea-
sonably small data sets. Increasing the computational
efficiency could be achieved by several means: First, parallel-
izing the program could be achieved by dispatching genes
over multiple cores. Second, a large fraction of the computing
time is spent in updating the fitness profiles, and thus, fixing
them to empirical values or using pre-estimated profiles un-
der a constant Ne would lead to a substantial acceleration. The parameterization of the models is described as a
Bayesian hierarchical model, including the prior distributions
and the parameters of the model. This hierarchical model is
formally represented as directed acyclic graph, depicted in
figure 5. Finally, estimating Ne in a mutation–selection phyloge-
netic model relies on the relation between Ne and the relative 4581 MBE Latrille et al. . doi:10.1093/molbev/msab160 FIG. 5. Directed acyclic graph (DAG) of dependencies between variables. Nodes of the directed acyclic graph are the variables, and edges are the
functions. Materials and Methods Hyper-parameters are depicted in red circles, random variables in blue circles, and transformed variables in black. Blue dashed line
denotes a drawing from a random distribution, and black solid lines denote a function. All the nodes pointing toward a given node (upstream) are
its dependencies which determine its distribution. The other way around, following the arrows in the DAG (downstream), simple prior
distributions are combined together to form more complex joint prior distribution which ultimately defines the prior distribution of the model. FIG. 5. Directed acyclic graph (DAG) of dependencies between variables. Nodes of the directed acyclic graph are the variables, and edges are the
functions. Hyper-parameters are depicted in red circles, random variables in blue circles, and transformed variables in black. Blue dashed line
denotes a drawing from a random distribution, and black solid lines denote a function. All the nodes pointing toward a given node (upstream) are
its dependencies which determine its distribution. The other way around, following the arrows in the DAG (downstream), simple prior
distributions are combined together to form more complex joint prior distribution which ultimately defines the prior distribution of the model. The general time-reversible nucleotide matrix is normal-
ized such that the total flow equals to 1: Nucleotide Mutation Rates The generalized time-reversible nucleotide mutation rate ma-
trix R is a function of the nucleotide frequencies r and the
symmetric exchangeability rates q (Tavare 1986). r ¼ ðrA;
rC; rG; rTÞ is the equilibrium base frequency vector, giving
the frequency at which each base occurs at each site. q ¼ ð
qAC; qAG; qAT; qCG; qCT; qGTÞ is the vector of exchangeabil-
ities between nucleotides. Altogether, the rate matrix is: X
a2fA;C;G;Tg
raRa;a ¼ 1:
(8) (8) Site-Dependent Selection R ¼
A
C
G
T
qACrC
qAGrG
qATrT
qACrA
qCGrG
qCTrT
qAGrA
qCGrC
qGTrT
qATrA
qCTrC
qGTrG
0
B
B
B
B
B
B
B
B
@
1
C
C
C
C
C
C
C
C
A
:
(4) Site-specific amino-acid fitness profiles are assumed i.i.d. from
a mixture model, itself endowed with a truncated Dirichlet
process prior. Specifically, the mixture has K components
(K ¼ 50 by default). The prior on component weights (h)
is modeled using a stick-breaking process, truncated at K and
of parameter b: (4) h eStickBreakingðK; bÞ () hk ¼ wk
Y
k1
a¼1
ð1 waÞ; k
2 f1; ... ; Kg; By definition, the sum of the entries in each row of the
nucleotide rate matrix Ris equalto 0, giving the diagonalentries: Ra;a ¼
X
b6¼a;b2fA;C;G;Tg
Ra;b:
(5) (5) (9) where wk are i.i.d. from a beta distributioN The prior on the exchangeabilities q is a uniform Dirichlet
distribution of dimension 6: wk Betað1; bÞ; k 2 f1; ... ; Kg:
(10) (10) q Dirð1; 1; 1; 1; 1; 1Þ:
(6) (6) Of note, the weights decrease geometrically in expectation,
at rate b, such that lower values of b induce more heteroge-
neous distributions of weights. The prior on the equilibrium base frequencies r is a uni-
form Dirichlet distribution of dimension 4: Each component of the mixture defines a 20-dimensional
fitness profile /ðkÞ (summing to 1), for k 2 f1; . .. ; Kg. These
fitness profiles are i.i.d. from a Dirichlet of center c and con-
centration a: r Dirð1; 1; 1; 1Þ:
(7) (7) 4582 g Long-Term Effective Population Size with Mutation–Selection Models . doi:10.1093/molbev/msab160 /ðkÞ Dirðc; aÞ; k 2 f1; . .. ; Kg:
(11) Along a branch b 2 f1; . .. (11) Site
allocations
to
the
mixture
components
jðzÞ 2 f1; ... ; Kg, for z 2 f1; .. . ; Zg running over the Z
sites of the alignment, are i.i.d. multinomial of parameter h: Site
allocations
to
the
mixture
components
jðzÞ 2 f1; ... ; Kg, for z 2 f1; .. . ; Zg running over the Z
sites of the alignment, are i.i.d. multinomial of parameter h: m MultinomialðhÞ;
(12) (12) m MultinomialðhÞ;
(12)
wheremk ¼
X
z2f1; ...; Zg
1jðzÞ¼k:
(13) wheremk ¼
X
z2f1; ...; Zg
1jðzÞ¼k:
(13) (13) Bðb#ÞeN ðBðb"Þ; DTðbÞRÞ; b 2 f1; .. . ; 2P 2g:
(17) (17) For a given parameter configuration for the mixture, the
Malthusian fitness selection coefficients f ðzÞ at site z, is
obtained by taking the logarithm of the fitness profile
assigned to this site: The Brownian process at the root of the tree is uniformly
distributed, except for the first component fixed to 0 for
identifiability (see above). The prior on the covariance matrix
is an inverse Wishart distribution, parameterized by j¼ 1 and
with q ¼ L þ 1 degrees of freedom: fðzÞ ¼ lnð/
jðzÞÞÞ; z 2 f1; ... ; Zg:
(14) (14) R Wishart1ðjI; qÞ:
(18) (18) We are interested in approximating the expected substi-
tution rates between codons over the branch. Ideally, under
the Brownian process just described, the rates of substitution
between codons are continuously changing through time. Also, even conditional on the value of Ne at both ends, the
Brownian path along the branch entails a random compo-
nent, leading to complicated integral expressions for substi-
tution rates (Horvilleur and Lartillot 2014). Here, a branchwise
approximation is used (Lartillot and Poujol 2011), which con-
sists of first deriving an approximation for the mean Ne along
the branch, conditional on the values of Ne at both ends, and
then using this mean branchwise Ne to define the codon
substitution rates. Dated Tree The topology of the rooted phylogenetic tree is supposed to
be known and is not estimated by the model. The model
estimates the dates at which branches split, thus the dated
tree requires P 2 internal node ages that are free parame-
ters, where P is the number of extant taxa (leaves of the tree). By definition, leaf ages are all set to 0. The root age is set
arbitrarily to 1, but if fossils data are also available the dated
tree can be rescaled into absolute time using cross-
multiplication. A uniform prior is assumed over internal
node ages TðnÞ; n 2 fP þ 1; . .. ; 2P 2g. g
;
f
;
;
g
The duration DTðbÞ represented by a given branch b, for
b 2 f1; .. . ; 2P 2g is defined as the difference in ages be-
tween the oldest node at the tip of the branch Tðb"Þ, and the
youngest node Tðb#Þ: In the case of geometric Brownian process, the most likely
path (or geodesic) from Bðb"Þ to Bðb#Þ is the straight line, and
therefore, it would make sense to take the mean value of eBðnÞ
along this geodesic. We then have NðbÞ
e
and lðbÞ for each
branch b 2 f1; . .. ; 2P 2g of the tree: DTðbÞ ¼ Tðb"Þ Tðb#Þ:
(15) (15) NðbÞ
e
¼ eBðb#Þ
1
eBðb"Þ
1
Bðb#Þ
1
Bðb"Þ
1
;
lðbÞ ¼ eBðb#Þ
2
eBðb"Þ
2
Bðb#Þ
2
Bðb"Þ
2
:
8
>
>
>
>
>
<
>
>
>
>
>
:
(19) Branch Dependent Traits Nucleotide Mutation Rates ; 2P 2g of the tree, a geo-
metric Brownian process starts at the oldest node at the tip of
the branch (b"), and ends at the youngest node (b#). The rate
of change of the geometric Brownian process per unit of time
is constant and determined by the positive semidefinite and
symmetric covariance matrix R. Thus the distribution at node
b# of Bðb#Þ is multivariate Gaussian, with mean equals to the
Brownian process sampled at the oldest node Bðb"Þ, and var-
iance DTðbÞR: (11) Branch Dependent Traits Branch Dependent Traits The effective population size Ne and mutation rate per unit of
time l are assumed to evolve along the phylogeny, and to be
correlated. If quantitative LHTs are also available for some
nodes of the tree (leaves and/or internal nodes), they are
also assumed to evolve along the phylogeny and to be cor-
related between them, and with Ne and l. The total number
of traits is noted L, when counting Ne, l and all user-defined
LHT (denoted X). Their variation through time is modeled by
an L-dimensional geometric Brownian process B. By conven-
tion, the first component of the log-Brownian corresponds to
Ne, and the second component to l. Thus: (19) Codon Substitution Rates The mutation rate between codons i and j, denoted li;j
depends on the underlying nucleotide change between the
codons. First, if codons i and j are not nearest-neighbors, li;j is
equal to 0. Second, if codons i and j are only one mutation
away,
Mði; jÞ
denotes
the
nucleotide
change
(e.g.,
MðAAT; AAGÞ ¼ TG), and li;j is given by the underlying
nucleotide relative rate (RMði;jÞ) scaled by the mutation
rate per time (l). Technically, the 4-dimensional nucleotide
relative rate matrix (R) is normalized such that we expect one
substitution per unit of time, hence the scaling by l. B1ðtÞ ¼ lnNeðtÞ;
B2ðtÞ ¼ lnlðtÞ;
Bkþ2ðtÞ ¼ lnXkðtÞ; k 2 f1; .. . ; Lg:
8
>
>
<
>
>
:
(16) (16) The effective population size at the root is set to 1 for
identifiability of the fitness profiles. 4583 4583 MBE Latrille et al. . doi:10.1093/molbev/msab160 then switching to the uniformization approach of Rodrigue
et al. if the first round has failed). For a given branch b and a given site z, the codon substi-
tution rate (per unit of branch lenght) matrix Qðb;zÞ is given
by: Then, we write down the probability of H given the
parameters, and finally, we collect all factors that depend
on some parameter of interest and make some simplifica-
tions. This ultimately leads to relatively compact sufficient
statistics (see supplementary, Supplementary Material online)
allowing for fast numerical evaluation of the likelihood
(Irvahn and Minin 2014; Davydov et al. 2017). Bayesian Implementation To test the robustness of the model, four parameterized
simulators were developed: SimuDiv, SimuPoly, SimuFold, &
SimuGeo. All four simulators use a geometric Brownian mul-
tivariate process to model the changes in the mutation rate
per generation, the generation time and Ne along the lineages. SimuDiv, SimuFold, & SimuGeo all simulate point substitu-
tions along the phylogenetic tree. In our simulations, the tree
is
composed
of
77
species
(see
supplementary,
Supplementary Material online), the tree root is 150 million
years old, the initial mutation rate is 108 per site per gener-
ation and the initial generation time is 10years. The simulator
starts from an initial sequence at equilibrium, composed of
15,000 codon sites. The change in fitness is computed for all
possible mutations, hence computing all strictly positive sub-
stitution rates. At each point, the next substitution is chosen
proportional to these rates using in Gillespie’s algorithm
(Gillespie 1977). At each node, the process is split, and finally
stopped at the leaves of the tree. SimuPoly simulates explicitly
each generation along the phylogeny under a Wright–Fisher
population, consisting of three steps: Mutation, selection and
genetic drift of currently segregating alleles. Mutations are
drawn based on a user-defined nucleotide matrix, where
our simulations used a symmetric time-reversible mutation
matrix. Drift is induced by the multinomial resampling of the
currently segregating alleles. We assume that the DNA Bayesian inference was conducted using MCMC. Most phy-
logenetic MCMC samplers target the distribution over the
model parameters given the sequence alignment, which
means that they have to repeatedly invoke the pruning algo-
rithm to recalculate the likelihood which is most often the
limiting step of the MCMC. An alternative, which is used here,
is to do the MCMC conditionally on the detailed substitution
history H, thus doing the MCMC over the augmented con-
figuration (H, D), under the target distribution obtained by
combining the mapping-based likelihood with the prior over
model parameters. The key idea that makes this strategy efficient is that the
mapping-based likelihood depends on compact summary
statistics of H, leading to very fast evaluation of the likelihood. On the other hand, this requires to implement more complex
MCMC procedures that have to alternate between: (1)
sampling H conditionally on the data and the current
parameter configuration. (2)
resampling the parameters conditionally on H. Branch Dependent Traits ; Lg can
be obtained from the covariance matrix R: Together, the probability of transition between codons for
a given branch b and site z is: Together, the probability of transition between codons for
a given branch b and site z is: qa;b ¼
Ra;b
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Ra;aRb;b
p
:
(23) (23) Pðb;zÞ ¼ elðbÞQðb;zÞ;
(22) (22) This correlation coefficient is then averaged over the pos-
terior distribution, and statistical support is assessed based on
the posterior probability of having a positive (or negative)
value for the coefficient. which are the matrices necessary to compute the likelihood
of the data (D) given the parameters of the model using the
pruning algorithm. Branch Dependent Traits As an example,
making an MCMC move on the Ne at a given node of the tree
is faster since only the mapping-based likelihood (using path
sufficient statistics) at the neighboring branches of the node is
necessary, instead of computing the likelihood for the entire
tree. Qðb;zÞ
i;j
¼ 0 if codons i and j are not nearest neighbors;
Qðb;zÞ
i;j
¼ RMði;jÞ if codons i and j are synonymous;
Qðb;zÞ
i;j
¼ RMði;jÞ
4NðbÞ
e ðfðzÞ
AðjÞ fðzÞ
AðiÞÞ
1 e4NðbÞ
e ðfðzÞ
AðiÞfðzÞ
AðjÞÞ if i and j are nonsynonymous
Qðb;zÞ
i;i
¼
X
61
j6¼i;j¼1
Qðb;zÞ
i;j
:
8
>
>
>
>
>
>
>
>
>
>
>
>
>
<
>
>
>
>
>
>
>
>
>
>
>
>
>
:
(
) Qðb;zÞ
i;j
¼ RMði;jÞ if codons i and j are synonymous; Qðb;zÞ
i;j
¼ RMði;jÞ
4NðbÞ
e ðfðzÞ
AðjÞ fðzÞ
AðiÞÞ
1 e4NðbÞ
e ðfðzÞ
AðiÞfðzÞ
AðjÞÞ if i and j are nonsynonymous
>
>
>
>
<
>
>
>
> Qðb;zÞ
i;i
¼
X
61
j6¼i;j¼1
Qðb;zÞ
i;j
: (20) MCMC are run for 4,000 points and the first 1,000 points
are discarded as burn-in. Convergence is then assessed (see
supplementary, Supplementary Material online) by compar-
ing two independent chains, checking that both site-specific
fitness and branch Ne have the same posterior mean. We see from this equation that, f and Ne are confounded,
such that increasing the effective population size whereas
decreasing the fitnesses by the same factor leads to the
same substitution rate. The branch lengths lðbÞ are defined as the expected num-
ber of neutral substitutions per DNA site along a branch: Correlation between Traits
The correlation between trait a and trait b 2 f1; .. . ; Lg can
be obtained from the covariance matrix R: Correlation between Traits
The correlation between trait a and trait b 2 f1; .. . ; Lg can
be obtained from the covariance matrix R: Correlation between Traits Correlation between Traits lðbÞ ¼ lðbÞDTðbÞ:
(21) (21) The correlation between trait a and trait b 2 f1; .. . Acknowledgments De Magalh~aes JP, Costa J. 2009. A database of vertebrate longevity
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Tristan Lefebure for sharing the isopods phylogeny, align-
ments, and life-history traits. We also thank Philippe Veber
for insightful discussion on mutation–selection models and
software development. We gratefully also acknowledge the
help of Nicolas Rodrigue, Laurent Gueguen, Benoit Nahbolz,
Laurent Duret, Richard Goldstein, Carina Farah Mugal, and
Julien Yann Dutheil for their advice and review concerning
this manuscript. We also thank the editor and three anony-
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helped us to improve the manuscript and the analysis. This
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(last accessed June 06, 2021), as well as scripts and instructions
necessary to reproduce the simulated and empirical experi-
ments. The Bayesian inference model, written in Cþþ in the
component based (Lanore 2019) software BayesCode, is avail-
able at https://github.com/ThibaultLatrille/bayescode (last
accessed June 06, 2021). The simulators written in Cþþ are
available
at
https://github.com/ThibaultLatrille/SimuEvol
(last accessed June 06, 2021). Supplementary materials de-
scribing additional analysis are available online. Bayesian Implementation To implement the mapping-based MCMC sampling strat-
egy, we first sample the detailed substitution history H for all
sites along the tree. Several methods exist for doing this
(Nielsen 2002; Rodrigue et al. 2008), which are used here in
combination (first trying the accept-reject method of Nielsen, 4584 g Long-Term Effective Population Size with Mutation–Selection Models . doi:10.1093/molbev/msab160 sequence is composed of exons, with no linkage between
exons, and total linkage of sites within an exon. Moreover,
in SimuPoly, the instant value of log-Ne can also be modeled
as a sum of a geometric Brownian process and an Ornstein–
Uhlenbeck
process. The
geometric
Brownian
motion
accounts for long-term fluctuations, whereas the Ornstein–
Uhlenbeck introduces short-term fluctuations. In SimuDiv
and SimuPoly, each codon site contributes independently
to the fitness depending on the encoded amino acids,
through site-specific amino-acid fitness profiles experimen-
tally determined (Bloom 2017). In SimuFold, the fitness of a
sequence is computed as the probability of the protein to be
in the folded state. SimuFold is a Cþþ adaptation of a Java
code previously published (Goldstein and Pollock 2016, 2017),
where we also allow for changes in Ne and l along a phylo-
genetic
tree. Supplementary
materials,
Supplementary
Material online describe the simulations in more details,
with parameters and configurations used to produce align-
ments, as well as performance of the inference model against
them. the branch and site heterogeneous Bayesian Monte Carlo in
BayesCode. T.L. and N.L. both contributed to the writing of
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English
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Olfaction in <i>Parkin</i> carriers in Chinese patients with Parkinson disease
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Brain and behavior
| 2,017
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cc-by
| 5,587
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K E Y W O R D S gene, olfaction, Parkin, Parkinson disease, Sniffin’ Sticks test Ying Wang1,* | Jian-Jun Wu1,2,* | Feng-Tao Liu1 | Kui Chen1 | Chen Chen1 |
Su-Shan Luo1 | Yi-Xuan Wang1 | Da-ke Li1 | Rong-Yuan Guan1 | Yu-Jie Yang1 |
Yu An3 | Jian Wang1
| Yi-Min Sun1 Ying Wang1,* | Jian-Jun Wu1,2,* | Feng-Tao Liu1 | Kui Chen1 | Chen Chen1 |
Su-Shan Luo1 | Yi-Xuan Wang1 | Da-ke Li1 | Rong-Yuan Guan1 | Yu-Jie Yang1 |
Yu An3 | Jian Wang1
| Yi-Min Sun1 1Department and Institute of
Neurology, Huashan Hospital, Fudan
University, Shanghai, China
2Department of Neurology, Jing’an District
Center Hospital of Shanghai, Shanghai, China
3Institute of Biomedical Sciences, Medical
School, Fudan University, Shanghai, China Funding information Funding information
National Natural Science Foundation of China,
Grant/Award Number: 81571232, 81401048
and 81371413; Project from Ministry of
Science and technology of China, Grant/
Award Number: 2016YFC1306500; Project
from Science and Technology Commission of
Shanghai Municipality, Grant/Award Number:
15ZR1435800 Results: There were 68 patients found having a negative result in PD genetic testing
and 43 patients carrying homozygous or compound heterozygous Parkin mutations. Among them, 49 PD panel negative patients and 33 PD-Parkin patients had results of
olfactory assessment. PD-Parkin patients performed significantly better on the Sniffin’
Sticks tests than panel negative patients (8.0 ± 1.7 vs. 5.7 ± 1.9, p < .001), but still
worse compared to healthy controls (9.4 ± 1.5, p = .003). These differences persisted
after adjusting for confounders. Conclusions: Among Chinese population, PD-Parkin patients had relatively preserved
olfaction compared to PD panel negative patients after eliminating the interference of
other PD related genes, but were still worse than healthy controls. Received: 9 January 2017 | Revised: 10 February 2017 | Accepted: 13 February 2017 Received: 9 January 2017 | Revised: 10 February 2017 | Accepted: 13 February 2017 Received: 9 January 2017 | Revised: 10 February 2017 | Accepted: 13 February 2017
DOI: 10.1002/brb3.680 DOI: 10.1002/brb3.680 Abstract Abstract
Background: Olfactory identification was reported to be better among PD (Parkinson
disease) patients with Parkin mutations, but previous studies didn’t eliminate the inter-
ference of other PD related genes on olfaction, and whether olfaction of Parkin muta-
tions patients was better in Chinese population was still unknown. Objective: To assess olfaction function among PD patients with Parkin mutations in
Chinese population. Background: Olfactory identification was reported to be better among PD (Parkinson
disease) patients with Parkin mutations, but previous studies didn’t eliminate the inter-
ference of other PD related genes on olfaction, and whether olfaction of Parkin muta-
tions patients was better in Chinese population was still unknown. ference of other PD related genes on olfaction, and whether olfaction of Parkin muta
tions patients was better in Chinese population was still unknown. Objective: To assess olfaction function among PD patients with Parkin mutations in
Chinese population. Objective: To assess olfaction function among PD patients with Parkin mutations in
Chinese population. Correspondence
Yi-Min Sun and Jian Wang, Department and
Institute of Neurology, Huashan Hospital,
Shanghai, China. E
il
2504@ i Correspondence
Yi-Min Sun and Jian Wang, Department and
Institute of Neurology, Huashan Hospital,
Shanghai, China. Emails: ys2504@sina.com;
wangjian336@hotmail.com Materials and Methods: A total of 226 PD patients with a positive family history or an
early-onset age (<50 years) were enrolled for genetic testing of PD related genes by
target sequencing and multiple ligation-dependent probe amplification. The clinical
data including olfactory function test were investigated. Linear regression was per-
formed to adjust for the covariates between all groups. (Daniel & Lees, 1993). The written informed consent was obtained
from each subject after the aims and protocol was fully explained. The
project was approved by the Huashan Hospital Institutional Review
Board. were associated with the presence of incidental Lewy bodies in the
brains of decedents without Parkinsonism or dementia during life
(Ross et al., 2006). Parkinsonism associated with Parkin gene mutation was one of
the most common familial forms of PD, which was characterized by
early onset of symptoms (mainly before age 50), slow progression,
elective dopaminergic neuronal loss and the absence of Lewy bodies
(Gouider-Khouja et al., 2003; Lucking et al., 2000; Mizuno, Hattori, &
Matsumine, 1998). Based on the special clinical and pathological fea-
tures, Parkin mutation causing Parkinsonism has been postulated as
a different disease entity compared to idiopathic PD (Doherty et al.,
2013; Khan et al., 2004). While impaired olfaction was frequently
associated with PD, olfactory identification was reported to be bet-
ter among patients with Parkin mutations (Alcalay et al., 2011; Malek
et al., 2016). This was in line with pathologic findings in PD patients
that Parkin mutation carriers showed less extensive distribution of
Lewy bodies, which might not follow Braak staging and spares olfac-
tory structures (Doherty et al., 2013; Gouider-Khouja et al., 2003;
Hayashi et al., 2000). 2.3 | Variant analysis The variants on the exonic and splicing sites (within 100 bp of a splice
junction) were analyzed. Mutation reads <5 and mutation frequency
<30% were filtered out. Synonymous variant and the variants whose
allele frequencies were higher than 1% in 1000Genome, ESP6500
and inhouse databases were excluded. HGMD professional (RRID:
SCR_001888) and Clinvar (http://www.ncbi.nlm.nih.gov/clinvar) da-
tabase (RRID: SCR_006169) were used to detect the pathogenic level
of the variants. The variants not included in these two databases were further
classified by the American College of Medical Genetics and Genomics
and the Association for Molecular Pathology (ACMG) Standards using
the terms of ‘pathogenic’, ‘likely pathogenic’, ‘uncertain significance
(VUS)’, ‘likely benign’ and ‘benign’ (Richards et al., 2015). 2.1 | Subject New and follow-up PD patients with a positive family history or an
early-onset age (<50 years), were enrolled consecutively from the
Movement Disorders Clinic at Huashan Hospital from June 1, 2014
to April 30, 2016 for genetic testing. The clinical materials of these
patients were investigated retrospectively especially for the olfactory
assessment. Thirty-four gender matched subjects were voluntarily
recruited from the community as controls, who had no neurological
disorders, psychiatric disorders or sinonasal diseases. All evaluations and tests were carried out in those PD patients after at
least 12 hr withdrawal of dopaminergic medication. A detailed assess-
ment of clinical materials, neurologic examination including Hoehn
and Yahr scale, Unified Parkinson disease rating scale (UPDRS) motor
examination were done as previously reported (Xiong et al., 2016). 2.2 | Genetic testing and variant analysis A panel of 40 PD related genes including Parkin was designed (Table
S1). The genetic analysis was carried out by target sequencing and
multiple ligation-dependent probe amplification (MLPA) as previ-
ously reported (Huang et al., 2013). Briefly, all exons and their cor-
responding flanking regions of the genes in the panel were selected
as target regions. DNA (Deoxyribonucleic Acid) from the peripheral
blood of the patients was prepared as an Illumina sequencing library
which were enriched for these target regions. The captured librar-
ies were then sequenced using IlluminaNextSeq500 Sequencer with
a sequencing depth of 200 × . The raw data was then compared to
the reference sequence provided by Mygenostics Inc by standardized
procedures (Huang et al., 2013). Khan and colleagues first assessed whether olfactory function
differed in Parkin related PD patients compared with early onset PD
patients (EOPD) in 2004, and found that olfaction scores of Parkin
group were better than EOPD group (Khan et al., 2004). Alcalay and
colleagues further compared olfaction between Parkin single het-
erozygotes and compound heterozygotes. Among PD patients, com-
pound heterozygotes had higher University of Pennsylvania Smell
Identification Test scores (UPSIT) than heterozygotes or noncarriers
(Alcalay et al., 2011). Until now, whether Parkin mutation carriers in
Chinese population had the same olfaction manifestation as Caucasian
populations was still unknown. Previous studies about olfaction func-
tion in patients of PD with Parkin mutations only excluded several spe-
cial genes’ interference (Alcalay et al., 2011; Khan et al., 2004; Malek
et al., 2016). Whether the patients carried other PD related genes that
might influence olfaction was not clear. In addition, their sample size
was relatively small. In order to assess olfaction function in Parkin re-
lated PD patients among Chinese population, we evaluated olfactory
function in a cohort of Chinese PD patients with Parkin mutations by a
gene panel containing all known PD related genes. The variants on all suspected variants were further confirmed by
sanger sequencing using standardized procedure. The MLPA was carried out by the kit of SALSA MLPA probemix
P051-D1/P052-D2 Parkinson (MRC-Holland) according to the proto-
col provided by the manufacture. 1 | INTRODUCTION License, which permits use, distribution and reproduction in any medium,
diagnosis by at least 4 years (Ross et al., 2008). Olfaction test has
been proposed as a useful tool for screening those who have a higher
risk for development of PD later (Chaudhuri, Healy, & Schapira, 2006;
Ross et al., 2008). Neuropathological advances suggested that the ol-
factory system was among the earliest brain regions involved in PD
(Del Tredici, Rub, De Vos, Bohl, & Braak, 2002) and olfactory deficits Olfactory impairment is one of the earliest manifestations of id-
iopathic Parkinson disease (PD), which could predate a clinical Brain and Behavior. 2017;7:e00680.
| 1 of 7
https://doi.org/10.1002/brb3.680
wileyonlinelibrary.com/journal/brb3
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. Brain and Behavior published by Wiley Periodicals, Inc. (Del Tredici, Rub, De Vos, Bohl, & Braak, 2002) and olfactory deficits
*Ying Wang and Jian-Jun Wu contributed equally to this work. | 1 of 7
wileyonlinelibrary.com/journal/brb3 2 of 7 WANG et al. Gudziol, & Mackay-Sim, 2007). The test was conducted on bilateral
nostrils. Each stick was held approximately 2 cm in front of the nostrils
for 2–3 s, with an interval of 20–30 s between each stick. The patient
identified a smell by selecting one out of four possible answers from
multiple choice standard cards as previously reported (Huang et al.,
2016). Test scores ranged from 0 to 12 and higher scores indicate bet-
ter olfaction. All examiners were unaware of the genetic status of the
participants at the time of recruitment and thereafter. Gudziol, & Mackay-Sim, 2007). The test was conducted on bilateral
nostrils. Each stick was held approximately 2 cm in front of the nostrils
for 2–3 s, with an interval of 20–30 s between each stick. The patient
identified a smell by selecting one out of four possible answers from
multiple choice standard cards as previously reported (Huang et al.,
2016). Test scores ranged from 0 to 12 and higher scores indicate bet-
ter olfaction. All examiners were unaware of the genetic status of the
participants at the time of recruitment and thereafter. to group II. And the 34 controls from community were included in
group III. The detailed procedure was shown in Figure 1. The clinical details of patients in group I, group II and group III were
shown in Table 1. Age at onset was significantly earlier and disease du-
ration was significantly longer in group II. There were no statistic dif-
ference in UPDRS III (p = .818), Hoehn and Yahr stage (p = .193), LEDD
(p = .100), gender (p = .898), family history (p = .342), MMSE (p = .952)
and education (p = .631) between group I and group II. Olfactory examination was conducted at least 1 hr after the last
cigarette, meal or beverage. Patients with sinonasal disorders or a cold
were not tested. 2.6 | Statistical analysis Demographics and clinical characteristics were compared among the
PD-Parkin patients and PD panel negative patients. Student t test
was used for continuous value, and χ2 test for categorical data as ap-
propriate. Age and olfaction performance were compared among the
PD-Parkin patients, PD panel negative patients and healthy controls
using one way ANOVA, and the post hoc tests were conducted by
Bonferroni multiple comparison tests. Multiple forward linear re-
gression analyses were used to adjust for the covariates between
all the groups, including current age, education, Mini-Mental State
Examination (MMSE), and levodopa equivalent daily dose (LEDD). p < .05 was considered significant. All analyses were performed with
SPSS version 22.0 statistical software (RRID: SCR_002865). Patients in group II were further categorized by compound het-
erozygotes and homozygotes, but we didn’t find any significant differ-
ence in olfaction scores between them (p = .222). Though statistical
significance was not found between the Parkin single heterozygotes
and Parkin homozygotes/compound heterozygotes due to the small
number of heterozygotes (n = 6), the mean olfaction score of hetero-
zygotes was lower than that of the patients in group II (5.3 vs. 8.0). 3.3 | Olfaction assessment in PD
patients and controls Group II performed significantly better (8.0 ± 1.7) than group I
(5.7 ± 1.9) on the Sniffin’ Sticks test scores (p < .001), despite longer
disease duration (Figure 2 and Table 1). In a linear regression model
including all PD patients, the PD-Parkin patients were associated with
higher olfaction scores when compared with the PD panel negative
patients (p = .005), after adjustment for age, education, MMSE and
LEDD. In addition, the olfaction test scores were still significantly
lower in the PD-Parkin patients compared with healthy controls
(p = .003), and the differences persisted after adjustment for age
(p = .001) (Figure 2 and Table 1). 4 | DISCUSSION The average sequencing depth of the target region was 417.8× and
the mean percentage of the target region covered at least 20× or 10×
was 92.45% or 96.57% respectively. 625 exons were sequenced with
5 (0.8%) exons having reads depth below 10× (Table S2). These areas
were mainly in repetitive or GC rich area. Parkin related PD had clinical and pathologic features that might show
varying degrees of difference with idiopathic PD (Doherty et al., 2013). Young onset age, more symmetric involvement, dystonia at presenta-
tion, brisk deep tendon reflexes, a good response to levodopa therapy
(Lohmann et al., 2003; Lucking et al., 2000), and more symmetric and
more marked reduction of dopamine uptake on 123I FP-CIT SPECT
scan (DaTSCAN) were found in Parkin-related disease (McNeill et al.,
2013). Parkin mutation carriers (homozygotes or compound heterozy-
gotes) also showed better cognitive and motor performance than non-
carriers, suggesting a slower disease progression (Alcalay et al., 2014). Our study found that the PD-Parkin group had relatively preserved
olfaction compared with the PD panel negative group in Chinese PD
patients after eliminating the interference of other PD related genes,
which further supported the hypothesis that Parkin-related PD was a
different clinicopathologic entity to idiopathic PD. 2.5 Olfactory function test was performed with a 12-item Sniffin’ Sticks
tests, according to the manufacturer’s instructions (Hummel, Kobal, The diagnosis of PD was according to the United Kingdom
Parkinson’s Disease Society Brain Bank criteria for idiopathic PD WANG et al. 3 of 7 3.2 | Sample characteristics Statistical significance was not
found between the Parkin heterozygotes and Parkin homozygotes/
compound heterozygotes due to the small number of heterozygotes,
but the mean olfaction score of heterozygotes was lower than that of
the patients in group II, which was consistent with previous reports
that heterozygous Parkin mutations is regard as risk factors of PD
(Alcalay et al., 2011; Malek et al., 2016). Previous study found that the mean UPSIT score in Parkin patients
with early-onset Parkinsonism was higher than the Parkin-negative
group (Khan et al., 2004). Later, a US study showed that olfaction
in young onset PD was related to Parkin mutation status, and those
with compound heterozygous mutations had preserved olfactory
function, unlike those with single heterozygous mutations and non-
carriers (Alcalay et al., 2011). However, all the previous studies only
detected and excluded certain genes. Whether other undetected PD
related genes had an influence on the olfaction manifestation was not
clear. In our study, we compared olfactory function among patients
with PD grouped by the Parkin mutation status and found that olfac-
tory function was better in the patients harboring 2 Parkin mutations
compared to those PD panel negative patients, but still worse than
healthy controls. According to our findings, the mean onset age and
disease duration was significantly longer in the PD-Parkin group than
the PD-panel negative group. However, olfactory test scores were in-
dependent of the disease stage and duration (Doty, Deems, & Stellar,
1988). Thus, the different total olfaction scores between the two
groups were not due to the different onset age and disease duration. In our study, the genes were detected by the target sequencing and
MPLA, which could identify both sequence and dosage mutations in
patients with PD. Our control group of Parkin negative patients re-
ferred to those with no mutations or variants ranked as pathogenic,
likely pathogenic or VUS detected by the panel, thus eliminated
the interference of other genes on olfaction (Marras et al., 2011;
Saunders-Pullman et al., 2011). This was the most significant differ-
ence from previous studies (Alcalay et al., 2011; Malek et al., 2016). Limitations of our study included its sample size and heterozy-
gote number, which did not allow us to analyze the olfaction in the
single heterozygotes and carriers with 2 Parkin mutations, separately. Another limitation of our study was that the clinical materials of the
patients were investigated retrospectively. 3.2 | Sample characteristics A total of 226 PD patients met the criteria of age at onset <50 or
positive family history and enrolled in the current study. According to
the genetic testing, 68 patients had no mutations or variants ranked
as pathogenic, likely pathogenic or VUS detected by the panel. 43 pa-
tients carried homozygous and compound heterozygous Parkin muta-
tions only. The other 115 patients were with 1) other causative PD
mutations or 2) risk variants (including two patients with both Parkin
single heterozygous mutation and other PD-related risk variants, six
patients with single heterozygous mutation) or 3) variants ranked as
likely pathogenic or VUS or 4) homozygous Parkin mutations plus one
other PD-related risk variant (one patient). Olfaction had been the subject of few prior studies with detailed
Parkin mutation analysis in patients with PD (Alcalay et al., 2011;
Malek et al., 2016). Assessing olfactory function in Parkin related PD
was important for a better understanding of the underlying patho-
physiology and for the clinical recognition of the Parkin phenotype. Among all the PD panel negative and PD-Parkin patients, 49 (group
I) and 35 had results of olfactory assessment. Two PD-Parkin patients
were excluded for the history of rhinopolyp. The rest 33 were assigned 4 of 7 |
WANG et al. FIGURE 1 Enrollment scheme of the study WANG et al. WANG et al. 4 of 7 FIGURE 1 Enrollment scheme of the study We also had olfaction scores of healthy people as an internal control
group. Meanwhile, this was the first study about olfaction in a cohort
of Chinese patients with Parkin-linked PD with a large sample size. Thus, our data strongly supported that the preserved olfaction in the
PD patients harboring 2 Parkin mutations compared to idiopathic PD
was one component of a wider pattern of distinguishing features. We
didn’t find any significant difference in the olfaction scores between
the compound heterozygotes and homozygotes (p = .222). This was
consistent with previous reports that harboring 2 Parkin mutations
typically lead to juvenile-onset or early-onset forms of PD (Abbas
et al., 1999; Lucking et al., 2000). 3.2 | Sample characteristics Group II)
p-value (Group II vs. Group III)
p-value (Group I vs. Group III)
Olfaction score
5.7 ± 1.9 (2–9)
8.0 ± 1.7 (5–11)
9.4 ± 1.5 (6–12)
<.001a
<.001b
.003b
<.001b
Current age (years)
50.3 ± 10.9 (17–73)
35.1 ± 7.4 (24–49)
62.7 ± 3.7 (57–73)
<.001a
<.001b
<.001b
<.001b
Age at onset
45.4 ± 10.7 (13–66)
25.1 ± 5.7 (14–41)
–
–
<.001
–
–
Disease duration (months)
60.7 ± 40.5 (9–193)
119.1 ± 71.3 (19–280)
–
–
<.001
–
–
Male sex (% male)
35 (71)
24 (73)
24 (71)
.981
.898
.846
.934
Family history (%)
23 (47)
12 (36)
–
–
.342
–
–
Education (years)
11.6 ± 3.4 (5–19)
12.0.±3.3 (6–17)
–
–
.631
–
–
Hoehn & Yahr stage
2.2 ± 0.7 (1–4)
2.4 ± 0.6 (1–4)
–
–
.193
–
–
UPDRS–III (“off” medication)
34.2 ± 13.2 (6–64)
34.9 ± 12.6 (14–68)
–
–
.818
–
–
LEDD (mg/day)
479.3 ± 400.6 (0–2251.2)
348.4 ± 252.6 (0–1100)
–
––
.100
–
–
MMSE score
27.9 ± 2.3 (19–30)
28.0 ± 2.0 (23–30)
–
–
.952
–
–
UPDRS, Unified Parkinson’s Disease Rating Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. 2 UPDRS, Unified Parkinson’s Disease Rating Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. Data were shown as mean ± SD (range) except where indicated. All statistical analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless stat
aOne way ANOVA bPost hoc tests were conducted by Bonferroni multiple comparison test nt daily dose; PD, Parkinson disease. l analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless
comparison test FIGURE 2 Scatter diagram of olfaction scores in Parkinson
disease (PD) panel negative group, PD-Parkin group and healthy
controls. **p < .01, ***p < .001 Better performance on the olfaction scores might reflect a dif-
ferent distribution of pathology among the Parkin positive patients
compared with the negative patients. In PD, degeneration of the
olfactory nucleus with impairment of smell starts early in Braak
stageI(Braak et al., 2003) and was thought to be specific for Lewy
body-type neurodegeneration. 3.2 | Sample characteristics Though the patients were
collected continuously, the olfaction data was not, which meant not
all the PD patients had an olfactory examination. For the data analysis
in our study, we chose the patients with results of both genetic test
and olfactory assessment, retrospectively. Prospective studies were
needed to confirm our results in the future. | 5 of 7
FIGURE 2 Scatter diagram of olfaction scores in Parkinson
disease (PD) panel negative group, PD-Parkin group and healthy
controls. **p < .01, ***p < .001 WANG et al. 5 of 7 UPDRS, Unified Parkinson’s Disease Rating Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. Data were shown as mean ± SD (range) except where indicated. All statistical analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless stated otherwise
aOne way ANOVA bPost hoc tests were conducted by Bonferroni multiple comparison test Better
ferent dis
compared
olfactory
stageI(Bra
body-type
extensive
not follow
et al., 201
preserved
Parkin mu
formation
familial-lin
synphilin-
(Chung et
patients w
anism for
only neuro
.9 ± 2.3 (19–30)
28.0 ± 2.0 (23–30)
–
–
.952
–
–
ting Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. except where indicated. All statistical analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless stated otherwise
e conducted by Bonferroni multiple comparison test. FIGURE
disease (P
controls. * f
f
f
s
a
ease Rating Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. (range) except where indicated. All statistical analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless stated otherwise
sts were conducted by Bonferroni multiple comparison test. RS, Unified Parkinson’s Disease Rating Scale; LEDD, levodopa equivalent daily dose; PD, Parkinson disease. were shown as mean ± SD (range) except where indicated. All statistical analyses were done by t tests for continuous variables and by χ2 test for categorical variables as appropriate unless stated otherwise
way ANOVA. bPost hoc tests were conducted by Bonferroni multiple comparison test. TABLE 1 Demographics, disease characteristics and olfaction performance of PD panel negative group, PD-Parkin group and healthy controls
PD panel negative group
(Group I) (n = 49)
PD-Parkin group (Group II)
(n = 33)
Healthy controls (Group III)
(n = 34)
p-value (Three
groups)
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disease. Brain Behav. 2017;7:e00680. https://doi. org/10.1002/brb3.680 How to cite this article: Wang Y, Wu J-J, Liu F-T, et al. Olfaction in Parkin carriers in Chinese patients with Parkinson
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Probing three-dimensional mesoscopic interfacial structures in a single view using multibeam X-ray coherent surface scattering and holography imaging
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Nature communications
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Article https://doi.org/10.1038/s41467-023-39984-3 1X-ray Science Division, Argonne National Laboratory, Lemont, IL 60439, USA. 2Deutsches Elektronen-Synchrotron (DESY), Notkestr. 85, 22607
Hamburg, Germany. 3Present address: Department of Materials Science and Engineering, University of Virginia, Charlottesville, VA 22904, USA.
e-mail: mqichu@anl.gov; wangj@anl.gov Article linear-accelerator-based X-ray free-electron laser facilities14, lensless
X-ray coherent diffraction imaging (CDI) has become a popular
microscopic method in materials and biological sciences11,15. For iso-
lated objects such as single nanocrystalline particles, the Bragg
diffraction-based CDI (BCDI)16,17 can probe 3D strain distribution and
dynamics during structural transformation18–20. Ptychographic X-ray
computed tomography is effective in reconstructing extended sam-
ples such as integrated circuits1,21–23 and neuronal reconstruction24. Thanks to the weak interaction between hard X-rays and most of the
materials on nano, micro, and even macro scales, conventional trans-
mission and Bragg CDI reconstruction methods can take fulladvantage
of kinematic analysis (or BA), as the 3D structure can be resolved but
requires scanning numerous projection angles. The reconstruction
algorithm uses iterative Fourier transforms (FT) and inverse FTs,
operated over the form factors of the subject in real and reciprocal
spaces11. As a result, the X-ray coherent imaging methods, including
theory,
instrumentation,
and
applications,
have
been
growing
rapidly25–28. Specifically, speckles and their intensity distributions are significantly
distorted near the critical angle of the TER, which is, in turn, sensitive
to the depth-dependent structural characteristics in 3D. With surface
patterns minimally perturbing the electric field intensity profile in the
in-plane direction, Yang and Sinha developed a rigorous algorithm to
reconstruct the 3D sample structures using the DWBA approach44,
where an in-plane homogeneous electric field is assumed. On the other
hand, in the CSSI measurements, the sizeof the coherent X-rayprobe is
comparable with the sample dimension. The samples consisting of
high-density materials can significantly alter the electric field dis-
tribution in the off-the-plane direction and in the plane locally. As a
result, the average lateral electric field assumption in the conventional
DWBA becomes insufficient, even after considering the partial coher-
ence effects45. Thus, the analysis assuming an in-plane homogeneous
electric-field profile cannot treat the general coherent scattering cases. On the other hand, Lloyd’s-mirror interferences were observed in
radio waves, lasers, and soft X-rays, with applications such as plasma
density measurement and surface metrology46–49. Thus far, Lloyd’s
mirror-based holography involves the inference with the incident (or
primary) waves (beams) in the bright field. Generally, conventional
holography uses a plane wave or a known wavefront as the reference
beam to generate the hologram and reconstruct the real-space
images50. Article Due to the high coherence, sensitivities to chemical and
magnetic properties, and easiness of wavefront manipulation, most of
the holographic methods have been developed in soft X-ray and EUV
regimes, and they rely on computationalmethods to retrieve the phase
information to reconstruct 2D or 3D real-space images51–57. With hard
X-rays, it is more challenging to generate small and high-flux (and
coherent) plane waves as the reference for studying micro- or nano-
size samples. Thus far, most hard X-ray holography has used the
interference of X-ray-induced fluorescence to study single-crystal
structures58–61. One of the recent examples is by Jiang et al. extending
the fluorescence holography from a simple X-ray mirror case62 to a
one-dimensional X-ray waveguide, which resulted in characterizing
nanoparticle diffusion with sub-nm resolution in real-time63. For probing surface/interface structures, the transmission scat-
tering geometry will not be applicable. For decades, surface X-ray
scattering techniques have been developed to interrogate substrate-
supported structures, owing to their sensitivity to buried interfaces
and the easiness of adapting in situ sample environments29,30. For
example, X-ray reflectivity can reveal the electron density profile in the
direction perpendicular to a thin film with a sub-nm resolution31,32. And
grazing-incident small- and wide-angle X-ray scattering (GISAXS/
WAXS) provides thin films’ in-plane and off-the-plane structural
information in either crystalline or non-crystalline forms33,34. Taking
advantage of high-coherence X-ray sources, the coherent surface
scattering imaging (CSSI) technique35 provides ideal tools to recon-
struct surface/interface structures in 3D using scattering data in the
kinematic regime in grazing-incidence geometry. g
g
g
g
y
In CDI and ptychography, specimens are either free of or isolated
from
substrates. To
accommodate
transmission
measurement,
substrate-supported samples, such as integrated circuits, must be
prepared with intrusive micromachining processes. However, the
supporting substrates of mesoscale planar structures are often an
integral part of the sample for enabling functionalities, which can also
be used to enhance the measurements, as demonstrated in this work. The grazing-incidence X-ray surface scattering offers distinct advan-
tages by allowing more convenient and non-invasive sample prepara-
tion than transmission electron and X-ray microscopy36. Unlike in
transmission geometry, at surfaces and interfaces, the interference
between the incident, scattered, and reflected X-rays can generate
multiple scattering scenarios, such as standing waves37 and guided
surface waves38–41, which can be harnessed to provide the depth sen-
sitivity for revealing buried structures with nm or even sub-nm spatial
resolution. Article However, such strong surface-induced multiple scattering,
for example, total external reflection (TER), analogous to total internal
reflection in optical fibers, can make the surface scattering complex
and render the conventional kinematic approximation ineffective. Fundamentally, quantitative analysis of X-ray (or radiations of other
wavelengths) scattering at surfaces and interfaces for determining 3D
mesostructures requires solving Maxwell’s equations with complex
boundary conditions. To understand surface scattering in the con-
ventional X-ray scattering regime, Sinha et al. developed distorted-
wave Born approximation (DWBA) to solve surface roughness effects
statistically, as reported in their 1988 seminal work, which has made an
enormous impact over more than 30 years42. Jiang et al. extended the
DWBA method to situations where the surface and interface structures
significantly alter the distribution of electric fields at surfaces43, in a
model-dependent fashion for resolving the statistical structure infor-
mation in the sample’s lateral directions. In the case of CSSI, the
scattering and reflection waves near the TER in either or both incident
and exit directions generate dominating multibeam scattering. In this work, to overcome these difficulties of gaining true 3D
morphological information from coherent surface scattering, we
develop a finite-element DWBA (FE-DWBA) approach using a 3D grid
system to compute the scattering from highly heterogenous surface
structures in a self-consistent and accurate fashion. The FE-DWBA
approach is validated by experimental data from 3D patterns in both
simple and complex forms–revealing a quantitative agreement
between simulation and experiment results. The FE-DWBA simula-
tions allow us to discover the holographic nature of surface scat-
tering in grazing-incidence geometry, arising from interference
between the two most prominent surface scattering paths. This
resembles Lloyd’s mirror interference concept but differs dis-
tinctively from previously proposed experimental themes. The
holographic imaging demonstrated here is from the interference
between the scattering wave from the 3D planar pattern at the sur-
face and its reflection from the substrate. The interfering waves,
traveling along the sample/substrate horizon and significantly away
from the primary and reflected X-ray beam directions, form dark-
field, high-contrast, and low-noise holographic patterns that contain
all 3D information of the sample morphology in a single-view image. With the surface holography concept, we demonstrate that we can
unlock the 3D information accurately with a first-principles calcula-
tion using the interference of the two scattering paths with a mod-
ified free-propagation approach. Probing three-dimensional mesoscopic
interfacial structures in a single view using
multibeam X-ray coherent surface scattering
and holography imaging Miaoqi Chu
1
, Zhang Jiang1, Michael Wojcik1, Tao Sun
1,3,
Michael Sprung
2 & Jin Wang
1 Miaoqi Chu
1
, Zhang Jiang1, Michael Wojcik1, Tao Sun
1,3,
Michael Sprung
2 & Jin Wang
1 Visualizing surface-supported and buried planar mesoscale structures, such as
nanoelectronics, ultrathin-film quantum dots, photovoltaics, and hetero-
geneous catalysts, often requires high-resolution X-ray imaging and scattering. Here, we discovered that multibeam scattering in grazing-incident reflection
geometry is sensitive to three-dimensional (3D) structures in a single view,
which is difficult in conventional scattering or imaging approaches. We
developed a 3D finite-element-based multibeam-scattering analysis to decode
the heterogeneous electric-field distribution and to faithfully reproduce the
complex scattering and surface features. This approach further leads to the
demonstration of hard-X-ray Lloyd’s mirror interference of scattering waves,
resembling dark-field, high-contrast surface holography under the grazing-
angle scattering conditions. A first-principles calculation of the single-view
holographic images resolves the surface patterns’ 3D morphology with nan-
ometer resolutions, which is critical for ultrafine nanocircuit metrology. The
holographic method and simulations pave the way for single-shot structural
characterization for visualizing irreversible and morphology-transforming
physical and chemical processes in situ or operando. Surface/interface phenomena associated with mesoscale and low-
dimensional materials are of great interest to scientists and engi-
neers for establishing structure–function relationships. These sys-
tems include but are not limited to, planar nanoelectronic circuits1,
hierarchical mesoscale surface structures2, thin-film-based quantum
dots3 and photovoltaic4, heterogeneous catalysts5, biological mem-
branes, and supramolecules6–8, where observation in situ, operando,
and in real-time is important. In addition, scientific and technological
applications
of
surface/interface
fabrication
and
manipulation
require precise determination of mesoscale 3D structures from tens
micrometers down to sub-nanometers (sub-nm) in heterogeneous and non-periodical systems that control the functionality of the
devices. Probing structures and dynamics with nanometer (nm) spatial
resolution usually requires X-ray scattering and imaging techniques,
thanks to the short wavelength. The Bragg diffraction from crystals9
and small-angle scattering10 from non-periodical materials are usually
analyzed by assuming kinematic scattering using Born approximation
(BA) under weak perturbations. This approach has been proven pow-
erful in non-destructive structural characterization for vast scientific
and technological applications11,12. With the advent of coherent X-ray
sources provided by modern storage-ring-based synchrotron13 and Nature Communications| (2023) 14:5795 Nature Communications| (2023) 14:5795 Nature Communications| (2023) 14:5795 1 https://doi.org/10.1038/s41467-023-39984-3 Article Nature Communications| (2023) 14:5795 Results The coherent scat-
tering image near the reflection spot (qx = 0 and qy = 0) resembles the
kinematic scattering from a rectangular pattern in transmission geo-
metry. As shown in Fig. S1c, d, the oscillatory intensity along qx and qy
directions is the signature of the pattern length (70 µm) along and the
width (4 µm) perpendicular to the X-ray beam, respectively. Although
the single incident angle speckle pattern contains a limited qz con-
tribution in the kinematic regime, the oversampling from data is
insufficient to reconstruct the sample structure in the z-direction. The
kinematic scattering patterns taken at a series of incident angles are
the base for reconstructing the surface structure in 3D, using the FT
methods as demonstrated in ref. 35, which is not the subject of this
work. Rather, the focus of this study is the large area in Fig. 1b (in
αf 2θ space) where αf < 0.4°, where the momentum transfer in the
z-direction cannot be defined by Eqs. S1–S3 and a simple qz due to
multibeam scattering and interference, or dynamical scattering
effects. Note the intense scattering speckles in the region just above
the horizon (αf slightly larger than 0) well below the Si and Au critical
angles. This low exit-angle region below the critical angles, from 0 to
0.3° as highlighted in the box and magnified in Fig. 1c, should not have
contained intense scattering because of the optical reciprocity. Instead, the strong scattering near the sample/substrate horizon is
linked to the surface waveguide phenomena41,64 due to the substrate-
induced multibeam interference, analogous to standing waves gener-
ated above an X-ray mirror below or near the critical angle, the focus of
this work. Furthermore, high-intensity, high-contrast speckle fringes Article The analysis is tested with a simple
but true 3D sample by varying thicknesses across the surface. The
holographic calculation captures all the tell-tale features of the 3D
micro-patterns with unprecedented nm or sub-nm spatial resolution. Reproducing these features by a finite-element-based numerical
simulation may be difficult, if not impossible, due to the computa-
tional cost and simulation limitations. Nature Communications| (2023) 14:5795 2 Article https://doi.org/10.1038/s41467-023-39984-3 Fig. 1 | X-ray coherent surface scattering imaging (CSSI) of an ultrathin gold
single micro-bar pattern supported by a flat silicon substrate. a Reflective
scattering geometry (drawn not to scale) showing the grazing-incident angle (αi)
of the coherent X-ray beam impinging onto the surface pattern, the reflected and
scattered X-rays at an exit angle (αf), and azimuthal scattering angle (2θ). The
cartesian coordinate systems are fixed at the sample surface: x along the X-ray
beam direction, y parallel to the surface and perpendicular to the beam, and z
perpendicular to the substrate surface (out-of-plane). b CSSI scattering pattern
recorded by an EIGER X4M detector placed 5 m away from the sample. The pixels
are converted linearly to the scattering angles (αf and 2θ), which are the para-
meters or coordinators used in most of the simulations in this work. c Close-up of
the scattering pattern in a low-αf and high-2θ region, where the intensity is
dominated by multibeam scattering interference in the dashed-line box in
panel b. Fig. 1 | X-ray coherent surface scattering imaging (CSSI) of an ultrathin gold
single micro-bar pattern supported by a flat silicon substrate. a Reflective
scattering geometry (drawn not to scale) showing the grazing-incident angle (αi)
of the coherent X-ray beam impinging onto the surface pattern, the reflected and
scattered X-rays at an exit angle (αf), and azimuthal scattering angle (2θ). The
cartesian coordinate systems are fixed at the sample surface: x along the X-ray
beam direction, y parallel to the surface and perpendicular to the beam, and z perpendicular to the substrate surface (out-of-plane). b CSSI scattering pattern
recorded by an EIGER X4M detector placed 5 m away from the sample. The pixels
are converted linearly to the scattering angles (αf and 2θ), which are the para-
meters or coordinators used in most of the simulations in this work. c Close-up of
the scattering pattern in a low-αf and high-2θ region, where the intensity is
dominated by multibeam scattering interference in the dashed-line box in
panel b. Results the detector intercepts the Ewald sphere in the grazing-incidence
reflection geometry35. The scattering pattern from the simple bar
sample can be related to the sample form factors more easily when
remapped from the (αf ,2θ) coordinates into the conventional reci-
procal space or the qx – qy plane using Eqs. S1–S3. The coherent scat-
tering image near the reflection spot (qx = 0 and qy = 0) resembles the
kinematic scattering from a rectangular pattern in transmission geo-
metry. As shown in Fig. S1c, d, the oscillatory intensity along qx and qy
directions is the signature of the pattern length (70 µm) along and the
width (4 µm) perpendicular to the X-ray beam, respectively. Although
the single incident angle speckle pattern contains a limited qz con-
tribution in the kinematic regime, the oversampling from data is
insufficient to reconstruct the sample structure in the z-direction. The
kinematic scattering patterns taken at a series of incident angles are
the base for reconstructing the surface structure in 3D, using the FT
methods as demonstrated in ref. 35, which is not the subject of this
work. Rather, the focus of this study is the large area in Fig. 1b (in
αf 2θ space) where αf < 0.4°, where the momentum transfer in the
z-direction cannot be defined by Eqs. S1–S3 and a simple qz due to
multibeam scattering and interference, or dynamical scattering
effects. Note the intense scattering speckles in the region just above
the horizon (αf slightly larger than 0) well below the Si and Au critical
angles. This low exit-angle region below the critical angles, from 0 to
0.3° as highlighted in the box and magnified in Fig. 1c, should not have
contained intense scattering because of the optical reciprocity. Instead, the strong scattering near the sample/substrate horizon is
linked to the surface waveguide phenomena41,64 due to the substrate-
induced multibeam interference, analogous to standing waves gener-
ated above an X-ray mirror below or near the critical angle, the focus of
this work. Furthermore, high-intensity, high-contrast speckle fringes the detector intercepts the Ewald sphere in the grazing-incidence
reflection geometry35. The scattering pattern from the simple bar
sample can be related to the sample form factors more easily when
remapped from the (αf ,2θ) coordinates into the conventional reci-
procal space or the qx – qy plane using Eqs. S1–S3. Experiment setup To illustrate and use the dynamical scattering effect from the sample
and substrate near the critical angle, we first designed a simple sample
so that all sample features and form factors are identifiable in a single
scattering image at any grazing-incidence angle. The 3D surface pat-
tern consists of an electron-beam-lithography patterned gold (Au) bar
with dimensions of 4.0-µm width, 70-µm length, and 55-nm thickness,
deposited onto polished silicon (Si) substrate with the 5-nm titanium
(Ti) adhesive layer. The preparation of the samples is described in
more detail in Methods. Coherent surface scattering imaging of this
sample was performed at P10, a dedicated coherent scattering beam-
line at the PETRA III synchrotron facility, using an X-ray photon energy,
E, of 8.0 keV (wavelength λ = 0:155 nm). At this wavelength, the incre-
ments of the refractive index of Si and Au are 7:67 × 106 and
4:77 × 105, resulting in critical angles of 0.22° and 0.56°, respectively. The monochromatic and coherent X-ray beam was focused to 1.7 × 3.5
(V × H, full-width-at-half-maximum, FWHM) µm2 using a set of com-
pound refractive lenses. The detector is an EIGER X 4M with 75 × 75 µm2
pixels placed 5.0 m downstream from the sample. As shown in Fig. 1a,
X-rays impinge on the sample at an incident angle of αi = 0:6, above
both critical angles. The coordinate system is described in more detail
in Methods and Supplementary Information (SI) #1. Figure 1b shows
the measured scattered intensity distribution in logarithmic scales. Due to the high coherent flux and coherence-preserving optics at the
beamline, coherently scattered speckles are strong and visible on the
entire detector, even with an exposure time of 1 s per image. In the
higher exit angle (αf > 0:4) region, the scattering is mostly kinematic,
as discussed in SI #1, where an overall interpretation of the coherent
image is given. Briefly, the arch-shaped scattering pattern is due to how Nature Communications| (2023) 14:5795 3 https://doi.org/10.1038/s41467-023-39984-3 Article Fig. 2 | Scattering intensity distribution simulated based on conventional
distorted-wave Born approximation (DWBA). a Schematic of conventional
DWBA scattering wave vector transfers in the reflection geometry (not to scale)
with a layered approach developed for evaluating grazing-incidence small-angle
scattering (GISAXS) using incoherent X-rays. Experiment setup In the DWBA scheme, the electron
density in a layer is averaged in the x-y plane over the X-ray footprint, as highlighted
in the shaded areas of the schematic. b Schematic of the four momentum-transfe
terms in the DWBA theory, which constitute the components described in Eqs. (S14–S17) in an arbitrary single layer, e.g., the top layer in the schematic. The
shading colors represent the lateral electron density profile in the layer. The red
arrows highlight the exit wave vector in each scattering path. c Surface scattering
intensity, when all four terms are included in the simulation surface scattering
intensity, fails to reproduce the experimental data when αf is between 0° and 0.3° out-of-plane direction. Figure 2b shows the most critical aspect of
DWBA, the multibeam scattering paths, which account for four scat-
tering components in layer l: (1) scattering of the incident beam by the
layer, the same as BA (kinematic theory), (2) scattering from the
sample then reflected at the layer bottom interface, (3) scattering from
the reflected beam, and (4) reflected scattering from the reflected
beam from the bottom interface. The notation describing the four
scattering paths in the illustration are Ti,f
l and Ri,f
l , the incident and exit
(superscripts i and f, respectively) complex transmissive (T) and
reflective (R) coefficients, ki,f
l , incident and exit wave vectors in layer l,
expressed in the coordinate system, rðx, y, zÞ, fixed on the sample
where z is normal to the layers. This method and an algorithm can be
found in refs. 43,63, where GISAXS scattering patterns can be simu-
lated perfectly for the dynamical scattering in the low-exit angle
regime. In this experiment, the Au micropattern creates a strong in-plane
inhomogeneity when its lateral dimension is comparable to the
coherent X-ray beam size. Also, with high-Z material Au, the averaged
electron density in the pattern layer can be higher than the substrate
(silicon in this case). This renders the conventional DWBA approaches
ineffective, shown in Fig. 2c, demonstrating that the dynamical scat-
tering features in the experimental data cannot be reproduced by this
layered DWBA approach. It fails to produce the intense interference
fringes and the complex dynamical scattering patterns where 2θ is
between 0 and 0.3° on the detector. Experiment setup Instead, the simulated pattern
below 0.3° is relatively weak, implying that X-rays cannot penetrate or
exit from the sample at the low angles because they are close to and
below the critical angles of the substrate 0.22° and the sample layer
(0.56°). Since the simulation does not yield the multibeam interference
features in the low exit angle region (αf < 0.3°), a new method to
implement the dynamical theory is required for rigorously modeling
the coherent scattering from substrate-supported surface patterns
quantitatively. Fig. 2 | Scattering intensity distribution simulated based on conventional
distorted-wave Born approximation (DWBA). a Schematic of conventional Fig. 2 | Scattering intensity distribution simulated based on conventional Fig. 2 | Scattering intensity distribution simulated based on conventional
distorted-wave Born approximation (DWBA). a Schematic of conventional
DWBA scattering wave vector transfers in the reflection geometry (not to scale)
with a layered approach developed for evaluating grazing-incidence small-angle
scattering (GISAXS) using incoherent X-rays. In the DWBA scheme, the electron
density in a layer is averaged in the x-y plane over the X-ray footprint, as highlighted
in the shaded areas of the schematic. b Schematic of the four momentum-transfer
terms in the DWBA theory, which constitute the components described in Eqs. (S14–S17) in an arbitrary single layer, e.g., the top layer in the schematic. The
shading colors represent the lateral electron density profile in the layer. The red
arrows highlight the exit wave vector in each scattering path. c Surface scattering
intensity, when all four terms are included in the simulation surface scattering
intensity, fails to reproduce the experimental data when αf is between 0° and 0.3°. g. | Scatte
g
te s ty d st but o
s
u ated based o
co
e t o a
distorted-wave Born approximation (DWBA). a Schematic of conventional
DWBA scattering wave vector transfers in the reflection geometry (not to scale)
with a layered approach developed for evaluating grazing-incidence small-angle
scattering (GISAXS) using incoherent X-rays. In the DWBA scheme, the electron
density in a layer is averaged in the x-y plane over the X-ray footprint, as highlighted
in the shaded areas of the schematic. b Schematic of the four momentum-transfer
terms in the DWBA theory, which constitute the components described in Eqs. (S14–S17) in an arbitrary single layer, e.g., the top layer in the schematic. The
shading colors represent the lateral electron density profile in the layer. Finite-element DWBA To tackle this problem, instead of just treating the sample as a layered
structure, we further divide the sample and its surroundings into a 3D
grid, not only in the out-of-plane direction as in conventional DWBA
but alsoin the in-plane directions. The top and side views of the 3D grid
are shown in Fig. 3a. In other words, our approach takes into account
the sample’s 3D inhomogeneity inside the coherently illuminated
volume. We first estimate the region of the sample/substrate illumi-
nated by X-rays using the measured FWHM of the X-ray probe and the
incident angle. The areas outside the X-ray footprint do not contribute
to the scattering process and are not included in the grid to
accelerate the computation. The dimensions of a grid cell are deter-
mined by the resolution of the measurement as defined by the max-
imal momentum transfer in each direction on the detector of more
than 4 million pixels. In practice, we chose to use smaller 3D cells size
of δx,y,z = (175 × 5 × 0.5) nm3 to avoid numerical artifacts. With this
resolution-limited cell size, the in-plane electron density variation is
not detectable inside each cell. Then, the electron density profile in
each vertical stack of cells, a column along the sample normal direc-
tion, in the out-of-plane direction is sliced into layers, as illustrated in
Fig. 3b, where the scattering terms or paths at the interface between
the 3D adjacent elements are also schematically shown. The neigh-
boring cells are labeled as subscripts a and b. It should be noted that
the electron density of the surface sample pattern is no longer aver-
aged over each horizontal layer for computing the electric field and
coefficients. Rather, they are computed locally in each grid element. Next, the transmission and reflection in each layer are calculated by
using Parratt’s recursive formalism to satisfy the boundary conditions
for the electromagnetic field in the out-of-plane direction. The eigen-
states for the incident wave (ψi
p) and the exit wave (ψf
p) of the pth cell
can be computed as shown in SI #3. are observed along and around the arc in Fig. 1c. The periodic scat-
tering fringes along both αf and 2θ angles indicate that the 3D form
factors of the surface pattern can be retrieved, as shown in the fol-
lowing subsections. Experiment setup The red
arrows highlight the exit wave vector in each scattering path. c Surface scattering
intensity, when all four terms are included in the simulation surface scattering
intensity, fails to reproduce the experimental data when αf is between 0° and 0.3°. Nature Communications| (2023) 14:5795 Finite-element DWBA First, we compute the expected scattering pattern using the
kinematic or BA approach (as described in SI #2), assuming the elec-
trons in the sample scatter the unperturbed incident plane wave. Thus,
the scattering intensity is given by the squared modulus of the FT of
the sample’s electron density profile. As expected, the BA fails to
predict the scattering patterns satisfactorily (Fig. S2b). Starkly differ-
ent from the experimental data, the simulated scattering pattern lacks
all features in the low exit angle region, where dynamical scattering
effects dominate. The DWBA is another powerful approach for computing surface
scattering from flat and rough surfaces42. In the DWBA, thin nanos-
tructures at a substrate can be treated as a strong perturbation to the
sample’s electron density and the electric field in the out-of-plane
direction. The sample electron density profile in the z-direction is
averaged over the in-plane directions to calculate perturbed incident
and exit wavefronts. The scattering of a surface structure supported by
a substrate can be summarized in Fig. 2a, the layered approach in the Nature Communications| (2023) 14:5795 4 https://doi.org/10.1038/s41467-023-39984-3 Article . 3 | Finite-element distorted-wave Born approximation (FE-DWBA)
proach for coherent surface scattering. a The sketch shows the top and side
ws of a highly heterogeneous sample and the corresponding FEA grid pattern of
substrate-supported sample (not to scale). In the top view, the shading in yellow
icates the X-ray footprint, while the gray-scale shading shows the lateral electron
nsity variation in the surface pattern. In the side view, the shadings highlight the
eral cells in the y-direction. b The four scattering contributions describe the full
WBA terms in two adjacent lateral cells. The transmission and reflection coeffi-
nts have also been indexed at each lateral interface. c CSSI pattern calculated
h the FE-DWBA algorithm. The simulated scattering pattern reproduces the low
t angle speckles and the intense interference fringes in the dashed boxes, which
ect the nature of the multibeam or dynamical scattering mechanism, revealing
pattern thickness. d Quantitative comparison between the FE-DWBA simulation
he line scan at the center of the arc (equivalent to qx = 0) along the dashed black
line from αf = 0 (horizon) to 0.3°, slightly above the silicon substrate critical angle
(0.22°). The intensity oscillation, the signature of the dynamical scattering, below
and near the critical angles of the substrate and the sample, matches well with the
experimental data. Finite-element DWBA a The sketch shows the top and side
views of a highly heterogeneous sample and the corresponding FEA grid pattern of
the substrate-supported sample (not to scale). In the top view, the shading in yellow
indicates the X-ray footprint, while the gray-scale shading shows the lateral electron
density variation in the surface pattern. In the side view, the shadings highlight the
lateral cells in the y-direction. b The four scattering contributions describe the full
DWBA terms in two adjacent lateral cells. The transmission and reflection coeffi-
cients have also been indexed at each lateral interface. c CSSI pattern calculated
with the FE-DWBA algorithm. The simulated scattering pattern reproduces the low
exit angle speckles and the intense interference fringes in the dashed boxes, which
reflect the nature of the multibeam or dynamical scattering mechanism, revealing
the pattern thickness. d Quantitative comparison between the FE-DWBA simulation
—the line scan at the center of the arc (equivalent to qx = 0) along the dashed black approach for coherent surface scattering. a The sketch shows the top and side
views of a highly heterogeneous sample and the corresponding FEA grid pattern of
the substrate-supported sample (not to scale). In the top view, the shading in yellow
indicates the X-ray footprint, while the gray-scale shading shows the lateral electron
density variation in the surface pattern. In the side view, the shadings highlight the
lateral cells in the y-direction. b The four scattering contributions describe the full
DWBA terms in two adjacent lateral cells The transmission and reflection coeffi the length of the bar. The oscillation period corresponds to the bar length of
70.0 µm precisely. Therefore, this highlighted region in the single-view scattering
image taken at an incident angle of 0.6° captures the 3D structural information of
the sample. f 3D schematic of a more complex surface sample (shown not to scale),
a petal-like pattern with a thickness of 55 nm. g Experimental data collected at 0.6°
incident angle (right panel) and simulation by using the FE-DWBA method (left
panel). The signature of the pattern thickness—the enhanced intensity modulations
at the low exit angle is evident. The total scattering from the grid is then the modulus square of
the scattering wave within a domain from the boundaries: dynamical scattering effect due to the in-plane inhomogeneity in
the pattern (more in SI #3). Finite-element DWBA e Scattering intensity line scan along the dashed white line
containing the information on the form factor of the thin-film surface pattern along
the length of the bar. The oscillation period corresponds to the bar length of
70.0 µm precisely. Therefore, this highlighted region in the single-view scattering
image taken at an incident angle of 0.6° captures the 3D structural information of
the sample. f 3D schematic of a more complex surface sample (shown not to scale),
a petal-like pattern with a thickness of 55 nm. g Experimental data collected at 0.6°
incident angle (right panel) and simulation by using the FE-DWBA method (left
panel). The signature of the pattern thickness—the enhanced intensity modulations
at the low exit angle is evident. line from αf = 0 (horizon) to 0.3°, slightly above the silicon substrate critical angle
(0.22°). The intensity oscillation, the signature of the dynamical scattering, below
and near the critical angles of the substrate and the sample, matches well with the
experimental data. e Scattering intensity line scan along the dashed white line
containing the information on the form factor of the thin-film surface pattern along
the length of the bar. The oscillation period corresponds to the bar length of
70.0 µm precisely. Therefore, this highlighted region in the single-view scattering
image taken at an incident angle of 0.6° captures the 3D structural information of
the sample. f 3D schematic of a more complex surface sample (shown not to scale),
a petal-like pattern with a thickness of 55 nm. g Experimental data collected at 0.6°
incident angle (right panel) and simulation by using the FE-DWBA method (left
panel). The signature of the pattern thickness—the enhanced intensity modulations
at the low exit angle is evident. Fig. 3 | Finite-element distorted-wave Born approximation (FE-DWBA) Fig. 3 | Finite-element distorted-wave Born approximation (FE-DWBA)
h f
h
f
h
k
h h
h
d line from αf = 0 (horizon) to 0.3°, slightly above the silicon substrate critical angle
(0.22°). The intensity oscillation, the signature of the dynamical scattering, below
and near the critical angles of the substrate and the sample, matches well with the
experimental data. e Scattering intensity line scan along the dashed white line
containing the information on the form factor of the thin-film surface pattern along Fig. 3 | Finite-element distorted-wave Born approximation (FE-DWBA)
approach for coherent surface scattering. Nature Communications| (2023) 14:5795 Finite-element DWBA Therefore, the interference and holography patterns, providing the 3D
sample information from the single view, are in the dark field, high
contrast, and low noise, distinctly different from all previous Lloyd’s
mirror holography themes. At αf = 0, the Fresnel reflectance is close to
unity, and the phase shift is π, resulting in a node in the interference
intensity similar to X-ray standing waves at X-ray mirror surfaces62,63. More specifically, when one point at a distance d above a mirror
interferes with its mirrored point at −d, below the substrate surface, it
behaves like a two-point source, separated by 2d, giving rise to scat-
tering fringes with a period of 2π=ð2dÞ. The characteristic thickness 2d,
directly determined by the interference period, is a dimension that
doesn’t exist in the sample. This indicates that the near-horizon fringes
are generated from a scattering mechanism that is very different from
the kinematic scattering theory, which shows a dependence only on the
sample thickness. Figure 4b shows the pattern thickness calculated
from Lloyd’s mirror path difference is 57.2 nm. As αf increases, the
Fresnel reflectivity drops as q4
z . Smeared by diffuse scattering from
the surface roughness, the interference intensity due to Lloyd’s mirror
effect decays and eventually is inundated in the background. Par-
enthetically, we note that the original Lloyd’s mirror concept was
deemed not practical for hard X-ray applications46,66,67. Now we
demonstrate that it can be ideally suited for creating holography and
coherent imaging at the surfaces as a high-resolution hard X-
ray structural probe. The quantitative analysis of the dark-field Lloyd’s-
mirror-based interference and holography patterns is discussed next. The FE-DWBA method is applicable to reveal the dynamical scat-
tering of more complex samples, e.g., the petal-like planar pattern
presented in Fig. 3f. Figure 3g shows the side-by-side comparison of
the corresponding simulated and experimental scattering pattern. The
fringes along αf are even more prominent as the scattering data
occupies more reciprocal space voxels due to the more complex 2D
shape of the 3D sample. Again, the FE-DWBA simulation is well-
validated by the experimental data. Because the FE-DWBA is based on
layered cellular grids, it should be applicable to multilayer surface
samples when a priori knowledge can be used to optimize the cell
geometry and size in the direction normal to the surface. Finite-element DWBA In terms of the FE-DWBA computational aspect, the exit eigen-
states, corresponding to each pixel on the detector, need to be com-
puted for each of the more than 5 million cells, which can make it
computationally intensive. To accelerate the algorithm, the vertical
stacks that share the same electron density profile are grouped. The
eigenstates in each group only need to be computed once. In addition,
we parallelize the computation of the scattering intensity for each exit
state (Eq. 1) by using graphics processing units (GPUs). Without opti-
mization, the total computation takes about 1 min on a single
consumer-grade GPU of about 4352 cores (RTX 2080 Ti). To enable
iterative reconstruction with FE-DWBA, the process can be accelerated I /
X
xp,yp
X
zp
ψ f
p∣ρp∣ψ i
p
D
E
+
X
xe,ye2boundaries
X
ze
ψ f
e1∣ρe∣ψi
e2
D
E
2
,
ð1Þ ð1Þ where the first term is the sum of all cells, which describes the
dynamical scattering due to the wave distortion introduced by the
layered
surface
structure,
just
like
the
conventional
DWBA
approach. The second term is the sum of cells on boundaries. e1
and e2 are cells downstream and upstream of cell e, which can vary
in
vertical
electron
density. These
terms
take
care
of
the Nature Communications| (2023) 14:5795 5 https://doi.org/10.1038/s41467-023-39984-3 Article significantly by applying non-uniform FT to the computation of scat-
tering (Eq. S22) and using multiple GPUs. the αf direction in the scattering pattern correspond to a dimension of
twice the sample’s thickness. In SI #4 and Fig. S3, the scattering pat-
terns taken at different incident angles (above the critical angle of the
Si substrate) show that the period of the interference fringes is invar-
iant for a given sample. With the in-plane inhomogeneities incorporated in the FE-DWBA
simulation, this approach generates a high-fidelity simulated scattering
pattern. This is validated by the good quantitative agreement between
simulation and experimental results, as shown in Fig. 3c (in the dashed-
line boxes). The simulation not only resembles the overall scattering
features but also produces matching positions and periods of fringes
near the horizon. In addition, the simulation shows that the near-
specular pattern is indeed dominated by kinematic scattering, reveal-
ing the 2D structure in the x-y plane. Figure 3d, e show scans along the
black and white dashed lines in Fig. 3c, respectively. Finite-element DWBA In the simulated
pattern’s low exit angle region (αf < 0.3°), multibeam scattering/inter-
ference fringes are prominent, matching the experimental data
exceptionally well. The intensity oscillation along the αf direction in the
scattering profile, shown in Fig. 3d, indicates the surface pattern’s out-
of-plane form factor, namely its thickness. The relationship between
the oscillation period of the intensity profile in Fig. 3d and the thickness
of the sample can be significant because the sample’s 3D structure can
now be determined by a single scattering pattern at a single incident
angle by using the FE-DWBA-based forward simulation. We note that
the previous 3D reconstructions used the scattering data sets collected
at multiple incident angles. An additional discussion of the out-of-plane
dimension will follow in the next section. In Fig. 3e, it is visible that the
fringe period along the 2θ-direction is sensitive to the pattern length
along the X-ray beam direction (70 µm). The 3D structural determina-
tion shows the powerfulness of the FE-DWBA method if the scattering
data is measured and analyzed properly. Therefore, the single-shot 3D
information can be used to monitor time-resolved changes of samples
under stimuli with a high spatial and possibly temporal resolution. g
p
As illustrated in Fig. 4a, when a point at the 3D planar pattern
surface or inside is illuminated by a coherent beam, the scattered beam
becomes a secondary source. The sample scattering from the sec-
ondary sourcehastwo major paths, one directly leading to the detector
(Path A) and the other reflected by the substrate (Path B). The scattered
wave along Path B experiences an additional phase shift, a function of
the exit angle. These coherent waves from the two paths superpose and
create interference patterns observed at the detector location. We
emphasize here that in the direction along the sample/substrate hor-
izon (<0.3°), the waves on both Paths A and B are different from the
incident (primary) X-ray beam and its reflection from the substrate. With an incidence angle (0.6°) above the critical angle, the former is
attenuated by the substrate and would not reach the detector. The
latter, the reflection of the primary beam, reaches the detector at a
reflection angle the same as the incident angle (0.6° in this case). The first-principles holography simulation The first-principles holography simulation
While the FE-DWBA method produces high-fidelity simulation
results, like other numerical methods, the computation requires
an excessive amount of computing resources. In many cases, the
grid must be fine enough to match the experimental conditions,
and the electric field in each cell must be computed. This may
hinder its application in iterative image reconstruction algo-
rithms, which involve multiple forward and backward calcula-
tions. Close examination of the four terms in Eq. S12 reveals that
the first and the second term dominate if the incident angle αi is
above and the exit angle αf is below the critical angles (i.e., the
region where we observe the dynamical scattering fringes). The
other two terms are relatively weak due to the scattering geo-
metry. This enables the translation of the complex scattering
process for samples on a surface into a much simpler approx-
imation. The scattering is approximately the kinematically scat-
tered wave of the sample mixed with its reflected wave from the
substrate if the incident angle is above the system’s critical
angles, in a simplified scheme without the presence of the cells Nature Communications| (2023) 14:5795 Finite-element DWBA The advan-
tage of the forward-calculation method is that it uses the full Parratt’s
formalism31, which is well suited for computing dynamical scattering
from surfaces and interfaces of complex planar 3D patterns such as
multilayer and multicomponent structures in micro- and nanoelec-
tronic circuits. However, the computation cost will be higher as fewer
vertical stacks sharing the same electron density profile can be
grouped. Although hard X-rays are less sensitive to chemical compo-
sition than soft X-rays and ultraviolet probes65, the sub-nm wavelength
promises higher spatial resolution or sensitivity, as shown in what
follows next. Another practical issue with this bilayer sample config-
uration of 55-nm Au on top of the 5-nm Ti adhesion layer is that the
simulation may only be sensitive to the nominal total thickness
(60 nm), not the individual layer thicknesses. This is due to the grazing-
incidence angle just slightly above the Au critical angle at which the
relatively thick Au layer significantly attenuates the X-rays and the Au/
Ti interface becomes less visible. Grazing-incident scattering holography a Schematic of surface holography near the substrate (not to
scale). The scattered X-rays from the sample at low exit angles (close to or below
the critical angles) can propagate towards the detector via the two pathways—the
direct Path A and reflected Path B. They have a path length difference of approxi-
mately 2dsinðαf Þ and an incident angle-dependent reflection phase shift. When αf is
lower than or close to the substrate critical angle, the direct and reflected scattering
intensities are comparable, creating a situation similar to Lloyd’s mirror and
Young’s double-slit with an effective slit spacing of 2d and the additional variable
phase shift due to the reflection. b The two-path interference period along the αf
direction is invariable for incident angles (0.4, 0.6, and 0.8°) above the substrate
critical angle of 0.22°. The fringes from experimental images correspond to 2d of
114.4 nm (see text for details). The error bars are estimated from the uncertainty Fig. 4 | Grazing-incidence X-ray holography of the substrate-supported single-
bar surface pattern. a Schematic of surface holography near the substrate (not to
scale). The scattered X-rays from the sample at low exit angles (close to or below
the critical angles) can propagate towards the detector via the two pathways—the
direct Path A and reflected Path B. They have a path length difference of approxi-
mately 2dsinðαf Þ and an incident angle-dependent reflection phase shift. When αf is
lower than or close to the substrate critical angle, the direct and reflected scattering
intensities are comparable, creating a situation similar to Lloyd’s mirror and (about 3 detector pixels) of the interference period along the αf-direction. c The
holography-based first-principles calculation generates a simulated pattern (left
panel) that well matches the experimental data (right). d Line scans along the center
of the arc (qx = 0) from αf = 0 (horizon) to 0.3° (black dashed line in panel c),
showing the first-principles Lloyd’s mirror calculation is validated by both the
experimental data and full-fledged FE-DWBA simulation at the low exit angles. e Line scan of the scattering profile along the white dashed line in panel
c, containing the information of the form factor of thin-film surface pattern, more
specifically, the length of the bar along the X-ray beam. The oscillation period
indicates the bar length is 70.0 µm precisely. Grazing-incident scattering holography The first-principles calculation indi-
cates that the single-incident angle scattering pattern contains the precise sample
structural information in 3D. (about 3 detector pixels) of the interference period along the αf-direction. c The
holography-based first-principles calculation generates a simulated pattern (left
panel) that well matches the experimental data (right). d Line scans along the center
of the arc (qx = 0) from αf = 0 (horizon) to 0.3° (black dashed line in panel c),
showing the first-principles Lloyd’s mirror calculation is validated by both the
experimental data and full-fledged FE-DWBA simulation at the low exit angles. e Line scan of the scattering profile along the white dashed line in panel e Line scan of the scattering profile along the white dashed line in panel
c, containing the information of the form factor of thin-film surface pattern, more
specifically, the length of the bar along the X-ray beam. The oscillation period
indicates the bar length is 70.0 µm precisely. The first-principles calculation indi-
cates that the single-incident angle scattering pattern contains the precise sample
structural information in 3D. intensities are comparable, creating a situation similar to Lloyd’s mirror and
Young’s double-slit with an effective slit spacing of 2d and the additional variable
phase shift due to the reflection. b The two-path interference period along the αf
direction is invariable for incident angles (0.4, 0.6, and 0.8°) above the substrate
critical angle of 0.22°. The fringes from experimental images correspond to 2d of
114.4 nm (see text for details). The error bars are estimated from the uncertainty and layers, the interfering scattered waves in Eq. 1 and S12 can be:
2 require finite-element-based numerical computation, as detailed in SI
#5. The simulated scattering with the simplified model again matches
the experimental data very well, as shown in Fig. 4c. The line scans
along the αf (Fig. 4d) and 2θ (Fig. 4e) directions also show an excellent
match in both node and antinode positions, as well as oscillation
periodicities related to the pattern thickness and the in-plane dimen-
sions, respectively. The possibility of capturing all major scattering
contributions validates our simplified computation method based on
the two-beam holographic approach. I αi, αf , 2θ
/
Z
ρ rð Þ 1 + R αf
e2ikz αf
ð Þz
n
o
eiqrdr
2
ð2Þ ð2Þ where the first term is the unperturbed scattering (Path A in Fig. Grazing-incident scattering holography The successful FE-DWBA simulations demonstrate that the physics
responsible for the fringes is similar to the waveguide effects41. A
detailed analysis of the fringes reveals that an important phenomenon
—Lloyd’s mirror interferences, previously observed in other wave-
length regimes, is now demonstrated in this hard X-ray grazing-inci-
dence geometry near the critical angles. The periodic fringes seen in Nature Communications| (2023) 14:5795 6 https://doi.org/10.1038/s41467-023-39984-3 Article Fig. 4 | Grazing-incidence X-ray holography of the substrate-supported single-
bar surface pattern. a Schematic of surface holography near the substrate (not to
scale). The scattered X-rays from the sample at low exit angles (close to or below
the critical angles) can propagate towards the detector via the two pathways—the
direct Path A and reflected Path B. They have a path length difference of approxi-
mately 2dsinðαf Þ and an incident angle-dependent reflection phase shift. When αf is
lower than or close to the substrate critical angle, the direct and reflected scattering
intensities are comparable, creating a situation similar to Lloyd’s mirror and
Young’s double-slit with an effective slit spacing of 2d and the additional variable
phase shift due to the reflection. b The two-path interference period along the αf
direction is invariable for incident angles (0.4, 0.6, and 0.8°) above the substrate
critical angle of 0.22°. The fringes from experimental images correspond to 2d of
114.4 nm (see text for details). The error bars are estimated from the uncertainty
(about 3 detector pixels) of the interference period along the αf-direction. c The
holography-based first-principles calculation generates a simulated pattern (left
panel) that well matches the experimental data (right). d Line scans along the center
of the arc (qx = 0) from αf = 0 (horizon) to 0.3° (black dashed line in panel c),
showing the first-principles Lloyd’s mirror calculation is validated by both the
experimental data and full-fledged FE-DWBA simulation at the low exit angles. e Line scan of the scattering profile along the white dashed line in panel
c, containing the information of the form factor of thin-film surface pattern, more
specifically, the length of the bar along the X-ray beam. The oscillation period
indicates the bar length is 70.0 µm precisely. The first-principles calculation indi-
cates that the single-incident angle scattering pattern contains the precise sample
structural information in 3D. Fig. 4 | Grazing-incidence X-ray holography of the substrate-supported single-
bar surface pattern. Grazing-incident scattering holography 4a)
and the second is the mirror image of the first term but modified with a
complex reflection coefficient, Rðαf Þ, and the phase shift 2kzðαf Þz due
to the mirroring effect by the total external reflection at the substrate
surface (Path B, mirrored scattering, in Fig. 4a), in the condition of a
higher incident angle (αi) and lower exit angle (αf). The distance
between the two scattering sources atthe sample location is effectively
2z. With known substrate optical prosperities, the calculation of Rðαf Þ
is relatively straightforward based on Parratt’s algorithm, which also
predicts ∣Rðαf = 0Þ∣= 1 with a phase shift of π upon reflection in Path B. This constraint is shown in the holography images as the scattering
intensity I(αi,αf = 0°,2θ) = 0, so that the intensity at the detector cor-
responding to the direction of the sample/substrate horizon is always
0, an absolute constraint imposed onto the interfering waves,
regardless of the incident angle and the sample structure. Therefore,
within such angular ranges, the surface scattering is reduced to a two-
beam holography mechanism, which can also be the preferred
experimental condition for CSSI measurements. The simplified model
demonstrates the true holographic nature of the multibeam scattering
method that can be extended to using hard X-rays of tens-keV photon
energy. where the first term is the unperturbed scattering (Path A in Fig. 4a)
and the second is the mirror image of the first term but modified with a
complex reflection coefficient, Rðαf Þ, and the phase shift 2kzðαf Þz due
to the mirroring effect by the total external reflection at the substrate
surface (Path B, mirrored scattering, in Fig. 4a), in the condition of a
higher incident angle (αi) and lower exit angle (αf). The distance
between the two scattering sources atthe sample location is effectively
2z. With known substrate optical prosperities, the calculation of Rðαf Þ
is relatively straightforward based on Parratt’s algorithm, which also
predicts ∣Rðαf = 0Þ∣= 1 with a phase shift of π upon reflection in Path B. This constraint is shown in the holography images as the scattering
intensity I(αi,αf = 0°,2θ) = 0, so that the intensity at the detector cor-
responding to the direction of the sample/substrate horizon is always
0, an absolute constraint imposed onto the interfering waves,
regardless of the incident angle and the sample structure. Nature Communications| (2023) 14:5795 Grazing-incident scattering holography The top view highlights an
unintended misalignment between the long axes of the bottom and top bars of
about 0.009°, introduced during the preparation of the top bar. b The left half of
the CSSI pattern of the stacked bar was taken at an incident angle of 0.6°. The dual-
beam holographic scattering features are outlined by the rectangular box at low
exit angles 0 <αf < 0.4°. At first glance, the pattern in the box is similar to the
scattering from the single-bar pattern, but it has many additional fine features
generated by the stacked bars. c Magnified view of the experimental data in the marked in Fig. 5a (top view), and generated a scattering pattern with
rich features, especially in the low exit angle and dynamical scattering
region (Fig. 5b). The most notable ones, highlighted in Fig. 5c, include
two primary arcs (labeled as the inner and outer arcs) and multiple
secondary but eccentric arcs around the primary ones. The origin of
the two-arc scattering pattern is discussed in SI #6 and Fig. S4. Using
the two-beam holographic computation approach, we were able to
model the stacked bars with seven parameters (i.e., dimensions of the
two bars of identical length, the relative location of the top bar, and the
misalignment angle), and simulate a scattering pattern that contains all
the major features present in the experimental data, as shown in
Fig. 5d. The simulation clearly shows that the double-arc results from
the tiny angular misalignment of the top bar with respect to the bot-
tom one. Although a perfect match of the entire speckle patterns
between the experiment data and the simulation is not realistic,
especially using a scattering model with significant approximations,
the level of the quantitative agreement is remarkable, as demonstrated
as follows. The complexity of the scattering pattern/speckles, even at a
single fixed incident angle, is apparent, and all the global and fine
scattering signatures are contributed from all dimensions of the entire
3D sample pattern and the fine features in 3D. 50 nm. Figure 5f, g show the simulations with ht = 10 and 30 nm,
respectively, to highlight differences. The change of the large-period
modulation along the outer arc is immediately apparent. The oscilla-
tion period is susceptible to ht and varies dramatically over the range. In Fig. Grazing-incident scattering holography 5h, the scattering profiles were taken along the outer arc as a
function of αf, showing the impact of the top-bar height unambigu-
ously. In the meantime, the corresponding oscillations on the inner arc
(Fig. 5i), more sensitive to the bottom-bar dimensions, specifically the
thickness, remained invariant. More details are presented in SI #7 for
the variation of the bottom-bar thickness hb. Therefore, the scattering
intensity on the outer arc is mainly contributed from the top bar, while
the inner arc is from the bottom bar. marked in Fig. 5a (top view), and generated a scattering pattern with
rich features, especially in the low exit angle and dynamical scattering
region (Fig. 5b). The most notable ones, highlighted in Fig. 5c, include
two primary arcs (labeled as the inner and outer arcs) and multiple
secondary but eccentric arcs around the primary ones. The origin of
the two-arc scattering pattern is discussed in SI #6 and Fig. S4. Using
the two-beam holographic computation approach, we were able to
model the stacked bars with seven parameters (i.e., dimensions of the
two bars of identical length, the relative location of the top bar, and the
misalignment angle), and simulate a scattering pattern that contains all
the major features present in the experimental data, as shown in
Fig. 5d. The simulation clearly shows that the double-arc results from
the tiny angular misalignment of the top bar with respect to the bot-
tom one. Although a perfect match of the entire speckle patterns
between the experiment data and the simulation is not realistic,
especially using a scattering model with significant approximations,
the level of the quantitative agreement is remarkable, as demonstrated
as follows. The complexity of the scattering pattern/speckles, even at a
single fixed incident angle, is apparent, and all the global and fine
scattering signatures are contributed from all dimensions of the entire
3D sample pattern and the fine features in 3D. To understand the correlation between the intensity oscillation at
the higher frequency and the sample dimension, we vary the width of
the top bar, wt, (see Fig. 6a) from 2.5 to 4.0 µm, and two simulation
results are shown in Fig. 6b, c. Note that the calculation of the scat-
tering pattern in Fig. 5d uses the ground truth wt = 3.0 µm. In addition,
we observe shorter-period (higher frequency) intensity oscillations
superimposed on both inner and outer arcs along the 2θ direction. Grazing-incident scattering holography Therefore,
within such angular ranges, the surface scattering is reduced to a two-
beam holography mechanism, which can also be the preferred
experimental condition for CSSI measurements. The simplified model
demonstrates the true holographic nature of the multibeam scattering
method that can be extended to using hard X-rays of tens-keV photon
energy. To better demonstrate the effect of the holographic process that
reveals the accurate 3D form factors of the surface patterns, we
designed a sample based on two stacked bars. The bottom bar has
dimensions of 300 µm (length) × 6.0 µm (width, wb) × 55 nm (thickness,
hb). Again, only the simulation is sensitive to the combined thickness of
the Au and Ti layers for the same practical reasons mentioned pre-
viously. The top bar is also 300-µm long but 3.0-µm wide (wt) and 30-
nm thick (ht). The true 3D sample is illustrated in Fig. 5a, including a 3D
rendering, top view, and cross-section normal to the X-ray beam. The
stacked bars create a non-uniform thickness and multiple interfaces in
both y- and z-directions. In the sample fabrication process, the top bar
was inadvertently misaligned by a minimal angle of γ = 0:009 (drawn
not to scale). This angle was only revealed to be present by our first-
principles calculation below. To our pleasant surprise, the misaligned
bars offer several unambiguous tell-tale features in the experiment and
simulation to demonstrate the sensitivity of the holographic scattering
imaging to the nm-scale features in this truely 3D sample. In the experiment, the X-ray beam impinged upon the left part of
the sample with an incident angle of 0.6°, as the X-ray footprint is Based on the holography scheme, we developed a simulation
using the simplified model in a first-principles approach that does not 7 Nature Communications| (2023) 14:5795 7 https://doi.org/10.1038/s41467-023-39984-3 Article Fig. 5 | Grazing-incidence holography of a stacked-bar pattern to demonstrate
the true 3D nature of surface scattering: dependence on the pattern thickness. a 3D schematics of the stacked-bar pattern deposited on a Si substrate with the
X-ray incident direction indicated, top view, and side view along the X-ray direction
with nominal (designed) dimensions (not to scale). The top view highlights an
unintended misalignment between the long axes of the bottom and top bars of
about 0.009°, introduced during the preparation of the top bar. Grazing-incident scattering holography At first glance, the pattern in the box is similar to the
scattering from the single-bar pattern, but it has many additional fine features
generated by the stacked bars. c Magnified view of the experimental data in the dynamical multibeam scattering range of 2θ = (−0.7 – 0.4°) and αf = (0 – 0.4°). d First-principle simulation using the dual-beam holographic interference
approximation. e Schematic of the stacked-bar sample pattern with fixed bottom-
bar dimensions and a top bar with a fixed width of 3 µm but a varying height of ht. f, g Simulated holographic scattering patterns in the white box region for varying
top-bar thicknesses ht of 10 and 30 nm, respectively. h Simulated scattering
intensity profiles (line scans) along the outer arc as a function of αf from 0 to 0.4°
for varying ht values 10, 30, and 50 nm. While the weaker and shorter-period
oscillations remain similar over the full ht range, the large-period oscillations are
sensitive to ht and vary dramatically. i Scattering profiles taken along the inner-ring
arc showing that the profiles are insensitive to the top-bar height but sensitive to
the bottom-bar thickness (see SI #7). dynamical multibeam scattering range of 2θ
( 0.7
0.4 ) and αf
(0
0.4 ). d First-principle simulation using the dual-beam holographic interference
approximation. e Schematic of the stacked-bar sample pattern with fixed bottom-
bar dimensions and a top bar with a fixed width of 3 µm but a varying height of ht. f, g Simulated holographic scattering patterns in the white box region for varying
top-bar thicknesses ht of 10 and 30 nm, respectively. h Simulated scattering
intensity profiles (line scans) along the outer arc as a function of αf from 0 to 0.4°
for varying ht values 10, 30, and 50 nm. While the weaker and shorter-period
oscillations remain similar over the full ht range, the large-period oscillations are
sensitive to ht and vary dramatically. i Scattering profiles taken along the inner-ring
arc showing that the profiles are insensitive to the top-bar height but sensitive to
the bottom-bar thickness (see SI #7). the true 3D nature of surface scattering: dependence on the pattern thickness. a 3D schematics of the stacked-bar pattern deposited on a Si substrate with the
X-ray incident direction indicated, top view, and side view along the X-ray direction
with nominal (designed) dimensions (not to scale). Grazing-incident scattering holography b The left half of
the CSSI pattern of the stacked bar was taken at an incident angle of 0.6°. The dual-
beam holographic scattering features are outlined by the rectangular box at low
exit angles 0 <αf < 0.4°. At first glance, the pattern in the box is similar to the
scattering from the single-bar pattern, but it has many additional fine features
generated by the stacked bars. c Magnified view of the experimental data in the
dynamical multibeam scattering range of 2θ = (−0.7 – 0.4°) and αf = (0 – 0.4°). d First-principle simulation using the dual-beam holographic interference
approximation. e Schematic of the stacked-bar sample pattern with fixed bottom-
bar dimensions and a top bar with a fixed width of 3 µm but a varying height of ht. f, g Simulated holographic scattering patterns in the white box region for varying
top-bar thicknesses ht of 10 and 30 nm, respectively. h Simulated scattering
intensity profiles (line scans) along the outer arc as a function of αf from 0 to 0.4°
for varying ht values 10, 30, and 50 nm. While the weaker and shorter-period
oscillations remain similar over the full ht range, the large-period oscillations are
sensitive to ht and vary dramatically. i Scattering profiles taken along the inner-ring
arc showing that the profiles are insensitive to the top-bar height but sensitive to
the bottom-bar thickness (see SI #7). Fig. 5 | Grazing-incidence holography of a stacked-bar pattern to demonstrate
the true 3D nature of surface scattering: dependence on the pattern thickness. Fig. 5 | Grazing-incidence holography of a stacked-bar pattern to demonstrate
the true 3D nature of surface scattering: dependence on the pattern thickness. a 3D schematics of the stacked-bar pattern deposited on a Si substrate with the
X-ray incident direction indicated, top view, and side view along the X-ray direction
with nominal (designed) dimensions (not to scale). The top view highlights an
unintended misalignment between the long axes of the bottom and top bars of
about 0.009°, introduced during the preparation of the top bar. b The left half of
the CSSI pattern of the stacked bar was taken at an incident angle of 0.6°. The dual-
beam holographic scattering features are outlined by the rectangular box at low
exit angles 0 <αf < 0.4°. Nature Communications| (2023) 14:5795 Grazing-incident scattering holography The finer sensitivity value, better
than 5-nm afforded by the detector data range, is from the over-
sampling of the interference fringes. Therefore, we think that the
probe sensitivity or resolution can be even better than 3 nm, espe-
cially when higher coherent X-ray flux, coupled with larger-format
detectors, is used to generate the scattering images. bottom-bar width wb = 6 µm. The in-plane dimension change intro-
duces a fine but clear impact on the simulated pattern—on both inner
and outer arcs, the signature of the interfering scattering off the ver-
tical sides of the 3D structure at the different heights and horizontal
surfaces of the top and bottom bars. The first-principles two-beam interference calculation demon-
strates quantitative agreement with the experimental data. Figure 6f
shows the scattering intensity profile, integrated over the 2θ-range of
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
0:62 α2
f
q
± 0:03 (°) as a function of αf, showing the dynamical
scattering in the low-exit angle region. Since the X-ray beam footprint
is off-center near the edge of the sample, the interference oscillation of
the integrated intensity profile is dominated by the thickness of the
larger bottom bar, 55 nm. The high-frequency inner-arc profile con-
firmed the width of the top bar of 3 µm by the excellent agreement
between the simulation and the experiment (Fig. 6g). The first-
principles holographic simulation is sensitive to the angular displace-
ment between the outer and inner arcs, shown in Fig. 6h. The simu-
lation indicates that the top bar’s long axis has an angle of 0.009° with
respect to the bottom one, counterclockwise in the top view. This
slight angle originates from the misalignment during the preparation
of the top bar, which was due to hardware limitations of the litho-
graphy instrument. Surprisingly, it illustrates the extreme sensitivity of
the surface holography method when probing elongated structures,
such as micro- and nanoelectronics circuits and masks. With the sen-
sitivity of the scattering patterns in the lower exit angle region to the
width and height of the bars, every sample dimension can be obtained
by fitting the experimental data and the simulations, which agrees well
with the designed parameters. In the out-of-the-plane or z-direction, the detector samples an αf
range (or momentum transfer) much larger than the y-direction, which
implies better sensitivity. Grazing-incident scattering holography They remain similar and independent of the ht and wt variation. In
Fig. 6b, c, the effect of the top bar width is shown clearly in the 2D
patterns. Quantitatively, in Fig. 6d, the integrated intensity profiles of
the inner arc along αf as a function of 2θ contain many short-period
high-contrast oscillation corresponding to the distance between the
left edges of the top and bottom bars. The oscillations also appear in
the profile of the outer arc (Fig. 6e) but with a much-lessened contrast. As a result, the inner-arc profiles show high contrast in the fringes,
whose periodicity is inversely proportional to (wb−wt)/2, as the To illustrate the holographic imaging concept and explain how
the sample’s 3D dimensions impact the scattering patterns quantita-
tively, we first demonstrate explicitly that the sample information in
the third dimension (i.e., normal to the stacking direction) is encoded
in a single-view scattering pattern. For clarity, we use the top-bar
height as the only variable, as shown schematically in Fig. 5e, and we
performed simulations for three top-bar heights, ht, of 10, 30, and Nature Communications| (2023) 14:5795 8 https://doi.org/10.1038/s41467-023-39984-3 Article Fig. 6 | Grazing-incidence holography dependence on the stacked-bar pattern
width and quantitative agreement between the data and holographic simula-
tion. a Schematic of the stacked-bar sample pattern with fixed bottom-bar
dimensions and a top bar with a fixed thickness of 30 nm but a varying width wt: 3D
rendering and a cross-sectional view along the X-ray beam incidence. b, c Simulated
holographic scattering patterns for wt = 2.5 and 4.0 µm. d Scattering profile taken
along the inner-ring arc as a function of 2θ from −0.60 to −0.45° showing the short-
period oscillations are strong and the period is inversely proportional to the dis-
tance between the side surfaces (marked by the two red arrows in panel a) in
y-direction or (6 µm – wt)/2, as wt varies from 2.5 to 4 µm. e Simulated scattering
intensity profile along the outer arc as a function of 2θ as wt varies from 2.5 to
4.0 µm. While the larger-period intensity profile remains unchanged over the wt
range, the short-period modulation is observable but weak. f Scattering intensity
profile, integrated over a narrow range of 2θ as a function of αf shows the
best agreement between the simulation and experiment data when the bottom-bar
thickness is 55 nm. Grazing-incident scattering holography The simulation reveals that the
top bar’s long axis has an unintended misalignment of 0.009° with respect to the
bottom one, counterclockwise in the top view. tion. a Schematic of the stacked-bar sample pattern with fixed bottom-bar
dimensions and a top bar with a fixed thickness of 30 nm but a varying width wt: 3D
rendering and a cross-sectional view along the X-ray beam incidence. b, c Simulated
holographic scattering patterns for wt = 2.5 and 4.0 µm. d Scattering profile taken
along the inner-ring arc as a function of 2θ from −0.60 to −0.45° showing the short-
period oscillations are strong and the period is inversely proportional to the dis-
tance between the side surfaces (marked by the two red arrows in panel a) in
y-direction or (6 µm – wt)/2, as wt varies from 2.5 to 4 µm. e Simulated scattering
intensity profile along the outer arc as a function of 2θ as wt varies from 2.5 to simulation reveals wt = 3.0 µm. h The first-principles holographic simulation shows
the sensitivity of the angular displacement between the outer and inner arcs to the
top and bottom bars’ axis rotational misalignment. The simulation reveals that the
top bar’s long axis has an unintended misalignment of 0.009° with respect to the
bottom one, counterclockwise in the top view. examples such as the top layer width (wt) and thickness (ht). In
principle, the sensitivity (or spatial resolution) is determined by the
scattering angles (or maximum momentum transfer in the respective
directions). We estimated that in the 2θ direction, the value is limited
by the detector sensor edge at 0.7°, which resulted in a resolution of
ca. 5 nm. A direct demonstration is shown using numerical simula-
tions with varying top bar width by a few nm around a hypothetic
5.000 µm. We chose this value different from the actual sample
dimension (3 µm) to avoid reduced contrast in the interference
fringes because of the detector pixel size effect in the experimental
data, as shown in Fig. 6d. In Fig. 7a, we illustrated the line scans of the
simulated scattering patterns with variations (Δwt) of 3-nm step size. While there are detectable differences in the speckle patterns, the
varying speckle sizes (or interference periods) are immediately
observable in the line-scan plots, Fig. 7a, showing the striking effects
of 3-nm changes of the form factor. Grazing-incident scattering holography g With the sensitivity of the inner-arc scattering intensity profile
to the top-bar width wt, the best match between the experimental data and the
simulation reveals wt = 3.0 µm. h The first-principles holographic simulation shows
the sensitivity of the angular displacement between the outer and inner arcs to the
top and bottom bars’ axis rotational misalignment. The simulation reveals that the
top bar’s long axis has an unintended misalignment of 0.009° with respect to the
bottom one, counterclockwise in the top view. Fig. 6 | Grazing-incidence holography dependence on the stacked-bar pattern
width and quantitative agreement between the data and holographic simula-
ti
S h
ti
f th
t
k d b
l
tt
ith fi
d b tt
b Fig. 6 | Grazing-incidence holography dependence on the stacked-bar pattern
width and quantitative agreement between the data and holographic simula-
tion. a Schematic of the stacked-bar sample pattern with fixed bottom-bar
dimensions and a top bar with a fixed thickness of 30 nm but a varying width wt: 3D
rendering and a cross-sectional view along the X-ray beam incidence. b, c Simulated
holographic scattering patterns for wt = 2.5 and 4.0 µm. d Scattering profile taken
along the inner-ring arc as a function of 2θ from −0.60 to −0.45° showing the short-
period oscillations are strong and the period is inversely proportional to the dis-
tance between the side surfaces (marked by the two red arrows in panel a) in
y-direction or (6 µm – wt)/2, as wt varies from 2.5 to 4 µm. e Simulated scattering
intensity profile along the outer arc as a function of 2θ as wt varies from 2.5 to 4.0 µm. While the larger-period intensity profile remains unchanged over the wt
range, the short-period modulation is observable but weak. f Scattering intensity
profile, integrated over a narrow range of 2θ as a function of αf shows the
best agreement between the simulation and experiment data when the bottom-bar
thickness is 55 nm. g With the sensitivity of the inner-arc scattering intensity profile
to the top-bar width wt, the best match between the experimental data and the
simulation reveals wt = 3.0 µm. h The first-principles holographic simulation shows
the sensitivity of the angular displacement between the outer and inner arcs to the
top and bottom bars’ axis rotational misalignment. Nature Communications| (2023) 14:5795 Discussion a Line scans of the inner-arc intensity as a function of the in-plane scattering angle
2θ at various fine deviations Δwt in top-bar width wt. b Line scans of the outer-arc
intensity as a function of the off-plane scattering exit angle αf at various fine
deviations (Δht) in the top-bar thickness ht. The black dashed lines guide the eye
and highlight the speckle phase shift. phase shift) as the reference beam. Thus, similar to dark-field imaging,
all interfering waves from the sample are well separated from the
direct beam and its specular reflection. With the use of high electron-
density substrates (such as noble metal coated silicon or glass), highly
coherent flux X-ray sources, and single-photon sensitive detectors, it’s
expected that the surface hologram in the grazing-exit-angle direction
will increase significantly, unlocking new possibilities of surface char-
acterizing technologies and application. The FE-DWBA simulation focused on one of the simplest sam-
ples to illustrate the principle of the analysis, the tell-tale features of
the coherent scattering patterns, and the sensitivity to the pattern’s
3D structures in a single incident-angle view. The simulation was also
validated by the scattering images from a more complex pattern. Even though FE-DWBA treats the in-plane electric-field boundary
conditions with approximations, the simulation results are of high
fidelity with minimal computation load and are validated by the
experiment data. We note that computational electromagnetics
techniques, such as the finite-difference time-domain method68, can
solve the distribution and propagation of the electromagnetic wave
more
rigorously. Still,
they
require
enormous
computational
resources for X-rays with sub-nm wavelengths, even for simple pro-
blems with low spatial resolution. The simulation methods and algorithm are limited to the forward
calculation for illustrating multibeam coherent surface scattering and
holography and have yet to be extended to reconstruct the real-space
structure. As we observed, the information on the coherent scattering
is abundant when the exit angle (af) is between 0 (sample horizon) and
the nominal critical angles of the sample, which should not have
existed in the kinematic approximation. We demonstrated in this work
that this multibeam scattering region contains rich and crucial infor-
mation about the sample form factors in all three dimensions. It will be
our future work to evaluate whether the patterns in this ‘forbidden’
area have enough speckle oversampling rate for a full-fledged recon-
struction. Article https://doi.org/10.1038/s41467-023-39984-3 Fig. 7 | Spatial sensitivity of the speckle size and phase of the holographic
scattering on fine changes in the critical dimensions of the stacked-bar sample. a Line scans of the inner-arc intensity as a function of the in-plane scattering angle
2θ at various fine deviations Δwt in top-bar width wt. b Line scans of the outer-arc
intensity as a function of the off-plane scattering exit angle αf at various fine
deviations (Δht) in the top-bar thickness ht. The black dashed lines guide the eye
and highlight the speckle phase shift. Discussion In a most direct fashion, we demonstrated that coherent surface
scattering at grazing incidence contains strong multiple scattering
components, which encode the true 3D morphology of surface
structures. More importantly, this 3D information can be extracted
from a scattering pattern taken at a single incident angle, which does
not require scanning the incident angle as required by the conven-
tional CSSI analysis and should be proven suited for obtaining critical-
dimension information in mesoscale surface patterns. To take advan-
tage of this capability, we developed the FE-DWBA method that cap-
tures the origin of multiple scattering physics and reproduces
scattering patterns with high fidelity. Furthermore, aided by the FE-
DWBA simulation, we discovered that the multiple scattering resem-
bles Lloyd’s mirror in the hard X-ray regime revealing the two-beam
holography concept in the grazing-incidence condition. In the holo-
graphy framework, a much-simplified first-principles scattering simu-
lation reduces the computational complexity even further while
capturing the detailed 3D surface morphology qualitatively and
quantitatively. The simplification enables parametrizing the real-space
object without the spatial resolution limit imposed by FE-DWBA and
other finite-element-based scattering simulations, paving the way for
applications such as 3D X-ray metrology of mesoscopic surface pat-
terns with the improved spatiotemporal resolution or sensitivity of a
few nm (in-plane and transverse to the X-ray beam) and even sub-nm in
the out-of-plane direction. In addition, the multibeam scattering
simulation and reconstruction have a significant bearing on electron-
beam and extreme-ultraviolet (EUV) imaging and scattering, where
multiple scattering is a more commonly occurring phenomenon due
to the strong interaction between the probes and matter. Fig. 7 | Spatial sensitivity of the speckle size and phase of the holographic Fig. 7 | Spatial sensitivity of the speckle size and phase of the holographic
scattering on fine changes in the critical dimensions of the stacked-bar sample Fig. 7 | Spatial sensitivity of the speckle size and phase of the holographic
scattering on fine changes in the critical dimensions of the stacked-bar sample. a Line scans of the inner-arc intensity as a function of the in-plane scattering angle
2θ at various fine deviations Δwt in top-bar width wt. b Line scans of the outer-arc
intensity as a function of the off-plane scattering exit angle αf at various fine
deviations (Δht) in the top-bar thickness ht. The black dashed lines guide the eye
and highlight the speckle phase shift. Grazing-incident scattering holography A similar simulation is performed with a
variation (Δht) and finer step of 1 nm around the top-bar thickness (ht)
of the actual 30-nm value, shown in Fig. 7b. Again, the line scans
demonstrate 1 nm, if not sub-nm, sensitivity in measuring the top-bar
thickness. The simulation results of Δwt and Δht resemble an inter-
ferometer when the shift of fringes is sensitive to small changes in
optical paths. The sensitivity of this multiple scattering probe is further
investigated as a function of the tell-tale features, again using Nature Communications| (2023) 14:5795 9 Nature Communications| (2023) 14:5795 Discussion In principle, with the forward-calculation algorithms such as
FE-DWBA and the first-principles analysis, reconstruction using the
scattering images with a priori information should be possible in the
multibeam scattering regime. However, the feasibility of such recon-
struction on the complex 3D subject remains to be determined. An
algorithm using the DWBA approach has been attempted but is yet to
be validated experimentally in the case of a weak perturbation to the
in-plane electric field44. With strong sample-substrate multiple scat-
tering, such as the system studied here, one of the solutions is to use
the conventional kinematic reconstruction as a support to facilitate
high-fidelity dynamical reconstruction. Conversely, the CSSI recon-
struction can also benefit from the 3D morphological information
captured in single-view holographic images. The simulation and experiments in this work are based on simple
substrate-supported patterns with single or double layers of a single
material. The FE-DWBA takes layered approaches in each cell, which
resembles the X-ray reflectivity algorithm31 and is best suited for
simulating multilayer samples of different compositions. However, the
sensitivity to the chemical compositions has yet to be tested in the
current simulation, which is the subject of future work. It is recognized
that the chemical sensitivity of hard X-rays would be inferior to that in
soft X-ray or EUV regimes65,69; anomalous scattering may improve the
sensitivity if one of the constituent elements is tracked during struc-
tural transformation. The concept of X-ray holography with Lloyd’s mirror setup was
previously developed to use the primary and its reflectionbeams asthe
reference waves, which requires the X-ray source to be coherent and
divergent so that the reference beam can superpose with the reflected
beam. The two conditions are difficult to satisfy simultaneously,
especially in the hard X-ray regime. In addition, the contrast and signal-
to-noise ratio in such a bright-field hologram is also limited because
the reference beam is usually much stronger than the reflected beam. The surface holography technique developed in this work uses the
sample scattering as the secondary source and its mirrored image
(with well-characterized exit-angle-dependent intensity reduction and With the advent of novel fourth-generation X-ray sources with
more coherent flux, holographic imaging with dynamical surface
scattering will immediately benefit the research communities inter-
ested in diffractive imaging, surface characterization, X-ray metrology,
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use is not permitted by statutory regulation or exceeds the permitted
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holder. To view a copy of this license, visit http://creativecommons.org/
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The authors declare no competing interests. Acknowledgements We acknowledge DESY (Hamburg, Germany), a member of the Helm-
holtz Association HGF, for providing experimental facilities. Parts of this
research were carried out at PETRA III, and we would like to thank Fabian
Westermeier and Dmitry Dzhigaev for their assistance at the P10 beam-
line. Beamtime was allocated for proposal I-20170155. We acknowledge
the fruitful discussion with Sunil K. Sinha. We also thank Wei Jiang for our
early discussion on the algorithm and Suresh Narayanan and Raymond
Ziegler for their valuable assistance with the experiments at Sector 8 of
the Advanced Photon Source (APS). We acknowledged that Jong Woo
Kim and Pice Chen who contributed to the sample preparation and the
data collection and Donald Walko who read and commented on part of
the manuscript. Work was also performed at the APS Center for
Nanoscale Materials of Argonne National Laboratory (ANL), both US
Department of Energy (DOE) Office of Science (SC) User Facilities. J.W.,
Z.J., M.C., M.W., and T.S. acknowledge the funding support provided by
Laboratory Directed Research and Development (LDRD, 2017-073-N0)
from ANL and by the US DOE, SC, Office of Basic Energy Sciences (BES),
under Contract No. DE-AC02-06CH11357. J.W., Z.J., and M.C. acknowl-
edge partial funding support from the Accelerator and Detector
Research Program of the US DOE, SC, BES under Contract No. DE-AC02-
06CH11357. Z.J. acknowledges partial support from the US DOE Early
Career Research Award. Supplementary information The online version contains
supplementary material available at
https://doi.org/10.1038/s41467-023-39984-3. Supplementary information The online version contains
supplementary material available at
https://doi.org/10.1038/s41467-023-39984-3. Nature Communications| (2023) 14:5795 Correspondence and requests for materials should be addressed to
Miaoqi Chu or Jin Wang. Correspondence and requests for materials should be addressed to
Miaoqi Chu or Jin Wang. Peer review information Nature Communications thanks the anon-
ymous reviewers for their contribution to the peer review of this work. A
peer review file is available. Methods
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1500–1506 (2023). Nature Communications| (2023) 14:5795 12 Article https://doi.org/10.1038/s41467-023-39984-3 Competing interests
The authors declare no competing interests. Author contributions J.W., M.C., and Z.J. conceptualized the experiment and the study. M.C.,
Z.J., T.S., M.S., and J.W. performed experiments. M.W. and M.C. pre-
pared the samples. M.C., J.W., and Z.J. interpreted the data. M.C. (assisted by Z.J. and J.W.) developed the analysis method and algorithms
and performed the simulations. M.C. prepared the first draft. All authors
contributed to revising the manuscript. J.W. and M.C. wrote the final
version of the manuscript. Nature Communications| (2023) 14:5795 13
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Bismuth-Graphene Nanohybrids: Synthesis, Reaction Mechanisms, and Photocatalytic Applications—A Review
|
Energies
| 2,021
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cc-by
| 30,223
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Citation: Usman, M.; Humayun, M.;
Shah, S.S.; Ullah, H.; Tahir, A.A; Khan,
A.; Ullah, H. Bismuth-Graphene
Nanohybrids: Synthesis, Reaction
Mechanisms, and Photocatalytic
Applications—A Review. Energies
2021, 14, 2281. https://doi.org/
10.3390/en14082281 Citation: Usman, M.; Humayun, M.;
Shah, S.S.; Ullah, H.; Tahir, A.A; Khan,
A.; Ullah, H. Bismuth-Graphene
Nanohybrids: Synthesis, Reaction
Mechanisms, and Photocatalytic
Applications—A Review. Energies
2021, 14, 2281. https://doi.org/
10.3390/en14082281 Keywords: bismuth/graphene; nanohybrids; photocatalysis; reaction mechanisms; energy; pollution energies energies Review
Bismuth-Graphene Nanohybrids: Synthesis, Reaction
Mechanisms, and Photocatalytic Applications—A Review n 1
, Muhammad Humayun 2
, Syed Shaheen Shah 1
, Habib Ullah 3
, Asif A Tahir 4
,
d
b b
ll h 4 Muhammad Usman 1
, Muhammad Humayun 2
, Syed Shaheen Shah 1
, Habib Ullah 3
, Asif A Tahir 4
,
Abbas Khan 5,*
and Habib Ullah 4,* Muhammad Usman 1
, Muhammad Hum
Abbas Khan 5,*
and Habib Ullah 4,* 1
Center of Research Excellence in Nanotechnology, King Fahd University of Petroleum and Minerals (KFUPM),
Dhahran 31261, Saudi Arabia; muhammadu@kfupm.edu.sa (M.U.); g201709190@kfupm.edu.sa (S.S.S.)
2
School of Optical and Electronic Information, Wuhan National Laboratory for Optoelectronics,
Huazhong University of Science and Technology, Wuhan 430074, China; 2017511018@hust.edu.cn
3
State Key Laboratory of Advanced Technology for Materials Synthesis and Processing,
Wuhan University of Technology, Wuhan 430074, China; habib_aas86@outlook.com
4
Environment and Sustainability Institute, University of Exeter, Penryn TR10 9FE, Cornwall, UK;
A.Tahir@exeter.ac.uk
5
Department of Chemistry, Abdul Wali Khan University, Mardan 23200, KP, Pakistan
*
Correspondence: abbas053@gmail.com (A.K.); hu203@exeter.ac.uk (H.U.) 5
Department of Chemistry, Abdul Wali Khan University, Mardan 23200, KP, Pakistan
*
Correspondence: abbas053@gmail.com (A.K.); hu203@exeter.ac.uk (H.U.) *
Correspondence: abbas053@gmail.com (A.K.); hu203@exeter.ac.uk (H.U.) Abstract: Photocatalysis is a classical solution to energy conversion and environmental pollution
control problems. In photocatalysis, the development and exploration of new visible light catalysts
and their synthesis and modification strategies are crucial. It is also essential to understand the
mechanism of these reactions in the various reaction media. Recently, bismuth and graphene’s
unique geometrical and electronic properties have attracted considerable attention in photocatalysis. This review summarizes bismuth-graphene nanohybrids’ synthetic processes with various design
considerations, fundamental mechanisms of action, heterogeneous photocatalysis, benefits, and
challenges. Some key applications in energy conversion and environmental pollution control are
discussed, such as CO2 reduction, water splitting, pollutant degradation, disinfection, and organic
transformations. The detailed perspective of bismuth-graphene nanohybrids’ applications in various
research fields presented herein should be of equal interest to academic and industrial scientists. 1. Introduction The increase in pollution due to urbanization and industrialization has become a
significant challenge for the sustainability of human society. The waste generated in
different industries during crude oil storage, transportation, and refinery has become a
global problem [1,2]. The water and soil pollution caused by several pollutants’ discharge is
a critical public health concern due to their toxicity. These pollutants can cause many health
effects such as neurological toxicity, lung cancer, lethargy, fatigue, depression, headaches,
nausea, dizziness, throat and eye irritation, and acute and chronic respiratory effects [3]. Toluene, benzene, xylene, ethyl benzene, and phenolic compounds some of the main
compounds categorized as pollutants posing severe threats to our environment [4–6]. In the present situation, environmental pollution has increased several-fold due to the
mismanagement of industrial waste. This can negatively affect the ecosystem and make
lands unusable for agriculture and many other purposes [7]. Therefore, it is essential to
remediate these toxic pollutants in our environment [8–10]. 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/). To eliminate organic pollutants from the environment, numerous technologies have
recently been established for their degradation. Organic pollutants can be degraded by dif-
ferent methods, such as physical, chemical, biological treatments and advanced oxidation
techniques [9,11–15]. Organic pollutant photodegradation is an attractive “green” chemical https://www.mdpi.com/journal/energies Energies 2021, 14, 2281. https://doi.org/10.3390/en14082281 Energies 2021, 14, 2281 2 of 36 technology to control pollution, where photocatalysis is the most widely and potentially
applied method used for demineralization and degradation of such pollutants [16,17]. technology to control pollution, where photocatalysis is the most widely and potentially
applied method used for demineralization and degradation of such pollutants [16,17]. Various light sources have been applied for the excitation of heterogeneous cata-
lysts [18], but the photodegradation approach is more economical if sunlight can be used
compared to ultraviolet light [16,19,20]. The evolution of the term “photocatalysis” shows
the development of certain fundamental concepts of photochemistry. The point where
photochemistry became a discipline was when it became differentiated from thermal chem-
istry. 1. Introduction Indeed, several researchers saw irradiation as one of the many methods available to
catalyze a response that makes it quicker by, for example, heating or processing it with
certain chemicals until the beginning of the 20th century [21]. Ciamician, the first scientist
to systematically understand the chemical effect of light, took great pains in finding out
if he had “initiated heat” alone rather than “light” [22]. This was appropriately allotted
the term “photochemical,” whilst the word “photocatalytic” applied to reactions caused
by light, but with the same result as thermal reactions. Another step further was the
identification of electronically excited states, which became a general idea in 1914 and were
part of Bodenstein’s photochemical reactions along with reactivity and thermodynamics. In an early stage, more distinction was made in the thermochemistry of the process itself. This allowed for photosynthesis to occur when part of photon energy in the products
rose [22,23]. Around 43% of visible-light energy is solar, so visible-light catalysts are chosen in
photoelectrocatalysis and photocatalysis processes. Until now, several semiconductive
products have been utilized, including metal oxides (Ag2O, TiO2, Cu2O, ZnO, Fe2O3,
Ta2O5), metal selenides (CdSe and MOSe2), metal phosphides (Ni2P), metal sulfides (Bi2S3,
ZnS, MoS2, and CdS), multi-structure oxides (Sr TiO3WO), metal halides and oxyhalides
(AgBr, BiOBr) and metal-free materials (SiC, Si and g-C3N4), [24–28]. Those with a bandgap
(Eg) greater than 3 eV, e.g., SrTiO3, TiO2, ZnO, KTaO3, ZnS, and SrTiO3, are called wide-
bandgap photocatalysts, whereas catalysts with an Eg of less than 4 eV, e.g., Si, SiC, Ag2O,
Bi2WO6, CdSe, InTaO4, Ag3VO4, CoO, Fe2O3, Cu2O, TaON, Ta3N5, CdS, Bi2S3, g-C3N4,
and BiVO4, are photocatalysts that react to visible light [25,29]. p
y
g
Heterogeneous catalysts play a vital role in environmental pollution control [30–32]. Powdered semiconductor photocatalysts are commonly used in various areas, such as car-
bon reduction [33], selective organic transformations, environmental remediation [34], and
water splitting [35]. There has been, in numerous applications, a growing interest in the use
of semiconductors as photocatalysts. In 2015, around 5500 documents about photocatalytic
applications were published, indicating that interest in heterogeneous photocatalysis was
enormous and highly important in diverse research fields. This number has recently grown
to over 13,000. A country-specific view of the increase in the number of publications on
“photocatalytic degradation” is listed in Table 1. 1. Introduction No commercially accessible material
can currently meet all application requirements, such as cost-effectiveness, stability, high
visible-light quantum efficiency, and security [36]. For such tasks to be completed, a highly
effective architecture and system for environmental remediation and energy supply are
needed to examine new visible-light semiconductor materials. The development of nanomaterials has progressed from the synthesis of single-
particles to multicomponent assemblies or hierarchical structures, where two or more
pre-synthesized nanomaterials are coupled to obtain multifunctionality. Such multicompo-
nent assemblies are termed nanohybrids. The development and use of these nanohybrids
requires interdisciplinary knowledge from the energy and environmental sectors, including
the applications reported in references [37–43]. There are previously published review
articles on some types and uses of nanohybrids, including gold-graphene oxide nanohy-
brids [39], organic/inorganic nanohybrids [44], polymer nanohybrids for oil recovery [45],
nanohybrids of epoxy/polyamide with carbon nanotubes [46], protein-inorganic nanohy-
brids [47], gold-based inorganic nanohybrids [48] and polymer-inorganic supramolecular
nanohybrids [49]. Energies 2021, 14, 2281 3 of 36 Table 1. Country-wise publications growth on the photocatalytic degradation of organic pollutants. (Data acquired from SciFinder). S. No. Country
No. of Publications
1
China
8838
2
India
1090
3
Iran
676
4
South Korea
384
5
United States of America
178
6
Japan
175
7
Malaysia
158
8
Saudi Arabia
103
9
Pakistan
84
10
Italy
77
11
Australia
73
12
Spain
72
13
Brazil
57
14
United Kingdom
48 Table 1. Country-wise publications growth on the photocatalytic degradation of organic pollutants. (Data acquired from SciFinder). Table 1. Country-wise publications growth on the photocatalytic degradation of organic pollutants. (Data acquired from SciFinder). Graphene is the basic structure of all other carbon allotropes. It is well noted that the
potential applications of graphene its derivatives are mainly driven by progressive produc-
tion of different graphene materials such as graphene oxide (GO), reduced graphene oxide
(rGO), functionalized graphene oxide (fGO), and functionalized reduced graphene oxide
(frGO) with specific attention to precise applications and this is expected to continue for at
least a couple of decades as promising applications and requirements are disclosed [50,51]. Various literature reports on the synthesis, modification and application of photocatalysts
based on graphene for energy and environment solutions have already been published [52]. This review, therefore, summarizes and discusses r
and their energy and environmental sector applications
2. Bismuth-Graphene Based Photocatalytic Materials
2.1. Bi2O3 and Bi2S3/Graphene Composites gy
pp
g
phene is due to the vast available literature, as shown in Figure 1. Furthermore, most bis-
muth-based photocatalysts are stable, reusable, photoactive, cheaper, and more environ-
mentally friendly that other alternatives. Besides, due to some shortcomings of the pris-
tine photocatalysts, such as charge carrier recombination, slow migration of charge carri-
ers, and low visible light absorption [72,73], we discuss modification of graphene with
bismuth species to produce improved photocatalysts for practical applications. The discussion above highlights the vital roles of graphene, bismuth, and nanohy-
A significant and the simplest bismuth compound is bismuth trioxide (Bi2O3). It can
be used in various ceramics, fuel cells, and gas sensors [74,75]. It has also been used as
a photocatalyst in organic pollutant decomposition and water splitting [76]. Bi2O3 is a
visible-light-responding photocatalyst when acting as a semiconductor, and its bandgap
ranges between 2.1 eV and 2.8 eV. Doping with noble materials and combination with
other components have been used to increase graphene’s activity in photocatalytic (PC)
form [77,78]. The discussion above highlights the vital roles of graphene, bismuth, and nanohy
brids. Structural, chemical synthesis and mechanistic aspects of these nanohybrids are
discussed, as are the suggested industrial applications of Bi-graphene. Recent literature
on energy conversion, degradation of various pollutants, and the CO2 conversion process
has been overviewed. Finally, the challenges associated with bismuth and graphene and
possible solutions have been discussed. 2. Bismuth-Graphene Based Photocatalytic Materials
2.1. Bi2O3 and Bi2S3/Graphene Composites
A significant and the simplest bismuth compound is bismuth trioxide (Bi2O3). It can
be used in various ceramics, fuel cells, and gas sensors [74,75]. It has also been used as a
photocatalyst in organic pollutant decomposition and water splitting [76]. Bi2O3 is a visi-
ble-light-responding photocatalyst when acting as a semiconductor, and its bandgap
ranges between 2.1 eV and 2.8 eV. Doping with noble materials and combination with
other components have been used to increase graphene’s activity in photocatalytic (PC)
form [77,78]. In recent times, the PC activity of some Bi-based semiconductors, e.g., BiVO4 [79],
Bi2MoO6 [80,81], BiOX (X = Cl, Br, I), Bi2Sn2O7 [82], Bi2O3 [83], and BiSbO4 [84] in the deg-
radation of pollutants has been described. 1. Introduction Finally, the chall
solutions have been discussed
nergies 2021, 14, x FOR PEER REVIEW overviewed. Finally, the challenges associated with bismuth and graphene and possible
solutions have been discussed. Energies 2021, 14, x FOR PEER REVIEW
4 of 38 Figure 1. Annual numbers of published items in the last 10 years identified in SciFinder using the keywords: “Graphene-
based photocatalysts” (a) and “Bismuth-based photocatalysts” (b). Figure 1. Annual numbers of published items in the last 10 years identified in SciFinder using the keywords: “Graphene-based
photocatalysts” (a) and “Bismuth-based photocatalysts” (b). 1. Introduction Graphene, graphene and its derivatives [53,54], graphene in photocatalysis [55], graphene
doping [56], graphene and graphene oxide sponge [57], nitrogen-doped graphene [58],
structure of graphene and its disorders [59], strain engineering of graphene [60], me-
chanics of graphene nanocomposites [61], chemical vapor deposition of graphene [62],
functional modification of graphene/graphene oxide [63], graphene-based fibers [64], and
graphene-based electrochemical micro-supercapacitors [65] are some of the subjects that
have been reviewed. Considering the stability, reactivity, reusability, and light-responsive effect of bis-
muth (Bi) it has been widely used as a photocatalyst. Several state-of-the-art review
articles on topics including barium potassium bismuth oxide [66], bismuth-based compos-
ite oxides [67], bismuth ferrite nanoparticles [68], bismuth vanadate-based materials [69],
bismuth tungstate photocatalysts [70], and bismuth oxyhalides [71] have been published. Annual numbers of publications on graphene photocatalysts in the last ten years are shown
in Figure 1a. Similarly, bismuth-containing compounds are significant photocatalysts that
react to visible light and fascinating research has been published in the field of bismuth
photocatalysis over the last ten years (Figure 1b). This review, therefore, summarizes and discusses recent Bi-graphene photocatalysts
and their energy and environmental sector applications. The choice of bismuth with
graphene is due to the vast available literature, as shown in Figure 1. Furthermore, most
bismuth-based photocatalysts are stable, reusable, photoactive, cheaper, and more environ-
mentally friendly that other alternatives. Besides, due to some shortcomings of the pristine
photocatalysts, such as charge carrier recombination, slow migration of charge carriers,
and low visible light absorption [72,73], we discuss modification of graphene with bismuth
species to produce improved photocatalysts for practical applications. The discussion above highlights the vital roles of graphene, bismuth, and nanohybrids. Structural, chemical synthesis and mechanistic aspects of these nanohybrids are discussed,
as are the suggested industrial applications of Bi-graphene. Recent literature on energy
conversion, degradation of various pollutants, and the CO2 conversion process has been Energies 2021, 14, 2281 4 of 36 overviewed. Finally, the challenges associated with bismuth and graphene and possible
solutions have been discussed. nergies 2021, 14, x FOR PEER REVIEW
4 of 38
Figure 1. Annual numbers of published items in the last 10 years identified in SciFinder using the keywords: “Graphene-
based photocatalysts” (a) and “Bismuth-based photocatalysts” (b). Figure 1. Annual numbers of published items in the last 10 years identified in SciFinder using the keywords: “Graphene-based
photocatalysts” (a) and “Bismuth-based photocatalysts” (b). overviewed. This review, therefore, summarizes and discusses r
and their energy and environmental sector applications
2. Bismuth-Graphene Based Photocatalytic Materials
2.1. Bi2O3 and Bi2S3/Graphene Composites Bismuth oxide was shown to be a strong can-
In recent times, the PC activity of some Bi-based semiconductors, e.g., BiVO4 [79],
Bi2MoO6 [80,81], BiOX (X = Cl, Br, I), Bi2Sn2O7 [82], Bi2O3 [83], and BiSbO4 [84] in the
degradation of pollutants has been described. Bismuth oxide was shown to be a strong can-
didate among the various Bi-based semiconductors because of its good PC and appropriate
bandgap properties. Bi2O3’s PC activity is however restricted by quick recombination of
the photogenerated carriers and by its susceptibility to photocorrosion. Because of the
short distance between the conduction band (CB) of Bi2O3 and the valence band (VB),
graphene can be designed for the sharing of Bi2O3 and graphene [85]. Under such condi-
tions, electrons generated in the CB of Bi2O3 would quickly be coupled with graphene VB
holes [86]. Therefore, the photogenerated electrons accumulated on the CB of graphene
display strong reduction ability, and the photogenerated holes on the VB of Bi2O3, ex-
hibit excellent oxidation ability [87,88]. The Z-Scheme PC activities are more effective
than one component in terms of reduction and oxidation and advanced photocatalytic
performance in the traditional photocatalysts [89,90]. Cui has reported a novel Z-scheme
Bi2O3/graphene photocatalyst. Bi2S3 has a 1.7 eV bandgap and is a perfect photocatalytic
material for light-harvesting due to its near-IR and visible light activation [91]. A number
of Bi2S3 nanocrystal forms ranging from 1D nanorods and 2D nanosheets have been created
with hot injection and standard non-oxidation techniques [92,93], while a solvothermal
method produces 3D sea-urchin-like spheres [94]. p
g
didate among the various Bi-based semiconductors because of its good PC and appropri-
ate bandgap properties. Bi2O3’s PC activity is however restricted by quick recombination
of the photogenerated carriers and by its susceptibility to photocorrosion. Because of the
Bismuth sulfide (Bi2S3) is a priviledged nontoxic inorganic semiconductor with excel-
lent photocatalytic activity and chemical stability because of its good visible light response. It has been exploited and investigated mostly for optoelectronic applications. The photogen- Energies 2021, 14, 2281 5 of 36 erated holes and hydroxyl radicals (-OH) in the VB of Bi2S3 (1.62 eV) are mostly utilized in
dye pollutant decomposition [92]. In combination with many other photocatalysts such as
CdS [95], TiO2 [28,96], and Bi2WO6 [97], the recombination rate of electron-hole pairs could
be lowered. An increase in visible light absorption enhances the photocatalytic activity. 2.2. Bi2MO6 (M = Cr, Mo, W)/Graphene Composites 2
6
,
,
p
p
Bi2MO6 (M = Mo, Cr, W) is considered the most common member of the Aurivillius
family, Bi2An−1BnOn+3 (A = Sr, Ca, Ba, Bi, Pb, K, Na; B = Nb, Ti, Ta, Fe, W, Mo) is
the general formula for Bi2MO6. The Bi2MO6 electronic structure is theoretically based
on density functional theory (DFT) [98], while the Bi2MO6 crystal structure falls under
orthorhombic space group Pca2(1). It was seen that both VB and CB of Bi2MO6 are
composed of hybridized orbitals Bi6p, O2p, and Mnd (n = 3, 4, and 5) for Bi2CrO6, Bi2MoO6,
and Bi2MO6, respectively [99]. Bi2MO6 compounds are suitable as visible-light-activated
photocatalysts. Among all Bi2MO6 species Bi2CrO6 has a narrower bandgap, thus, it
easily undergoes recombination of photogenerated holes and electrons and is thus not
considered suitable as a photocatalyst and consequently few Bi2CrO6 studies are available
in the field of photocatalysis. For the preparation of Bi2MoO6 samples with a wider special
surface area, smaller particles, and higher photocatalytic function, the solvothermal and
hydrothermal methods are effective. Several Bi2MoO6 morphologies have been described,
including floral hollow spheres (solvothermal process) and nanoplates (hydrothermal
method). Moreover, microwave heating was applied to synthesize Bi2MoO6 samples with
high photocatalytic activity in short periods [100,101]. Major applications of Bi2MO6 (and
Bi2MoO6 and Bi2WO6) photocatalysts involve the removal of organic pollutants from
polluted air and water. The key pollutants that have been tested in different studies include
phenol [102], dyes [103], CHCl3 and CH3CHO in wastewater [104], and NO in air [105]. Microorganisms, e.g., E. coli, were also destroyed by the addition of Bi2WO6 [106] and
Bi2MoO6 [107] under visible light irradiation. Current studies reveal the combined effect of plasmonic metals and graphene. The
photocatalytic activity of semiconductors, e.g., TiO2 and ZnO, can be efficiently improved
by increasing their photo-absorption ability and suppressing photogenerated electron-hole
recombination. Compared to Bi2MoO6, Bi2MoO6-graphene binary composites have been
developed and show improved photocatalytic performance. Graphene-based nanocompos-
ites display desirable photocatalytic properties that their individual components do not
have, therefore, improved Bi2MoO6 photocatalytic activity resulting from a combination of
noble metals and graphene is expected. Bi et al. developed a rGO-Bi2MoO6/Au composite
that displayed high catalytic activity for the photodegradation of rhodamine B [20]. Wang
and Tian reported composites of GO-Bi2MoO6 and rGO-Bi2MoO6 [108,109]. These com-
posites showed advanced phenol and rhodamine B degradation properties, respectively,
compared to Bi2MoO6 alone [74]. This review, therefore, summarizes and discusses r
and their energy and environmental sector applications
2. Bismuth-Graphene Based Photocatalytic Materials
2.1. Bi2O3 and Bi2S3/Graphene Composites A graphene/Bi2S3 nanocomposite with narrow bandwidth was recently synthesized. Compared with the individual components, the PC of this nanocomposite was much higher. Zhou et al. stated that the well-matched bandgap of graphene/Bi2S3 heterojunction could
be tailored to increase the transfer and separation efficiency of photoinduced carriers and
the visible light response. These graphene/Bi2S3 composites are effective photocatalysts
for the photocatalytic degradation of environmental pollutants [74]. 2.3. BiVO4/Graphene Nanocomposites Bismuth vanadate (BiVO4) presents interesting physicochemical properties, including
ionic conductivity and ferroelasticity. A theoretical bandgap of 2.047 eV was calculated
by DFT for visible-light-driven photocatalysis [110]. Both O2 p- and V3 d-orbitals are
included in the BiVO4 valence band. There are three forms of BiVO4, namely monoclinic
fergusonite, tetragonal zircon, and tetragonal scheelite. Reversible monoclinic fergusonite
and tetragonal scheelite phase transitions occur at 255 ◦C. A wide range of methods have
been reported for BiVO4 preparation. Monoclinic BiVO4 is obtained by both high tempera- Energies 2021, 14, 2281 6 of 36 ture melting reactions and by solid-state reactions (SSR) [111]. Tetragonal BiVO4 has been
synthesized at room temperature by a precipitation method [112]. The bandgap for the
monoclinic form is 2.4 eV, while the bandgap for BiVO4 is 2.9 eV. This selective monoclinic
BiVO4 preparation is advantageous for assembling effective photocatalysts with visible
light shifts. There has been a report of an additional method for synthesizing monoclinic
and tetragonal BiVO4 crystals in a simple water-based process [113]. A hydrothermal
method has been used successfully in recent times for monoclinic BiVO4 preparation [114]. There are numerous advantages to this hydrothermal approach to selectively produce
BiVO4 structures, i.e., mild experimental conditions, controllable conditions and simple
experimental setups. Photocatalytic degradation under visible light is commonly used to decompose or-
ganic pollutants (e.g., phenol and RhB) [115], and increased removal efficiency has been
demonstrated [116]. BiVO4 was also used for the scission of water [117,118]. BiVO4 was
shown to be an active photocatalyst for O2 evolution under visible light radiation since
its conduction strip potential isn’t high enough to produce H2 by H2O reduction [119]. Booshehri et al., found BiVO4 to be a mild candidate for photocatalytic inactivation of
bacteria in water under visible light irradiation [120]. For photocatalytic bactericidal activ-
ity, surface redox reactions are essential for reactive species generation [121]. In addition,
the interface for charge separation and transfer in hybrid catalysts is to be considered for
two components [122]. The BiVO4/Ag/graphene photocatalyst showed improved activity
for photocatalytic degradation of organic pollutants [123,124] or oxidation of nitrogen
monoxide and water [125]. The probability of photocatalytic wastewater or disinfection
of water by the Z-scheme BiVO4/graphene is however still unknown to the best of our
knowledge. Moreover, at the molecular level the photocatalysis consistency is clearly not
yet investigated [74]. 2.4. BiOX (X = F, Cl, Br, I)/Graphene Composites Bismuth oxyhalides’ (BioXoptical)’s properties can work as a photocatalyst. The
structure of BiOX crystals is comprised of layer structure slabs [Bi2O2] which are inserted
in two halogen atoms [126,127]. Biox contain X np (n = 2–5 for Cl, F, I, and Br respectively),
O 2p, and Bi 6 p-orbitals both in the valence band (VB) and conduction band (CB). In
theoretical terms, the bandgaps of BiOI, BiOF, BiOBr, and BiOCl are calculated to be 1.38 eV,
2.79 eV, 1.99 eV, or 2.34 eV, while experimentally, their bandgaps are estimated to be
1.77 eV, 3.64 eV [128], 2.64 eV, and 3.22 eV [129]. There are restrictions within the GGA
method that cause these differences between the experimental and calculated bandgap
results. However, both indicate the general decreasing tendency of the bandgaps as the
atomic number increases. BIOF was used as a photocatalyst only under UV light, while
BiOI was photocatalytically active both under near-IR and visible light. Because of their
appropriate bandgaps, both BiOCl and BiOBr are therefore commonly tested. For BiOX
synthesis with different morphologies, several methods can be effectively applied. In
addition to direct precipitation techniques, the primary methods used to synthesize the
BiOX with controlled nanostructures such as nanosheets, microsphere, and nanofibers
include hydrolysis, solvothermal and hydrothermal methods [130]. By adjusting the
precursor pH, controlling hydrothermal treatment duration time and temperature, and by
adding a template structure that can be selectively controlled, one can directly affect the
photocatalytic performance. An extensive review of BiOX nanostructures was previously
published [131]. p
Significant efforts have been carried out to design innovative photocatalysts [132,133]. Because of their excellent catalytic activity under visible light, the sequence of ternary
bismuth oxyhalides (BiOX, X = Cl, Br, or I) has been commonly studied [134]. The charge
separation and atomic polarization efficiency of the layered BiOX structures can be im-
proved. BiOBr, with its crystalline PbFCl layer structure has been a big consideration
among BiOX photocatalysts because of its excellent photocatalytic activity, appropriate
bandgap, and high stability. The binary component and multi-component counterparts Energies 2021, 14, 2281 7 of 36 showed improved photocatalytic activity compared to single-component semiconductors. Multi-component synergies may overcome the single-component shortcomings, e.g., insuf-
ficient charge separation ability and wide-bandgap. Consequently, the BiOBr photocatalytic
activity [135,136] with an indirect-transition bandgap (2.75 eV) may be efficiently enhanced
by incorporating other materials. 2.4. BiOX (X = F, Cl, Br, I)/Graphene Composites Graphenes are currently used as a promising support platform for anchoring host NPs
as well as acceptors for charge separation and superb electron transfer mediation with pecu-
liar characteristics such as low density, high conductivity, and large surface areas [137–139]. The hydrothermal method has been used for the synthesis of Au/BiOBr/graphene com-
posites [140,141]. A practical approach to shrink the bandgap, increase the catalytic activity and visible-
light absorption was taken using black BiOCl material with the formation of oxygen vacan-
cies. Although the black BiOCl is still subject to recombination of fast photocatalytic charge
carriers, its photocatalytic activity is still not satisfactory. A simple and effective approach
to resolve the above-related problems has been taken as the construction hetero-structures
of BiOCls with the other appropriate photocatalysts. Thanks to their high electron mobility
and a large surface area, the above issues could be well addressed by functional graphene-
based semiconductor photocatalysts. A new BiOCl-Bi-Bi2O3/rGO heterojunction with
oxygen vacancies has been developed, which provided a solid-solid, close-fit interface
and strong interaction between BiOCl, Bi, rGO, and Bi2O3. BiOCl-BI2O3/rGO hetero-
junctions showed high photocatalytic performance due to the synergistic effect caused
by effective charge separation among Bi2O3, BiOCl, rGO, and Bi-bridges. The BiOCl-Bi-
Bi2O3/rGO heterojunction displayed high efficiency for photocatalytic degradation of
2-nitrophenol in industrial wastewater treatment. The significant task is to demonstrate
the superior long-term photostability of the BiOCl-Bi-Bi2O3/rGO heterojunctions. In ad-
dition, a promising BiOCl-Bi-Bi-Bi2O3/rGO photocatalytic mechanism was proposed to
describe primary phenomena taking place during the process, depending on multiple
charge transfer channels [141]. 3. Synthesis of Bismuth/Graphene Nanohybrid Materials In composites based on bismuth graphene, the graphene acts as a substrate for im-
mobilization and the other composites as a functional component. The robust conductive
structure and wide graphene surfaces often facilitate the redox reaction, charge transfer,
and the enforcement of the resulting composites’ mechanical strengths. The coupling of
metal oxides with graphene will therefore enhance the efficiency for numerous energy
conversion, storage, and catalytic reactions [166,167]. This section mainly focused on the
recent progress to develop practical approaches to fabricate Bi- graphene nanocomposites. 2.5. BiPO4/Graphene Composites BiPO4 with high photocatalytic activity for organic pollutant degradation was fab-
ricated for the first time by a hydrothermal approach [142]. A faster hydrothermal way
of synthesizing BiPO4 has also been reported [143]. The bandgap in BiPO4 prepared by
hydrothermal methods is about 3.85 eV, higher than that of TiO2 (3.2 eV). BiPO4 nanocrys-
tals synthesized with standard oxygen-free procedures have a bandwidth of around 4.6 eV. Only UV light can be used as a light source for large bandgap semiconductors. Although
its bandgap is broader than that of TiO2, BiPO4 still has high photocatalytic degrada-
tion kinetics. This is because the VB of BiPO4 is 3 eV, higher than that of TiO2, and it
generates more oxidative holes in its VB compared to TiO2. Photocatalytic conversion
of the gas-phase benzene into CO2 by BiPO4 has also been reported in addition to the
degradation of the organic pollutant in an aqueous phase. A photocatalytic gas-phase
transformation of benzene to CO2 was also reported during an aqueous phase organic
pollutant degradation study [144,145]. BiPO4 photocatalysts still have several drawbacks
as photocatalysts however, such as low photocatalytic activity, and comparatively rapid
recombination of charge carriers, wide bandgaps, low adsorption ability, and large size,
which would decrease the photocatalytic activity of BiPO4 and subsequently limit its
industrial-scale applications [146,147]. Consequently, it is urgent to create and design
photocatalytic materials based on BiPO4, with required and useful photocatalytic perfor-
mance properties. To date, numerous efforts have been made to improve the photocatalytic
activity of the BiPO4 photocatalyst by doping with non-metals or metals, surface hybridiza-
tion, reducing the crystal size, forming heterostructures, or combinations of µ-structure
materials [148,149]. BiPO4/rGO nanocomposites exposed the importance of graphene as
the support of separating electron-hole pairs, which leads to a high photocurrent. Thus, the
development of BiPO4/rGO hybrids is an efficient way to improve the visible light catalytic Energies 2021, 14, 2281 8 of 36 8 of 36 performance of BiPO4. Extensive research has established a trend towards research in
carbon-nanomaterials by doping with heteroatoms as they can adapt their fundamental
properties successfully [150,151]. performance of BiPO4. Extensive research has established a trend towards research in
carbon-nanomaterials by doping with heteroatoms as they can adapt their fundamental
properties successfully [150,151]. 2.6. (BiO)2CO3/Graphene C omposites Bismuth subcarbonate is a known solid carbonate in the BI2O3-CO2-H2O system
((BiO)2CO3 or Bi2CO5) [152]. The bandgap of (BiO)2CO3 is 3.4 eV, so wavelengths under
365 nm can therefore stimulate the bandgap [153,154]. The CB of (BiO)2CO3 generally
includes hybridized p-orbitals (O2 p and Bi 6p), while its VB consists of p-orbitals (O 2p,
Bi 6p, and C 2p). A hydrothermal, template-free method has been used to efficiently
synthesize (BiO)2CO3 with hollow microsphere orders whose structure is dependent on
Ostwald’s growing properties. The compound showed photocatalytic activity for pollutant
oxidation or disinfection of air and wastewater contamination [155,156]. Several articles
have described p-n heterojunctions that exhibited enhanced photocatalytic activity [74,157]. p
j
p
y
y
An innovative multi-component TiO2-Bi2O3/(BiO)2CO3-rGO nanocomposite has been
synthesized and experimentally used for bisphenol A (BPA) photodegradation. The Bi2O3
was intended to be a visible light photosensitizer. The appropriate VB and CB’s positions
TiO2 and (BiO)2CO3 were used as selective sinks for photogenerated holes and electrons,
and rGO acted as a channel for charge carrier transport that extended the lifetime of the
catalysts. BPA is an endocrine disruptive compound commonly used for the production
of many common packaging materials [158]. These materials typically end up in waste
dumps, leading to the slow leaching of BPA into water bodies. Accordingly, BPA has been
chosen as the model for the photocatalytic activity of the designed photocatalysts based on
environmental issues [158,159]. 2.7. M(BiO3)n/Graphene Composites Pentavalent bismuthates (M(BiO3)n (where n = 1, M = Li, Na, K, Ag; n = 2, M = Mg, Zn,
Sr, Ba, and Pb) can be bought directly from commercial companies to synthesize additional
Bi-based compounds, such as BiOX, as a Bi source [160]. The bandgaps of these compounds
are MgBi2O6 1.61 eV, ZnBi2O6 1.53 eV, SrBi2O6 1.93 eV, SrBi2O6 1.93 eV, BaBi2O6 1.93 eV,
PbBi2O6 1.92 eV [161], LiBiO3 1.8 eV, KBiO3 2.1 eV [162], NaBiO3 2.6 eV [163], and AgBiO3
2.5 eV, respectively [164]. The valency of Bi-based composites is +3 while the value of
(BiO3)n is +5. The Bi3+ cation consists of two orbitals (10 d and 6 s). This indicates that
the electronic structure of pentavalent bismuthates is different. Takei et al. tested nine
bismuthates for degrading phenol and methylene blue [161]. High photo-catalytical activity
under visible light irradiation was shown by NaBiO3, LiBiO3, BaBi2O6, and SrBi2O6. The
d-electrons from Zn, Pb and Ag produce a large conduction range as well as consequently
poor photocatalytic performance. Electronic systems greatly affect catalytic performance. Excellent visible-light photocatalytic activity recommends pentavalent bismuthates for
different photocatalytic applications. M(BiO3)n could be used for efficient visible light
photocatalytic degradation of organic pollutants [161,165]. 3.1. Sol-Gel Method In this section, we focus on recent progress in the development of practical approaches
for the fabrication of Bi-graphene nanocomposites [168–170]. The robust coupling offers Energies 2021, 14, 2281 9 of 36 many applications for hybrids, such as photocatalysis [171–173]. Anchoring and reactive
areas for growth and the nucleation of NPs can be found in functional groups based
on reduced graphene oxides (GO/rGO), which allow metal oxide nanostructures to be
chemically attached to GO/RGO surfaces. pling offers many applications for hybrids, such as photocatalysis [171–173]. Anchoring
and reactive areas for growth and the nucleation of NPs can be found in functional groups
based on reduced graphene oxides (GO/rGO), which allow metal oxide nanostructures to
be chemically attached to GO/RGO surfaces. A new sol gel-based electro-spinning process configuration was adopted for the
fabrication of TiO2/ZnO/Bi2O3 -Gr (TZB-Gr) composites photocatalyst. With this tech-
nique, the rim effect was removed by rolling graphene into ‘spiral rolls’ implanted in
TiO2/ZnO/Bi2O3 (TZB) nanofibers, which allowed free electrons to move in the axis
of nanofibers on the graphene rolls unidirectional [174]. This new configuration signifi-
cantly reduced the energy bandgap, enhanced the specific surface area, accelerated charge
transport and delayed electron-hole pair recombination. In this unique configuration, the
electrons’ mobility and lifetime were enhanced [175]. The scheme of TZB-Gr nanofibers is
shown in Figure 2. A new sol gel-based electro-spinning process configuration was adopted for the fab-
rication of TiO2/ZnO/Bi2O3 -Gr (TZB-Gr) composites photocatalyst. With this technique,
the rim effect was removed by rolling graphene into ‘spiral rolls’ implanted in
TiO2/ZnO/Bi2O3 (TZB) nanofibers, which allowed free electrons to move in the axis of nan-
ofibers on the graphene rolls unidirectional [174]. This new configuration significantly
reduced the energy bandgap, enhanced the specific surface area, accelerated charge
transport and delayed electron-hole pair recombination. In this unique configuration, the
electrons’ mobility and lifetime were enhanced [175]. The scheme of TZB-Gr nanofibers is
shown in Figure 2. Figure 2. Schematic representation for TiO2 NPs deposition on graphene sheets; as-prepared TiO2/ZnO/Bi2O3-graphene
(TZB-Gr) nanofibers. Adapted from [175]. Figure 2. Schematic representation for TiO2 NPs deposition on graphene sheets; as-prepared TiO2/ZnO/Bi2O3-graphene
(TZB-Gr) nanofibers. Adapted from [175]. Figure 2. Schematic representation for TiO2 NPs deposition on graphene sheets; as-prepared TiO2/ZnO/Bi2O3-graphene
(TZB-Gr) nanofibers. Adapted from [175]. Figure 2. Schematic representation for TiO2 NPs deposition on graphene sheets; as-prepared TiO2/ZnO/Bi2O3-graphene
(TZB-Gr) nanofibers. Adapted from [175]. 3.2. Hydrothermal/Solvothermal Methods 3.2. Hydrothermal/Solvothermal Methods Hydrothermal/solvothermal methods are key tools for synthesizing inorganic nanocrys-
tals that work at a high temperature in a limited volume under high pressure. With a one-pot
hydrothermal/solvothermal approach, highly crystalline nanostructures can be prepared
without post-synthetic calcination, and at the same time GO is reduced to rGO. The rational
design of nanomaterials and fabrication with distinctive morphology has received a great
deal of consideration because the material properties depend not only on the chemical
phase and its composition, but also on its size and shape. The synthesis of nanomaterials
with different sizes has inspired many researchers due to its potential applications and the
size-dependent properties [176]. Consequently, numerous approaches have been devel-
oped to make nanocrystals with controlled morphology. Among them, the hydrothermal
method is considered to be effective because it is useful for controlling the size and shape
of nanomaterials [177]. rGO/Bi2MoO6 nanocomposites are effectively synthesized via a
simple hydrothermal process, with virtual uniformity and high-order direction. The rGO
had also been added to the surface of Bi2MoO6. There is an extraordinary improvement in
the photocatalytic activity for bacterial treatment over the Bi2MoO6–rGO nanocomposite
compared to the pure Bi2MoO6. This enhancement is accredited to the high orientation
of Bi2MoO6, which efficiently improved photogenerated electrons-holes pair’s separation. Energies 2021, 14, 2281 10 of 36 10 of 36 At the generation site, these electrons are quickly inserted into graphene, thus reducing
charge recombination. Improved visible light catalytic wastewater treatment performance
of Bi2MoO6–rGO nanocomposites can be accomplished [107]. The Bi2MoO6 microsphere surface contains different sizes of Ag3PO4 particles. The
Bi2MoO6 and Ag3PO4 microspheres on both sides of the layer rGO are also well connected. The Ag3PO4/rGO/Bi2MoO6 structure can be established with a closed interface, which is
beneficial during the photocatalytic process to accelerate charge transfer. The appropriate
porous structures and storage surface can offer substantial active surface sites to easily
absorb more organic pollutants, which would favor an increase in the photocatalytic ac-
tivity of the Ag3PO4/rGO/Bi2MoO6 composite [178]. Ag3PO4/rGO/Bi2MoO6 shows the
broadest absorption edge and the highest absorption intensity in the visible light region. This suggests that this ternary composite can absorb a broad spectrum of visible light [179]. Figure 3 describes the synthesis process for Ag3PO4/rGO/Bi2MoO6 nanohybrid, a pho-
tocatalytic mechanism for MB-degradation via Ag3PO4/rGO/Bi2MoO6 nanohybrid, and
energy band structures of Ag3PO4 and Bi2MoO6. EW
11 of 38 Figure 3. 3.2. Hydrothermal/Solvothermal Methods (a) Synthesis process for Ag3PO4/RGO/Bi2MoO6 nanohybrid, (b) MB-photocatalytic mechanism via an
Ag3PO4/RGO/Bi2MoO6 nanohybrid, and (c) energy band structures of Ag3PO4 and Bi2MoO6. Source: Adapted from [178]. Figure 3. (a) Synthesis process for Ag3PO4/RGO/Bi2MoO6 nanohybrid, (b) MB-photocatalytic mechanism via an
Ag3PO4/RGO/Bi2MoO6 nanohybrid, and (c) energy band structures of Ag3PO4 and Bi2MoO6. Source: Adapted from [178]. Figure 3. (a) Synthesis process for Ag3PO4/RGO/Bi2MoO6 nanohybrid, (b) MB-photocatalytic mechanism via an
Ag3PO4/RGO/Bi2MoO6 nanohybrid, and (c) energy band structures of Ag3PO4 and Bi2MoO6. Source: Adapted from [178]. Figure 3. (a) Synthesis process for Ag3PO4/RGO/Bi2MoO6 nanohybrid, (b) MB-photocatalytic mechanism via an
Ag3PO4/RGO/Bi2MoO6 nanohybrid, and (c) energy band structures of Ag3PO4 and Bi2MoO6. Source: Adapted from [178]. The full GO reduction to graphene, the formation of BiPO4-nanorods, and appropri-
ate mixing are carried out in a one-stage synthetic route using these two materials. As an
essential agent for GO reduction, ethylene glycol (EG) plays an important role and does
not require any additional agents. Besides, ethylene glycol is compatible with BiPO4 na-
norod preparation. BiPO4-2% rGO is far more photocatalytic than pure BiPO4, and gra-
phene for photodegradation of methyl orange under UV radiation is accredited to a wider
For BiPO4 and graphene composite formation, two approaches are used. Because
two-dimensional high-surface graphene platforms and exceptionally high conductivity
can properly contact the target pollutants to provide plenty of reactive sites and efficiently
accelerate the process of transferring photo-induced electrons from photocatalyst to reactant
sites to suppress the photo-induced pair of electron-holes, graphene and nanocomposite
integration with the appropriate graphene and BiPO4 may have desirable graphene and Energies 2021, 14, 2281 11 of 36 11 of 36 BiPO4 properties. This will significantly improve the photocatalytic activity of the BiPO4
system. The two-step method of preparing the BiPO4/GO nanocomposites was first used
to synthesize oleylamine-coated BiPO4 and then assemble it onto a GO nanosheet at the
water/toluene interface in the second step [180,181]. BiPO4 properties. This will significantly improve the photocatalytic activity of the BiPO4
system. The two-step method of preparing the BiPO4/GO nanocomposites was first used
to synthesize oleylamine-coated BiPO4 and then assemble it onto a GO nanosheet at the
water/toluene interface in the second step [180,181]. A two-step hydrothermal approach was used to synthesize BiPO4/rGO cuboids
with low OH-related defects. 3.2. Hydrothermal/Solvothermal Methods Although nanocomposites are produced successfully with
BiPO4-GO or BiPO4/rGO, the experiments still display a large number of inconveniences:
(1) BiPO4/GO or BiPO4-rGO nanocomposite synthesis requires two or several steps that
are tedious and time-consuming; (2) toxic organic solvents (toluene), hazardous reduc-
ing agents (oleylamine) and other additives may cause many environmental protection
problems and in the product post-treatment; (3) the weak interaction between graphene
nanosheets and BiPO4 results from 2- or multi-step synthetic routes to BiPO4/rGO, so a
simple, efficient, and green approach has been used to synthesize nanocomposites. The full GO reduction to graphene, the formation of BiPO4-nanorods, and appropriate
mixing are carried out in a one-stage synthetic route using these two materials. As an
essential agent for GO reduction, ethylene glycol (EG) plays an important role and does not
require any additional agents. Besides, ethylene glycol is compatible with BiPO4 nanorod
preparation. BiPO4-2% rGO is far more photocatalytic than pure BiPO4, and graphene for
photodegradation of methyl orange under UV radiation is accredited to a wider surface
area, efficient cargo transportation, the graphene introduction, and the close interfacial
contact between graphene and BiPO4 have contributed to a much-increased adsorption
and separation capacity [182,183]. BiPO4/rGO and BiPO4/GO composites synthesized,
and simulated images are shown in Figure 4. W
12 of 38 Figure 4. Synthesis process for BiPO4/RGO and BiPO4/GO composites. Source: Adapted from
Figure 4. Synthesis process for BiPO4/RGO and BiPO4/GO composites. Source: Adapted from [183]. Figure 4 Synthesis process for BiPO4/RGO and BiPO4/GO composites Source: Adapted from
Figure 4. Synthesis process for BiPO4/RGO and BiPO4/GO composites. Source: Adapted from [183]. [183]. A BiPO4 NPs with MoS2/graphene-layered hybrid is manufactured via an easy hy-
drothermal, microwave-assisted method, and the ternary BiPO4-MoS2/graphene photo-
catalyst optimizes the activity of each component. This study demonstrates that the gra-
phene and MoS2 nanoparticles as catalysts in the photocatalyst of BiPO4 can improve
transport charges, eliminate the pair electron hole’s photogenerated recombination rate,
and provide highly reactive locations for a photodegradation reaction This results in sig-
A simple one-pot hydrothermal route was used to synthesize nanocomposites of
biPO4/nitrogen-doped graphene hydrogel (BiPO4) to serve as a visible light-responsive
material. The porous 3DNGH structure significantly enhanced the photo-induced electron
holes and the transfer and separation efficiency of BiPO4 visible illumination pairs. The
BiPO4/3DNGH morphology has disclosed a cross-linked, porous structure, and 3DNGH
nanorods are attached to the area. 3.2. Hydrothermal/Solvothermal Methods The 3DNGH surface was randomly dispersed with
BiPO4 nanorods [181]. Energies 2021, 14, 2281 12 of 36 12 of 36 A BiPO4 NPs with MoS2/graphene-layered hybrid is manufactured via an easy hy-
drothermal, microwave-assisted method, and the ternary BiPO4-MoS2/graphene pho-
tocatalyst optimizes the activity of each component. This study demonstrates that the
graphene and MoS2 nanoparticles as catalysts in the photocatalyst of BiPO4 can improve
transport charges, eliminate the pair electron hole’s photogenerated recombination rate,
and provide highly reactive locations for a photodegradation reaction. This results in
significantly improved photocatalytic activity for organic pollutant photodegradation by
the attained BiPO4-MoS2/graphene photocatalyst. The GO, BiPO4, and MoS2 composite
microstructure and morphology were characterized in the sense that GO has a layered stack-
ing structure with some folds and wrinkles that can adsorb and photodegrade the color
molecules on sufficiently large surfaces. The sample produced for MoS2 has an ultra-free
nanosheet structure. In composites many BiPO4 NPs are dispersed compactly and homoge-
nously on the surface of MoS2/graphene nanosheets. It is proposed to dispense, build,
and attach the BiPO4 nanocrystals in MoS2/graphene by microwave-assisted techniques. There are distinct gate fringes on the BiPO4-MoS2/graphene composite. The gap from
0.328 nm to the monoclinic plane BiPO4 (200) corresponds very well, while the gap from
0.62 nm to the plane of (002) MOS2 can be assigned. The presence of close contact between
MoS2/graphene nanosheets and BiPO4 NPs is predictable for building a necessary hetero
structure [180]. BiPO4/rGO NCs were successfully synthesized by a simple solvothermal
method. This composite possessed much advanced and best photocurrent performance. The as-prepared PEC sensor revealed a broader lower detection limit, linear range, and an
excellent anti-interference capacity. In the formation of chlorpyrifos, the Bi-chlorpyrifos
complex formation on BiPO4 NPs gave rise to an increase in steric hindrance. It thus stuck
the BiPO4 NPs electron transfer toward the electrode surface, causing an observable fall in
photocurrent [182]. rGO/Bi2MoO6 nanosheets were successfully synthesized using rGO/Bi2 (EG) pre-
cursors using a two-stage solvothermal method. The introduction of graphene supports
the recombination of electrons and holes generated by photogenerated rGO/Bi2MoO6
nanocomposite exhibits plate-on-plate enhanced Cr (VI) photoreduction structures with
radiation from sunlight. With an ideal photocatalytic activity, the 2.5% rGO/Bi2MoO6 com-
posite and a reduction of 94% to Cr(VI) at about 30 min, roughly twice that of pure Bi2MoO6. 3.2. Hydrothermal/Solvothermal Methods The rGO, which mainly functions as an electron collector and meaningfully promotes the
photoinduced carrier separation, accommodates the improved photocatalytic efficacy. Fur-
thermore, rGO/Bi2MoO6 composites have excellent stability and can be recycled in an
industrial process. The composite morphologies of 2.5% rGO/Bi2MoO6 are low-lying and
non-regular plate-on-plate structures. This indicates that Bi2MoO6 nanoflocks are scattered
to the surface of large graphene layers forming Bi2MoO6 nanoflocks and small ribs. Defects
may cause wrinkles during the functioning of oxygen when GO was synthesized [184,185]. y
g
g
yg
y
[
,
]
A newer BWO/MG ternary heterojunction photocatalyst was designed with an im-
proved load carrier separation using the two-step hydrothermal method through a pro-
gressive load transfer route. MoS2 was used to improve the transition between graphene
and BWO through the “stepping stone” approach. A positive synergetic effect between
the graphene sheets and MoS2 is believed to occur. The cocatalyst components on photo-
degradation can efficiently improve the interfacial charge transfer, suppress the recombi-
nation of charges, and offer many photocatalytic reaction centers and active absorption
sites [186]. The BWO/MG ternary hybrid facility is a visible and inexpensive environ-
mental photocatalyst that expands the composite photocatalyst preparation range of MG
hybrids and provides a prospective way to improve the performance of photocatalysts. The BWO catalyst has a microscopic structure and morphology with an average diameter
of 3–4 microspheres. These microspheres consist of several hundred nanometers of lateral
nanoplates. The BWO microspheres used the automatic spherical construction of nanosheet
nanoplates. The SEM and TEM images of BWO and BWO/MG are shown in Figure 5. BWO nanosheets are not agglomerated during growth following MG modifications. The
morphology of the BWO crystalline structures is controlled by the incorporation of MG, Energies 2021, 14, 2281 13 of 36
ction of
hown in 13 of 36
ction of
ho
i which has increased photocatalytic performance in a larger specific area. The photogen-
erated electrons should improve the photocatalytic efficiency and charging separation, a
close relationship between BWO, graphene, and components achieved via hydrothermal
processing [187]. tions. The morphology of the BWO crystalline structures is controlled by the incorporation
of MG, which has increased photocatalytic performance in a larger specific area. The pho-
togenerated electrons should improve the photocatalytic efficiency and charging separa-
tion, a close relationship between BWO, graphene, and components achieved via hydro-
thermal processing [187]. . Figure 5. 3.2. Hydrothermal/Solvothermal Methods SEM images of (A) BWO and (B) BWO/MG. (C) TEM image of BWO/MG and (D)
HRTEM of BWO/MG. Adapted from [187]. Figure 5. SEM images of (A) BWO and (B) BWO/MG. (C) TEM image of BWO/MG and (D) HRTEM
of BWO/MG. Adapted from [187]. Figure 5. SEM images of (A) BWO and (B) BWO/MG. (C) TEM image of BWO/MG and (D)
HRTEM of BWO/MG. Adapted from [187]. Figure 5. SEM images of (A) BWO and (B) BWO/MG. (C) TEM image of BWO/MG and (D) HRTEM
of BWO/MG. Adapted from [187]. Bi2WO6/rGO photocatalysts have been synthesized by an easy hydrothermal method
and with 2 wt % rGO content display the highest photocatalyst performance. Enhanced
photocatalytic activity for more efficient cargo transport, maximum light absorption, and
separation can be accredited to strong chemical bonds between rGO and Bi2WO6. In
addition, Bi2WO6/rGO is highly stable and essential for applications in environmental
protection applications [188,189]. 3.3. Self-Assembly Self-assembly is a useful and frequently favored method for assembling micro- and
nano- substances into macroscopic systems [190–192]. It is used to produce functional
materials such as composites, photonic crystals, and DNA structures. An innovative way
of synthesizing ordered graphene-metal oxide hybrids via a surfactant-supported, ternary
self-assembly process was established to achieve an interchangeable layer structure of final
composites [193]. The efficient and easy electrostatic self-montage method is successfully
used to produce BWO/rGO nanocomposites. BWO-nanocomposites RGO’s have been
synthesized with hydrothermal reduction through electrostatic self-assembly processes. The uniform, electronically interacting, and close interface contact can be achieved with
nanocomposites from the BWO/rGO. The adjacent interface contact stimulates the separa-
tion of e/h+ pairs and extends the lifetime of the photo-induced charge carrier [194]. The
charging balance and electronic interaction between rGO and BWO lead to VB change and
change in conductive electricity and the valence band holes [195]. Nanocomposites of GO/BiPO4 were synthesized using an easy self-assembly two-
phase method. The GO presence can substantially improve the visible light absorption of
the load transfer facilitators, catalysts, and the pair of electron holes [196]. The GO/BiPO4
nanocomposites formation via a self-assembly method is shown in Figure 6. 14 of 36
/ 14 of 36
/ Energies 2021, 14, 2281 Figure 6. GO-BiPO4 nanocomposites formation via a self-assembly method. Adapted from [196]. Figure 6. GO-BiPO4 nanocomposites formation via a self-assembly method. Adapted from [196]. BiPO4 nanocomposites formation via a self assembly method. Adapted from [196]. An easy and fast approach to energy-generating chemical reactions is microwave ir-
radiation. Graphene–metal oxide hybrids, for example, graphene-MnO2 have been syn-
thesized using microwave irradiation [197] as has graphene–Co3O4 [198]. Direct electro-
chemical deposition of inorganic crystals on graphene substrates is an intelligent ap-
proach for thin film-based applications with no need for post-synthetic transfer of com-
posite materials [199-209]. A summary of bismuth/graphene-based photocatalysts fabri-
An easy and fast approach to energy-generating chemical reactions is microwave
irradiation. Graphene–metal oxide hybrids, for example, graphene-MnO2 have been
synthesized using microwave irradiation [197] as has graphene–Co3O4 [198]. Direct electro-
chemical deposition of inorganic crystals on graphene substrates is an intelligent approach
for thin film-based applications with no need for post-synthetic transfer of composite
materials [199–209]. A summary of bismuth/graphene-based photocatalysts fabrication
methods, morphology, and applications is presented in Table 2. cation methods, morphology, and applications is presented in Table 2. 4. 4.1. Water Splitting
To transform this
ration of relevant p Hydrogen energy is considered as an ideal green energy source, and the product of hy-
drogen combustion is H2O, so hydrogen, when used as fuel, it both solves the future fossil
fuel crisis and shortage and lessens the environmental pollution from fossil fuel consump-
tion [150,210,213–215]. In 1972, Fujishima et al. first described the TiO2 photoelectrode
water splitting phenomenon [216], and as a result, photocatalytic H2 production has gained
much attention [217–220]. Hydrogen is one of the crucial pure fuels [221–223]. Hydrogen
production using the appropriate photocatalyst and solar power is an important factor not
just because it is an excellent way to supply large-scale renewable and clean hydrogen but
also to prevent probable energy-storage problems. One of the more convenient methods
in this respect is photocatalytic water splitting. To date, some nanocomposites based on
graphene have been used for the photocatalytic cleavage of water [220,224]. To transform
this technology into an industrial application, the development and exploration of relevant
photocatalysts with outstanding performance are vital. In the past four decades, therefore,
several semiconductors were tested as photocatalysts. Graphene is considered to have a
great performance in this research field [225,226]. In order to make a practical photocatalyst
economically attainable, efforts have been made to improve the efficiency of the photocata-
lysts. Amal’s group developed photocatalysts such as rGO/Ru/Sr, rGO/BiVO4, rGO/WO3,
and TiO3, rGO/TiO2 [117,227,228]. In the case of the BiVO4/rGO composite, the evolution
of the O2 and H2 on BiVO4/rGO was 0.21 mm and 0.75 mmol h−1, respectively, under
visible light, while negligible gas production is detected in pure cells of BiVO4. This photo-
catalytic water splitting has been accredited to the longer electron life of provoked BiVO4
electrons that promptly injected in rGO at the production site, leading to lower recombina-
tion of charges (Figure 7). In recent times, an inspired Z-scheme photocatalysis system for
dividing water under visible light radiation has been established. Photocatalytic systems
for the artificial Z-scheme offer a blossoming approach for enhancing the performance of
PH 2, by imitating the natural photosynthesis in typical green leaves [229]. p
y
g p
p
decades, therefore, several semiconductors were tested as photocatalysts. Graphene is
considered to have a great performance in this research field [225,226]. In order to make a
practical photocatalyst economically attainable, efforts have been made to improve the
efficiency of the photocatalysts. 4. Applications of Bismuth/Graphene Nanohybrids
drogen production using the appropriate photocatal
factor not just because it is an excellent way to sup Bismuth-graphene-based composites have been used for the photodegradation of
pollutants and also in many other domains, such as hydrogen production and photovoltaic
cells linked to environmental preservation [210–212]. j
y
pp y
g
hydrogen but also to prevent probable energy-storage problems. One of the more conven-
ient methods in this respect is photocatalytic water splitting. To date, some nanocompo-
sites based on graphene have been used for the photocatalytic cleavage of water [220,224] 3.3. Self-Assembly Applications of Bismuth/Graphene Nanohybrids
Bismuth-graphene-based composites have been used for the photodegradation of
pollutants and also in many other domains, such as hydrogen production and photovol-
taic cells linked to environmental preservation [210–212]. Table 2. Summary of bismuth/graphene-based photocatalyst fabrication methods, morphology, and applications. Photocatalyst
Activities
Morphology
Method
Refs. Bi2MoO6/Au/rGO
RhB
lattice fringes
solvothermal and photochemical
reduction
[20]
BiPO4/nitrogen-doped
graphene hydrogel
biomedical, food and
environment analysis
porous structure
one-pot hydrothermal
[181]
BiPO4/GO
MB
sphere-like/rod
two-phase self-assembly
[196]
BiPO4/MoS2/graphene
RhB
lattice fringes with wrinkles and
folds
one-pot microwave-assisted
hydrothermal
[180]
Bi2MoO6/Pd-rGO
phenol
microspheres/flake-like particles
Solvothermal photoreduction
method
[200]
BiOBr/Au/Graphene
phenol
flower-like microstructure
hydrothermal synthesis and
reduction method
[141]
BiPO4/rGO
Chlorpyrifos
nanoparticles/nanosheets
solvothermal method
[182]
TiO2-Bi2O3/(BiO)2
CO3-rGO
bisphenol A
nanoplates/nanosheet/nanorod
hydrothermal procedure
[159]
TZB-Gr composite
NO
NPs/2D graphene sheets
sol-gel based electrospinning
process
[175]
black
BiOCl-Bi-Bi2O3/rGO
2-nitrophenol (2NP)
nanosheets
sonication and mechanical
stirring, in situ Fe reduction
[141]
BiPO4-graphene
Methyl Orange MO
wrinkles and folds
one-step solvothermal
[183]
Bi2WO6-rGO
NO
microspheres/nanosheets
hydrothermal method
[188]
Bi2MoO6/2D-rGO
Cr(VI) reduction
wrinkled nanoflakes
hydrothermal method
[184]
BWO−RGO
bisphenol A degradation
uniform structure
hydrothermal treatment
[195]
Bi2MoO6–RGO
bacterial destruction
highly oriented morphology
hydrothermal process
[107]
Bi2MoO6/Ag3PO4/RGO
MB
microspheres/flakes/irregular-
sphere
precipitation-solvothermal
method
[178]
Bi/BiOBr/Graphene
Degradation of RhB
Nanosheets assemble into
flower-like microspheres
One-step solvothermal
[201]
Bi-NPs/GO
Remove ppb-level NO
nanospheres
Solution-based sonication
[73]
Bi-NPs/Graphene
Disinfection and
antibacterial activity
towards Escherichia coli
nanospheres
Non-injection facile strategy
[202]
PbBiO2Br/GO
CO2 conversion to CH4
nanolayers
Hydrothermal synthesis
[203]
h-BiVO4/rGO
BPA degradation and H2
evolution
nanoplates embedded nanosheets
Ultrasonication
[204]
BiVO4/rGO
MB degradation
nanoparticles
Hydrothermal synthesis
[205]
BiFeO3/N-rGO
RhB degradation
nanoparticles
Sol-gel method followed by
hydrothermal synthesis
[206]
BONPs-NG/NGO
Xylene removal
nanoplates embedded nanosheets
Carbon vapor deposition,
stirring, and heating
[207]
Bi(PO4)/GO
Ciprofloxacin degradation
nanospheres embedded nanosheets
Cross-linker polymerization
[208]
BiVO4/rGO
Triethylamine (TEA)
detection
nanosheets wrapped with particles
Hydrothermal synthesis
[209] cation methods, morphology, and applications is presented in Table 2. smuth/graphene-based photocatalyst fabrication methods, morphology, and applications. Energies 2021, 14, 2281 15 of 36
hotoelec-
tio
ha 15 of 36
hotoelec
ti
h 4.1. Water Splitting
To transform this
ration of relevant p Amal’s group developed photocatalysts such as
rGO/Ru/Sr, rGO/BiVO4, rGO/WO3, and TiO3, rGO/TiO2 [117,227,228]. In the case of the
BiVO4/rGO composite, the evolution of the O2 and H2 on BiVO4/rGO was 0.21 mm and
0.75 mmol h−1, respectively, under visible light, while negligible gas production is detected
in pure cells of BiVO4. This photocatalytic water splitting has been accredited to the longer
electron life of provoked BiVO4 electrons that promptly injected in rGO at the production
site, leading to lower recombination of charges (Figure 7). In recent times, an inspired Z-
scheme photocatalysis system for dividing water under visible light radiation has been
established. Photocatalytic systems for the artificial Z-scheme offer a blossoming ap-
proach for enhancing the performance of PH 2, by imitating the natural photosynthesis in
typical green leaves [229]. PVRO (PRGO/BiVO4, PRGO) and Ru/SrTiO3 photographic graphene oxide blends
(PRGO/Ru/SrTiO3:Rh) can be synthesized in the presence of the photocatalytic reduction
of GO on both BiVO4 and Ru/SrTiO3:Rh, in the presence of methanol as a hole scavenger. PRGO functions as a solid-state electron mediator in this system and transports electrons
from the BiVO4 CB to vacancies in the Ru/SrTiO3:Rh impurity levels. In Ru/SrTiO3 elec-
trons, the water is reduced H2 by a Ru cocatalyst, and the water is oxidized into O2 by
holes from BiVO4, thus producing a full water decomposition cycle. The O2 and H2 time
cycles have demonstrated that after the second cycle, this system is constant. This im-
portant work provides a new entry to the use of g-C3N4 in the design of new and efficient
water division systems [224]. Chong et al. [230] reported V2O5/rGO/BiVO4 heterojunction
(Figure 8) as an efficient photo-electrochemical water division photoanode. . Figure 7. (A) SEM image of BiVO4/rGO; (B) visible light voltage–photocurrent functions of BiVO4, BiVO4/rGO, and TiO2
(under UV irradiation); (C) illustration of photocatalytic water splitting in photoelectrochemical cell based on BiVO4/rGO. Adapted from [224]. . Figure 7. (A) SEM image of BiVO4/rGO; (B) visible light voltage–photocurrent functions of BiVO4, BiVO4/rGO, and TiO2
(under UV irradiation); (C) illustration of photocatalytic water splitting in photoelectrochemical cell based on BiVO4/rGO. Adapted from [224]. PVRO (PRGO/BiVO4, PRGO) and Ru/SrTiO3 photographic graphene oxide blends
(PRGO/Ru/SrTiO3:Rh) can be synthesized in the presence of the photocatalytic reduction
of GO on both BiVO4 and Ru/SrTiO3:Rh, in the presence of methanol as a hole scavenger. 4.2. CO2 Reduction
4.2. CO2 Reduction Due to growing energy and environmental concerns, CO2 conversion into fuel is con-
sidered a favorable approach [231–233]. Solar energy is mainly used for this due to its
capacity to imitate the natural photosynthesis process to transform solar energy into
chemical energy. The photocatalytic reduction of CO2 into valued fuels like formic acid,
methane, and methanol is of particular importance [234–236]. In the last decades, this has
received great attention and we have become acquainted with the enhanced release of the
greenhouse gas CO2 into our atmosphere and the potential and real power supply short-
age. The conversion of solar power into chemicals by photoelectrochemically or photo-
catalytically reducing CO2, is also one of the most advantageous methods to solve envi-
ronmental and energy problems simultaneously. CO2 molecules are chemically inert and
therefore highly stable, with linear geometry and shell electronics [235]. The CO2 reduc-
tion by photosensitive semiconductor catalysts yields highly sought products, e.g., formic
acid, methane, formaldehyde, and methanol, etc. Several compounds, including metal
complexes, can function as electrocatalysts for CO2 reduction [235,236]. Bismuth and gra-
phene’s role is vital and has been studied widely in CO2 conversion to valued products. Bismuth is prominently used through electrochemical CO2 reduction reactions (ECRR),
while there are several reports of photocatalysis by a bismuth-graphene nanohybrid cat-
alyst. Sun el al. converted CO2 into formate using bismuth with bismuth oxides supported
on graphene nanosheets (Bi/Bi2O3/NrGO). This hybrid electrocatalyst gives a high current
density and low overpotential in ECRR due to the synergistic effect of bismuth and its
oxides [237]. Similarly, a bismuth oxide-reduced graphene oxide quantum dots (rGO/BiO
QDs) composite was synthesized, which provides excess photoelectrons and protons for
CO2 reduction [238]. In another study, a nanoheterojunction electrocatalyst made of zinc
phthalocyanine/graphene/BiVO4 showed higher performance than the BiVO4 nanocata-
lysts due to the modulating presence of graphene [239]. Using defect engineering, oxygen
vacancy-rich electrocatalysts were prepared by Yang et al. [240]. The electrocatalysts were
prepared by a precipitation method from bismuth oxide and bismuth sulfide supported
on reduced graphene oxide. This hybrid nanocatalyst facilitates CO and formate for-
mation during ECRR at low overpotential with high stability during on-stream analysis. A l
d bi
h
b
id /
h
id
l
d
d
di d f
h
Due to growing energy and environmental concerns, CO2 conversion into fuel is
considered a favorable approach [231–233]. 4.1. Water Splitting
To transform this
ration of relevant p PRGO functions as a solid-state electron mediator in this system and transports electrons
from the BiVO4 CB to vacancies in the Ru/SrTiO3:Rh impurity levels. In Ru/SrTiO3 (PRGO/Ru/SrTiO3:Rh) can be synthesized in the presence of the photocatalytic reduction
of GO on both BiVO4 and Ru/SrTiO3:Rh, in the presence of methanol as a hole scavenger. PRGO functions as a solid-state electron mediator in this system and transports electrons
from the BiVO4 CB to vacancies in the Ru/SrTiO3:Rh impurity levels. In Ru/SrTiO3 Energies 2021, 14, 2281 16 of 36 electrons, the water is reduced H2 by a Ru cocatalyst, and the water is oxidized into O2
by holes from BiVO4, thus producing a full water decomposition cycle. The O2 and H2
time cycles have demonstrated that after the second cycle, this system is constant. This
important work provides a new entry to the use of g-C3N4 in the design of new and efficient
water division systems [224]. Chong et al. [230] reported V2O5/rGO/BiVO4 heterojunction
(Figure 8) as an efficient photo-electrochemical water division photoanode. VIEW
18 of 38
of BiVO4/rGO; (B) visible light voltage–photocurrent functions of BiVO4, BiVO4/rGO, and TiO2
C) illustration of photocatalytic water splitting in photoelectrochemical cell based on BiVO4/rGO. . Figure 8. Photoelectrochemical water splitting system design and electron transfer mechanism schematics in
V2O5/rGO/BiVO4 heterojunction photoanode. Adapted from [230]. Figure 8. Photoelectrochemical water splitting system design and electron transfer mechanism schematics in V2O5/
rGO/BiVO4 heterojunction photoanode. Adapted from [230]. Figure 8. Photoelectrochemical water splitting system design and electron transfer mechanism schematics in
V2O5/rGO/BiVO4 heterojunction photoanode. Adapted from [230]. Figure 8. Photoelectrochemical water splitting system design and electron transfer mechanism schematics in V2O5/
rGO/BiVO4 heterojunction photoanode. Adapted from [230]. pp
4.3.1. NOx Conversion
4.3.1. NOx Conversion In addressing environmental problems associated with water and air pollutants, pho-
tocatalytic processes in decomposition and inorganic compounds, along with the removal
of dangerous gases, are of great importance [244–247]. The main pollutants caused by the
combustion of industrial burners or fossil fuel in automotive engines are nitric oxide (NO)
and nitric dioxide (NO2) [248]. Many catalytic processes for the transformation of nitrogen
gases (e.g., NO and NO2) into nitrogen (N2), oxygen (O2), or nitrate (NO3−) have been es-
tablished [249,250]. An ideal NOx conversion catalyst transforms NOx gases at lower-
temperature [251]. TiO2 is one of the leading catalysts for the catalytic conversion of NOx
gases into nitrous oxide (N2O) and N2 [252,253]. The majority of previous studies on the
conversion of NOx gases have involved different lasers [254], spectroscopic (such as in-
frared (IR), [255], and chemiluminescence (CL) [256] or electrochemical techniques [257]
for the detection of NOx reaction products. The use of high-resolution MS for biomedical
applications to detect NO [230] and indirectly semiconducting metal oxides [231] has been
described. The main cause of water pollution is industrial wastewater discharge. Drinking
polluted water for a long time poses potential health risks, and can also cause cancer, ter-
atogenicity and mutagenicity. For this reason, it is very important to develop suitable
techniques for the treatment of industrial wastewater to meet emission standards. Photo-
catalysis is considered a sustainable and efficient water treatment technology. Old- pho-
tocatalysts (such as ZnO and TiO2) with a wide bandgap are only active in the UV light
region and their quick recombination of photo-generated holes and electrons leads to low
quantum efficiencies that limit their application for wastewater treatment. The traditional
inconveniences of these photocatalysts requires the development of new Bi-based semi-
catalysts for real waste water treatment such as black BiOCl-Bi2O3/rGO nanocomposite
In addressing environmental problems associated with water and air pollutants,
photocatalytic processes in decomposition and inorganic compounds, along with the
removal of dangerous gases, are of great importance [244–247]. The main pollutants caused
by the combustion of industrial burners or fossil fuel in automotive engines are nitric oxide
(NO) and nitric dioxide (NO2) [248]. Many catalytic processes for the transformation of
nitrogen gases (e.g., NO and NO2) into nitrogen (N2), oxygen (O2), or nitrate (NO3−) have
been established [249,250]. An ideal NOx conversion catalyst transforms NOx gases at
lower-temperature [251]. 4.2. CO2 Reduction
4.2. CO2 Reduction Figure 9 presents an electron
transfer mechanism and reducing adsorption and formate formation from CO2 molecules
over the BiVO4 quantum dots/rGO composite [242,243]. IEW
19 of 38
bismuth graphene composites is needed in this field [241]. Figure 9 presents an electron
transfer mechanism and reducing adsorption and formate formation from CO2 molecules
over the BiVO4 quantum dots/rGO composite [242,243]. for the conversion of CO2 into methane under light [203]. The graphene-supported catalyst
activity was much higher than without graphene, reflecting the importance of graphene in
future environmental and energy conversion and storage applications. More research on
bismuth graphene composites is needed in this field [241]. Figure 9 presents an electron
transfer mechanism and reducing adsorption and formate formation from CO2 molecules
over the BiVO4 quantum dots/rGO composite [242,243]. IEW
19 of 38
bismuth graphene composites is needed in this field [241]. Figure 9 presents an electron
transfer mechanism and reducing adsorption and formate formation from CO2 molecules
over the BiVO4 quantum dots/rGO composite [242,243]. . Figure 9. (a) The electron transfer and reduction mechanism: a) adsorption of CO2 molecules, b) intermediate stabilization,
and c) formate formation with desorption of formate in the electrolyte. (b) Schematic of charge transfer, separation, and
the reaction of BiVO4 quantum dots/rGO composites for CO2 reduction. Adapted from [242,243]. Figure 9. (a) The electron transfer and reduction mechanism: a) adsorption of CO2 molecules, b) intermediate stabilization,
and c) formate formation with desorption of formate in the electrolyte. (b) Schematic of charge transfer, separation, and the
reaction of BiVO4 quantum dots/rGO composites for CO2 reduction. Adapted from [242,243]. . Figure 9. (a) The electron transfer and reduction mechanism: a) adsorption of CO2 molecules, b) intermediate stabilization,
and c) formate formation with desorption of formate in the electrolyte. (b) Schematic of charge transfer, separation, and
the reaction of BiVO4 quantum dots/rGO composites for CO2 reduction. Adapted from [242,243]. Figure 9. (a) The electron transfer and reduction mechanism: a) adsorption of CO2 molecules, b) intermediate stabilization,
and c) formate formation with desorption of formate in the electrolyte. (b) Schematic of charge transfer, separation, and the
reaction of BiVO4 quantum dots/rGO composites for CO2 reduction. Adapted from [242,243]. 4.2. CO2 Reduction
4.2. CO2 Reduction Solar energy is mainly used for this due to
its capacity to imitate the natural photosynthesis process to transform solar energy into
chemical energy. The photocatalytic reduction of CO2 into valued fuels like formic acid,
methane, and methanol is of particular importance [234–236]. In the last decades, this
has received great attention and we have become acquainted with the enhanced release
of the greenhouse gas CO2 into our atmosphere and the potential and real power sup-
ply shortage. The conversion of solar power into chemicals by photoelectrochemically
or photocatalytically reducing CO2, is also one of the most advantageous methods to
solve environmental and energy problems simultaneously. CO2 molecules are chemically
inert and therefore highly stable, with linear geometry and shell electronics [235]. The
CO2 reduction by photosensitive semiconductor catalysts yields highly sought products,
e.g., formic acid, methane, formaldehyde, and methanol, etc. Several compounds, in-
cluding metal complexes, can function as electrocatalysts for CO2 reduction [235,236]. Bismuth and graphene’s role is vital and has been studied widely in CO2 conversion to
valued products. Bismuth is prominently used through electrochemical CO2 reduction
reactions (ECRR), while there are several reports of photocatalysis by a bismuth-graphene
nanohybrid catalyst. Sun el al. converted CO2 into formate using bismuth with bismuth
oxides supported on graphene nanosheets (Bi/Bi2O3/NrGO). This hybrid electrocatalyst
gives a high current density and low overpotential in ECRR due to the synergistic effect of
bismuth and its oxides [237]. Similarly, a bismuth oxide-reduced graphene oxide quantum
dots (rGO/BiO QDs) composite was synthesized, which provides excess photoelectrons
and protons for CO2 reduction [238]. In another study, a nanoheterojunction electrocat-
alyst made of zinc phthalocyanine/graphene/BiVO4 showed higher performance than
the BiVO4 nanocatalysts due to the modulating presence of graphene [239]. Using defect
engineering, oxygen vacancy-rich electrocatalysts were prepared by Yang et al. [240]. The
electrocatalysts were prepared by a precipitation method from bismuth oxide and bismuth
sulfide supported on reduced graphene oxide. This hybrid nanocatalyst facilitates CO and
formate formation during ECRR at low overpotential with high stability during on-stream
analysis. A lead bismuth oxobromide/graphene oxide catalyst was prepared and studied Energies 2021, 14, 2281 17 of 36 for the conversion of CO2 into methane under light [203]. The graphene-supported catalyst
activity was much higher than without graphene, reflecting the importance of graphene in
future environmental and energy conversion and storage applications. More research on
bismuth graphene composites is needed in this field [241]. pp
4.3.1. NOx Conversion
4.3.1. NOx Conversion Bismuth compounds have also been employed in
combination with graphene to produce useful photocatalytic composites for NOx removal
under visible light irradiation [271]. Zhihui et al. [272] prepared BiOBr-graphene nano-
composites for efficient removal of NO via visible-light photocatalytic activity. The im-
proved photocatalytic activity of the BiOBr-graphene nanocomposite was ascribed to the
efficient charge separation, and enhanced transfer is due to robust chemical bonding be-
tween graphene and BiOBr. Also, the N2-doped (BiO)2CO3/GO nanocomposites, reported
by Chen et al., [273], play a pivotal role in higher photocatalytic performance for NOx
removal under visible light irradiation. The rGO improved the electron-hole separation
for pure Bi2WO6 and fully degrading RhB [274]. Ma et al. described an improved compo-
site performance of rGO/Bi2WO6 photocatalytic in phenol and RhB degradations [275]. The selective photocatalytic 4-NP reduction on blank nanocomposites BWO, rGO and
BWO/rGO after 30 min of irradiation is shown in Figure 10. . Figure 10. Photocatalytic selective reduction of 4-NP to 4-AP over blank BWO, RGO, and
BWO/rGO nanocomposites after irradiation for 30 min. Source: Adapted from [195]. Figure 10. Photocatalytic selective reduction of 4-NP to 4-AP over blank BWO, RGO, and BWO/rGO
nanocomposites after irradiation for 30 min. Source: Adapted from [195]. Figure 10. Photocatalytic selective reduction of 4-NP to 4-AP over blank BWO, RGO, and
BWO/rGO nanocomposites after irradiation for 30 min. Source: Adapted from [195]. Figure 10. Photocatalytic selective reduction of 4-NP to 4-AP over blank BWO, RGO, and BWO/rGO
nanocomposites after irradiation for 30 min. Source: Adapted from [195]. pp
4.3.1. NOx Conversion
4.3.1. NOx Conversion TiO2 is one of the leading catalysts for the catalytic conversion of
NOx gases into nitrous oxide (N2O) and N2 [252,253]. The majority of previous studies on
the conversion of NOx gases have involved different lasers [254], spectroscopic (such as
infrared (IR), [255], and chemiluminescence (CL) [256] or electrochemical techniques [257]
for the detection of NOx reaction products. The use of high-resolution MS for biomedical
applications to detect NO [230] and indirectly semiconducting metal oxides [231] has
been described. The main cause of water pollution is industrial wastewater discharge. Drinking polluted water for a long time poses potential health risks, and can also cause
cancer, teratogenicity and mutagenicity. For this reason, it is very important to develop
suitable techniques for the treatment of industrial wastewater to meet emission standards. Photocatalysis is considered a sustainable and efficient water treatment technology. Old-
photocatalysts (such as ZnO and TiO2) with a wide bandgap are only active in the UV light
region and their quick recombination of photo-generated holes and electrons leads to low
quantum efficiencies that limit their application for wastewater treatment. The traditional
inconveniences of these photocatalysts requires the development of new Bi-based semi-
catalysts for real waste water treatment such as black BiOCl-Bi2O3/rGO nanocomposite
with high photocatalytic efficiency [141]. with high photocatalytic efficiency [141]. With economic growth, pollution, primarily air pollution, is becoming a serious con-
cern and must be treated instantaneously. NOx plays an important role in acid rain for-
mation, diseases and photochemistry. Therefore, the elimination of NOx is a hot topic in
the area of environmental protection [258–261]. The photocatalytic oxidation of NO to
NO2 is a good way to remove NO from flue gas, as NO2 can be removed simply by reacting
i h h d
b
l
N
[262] Th
h
l
i NO NO
id
i
i
With economic growth, pollution, primarily air pollution, is becoming a serious
concern and must be treated instantaneously. NOx plays an important role in acid rain
formation, diseases and photochemistry. Therefore, the elimination of NOx is a hot topic in
the area of environmental protection [258–261]. The photocatalytic oxidation of NO to NO2
is a good way to remove NO from flue gas, as NO2 can be removed simply by reacting
with hydrocarbons to release N2 or water [262]. pp
4.3.1. NOx Conversion
4.3.1. NOx Conversion The photocatalytic NO-NO2 oxidation Energies 2021, 14, 2281 18 of 36 is observed as an essential reaction, and a great deal of effort has been made to develop
appropriate NO-removal photocatalysts [263,264]. Bi2WO6 has attracted considerable
attention as an Aurivillius oxide semiconductor with a 2.66 eV narrow bandgap. Bi2WO6
forms with different morphology can be synthesized by various approaches, like a cetyl-
trimethylammonium bromide-assisted bottom-up route, hydrothermal processes and solid-
state reactions [265–267]. It was used in several applications, including the decomposition
of pollutants [266,267]. However, the photocatalytic activity fades due to fast recombination
of photogenerated carriers in Bi2WO6, and its more practical applications are restricted. Graphene has been shown to successfully improve photocatalysts’ photoactivities through
further separation of the electron-holes generated and helping photoinduced electrons to
migrate and preventing the recombination of electron-holes and increasing the efficiency of
quantization [268–270]. Bismuth compounds have also been employed in combination with
graphene to produce useful photocatalytic composites for NOx removal under visible light
irradiation [271]. Zhihui et al. [272] prepared BiOBr-graphene nanocomposites for efficient
removal of NO via visible-light photocatalytic activity. The improved photocatalytic activity
of the BiOBr-graphene nanocomposite was ascribed to the efficient charge separation, and
enhanced transfer is due to robust chemical bonding between graphene and BiOBr. Also,
the N2-doped (BiO)2CO3/GO nanocomposites, reported by Chen et al., [273], play a pivotal
role in higher photocatalytic performance for NOx removal under visible light irradiation. The rGO improved the electron-hole separation for pure Bi2WO6 and fully degrading
RhB [274]. Ma et al. described an improved composite performance of rGO/Bi2WO6
photocatalytic in phenol and RhB degradations [275]. The selective photocatalytic 4-NP
reduction on blank nanocomposites BWO, rGO and BWO/rGO after 30 min of irradiation
is shown in Figure 10. IEW
20 of 38
forms with different morphology can be synthesized by various approaches, like a cetyl-
trimethylammonium bromide-assisted bottom-up route, hydrothermal processes and
solid-state reactions [265–267]. It was used in several applications, including the decom-
position of pollutants [266,267]. However, the photocatalytic activity fades due to fast re-
combination of photogenerated carriers in Bi2WO6, and its more practical applications are
restricted. Graphene has been shown to successfully improve photocatalysts’ photoactiv-
ities through further separation of the electron-holes generated and helping photoinduced
electrons to migrate and preventing the recombination of electron-holes and increasing
the efficiency of quantization [268–270]. 4.3.2. Organic Degradation
4.3.2. Organic Degradation g
g
A dramatic surge in research in the visible light photocatalysis area was observed at
the start of the 21st century, as evidenced by a promptly increasing number of publica-
tions. Using visible light in combination with catalysts is effective for producing selective
and efficient chemical transformations. Nature remarkably reveals the power of photo-
synthesis by transforming CO2 and H2O into oxygen and carbohydrates, a process that is
so far unequaled by any man made chemical procedure [276]
A dramatic surge in research in the visible light photocatalysis area was observed at
the start of the 21st century, as evidenced by a promptly increasing number of publications. Using visible light in combination with catalysts is effective for producing selective and
efficient chemical transformations. Nature remarkably reveals the power of photosynthesis
by transforming CO2 and H2O into oxygen and carbohydrates, a process that is so far
unequaled by any man-made chemical procedure [276]. so far unequaled by any man-made chemical procedure [276]. The use in organic synthesis of solar energy as a motiving power is now beginning. Key solar energy components include UV (λ = 200–400 nm), visible light (λ = 400–800 nm),
and infrared light (λ > 800 nm), accounting for almost 5%, 43%, and 52%, respectively. UV
energy can directly trigger certain organic molecules to provide highly reactive interme-
diates, resulting in poor product selectivity. Furthermore, for the vast majority of organic
reactions the infrared wavelength with relatively low energy does not meet the energy
The use in organic synthesis of solar energy as a motiving power is now beginning. Key solar energy components include UV (λ = 200–400 nm), visible light (λ = 400–800 nm),
and infrared light (λ > 800 nm), accounting for almost 5%, 43%, and 52%, respectively. UV
energy can directly trigger certain organic molecules to provide highly reactive intermedi-
ates, resulting in poor product selectivity. Furthermore, for the vast majority of organic
reactions, the infrared wavelength with relatively low energy does not meet the energy Energies 2021, 14, 2281 19 of 36 demand. In comparison, UV and visible light are abundant, but the reactant molecules
can usually not directly adsorb them to drive reactions. Therefore, it will be important
for visible photocatalysts to work as bridging media for energy transfer between the sub-
strate and visible light. 4.3.2. Organic Degradation
4.3.2. Organic Degradation These photocatalysts may be assigned to five different groups:
plasmonic-metal NPs, homogenous photocatalysts, opposite heterogeneous semiconductor
photocatalysts, other new photoelectric materials, and organic dyes. Various semiconduc-
tors show different widths and positions of the string so that there are different reduction
and oxidation potential for the electrons and hole pairs created in situ. When the carriers
(holes and electrons) travel to the catalyst surface, which lowers photo-catalytic efficiency,
electron and hole pair recombination occurs frequently. Many approaches have been de-
veloped to improve the separation efficiency of electron-hole pairs, such as supporting a
photocatalyst on graphene with a big surface or using a valuable metal materials such as
Pt so photogenerated charge transfer could be accelerated. In organic reactions, H2O is considered an ideal solvent. However, the problem is
that, under photocatalytic conditions, the semiconductor VB hole can oxidize H2O into a
highly active OH radical form, making the reaction system complicated. Bi2WO6 photocat-
alyst VB’s inherent reduction potential is +1.77 V vs. Ag/AgCl, which is negative to the
H2O/ANOH. H2O as a solvent is possible when Bi2WO6 is used as a catalyst. Recently,
a selective oxidation of benzyl alcohols into aldehydes has been effectively developed
with a Bi2WO6/H2O/air system [277]. Although the different synthetic applications of
visible light photocatalysis are awe-inspiring, there is still scope for improvement. In
several instances, the reaction times for many conversions are fairly long. In order to
make photocatalytic changes faster and more energy-efficient, the quantum efficiency must
be extremely enhanced. A better mechanistic consideration could benefit the rational
design of new transformations and the expectation of the substrate scope. The reachable
potential should be stretched for the exchange of chemically reduced single-electron or
stoichiometric oxidizing reagents by photocatalytic reactions. There is no examination of
the various photocatalytic energies of transformations, and chemists have just begun to
produce organic conversions that are promising with additional light energies. Finally,
we must find out how this can be extended to ions and carbenes and how the common
visible light’s common photocatalytic reactions continue through the radical intermediates. There are plenty of opportunities for future development in photocatalysis. We should
have followed Ciamician’s initial ideas for sustainable and innovative organic syntheses
using visible light much earlier [278]. g
g
In comparison with applications such as organic contaminant degradation, heteroge-
neous semi-conducting photocatalysis addresses more complex problems. 4.3.2. Organic Degradation
4.3.2. Organic Degradation In particular, rationally designed nanophotocatalyst nanomaterials have tremen-
dous potential here to produce robust and adequate reactive species using solar light (the
most plentiful, and accessible renewable energy source on Earth). The bactericidal activity
of photocatalysts sextends to all reactive species formed during the photocatalytic process. In addition, visible light corresponds to the strongest solar irradiance range. A photocata-
lyst, which can efficiently absorb the visible light to produce reactive species, is a condi-
tion for achieving fast photocatalytic disinfection [283]. Jamshaid et al. [284] synthesized
a BiOCl/GO composite and utilized it under visible light, full solar light, and UV photo-
catalytic degradation of diclofenac sodium (DCF) (Figure 12). As an efficient, non-toxic, and stable method, photocatalytic disinfection was shown
to be superior to traditional methods for water disinfection, including UV irradiation,
ozonation and chlorination, since they form carcinogenic disinfection by-products, and are
causes of global warming due to the formation of chemical-intensive or energy-intensive
products. Highly successful and innovative wastewater disinfection approaches need to be
implemented and maintained, that are less dependent on fossil fuels and chemicals [282]. In particular, rationally designed nanophotocatalyst nanomaterials have tremendous po-
tential here to produce robust and adequate reactive species using solar light (the most
plentiful, and accessible renewable energy source on Earth). The bactericidal activity of
photocatalysts sextends to all reactive species formed during the photocatalytic process. In addition, visible light corresponds to the strongest solar irradiance range. A photo-
catalyst, which can efficiently absorb the visible light to produce reactive species, is a
condition for achieving fast photocatalytic disinfection [283]. Jamshaid et al. [284] synthe-
sized a BiOCl/GO composite and utilized it under visible light, full solar light, and UV
photocatalytic degradation of diclofenac sodium (DCF) (Figure 12). catalytic degradation of diclofenac sodium (DCF) (Figure 12). As a photocatalyst, BiVO4/rGO nanocomposite exhibits efficient catalytic activity to-
wards organic dye degradation [285,286]. The photodegradation results showed that the
BiVO4-rGO nanocomposite catalyst could effectively degrade organic dyes in a variety of
wastewaters. Similarly, a one-step hydrothermally synthesized Bi-TiO2/graphene nano-
composite is considered an efficient photocatalyst for remarkable organic pollutant deg-
radation under visible light irradiation [287]. The Z-scheme photocatalyst systems pro-
vided a promising approach of simultaneously removing heavy metals and organic pol-
lutants. Acong et al. [288] reported an all-solid-state Z-scheme system containing
BiOI/Bi2S3/rGO composites for simultaneous removal of aqueous Cr(VI) and phenol [288]. 4.3.2. Organic Degradation
4.3.2. Organic Degradation The photoin-
duced charging transfers resulting from semiconductor interfaces with holes or electrons
used as reducers and oxidizers, respectively, are the basis of all types of photocatalytic
applications. In photocatalytic selective organic synthesis, the critical problem is how to reg-
ulate the method of interfacial charge transfer to ensure only the selective transformation
of specific functional groups in organic substrata while the remaining molecular struc-
ture remains intact [279]. Because the VB holes photogenerated as a stable photocatalyst
(e.g., WO3, TiO2, and ZnO) have strong oxidation power, VB holes tend to oxidize non-
selectively and degrade whole molecules, respectively. For RhB degradation, BiOCl/rGO
is considered an effective photocatalyst [280]. The mechanism is schematically shown in
Figure 11. At present, there are several technical difficulties and knowledge gaps in the
organic synthesis research field. The photocatalytic method is heterogeneous. It is expected
that individual photocatalysts will offer enhanced selectiveness for selective reactions, sim-
ilar to organic degradation processes. It is estimated that for individual organic synthesis
reaction cases, each photocatalyst must be optimized as selectivity control depends on the
molecular structure and the particular organic substrate characteristics as well as on the
photocatalyst [281]. 20 of 36
22 of 38 20 of 36
22 of 38 Energies 2021, 14, 2281
Energies 2021, 14, x FO Figure 11. Illustration of the RhB degradation mechanism via BiOCl/rGO photocatalysts by (A).O2− radicals and (B) single
oxygen under the white LED irradiation. Adapted from [280]. Figure 11. Illustration of the RhB degradation mechanism via BiOCl/rGO photocatalysts by (A) .O2−radicals and (B)
single oxygen under the white LED irradiation. Adapted from [280]. Figure 11. Illustration of the RhB degradation mechanism via BiOCl/rGO photocatalysts by (A).O2− radicals and (B) single
oxygen under the white LED irradiation. Adapted from [280]. Figure 11. Illustration of the RhB degradation mechanism via BiOCl/rGO photocatalysts by (A) .O2−radicals and (B)
single oxygen under the white LED irradiation. Adapted from [280]. As an efficient, non-toxic, and stable method, photocatalytic disinfection was shown
to be superior to traditional methods for water disinfection, including UV irradiation, ozo-
nation and chlorination, since they form carcinogenic disinfection by-products, and are
causes of global warming due to the formation of chemical-intensive or energy-intensive
products. Highly successful and innovative wastewater disinfection approaches need to
be implemented and maintained, that are less dependent on fossil fuels and chemicals
[282]. 4.3.2. Organic Degradation
4.3.2. Organic Degradation A series of bismuth-graphene nanocomposite systems were summarized by Yu-Hsun et
al. [289] for adequate catalytic activity and stability, acting as visible-light-driven photo-
catalysts in efficient organic pollutant degradation
p
y
g
g
As a photocatalyst, BiVO4/rGO nanocomposite exhibits efficient catalytic activity
towards organic dye degradation [285,286]. The photodegradation results showed that
the BiVO4-rGO nanocomposite catalyst could effectively degrade organic dyes in a vari-
ety of wastewaters. Similarly, a one-step hydrothermally synthesized Bi-TiO2/graphene
nanocomposite is considered an efficient photocatalyst for remarkable organic pollutant
degradation under visible light irradiation [287]. The Z-scheme photocatalyst systems
provided a promising approach of simultaneously removing heavy metals and organic
pollutants. Acong et al. [288] reported an all-solid-state Z-scheme system containing
BiOI/Bi2S3/rGO composites for simultaneous removal of aqueous Cr(VI) and phenol [288]. A series of bismuth-graphene nanocomposite systems were summarized by Yu-Hsun
et al. [289] for adequate catalytic activity and stability, acting as visible-light-driven photo-
catalysts in efficient organic pollutant degradation. 21 of 36
23 of 38
23 of 38 Energies 2021, 14, 2281
Energies 2021, 14, x FOR
Energies 2021, 14, x FOR . Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto Bi-
OCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regen-
eration of spent BiOCl/GO composite. Copied from [284]. Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto
BiOCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regener-
ation of spent BiOCl/GO composite. Copied from [284]. . Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto Bi-
OCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regen-
eration of spent BiOCl/GO composite. Copied from [284]. . . Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto Bi-
OCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regen-
eration of spent BiOCl/GO composite Copied from [284]
Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto
BiOCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regener-
ation of spent BiOCl/GO composite. Copied from [284]. Figure 12. (a) Schematic representation for DCF photocatalytic degradation mechanism onto Bi-
OCl/GO composite, (b) Effect of different scavengers on DCF degradation, and (c) plot for regen-
eration of spent BiOCl/GO composite. Copied from [284]. 4 3 3 G
S
i
4.3.3. Gas Sensing
4.3.3. Gas Sensing 4.3.3. Gas Sensing
The exploitation and design of photoelectrochemical (PEC) sensors with innovative
nanomaterials are of great significance to attain the goal of inexpensive and sensitive de-
tection. Therefore, BiPO4/rGO nanocomposite, a novel PEC sensor platform, can offer a
delicate approach in chlorpyrifos detection and the resulting BiPO4/rGO nanocomposite
ll
l
f
h
E
l
d
l
The exploitation and design of photoelectrochemical (PEC) sensors with innovative
nanomaterials are of great significance to attain the goal of inexpensive and sensitive
detection. Therefore, BiPO4/rGO nanocomposite, a novel PEC sensor platform, can offer a
delicate approach in chlorpyrifos detection and the resulting BiPO4/rGO nanocomposite is
a potentially active catalyst for the PEC-related applications (Figure 13) [182]. The exploitation and design of photoelectrochemical (PEC) sensors with innovative
nanomaterials are of great significance to attain the goal of inexpensive and sensitive de-
tection. Therefore, BiPO4/rGO nanocomposite, a novel PEC sensor platform, can offer a
delicate approach in chlorpyrifos detection and the resulting BiPO4/rGO nanocomposite
is a potentially active catalyst for the PEC-related applications (Figure 13) [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Figure 13. The PEC sensor illustration for chlorpyrifos. Adapted from ref [182]. Energies 2021, 14, 2281
Energies 2021, 14, x FOR 22 of 36
24 of 38 22 of 36
24 of 38 In the modern nanotechnology field, considerable attention has been given to an
architecture-controlled combination of nanomaterials because of their astonishing chemical
and physical properties and promising applications in different fields, e.g., optics, electron-
ics, catalysis, and so on [290,291]. Similarly, using innovative configurations with implanted
graphene for a broad surface, long electron life can be supported by other photonic de-
vices such as solar cells and non-photonic devices, like lithium batteries and biochemical
sensors. Low band-gap energy, reduced recombination rate, and fast charge transit e.g.,
spiral rolls-implanted graphene in the TiO2/ZnO/Bi2O3 (TZB) nanofiber [175,292]. 4 3 3 G
S
i
4.3.3. Gas Sensing
4.3.3. Gas Sensing The
BiPO4/3DNGH and BiVO4/rGO provide a new platform for specific biomedical, food, and
environmental detection applications [181,293,294]. TEA and H2S are highly toxic gases
that can pollute the atmosphere and damage the human respiratory system. Consequently,
it is important to be able to easily detect low levels of TEA and H2S in our everyday lives. Shouli et al. [209] developed a pine dendritic BiVO4/rGO hybrid heterojunction, which
improves not only BiVO4 response and speeds up the response time but also has good
selectivity and stability to 10 ppm TEA at 180 ◦C operating temperature. The formation
of heterojunction and the integration of rGO are responsible for the change. Ketkaeo
et.al. [295] investigated Bi2WO6 nanoparticles loaded with rGO nanosheets for H2S gas
sensing applications. The developed sensor exhibited high H2S selectivity against numer-
ous volatile organic compounds and some other environmental gases. The H2S sensing
mechanism via Bi2WO6/rGO composite is illustrated in Figure 14. In the modern nanotechnology field, considerable attention has been given to an ar-
chitecture-controlled combination of nanomaterials because of their astonishing chemical
and physical properties and promising applications in different fields, e.g., optics, elec-
tronics, catalysis, and so on [290,291]. Similarly, using innovative configurations with im-
planted graphene for a broad surface, long electron life can be supported by other pho-
tonic devices such as solar cells and non-photonic devices, like lithium batteries and bio-
chemical sensors. Low band-gap energy, reduced recombination rate, and fast charge
transit e.g., spiral rolls-implanted graphene in the TiO2/ZnO/Bi2O3 (TZB) nanofiber
[175,292]. The BiPO4/3DNGH and BiVO4/rGO provide a new platform for specific biomed-
ical, food, and environmental detection applications [181,293,294]. TEA and H2S are
highly toxic gases that can pollute the atmosphere and damage the human respiratory
system. Consequently, it is important to be able to easily detect low levels of TEA and H2S
in our everyday lives. Shouli et al. [209] developed a pine dendritic BiVO4/rGO hybrid
heterojunction, which improves not only BiVO4 response and speeds up the response time
but also has good selectivity and stability to 10 ppm TEA at 180 °C operating temperature. The formation of heterojunction and the integration of rGO are responsible for the change. Ketkaeo et.al. [295] investigated Bi2WO6 nanoparticles loaded with rGO nanosheets for
H2S gas sensing applications. The developed sensor exhibited high H2S selectivity against
numerous volatile organic compounds and some other environmental gases. 5. Drawbacks/Challenges Related to Bismuth and Graphene Although, there has been diversified study on bismuth and graphene nanohybrids for
large-scale applications of such photocatalysts, there remains several drawbacks/challenges
such as the site of attachment of dopant, the overall efficient doping mechanism, assess-
ment of integration, photocatalyst degradation, and visible light absorption that remain to
be unraveled. The improved Hummers process has been commonly used to synthesize graphene,
which is the most recent and best method. However, despite the low experimental complex-
ity, the experimental procedures to complete the graphene fabrication are time-consuming. As a result, the substitution or elimination of such chemicals must be studied further to
reduce fabrication times and produce a better fabrication processes. Furthermore, the
amount of chemicals used in the fabrication process or replacing them with less expen-
sive alternatives could make the whole process more cost-effective and applicable to
real-world applications. Challenges also remain in the exploration of graphene-based nanohybrids for high
performance practical applications. High-quality graphene nanohybrids with tailored
functionalization, tunable structures, and optimized properties need to be fabricated in a
more simple, effective, and economical approach. In graphene functionalization, attention
must be paid to the control distribution, amount, and affinity to graphene nanosheets and
the dispersibility and functionality of nanohybrids. p
y
y
y
Graphene sheets tend to form aggregates in solution due to hydrogen bonding
or strong van der Waals force interactions in polar solvents. Chemical functionaliza-
tion [291,296] and electrostatic stabilization [297] are used to avoid this aggregation. Graphene reduction using simple methods facilitates graphene applications to synthe-
size composite materials in cost-effective, scalable approaches with low cost of produc-
tion [167,298]. GOs may be synthesized using the Hummers and Offeman method and
then by sonication exfoliated using strong graphite chemical oxidation. Most studies have
concentrated on Bi3+-containing compounds, like Bi2O3 BiOX (X = Cl, Br, I), BiPO4, BiVO4,
BiFeO3Bi4Ti3O12, Bi2WO6, Bi2O2CO3, Bi12TiO20, Bi0.5K0.5TiO3, and Bi3TiNbO9. Among
them, a majority of the compounds possess a plate-like appearance and layered structures. Visible light can excite Bi5+-containing compounds, e.g., KBiO3, LiBiO3, and NaBiO3. Hy-
bridized O 2p and Bi 6s2 orbitals can influence the valence bands in Bi(III) compounds
(VBs). Therefore, the Bi compounds’ band gap is usually less than 3.0 eV and can easily
be excited by visible light. 4 3 3 G
S
i
4.3.3. Gas Sensing
4.3.3. Gas Sensing The H2S
sensing mechanism via Bi2WO6/rGO composite is illustrated in Figure 14. . Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. . Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. Figure 14. H2S sensing approaches via (a) Bi2WO6 nanoparticles, (b) moderate loaded rGO over
Bi2WO6 nanoparticles, and (c) high loaded rGO over Bi2WO6 nanoparticles. Adapted from [295]. Energies 2021, 14, 2281 23 of 36 23 of 36 6. Summary and Outlook Future developments would be part of the present start of this new century. Bi/graphene-
based semiconductors’ fascinating physiochemical features have attracted researchers’ atten-
tion and significantly motivated research, especially on visible-light photocatalytic activities. This review has discussed the most frequently studied bismuth/graphene photocatalysts. In addition, key challenges, including the broad bandwidth, high photogeneration carrier
recombination rates, and low-capacity reduction in the conduction band, are outlined. The
work reported has supported recommending achievable approaches to overcome these
challenges. Though photocatalysts based on bismuth/graphene can considerably lessen
the inconvenience, further efforts are still necessary to achieve significant advancements. To date, these prepared bismuth/graphene materials’ major applications are to purify
polluted air and destroy pollutants in wastewater. Applying the formation of Z-scheme
structures or modifying energy bands, improves the photocatalytic H2 production. The
work on these advanced nanocomposites should extend to other major areas, such as
photocatalytic improvements, photocatalytic organic synthesis, and the recovery of heavy
metals. The practical uses of photocatalysts using bismuth/graphene are seldom described. Integrating the application in different directions and many other areas with other suitable
techniques, such as biotechnology, membrane technology, and electrochemistry, can lead to
rapid advancements. Although many nanocomposites with bismuth/graphene have been
reported to be active using visible and high photocatalytic light, the use of these advanced
materials is still in the early stages of commercialization. Photocatalysts can selectively
degrade pollutants. g
p
Nanomaterial photocatalysis, especially nanophotocatalysts, exhibits huge potential
because solar light can produce powerful and abundant reactive species. The visible light
range is intended to achieve maximum photocatalytic decontamination and fast output
rates. A photocatalyst capable of efficiently absorbing visible light is a prerequisite for pro-
ducing reactive species. Two well-investigated visible-light-driven photocatalysts among
various semiconductors are bismuth (Bi) and graphene. Due to their chemical stability,
bulk availability, they have great potential for water disinfection applications and environ-
mental friendliness. A bismuth/graphene hybrid effectively suppressed e−and h+ pair
recombination, promoted the interfacial electron transfer, and enhanced the photocatalytic
process of reactive species generation. While this review is incomplete in the context of
photocatalytic pollutant breakdown of bismuth/graphene nanocomposites, important
aspects have been addressed concerning fundamental applications and principles. Author Contributions: Conceptualization, M.U., M.H., A.K. and H.U. (Habib Ullah 4); validation,
M.H., A.K., A.AT., S.S.S., H.U. (Habib Ullah 3), M.U., S.S.S. and H.U. (Habib Ullah 4); writing—
original draft preparation, M.U.; writing—review and editing, M.H., A.K. and H.U. 5. Drawbacks/Challenges Related to Bismuth and Graphene However, the photocatalytic performance of bulk Bi-based
semiconductors is not as high as the performance of photocatalysts from nano Bi-sources,
like photogenerated holes and electrons have not been used and used efficiently. The
photocatalysts in bulk are smaller in area and have less light absorption than photocatalysts
in the nanoscale range. A variety of attempts to improve bulk semiconductors have been
made to achieve the ideal photocatalytic activity. In addition, changes in components,
e.g., doping, alteration of stoichiometry, and preparation of solid solutions, are current
methods used to change the Bi-based semiconductor band structures. Therefore for Bi
photocatalysts, a suitable component change is promising [25]. It has been studied that
the Bi6 s-orbital decreases the bandgap while increasing photogenerated charge carriers’
mobility [299]. While a majority of the Bi-based compounds have about a 3.0 eV bandgap. Bi-based compounds, including Bi2O3, Bi2MO6 (M = W, Mo, and Cr), BiVO4, BiOX (X = I,
Br and Cl), BiPO4, pentavalent bismuthate and (BiO)2CO3, were tested as a large number
of photocatalytic compounds. In environmental protection applications, Bi-based semicon-
ductors have been used for the oxidation of gaseous pollutants, such as NO [105], organic
dye degradation in wastewater [300], and CO2 photoreduction [94]. During various studies,
photocatalytic water division for generating O2 and H2 was reported [301]. A
ffii
id
d
h f
i
i
b
h
l
’ An efficient strategy considered a new approach for improving bare photocatalysts’
catalytic performance is by combining a new Z-scheme structure with the appropriate
band position. The Z-scheme design can retain a high redox capacity to forgive both
semiconductors, except for e-h pairs’ recombination. Thanks to the band structure’s Energies 2021, 14, 2281 24 of 36 adaption, environmental ease, and low cost, graphene was reported as another component
by modifying Bi to change a Z-scheme system and doping [302]. adaption, environmental ease, and low cost, graphene was reported as another component
by modifying Bi to change a Z-scheme system and doping [302]. Conflicts of Interest: The authors declare no conflict of interest. Acknowledgments: We are thankful to the Engineering and Physical Science Research Council, UK
(EPSRC under the research grant no. EP/V049046/1 and EP/T025875/, for financial support. M. U
also acknowledges the support from Saudi Aramco Chair Programme (ORCP2390). References Sci. 2014, 26, 59–65. [CrossRef]
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Organising a juvenile ratio monitoring programme for 10 key waterbird species in the Yangtze River floodplain: analysis and proposals
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Avian research
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Abstract Background: In the face of continued degradation and loss of wetlands in the Yangtze River floodplain (YRF), there
is an urgent need to monitor the abundance and distribution of wintering waterbirds. To understand fully observed
annual changes, we need to monitor demographic rates to understand factors affecting global population size. Annual reproduction success contributes to dynamic changes in population size and age structure, so an assessment
of the juvenile ratio (i.e. first winter birds as a proportion of total number aged) of overwintering waterbirds can be an
important indicator of the reproductive success in the preceding breeding season. Methods: During 2016–2019, we sampled juvenile ratios among 10 key waterbird species from the wetlands in the
YRF. Based on these data, we here attempt to establish a simple, efficient, focused and reliable juvenile ratio monitor-
ing scheme, to assess consistently and accurately relative annual breeding success and its contribution to the age
structure among these waterbird species. Results: We compared juvenile ratio data collected throughout the winter and found that the optimal time for
undertaking these samples was in the early stages of arrival for migratory waterbirds reaching their wintering area
(early to mid-December). We recommend counting consistently at key points (i.e. those where > 1% biogeographi-
cal flyway population were counted) at sites of major flyway importance (Poyang Lake, East Dongting Lake, Shengjin
Lake, Caizi Lake, Longgan Lake and Chen Lake). Based on this, the error rate of the programme (155 planned points,
the count of 10 waterbird species is 826–8955) is less than 5%. Conclusions: We established a juvenile ratio monitoring programme for 10 key waterbird species in the wetlands
of the YRF, and discuss the feasibility and necessity of implementing such a future programme, and how to use these
data in our monitoring and understanding of the population dynamics of these waterbird populations. Keywords: Juvenile ratio, Monitoring scheme, The Yangtze River floodplain, Statistical independence Organising a juvenile ratio monitoring
programme for 10 key waterbird species
in the Yangtze River floodplain: analysis
and proposals Yuxi Wang1, Iderbat Damba2,3,4, Qingshan Zhao2, Yanbo Xie5, Xueqing Deng2,3, Rdi Ga6, Guanhua Liu7,
Zhiwen Xu7, Yue Li8, Dali Gao9, Wenbin Xu10, Guoxun Chen11 and Lei Cao2,3* Wang et al. Avian Research (2021) 12:72
https://doi.org/10.1186/s40657-021-00309-x Wang et al. Avian Research (2021) 12:72
https://doi.org/10.1186/s40657-021-00309-x Avian Research Avian Research Open Access Backgroundh The Yangtze River stretches for 1893 km, and drains an
area of about 800,000 km2 (Ma 2014). The monsoon pre-
cipitation is concentrated mainly in summer, so water
levels are highest in late summer but fall through winter
(Nakayama and Shankman 2013). These periodic water *Correspondence: leicao@rcees.ac.cn *Correspondence: leicao@rcees.ac.cn
2 State Key Laboratory of Urban and Regional Ecology, Research
Center for Eco Environmental Sciences, Chinese Academy of Sciences,
Beijing 100085, China
Full list of author information is available at the end of the article © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Page 2 of 13 Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research (2021) 12:72 no overlap in migration routes, staging areas and Arc-
tic breeding grounds between the Bewick’s Swans (Cyg-
nus columbianus bewickii) that use Japan to winter and
those individuals wintering in China (Fang et al. 2020). Similarly, Greater White-fronted Geese (Anser albifrons)
wintering in Japan and Korea almost never overlap with
individuals wintering in China during migration and on
their Arctic breeding areas (Deng et al. 2020). This gives
us some confidence in regarding these wintering groups
as discrete entities (“biogeographical populations”) in the
sense that inter-annual differences in abundance are most
affected by the balance between new recruits (first year
birds) and the death of birds between successive winters,
because their discreteness implies minimal immigration
and emigration to and from these biogeographical popu-
lations. Backgroundh Insight into factors affecting the size of such pop-
ulations requires an understanding of whether the causes
of population decline is a reduction in annual reproduc-
tive success (Bromley and Rothe 2003) or annual survival
(or a combination of both). Most large-bodied waterbirds
are relatively long-lived and therefore sensitive to even
small changes despite their relatively high annual survival
rate (Johnson et al. 1992). Hence, an understanding of
annual reproductive success can provide an insight into
the causes for between-year fluctuations in winter abun-
dance (for example, predator abundance cycles on Arctic
breeding grounds; Nolet et al. 2013). level changes have created many seasonal wetlands,
especially among the vast natural wetlands in the YRF,
attracting 1,000,000 waterbirds to overwinter here from
breeding areas further north (Barter et al. 2004, 2006). However, increasing water abstraction, pollution, aqua-
culture, overfishing, river traffic and other anthropo-
genic phenomena have caused habitat degradation and
loss throughout the YRF, resulting in loss of biodiver-
sity (Chen et al. 2017). As upper trophic level consum-
ers, waterbirds are good indicators of many aspects of
the ecosystems they live in. Hence, we need to monitor
the distribution and abundance of waterbirds in the YRF,
and also to assess the quality of their environment. To do
this effectively, we need to understand their population
dynamics that are driving their overall annual changes
in abundance, which requires an understanding of their
breeding success (annual gains to the overall popula-
tion), balanced against mortality (as a measure of annual
losses). Waterbird abundance at a given wintering site may
decrease because there has been a drop in the overall
total population size since last winter, or because they
have moved to better foraging site elsewhere (a fact
which may indicate local habitat loss/degradation). It is
therefore essential to obtain comprehensive simultane-
ous counts of waterbirds from throughout the flyway
winter quarters to determine their abundance and dis-
tribution. In recent years, coordinated counts of winter-
ing waterbirds throughout the YRF have brought China
into line with a longer tradition of counts from Korea
and Japan, which share several waterbird species in the
Far East Asian flyway (Rees and Fox 2020). Backgroundh The analysis
of these counts is the subject of a series of publications
published as a special issue of the journal Wildfowl (Rees
and Fox 2020), and their annual compilation enables us
to determine changes in numbers at any given site in the
context of changes elsewhere in the flyway. Plumage characteristics of most waterbirds enable us to
distinguish between birds hatched in the preceding sum-
mer and those that are older (Baldassarre 2014). This pro-
vides an opportunity to distinguish, at very least, between
first calendar year birds and older individuals in the
autumn after reproduction in the northern hemisphere
(Howes et al. 2019). As a result, there is a long tradition
of assessing the relative reproductive success of popula-
tions by determining the juvenile ratios of waterbirds on
their winter quarters. Such determinations are unable to
determine the true reproductive output of a population,
since many birds will have died or been lost from the
population on the breeding areas or during migration. However, such juvenile ratios provide an assessment of
the proportions of young that have returned to the winter
quarters following the summer on the breeding quarters. l
While shifts in wintering distribution can give us
insights into the effects of winter site quality on local
abundance, population declines (which are likely mani-
fest at all sites equally) requires explanation at the so-
called “flyway” level. The concept of a waterbird flyway
is a concept based on observed biological phenomena. Capture-mark-recapture studies throughout the world
show waterbirds generally are highly site faithful to
their breeding, staging and wintering sites (Schock et al. 2018). Recently, international collaboration has achieved
extensive tagging of waterbirds throughout Far East Asia
to follow their annual migrations (Rees and Fox 2020). This detailed information on movements of individuals
throughout their annual cycle has enabled us to obtain
a greater understanding of flyway structure. In this way,
for example, it has been possible to show that there is Most North American goose populations are moni-
tored annually (U.S. Fish and Wildlife Service 2019). This is achieved within population-specific management
plans for most identifiable goose populations, relying on
monitoring data to support their conservation (Hestbeck
et al. 1990; Cooch et al. 2001; Bromley and Rothe 2003). Hence, knowledge of juvenile ratios contributes greatly to
our understanding of the causes of change in waterbird
abundance (Johnson et al. 2018). Backgroundh Our knowledge of Far
East Asian waterbird populations is very different from Wang et al. Avian Research (2021) 12:72 Page 3 of 13 Wang et al. Avian Research (2021) 12:72 those in North America and Europe, but thanks to inter-
national cooperation throughout the flyway, this situation
is improving rapidly. As outlined above, we are develop-
ing networks in China to annually census the numbers of
overwintering species in the YRF, which are beginning
to accumulate data over more than a decade. Our next
challenge is to develop demographic monitoring systems
to help us better understand trends in distribution and
abundance, and central to this, we consider, is the compi-
lation of juvenile ratio data from overwintering waterbird
species in the YRF, which has rarely been reported to the
present. about how to best design our sampling programme for
deployment throughout the Yangtze. This is especially
important when considering the goals of the programme
in relation to our understanding of the drivers of the
population dynamics of each species and its age structure
(Prevett and MacInnes 1980; Cowardin and Blohm 1992;
Spaans et al. 1993; Alisauskas and Lindberg 2002). g
Advances in our knowledge from the recent telemetry
and count monitoring programmes have enabled us to
define the flyway populations of waterbirds wintering in
the Yangtze and assess their annual wintering distribu-
tion and abundance. On this basis, we considered it an
essential next step to investigate the possibilities and
potential problems associated with developing a sam-
pling programme to monitor the reproductive output
of a series of 10 key species for which we have accumu-
lated wintering distribution and abundance. We selected
Bewick’s Swan, Swan Goose (Anser cygnoides), Lesser
White-fronted Goose (Anser erythropus), Greater White-
fronted Goose, Greylag Goose (Anser anser), Bean Goose
(Anser fabalis), Siberian Crane (Grus leucogeranus),
Hooded Crane (Grus monachal), White-naped Crane
(Grus vipio) and Common Crane (Grus grus). As a base-
line, and to aid our programme design, we gathered juve-
nile ratio data on all these species throughout the YRF
from 2016 to 2019, using the methods of Barter et al. (2004) to distinguish the species and to ensure a balanced
consistent data-gathering regime in the field. In this
paper, we analyse juvenile ratio data from these 4 years to
attempt to understand the distribution and age structure
of the 10 waterbird species wintering in these wetlands. Backgroundh Our aim here is to establish a simple, efficient and reli-
able juvenile ratio monitoring scheme for the future. The
development of such a long-term monitoring scheme will
enable a deeper understanding of the population dynam-
ics of these species and provide the future scientific basis
for the more effective management of these species. p
Before we embark on considerations about how to
design a sampling programme for juvenile ratio assess-
ment for deployment throughout the Yangtze, it is
important to consider the experiences of others, which
show that juvenile ratio samples vary in time and space
(e.g. Ward et al. 2018). Telemetry has shown that non-
breeding or failed breeding geese moult and initiate
autumn migration in Greater Snow Geese (Anser caer-
ulescens atlantica) earlier than those successful breeders
with broods (Reed et al. 2003), so samples undertaken
too early (for example very in early winter, before the
arrival of families) will underestimate juvenile ratios. Similar patterns have been confirmed for midcontinent
Greater White-fronted Geese (Anser albifrons frontalis)
at a northern autumn staging area (Schock et al. 2018). Waterbirds breeding at high latitudes also tend to arrive
at wintering areas later than those that bred at low lati-
tudes (Ely and Takekawa 1996; Ely et al. 2013). Again,
early sampling may underestimate to contribution to
overall population juvenile ratios of these elements of the
population. Regular within-season changes in juvenile
ratios are therefore something to be aware of (Lambeck
1990a), but for many goose species, moult also affects
our ability to accurately assign individuals to age class. For instance, many grey geese of the genus Anser moult
feathers in autumn and winter, which make juveniles
more difficult to separate from adults with certainty from
November onwards. The feeding profitability of habi-
tats may also affect juvenile ratios. Large family groups
among goose flocks are behaviourally dominant over
small families, pairs and individuals (Boyd 1953) and so
large families tend to feed in optimal foraging situations,
which may segregate families and non-breeding birds
between different habitats (Lambeck 1990b). This also
explains the difference between the underrepresentation
of first-winter Brent Geese (Branta bernicla bernicla)
in samples taken from the leading edge of dense flocks
and the underrepresentation of adults in the centres
(Lambeck 1990a). Hence, it is important to consider an
optimal timing and design sampling procedures. These
considerations must be taken into account when thinking Timing of migration In order to minimise between-observer bias, all age
determination work was led by one observer (Iderbat
Damba) with considerable experience of waterbird plum-
ages and age characteristics, supported by other observ-
ers with less experience. Field team compositions are
listed in Additional file 1: Table S1. During each field
survey, experienced observers used telescopes to detect
individuals of all 10 species from a fixed viewing location
and the total number of each species and the number of
juveniles were counted (Gregory et al. 2004). We used results from our ongoing telemetry tracking
studies of the different species to judge the timing of
migration to establish the duration of time when these
10 species are present in the YRF. This was important to
judge when all of the birds have returned to their ulti-
mate wintering grounds after completion of autumn
migration. Full details of the duration of 8 species (Great
White-fronted Goose, Swan Goose, Greylag Goose, Bean
Goose, Lesser White-fronted Goose, Bewick’s Swan,
White-naped Crane, Siberian Crane) on the wintering
grounds are shown in Additional file 1: Table S3 (Bat-
bayar et al. 2013; Huang et al. 2018; Deng et al. 2019; Li
et al. 2019, 2020a, b; Ao et al. 2020; Yang et al. 2020; Yi Data collection Juvenile ratio data were sampled from 10 waterbird species (Swan Goose, Lesser
White-fronted Goose, Siberian Crane, Hooded Crane, White-naped Crane, Greater White-fronted Goose, Greylag Goose, Bean Goose, Bewick’s Swan
and Common Crane) from 2016 to 2019. Sampling points are identified as key points (i.e. points supporting more than 1% of the flyway populations
of one or more of the 10 species, N = 258) and other, non-key points (N = 243) Goose, Siberian Crane, Hooded Crane and White-naped
Crane) and 5 non-endangered species (Greater White-
fronted Goose, Greylag Goose, Bean Goose, Bewick’s
Swan and Common Crane). Their wintering numbers
in the YRF represents about 45% of the total number of
waterbirds in the region (Barter et al. 2006). The morpho-
logical differences between the adults and the juveniles
are shown in Additional file 1: Table S2. from designated observation points. In this case, we will
replace the old points with new ones, so as to obtain sim-
ilar coverage of the lake. On the other hand, based on the
new information about previously unknown wintering
areas of birds revealed by tracked individuals and sugges-
tions of local reserve managers, we also added a few new
points in some lakes in some years to obtain better data. Data collection Data were collected twice a year from 2016 to 2019. The
field surveys were conducted at 17 lakes in the YRF, an
area that supports the highest density of shallow lakes
in China (Qin et al. 2002). Detailed sampling sites and
points are listed in Additional file 1: Table S1 (Point Dis-
tribution Map; see Fig. 1). During the course of the 4 years of the juvenile ratio
survey, we tried our best to ensure the consistent use
of the same observation points at all of the lakes. How-
ever, some were rendered inaccessible due to construc-
tion work, changes in water level, the physical loss of
some lakes and wetland habitats and other factors, all
of which resulted in our inability to survey consistently Wang et al. Avian Research (2021) 12:72 Page 4 of 13 Wang et al. Avian Research Fig. 1 Distribution map showing the positions of all the 501 sampling points used to gather juvenile ratio data of wintering waterbirds in
middle and lower reaches of Yangtze River from 2016 to 2019. Juvenile ratio data were sampled from 10 waterbird species (Swan Goose, Lesser
White-fronted Goose, Siberian Crane, Hooded Crane, White-naped Crane, Greater White-fronted Goose, Greylag Goose, Bean Goose, Bewick’s Swan
and Common Crane) from 2016 to 2019. Sampling points are identified as key points (i.e. points supporting more than 1% of the flyway populations
of one or more of the 10 species, N = 258) and other, non-key points (N = 243) Fig. 1 Distribution map showing the positions of all the 501 sampling points used to gather juvenile ratio data of wintering waterbirds in
middle and lower reaches of Yangtze River from 2016 to 2019. Juvenile ratio data were sampled from 10 waterbird species (Swan Goose, Lesser
White-fronted Goose, Siberian Crane, Hooded Crane, White-naped Crane, Greater White-fronted Goose, Greylag Goose, Bean Goose, Bewick’s Swan
and Common Crane) from 2016 to 2019. Sampling points are identified as key points (i.e. points supporting more than 1% of the flyway populations
of one or more of the 10 species, N = 258) and other, non-key points (N = 243) Fig. 1 Distribution map showing the positions of all the 501 sampling points used to gather juvenile ratio data of wintering waterbirds in
middle and lower reaches of Yangtze River from 2016 to 2019. Data analysis
h In the model, we approxi-
mate the field observation survey to the sampling, and
assume that the number of young birds drawn in the
sampling process is related to the juvenile ratio in the
population as a whole, given that in the observation
process, there are only two possibilities, of assigning
birds as adult or young. In theory, when our obser-
vation times reach infinity, the P value of observing
young birds is equal to the juvenile ratio of the spe-
cies throughout the year. After the actual N counts,
the mathematical expectation of this observation is
NP, and the variance of this is σ2 = NP (1 − P). Mean-
while, due to errors in the observation itself, we believe
that the number of young birds within the interval N
(P − 0.01) to N (P + 0.01) is consistent with the real sit-
uation after N experiments, where 0.01 is the maximum
allowable error value we assume, although the accept-
able error value in the actual results is greater than
our assumed value. After N observations, because N is
generally large and can satisfy the conditions of NP > 5
and N (1 − P) > 5, we can use the Gaussian distribution
to estimate the result of this binomial distribution and
select E – σ < X < E + σ. Therefore: To distinguish between sampling units, throughout this
paper, we make the three definitions. The first is a “key
site” as a lake where more than 1% biogeographical fly-
way population was counted, the second is a “key point”
as a point where more than 1% biogeographical flyway
population was counted and the last is a “site of major fly-
way importance” which is a lake that supports than 5% of
total numbers of the defined population in that year. The
1% biogeographical flyway population of 10 waterbird
species is shown in Additional file 1: Table S4 (Wetlands
International 2021).h The juvenile ratio sample results from the 10 spe-
cies of waterbirds from the 4 years are presented in the
form of a mean and standard deviation. We denote the
number of individuals of a given species sampled for
age class as N, the number of juveniles as n, and the
YRF sampled juvenile ratio of this species as P = n/N. Data analysis
h For each species, the overall annual juvenile ratio for each
year was derived from the combined juvenile ratio deter-
minations at all of the different lakes from which samples
were taken in a given season (the sum of the juveniles/
the sum of the juveniles and adults). For those lakes for
which only one survey was conducted in a given year, we
took that juvenile ratio for these lakes as representative
of that year. If two surveys were undertaken using the
same observation points in the same year, we selected the
larger sample of the two as representative of that lake in
that year.h If we define the number of key points in the sites of
major importance as O (O ≤ M), the error rate of key
points in the sites of major importance can be calcu-
lated as |(O
1 ni/ O
1 Ni)−P|
P
× 100% . The error rate reflects
the difference between the theoretical value and the
YRF sampled value when only the key points in sites of
major importance are considered.i If we define the result of the previous investiga-
tion period as P11 and the result from the subsequent
period as P12, then the error rate can be calculated as
|(P11−P12)|
P
× 100% . In all statistical analyses, we used the
comparisons of the mean ± SD of the 4-year results to
measure the changes between the annual results. The programme aimed to derive extensive juvenile
ratio data from all of the numerically most important dis-
crete lakes for a given species during the 4-year investi-
gation, lakes that also had the added advantage of being
geographically dispersed. For this reason, we make the
assumption that the juvenile ratio structure derived for
each species in each of the 4 years reflects the true under-
lying juvenile ratios in the populations of these species
on their wintering areas in those years. This assumption
remains to be tested, but given the large sample sizes and
their distribution from extensive sampling among large
and small flocks from geographically dispersed lakes, we
consider this a reasonable assumption to make. g
We constructed a mathematical model to calculate
the theoretical size of the sample population needed to
derive a robust estimate of YRF sampled juvenile ratio
in the population as a whole. Study species Our focal 10 large-bodied waterbird species included 5
endangered species (Swan Goose, Lesser White-fronted Wang et al. Avian Research (2021) 12:72 Page 5 of 13 et al. in press). There are no representative satellite track-
ing results of the other 2 waterbird species considered
here (Hooded Crane, Common Crane), but their autumn
migration arrival phenology is similar to that of the other
8 waterbird species. the percentage of data contributed by a given lake of a
given species in that year as
k
1 Ni
N
× 100% , to illustrate
the importance of the sites of major flyway importance,
then the number of all sites of major flyway importance
isM = K . We defined the error rate of the juve-
nile ratio results of the survey in sites of major flyway
importance as |(M
1 ni/ M
1 Ni)−P|
P
× 100% , and the error
rate indicates the difference between the subsample
value and the YRF sampled value for sites of major fly-
way importance.i Juvenile ratio of 10 waterbird species in 2016–2019h Juvenile ratio of 10 waterbird species in 2016 2019
The overall annual juvenile ratios for each of the 10 spe-
cies are shown in Table 1 and Additional file 1: Table S5. Across all species, 2017 was the year with lowest juve-
nile ratio, 2016 and the following two years were higher
than 2017 (Table 1). The average juvenile ratio of 10 spe-
cies was 0.169 ± 0.031, among which the juvenile ratios
of Hooded Crane, White-naped Crane, Common Crane,
Greylag Goose and Bewick’s Swan were higher than the
average, while the juvenile ratios of Siberian Crane, Swan
Goose, Greater White-fronted Goose, Lesser White-
fronted Goose and Bean Goose were lower than the
average. In order to measure independence, we still need to
assume that the investigation process is independ-
ent, which means for each observation point, we need
to obtain the difference value between the theoreti-
cal value and the actual value. By analysing the differ-
ence value, we will be able to obtain the independence
of each species and correct N according to these val-
ues. This requires the introduction of three extra vari-
ables as follows: P, the overall YRF sampled (actual) of
encountering a young of a give species in a given year
(i.e. the overall YRF sampled juvenile ratio of the spe-
cies in that year); Ni, the total number of birds counted
at the point i of the species survey in that year and Pi,
the probability of occurrence of juveniles at point i of
the species survey in the that year (i.e. the point sam-
pled juvenile ratio at point i of the species in the that
year). Data analysis
h At a given point i, we define the number of juveniles
as ni, the total sample aged is Ni, and the number of
points covered within a lake is K. When considering
only sites of major flyway importance, we calculated h
(1)
E −σ = N(P −0.01)
(2)
E + σ = N(P + 0.01) E −σ = N(P −0.01) (1) (2) Wang et al. Avian Research (2021) 12:72 Page 6 of 13 Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research (1) and (2) can be reformulated as: (1) and (2) can be reformulated as: 5. Weight: defined as √Ni/ √Ni , where Ni refers to
the number of birds counted at this point i;
6. Time2_Weight: defined as Weight × Time2;
7. sum_Weight: defined as (Weight × Time);
8. sqrt_sum_Weight: defined as
(Weight × Time2). (3)
NP −
NP(1 −P) = N(P −0.01)
(4)
NP +
NP(1 −P) = N(P + −0.01) (3) (4) Squaring (3) and (4) before reformulation gives: Among these, Time2_Weight is used to measure the
independence of survey points, while sqrt_sum_Weight
is used to measure the independence of each year. In the
revision process, since the value of (Weight) in each
species survey is 1, the theoretical population number
in the actual survey needs to be revised to Time2 × N,
but since we are conducting a long-term survey
(Year > 8 years), we believe that the theoretical population
number in a single year survey can be revised to Time2×N
Year
. (5)
NP(1 −P) = 0.0001 × N 2 (5) (5) N = P(1 −P)
0.0001 N = P(1 −P)
0.0001 N = P(1 −P)
0.0001 Therefore, in order to ensure the accuracy of the
investigation, N = P(1−P)
0.0001h 0.0001
This analysis assumes complete independence of
observations in the investigation. However, in the real
process, we cannot guarantee the complete independ-
ence of field observations, so it is necessary to design a
scheme to measure the independence level of different
species in field observation so that we can adjust the
theoretical investigation value of N. Optimising the timing of the juvenile ratio survey As well as optimising the geographical extent of the field
survey to maximise efficiency, it is important to deter-
mine the optimal time for undertaking the juvenile ratio
surveys because of migration and turnover in the popula-
tions of waterbirds being sampled. During 2016 to 2019,
two surveys were conducted in different survey periods
within the same year and comparing these generated an
overall error rate of 38.0% ± 40.6% (Mean ± SD, for full
details see Additional file 1: Table S9) for the same spe-
cies at the same lakes. This shows that differences in juve-
nile ratio results between different survey periods at the
same lake are very large, so we cannot arbitrarily select
a specific sampling period for monitoring juvenile ratios. Compared with the surveys reported here, we would
recommend reducing the number of lakes covered by
future surveys, without loss of information. Based on the
relative proportion of the 10 waterbird species that each
lake held, we identified 6 lakes that meet the site of major
flyway importance for the 10 waterbird species, namely
Poyang Lake, East Dongting Lake, Shengjin Lake, Caizi
Lake, Longgan Lake and Chen Lake (Additional file 1:
Table S6). The distribution of waterbirds between the
sites of major flyway importance was related to the habi-
tat and feeding selectivity of different species. Of these,
Poyang Lake played a vital role in providing the overwin-
tering habitat of 9 waterbird species (45.9–100%), exclud-
ing the Lesser White-fronted Goose which was almost
totally confined to East Dongting Lake (> 98%). i
For this reason, we used data from satellite tracking
studies of individuals from these wintering waterbird
populations to provide the basis for the most effective
timing for our monitoring programme. The telemetry
results were shown in Additional file 1: Table S3. In sum-
mary, all of the eight species of waterbirds that we are
concerned about here have completed their migration by
early December. Given that the plumage characteristics
of first winter birds change during the course of the win-
ter as they moult (making it more difficult to reliably dif-
ferentiate first winter from older birds), we recommend
that observers start to undertake the juvenile ratio sam-
pling in early to mid-December. Juvenile ratio of 10 waterbird species in 2016–2019h We also introduce eight new parameters: Table 1 The overall annual juvenile ratio (expressed as
proportion of first winter birds out of all birds aged) among 10
large-bodied waterbird species sampled in the Yangtze River
Floodplain from 2016 to 2019 The values in bold represent the lowest juvenile ratio from all 4 years for each
species, which for all species fell in 2017
Species
2016
2017
2018
2019
Mean ± SD
Common Crane
0.187
0.135
0.184
0.241
0.187 ± 0.037
Siberian Crane
0.178
0.039
0.146
0.173
0.134 ± 0.056
Hooded Crane
0.257
0.169
0.231
0.252
0.227 ± 0.035
White-naped Crane
0.146
0.125
0.188
0.253
0.178 ± 0.049
Swan Goose
0.133
0.096
0.108
0.175
0.128 ± 0.030
Lesser White-fronted
Goose
0.344
0.060
0.090
0.113
0.152 ± 0.112
Greater White-fronted
Goose
0.164
0.122
0.138
0.187
0.153 ± 0.025
Greylag Goose
0.259
0.104
0.165
0.222
0.188 ± 0.059
Bean Goose
0.184
0.104
0.153
0.137
0.145 ± 0.029
Bewick’s Swan
0.241
0.125
0.198
0.251
0.204 ± 0.050 1. Expectation: defined as
P(1−P)
Ni
, where P is the
overall YRF sampled juvenile ratio of the species in
that year, and Ni refers to the number of birds
counted at this point i. It represents the theoretical
error; 2. Error: defined as (Pi − P), where P is the YRF sampled
juvenile ratio of the species in that year, Pi refers to
the juvenile ratio results at point i of the species in
that year. It represents true error; 3. Time: defined as Error/Expectation;i 3. Time: defined as Error/Expectation;i i
4. sqrt_Total: defined as √Ni , where Ni refers to the
number of birds counted at this point i; The values in bold represent the lowest juvenile ratio from all 4 years for each
species, which for all species fell in 2017 Page 7 of 13 Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research The basis for a Yangtze monitoring programme
for the juvenile ratio of 10 waterbird species
Rationalising cover of sites of major flyway importance
Based on the survey experience and results in 2016–
2019, we have developed proposals for a monitoring
programme to sample the juvenile ratio of 10 waterbird
species in the future. points surveyed in the original work, a reduction in the
extent of coverage of almost 50%. Optimising the timing of the juvenile ratio survey i
When the samples derived from only the sites of major
flyway importance in the monitoring programme, the
overall error rate was under 5%, which shows that our
recommended plan for only sampling at sites of major fly-
way importance (N = 6 of the most important lakes) can
robustly reflect the overall juvenile ratio results of each of
the years from 17 lakes (Additional file 1: Table S7). On
this basis, we only need to survey one third of the area
covered in the full surveys to generate robust estimates of
juvenile ratios for all 10 waterbird species. Testing for statistical independence
f Our monitoring programme for juvenile ratio relies on
field samples, while the effectiveness of the field investi-
gation relies on its ability to reflect the underlying species
population statistics and the effectiveness of identifying
juveniles from adults. It is important to ensure the sta-
tistical independence of the sampling process and how
this may affect the design of our juvenile ratio monitoring
programme. In order to understand statistical independ-
ence, we have calculated the corresponding eight param-
eter results (see Additional file 1: Table S10). Rationalising cover of key observation pointsf The map shows proposed sampling
points for the future juvenile ratio field survey (green), all of which were located on key lakes (a Poyang Lake, N = 108; b East Dongting Lake, N = 13;
c Longgan Lake, N = 6; d Shengjin Lake, N = 15; e Caizi Lake, N = 6; f Chen Lake, N = 7). N in each case is the number of planned points. Remaining
points (shown in white) that were surveyed in 2016–2019 are not proposed to be sampled in the future unless circumstances change species of waterbird (all Anatidae species, sqrt_sum_
Weight = 4.817), Swan Goose, Lesser White-fronted
Goose, Greylag Goose, Bean Goose, Greater White-
fronted goose and Bewick’s Swan have weak independ-
ence (see Additional file 1: Table S11 for a complete
breakdown of species by year). species of waterbird (all Anatidae species, sqrt_sum_
Weight = 4.817), Swan Goose, Lesser White-fronted
Goose, Greylag Goose, Bean Goose, Greater White-
fronted goose and Bewick’s Swan have weak independ-
ence (see Additional file 1: Table S11 for a complete
breakdown of species by year). Rationalising cover of key observation pointsf To further reduce sampling effort, we looked at possibili-
ties to reduce the number of points necessary to generate
robust juvenile ratio estimates. j
We extracted all the observation points that meet the
definition of key points from the sites of major flyway
importance, and statistically re-analysed (see the distri-
bution of observation points shown in Fig. 2). During the
4-year investigation period, the error rate of key points
is shown in Additional file 1: Table S8. The overall error
rate was about 5%, which shows that our recommended
plan for only sampling at key points of sites of major fly-
way importance (N = 258 of the most important points)
can robustly reflect the overall juvenile ratio based on the
results of all the years from 501 points (Additional file 1:
Table S8). On this basis, we can generate robust estimates
from only 258 observation points out of the original 501 i
Time2_Weight is used to measure the independence
of counts from a given point. When the counting pro-
cess is a completely independent statistical process,
sqrt_sum_Weight will be 1 in the overall YRF survey. So,
the closer the sqrt_sum_Weight is to 1 for a given spe-
cies, the stronger its statistical independence. Based on
our results, the four species of crane (family Gruidae,
sqrt_sum_Weight = 1.607), Siberian Crane, Hooded
Crane, White-naped Crane and Common Crane showed
the strongest independence. However, the other six Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research Page 8 of 13 Fig. 2 Sites of major flyway importance for the 10 large-bodied waterbirds in the Yangtze River Floodplain. The map shows proposed sampling
points for the future juvenile ratio field survey (green), all of which were located on key lakes (a Poyang Lake, N = 108; b East Dongting Lake, N = 13;
c Longgan Lake, N = 6; d Shengjin Lake, N = 15; e Caizi Lake, N = 6; f Chen Lake, N = 7). N in each case is the number of planned points. Remaining
points (shown in white) that were surveyed in 2016–2019 are not proposed to be sampled in the future unless circumstances change Fig. 2 Sites of major flyway importance for the 10 large-bodied waterbirds in the Yangtze River Floodplain. Establishing optimal species‑specific sample size
for the juvenile ratio surveys Assuming the statistical independence of the sampling
process, we can calculate the theoretically optimal
sample size for each species in each year to generate a
robust juvenile ratio estimate (see “Methods” section
for details), the results of which are shown in Table 2. The sqrt_sum_Weight values for the crane species Wang et al. Avian Research (2021) 12:72 Page 9 of 13 Page 9 of 13 Table 2 The optimal future survey sample sizes calculated based on analysis of the degree of statistical independence achieved for
each of 10 large-bodied waterbird species in each year from 2016 to 2019
By then applying the overall sqrt_sum_Weight of each species (see “Methods” section, values derived from Additional file 1: Table S11), we can generate a value for the
optimal future survey sample size to generate robust species juvenile ratios. IH means the independence hypothesis
Species
2016
2017
2018
2019
2016–2019
Age ratio
Survey
sample
(IH)
Age ratio
Survey
sample
(IH)
Age ratio
Survey
sample
(IH)
Age ratio
Survey
sample
(IH)
Optimal future
survey sample
Swan Goose
0.133
1153
0.096
868
0.108
963
0.175
1444
2761
Lesser White-fronted Goose
0.344
2257
0.060
564
0.090
819
0.113
1002
826
Siberian Crane
0.178
1463
0.039
375
0.146
1247
0.173
1431
1129
Hooded Crane
0.257
1909
0.169
1404
0.231
1776
0.252
1885
1744
White-naped Crane
0.243
1839
0.125
1094
0.188
1527
0.253
1890
1588
Greater White-fronted Goose
0.164
1371
0.122
1071
0.138
1190
0.187
1520
6364
Greylag Goose
0.259
1919
0.104
900
0.170
1411
0.220
1716
1312
Bean Goose
0.180
1476
0.104
900
0.150
1275
0.140
1204
8955
Bewick’s Swan
0.240
1824
0.125
1056
0.200
1600
0.250
1875
5844
Common Crane
0.190
1539
0.135
1204
0.180
1476
0.240
1824
1511 Table 2 The optimal future survey sample sizes calculated based on analysis of the degree of statistical independence achieved for
each of 10 large-bodied waterbird species in each year from 2016 to 2019 By then applying the overall sqrt_sum_Weight of each species (see “Methods” section, values derived from Additional file 1: Table S11), we can generate a value for the
optimal future survey sample size to generate robust species juvenile ratios. IH means the independence hypothesis By then applying the overall sqrt_sum_Weight of each species (see “Methods” section, values derived from Additional fil
optimal future survey sample size to generate robust species juvenile ratios. Establishing optimal species‑specific sample size
for the juvenile ratio surveys IH means the independence hypothesis varied between 0.7 and 2.7, with many reasonably close
to 1, suggesting that these species attained a reason-
able level of statistical independence, which suggest the
recommended sample sizes were likely to be sufficient
for the purposes of the survey. However, for the Anati-
dae species, sqrt_sum_Weight values varied between
1.1 and 13.3 (mean 4.817) which showed the level of
statistical independence was not so good, necessitat-
ing the correction of the optimal theoretical sampling
size using the sqrt_sum_Weight of each species. These
optimal future survey sample sizes are shown for each
species in Table 2, where the required samples for Bean
Goose (8955) and Great White-fronted Goose (6364) can be seen to be more inflated than for the other spe-
cies. In future, we need to check to ensure the recom-
mended sample sizes for these species are maintained
at a sufficient level in order to maintain the statistical
independence of the sampling procedure. The monitoring programme for juvenile ratio of 10
waterbird species in the YRF 3 The distribution map of the 155 proposed points for the future sampling of juvenile ratios among large-bodied waterbirds in the middle and
lower reaches of the Yangtze River based on the results from analysis of data from the monitoring scheme. The proposed monitoring scheme will
conduct juvenile age ratios among the 10 large-bodied waterbirds from early December to mid-December. The 155 planned points are confined to
six sites of major flyway importance (Poyang Lake, East Dongting Lake, Shengjin Lake, Longgan Lake, Caizi Lake, Chen Lake) Fig. 3 The distribution map of the 155 proposed points for the future sampling of juvenile ratios among large-bodied waterbirds in the middle and
lower reaches of the Yangtze River based on the results from analysis of data from the monitoring scheme. The proposed monitoring scheme will
conduct juvenile age ratios among the 10 large-bodied waterbirds from early December to mid-December. The 155 planned points are confined to
six sites of major flyway importance (Poyang Lake, East Dongting Lake, Shengjin Lake, Longgan Lake, Caizi Lake, Chen Lake) 10 waterbird species over 4 winters. In this analysis, we
show that it is feasible to sample in a statistically robust
method, the juvenile ratios of 10 large-bodied waterbird
species using a fraction of the effort expended in the orig-
inal surveys. We show that we can reduce the time spent
surveying and the number of observation points by a half
(reducing the overall workload by two-thirds) without
reduction in the statistical power of the survey results. observational range of a telescope (2 km). Based on these
new recommendations, the predicted juvenile ratio of
the investigation of sites of major flyway importance, key
points and planned points (Fig. 3) and the theoretical
juvenile ratio of the theoretical underlying populations
does not differ substantially from the data generated
from the entire survey (Additional file 1: Table S12). Compared with the effort required to achieve the level of
survey coverage in 2016–2019, the new programme saves
about 50% of the investigation time, reduces the work-
load in the investigation area by 66.7%, and reduces the
numbers of observation points to be visited by 48.3%. The monitoring programme for juvenile ratio of 10
waterbird species in the YRF p
y
In the subsampling design for the future composition
of the monitoring scheme, we will focus on coverage of
the six most important lakes (Poyang, East Dongting,
Shengjin, Longgan, Caizi and Chen Lakes), because these
lakes support all the key observation points based on
the last four winter surveys for the 10 waterbird species
examined here. We would especially target Poyang Lake,
which we have shown is extremely important for nine
of the wintering waterbird species considered here, for
intensive sampling of juvenile ratios. This is consistent
with other studies that show many of the species consid-
ered here are increasingly concentrated within the YRF
at Poyang Lake, making it of increasing significance for
those species (Cao et al. 2008; Cao and Fox 2009). The
results of this study point to sampling at other large lakes, The monitoring programme for juvenile ratio of 10
waterbird species in the YRF Based on the above results, we obtained the 258 key
points from the sites of major flyway importance from
2016 to 2019. For the purpose of future surveys (Table 3),
we were able to reduce the 258 key points to 155 planned
points for the 10 waterbird species based on the typical Table 3 Final recommendations for the juvenile ratio sampling programme for 10 species of large-bodied waterbird species in the
Yangtze River floodplain, by investigating their respective planned points based on the monitoring scheme
See “Methods” section for explanation for generating Error Rates
PYH Poyang Lake, DDTH East Dongting Lake, SJH Shengjin Lake, LGH Longgan Lake, CZH Caizi Lake, CH Chen Lake
Species
Recommended
timing of the
surveys
Recommended sites of major flyway
importance for each species to be
visited
Recommended number of planned
observation points for each species
Error
rate (%)
Swan Goose
12/01–12/15
PYH, SJH
26
0.82
Lesser White-fronted Goose
12/01–12/15
DDTH
7
4.17
Siberian Crane
12/01–12/15
PYH
19
1.58
Hooded Crane
12/01–12/15
PYH, SJH, CZH
19
1.20
White-naped Crane
12/01–12/15
PYH
21
0.50
Greater White-fronted Goose
12/01–12/15
PYH, SJH, DDTH
52
4.92
Greylag Goose
12/01–12/15
PYH, LGH, CH
15
1.77
Bean Goose
12/01–12/15
PYH, SJH, DDTH, CZH
59
1.24
Bewick’s Swan
12/01–12/15
PYH, LGH
31
2.39
Common Crane
12/01–12/15
PYH
42
3.73
Total
12/01–12/15
PYH, DDTH, SJH, LGH, CZH, CH
155
2.23 ndations for the juvenile ratio sampling programme for 10 species of large-bodied waterbird species in the
by investigating their respective planned points based on the monitoring scheme Table 3 Final recommendations for the juvenile ratio sampling programme for 10 species of large-bodied
Yangtze River floodplain, by investigating their respective planned points based on the monitoring scheme Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research Page 10 of 13 Fig. 3 The distribution map of the 155 proposed points for the future sampling of juvenile ratios among large-bodied waterbirds in the middle and
lower reaches of the Yangtze River based on the results from analysis of data from the monitoring scheme. The proposed monitoring scheme will
conduct juvenile age ratios among the 10 large-bodied waterbirds from early December to mid-December. The 155 planned points are confined to
six sites of major flyway importance (Poyang Lake, East Dongting Lake, Shengjin Lake, Longgan Lake, Caizi Lake, Chen Lake) Fig. Discussion A major contribution of the study to the effective man-
agement of this massive and globally important resource
is to monitor the annual reproductive success of the
waterbirds that use the Yangtze wetlands as winter quar-
ters. This study has provided a statistically defensible
means to organise a more concise, efficient, less time-
consuming, reliable sampling scheme for future research-
ers and managers for the first time based on the survey
data and experience from sampling the juvenile ratios of Wang et al. Avian Research (2021) 12:72 Wang et al. Avian Research (2021) 12:72 Page 11 of 13 Crane habitat in the Yellow River Delta has not been
visited on the ground or protected (Yang et al. 2020). If
birds from the same biogeographical population are win-
tering outside the YRF, these should be incorporated into
the programme if it is to be able to deliver robust juvenile
ratio estimates for the entire population. Therefore, we
strongly recommend that satellite tracking of these over-
wintering waterbird populations be extended as much
as possible to improve on our current understanding of
their wintering abundance and distribution to ensure
the representativeness of our juvenile ratio sampling. By combining satellite tracking and monitoring pro-
grammes, we are confident that we can better monitor
the distribution and age structure of these 10 waterbird
species in the YRF, and support their effective conserva-
tion through better protection measures (de Boer et al. 2011; Pavón-Jordán et al. 2020). such as East Dongting Lake, likely because their size
accommodates birds that aggregate in large numbers, but
also because larger lakes support a greater diversity of
habitat types. This latter feature is important because the
species considered here all differ in their diet and habitat
use. For example, the Swan Goose forages for submerged
tubers (An et al. 2018, 2019), Bean Goose grazes the
above ground parts of Carex, as well as consuming grain
seeds and plant buds (Yang et al. 2016), while the fam-
ily Gruidae can prey on fish, crustaceans, invertebrates
and other animals (BirdLife International 2017). This also means that any sampling regime needs to
account for the differential distribution of the 10 migra-
tory waterbird species within and between the lakes, for
which our approach has taken account. In the future,
climate, hydrological and wetland land-use change, as
well as human activity, will affect habitat distribution
and quality in the YRF. Discussion This means that the habitat upon
which waterbirds depend will change with time, which
will bring challenges to the sustainability of our monitor-
ing programme. While using the experience from earlier
surveys to inform how best to undertake juvenile ratios
in the future is inevitably based on a few recent years of
experience, we also consider this approach does make
the design future-proofed to some degree. Our recom-
mendations for a future monitoring programme focus on
the sites which are currently of major flyway importance,
based on the current distribution and abundance of the
10 species. In order to take account of any changes in
waterbird utilization of wetlands in the future, we would
advocate maintaining our recommended programme,
while reviewing our approach regularly based on the
results from satellite tracking. In the face of habitat
destruction and degradation, the waterbird juvenile ratio
survey programme must be able to adapt sequentially to
changes in the distribution and abundance of the 10 spe-
cies within the YRF (Ydenberg and Prins 1981; Cromsigt
et al. 2009; Heuermann et al. 2011). Should conditions
change so much that birds start to redistribute outside of
the YRF, the programme will need to address the change
at larger spatial scales. This means that the programme
need to communicate and cooperate with neighbor-
ing management units (such as Japan, South Korea and
Russia, etc.) as well as in the YRF in monitoring, protec-
tion and data. At the same time, it will be essential to
strengthen international cooperation in monitoring and
protection in order to maintain and enhance waterbird
and wetland protection in the future. Conclusion Retrospective data analysis of the juvenile ratio data from
10 species of waterbirds sampled in 2016–2019 enabled
us to see the degree to which a reduced set of lakes and
samples from observation points could generate esti-
mates that still reflected the overall juvenile ratios in
the entire data set. Using this approach, we were able to
recommend how to sample juvenile ratios in the future
at much reduced effort without loss of statistical power. Because the 10 species of waterbirds are highly concen-
trated at relatively few sites of major flyway importance
on their wintering areas, large samples (reflecting rela-
tively high proportions of the entire wintering popula-
tions) could be sampled in this way. This was especially
the case at Poyang Lake in Jiangxi Province, which has
become of disproportionate importance in the YRF for
many waterbird species. In addition, the results from the
surveys suggested that the YRF sampled juvenile ratios
of Swan Goose (VU), Lesser White-fronted Goose (VU)
and Siberian Crane (CR) were lower than the average
for all 10 species. This is especially alarming for the two
goose species, because historical juvenile ratios and those
from elsewhere in the range are thought to be higher and
because their numbers are decreasing more than other
species. This confirms the need for greater attention to
be paid by researchers to understand factors affecting
reproductive success and by protection and management
personnel for the habitat and management needs of the
species while on the winter quarters. The online version contains supplementary material available at https://doi.
org/10.1186/s40657-021-00309-x. Supplementary Information We see the programme we have initiated here as focus-
ing on the YRF, but for a truly holistic species biogeo-
graphical flyway approach, we also need to extend the
geographical scope outlined here. For instance, previous
satellite tracking studies showed that potential Siberian The online version contains supplementary material available at https://doi.
org/10.1186/s40657-021-00309-x. The online version contains supplementary material available at https://doi.
org/10.1186/s40657-021-00309-x. Wang et al. Avian Research (2021) 12:72 Page 12 of 13 Page 12 of 13 Wang et al. Avian Research National Nature Reserve, the Longgan Lake National Nature Reserve and the
East Dongting Lake National Nature Reserve. Additional file 1: Table S1. The fieldwork that generated the data
analysed here came from 17 lakes and 501 points in the YRF from 2016
to 2019. Table S2. Photographic information relating to the 10 waterbird
species involved in the juvenile ratio survey of Yangtze River, illustrating
the salient plumage differences and other features that are characteristic
of adult and young birds of all species (Brazil 2009). Table S3. Autumn
and spring migration schedules of eight large waterbird species in China
based on published tracking studies. Table S4. The 1% biogeographi-
cal flyway population levels for each of the 10 large-bodied waterbirds
wintering in the Yangtze River Floodplain analysed here. Table S5. The
sample sizes and juvenile ratio from each of the 10 large waterbird species
surveyed in each year from 2016 to 2019 (see “Methods” – Data analysis). Table S6. The percentage of each large waterbird species counted in a
given year at six sites of major flyway importance in the Yangtze River
Floodplain. Table S7. The error rate between predicted juvenile ratio and
YRF sampled juvenile ratio of 10 large-bodied waterbirds in Yangtze River
Floodplain from 2016 to 2019. Table S8. The error rate between predicted
juvenile ratio and Yangtze River Floodplain sampled juvenile ratio of 10
large-bodied waterbird species in sites of major flyway importance from
2016 to 2019. Table S9. The error rate between sampled juvenile ratio in
November and sampled juvenile ratio in December of 10 large-bodied
waterbirds in the same lake from 2016 to 2019. Table S10. The theoreti-
cal error, real error and T2_Weight results of 10 large-bodied waterbird
species in the Yangtze River Floodplain based on statistical independence
test analysis. Table S11. The sqrt_sum_Weight results of 10 large-bodied
waterbird in YRF from 2016 to 2019 based on statistical independence
test analysis. Declarations Cao L, Fox AD. Birds and people both depend on China’s wetlands. Nature. 2009;460:173. Funding Batbayar N, Takekawa JY, Newman SH, Prosser DJ, Natsagdorj T, Xiao XM. Migration strategies of Swan Geese Anser cygnoides from northeast
Mongolia. Wildfowl. 2013;61:90–109. Our study was supported by the National Natural Science Foundation of
China (Grant Nos. 31870369, 31970433) and China Biodiversity Observation
Networks (Sino BON). The funders had no role in study design, data collection
and analysis, decision to publish, or preparation of the manuscript. Innovative
Research Group Project of the National Natural Science Foundation of China
(CN), No. 31670424. Batbayar N, Takekawa JY, Newman SH, Prosser DJ, Natsagdorj T, Xiao XM. Migration strategies of Swan Geese Anser cygnoides from northeast
Mongolia. Wildfowl. 2013;61:90–109. BirdLife International. BirdLife International and handbook of the birds of the
world (2017) Bird species distribution maps of the world. 2017. BirdLife International. BirdLife International and handbook of the birds of the
world (2017) Bird species distribution maps of the world. 2017. Boyd H. On encounters between wild White-fronted Geese in winter flocks 1. Behaviour. 1953;5:85–128. Brazil M. Birds of East Asia: China, Taiwan, Korea, Japan, and Russia. New York:
A&C Black; 2009. Availability of data and materials The datasets used in the present study are available from the corresponding
author on reasonable request. Bromley RGH, Rothe TC. Conservation assessment for the dusky Canada goose
(Branta canadensis occidentalis Baird). US Department of Agriculture, For-
est Service, Pacific Northwest Research Station; 2003. Acknowledgements We are very grateful to the Professor Anthony David Fox of Department of
Bioscience, Aarhus University, Denmark, who provided so much help with
the structure and writing of the paper. We would sincerely like to thank all the
volunteers, like Yuqing Han, Fujia Dong, Xiaoping Lu, Wenwen Niu, Taoping
Wu and Itgelt, for their contributions to our field surveys. We would also like
to thank the staff members of the Poyang Lake National Nature Reserve,
the Nanji Wetland National Nature Reserve, Shengjin Lake National Nature
Reserve, the Longgan Lake National Nature Reserve and the East Dongting
Lake National Nature Reserve for their cooperation. Finally, thanks to all mem-
bers of the investigation team responsible for the surveys of overwintering
waterbirds in the Yangtze River. An A, Zhang Y, Cao L, Jia Q, Wang X. A potential distribution map of wintering
Swan Goose (Anser cygnoides) in the middle and lower Yangtze River
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Forestry Publishing House; 2006. Author details 1 School of Life Science, University of Science and Technology of China,
Hefei 230026, China. 2 State Key Laboratory of Urban and Regional Ecology,
Research Center for Eco Environmental Sciences, Chinese Academy of Sci-
ences, Beijing 100085, China. 3 University of Chinese Academy of Sciences,
Beijing 100049, China. 4 Institute of Biology, Mongolian Academy of Sciences,
Ulaanbaatar 13330, Mongolia. 5 Department of Modern Physics, University
of Science and Technology of China, Hefei 230026, China. 6 College of Life Sci-
ence and Technology, Inner Mongolia Normal University, Huhehaote 010000,
China. 7 Jiangxi Poyang Lake National Reserve Authority, Nan Chang 330038,
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Aerial and aquatic biological and bioinspired flow control strategies
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Communications engineering
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cc-by
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Aerial and aquatic biological and bioinspired flow
control strategies Ahmed K. Othman1, Diaa A. Zekry1,2, Valeria Saro-Cortes
1,2,
Kyung Jun “Paul” Lee1,2 & Aimy A. Wissa
1✉ Flow control is the attempt to favorably modify a flow field’s characteristics compared to how
the flow would have developed naturally along the surface. Natural flyers and swimmers
exploit flow control to maintain maneuverability and efficiency under different flight and
environmental conditions. Here, we review flow control strategies in birds, insects, and
aquatic animals, as well as the engineered systems inspired by them. We focus mainly on
passive and local flow control devices which have utility for application in small uncrewed
aerial and aquatic vehicles (sUAVs) with benefits such as simplicity and reduced power
consumption. We also identify research gaps related to the physics of the biological flow
control and opportunities for device development and implementation on engineered
vehicles. N N
atural flyers and swimmers operate under various conditions. The same animal, for
example, a flyer, can repeatedly take off, hover, glide, flap, and perch in different
environmental conditions, such as during gusts and thermals or closer to the ground or
the water surface. This agility and maneuverability are possible because of the ability of these
biological systems to alter the flow around their lifting and thrusting surfaces, using what is
referred to as flow control. Flow control is defined as attempting to favorably modify a flow
field’s characteristics compared to how the flow would have developed naturally along the
surface1,2. Flow control mechanisims include postponing boundary layer separation, delaying or
advancing laminar-turbulent transition, and altering vortical structures and dynamics (Fig. 1). Such mechanisms often lead to drag reduction, lift enhancements, or noise suppression and can
be implemented through flow control devices such as flaps, slats, or synthetic jets, to mention a
few. Multiple classifications exist for flow control devices; one of the most common ways is to
classify flow control techniques as active or passive based on their energy expenditure. Passive
flow control requires no actuation nor energy expenditure, making it less complex and more
affordable; however, it cannot always provide enough control authority or adaptability, especially
in complex applications3,4. On the other hand, active flow control devices require actuation and
power to affect the flow5. Another classification is related to the area affected by the flow control
device, namely local versus global flow control (Fig. 1). COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng 1 Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, USA. 2These au
Valeria Saro-Cortes, Kyung Jun “Paul” Lee. ✉email: awissa@princeton.edu COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 Fig. 1 Flow control mechanisms and classifications and their implementations as flow control devices. The superscripts indicate the flow control
mechanism implemented by each flow control device. The figure classifies flow control mechanisms into 1- separation control [Reproduced from ref. 160,
The National Aeronautics and Space Administration (NASA)]160, 2- transition control [Reproduced from ref. 161, The National Aeronautics and Space
Administration (NASA)]161, 3- vortex tailoring [Reproduced from ref. 162, The National Aeronautics and Space Administration (NASA)]162. Fig. 1 Flow control mechanisms and classifications and their implementations as flow control devices. The superscripts indicate the flow control
mechanism implemented by each flow control device. The figure classifies flow control mechanisms into 1- separation control [Reproduced from ref. 160,
The National Aeronautics and Space Administration (NASA)]160, 2- transition control [Reproduced from ref. 161, The National Aeronautics and Space
Administration (NASA)]161, 3- vortex tailoring [Reproduced from ref. 162, The National Aeronautics and Space Administration (NASA)]162. to well-defined flow control mechanisms and classifications
(Table 1). The article mainly focuses on passive and local flow
control devices because they can be easily integrated into small
engineered vehicles compared to active and global flow control
devices. Finally, the article highlights some of the gaps in the
literature and the exciting opportunities for bioinspired flow
control research. bioinspired flow control techniques help in two crucial ways. First, these techniques provide new insight into biological loco-
motion and uncover the physics that enable these organisms to be
adaptable and efficient across multiple flight conditions. Second,
bioinspired flow control techniques are more suitable for small-
scale uncrewed vehicles than traditional approaches developed for
large-scale and high-speed operations. Due to the limited volume
and payload capabilities of small-scale vehicles, traditional flow
control devices’ size, complexity, and weight penalties are
prohibitive1,6,7,10,11. Scaling down conventional flow control
devices may also not be suitable for the mission demands of
small-scale vehicles. Traditional flow control techniques are most
effective over a limited range of angles of attack and operational
conditions. In contrast, the mission demands and applications of
small uncrewed aerial or aquatic vehicles (sUAVs) often require
them to operate over a wide range of angles of attack. Thus,
biological flow control techniques offer a suitable solution to
augment the performance of sUAVs because of the similarities
between the operational conditions of these vehicles and the
biological organisms. Aerial and aquatic biological and bioinspired flow
control strategies Local flow control devices introduce
localized changes to the flow structures at a particular area of the lifting surface. In contrast,
global flow control devices usually affect the flow over the entire wing or lifting surface. Examples of local flow control devices include synthetic jet actuators or roughness strips, while
wing sweep and camber morphing systems would be considered global flow control devices. 3 4 6 7 There have been extensive studies and reviews on flow control techniques and devices3,4,6,7. Most of these studies focus on engineered flow control devices, large-scale aircraft, and fully
developed turbulent conditions (Reynolds number (Re) ≥106)8. More recently, studies have
focused on bioinspired and biological flow control techniques9. Understanding biological and MMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng 1 REVIEW ARTICLE COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Avian flow control
d
h Bird wings have multiple sets of feathers that serve numerous
functions, from thermal insulation to improved flight perfor-
mance and sound damping13–15. Aerodynamically, aside from
generating the necessary aerodynamic forces for flight, feathers
also serve as flow control devices15–18. A detailed description of
bird wing geometry, internal and external structures, and feathers’
form and function can be found in15. This section reviews four
feather systems or feather features for flow control, namely the
covert feathers, the alula, the emargination of the primary
feathers that create slots towards the wingtips, and leading edge
serrations that have been mainly observed in owl feathers. g
g
This article reviews biological flow control techniques and
devices implemented by birds, insects, and aquatic animals and
the engineered systems inspired by them. The article expands on
recent review articles focused on biological flow control9,12 by
including the biological flow control mechanisms and the
bioinspired devices inspired by them, highlighting key research
gaps and opportunities for sUAVs. The article is divided into
three main sections: flow control in avian and avian-scale fliers,
flow control in insect and insect-scale fliers, and flow control
in marine animals and bioinspired aquatic systems. For each
section, the article categorizes the flow control devices according Covert feathers. The covert feathers are a set of contour feathers
that exist on the upper and lower surfaces of birds’ wings and
tails. Wing coverts consist of multiple overlapping rows or
layers, where the row near the leading edge is named the lesser
coverts, followed by the median coverts and the greater coverts
(Fig. 2a-i)19. Understanding the role of the coverts in avian flight
as a flow control device was crucial for the development of similar
bio-inspired flow control devices16. In a study done by Carruthers
et al.17, they examined the coverts deployment of a steppe eagle
(Aquila nipalensis) during different flapping and perching 2 REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 Summary of selected biological and bioinspired flow control devices studies. ations under the study type are as follows: E is an experimental study, F is a free-flight experiment, and S refers to numerical simulations. The icons in the flow control mechanis
cons used in Fig. 1. Summary of selected biological and bioinspired flow control devices studies. ions under the study type are as follows: E is an experimental study, F is a free-flight experiment, and S refers to numerical simulations. Avian flow control
d
h also observed that the underwing
coverts deploy at take-off, landing, and flapping perching
sequences. The underwing coverts, highlighted by the orange
circle in Fig. 2, were noticed to deploy all together as one unit,
which makes them analogous to Kruger flaps. Kruger flaps pro-
trude from the leading edge of engineered wings to augment and
extend the lift curve slope20. They are typically used during take-
off and landing, which is also when the underwing coverts were
noticed to deploy. On the other hand, the greater upperwing
coverts (Fig. 2a-i) were noticed to deploy during the downstroke
of flapping flight and in response to gust. Moreover, secondary
upperwing coverts were noticed to deploy during both gliding
and flapping perching sequences. The study suggests that the
upperwing and underwing coverts appear to be used for flow
control to enhance unsteady maneuvers, and may also provide
sensory feedback to the bird17. sequences both indoors and outdoors using a high-speed digital
video camera placed on the upper wing. In their study, the cov-
erts’ response was classified as a passive aeroelastic response,
since the bird muscles can only apply force at the base of those
feathers, while during the experiments, the deployment of the
coverts was initiated from the feather tip17. The upperwing and
underwing coverts were noticed to deploy during high-angle of
attack maneuvers, such as perching, take-off, landing, and gust
maneuvers. Carruthers et al. also observed that the underwing
coverts deploy at take-off, landing, and flapping perching
sequences. The underwing coverts, highlighted by the orange
circle in Fig. 2, were noticed to deploy all together as one unit,
which makes them analogous to Kruger flaps. Kruger flaps pro-
trude from the leading edge of engineered wings to augment and
extend the lift curve slope20. They are typically used during take-
off and landing, which is also when the underwing coverts were
noticed to deploy. On the other hand, the greater upperwing
coverts (Fig. 2a-i) were noticed to deploy during the downstroke
of flapping flight and in response to gust. Moreover, secondary
upperwing coverts were noticed to deploy during both gliding
and flapping perching sequences. The study suggests that the
upperwing and underwing coverts appear to be used for flow
control to enhance unsteady maneuvers, and may also provide
sensory feedback to the bird17. Avian flow control
d
h b-ii An alula-inspired device applied to an
engineered wing is also effective at delaying separation compared to a wing without an alula, as indicated by Particle Image Velocimetry (PIV) results43,45. [adapted with permission from ref. 45] c Flow visualization of vortex structures around the slotted wing tip of a jackdaw (i and iii) shows the effect of slots
on the vortex structures at the wingtips [adapted with permission from ref. 54] with similar studies performed on engineered wings showing similar vortex
structures (ii and iv) [adapted with permission from ref. 65]. Fig. 2 Selected avian and avian-scale flow control devices inspired by feathers. Selected feather systems shown here are the coverts (a), the alula (b),
and the slotted wingtips (c). a–i Coverts on the upper surface of a heron wing where the initials PC, SLC, SMC, and SGC stand for Primary Coverts,
Secondary Lesser Coverts, Secondary Median Coverts, and Secondary Greater Coverts, respectively. [Source: Pixabay] a-ii Numerical vortex contours
show the streamlines superimposed with the vorticity contours. Blue and yellow contours represent clockwise and counterclockwise vorticity, respectively. The figure shows that the covert-inspired flaps can block reverse flow and enhance lift29. [Adapted with permission from ref. 29] b-i The alula in birds
generates tip vortices, which delay separation and boundary layer reversal42. [Reproduced from ref. 42]. b-ii An alula-inspired device applied to an
engineered wing is also effective at delaying separation compared to a wing without an alula, as indicated by Particle Image Velocimetry (PIV) results43,45. [adapted with permission from ref. 45] c Flow visualization of vortex structures around the slotted wing tip of a jackdaw (i and iii) shows the effect of slots
on the vortex structures at the wingtips [adapted with permission from ref. 54] with similar studies performed on engineered wings showing similar vortex
structures (ii and iv) [adapted with permission from ref. 65]. sequences both indoors and outdoors using a high-speed digital
video camera placed on the upper wing. In their study, the cov-
erts’ response was classified as a passive aeroelastic response,
since the bird muscles can only apply force at the base of those
feathers, while during the experiments, the deployment of the
coverts was initiated from the feather tip17. The upperwing and
underwing coverts were noticed to deploy during high-angle of
attack maneuvers, such as perching, take-off, landing, and gust
maneuvers. Carruthers et al. Avian flow control
d
h The icons in the flow control mechanis
ns used in Fig 1 Table 1 Summary of selected biological and bioinspired flow control devices studies. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng 3 COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 REVIEW ARTICLE Fig. 2 Selected avian and avian-scale flow control devices inspired by feathers. Selected feather systems shown here are the coverts (a), the alula (b),
and the slotted wingtips (c). a–i Coverts on the upper surface of a heron wing where the initials PC, SLC, SMC, and SGC stand for Primary Coverts,
Secondary Lesser Coverts, Secondary Median Coverts, and Secondary Greater Coverts, respectively. [Source: Pixabay] a-ii Numerical vortex contours
show the streamlines superimposed with the vorticity contours. Blue and yellow contours represent clockwise and counterclockwise vorticity, respectively. The figure shows that the covert-inspired flaps can block reverse flow and enhance lift29. [Adapted with permission from ref. 29] b-i The alula in birds
generates tip vortices, which delay separation and boundary layer reversal42. [Reproduced from ref. 42]. b-ii An alula-inspired device applied to an
engineered wing is also effective at delaying separation compared to a wing without an alula, as indicated by Particle Image Velocimetry (PIV) results43,45. [adapted with permission from ref. 45] c Flow visualization of vortex structures around the slotted wing tip of a jackdaw (i and iii) shows the effect of slots
on the vortex structures at the wingtips [adapted with permission from ref. 54] with similar studies performed on engineered wings showing similar vortex
structures (ii and iv) [adapted with permission from ref. 65]. Fig. 2 Selected avian and avian-scale flow control devices inspired by feathers. Selected feather systems shown here are the coverts (a), the alula (b),
and the slotted wingtips (c). a–i Coverts on the upper surface of a heron wing where the initials PC, SLC, SMC, and SGC stand for Primary Coverts,
Secondary Lesser Coverts, Secondary Median Coverts, and Secondary Greater Coverts, respectively. [Source: Pixabay] a-ii Numerical vortex contours
show the streamlines superimposed with the vorticity contours. Blue and yellow contours represent clockwise and counterclockwise vorticity, respectively. The figure shows that the covert-inspired flaps can block reverse flow and enhance lift29. [Adapted with permission from ref. 29] b-i The alula in birds
generates tip vortices, which delay separation and boundary layer reversal42. [Reproduced from ref. 42]. Avian flow control
d
h As for underwing
covert-inspired devices studies, an experimental investigation by
Wang et al. compared the aerodynamic effects of flaps, made
from real feathers, on the upper and lower sides of a NACA 0012
airfoil at Re = 30, 000. The flap mounted on the suction (upper)
side was found to have a positive impact at post-stall angles. On
the other hand, when mounted on the pressure (lower) side, the
flaps show aerodynamic benefits at small angles of attack
(α = −4∘to 8∘). Using PIV measurements, the authors attributed
the lift benefits of the pressure side flaps to the increase in
leading-edge vorticity and the larger dead flow region in the
vicinity of the flapped airfoil pressure surface, leading to
generation
of
high
pressure
and
greater
downward
flow
momentum beneath the pressure surface for the flapped case24. In addition to wind tunnel experiments and numerical
simulations, Meyer et al.31 performed free-flight experiments to
test the effectiveness of the covert-inspired flaps during actual
flight. Freely moving flaps were mounted on top of a STEMME
S10 motor glider at Re = 106. It was found that the flap improved
maximum lift by about 10% at post-stall angles of attack, which
matches the results of both wind tunnel experiments and
simulations. Pilot comments indicated that changes to flight
behavior were moderate when the flaps were mounted at the
inner part of the wing and that keeping flight speed near stall
values was easier with the movable flaps attached. On the other
hand, the same study examined the use of covert-inspired flaps on
swept and tapered wings, and it was found that in these cases,
flow separation is dominated by 3D secondary flows, which
makes these flaps less effective. Moreover, the flaps were found
not to be compatible with vortex generators upstream of the flaps;
this is because the vortex generators generate wrapped free shear
layers with which the flaps cannot interact in a meaningful way. Furthermore, under attached flow conditions (small angles of
attack), the freely moving flaps get slightly raised, which results in
a slight drag increase and a lift detriment due to the small
separation regime at the end of the flap. f
h
d
d Avian alula. Another feather system investigated for its role in
flow control is the alula. The alula is a collection of feathers on the
hand-wing of most birds15,37. Avian flow control
d
h birds covert feathers are limited to the front half of the wing,
engineering studies experimented with covert-inspired flaps at
different locations ranging from the leading edge of the wing to
the trailing edge. Moreover, the implementation of covert-
inspired devices in engineering studies ranges from real feathers
and hair-like flaps to rigid plastic and metal flaps with various
geometries21–24. Furthermore, flaps with various mobility have
also been studied, starting from simple static flaps at a fixed angle,
to freely moving flaps, to torsionally-hinged flaps with adjustable
stiffness25–30. Despite the different structural and mobility forms
of
the
covert-inspired
flaps,
most
studies
confirmed
that
upperwing coverts act as a lift enhancement flow control device
at post-stall conditions. p
Most of the engineering studies have focused on upperwing
covert-inspired devices. Duan and Wissa25 showed that rigid
static covert-inspired flaps placed between 40% and 80% of the
chord from the leading edge can improve post-stall lift up to 23%
at a Re ~ (105). Several studies 26,27,29,31 also examined the effects
of freely moving upperwing flaps at Re ~ (105−106). Bechert
et al.27,28, and Meyer et al.31 examined the effects of a freely
moving flap on two different airfoils using both wind tunnel
testing and numerical simulations and observed lift improvement
of more than 10% and stall delay in both studies. They attributed
the lift enhancement of the trailing edge coverts to the flap
blocking the reverse flow and adverse pressure from advancing
towards the leading edge of the airfoil in what they called a
“pressure dam” effect. Coverts-enabled lift enhancement was also
evident at a wide range of laminar low Reynolds number studies,
Re ~ (103−104) both numerically and experimentally30,32,33. Nair y
Due to their simplicity and aerodynamic advantages, the
coverts were adapted on engineering wings in multiple forms to
obtain a passive yet adaptive high-lift flow control device for stall
mitigation (Fig. 2a-ii). Engineering studies have expanded the
parameter space beyond what is in nature; for example, while in COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng 4 4 REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 control during high angle of attack maneuvers to enhance post-
stall lift. They improve lift by blocking the reverse separated flow
from propagating upstream of the wing. Avian flow control
d
h We classified the coverts
flow control mechanism as separation control across all Reynolds
numbers regimes (Table 1) However, despite many studies on
covert-inspired flow control devices, there are still gaps that
warrant further investigation. For example, there is a need for
more studies focused on the interaction between upperwing and
underwing coverts as a function of the flow conditions and the
flaps’ properties. Furthermore, the interaction of covert-inspired
flaps with traditional flow and flight control techniques such as
flaps, ailerons, and slats has not been studied. Finally, covert-
inspired devices have yet to be implemented on small-scale UAVs
during flight to evaluate their benefits and downsides critically
and assess how these flaps change the wing’s stability parameters
and the aircraft’s propulsive efficiency. and Goza33 and Othman et al.29 analyzed the fluid-structure
interaction of an upperwing torsionally hinged covert-inspired
flap at two different Re regimes (Re = 1000 and Re = 200, 000) to
understand the effect of different flap structural properties (i.e.,
flap inertia and hinge stiffness) on the vortex structure and
shedding frequency. Their study shows that low-inertia flaps were
more effective at improving lift than high-inertia flaps. They also
found that there are several similarities between both Reynolds
numbers. For example, the covert-inspired flaps do not alter the
vortex shedding frequency of the original airfoil at both high
and low Re flows, with some unsteadiness for the high Re regimes
due to turbulent transition29. Thus, despite the difference in
the flow physics between laminar [Re ¼ Oð103Þ] to transitional
[Re ¼ Oð104 105Þ] to turbulent flows [Re ¼ Oð106Þ], the
effectiveness of the covert-inspired flaps in improving lift across
Reynolds numbers regimes suggests their suitability as a flow
control device for different flight regimes and different UAV
configurations24,32–34. g
Fewer studies have considered the role of multiple upperwing
covert-inspired flaps and underwing devices. Duan and Wissa
studied the effect of multiple flaps arranged chordwise on a 2D
airfoil at a Re ~ (105), and they found that the flaps have an
additive effect on lift post-stall where the lift improvements
increased with the number of flaps35. Nair et al.36, also studied
the effect of multiple flaps numerically at a much lower
Re ~ (103), and found that at this low Re deploying a single flap
near the trailing edge alone results in the greatest lift improve-
ment compared to the multiple flap cases. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Avian flow control
d
h Structurally, the alula is a skeletal
bone digit named the alular digit. It is attached to the carpome-
tacarpus bone on the wing15. The alula consists of 2–3 feathers at
the leading edge of most birds’ wings15,37. On average, the alula
size varies between one-fifth to one-tenth of the total span of a
bird’s wing15,37,38. Birds with high wing loading or that frequently
maneuver at high angles of attack are the birds with the most
pronounced alula according to the weight, span, and alula mea-
surements reported in reference13. Savile et al. also studied the
evolution of the avian wing with a focus on the aerodynamic
performance of different birds. They observed that birds mainly
used their alulas during low-speed flight control for landing,
takeoff, and perching maneuvers. The connection between the
alular digit and the carpometacarpus allows complex motion of
the alula, which facilitates the performance of such maneuvers. The alula moves both in-plane and out of the plane of the wing,
meaning it can abduct, adduct, pronate, and supinate15,37. The
alula can be found in insects and birds. We focus on birds’ alula
in this section and insects’ alula in a later section. Fewer studies have considered the role of multiple upperwing
covert-inspired flaps and underwing devices. Duan and Wissa
studied the effect of multiple flaps arranged chordwise on a 2D
airfoil at a Re ~ (105), and they found that the flaps have an
additive effect on lift post-stall where the lift improvements
increased with the number of flaps35. Nair et al.36, also studied
the effect of multiple flaps numerically at a much lower
Re ~ (103), and found that at this low Re deploying a single flap
near the trailing edge alone results in the greatest lift improve-
ment compared to the multiple flap cases. As for underwing
covert-inspired devices studies, an experimental investigation by
Wang et al. compared the aerodynamic effects of flaps, made
from real feathers, on the upper and lower sides of a NACA 0012
airfoil at Re = 30, 000. The flap mounted on the suction (upper)
side was found to have a positive impact at post-stall angles. On
the other hand, when mounted on the pressure (lower) side, the
flaps show aerodynamic benefits at small angles of attack
(α = −4∘to 8∘). Avian flow control
d
h Using PIV measurements, the authors attributed
the lift benefits of the pressure side flaps to the increase in
leading-edge vorticity and the larger dead flow region in the
vicinity of the flapped airfoil pressure surface, leading to
generation
of
high
pressure
and
greater
downward
flow
momentum beneath the pressure surface for the flapped case24. dd
d
l
d
l Aerodynamically, the alula is a post-stall lift enhancement
device studied in the literature through numerical simulations,
wind tunnel testing, and flight observation of birds. Savile et al13. proposed that the mechanism by which the alula works is such
that it acts as a leading-edge slotted flap that deploys passively by
large birds or small active birds. The slotting accelerates the flow
between the wing and the flap, which mixes and energizes the
flow past the flap, thus delaying separation and increasing
maneuverability. Multiple studies hypothesized that the deploy-
ment of the alula is passive37,39,40. However, Carruthers et al.41
observed the alula deployment through video recording and
divided it into two stages: a) passive peeling in response to
changes in the flow conditions, and b) active protraction of the
alula through a 45∘sweep forward to the leading edge41. Austin
et al.39 went further and proposed an additional mechanism for
the alula. They proposed that the alula suppresses the vortex
bursting over the upper surface by generating vortical structures
that maintain the lift over the hand wing. Lee et al.42 studied the
alula based on flight observations and wind tunnel experiments. Using digital particle image velocimetry, Lee supported the
hypothesis in ref. 39 and showed that the alula increases lift at
high angles of attack (AoA) by working as a vortex generator
(Fig. 2b-i). momentum beneath the pressure surface for the flapped case . In addition to wind tunnel experiments and numerical
simulations, Meyer et al.31 performed free-flight experiments to
test the effectiveness of the covert-inspired flaps during actual
flight. Freely moving flaps were mounted on top of a STEMME
S10 motor glider at Re = 106. It was found that the flap improved
maximum lift by about 10% at post-stall angles of attack, which
matches the results of both wind tunnel experiments and
simulations. Pilot comments indicated that changes to flight
behavior were moderate when the flaps were mounted at the
inner part of the wing and that keeping flight speed near stall
values was easier with the movable flaps attached. REVIEW ARTICLE During flight, such
slots cause the wingtip feathers to separate or spread horizontally
and vertically13,18. Liu et al. present a detailed review of the
aerodynamic effects of these wingtip slots on biological and
engineered wings52. However, we will summarize here some of
the key results and the enabling physics of these flow control
devices. Wind tunnel experiments of birds’ wings with the slotted
wingtips have detailed the aerodynamic benefits of slotted
wingtips18,53–56. Many
of
these
studies
noted
that
the
slotted wingtips reduce the lift-induced drag of the wing. The
drag reduction caused by slotted wingtips can be attributed to
the shape of the wingtips during flight under aerodynamic
loading. In flight, due to aerodynamic loading, the tips of the
slotted wingtips bend upwards and separate vertically, while the
broad root of the slotted wingtips overlap, limiting root twist and
bending. The bending and separation at the tip of the slotted
wingtips form a non-planar slotted wingtip configuration18,53,54. The non-planar wing can generate less induced drag and similar
lift compared to a planar wing, that is straight from tip to tip, at
the same speed18,53. For example, Tucker et al. show that the
unclipped wingtips, which form a non-planar configuration,
have 70% to 90% of the drag of the clipped wingtips, which form
a planar configuration53. Hence, slotted wingtips can improve
aerodynamic efficiency, defined as the ratio of lift to drag, by
generating a similar lift with less drag than a wing without slots. Linehan and Ito studied the alula experimentally in a steady
flow at Reynold’s number 75,000 and 100,000–120,000, respec-
tively. Linehan studied the effects of the different parameters by
modeling the wing and alula as flat plates. Ito et al. added
complexity to the geometry using an S1223 airfoil and a bird-
inspired alula profile. However, both studies lack the addition of
flapping or aeroelastic effects. A study by Bao49 added the
flapping complexity by studying a sinusoidal flapping input
numerically on an alula similar in geometry and flow conditions
to Ito. The numerical solver used Unsteady Reynold’s-Averaged
Navier-Stokes with a κ–ω turbulence model. Results support that
the alula works through slat and vortex interaction effects. Further, it shows that the slot effect dominates at the start of the
upstroke. However, the vortex effect dominates in the midpart of
the upstroke, and both play a role in the downstroke. REVIEW ARTICLE The authors
also report the effect of different design parameters on the alula
trailing edge vortex and the alula streamwise vortex, affecting the
lift response49. Finally, Zekry et al.50 used a design of experiment
approach with linear regression models to produce response
surfaces for lift and drag forces as a function of the flight
conditions and the alula parameters, which can be later used in
control laws for flight control systems. Flow visualization was also used to understand the effect of the
wingtip slots on the flow field and tip vortices around birds’
wings. KleinHeerenbrink et al. used particle image velocimetry to
measure the airflow around the slotted wingtip of a jackdaw
(Corvus monedula) in a wind tunnel during gliding and flapping
flight. Their results confirm that the separated primary feathers
produce individual wingtip vortices, spreading the overall wingtip
vorticity in the horizontal and vertical planes, which was
previously associated with improved efficiency54. March et al. also used flow visualization around the wingtips of a Great
Horned Owl (Bubo virginianus). Their results show smooth
streamlines
near
the
slotted
wingtips55. Thus,
these
flow
visualization studies suggest that the slotted wingtips spread the
vorticity behind the wings, decompose the upwash from the tip
vortex, and reduce the induced drag (Fig. 2c-i,iii)54,55. Researchers continued to study the physics of the slotted
wingtips through the application and study of engineered
wingtips/wingtip sails. Wingtips or wingtip sails are small devices
attached to the tip of engineered wings, inspired by the slotted
wingtips, to enhance the aerodynamic performance57–59. Some of
the wingtip parameters explored in the literature include the
number of wingtips, the dihedral, twist, incidence angles of
individual wingtips, and the gap between the wingtips. Results
show that using multiple wingtips with various dihedral angles
reduces the overall tip vortex by splitting it into smaller vortices
and reducing the effective downwash at the wing (Fig. 2c-ii,iv). These effects often resulted in increased aerodynamic efficiency
and
delayed
stall
without
incurring
considerable
lift
penalties52,57–67. Negative incidence angles have increased the
aerodynamic efficiency by re-orienting the lift vector forward and
counteracting the drag62,63,68. Finally, the increase in the gap
distance between the wingtips was shown to weaken the tip-
vortex suppression52,65, suggesting the importance of tuning the
gap size to enable vorticity spreading and wingtip vortex
suppression. REVIEW ARTICLE REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 flow control devices on sUAVs (Fig. 2b-ii)). Mandadzhiev et al. mounted an alula-inspired device on an S1223 airfoil (i.e., a 2D
experiment)43. Their study shows that the alula-inspired device
enhanced lift at post-stall angles of attack and that the lift
enhancements
are
a function
of the device’s deployment
parameters. Ito44,45 expanded on Mandadzhiev’s study43 by
mounting the alula-inspired device on a finite wing rather than an
airfoil (i.e., a 3D experiment). The study showed that the lift
enhancements
for
the
3D
experiment
(37%)
were
more
pronounced compared to the 2D experiment (8%). The additional
lift enhancement was attributed to the hypothesis that the alula-
inspired device works not only as a slotted flap but also that it
generates a tip vortex that acts as a boundary layer fence
preventing the propagation of stall outboard44. Thus, Ito’s44,45
results show that the alula is a 3D post-stall lift enhancement
device, supporting biological observation in refs. 39,37,46. Linehan
et al.47,48 used PIV to study the vortical structures created by the
alula-inspired device and their interaction with the wing vortices. The authors proposed that the alula works through leading-edge
vortex roll-up and tilting. More specifically, the alula causes a
spanwise flow which energizes the shear layer and directs the flow
towards
the
wingtip
vortex,
enhancing
post-stall
lift
production47,48. In further work, Linehan et al.38 studied the
scale effect and location of the alula, showing that a lift-
maximizing position also corresponds to the actual evolutionary
location of alula in birds. Slotted wingtips. Another local and passive feather flow control
system in birds is the wingtip slots. In some species, the five to six
primary feathers at the tip of the wings emarginate, or narrow
down, forming slots or gaps near the wingtip. During flight, such
slots cause the wingtip feathers to separate or spread horizontally
and vertically13,18. Liu et al. present a detailed review of the
aerodynamic effects of these wingtip slots on biological and
engineered wings52. However, we will summarize here some of
the key results and the enabling physics of these flow control
devices. Slotted wingtips. Another local and passive feather flow control
system in birds is the wingtip slots. In some species, the five to six
primary feathers at the tip of the wings emarginate, or narrow
down, forming slots or gaps near the wingtip. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Avian flow control
d
h On the other
hand, the same study examined the use of covert-inspired flaps on
swept and tapered wings, and it was found that in these cases,
flow separation is dominated by 3D secondary flows, which
makes these flaps less effective. Moreover, the flaps were found
not to be compatible with vortex generators upstream of the flaps;
this is because the vortex generators generate wrapped free shear
layers with which the flaps cannot interact in a meaningful way. Furthermore, under attached flow conditions (small angles of
attack), the freely moving flaps get slightly raised, which results in
a slight drag increase and a lift detriment due to the small
separation regime at the end of the flap. In more recent years, a transition towards using engineering
wings with alula-inspired devices occurred in order to system-
atically study the design parameters of the alula and their effect
on aerodynamic performance, as well as to implement them as g
In summary, covert feathers and covert-inspired systems can
be considered high-lift devices that can be used for separation 5 Insect-scale flow control Leading edge serrations (LES), defined
as comb-like hooks structures that exist on the outer vanes of the
feathers at the leading edge of the wing, and trailing edge fringes,
defined as unconnected barbs at the ends in feathers, have been
studied extensively for noise reduction and silent flight, especially
in owls14,70–76. However, given the focus of this article on flow
control, rather than noise suppression, we will highlight the few
studies related to the role of leading edge serrations on aero-
dynamic tailoring. Alongside their noise-canceling capabilities, LES can be
considered flow control devices for their role in improving
aerodynamic
efficiency
and
tailoring
laminar to
turbulent
transition70,72,77. In 1971, Kroeger et al.74 used flow visualization
on two prepared owl wings and found that LES act as co-rotating
vortex generators, which stabilize the flow over the upper surface
of the owl’s wing and prevent laminar separation. As a result,
these vortices are able to drive higher momentum flow towards
the wall surface, which can also delay stall, similar to vortex
generators. These findings inspired engineering studies using
similar serrations designs on traditional airfoils and rotor blades
to test their functionality as a passive flow control device. In the
post-stall regime, multiple studies show that the LES can
effectively improve the aerodynamic performance of the stalled
airfoil by increasing lift, reducing drag, and reducing the
fluctuation of aerodynamic forces78–80. Wenzen et al. and Rao
and Hiu81,82 studied the Reynolds number dependency of LES
and found that they are effective as post-stall flow control devices
for Re ≥40, 000. Muthuramalingam et al.83 studied the LES effect
on 3D backward swept wings and found that the serrations have a
flow-turning effect that counteracts the outboard cross-span flow
that typically appears for swept-back wings. This effect can
attenuate cross-flow instabilities and delay laminar to turbulent
transition. g
While the aerodynamic properties of several insect species (e.g.,
dragonflies, damselflies, hoverflies, butterflies, locusts, fruit flies,
blowflies, and beetles) have been investigated, most studies have
focused on the corrugated wings of dragonflies since they exhibit
higher aerodynamic efficiency (lift to drag ratio) compared to
those of other insects89–92,94–97,99–105. Results from the aero-
dynamic force measurements show that the corrugated wings of
dragonflies generally have higher aerodynamic efficiency (lift-to-
drag
ratio)
compared
to
a
flat
plate
and
streamlined
airfoils100–102. Insect-scale flow control Insect wings generate aerodynamic forces to accelerate or to stay
aloft in the air. Unlike flying vertebrates, like birds and bats,
which use limbs and muscles to control their wing shape, the
muscles of insects do not extend beyond the body. Hence, the
shape of the insect wing is controlled passively as its flexible wing
constantly deforms in response to in-flight forces84–86. g p
Despite the numerous studies on the aerodynamic effects of
wingtip slots, an optimal configuration across all vehicles or
systems does not exist since the aerodynamic benefits of using
engineered wingtips depend on the in-flight conditions such as
the Reynolds number and angle of attack. There is also a need for
an adaptive slotted wingtip system62,67,68. An adaptive system is
needed to adjust the wingtip dihedral angle, incidence angle, and
gap space as a function of the flight conditions to yield the desired
aerodynamic effects. Additionally, most of the research on
engineered wingtips was conducted in wind tunnels and through
numerical simulations, rather than flight tests on actual flight
vehicles. Hence, more studies on the applications of engineered
wingtips are required to assess the in-flight aerodynamic
performance for future research59,69. Wing corrugations. One of the main features of insect wings is
corrugation. Wing corrugations provide aerodynamic benefits by
controlling airflow, and structural benefits by withstanding
aerodynamic loads during flight87,88. This review mainly focuses
on the aerodynamic role of wing corrugations. y
g
g
There have been several morphological studies focused on
characterizing the corrugations of insect wings using 3D recon-
struction of cross-sectional 2D imaging (photogrammetry)89–95 and
3D scanning (micro-CT) techniques96 (Fig. 3-i). Morphological
studies on the wings of dragonflies, damselflies, hoverflies,
butterflies, locusts, fruit flies, blowflies, and beetles show that
the wings of the insects are corrugated and their wing cross sections
at
different
spanwise
locations
display
varying
corrugation
patterns89–97. Following the morphological studies, there have been
a few wind tunnel experiments conducted on the actual insects to
study their wing’s aerodynamics. Experiments on dragonflies show
an increase in maximum lift coefficient and maximum lift-to-drag
ratio compared to a flat plate (Fig. 3-ii)93,98. However, studies on
actual insect wings are limited, given their scale and measurement
limitations. Thus, most studies on the aerodynamic effects of
corrugations are performed either numerically or experimentally on
engineered wing sections with corrugation profiles measured from
morphological studies. Leading edge serrations. REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 because they mainly spread the wingtip vortices (Table 1). Such
a flow control mechanism was also implemented for flight
control. The induced drag effect of the wingtips was shown to
provide yaw stability when implemented asymmetrically on the
left and right wings56. Some researchers have also applied
wingtip slots/sails to aircraft during flight52,59. In general, flight
testing results confirmed the wind tunnel results, indicating that
slotted wingtips or wingtip sails can be used to improve
aerodynamic efficiency by reducing drag compared to a planar
or a conventional wingtip. acoustic wind tunnels, which differs from real scenarios in which
turbulence may have a notable impact. Finally, the interaction
between LES and other traditional or bio-inspired flow control
techniques has not been fully studied, so there is a lack of
understanding of how LES would alter the flight envelope or
stability parameters of an actual flying vehicle. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng REVIEW ARTICLE In summary, the alula is a very effective high-lift device as it can
maintain flow attachment over the wing at high AoA and low-
speed flight. It accelerates the flow between the wing and the alula
lower surface, energizing the flow and delaying separation. The
alula also generates a vortex at its tip that acts as a boundary layer
fence to prevent the propagation of stall outboard of the wing. Thus, we classified the flow control mechanisms for the alula and
alula-inspired devices as separation control and vortex tailoring
(Table 1). Furthermore, in addition to flow control, alula-inspired
devices can be used for flight control on sUAVs if deployed
asymmetrically on the left and right wings, as they can produce lift
and drag differentials resulting in rolling and yawing moments51. Despite all these advantages, alula literature is still limited and the
structure is yet to be implemented on flight vehicles. Alula-
inspired devices should also be tested in flight on vehicles across
various ranges of speeds and scales. Future work should also focus
on characterizing the alula’s dynamics and aeroelasticity during
gliding and flapping flights, since no papers discuss these issues. Thus, in both biological and engineering studies, the flow
control mechanism for the slotted wing tips is vortex tailoring 6 REVIEW ARTICLE Insect-scale flow control 3 Summary of biological and bioinspired studies on the role of wing corrugations in insects. There have been several (top) biological and (bottom)
bioinspired studies on insect wings especially focusing on the role of corrugations. (i) Wing corrugations in the hind (left) and fore (right) wings of
dragonflies vary along the chord and span [adapted with permission from ref. 93]. (ii) Drag polar diagrams from wind tunnel force measurements of fore
(left) and hind (right) wings of a dragonfly at different Reynolds numbers showing high L/D ratio across the range of Reynolds number tested [adapted
with permission from ref. 98]. The effect of insect wing corrugations has also been studied on engineered wing sections (iii and iv). (iii) Corrugations trap
vortices in the peaks and valleys of the wing profile. Trapped vortices energize the boundary layer and mitigate flow separation. (iv) Compared to a flat
plate profile (right), the corrugated profile (left) produces 32% higher L/D [adapted with permission from ref. 103]. flexibility, and deformation are needed to understand the
aerodynamic effects of corrugated wings better. corrugations are filled in with recirculating vortices, the wing
maintains a laminar boundary layer, and the shear drag of the
system is reduced. Shear drag is a major contributor to the total
drag at a lower Reynolds number, as viscous effects are more
dominant. At Reynolds number of 10,000, the shear drag
produced by the corrugated airfoil constitutes 24% of the total
drag, in contrast to 65% for a smooth airfoil or a flat plate103. In
summary, the thin and lightweight corrugated wings of insects act
like a profiled cross-section for aerodynamic benefits with the
advantages of low mass, reduced overall drag, and delayed
separation. Insect alula. Another local flow control device that has been
investigated for insects is the alula. The alula in insects is a hinged
flap found at the base of the wings of some insects. The alula is
actuated via a component at the wing hinge. During flight, the
alula can either be flipped or flat113. In their study, Walker et al. studied the wing beat cycle of hoverflies with the alula in the
flipped or flat states. The alula state was associated with different
wing kinematics. The study concluded that the alula state might
indicate the flight mode, and that when the alula is flipped, the
wings produce less aerodynamic forces113. Insect-scale flow control For instance, a corrugated profile based on
dragonflies wing generates 32% and 5% higher lift to drag ratio
compared to a flat plate and the streamlined airfoil, respectively at
α = 5∘and Re = 10,000103. Studies show that the aerodynamic
enhancements are due to the increase in lift92,100,102 and drag
reduction101. Flow visualization experiments, such as PIV, and numerical
simulations have also been used to analyze the flow fields around
corrugated
wings. The
results
from
the
experiments
and
simulations on the corrugated wing sections of dragonflies,
hoverflies, butterflies, and locusts show that the vortices generated
by corrugated wings play an important role in delaying flow
separation89–91,94,101–106. Results
show
vortices
trapped
in
between the peaks and valleys of the corrugated wings (Fig. 3-
iii, iv). These vortices induce high-velocity flow, energizing the
boundary layer, and mitigating flow separation94,101,102,104. In
addition, the vortices between the peaks and valleys alter the
effective wing profile making it more airfoil-like. As the Leading-edge
serrations
implement
various
flow
control
mechanisms, including transition and separation control, as well
as vortex tailoring (Table 1). However, despite their potential as
flow control devices, there is still no full understanding of the
exact physical mechanism by which LES mitigate stall and tailor
transition, preventing implementation on existing UAVs. More-
over, most studies on LES have been conducted in low-turbulence 7 7 REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 Fig. 3 Summary of biological and bioinspired studies on the role of wing corrugations in insects. There have been several (top) biological and (bottom)
bioinspired studies on insect wings especially focusing on the role of corrugations. (i) Wing corrugations in the hind (left) and fore (right) wings of
dragonflies vary along the chord and span [adapted with permission from ref. 93]. (ii) Drag polar diagrams from wind tunnel force measurements of fore
(left) and hind (right) wings of a dragonfly at different Reynolds numbers showing high L/D ratio across the range of Reynolds number tested [adapted
with permission from ref. 98]. The effect of insect wing corrugations has also been studied on engineered wing sections (iii and iv). (iii) Corrugations trap
vortices in the peaks and valleys of the wing profile. Trapped vortices energize the boundary layer and mitigate flow separation. (iv) Compared to a flat
plate profile (right), the corrugated profile (left) produces 32% higher L/D [adapted with permission from ref. 103]. Fig. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Insect-scale flow control a Surface Secretions157 [source:
Pixabay]- A 2D simulation of a fish represented by a deforming flapping foil (top view) in fluids of varying viscosity. From left to right, the columns show
data from a shear-thinning fluid, a Newtonian fluid, and a shear-thickening fluid. The shear-thinning fluid represents a simplified consistency of fish slime. (I) The wake of the foil in the shear-thinning fluid indicates thrust rather than drag, which is seen in the other two fluids. The colors indicate vorticity, where
blue indicates a non-dimensional value of −5 and red indicates 5. (II) Plotted are contours for the second invariant of rate of the strain tensor, where blue
and red indicate non-dimensional values of to 400, respectively. The boundary layer is seen to be thinner for the shear-thinning fluid, suggesting reduced
drag156. b Dorsal125 and Anal126 Fins, [source: Pixabay]- PIV visualizations of lateral momentum transfer jets induced by dorsal and anal fins of a rainbow
trout (top view). Shown is the wake of the dorsal fin (left edge) as it approaches the caudal fin (right edge). This wake, which is the incident flow seen by
the caudal fin, contains alternating vortices which are markedly different from the freestream. Jets are also visible in the wake, directed laterally for
stability124. c Tubercles133 [source: Pixabay]- Comparison of lift coefficient, CL, drag coefficient, CD, and lift-to-drag ratio, L/D, results from steady wind
tunnel experiments for a whale flipper model with tubercles (open circles) and one without tubercles (closed circles). Stall is delayed by ~5° in the model
with tubercles. At higher angles of attack, AoA, lift is higher, drag is lower, and thus L/D is higher for the fin with tubercles132. d Denticles146 [reproduced
from ref 146, 2019, Biomimetics]146 Time resolved-DPIV results for flow over a plate without shark skin (I) and one with shark skin (II). The shark skin
covered plate causes transition to occur sooner, reattachment to occur more rapidly, and induces a smaller laminar separation bubble141. control from a bioinspired perspective while building on the
previous review with more recent studies. control from a bioinspired perspective while building on the
previous review with more recent studies. mostly flat plate wings, with most focusing on designing actuation
mechanisms at the root of the wing. Insect-scale flow control Therefore, future research on
the application of insect wings’ corrugations, flexibility, and
deformations on insect-scale robots can be used to understand
insect flight better and enhance current robotic wings with the
aerodynamic and structural benefits highlighted by the previous
research115,116. Fins. Fish fins have a variety of uses, such as sensing, locomotion,
and flow control118, but when it comes to flow control, the
median fins play the most significant role in many fish119. The
median fins in fish include the dorsal and anal fins, which are
centered along the mid-lines of the dorsal and ventral surfaces of
many fish120,121. The wakes of these fins determine the nature of
the incident incoming flow seen by the caudal fin, a median fin
primarily used for thrust generation. Depending on the fish
species and the swimming speed, the dorsal fin may undulate and
generate its own vortical wake with an average velocity higher
than that of the free-stream122. This wake then becomes the
incoming flow seen by the caudal fin and is hypothesized to
increase
the
momentum
shed
in
the
caudal
wake123
(Fig. 4b)124–126. PIV visualizations of the dorsal fin wake also
show lateral jets that are suggested to be used for stability124,127. While studies have mostly been performed on dorsal fins, anal Insect-scale flow control a Surface Secretions157 [source:
Pixabay]- A 2D simulation of a fish represented by a deforming flapping foil (top view) in fluids of varying viscosity. From left to right, the columns show
data from a shear-thinning fluid, a Newtonian fluid, and a shear-thickening fluid. The shear-thinning fluid represents a simplified consistency of fish slime. (I) The wake of the foil in the shear-thinning fluid indicates thrust rather than drag, which is seen in the other two fluids. The colors indicate vorticity, where
blue indicates a non-dimensional value of −5 and red indicates 5. (II) Plotted are contours for the second invariant of rate of the strain tensor, where blue
and red indicate non-dimensional values of to 400, respectively. The boundary layer is seen to be thinner for the shear-thinning fluid, suggesting reduced
drag156. b Dorsal125 and Anal126 Fins, [source: Pixabay]- PIV visualizations of lateral momentum transfer jets induced by dorsal and anal fins of a rainbow
trout (top view). Shown is the wake of the dorsal fin (left edge) as it approaches the caudal fin (right edge). This wake, which is the incident flow seen by
the caudal fin, contains alternating vortices which are markedly different from the freestream. Jets are also visible in the wake, directed laterally for
stability124. c Tubercles133 [source: Pixabay]- Comparison of lift coefficient, CL, drag coefficient, CD, and lift-to-drag ratio, L/D, results from steady wind
tunnel experiments for a whale flipper model with tubercles (open circles) and one without tubercles (closed circles). Stall is delayed by ~5° in the model
with tubercles. At higher angles of attack, AoA, lift is higher, drag is lower, and thus L/D is higher for the fin with tubercles132. d Denticles146 [reproduced
from ref 146, 2019, Biomimetics]146 Time resolved-DPIV results for flow over a plate without shark skin (I) and one with shark skin (II). The shark skin
covered plate causes transition to occur sooner, reattachment to occur more rapidly, and induces a smaller laminar separation bubble141. Fig 4 A summary of major flow control strategies found in swimming organisms A model swimmer is presented in the center as a generic fish163 Fig. 4 A summary of major flow control strategies found in swimming organisms. A model swimmer is presented in the center as a generic fish163
[source: Pixabay], with specific examples of aquatic flow control devices indicated by the inserted graphics144,164. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Insect-scale flow control In a more recent study,
numerical simulations were used to investigate the role of the
alula on a simplified rectangular wing. Their results show that the
wings with the alula require less aerodynamic power than those
without the alula. The authors also show that the phasing between
the wing and the alula matters. The wing with alula flapping in
phase produces the largest lift, but the efficiency is the lowest. The
alula also provides a stabilizing effect on the leading edge vortex
for the wings when the alula flaps 45∘ahead or in phase114. p
In contrast to studies that support the aerodynamic role of the
corrugates, a few studies disagree with the aerodynamic benefits
of corrugations89,91,94,105,107. Experimental and numerical studies
found that structural corrugation does not significantly impact
aerodynamic performance89,94,105,107. The corrugated and flat
plates produced similar aerodynamic forces, and some even show
that the corrugations increased drag at the peak gliding ratios. Flow simulations have demonstrated that corrugated wings
produce high-pressure drag compared to flat plates due to the
increase in the thickness of the viscous region91,105,107. Studies thus far have focused on the static aerodynamic effects
of corrugations. However, insects mainly use flapping flight for
locomotion. Hence, there is a need for experiments and
simulations focused on the role of corrugations during flapping
to implement such profiles on insect-scale robots. Moreover,
corrugated insect wings undergo deformation due to their
flexibility during flapping flight, and limited studies have
investigated the combined effects of the aerodynamic, flow
control effects, flexibility, and deformation of flapping corrugated
wings108–112. Therefore, studies incorporating wing kinematics, Table 1 highlights some studies on insect flow control devices. The flow control mechanism for the wing corrugations combines
all three mechanisms identified in this article, while the alula’s
mechanism
can
be
classified
as
mainly
vortex
tailoring. Compared to avian and avian-inspired flow control devices,
insects’ passive and local flow control devices are less studied,
except
for
the
wing
corrugations. There
have
been
few
implementations of insect-inspired flow control devices on
engineered vehicles. Current flying insect-scale robots have 8 REVIEW ARTICLE COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 Fig. 4 A summary of major flow control strategies found in swimming organisms. A model swimmer is presented in the center as a generic fish163
[source: Pixabay], with specific examples of aquatic flow control devices indicated by the inserted graphics144,164. COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 fins have been shown to behave nearly symmetrically to the
dorsal fins in some species and thus have similar impacts on the
caudal fin incident flow. These fins often work together such that
the rolling torques generated by one stabilize those generated by
the other127. A notable robotic implementation of dorsal and anal
fins for thrust improvement is seen in ref. 128, where model dorsal
and anal fins are mounted to a robotic fish. Linear acceleration of
the mechanical model was improved by up to 32.5% when the
fins were added. Another example is a snake-like swimming robot
whose swimming speed is observed to change depending on
parameters including fin spacing and the amplitudes and angular
velocities of the oscillatory swimming waveform129. Several other
robotic dorsal/anal fin applications exist but are focused mainly
on their role in stability120,130, rather than flow control. case study, the mucus layer in puffer fish is observed to decom-
pose as velocity increases. However, drag is still reduced due to
the newly uncovered tips of their spines that texture the surface of
the fish. Thus, the mechanism changes from reducing skin-
friction drag via a slip layer to reducing pressure drag via the
textured surface153. The mucus layer as an engineering flow
control strategy is problematic due to the gradual degradation of
the layer in the presence of an external flow156. To combat this
issue, Lee et al. presented a slippery lubricant-infused surface,
“LIS,” which was shown to be robust when exposed to steady
shear from the surrounding fluid while reducing friction drag by
18%150. Again, it would be interesting to see how this fluid
withstands shear in accelerating external flows similar to the ones
experienced by fish. Other flow control strategies that are not discussed in detail in
the present work include several studies on dolphins, which are
known to be highly efficient swimmers. Wainwright et al.158
demonstrated that ridges on dolphin skin may improve sprinting
performance, but the data is not conclusive. Another recent study
on the color of dolphin skin strongly suggests that darker colors
on the dorsal surfaces of swimmers can reduce skin friction in
turbulent conditions due to thermal effects159. Surface structures. In whale fins, “tubercles” are the structures of
interest for flow control. Tubercles are lumps located on the
leading edge of their pectoral fins131. Outlook
Thi
i This article highlighted several passive and local biological and
bioinspired flow control devices for birds, insects, and aquatic
animals. The number of species and animals that inspire these
flow control devices shows the efficiency of these devices in
favorably altering the flow across scales and locomotion regimes. Even though flow control devices in nature have different
morphologies and manifestations, they all modulate the flow
through three common mechanisms: separation control, transi-
tion control, and vortex tailoring. The studies highlighted in this
article also showcase the diverse research methods involving these
devices, ranging from experimental studies using wind tunnels
and free-flight tests to numerical simulations and analytical
models. Another widely studied surface feature for aquatic flow control,
primarily known to reduce drag, is shark scales, also known as
“denticles”140. Each denticle has a ridge known as a “riblet” that is
aligned with the body axis of the shark, creating a rough texture
on the shark skin141. Riblets have been observed to decrease
turbulent skin friction drag in steady flow independently of
whether they are on denticles or a smooth surface142. Denticles
are also known to bristle, a movement that can be described as
varying their pitch angles relative to the shark surface. The
bristling is hypothesized to reduce pressure drag by inhibiting
backflow in the boundary layer143. For an accelerating foil, a
denticle-like texture was found to have delayed boundary layer
separation
compared
to
a
foil
with
no
texture144,145
(Fig. 4d)141,146. Wen et al.147 presented 3D-printed shark
denticles that can be easily modified and applied to surfaces. Others have studied aspects of biomimetic denticles, such as
swimming performance and boundary layer separation on an
accelerating body148,149. Still, there is a lack of research on
denticles directly applied to swimming robots. The article also identified research gaps for each flow control
device. However, some gaps are related to most of the flow
control devices discussed in this article. For example, few studies
have considered the fluid-structure interaction between these
devices and the unsteady aerodynamic flow surrounding them. Some studies have also limited this interaction by assuming the
device is rigid rather than flexible or deformable under aero-
dynamic or hydrodynamic forces. Furthermore, the lack of con-
sistency across studies in terms of flow regimes, Reynolds
numbers, and the adaptation of the bioinspired flow control
devices make it difficult to perform quantitative comparisons
between the studies. COMMUNICATIONS ENGINEERING | https://doi.org/10.1038/s44172-023-00077-0 These lumps have been
shown to help keep the flow attached at higher angles of attack,
thus delaying stall and improving the lift to drag ratio at these
angles of attack (Fig. 4c)132133. Tubercles improve the maneu-
verability of whale fins, which perform less complex 3D kine-
matics compared to ray-finned fishes, by giving them a greater
range of mobility119. It is important to note that whales swim
within a higher Reynolds number regime (around 106) than many
fish do (as low as 103)132. Experimental134 and numerical135
studies on fins with tubercles in low Reynolds number regimes of
approximately Re < 300,000 found that tubercles degraded rather
than improved the hydrodynamic performance of the foils. Tubercles have been investigated on several airfoils showing
various aerodynamic and hydrodynamic benefits. These studies
are summarized in refs. 136–139. Most of these studies have been
conducted in steady flow conditions. Thus, there is a dearth of
studies performed on the influence of tubercles when the flow is
unsteady. Such studies would greatly benefit the bio-inspired
swimming community, as unsteady flow is a critical component
of biologically inspired swimming. Table 1 summarizes some studies on aquatic flow control
devices. The flow control mechanisms of such devices vary from
separation control (e.g., tubercules), to vortex tailoring (e.g., fins)
and transition control (e.g., denticles), and some of these devices
implement more than one flow control mechanism. Most of
these aquatic flow control devices have not been implemented on
unmanned aquatic vehicles or fish-inspired robots, creating
research opportunities towards improving the performance of
the bioinspired systems. COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Aquatic bio-inspired flow control
l
l f Flow control from aquatic creatures can be attributed to devices
such as 1) fins, 2) secretions, and 3) surface textures. This is
summarized in Fig. 4, which details some of the most studied
aquatic flow control devices, including dorsal/anal fins on fishes,
mucus secretions on fish bodies, denticles on shark skin, and
tubercles on whale flippers. A few other, less studied flow control
devices are mentioned briefly at the end of this section. Fish and
Lauder performed an in-depth review of flow control in swim-
ming animals in ref. 117, and much work has been done since
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created figures • Performed the analysis. 2. D.A.Z. • Wrote and edited the paper and
created figures • Performed the analysis. 3. K.J.“P.” L. • Wrote and edited the paper and
created figures • Performed the analysis. 4. V.S.-C. • Wrote and edited the paper and
created figures • Performed the analysis. 5. A.A.W. • Conceived and designed the paper
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numerical study. Energy 239, 122186 (2022). 13 COMMUNICATIONS ENGINEERING | (2023)2:30 | https://doi.org/10.1038/s44172-023-00077-0 | www.nature.com/commseng Competing interests Open Access This article is licensed under a Creative Commons
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An investigation on the Monkeypox virus dynamics in human and rodent populations for a deterministic mathematical model
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An Investigation on the Monkeypox Virus Dynamics
in Human and Rodent Populations for a
Deterministic Mathematical Model Leonce Leandry ( leonceleandry@gmail.com )
Jordan University College https://orcid.org/0000-0002-4816-5424
Eunice Mureithi
University of Dar es Salaa, ˚Corresponding author
Email address: leonceleandry@gmail.com ( ) Abstract A mathematical deterministic model for the dynamics of Monkeypox disease
is developed. Monkeypox is a viral zoonotic disease that can be transmitted
to humans, through contact with infected rodents. The model captures both
the human and rodent populations and incorporates control strategies such as
vaccines and quarantine for the human population. The model is analysed for
local and global stability of the equilibrium solutions. In addition, numerical
simulations of the model equations and sensitivity analysis of the parameters
are carried out. The solutions obtained show that an increase in vaccination and
quarantine measures could reduce the number of reproductions and ultimately
eradicate the virus. Keywords:
Monkeypox; Vaccination, Quarantine; Mathematical
modelling; Reproduction number; Sensitivity analysis Keywords:
Monkeypox; Vaccination, Quarantine; Mathematical
modelling; Reproduction number; Sensitivity analysis An Investigation on the Monkeypox Virus Dynamics in
Human and Rodent Populations for a Deterministic
Mathematical Model An Investigation on the Monkeypox Virus Dynamics in
Human and Rodent Populations for a Deterministic
Mathematical Model Leonce Leandry2,˚1, Eunice Mureithi1
1. Department of Mathematics, College of Natural and Applied Sciences, University of
Dar-es-Salaam, Tanzania Preprint submitted to Informatics in Medicine Unlocked Research Article Posted Date: August 24th, 2023 License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Additional Declarations: No competing interests reported. Version of Record: A version of this preprint was published at Informatics in Medicine Unlocked on
August 25th, 2023. See the published version at https://doi.org/10.1016/j.imu.2023.101325. Preprint submitted to Informatics in Medicine Unlocked
August 7, 2023 Leonce Leandry2,˚1, Eunice Mureithi1
1. Department of Mathematics, College of Natural and Applied Sciences, University of
Dar-es-Salaam, Tanzania
2. Department of Economics, Mathematics and statistics, Jordan University College,
Morogoro, Tanzania
1,˚ Email address: leonceleandry@gmail.com ( ) ˚Corresponding author
Email address: leonceleandry@gmail.com ( ) 2. Department of Economics, Mathematics and statistics, Jordan University College,
Morogoro, Tanzania
1,˚ ˚Corresponding author
E
l
dd 1. Introduction Monkeypox is a viral disease that affects rodents (e.g. rats) and is trans-
mitted to humans through contact with the infected rodents. Monkeypox was Preprint submitted to Informatics in Medicine Unlocked August 7, 2023 first discovered in 1958 when two outbreaks of a pox-like disease occurred in
colonies of monkeys kept for research; hence the name ‘monkeypox’. The first
human case of monkeypox was recorded in 1970 in the Democratic Republic of
Congo, during a period of intensified efforts to eliminate smallpox. Since then,
monkeypox has been reported in humans in other central and western African
countries [1]. The most recent outbreak of the monkeypox virus was in May 2022, and
the first case was confirmed on May 6th, 2022, by an individual with a travel
history to Nigeria. According to the Centres for Disease Control and Prevention
(CDC), there were 87,314 confirmed infected cases by February 2023, in more
than 112 countries, since the outbreak. The outbreak is ongoing, and affected
countries include the United Kingdom and some countries in Europe, North and
South America, Asia, Australia and Africa. Due to the unexpected and large
geographical spread of the disease, it is likely that the actual number of cases
will be underestimated [2, 3]. This is in line with the Global Health Report
which reported 98% of the cases confirmed were male of an average age of 41. On 23 July 2022, the Director General of the World Health Organisation
(WHO) declared the outbreak of the disease and called upon the public health
under emergency [4, 3]. According to WHO[4] monkeypox virus is a type of or-
thopox virus in the same family of viruses that causes smallpox. The symptoms
of monkeypox are similar, though less severe and less contagious, than those of
smallpox. In a study done by Mackenzie [5], the processes of zoonotic viral emergence,
the intricacies of host virus interactions, and the distinct role of biological tran-
sitions and modifying factors are well documented. Additionally, the study
showed that the process of emergence is conceptualised as having two transition
stages typical of disease emergence: contact of humans with the infectious agent
and cross-species transmission of the agent. 1. Introduction The report on the response to the monkeypox outbreak of the Nigeria Centre
for Disease Control [6] highlighted that the primary route of transmission of the
disease to humans was contact with infected animals or their bodily fluids or 2 the eating of inadequately cooked meat from infected animals. In the book titled “Learning from Experience: The Public Health Response
to West Nile Virus, SARS, monkeypox, and Hepatitis A Outbreaks in the United
States” which was written by Stoto[7], there is a need to prepare resources in the
health sector to accommodate people infected with emerging outbreaks such as
the monkeypox virus. Additionally, there is a need to understand the dynamics
and take precautionary measures well before the disease becomes out of control. There is no licenced vaccine available specifically for the monkeypox virus. However, some experimental vaccines have been tested on animals and humans
[8]. One example is the modified Vaccinia Ankara (MVA) vaccine, which has
been shown to be effective in preventing monkeypox in non-human primates. A phase 1 clinical trial of the MVA vaccine was also conducted in humans and
found to be safe and well-tolerated [9]. Presently, there are no clear treatments available for monkeypox infection,
though vaccination against smallpox has been shown to be successful by 85
percent in the prevention of monkeypox. Therefore, vaccination remains the best
way to reduce the incidence and spread of the virus, as shown in the studies
by Shaban & Mofi[10] and Rwezaura [11] in other virally spread diseases. A
study by Martcheva[12] has shown that in order to typically contain the disease,
quarantine must be made compulsory. Quarantine is applied to any individual
who has come into contact with an infectious individual. Infectious diseases are
currently posing a huge challenge not only to individuals but also to the global
community, demanding the development of mathematical modelling approaches
to improve our understanding of their dynamics. This is particularly relevant
in the context of diseases such as Monkeypox. Recent literature has made valuable contributions to this domain, with
notable work by Naik et al. [13] on the approximate solution of nonlinear
fractional-order HIV models using the homotopy analysis method, Naik et al. [14] on the complex dynamics of a seasonally forced discrete-time SIR epidemic
model, Farman et al. [15] on the numerical treatment of a nonlinear dynamical
hepatitis B model using an evolutionary approach, and Ahmad et al. 1. Introduction [16] on 3 the modelling and numerical investigation of fractional-order bovine babesiosis
disease. These works have provided valuable insights into the application of
mathematical modelling to understanding and combating infectious diseases. In recent years, several studies have been conducted, including the work of
Peter et al.[17]; Usman & Isa Adamu[18]; Lasisi et al [19]; Emeka et al.[20]; Al-
Shomrani et al[21]; Marwa et al [22] and Stoto et al.[7], among others. However,
more studies are needed to understand the dynamics and control of monkeypox. According to the WHO [4], the monkeypox virus remains a significant threat
to the world [23]. Therefore, the current study makes a significant contribution
to mitigating the spread of the virus as it investigates the dynamics of the
deterministic model of the monkeypox virus with quarantine and vaccination
interventions, which have not been extensively explored before. 2. Material and Methods 2.1. Mathematical Model Formulation 2.1. Mathematical Model Formulation 2.1. Mathematical Model Formulation A mathematical model is formulated with two sub-populations, namely, the
human sub-population denoted by NH and the rodent (the non-human primates)
sub-population denoted by NR. The model assumptions are as follows: • The human sub-population has six compartments, that is, the susceptible
humans, SH , exposed EH, the quarantined, QH, infectious IH, recovered
RH, and vaccinated individuals VH. The rodent subpopulation has three
compartments, namely susceptible SR, exposed rodents ER, and infectious
rodents RH. • Immigrants contribute to an increase in susceptible humans SH at a rate
of πH. This will later be taken as πH “ 2.7 per every 1000 human pop-
ulation as shown by [24] or as by the International Migration Report of
2020 (see more details in the link here https://www.un.org/en/desa/
international-migration-report-2020-highlights). 4 SN
Variable
Description
1
SH
Susceptible human population
2
SR
Susceptible rodent population
3
EH
Number of exposed human individuals
4
ER
Number of exposed rodent
5
IH
Number of infectious human
6
IR
Number of infectious rodent
7
RH
Number of recovered human beings
8
VH
Number of vaccinated human beings
9
QH
Number of quarantined human beings
Table 1: Variable descriptions SN
Variable
Description • Only susceptible and recovered individuals can be vaccinated, at rates of
ϑ1 and ϑ2, respectively. The vaccine used is that for smallpox, which is not
efficient 100% for the monkeypox virus [25]. Thus, vaccinated individuals
return to the susceptible class at a rate ω. • Only susceptible and recovered individuals can be vaccinated, at rates of
ϑ1 and ϑ2, respectively. The vaccine used is that for smallpox, which is not
efficient 100% for the monkeypox virus [25]. Thus, vaccinated individuals
return to the susceptible class at a rate ω. The contact rate between rodents and susceptible humans is indicated by ξ1,
while that between humans and humans is indicated by ξ2 and the proportion
of undetected cases from the quarantined population after diagnosis is ψ. A
proportion ppq of immigrants are vaccinated, while the rest 1 ´ p are not and
therefore belong to the susceptible class. From the exposed class, some individuals transition to either the infected
class at the rate σ1 or the quarantine class at the rate σ2. Likewise, the pro-
gression from quarantined class to infected class is ζ and while the recovery rate
from infection is λ. Humans die naturally at rate µH or due to monkeypox at
rate δH. 2.1. Mathematical Model Formulation The recruitment rate for the rodent sub-population is denoted as πR,
while the rodent-to-rodent contact rate is ξ3. The progression rate of rodents
from exposed to infectious is denoted as σ3. Rodents die naturally at the rate
µR or due to disease at the rate of δR. 2.2. Schematic Diagram The schematic diagram for monkeypox dynamics, based on the assumptions
above, is shown in Figure 1. The solid arrows represent the transition of the
disease from one compartment to another, while the dotted arrows represent the 5 interactions between the rodent subpopulation and the human subpopulation. The direction of transmission indicated by the dotted arrow is from rodents to
humans, meaning the disease is from the rodent population to humans. Figure 1: The Schematic diagram of Monkeypox virus transition dynamics Figure 1: The Schematic diagram of Monkeypox virus transition dynamics 6 6 2.3. Model equations (1) $
’
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’
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’
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’
’
’
’
’
’
dSH
dt
“
πHp1 ´ pq ´ pξ1IR ` ξ2IHq SH
NH ´ pµH ` ϑ1qSH ` ωVH ` ψQH
dEH
dt
“
pξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEH
dIH
dt
“
σ1EH ` ζQH ´ pµH ` δH ` λqIH
dQH
dt
“
σ2EH ´ pψ ` ζ ` µH ` δHqQH $
’
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%
dSH
dt
“
πHp1 ´ pq ´ pξ1IR ` ξ2IHq SH
NH ´ pµH ` ϑ1qSH ` ωVH ` ψQH
dEH
dt
“
pξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEH
dIH
dt
“
σ1EH ` ζQH ´ pµH ` δH ` λqIH
dQH
dt
“
σ2EH ´ pψ ` ζ ` µH ` δHqQH
dRH
dt
“
λIH ´ pµH ` ϑ2qRH
dVH
dt
“
πHp ` ϑ1SH ` ϑ2RH ´ pµH ` ωqVH
dSR
dt
“
πR ´ ξ3IR
SR
NR ´ µRSR
dER
dt
“
ξ3IR
SR
NR ´ pµR ` σ3qER
dIR
dt
“
σ3ER ´ pµR ` δRqIR. (1) (1) dVH
dt
“
πHp ` ϑ1SH ` ϑ2RH ´ pµH ` ωqVH 2.4. Values for each parameter used for simulation 2.4. Values for each parameter used for simulation 2.3. Model equations 2.3. Model equations From the schematic diagram in Figure 1 we obtain the following differential
model equations $
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%
dSH
dt
“
πHp1 ´ pq ´ pξ1IR ` ξ2IHq SH
NH ´ pµH ` ϑ1qSH ` ωVH ` ψQH
dEH
dt
“
pξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEH
dIH
dt
“
σ1EH ` ζQH ´ pµH ` δH ` λqIH
dQH
dt
“
σ2EH ´ pψ ` ζ ` µH ` δHqQH
dRH
dt
“
λIH ´ pµH ` ϑ2qRH
dVH
dt
“
πHp ` ϑ1SH ` ϑ2RH ´ pµH ` ωqVH
dSR
dt
“
πR ´ ξ3IR
SR
NR ´ µRSR
dER
dt
“
ξ3IR
SR
NR ´ pµR ` σ3qER
dIR
dt
“
σ3ER ´ pµR ` δRqIR. Table 2: Parameter Values used in Numerical simulation Table 2: Parameter Values used in Numerical simulation 2.4. Values for each parameter used for simulation From the model equations 1, it is clearly seen that dSHptq
dt
ě ´pξ1IRptq ` ξ2IHptqq SHptq
NHptq ´ pµH ` ϑ1qSHptq
(2) (2) Solving (2) we have, Solving (2) we have, SHptq ě SHp0q exp
"
´
ż t
0
ppξ1IRpηq ` ξ2IHpηqq SHpηq
NHpηq ` pµH ` ϑ1qSHpηqqdη
*
(3) (3) Before the onset of disease, IR “ EH “ IH “ 0 and after the onset of disease
when IR ą 0, EH ą 0, IH ą 0 as t Ñ 8 in equation 3 we have; lim
tÑ8 SHptq ą 0
(4) (4) Similarly, following the same procedure for the other equations of 1 gives
pSH, IH, EH, VH, QH, RH, SR, ER, IRq P R6
`ˆR3
` of the model 1 are non-negative
for all time t ą 0. For details of the proof one can read the work of [12, 17]. Similarly, following the same procedure for the other equations of 1 gives
pSH, IH, EH, VH, QH, RH, SR, ER, IRq P R6
`ˆR3
` of the model 1 are non-negative
for all time t ą 0. For details of the proof one can read the work of [12, 17]. 2.6. Steady States of the Model 2.6. Steady States of the Model 2.4. Values for each parameter used for simulation The following Table 2 presents the parameter descriptions and values that
have been used for the simulation: 7 Parameter
Description
Value
Unit
Source
πH
Human Recruitment rate
1,160,000
year´1
[Estimated]
πR
Rodents Recruitment rate
200000
year´1
[Estimated]
ξ1
Force of infection from Rodents
to Human
0.0025
year´1
[26]
ξ2
Force of infection from Human to
Human
0.000063
year´1
[26]
ξ3
Force of infection from Rodents
to Rodents
0.0027
year´1
[26]
σ1
rate of transition from exposed
human to infected human
0.2
year´1
[17]
σ2
Transition rate from exposed to
isolated cases
2.0
year´1
[17]
σ3
transition from exposed rodents
to infected rodents
3.0
year´1
[Assumed]
ψ
fraction of those isolated that is
not infected
2.0
year´1
[17]
ζ
Progression from isolated to in-
fected class
0.52
year´1
[17]
λ
Humans recovery rate
0.83
year´1
[27]
µH
Natural death rate of human
1.5
year´1
[26]
µR
Natural death rate of rodents
0.002
year´1
[26]
δR
Disease induced death rate for
rodents
0.5
year´1
[17]
δH
Death rate due to disease for hu-
mans
0.2
year´1
[28]
ϑ1
Vaccination rate of humans from
susceptible class
0.1
year´1
[18]
ϑ2
Vaccination rate of humans from
Recovered class
0.01
year´1
[Assumed]
ω
Rate loss of Vaccination effec-
tiveness
0.003
year´1
[Assumed]
p
fraction
of
vaccinated
immi-
grants
0.0004
year´1
[Assumed] 8 2.5. Model Analysis 2.5. Model Analysis 2.5.1. Invariant Domain 2.5.1. Invariant Domain Theorem 2.1. Let the initial conditions of the monkeypox disease dynamical
system 1 be given as SHp0q ě 0, IHp0q ě 0, EHp0q ě 0, VHp0q ě 0, QHp0q ě
0, RHp0q ě 0, SRp0q ě 0, ERp0q ě 0, IRp0q ě 0 Then, the solutions Ω“
pSH, IH, EH, VH, QH, RH, SR, ER, IRq P R9
` of the model 1 are non-negative
for all time t ą 0 Theorem 2.1. Let the initial conditions of the monkeypox disease dynamical
system 1 be given as SHp0q ě 0, IHp0q ě 0, EHp0q ě 0, VHp0q ě 0, QHp0q ě
0, RHp0q ě 0, SRp0q ě 0, ERp0q ě 0, IRp0q ě 0 Then, the solutions Ω“
pSH, IH, EH, VH, QH, RH, SR, ER, IRq P R9
` of the model 1 are non-negative
for all time t ą 0 Proof of Theorem 2.1. 2.6.1. Monkeypox Free Equilibrium state (MFE), ε0 2.6.1. Monkeypox Free Equilibrium state (MFE), ε0 An equilibrium solution for the system of equations 1 is obtained by setting
the derivatives equal to zero and solving the algebraic equations. One of the equilibrium solutions obtaining from solving the system of al-
gebraic equations represents no disease, E˚
H “ Q˚
H “ R˚
H “ E˚
R “ I˚
R “ 0,
S˚
H “ πHp1 ´ pqpµH ` ωq ` πHpω
pµH ` ϑ1qpµH ` ωq ` ωϑ1
, V ˚
H “ ϑ1S˚
H ` pπH
µHpµH ` ϑ1q and S˚
R “ πR
µR
. We define this equilibrium solution as Monkeypox-free-equilibrium (MFE)
and denote it using ε0. ε0 “
˜ πHp1 ´ pqpµH ` ωq ` πHpω
pµH ` ϑ1qpµH ` ωq ` ωϑ1
, 0, 0, 0, 0, ϑ1S˚
H ` pπH
µHpµH ` ϑ1q, πR
µR
, 0, 0
¸
(5) (5) Where, Where, S˚
H “ πHp1 ´ pqpµH ` ωq ` πHpω
pµH ` ϑ1qpµH ` ωq ` ωϑ1
. 2.6.2. Monkeypox virus Endemic equilibrium (MEE) 2.6.2. Monkeypox virus Endemic equilibrium (MEE) 2.6. Steady States of the Model In this section the model system is analyzed qualitatively by determining the
equilibrium points, finding out their corresponding stability (local and global for
disease free equilibrium and endemic equilibrium) and subsequently interpreting
the sensitivity of the model parameters. 9 9 2.6.1. Monkeypox Free Equilibrium state (MFE), ε0 2.6.2. Monkeypox virus Endemic equilibrium (MEE) 2.6.2. Monkeypox virus Endemic equilibrium (MEE) A second equilibrium solution obtaining from solving the system of algebraic
equations represents the case when IH, IR ‰ 0. This solution is termed as the 10 endemic equilibrium solution and is given as S˚
H
“
πHp1 ´ pq ` ωV ˚
H ` ψQ˚
H
ξ1I˚
R ` ξ2I˚
H ` µH ` ν1
,
E˚
H
“
ξ1I˚
R ` ξ2I˚
HS˚
H
σ1 ` σ2 ` µH
,
I˚
H
“
σ1E˚
H ` ζQ˚
H
µH ` δH ` λ ,
Q˚
H
“
σ2E˚
H
ψ ` ζ ` µH ` δH
,
R˚
H
“
λI˚
H
µH ` ν2
,
V ˚
H
“
pπHν1S˚
H ` ν2R˚
H
µH ` ω
,
S˚
R
“
pµR ` σ3qpµR ` δRq
ξ3σ3
,
E˚
R
“
pπRσ3ξ3q
pµR ` σ3q2pµR ` δRqp
pπRσ3ξ3q
pµR ` σ3qpµR ` δRq ´ µRq,
I˚
R
“
πRσ3
pµR ` σ3qpµR ` δRq ´ µR
ξ3
. (6) E˚
H
“
ξ1I˚
R ` ξ2I˚
HS˚
H
σ1 ` σ2 ` µH
,
I˚
H
“
σ1E˚
H ` ζQ˚
H
µH ` δH ` λ ,
Q˚
H
“
σ2E˚
H
ψ ` ζ ` µH ` δH
,
R˚
H
“
λI˚
H
µH ` ν2
,
V ˚
H
“
pπHν1S˚
H ` ν2R˚
H
µH ` ω
,
S˚
R
“
pµR ` σ3qpµR ` δRq
ξ3σ3
,
E˚
R
“
pπRσ3ξ3q
pµR ` σ3q2pµR ` δRqp
pπRσ3ξ3q
pµR ` σ3qpµR ` δRq ´ µRq,
I˚
R
“
πRσ3
pµR ` σ3qpµR ` δRq ´ µR
ξ3
. QH
“
ψ ` ζ ` µH ` δH
,
R˚
H
“
λI˚
H
µH ` ν2
,
V ˚
H
“
pπHν1S˚
H ` ν2R˚
H
µH ` ω
,
S˚
R
“
pµR ` σ3qpµR ` δRq
ξ3σ3
,
E˚
R
“
pπRσ3ξ3q
pµR ` σ3q2pµR ` δRqp
pπRσ3ξ3q
pµR ` σ3qpµR ` δRq ´ µRq,
I˚
R
“
πRσ3
pµR ` σ3qpµR ` δRq ´ µR
ξ3
. (6) E˚
R
“
pπRσ3ξ3q
pµR ` σ3q2pµR ` δRqp
pπRσ3ξ3q
pµR ` σ3qpµR ` δRq ´ µRq,
I˚
R
“
πRσ3
pµR ` σ3qpµR ` δRq ´ µR
ξ3
. Endemic equilibrium occurs when the infection (monkeypox virus) persists in
the population. 2.6.3. Computing effective reproduction number pRvq 2.6.3. Computing effective reproduction number pRvq The next-generation approach is used (see Martcheva [12] and Al-Shomrani[21])
as a techniques for computing effective reproduction number (Rv). The idea for
the next-generation approach rests on the observation that Rv is characterized
by regarding the infection transmission as producing offspring in an epidemio-
logical sense that is, giving birth to a new infected individual [19]. The approach
used here is that developed by Van den Driessche and Watmough whereby, we
divided the compartments into two broad categories: infected compartments
and non-infected (healthy) compartments [29]. The compartments for which 11 individuals are infected but not infectious (such as Quarantined and Exposed
individuals), are also among the infected compartments. Clearly, in this model
the disease free compartments are SH, RH, VH and SR while infectious com-
partments are EH, IH, QH, ER and IR. 2.6.3. Computing effective reproduction number pRvq Then by Next generation approach,
the compartments of infected groups is taken then split and the model can be
written as; dX
dt “ FpXq ´ V pXq That is, That is, dX
dt “
$
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%
pξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEH
σ1EH ` ζQH ´ pµH ` δH ` λqIH
σ2EH ´ pψ ` ζ ` µH ` δHqQH
ξ3IR
SR
NR ´ pµR ` σ3qER
σ3ER ´ pµR ` δRqIR
(7) (7) Then after splitting the right hand side in the infected compartments gives the
following Fi “
$
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pξ1IR ` ξ2IHq SH
NH
0
0
ξ3IR
SR
NR
0
(8) (8) 12 and and Vi “
$
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pσ1 ` σ2 ` µHqEH
´σ1EH ´ ζQH ` pµH ` δH ` λqIH
´σ2EH ` pψ ` ζ ` µH ` δHqQH
pµR ` σ3qER
´σ3ER ` pµR ` δRqIR
(9) (9) Now, the partial derivatives with respect to the dependent variables EH, IH, ER, IR
in equation 8 and 9 are taken and then upon substituting the MFE values we
get Now, the partial derivatives with respect to the dependent variables EH, IH, ER, IR
in equation 8 and 9 are taken and then upon substituting the MFE values we
get F “
¨
˚
˚
˚
˚
˚
˚
˚
˝
0
ξ2
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
ξ1
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
0
0
0
0
0
0
0
ξ3πR
NRµR
0
0
0
0
0
˛
‹‹‹‹‹‹‹‚
(10) F “
¨
˚
˚
˚
˚
˚
˚
˚
˝
0
ξ2
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
ξ1
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
0
0
0
0
0
0
0
ξ3πR
NRµR
0
0
0
0
0
˛
‹‹‹‹‹‹‹‚
(10)
V “
¨
˚
˚
˚
˚
˚
˚
˚
˚
˚
˝
σ1 ` σ2 ` µH
0
0
0
0
´σ1
µH ` δH ` λ
´ζ
0
0
´σ2
0
ψ ` ζ ` µH ` δH
0
0
0
0
0
µR ` σ3
0
0
0
0
´σ3
µR ` δR
˛
‹‹‹‹‹‹‹‹‹‚
. 2.6.3. Computing effective reproduction number pRvq (11) F “
¨
˚
˚
˚
˚
˚
˚
˚
˝
0
ξ2
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
ξ1
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s
0
0
0
0
0
0
0
0
0
ξ3πR
NRµR
0
0
0
0
0
˛
‹‹‹‹‹‹‹‚
(10)
V “
¨
˚
˚
˚
˚
˚
˚
˚
˚
˚
˝
σ1 ` σ2 ` µH
0
0
0
0
´σ1
µH ` δH ` λ
´ζ
0
0
´σ2
0
ψ ` ζ ` µH ` δH
0
0
0
0
0
µR ` σ3
0
0
0
0
´σ3
µR ` δR
˛
‹‹‹‹‹‹‹‹‹‚
. 2.6.3. Computing effective reproduction number pRvq (11) (
)
We need to find FV ´1: 13 For simplicity we can let; $
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%
v11
“
σ1 ` σ2 ` µH
v22
“
µH ` δH ` λ
v33
“
ψ ` ζ ` µH ` δH
v44
“
µR ` σ3
v55
“
µR ` δR $
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%
v11
“
σ1 ` σ2 ` µH
v22
“
µH ` δH ` λ
v33
“
ψ ` ζ ` µH ` δH
v44
“
µR ` σ3
v55
“
µR ` δR $
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%
v11
“
σ1 ` σ2 ` µH
v22
“
µH ` δH ` λ
v33
“
ψ ` ζ ` µH ` δH
v44
“
µR ` σ3
v55
“
µR ` δR Then the matrix V in equation 11 becomes, V “
¨
˚
˚
˚
˚
˚
˚
˚
˚
˚
˝
v11
0
0
0
0
´σ1
v22
´ζ
0
0
´σ2
0
v33
0
0
0
0
0
v44
0
0
0
0
σ3
v55
˛
‹‹‹‹‹‹‹‹‹‚
(12) (12) Computing the determinant we get, |V | “ v11v22v33v44v55 The inverse of V is given by: The inverse of V is given by: V ´1 “
1
|V |
¨
˚
˚
˚
˚
˚
˚
˚
˚
˝
v22v33v44v55
0
0
0
0
σ1v33v44v55
v11v33v44v55
0
0
0
0
0
v11v22v44v55
0
0
0
0
0
v11v22v33v55
0
0
0
0
σ3v11v22v33
v11v22v33v44
˛
‹‹‹‹‹‹‹‹‚
(13) V ´1 “
1
|V |
¨
˚
˚
˚
˚
˚
˚
˚
˚
˝
v22v33v44v55
0
0
0
0
σ1v33v44v55
v11v33v44v55
0
0
0
0
0
v11v22v44v55
0
0
0
0
0
v11v22v33v55
0
0
0
0
σ3v11v22v33
v11v22v33v44
˛
‹‹‹‹‹‹‹‹‚
(13) 14 Then, FV ´1 “
1
|V |
¨
˚
˚
˚
˚
˚
˚
˚
˚
˝
σ1v33v44v55ξ2k
v11v33v44v55ξ2k
0
σ3v11v22v33ξ1k
v11v22v33v44ξ1k
0
0
0
0
0
0
0
0
0
0
0
0
0
σ3v11v22v33ξ3l
v11v22v33v44ξ3l
0
0
0
0
0
˛
‹‹‹‹‹‹‹‹‚
(14)
where, k “
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s and l “
πR
NRµR FV ´1 “
1
|V |
¨
˚
˚
˚
˚
˚
˚
˚
˚
˝
σ1v33v44v55ξ2k
v11v33v44v55ξ2k
0
σ3v11v22v33ξ1k
v11v22v33v44ξ1k
0
0
0
0
0
0
0
0
0
0
0
0
0
σ3v11v22v33ξ3l
v11v22v33v44ξ3l
0
0
0
0
0
˛
‹‹‹‹‹‹‹‹‚
(14)
where, k “
πHp1 ´ pqpµH ` wq ` πHpω
NHrpµH ` ν1qpµH ` ωq ` ων1s and l “
πR
NRµR The basic reproduction number is defined as the largest eigenvalue (spectral
radius) of the next generation matrix. 2.6.3. Computing effective reproduction number pRvq Definition 2.1. The spectral radius of a matrix A is defined as the maximum
of the absolute values of the eigenvalues of A:ρpAq “ supt|λ| : λ P σpAqu, where
σpAq denotes the eigenvalues of A. Consequently, it is easily shown that the eigenvalues of A are: $
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λ1
“
σ1ξ2k
v11v22
λ2
“
0
λ3
“
0
λ4
“
σ3ξ3l
v44v55
λ5
“
0
(15) (15) The Basic reproduction number is the largest eigenvalue of the next generation
matrix, from Equation 15. The Effective reproduction number is Rv “ max
" σ1ξ2k
v11v22
, σ3ξ3l
v44v55
*
. (16) (16) 15 That is, That is, Rv “ max
$
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’
%
σ1ξ2
pσ1 ` σ2 ` µHµH ` δH ` λq
πHp1 ´ pqpµH ` wq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq ,
σ3ξ3
pµR ` σ3µR ` δRq
πR
pNRµRq
,
/
/
/
/
. /
/
/
/
-
. (17) (17) Since λ1 is clearly on dynamics related to human population and λ4 is for
Rodent population, then RH
“
σ1ξ2
pσ1 ` σ2 ` µHqpµH ` δH ` λq. πHp1 ´ pqpµH ` wq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq
RR
“
σ3ξ3
pµR ` σ3µR ` δRq
πR
pNRµRq
(18) (18) In the absence of vaccine and quarantine, that is ϑ1 “ p “ ω “ 0 “ ϑ2 “ σ2,
then we have the basic reproduction number as R0 “ max
"
σ1ξ2
pσ1 ` µHqpµH ` δH ` λq
πHµH
pNHµHq,
σ3ξ3
pµR ` σ3µR ` δRq
πR
pNRµRq
*
. (19) (19) Therefore, since we are interested in reducing the transmission of the virus to
the human population then the analysis done here considers all the possibilities
of the basic reproduction number for the two populations such as the case when
RH ą RR, RH ă RR and RH “ RR. Throughout this study the analysis
has been done with the main objective of investigation on how to reduce the
transmission to the human population when RH ă 1and RR ă 1. 2.6.3. Computing effective reproduction number pRvq which is always negative which implies that the increase in quarantine for sus-
pected cases will reduce the reproduction number. The same applies to the impacts of Vaccination, when analyzing we see that, BRv
Bϑ1
“
´
σ1ξ2
pσ1 ` σ2 ` µHqpµH ` δH ` λq
pπHp1 ´ pqpµH ` ωq ` πHpωqpµH ` 2ωq
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq2
(23)
which also is always negative, which implies that increasing the Vaccination
could also reduce the reproduction number. BRv
Bϑ1
“
´
σ1ξ2
pσ1 ` σ2 ` µHqpµH ` δH ` λq
pπHp1 ´ pqpµH ` ωq ` πHpωqpµH ` 2ωq
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq2
(23) (23) which also is always negative, which implies that increasing the Vaccination
could also reduce the reproduction number. 2.6.3. Computing effective reproduction number pRvq Therefore, since we are interested in reducing the transmission of the virus to
the human population then the analysis done here considers all the possibilities
of the basic reproduction number for the two populations such as the case when
RH ą RR, RH ă RR and RH “ RR. Throughout this study the analysis
has been done with the main objective of investigation on how to reduce the
transmission to the human population when RH ă 1and RR ă 1. 2.6.4. Analysis of the basic effective reproduction number pRvq
Theorem 2.2. The possibility that the monkeypox virus could be eradicated
from the community is when Rv ă 1 which implies that RH ă 1 and RR ă 1
and the derivatives with respect to the transmission rate ξ2 and ξ3 should always
be positive to reduce the transmission rate, also the derivative with respect to
quarantine, σ2 and vaccination, ϑ1 rate should always be negative to reduce the
reproduction number [30] Proof of Theorem 2.2. Now taking the partial derivatives of Rv with respect
to ξ2 and ξ3 we have: 16 BRv
Bξ2
“
σ1
pσ1 ` σ2 ` µHqpµH ` δH ` λq
πHp1 ´ pqpµH ` ωq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq
(20)
For ξ3
BRv
Bξ3
“
σ3
pµR ` σ3µR ` δRq
πR
pNRµRq
(21) BRv
Bξ2
“
σ1
pσ1 ` σ2 ` µHqpµH ` δH ` λq
πHp1 ´ pqpµH ` ωq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq
(20) (20) For ξ3 For ξ3 Rv
ξ3
“
σ3
pµR ` σ3µR ` δRq
πR
pNRµRq
(21) (21) which are always positive and this implies that the transmission could reduce the
reproduction number linearly. which are always positive and this implies that the transmission could reduce the
reproduction number linearly. Moreover, this could be accomplished by isolation or quarantine the exposed cases
in human population. That is, taking the partial derivative of R with respect to
σ2 and ϑ1 we have, BRv
Bσ2
“ ´
σ1ξ2
pσ1 ` σ2 ` µHq2pµH ` δH ` λq
πHp1 ´ pqpµH ` ωq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq
(22) (22) which is always negative which implies that the increase in quarantine for sus-
pected cases will reduce the reproduction number. 2.7. Global stability of the Monkey-pox virus Free Equilibrium We used the approach as that done by Mumbu[31] where he used the Lya-
punov function, in detail it has also been shown by Martcheva [12] and Li [32]
to determine the global stability of the monkeypox virus free equilibrium one
needs to prove that the Lyapunov function L is asymptotically stable. Theorem 2.3. If a function Lpxq is globally positive definite and radially un-
bounded, and its time derivative is globally negative, L1pxq ă 0 for all x ‰ x˚
then the equilibrium x is globally stable. 17 17 Proof of Theorem 2.3. For the proof details see in [12, 31] p
f
[
,
]
Suppose RH ą 1 and RR ą 1, in which the endemic equilibrium point exists,
then to prove the global stability, the Lyapunov function L is define and derive
as follows: The approach used here is by letting the non-negative constants, Ci
for i “ 1, 2, . . . , 6 and multiply to all the compartments which give zero values
at the MFE. 2.7. Global stability of the Monkey-pox virus Free Equilibrium L “ pSH ´ S˚
H ´ S˚
H ln SH
S˚
H
q ` C1EH ` C2IH ` C3QH ` C4RH`
`pVH ´ V ˚
H ´ V ˚
H ln VH
V ˚
H
q ` pSR ´ S˚
R ´ S˚
R ln SR
S˚
R
q ` C5ER ` C6IR
(24) (24) Then differentiating with respect to t and supposing, SH ď S˚
H, VH ď V ˚
H and
SR ď S˚
R then the equation reduces to Then differentiating with respect to t and supposing, SH ď S˚
H, VH ď V ˚
H and
SR ď S˚
R then the equation reduces to dL
dt “ C1
dEH
dt
` C2
dIH
dt ` C3
dQH
dt
` C4
dRH
dt
` C5
dER
dt
` C6
dIH
dt
(25) (25) Substituting the values from Equation1 we get, Substituting the values from Equation1 we get, dL
dt “ C1ppξ1IR ` ξ2IHq SH
NH
´ pσ1 ` σ2 ` µHqEHq ` C2pσ1EH ` ζQH ´ pµH ` δH ` λqIHq` dL
dt “ C1ppξ1IR ` ξ2IHq SH
NH
´ pσ1 ` σ2 ` µHqEHq ` C2pσ1EH ` ζQH ´ pµH ` δH ` λqIHq` 3pσ2EH ´ pφ ` ζ ` µH ` δHqQHq ` C4pλIH ´ pµH ` ϑ2qRHq`
`C5pξ3IR
SR
NR
´ pµR ` σ3qERq ` C6pσ3ER ´ pµR ` δRqIRq
(26) `C3pσ2EH ´ pφ ` ζ ` µH ` δHqQHq ` C4pλIH ´ pµH ` ϑ2qRHq`
(26) (26) `C5pξ3IR
SR
NR
´ pµR ` σ3qERq ` C6pσ3ER ´ pµR ` δRqIRq Rearranging terms with trivial solution in MFE by collecting like terms we get,
dL
dt ď pC1ξ1
S˚
H
NH ` C5ξ3
S˚
R
NR ´ C6pµR ` δRqqIR ` pC1ξ2
S˚
H
NH ´ C2pµH ` δH ` λq ` C4λqIH
`pC1p´pσ1 ` σ2 ` µHqq ` C2σ1 ` C3σ2qEH ` pC3p´pψ ` ζ ` µH ` δHqq ` C2ζqQH`
(27) Rearranging terms with trivial solution in MFE by collecting like terms we get,
dL
dt ď pC1ξ1
S˚
H
NH ` C5ξ3
S˚
R
NR ´ C6pµR ` δRqqIR ` pC1ξ2
S˚
H
NH ´ C2pµH ` δH ` λq ` C4λqIH
`pC1p´pσ1 ` σ2 ` µHqq ` C2σ1 ` C3σ2qEH ` pC3p´pψ ` ζ ` µH ` δHqq ` C2ζqQH`
(27) `pC1p´pσ1 ` σ2 ` µHqq ` C2σ1 ` C3σ2qEH ` pC3p´pψ ` ζ ` µH ` δHqq ` C2ζqQH`
(27) `p´C4pµH ` ϑ2qRHq ` C5p´pµR ` σ3q ` C6σ3qER `p´C4pµH ` ϑ2qRHq ` C5p´pµR ` σ3q ` C6σ3qER 18 18 Then equating each term to zero and substituting the values of S˚
H and S˚
R, as
we are looking for the points in the system state space where the function L is
at an equilibrium, we obtain the following $
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%
C1ξ1
S˚
H
NH ` C5ξ3
S˚
R
NR ´ C6pµR ` δRq “ 0
C1ξ2
S˚
H
NH ´ C2pµH ` δH ` λq ` C4λ “ 0
´C1pσ1 ` σ2 ` µHq ` C2σ1 ` C3σ2 “ 0
´C3pψ ` ζ ` µH ` δHq ` C2ζ “ 0
´C4pµH ` ϑ2q “ 0
´C5pµR ` σ3q ` C6σ3 “ 0
(28) ´C1pσ1 ` σ2 ` µHq ` C2σ1 ` C3σ2 “ 0 (28) ´C3pψ ` ζ ` µH ` δHq ` C2ζ “ 0 ´C4pµH ` ϑ2q “ 0 Solving for the constants, we have C4 “ 0 and C3 “ 0 substituting them back
we have Solving for the constants, we have C4 “ 0 and C3 “ 0 substituting them back
we have $
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C1ξ2
S˚
H
NH ´ C2pµH ` δH ` λq “ 0
´C1pσ1 ` σ2 ` µHq ` C2σ1 “ 0
(29) (29) Making C2 the subject we get, Making C2 the subject we get, Making C2 the subject we get, Making C2 the subject we get, C2 “ C1
σ1 ` σ2 ` µH
σ1
(30) C2 “ C1
σ1 ` σ2 ` µH
σ1
(30)
Similarly for C6
C6 “ C5
σ3 ` µR
σ3
(31) (30) Similarly for C6
C6 “ C5
σ3 ` µR
σ3
(31) Similarly for C6
σ3 ` µR Similarly for C6 C6 “ C5
σ3 ` µR
σ3 C6 “ C5
σ3 ` µR
σ3
(31) (31) σ3 19 Substituting back to Equation 27 and Simplifying we get, Substituting back to Equation 27 and Simplifying we get, dL
dt ď C˚
1 p
σ1ξ2
pσ1 ` σ2 ` µHqpµH ` δH ` λq
πHp1 ´ pqpµH ` wq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq ´ 1q
`C˚
5 p
σ3ξ3
pµR ` σ3µR ` δRq
πR
pNRµRq ´ 1q
(32) dL
dt ď C˚
1 p
σ1ξ2
pσ1 ` σ2 ` µHqpµH ` δH ` λq
πHp1 ´ pqpµH ` wq ` πHpω
pNHrpµH ` ϑ1qpµH ` ωq ` ωϑ1sq ´ 1q (32) `C˚
5 p
σ3ξ3
pµR ` σ3µR ` δRq
πR
pNRµRq ´ 1q
(32) That is, dL
dt ď C˚
1 pRH ´ 1q ` C˚
5 pRR ´ 1q
(33) (33) Clearly, dL
dt ă 0 if and only if when RH ă 1 and RR ă 1 , which proves the
theorem, therefore the MFE is globally stable. 2.7. Global stability of the Monkey-pox virus Free Equilibrium Clearly, dL
dt ă 0 if and only if when RH ă 1 and RR ă 1 , which proves the
theorem, therefore the MFE is globally stable. 2.7.1. Global stability of the Monkeypox Endemic Equilibrium (MEE)
Theorem 2.4. Endemic equilibrium is asymptotically stable when RH ą 1 (for
Human) and RR ą 1 (for rodents) and unstable when RR ă 1 and RR ă 1 [33] 2.7.1. Global stability of the Monkeypox Endemic Equilibrium (MEE)
Theorem 2.4. Endemic equilibrium is asymptotically stable when RH ą 1 (for
Human) and RR ą 1 (for rodents) and unstable when RR ă 1 and RR ă 1 [33] Proof of Theorem 2.4. For this study we used the approach as that of Masan-
dawa et.al [34], with Logarithmic Lyapunov function as p “
9ÿ
i“1
Cipxi´x˚
i q lnpxiq
Where, Ci is a positive constant xi is population of the compartment i and x˚
i
is the equilibrium level value. 2.7.1. Global stability of the Monkeypox Endemic Equilibrium (MEE)
Theorem 2.4. Endemic equilibrium is asymptotically stable when RH ą 1 (for
Human) and RR ą 1 (for rodents) and unstable when RR ă 1 and RR ă 1 [33] ppSH, EH, IH, QH, RH, VH, SR, ER, IRq “ C1ppSH ´ S˚
Hq ln SHq`
`C2ppEH ´ E˚
Hq ln EHq ` C3ppIH ´ I˚
Hq ln IHq ` C4ppQH ´ Q˚
Hq ln QHq`
`C5ppRH ´ R˚
Hq ln RHq ` C6ppVH ´ V ˚
Hq ln VHq ` C7ppSR ´ S˚
Rq ln SRq`
`C8ppER ´ E˚
Rq ln ERq ` C9ppIR ´ I˚
Rq ln IRq
(34) (34) 20 Now taking the derivative of p with respect to time and simplifying we have, dp
dt “ C1ppSH ´ S˚
Hq
SH
dSH
dt q ` C2ppEH ´ S˚
Hq
EH
dEH
dt q ` C3ppIH ´ I˚
Hq
IH
dIH
dt q`
`C4p pQH´Q˚
Hq
QH
dQH
dt q ` C5ppRH ´ R˚
Hq
RH
dRH
dt q ` C6ppVH ´ V ˚
Hq
VH
dVH
dt q`
`C7p pSR´S˚
Rq
SR
dSR
dt q ` C8ppER ´ E˚
Rq
ER
dER
dt q ` C9ppIR ´ I˚
Rq
IR
dIR
dt q
(35) (35) Then substitute Equation 1 into Equation 35 we have, Then substitute Equation 1 into Equation 35 we have,
dp
dt “ C1ppSH ´ S˚
Hq
SH
πHp1 ´ pq ´ pξ1IR ` ξ2IHq SH
NH
´ pµH ` ϑ1qSH`
`ωVH ` ψQHq ` C2p pEH´S˚
Hq
EH
ξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEHq`
`C3p pIH´I˚
Hq
IH
σ1EH ` ζQH ´ pµH ` δH ` λqIHq`
`C4p pQH´Q˚
Hq
QH
σ2EH ´ pψ ` ζ ` µH ` δHqQHq`
`C5p pRH´R˚
Hq
RH
λIH ´ pµH ` ϑ2qRHq`
`C6p pVH´V ˚
H q
VH
πHp ` ϑ1SH ` ϑ2RH ´ pµH ` ωqVHq`
`C7p pSR´S˚
Rq
SR
πR ´ ξ3IR
SR
NR ´ µRSRq`
`C8p pER´E˚
Rq
ER
ξ3IR
SR
NR ´ pµR ` σ3qERq`
`C9p pIR´I˚
Rq
IR
σ3ER ´ pµR ` δRqIRq
(36) dp
dt “ C1ppSH ´ S˚
Hq
SH
πHp1 ´ pq ´ pξ1IR ` ξ2IHq SH
NH
´ pµH ` ϑ1qSH`
`ωVH ` ψQHq ` C2p pEH´S˚
Hq
EH
ξ1IR ` ξ2IHq SH
NH ´ pσ1 ` σ2 ` µHqEHq`
`C3p pIH´I˚
Hq
IH
σ1EH ` ζQH ´ pµH ` δH ` λqIHq`
`C4p pQH´Q˚
Hq
QH
σ2EH ´ pψ ` ζ ` µH ` δHqQHq`
pR
R˚ q `C5p pRH´R˚
Hq
RH
λIH ´ pµH ` ϑ2qRHq`
(36) (36) `C6p pVH´V ˚
H q
VH
πHp ` ϑ1SH ` ϑ2RH ´ pµH ` ωqVHq` `C7p pSR´S˚
Rq
SR
πR ´ ξ3IR
SR
NR ´ µRSRq`
`C8p pER´E˚
Rq
ER
ξ3IR
SR
NR ´ pµR ` σ3qERq`
`C9p pIR´I˚
Rq
IR
σ3ER ´ pµR ` δRqIRq As done by Martcheva [12] one of the classical first steps here is to replace πH 21 and πR with its equal from the equilibria equations, that is, and πR with its equal from the equilibria equations, that is, πH “
1
p1 ´ pqppξ1I˚
R ` ξ2I˚
Hq S˚
H
NH
` pµH ` ϑ1qS˚
H ´ ωV ˚
H ´ ψQ˚
Hq
πR “ ξ3I˚
R
S˚
R
NR
´ µRS˚
R
(37) πH “
1
p1 ´ pqppξ1I˚
R ` ξ2I˚
Hq S˚
H
NH
` pµH ` ϑ1qS˚
H ´ ωV ˚
H ´ ψQ˚
Hq πR “ ξ3I˚
R
S˚
R
NR
´ µRS˚
R
(37) (37) Then ppµH ` σ1qS˚
H ´ ψS˚
Hq ´ ppµH ` σ1qSH ´ ψSHqcan be combined with the
first term in the product to yield a negative term. 2.7.1. Global stability of the Monkeypox Endemic Equilibrium (MEE)
Theorem 2.4. Endemic equilibrium is asymptotically stable when RH ą 1 (for
Human) and RR ą 1 (for rodents) and unstable when RR ă 1 and RR ă 1 [33] We multiply out all other
products: We now have to apply the Krasovkii-LaSalle theorem. We consider
the set where the Lyapunov function is equal to zero, that is L “ tx P ℜn|V 1pxq “ 0u
(38) (38) Clearly from equation 36 the V
1pxq “ 0 if and only if SH ´ S˚
H “ 0, EH “
E˚
H, IH “ I˚
H, QH “ Q˚
H, RH “ R˚
H, VH “ V ˚
H, SR “ S˚
R, ER “ E˚
Rand
IR “ I˚
R , other terms are negative when pEH, IH, QH, RH, VH, SR, ER, IRq ą 0. Therefore, the MEE is globally asymptotically stable when RH ą 1 and RR ą 1
this results concludes and proves the theorem. 3.1. Sensitivity analysis The goal of sensitivity analysis is to qualitatively decide which parameters
are most influential in the model output. Sensitivity analysis can be performed
on a dynamical system or on static quantities such as the reproduction number
or equilibria prevalence [11, 35]. We compute the sensitivity indices of the
basic reproductive number R0 to the parameters in model. These indices allow
us to see how important each parameter is to disease transmission [36]. The
normalized forward sensitivity index of R that depends differentiability on the
parameter p is defined as γR
p “ BR
Bp ˆ p
R , where γR
p is the sensitivity index of R 22 with respect to parameter p is positive if R is increasing with respect to p and
is negative if R is decreasing with respect to p [10, 18, 34, 37, 35]. 3.1. Sensitivity analysis Using the effective reproduction number Rv we can take partial derivative
with respect to each parameter and compute sensitivity, for human and rodent
reproduction numbers populations, RH and RR, respectively and then was filled
in the Table 3 Figure 2: The Sensitivity Indices Figure 2: The Sensitivity Indices Figure 2: The Sensitivity Indices 23 Table 3: Sensitivity expression and index for each parameter
SN
Parameter
Expression of the Sensitivity parameter
Sensitivity Value
1
πH
1
1
2
ξ2
ξ2σ1πHp1 ´ pqpµH ` ωq
σ1ξ2πHp1 ´ pqpµH ` ωq ` πHpω
0.00005999976
3
σ1
1 ´
σ1
σ1 ` σ2 ` µH
0.945945945
4
σ2
´
σ2
σ1 ` σ2 ` µH
´0.54054054
5
λ
´
λ
pµH ` δH ` λq
´0.328063241
6
µH
µH
pµH ` ωq ` πHpω ` p1 `
1
pµH ` δH ` λqq
ˆ
µH
pσ1ξ3πHp1 ´ pqpµH ` ωq ` πHpωq
1.622222519
7
δH
´
δH
pµH ` δH ` λq
´0.0790514
8
ϑ1
´
2ω ` µH
pµH ` ϑ1qpµH ` ωq ` ωϑ1
´0.62616939
9
ω
ξ2σ1πHp1 ´ pqpµH ` ωq
σ1ξ2πHp1 ´ pqpµH ` ωq ` πHpω ´
ωpµH ` 2ϑ1q
pσ1 ` σ2 ` µHqpµH ` δH ` γqppµH ` ϑ1qpµH ` ωq ` ωϑ1q
0.064051357
10
πR
1
1
11
ξ3
1
1
12
σ3
1 ´
σ3
pµR ` σ3q
0.000666222
13
µR
´ µ2
Rp3µR ` 2δR ` 2σ3q
pµR ` σ3qpµR ` δRqµR
´0.009297918
14
δR
´
δR
µR ` δR
´0.996015936
24 Table 3: Sensitivity expression and index for each parameter ´
2ω ` µH
pµH ` ϑ1qpµH ` ωq ` ωϑ1 24 The results from the sensitivity analysis clearly indicate that increasing the
values of parameters πH, ξ2, ω, and σ1 will lead to an increase in the spread
of the monkeypox virus in the human population (for details see Figure 2). Conversely, increasing the values of parameters σ2, λ, µH, δH, and ϑ1 will
contribute to a decrease in the spread of the virus among humans. In the case
of the rodent population, increasing the values of parameters πR, ξ3, and σ3
will result in an increased infection rate of the monkeypox virus among rodents,
while increasing the parameters δR and µR will lead to the elimination of the
virus in the rodent population. 3.1. Sensitivity analysis The most sensitive parameters in the analysis are the vaccination rate of
susceptible individuals, the progression rate from exposed to infectious individ-
uals, and the progression rate from exposed to individuals in quarantine, as well
as the death rate of the rodents. 3.2. Model simulation The proposed model was simulated and analysed using MATLAB R2018a
with the parameter values stated in Table 2. The following initial population
densities for people and rodents were considered for the analysis: NH “ rSH, EH, IH, QH, RH, VHs “ r4000000, 2000000, 100000, 500000, 200000, 400000s NH “ rSH, EH, IH, QH, RH, VHs “ r4000000, 2000000, 100000, 500000, 200000, 400000s
NR “ rSR, ER, IRs “ r1000000, 500000, 300000s respectively which was simulated for a time
span of one year to the developed model. The results of reproduction numbers Rv “ 5.374900247
while RH “ 2.4768 ˆ 10´7 and RR “ 5.374900247 Clearly, the obtained reproduction num-
bers for the data simulated indicate that the main contribution to transmission comes from
rodents, as their transmission can result in more than five (5) new secondary infections. This
clearly demonstrates that the primary mode of virus transmission is from rodents to humans,
while the transmission from human to human is minimal, with a rate less than one. Con-
sequently, by effectively controlling the transmission among the rodent population, the virus
can be eradicated in the human population. This observation is well depicted in Figure 5,
Figure 4 and Figure 7, where the formulated model shows that the disease will eventually
die out in the human population while persisting in the rodent population. Furthermore, the
graphs illustrating the population dynamics in both humans (Figure 3) and rodents (Figure 4)
provide additional support for this fact, showcasing the proportional relationship between the
populations. To gain a better understanding of the dynamics, the initial conditions were adjusted to a
smaller population size. The model was further analyzed by modifying the initial conditions 25 Figure 3: Human population Proportions evolution over time Figure 3: Human population Proportions evolution over time 26 Figure 4: Rodent evolution against time for the proposed mathematical model Figure 4: Rodent evolution against time for the proposed mathematical model Figure 4: Rodent evolution against time for the proposed mathematical model 27 Figure 5: Human and rodent population evolution against time for the proposed model Figure 5: Human and rodent population evolution against time for the proposed model Figure 5: Human and rodent population evolution against time for the proposed model 28 as follows: For the human population, we set SH “ 40, EH “ 3, IH “ 2, QH “ 0, RH “ 0,
and VH “ 0. 3.2. Model simulation Similarly, for the rodent population, we set SR “ 10, ER “ 2, and IR “ 1. These
adjustments allow for a more detailed exploration of the system’s behavior and its response
to different initial conditions. The details are explained in Figure 6 and Figure 7. Figure 6: Evolution of the human population over time in the proposed model: It is evident
that implementing the suggested model leads to a significant reduction in the number of
infected and exposed individuals within the human population. At the same time, it effectively
increases the number of individuals who have recovered from the infection and enhances the
size of the susceptible population, contributing to overall population health and resilience. The model highlights the potential benefits of the proposed interventions in controlling the
spread of the disease and mitigating its impact on the human population. Figure 6: Evolution of the human population over time in the proposed model: It is evident
that implementing the suggested model leads to a significant reduction in the number of
infected and exposed individuals within the human population. At the same time, it effectively
increases the number of individuals who have recovered from the infection and enhances the
size of the susceptible population, contributing to overall population health and resilience. The model highlights the potential benefits of the proposed interventions in controlling the
spread of the disease and mitigating its impact on the human population. 3.3. Effects of Quarantine and Vaccination on the Transmission of Monkeypox
Virus 3.3. Effects of Quarantine and Vaccination on the Transmission of Monkeypox
Virus This is well depicted in Figure 8, Figure 9, Figure 10 Figure 11 and Figure 12 with
detailed explanation in their caption. From Figure 9, it is evident that increasing the
vaccination rate and implementing both quarantine measures and vaccination (Figure 8) have
a significant impact on reducing the number of infectious individuals in the human population. Additionally, controlling the spread of the virus among rodents is also crucial, as demonstrated
in Figure 10. By decreasing the force of infection from rodents to humans, the number of
infectious individuals in the human population is effectively reduced. This outcome is clearly
depicted in Figure 12, where the reduction in the progression rate from exposed rodents to
infectious rodents successfully reduces the infectious human population. 29 Figure 7: Evolution of the rodent population over time in the proposed model: In the ab-
sence of interventions, the dynamics demonstrate a persistent infected population within the
rodent population. This highlights the need to address the human-to-rodent contact to effec-
tively eliminate the spread of monkeypox. We recommend implementing measures to reduce
human-rodent interactions as a crucial step in controlling the disease and safeguarding public
health. By minimizing contact, we can mitigate the transmission of monkeypox from rodents
to humans and contribute to the overall prevention and eradication efforts. Figure 7: Evolution of the rodent population over time in the proposed model: In the ab-
sence of interventions, the dynamics demonstrate a persistent infected population within the
rodent population. This highlights the need to address the human-to-rodent contact to effec-
tively eliminate the spread of monkeypox. We recommend implementing measures to reduce
human-rodent interactions as a crucial step in controlling the disease and safeguarding public
health. By minimizing contact, we can mitigate the transmission of monkeypox from rodents
to humans and contribute to the overall prevention and eradication efforts. 30 Figure 8: The human infected population increases when no intervention is taken but reduces
significantly when both quarantine and vaccination measures are implemented. This observa-
tion highlights the effectiveness of these interventions in controlling the spread of monkeypox. Without any intervention, the disease can rapidly propagate within the human population,
leading to a higher number of infected individuals. However, with the implementation of
quarantine measures and vaccination, virus transmission is significantly curtailed, resulting in
a notable reduction in the population of infected humans. 3.3. Effects of Quarantine and Vaccination on the Transmission of Monkeypox
Virus This underscores the importance
of proactive measures, such as quarantine and vaccination, in mitigating the impact of mon-
keypox and protecting public health. Figure 8: The human infected population increases when no intervention is taken but reduces
significantly when both quarantine and vaccination measures are implemented. This observa-
tion highlights the effectiveness of these interventions in controlling the spread of monkeypox. Without any intervention, the disease can rapidly propagate within the human population,
leading to a higher number of infected individuals. However, with the implementation of
quarantine measures and vaccination, virus transmission is significantly curtailed, resulting in
a notable reduction in the population of infected humans. This underscores the importance
of proactive measures, such as quarantine and vaccination, in mitigating the impact of mon-
keypox and protecting public health. 31 Figure 9: Infected human dynamics under varying vaccination rates: Figure 9 demonstrates
the relationship between the vaccination rate and the infected human population. As the
vaccination rate increases, there is a noticeable reduction in the number of infected humans. This finding highlights the significance of a higher vaccination rate in mitigating the spread
and impact of monkeypox among the human population. Figure 9: Infected human dynamics under varying vaccination rates: Figure 9 demonstrates
the relationship between the vaccination rate and the infected human population. As the
vaccination rate increases, there is a noticeable reduction in the number of infected humans. This finding highlights the significance of a higher vaccination rate in mitigating the spread
and impact of monkeypox among the human population. 32 Figure 10: Infected human dynamics under the variation of force of infection from rodents,
which shows that an increase in the force of infection will lead to an increase in the population
of infected humans. This observation highlights the crucial role of rodents as a source of
transmission of monkeypox to humans. As the force of infection from rodents increases, the
likelihood of transmission to humans also increases, resulting in a larger population of infected
individuals. This emphasizes the importance of effective control measures targeting rodents,
such as improved rodent control practices and habitat modification, to mitigate the risk of
monkeypox transmission and reduce the burden of human infections. Figure 10: Infected human dynamics under the variation of force of infection from rodents,
which shows that an increase in the force of infection will lead to an increase in the population
of infected humans. 3.3. Effects of Quarantine and Vaccination on the Transmission of Monkeypox
Virus This observation highlights the crucial role of rodents as a source of
transmission of monkeypox to humans. As the force of infection from rodents increases, the
likelihood of transmission to humans also increases, resulting in a larger population of infected
individuals. This emphasizes the importance of effective control measures targeting rodents,
such as improved rodent control practices and habitat modification, to mitigate the risk of
monkeypox transmission and reduce the burden of human infections. 33 Figure 11: Dynamics of infected rodents with varying progression rates from the exposed
to infectious population: The plot illustrates a direct proportional relationship between the
increase in the progression rate and the number of infected humans. As the progression rate
from the exposed to infectious population in rodents increases, it leads to a corresponding
increase in the number of infected humans. This finding emphasizes the importance of under-
standing and managing the transmission dynamics within the rodent population to effectively
control and prevent the spread of monkeypox to humans. Figure 11: Dynamics of infected rodents with varying progression rates from the exposed
to infectious population: The plot illustrates a direct proportional relationship between the
increase in the progression rate and the number of infected humans. As the progression rate
from the exposed to infectious population in rodents increases, it leads to a corresponding
increase in the number of infected humans. This finding emphasizes the importance of under-
standing and managing the transmission dynamics within the rodent population to effectively
control and prevent the spread of monkeypox to humans. Figure 11: Dynamics of infected rodents with varying progression rates from the exposed
to infectious population: The plot illustrates a direct proportional relationship between the
increase in the progression rate and the number of infected humans. As the progression rate
from the exposed to infectious population in rodents increases, it leads to a corresponding
increase in the number of infected humans. This finding emphasizes the importance of under-
standing and managing the transmission dynamics within the rodent population to effectively
control and prevent the spread of monkeypox to humans. 34 Figure 12: The contour plots demonstrates the contribution of the proposed interventions. Starting from the top left, it shows that increasing the rate of quarantine and reducing the
human-to-human contact rate help to reduce the reproduction number. The same principle
applies to the vaccine in the top right and bottom sections. They exhibit the same property. 3.3. Effects of Quarantine and Vaccination on the Transmission of Monkeypox
Virus Figure 12: The contour plots demonstrates the contribution of the proposed interventions. Starting from the top left, it shows that increasing the rate of quarantine and reducing the
human-to-human contact rate help to reduce the reproduction number. The same principle
applies to the vaccine in the top right and bottom sections. They exhibit the same property. 35 4. Conclusions In our study, we formulated a deterministic dynamic model for monkeypox virus trans-
mission in which we calculated the DFE. The reproduction number is Rv “ 5.3749, with
RH “ 2.4768 ˆ 10´7 for for humans and RR “ 5.3749 for rodents, for the simulated results,
which shows that the main contribution of infection by this virus is from the rodent popu-
lation. The global stability of the model at MFE and MEE was analysed, which revealed it
to be stable. The sensitivity analysis was done for the reproduction numbers of both human
and rodent populations. The most sensitive parameters that should be taken into account
were the rate of vaccination of susceptibles, the progression rate from exposed to infectious
and exposed to quarantine, and the mortality rate of the rodent population. Generally, the
study shows that for the proposed mathematical model, increasing vaccination, quarantine,
and avoiding contact with infected rodents will eradicate the spread of the virus; therefore,
we propose this model be used to explore the dynamics of the monkeypox virus outbreak. In summary, this study contributes to understanding the dynamics of monkeypox virus
transmission and provides information for effective control measures. The proposed determin-
istic dynamic model, with its calculated reproduction numbers and stability analysis, offers
valuable guidance for targeted interventions. The sensitivity analysis identifies key parameters
for control, while the proposed numerical scheme enhances the model’s predictive capacity. Overall, this research has practical implications for outbreak management and can inform
public health interventions to eradicate the spread of the monkeypox virus. Acknowledgments The authors express their gratitude for the support received from the NORHED II project
and the Department of Mathematics at the University of Dar es Salaam in Tanzania, as
well as the University of Bergen in Norway. These institutions provided essential facilities
that contributed to the successful completion of this research. Additionally, the authors
acknowledge the anonymous reviewers for their valuable comments that greatly contributed
to the improvement of this work. Ethical Approval Not applicable Funding This work has been supported by the Mathematics for Sustainable Development (MATH4SDG)
project at the University of Dar es Salaam -Tanzania funded through the NORHED II pro-
gramme under the Norwegian Agency for Development Cooperation (NORAD, project no. 68105). Availability of data and materials The numerical data used to support the findings of this study have been taken from
previously published articles and are cited in Table 2 of this article. Also, others are available
online in https://www.cdc.gov/poxvirus/mpox/response/2022/world-map.html and https:
//ourworldindata.org/monkeypox. Competing interests The authors have no conflict of interest. 36 Authors’ contributions • Leonce Leandry: Writing original draft, Conceptualization, Methodology, Formal
analysis, Software and Review. • Leonce Leandry: Writing original draft, Conceptualization, Methodology, Formal
analysis, Software and Review. • Eunice Mureithi: Validation, Writing review, editing and Supervision. • Eunice Mureithi: Validation, Writing review, editing and Supervision. References [1] P. v. Magnus,
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Environmental-related technologies and carbon neutrality challenges in emerging economies? A case study of China
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Highlights 1. This study introduces the key factors of carbon neutrality (CN) in China. 1. This study introduces the key factors of carbon neutrality (CN) in China. 2. FR and environmental taxes significantly contribute to carbon neutrality. 3. GDP and international cooperation do not work perfectly for carbon neutrali
4. Environmental-related technologies are against CN’s theme in China. 5. Policy suggestions are given to attain the zero-emissions. 2. FR and environmental taxes significantly contribute to carbon neutrality. 3. GDP and international cooperation do not work perfectly for carbon neu 4. Environmental-related technologies are against CN’s theme in China. 5. Policy suggestions are given to attain the zero-emissions. Research Article Keywords: Carbon Neutrality, International cooperation, Environmental technology, Fertility rate, China
Posted Date: January 4th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-2426437/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/29 Page 1/29 Abstract This study provides new evidence for an unclear link between international cooperation (IC) and
environmental-related technologies (ERT) with carbon neutrality (CN) in China. This research contributes
to environmental economics literature by opening a new door for economic growth, fertility rate,
environmental taxes, IC, and ERT from 1990 to 2020. Considering the sustainability initiatives taken by
China, it is crucial to examine the mentioned factors' role in carbon neutrality. Therefore, we employed
advanced techniques to investigate the study’s objectives. Estimated results show the harmful impact of
economic progress, IC, and ERT on CN. Moreover, fertility rate and environmental taxes help out in
emissions reduction. In addition, this study uses Breitung and Candelon causality test and supports the
uni-directional association between economic progress to emissions and emissions to fertility rate in
China. However, this study also proposes imperative policies to achieve the carbon neutrality target. JEL Codes: O14, J13, O44, H23. JEL Codes: O14, J13, O44, H23. 1- Introduction Nowadays, economic progress and urbanization are directly associated with the industrial sector. Such
an association increases the development of other sectors with an increase in population. The world’s
population is expected to grow by approximately 8 billion to 10 billion by 2050. This trend will require
more than 80% energy and 70% food to maintain the same living standard. Since the last three decades,
there has been immense exploitation of natural resources by human kinds. This phenomenon has
occurred in exchange for massive deforestation and utilization of petroleum resources to meet excess
demand for necessities. Thus, these factors are being introduced as a crux of global warming and
climate change. Upto 2050, 50% of global emissions would increase by a share of carbon emissions via
the energy sector. If this trend continues over time, it may exceed the limit and cause irreversible climate
change. Therefore, it is the best era to fight against global warming. However, the globe has taken several
initiatives for environmental sustainability, and the Paris agreement is one of them. Moreover, all
economies have agreed to keep global warming less than 2 0C to achieve carbon neutrality (CN). But
global temperature is increasing over time, and economies are trying to achieve zero emissions. The CN target will not only reduce the emissions level but also cause clean air. It is necessary to work
together as CN has become a severe global challenge. However, more than 120 countries have committed Page 2/29 Page 2/29 to keeping their country temperature at 2 0C and will try to include it in carbon-neutral economies (K. Hu,
Raghutla, Chittedi, Zhang, & Koondhar, 2021). Similarly, Suriname and Bhutan have become carbon
neutral in the last decade and have contributed negatively. The remaining economies set their targets to
rise as carbon-neutral economies in a different era, such as Uruguay by 2030, Finland by 2035, and the
UK, France, Germany, South Africa, and South Korea by 2050. However, China has set its target to achieve
zero carbon emissions by 2060. China has become the largest carbon emitter globally, and upto 2020 it
has contributed 32% in total global emissions. Such a scenario makes it difficult for China to achieve CN
targets. Therefore, China’s president and climate experts are trying to reach its peak by 2030 and commit
to carbon neutrality by 2060. Table 1: Summary of the Past Studies 1- Introduction Therefore, to tackle this issue, international cooperation is necessary to fight
against climate variation. In the 14th five-year development plan, carbon peaking and neutrality is also
considered in the construction and other human activities. From this initiative, it is clear that china is
extremely serious about zero emissions and takes it as an urgent strategy. Due to immense attention
towards zero emissions, china has significantly declined by 48% to 18% in the last decade. However, in the existing literature, numerous case studies tried to convey a clear message about CN, but
they have reached a single point. For instance, (Can, 2021) demonstrated that technical innovation,
finance, and collaboration might cause emission reduction to zero. Besides, there is an urgent need to re-
check the innovative determinants of carbon neutrality. Likewise, Table 1 presents the existing studies
relevant to carbon neutrality. Table 1: Summary of the Past Studies Table 1: Summary of the Past Studies Page 3/29 Author
Region
Technique
Findings. CN
(Abbasi, Hussain, Redulescu, &
Ozturk, 2021)
UK
D-ARDL
EU, IVA, NRD
CO2
Yes
(K. Hu et al., 2021)
India
JC
RE CO2
Yes
(C. Yang, Hao, & Irfan, 2021)
China
MC
EU CO2
Yes
(H. Zhang, 2021)
BRICS
FE
PT CO2
Yes
(Shao, Zhong, Li, & Altuntaş,
2021)
The USA
DOLS,
FMOLS
ERR&D CO2
Yes
(Tan et al., 2021)
China
ARDL
EU & FD CO2
Yes
(Nair, Arvin, Pradhan, &
Bahmani, 2021)
67 developing
countries
FMOLS
IQ CO2
Yes
(J. Hu, Wu, Zhao, & Wang, 2021)
Beijing, China
Sub-energy
increment
EU CO2
Yes
(Cheng et al., 2021)
China
FMOLS,
DOLS & CCR
EE & ECI CO2
Yes
(H. Yang, Shahzadi, & Hussain,
2021)
The USA
DOLS
GG CO2
Yes
(H.-S. Li, Geng, Shinwari,
Yangjie, & Rjoub, 2021)
Top exporting
countries
CS-ARDL,
AMG
Exports & RE
CO2
Yes
(Shan, Genç, Kamran, & Dinca,
2021)
Turkey
Bootstrapping
ARDL
GTI & RE CO2
Yes
(I. Khan et al., 2022)
Pakistan
NARDL
TR & FDI CO2
Yes
(Xu, Dong, Xu, & Bhattarai,
2022)
China
PCA
Doesn’t reach
carbon peak
Yes
(A. A. Khan et al., 2022)
G7
CS-ARDL and
AMG
IQ & RE CO2
Yes
(Hossain et al., 2022)
India
D-ARDL
MVA CO2
Yes
(Saqib, 2022)
63 emerging and
developed economies
AMG and
CCE-MG
RE and FD
CFP
Yes
(X. 1- Introduction Sun, Zhang, Ahmad, & Xue,
2022)
36 Chinese cities
DKSE
URB CO2
Yes
(Murshed, Mahmood, Ahmad,
Rehman, & Alam, 2022)
Argentina
ARDL
TI CO2
Yes CN Author CN Page 4/29 (Y. Sun, Guan, Cao, & Bao, 2022)
China
DID
GF CO2
Yes
(Kurramovich et al., 2022)
Japan
ARDL
REG CO2
Yes
(B. Li & Haneklaus, 2022)
China
ARDL
RE CO2
Yes
(Ahmed, Ahmad, & Ahmed,
2022)
Pakistan
OLS
IND & GDP
CO2
Yes
(Wang, Raza, Adebayo, Yi, &
Shah, 2023)
China
QR
NE, BIO & HY
EFP
Yes Similarly, in the existing literature, as summarized in Table, numerous case studies have tried to
investigate the possibilities regarding carbon neutrality. However, past studies did not consider the critical
determinants of zero emissions, such as international cooperation, environment-related technologies,
environmental taxes, and fertility rate across the globe. Therefore, the present study tries to incorporate
these factors and may introduce a new chapter for investigation. In order to fill up the past flaws, this
research will contribute in the following ways. Firstly, the impact of gross domestic product (GDP) on carbon emissions has been justified by various
case studies, but these studies have not proposed a systematic way to reduce carbon emissions. Therefore, it is important to use this factor in this study and try to convey a clear message why China
cannot meet the green environment targets set by the UN. In the current era, economies care for their
progress at the cost of environmental pollution, and China is not free from this condition. Due to such
reasons, it is crucial to investigate whether GDP harms or protects environmental quality. In order to fill up
this gap, the current study tries to explore the impact of GDP on carbon emissions in China. Secondly,
China settled one child policy in 1980 and ended it in 2016, but it has long run effect on China’s economy. Since the last three decades, china has had a low fertility rate; therefore, it is essential to add this factor to
the environment-growth model and investigate its impact on environmental sustainability. Due to the low
fertility rate, the older population has increased; thus, examining its effects on environmental situation
could be informative. Thirdly, numerous case studies have focused on the linkages of GDP, FR and CO2 emissions, while
ignoring environment-related technologies (ERT). 1- Introduction On behalf of such schemes and their outcomes, a door
to rethink zero emission is still open. As mentioned in prior stages, the overall focus of existing studies
has been on economic progress, energy use, trade sector, etc.; however, there has not found any clear
message for ERT across the globe and especially for China’s economy. Undoubtedly, numerous key Page 5/29 Page 5/29 factors play a distinctive role in zero emissions due to geo, social and political scenarios. Therefore, this
empirical study tries to focus on ERT, and its inclusion may help-out to achieve CN. Because various
sectors are directly associated with technologies, green technologies may possibly reduce the share of
emissions from each sector and ultimately cause zero-emissions. Hence, it is necessary to include ERT in
the emission-growth model. Fourthly, environmental-related taxes (Tax) also perform well in maintaining
environmental quality (Elkins & Baker, 2001). Numerous researchers commonly believe that taxes are
extremely important for emissions reduction (Hammar & Sjöström, 2011). There has been an inverse
association between CO2 emissions and environmental taxes (Sundar, Mishra, & Naresh, 2016). However,
it is impossible to reduce emissions to a certain level only with carbon taxes; hence, environmental taxes
and technologies are core factors in dealing with environmental concerns. Therefore, the present study
tries to answer whether environmental taxes significantly contribute to CN. Fifthly, international
cooperation is considered another core factor that may help reduce environmental pollution across the
border. However, the nexus of international cooperation (IC) and the environment is a new research
approach (Scott, 2008). Similarly, the World Polity theory also demonstrates that social, political, and
cultural aspects of international cooperation can explain the policymakers’ behavior in the development
process. Furthermore, this theory also discusses strengthening institutions to deal with issues concerning
human beings. Therefore, international cooperation may help reduce the environmental pressure and
cause emissions reduction. Neglecting the ecological system may not be a good choice; therefore,
emerging economies must cooperate with other nations and put zero emissions in development
strategies. Thus, this study investigates this theme and suggests suitable policies for further cooperation
with other nations. Finally, this study employs a series of empirical estimators to investigate more robust results. This
analysis is based on five different estimators: Dynamic ARDL, ARDL, fully modified ordinary least square
(FMOLS), dynamic ordinary least square (DOLS), and canonical correlation regression (CCR). 1- Introduction We are
using these econometric techniques to deal with problems in time series data. However, the variables
data collected from different sources and the obtained outcomes may suggest some imperative policies
to attain the zero-emissions level. The rest of the paper is organized as follows; section 2 consists of data
and methods, section 3 consists of results and discussion, and section 4 consists of conclusion and
policy recommendations. 2.1. Variables Selection Since the last two decades, environmental taxes (TAX) have been considered one of the most suitable
ecological legislation to improve environmental sustainability. Since 1979 China has focused on
environmental legislation (Mu, Bu, & Xue, 2014). By having this initiative, China has introduced a pollution
discharge fee to reduce carbon emissions. Upto 2017 this legislation has remained one of the top
environmental policies, but it has faced several challenges (Khan, Sisi, & Siqun, 2019). Besides such
hurdles, China is committed to working for zero emissions up to 2060. In the recent decade, another eco- Page 6/29 friendly development plan has been introduced by China’s leadership, and its motto was to minimize
emissions from the cement and steel industry. Since 2014, the emissions level has stagnated; therefore,
eco-friendly initiatives or legislation will cause peak emissions by 2030 (Its & Least, 2017). Furthermore,
economic growth is being considered another determent for carbon neutrality. Therefore, there may be a
change that GDP can influence the environmental quality via two effects, i.e., scale and technique effects. There may be a possibility that the scale effect becomes dominant and cause of CO2 emissions;
otherwise, in case of technique effect it may cause CN by reducing emissions. However, ERT is
significantly playing a crucial role in emissions reduction. It may be possible that ERT, such as energy
efficiency, eco-friendly protective innovations etc., cause of decline in emissions and may further improve
environmental sustainability. Undoubtedly, economies across the border are helping each other resolve
environmental issues. In order to bring world temperature by approximately 2 0C, it needs time to
cooperate and try to solve un-friendly problems. Lastly, the fertility rate is a determinant of environmental
degradation and is directly associated with environmental deterioration. Therefore, environmental
variation may cause household status and indirectly affect the fertility rate (Adsera & Menendez, 2011). Moreover, due to limited budget constraints, the cost and affordability of children may feel impossible,
which would cause fewer human activities and reduce emissions (Sellers & Gray, 2019). However,
unexpected human behavior, such as conflicts between spouses and employment migration, is directly
associated with the fertility rate, and as a result, it decreases emissions (Axinn, Ghimire, & Smith-
Greenaway, 2017; Hidrobo & Fernald, 2013). Moreover, the data sources, units, and variables notions are
provided in Table 2. 2.1. Variables Selection Table 2: Data Description
Variable
Unit
Source
Expected sign
CN
Carbon emissions (Kt)
WDI
N/A
GDP
Gross Domestic Product (US $)
WDI
+VE
FR
Fertility rate (Children per woman)
WDI
-VE
ET
Environmental Related Technologies (% of all technologies)
Knoema
+VE
IC
International Cooperation (index)
QGISD
+VE
Tax
Environmental-related tax (% of GDP)
OECD
-VE
Note: QGISD: Quality of Government Institute Standard Dataset Table 2: Data Description Note: QGISD: Quality of Government Institute Standard Dataset However, some initial tests, such as descriptive statistics and pairwise correlation tests, can investigate
the data's reliability. Table 3 presents the outcomes of descriptive statistics of selected variables, and
there was no considerable difference between mean and median values. This supports the concept that
there is no outlier in the given data. Page 7/29
Table 3: Descriptive Statistics of Variables Table 3: Descriptive Statistics of Variables Page 7/29 LCO2
LGDP
LFR
LET
IC
LTAX
Mean
4.757
6.850
0.226
0.891
0.701
-0.125
Median
4.747
6.852
0.212
0.912
0.757
-0.064
Maximum
4.982
7.372
0.363
1.003
0.936
0.224
Minimum
4.466
6.218
0.202
0.564
0.238
-0.642
Std. Dev. 0.153
0.360
0.037
0.093
0.185
0.237
Skewness
-0.401
-0.134
2.469
-1.559
-0.974
-0.715
Kurtosis
2.141
1.752
8.373
6.054
2.969
2.714
Jarque-Bera
1.782
2.102
68.792
24.627
4.905
2.751
Probability
0.000
0.049
0.000
0.000
0.046
0.002
Similarly, Table 4 shows the outcomes regarding pairwise correlation tests. The given results show that
FR and environmental technologies are inversely associated with explained variables. In light of
estimated outcomes, there is no problem with multicollinearity. In order to verify this statement, the
current study also runs the VIF test. LCO2
LGDP
LFR
LET
IC
LTAX
Mean
4.757
6.850
0.226
0.891
0.701
-0.125
Median
4.747
6.852
0.212
0.912
0.757
-0.064
Maximum
4.982
7.372
0.363
1.003
0.936
0.224
Minimum
4.466
6.218
0.202
0.564
0.238
-0.642
Std. Dev. 0.153
0.360
0.037
0.093
0.185
0.237
Skewness
-0.401
-0.134
2.469
-1.559
-0.974
-0.715
Kurtosis
2.141
1.752
8.373
6.054
2.969
2.714
Jarque-Bera
1.782
2.102
68.792
24.627
4.905
2.751
Probability
0.000
0.049
0.000
0.000
0.046
0.002 Similarly, Table 4 shows the outcomes regarding pairwise correlation tests. The given results show that
FR and environmental technologies are inversely associated with explained variables. In light of
estimated outcomes, there is no problem with multicollinearity. In order to verify this statement, the
current study also runs the VIF test. Similarly, Table 4 shows the outcomes regarding pairwise correlation tests. 2.1. Variables Selection The given results show that
FR and environmental technologies are inversely associated with explained variables. In light of
estimated outcomes, there is no problem with multicollinearity. In order to verify this statement, the
current study also runs the VIF test. Table 4: Pairwise Correlation test
LCO2
LGDP
LFR
LET
IC
LTAX
LCO2
1.000
LGDP
0.6776*
1.000
0.000
LFR
-0.5582*
-0.4734**
1.000
0.001
0.007
LET
-0.0862*
-0.0012**
0.4917*
1.000
0.005
0.042
0.005
IC
0.5736*
0.6617*
-0.7439*
-0.2480*
1.000
0.000
0.000
0.000
0.005
LTAX
0.7048*
0.6744*
-0.7548*
-0.4373**
0.6876*
1.000
0.000
0.000
0.000
0.013
0.000
Note: * and ** show the significance level at 1% and 5%, respectively. Note: * and ** show the significance level at 1% and 5%, respectively. Table 5 shows the outcomes of the VIF test and accepts the alternative hypothesis: there is no
multicollinearity in the given data. However, Figure 1 shows the box-plot for each selected variable. Table 5: VIF Test Table 5: VIF Test Table 5: VIF Test VIF
1/VIF
LGDP
5.75
0.1740
LFR
3.33
0.3000
LET
1.69
0.5905
IC
4.54
0.2202
LTAX
6.51
0.1535
Mean VIF
4.37
2.2. Model Construction: 2.2. Model Construction: The general form of the selected variables can be written in a given function, The general form of the selected variables can be written in a given function, CNt = f(β0, GDPβ1, FR β2, ET β3, IC β4, Tax β5, µ) (1) (1) In the given function (Eq. 1), CN, GDP, FR, ET, IC, and Tax are denoted with carbon neutrality, gross
domestic product, fertility rate, environmental-related technologies, international cooperation, and
environmental taxes. Whereas t is the time series data and µ is the white noise error term. However, the
transform model can be written as follows, LCNt = β0 + β1 LGDPt + β2 LFRt + β3 LETt + β4 ICt + β5 LTaxt + µ (2) LCNt = β0 + β1 LGDPt + β2 LFRt + β3 LETt + β4 ICt + β5 LTaxt + µ (2) (2) In equation 2, LCN, LGDP, LFR, LET, and LTax are denoted with the natural log of carbon neutrality, gross
domestic products, fertility rate, environment-related technologies, and environmental taxes (Abbas et al.,
2020; X. Li, Abbas, Dongling, Baig, & Zhang, 2022). Similarly, IC indicates with the international
cooperation index; there, we do not have its natural log. However, this study proposes some key
hypotheses concerning association of explained and explanatory variables. Firstly, this study supposes
that gross domestic product (GDP) significantly contributes to carbon emissions and causes of hurdle for
CN (Jiakui, Abbas, Najam, Liu, & Abbas, 2023; Zafar, Shi, Yang, Abbas, & Chen, 2022). This connection
would happen due to its scale effect on Chin’s economy, and its slope will be (β > 0). Similarly, the fertility
rate may be suitable for selected environmental model and may cause a decline in other non-productive
expenditure to childcares expenditures; therefore, its slope will be by (β < 0). Moreover, ERT may be
suitable for the emerging economy’s environment (Talib Hussain, Abbas, Li, Aman, & Ali, 2017; Y. Li, Al-
Sulaiti, Dongling, Abbas, & Al-Sulaiti, 2022; X. Zhang et al., 2022; Zhuang et al., 2022). Due to the massive
usage of dirty inputs by firms in the production process there may be a chance of rising emissions; thus,
the current research supposes that it would cause environmental pollution (β > 0). 2.2. Model Construction: Likewise, international In equation 2, LCN, LGDP, LFR, LET, and LTax are denoted with the natural log of carbon neutrality, gross
domestic products, fertility rate, environment-related technologies, and environmental taxes (Abbas et al.,
2020; X. Li, Abbas, Dongling, Baig, & Zhang, 2022). Similarly, IC indicates with the international
cooperation index; there, we do not have its natural log. However, this study proposes some key
hypotheses concerning association of explained and explanatory variables. Firstly, this study supposes
that gross domestic product (GDP) significantly contributes to carbon emissions and causes of hurdle for
CN (Jiakui, Abbas, Najam, Liu, & Abbas, 2023; Zafar, Shi, Yang, Abbas, & Chen, 2022). This connection
would happen due to its scale effect on Chin’s economy, and its slope will be (β > 0). Similarly, the fertility
rate may be suitable for selected environmental model and may cause a decline in other non-productive
expenditure to childcares expenditures; therefore, its slope will be by (β < 0). Moreover, ERT may be
suitable for the emerging economy’s environment (Talib Hussain, Abbas, Li, Aman, & Ali, 2017; Y. Li, Al-
Sulaiti, Dongling, Abbas, & Al-Sulaiti, 2022; X. Zhang et al., 2022; Zhuang et al., 2022). Due to the massive
usage of dirty inputs by firms in the production process there may be a chance of rising emissions; thus,
the current research supposes that it would cause environmental pollution (β > 0). Likewise, international Page 9/29 Page 9/29 cooperation is a key solution to fighting ecological concerns. Since the last three decades, the globe has
tried to settle sustainability targets, but they don’t help each other for it because every economy has the
ambition to compete with the world via economic progress at any cost of environmental damage. Consequently, this study supposes that IC may contribute to emissions, and its slope will be positive (β >
0). Finally, environmental taxes (Tax) would be a key solution for environmental sustainability and it
supposes that this factor would contribute (β < 0) to carbon neutrality. Consequently, this study supposes that IC may contribute to emissions, and its slope will be positive (β >
0). Finally, environmental taxes (Tax) would be a key solution for environmental sustainability and it
supposes that this factor would contribute (β < 0) to carbon neutrality. Similarly, Figure 2 presents the overall flow of the estimation strategy. 2.2. Model Construction: However, the study begins with the
Augmented Dickey-Fuller (ADF) and Phillips-Perron (PP) unit root test to identify whether the data is
integrated. Both mentioned UR tests unable to elaborate on structural breaks in the data; to identify this
issue, this study also employed the Zivot unit root test. Furthermore, to check out the long-run relationship
among selected variables, the current study uses the ARDL bound test, Bayer-Hanck test, and fisher
cointegrations for the time series data. Such interesting outcomes make it necessary to use an advanced
econometric technique for robust results (Abbasi, Abbas, & Tufail, 2021; Abbasi, Adedoyin, Abbas, &
Hussain, 2021; Raza Abbasi et al., 2021). Therefore, this study adopts the novel estimation strategy
proposed by (Jordan & Philips, 2018). This estimation technique aims to resolve all problems faced by
the old ARDL model (Iorember, Iormom, Jato, & Abbas, 2022). It has various advantages over old ARDL,
such as estimating, plotting forecasts (Jordan & Philips, 2018). However, the general form of the dynamic
ARDL can be presented as, LCNt = β0 LCO2, t-2 + β1 LGDPt + β2 LGDPt-2 + β3 LFRt + β4 LFRt-2
+ β5 LETt + β6 LETt-2 + β7 ICt + β8 ICt-2
+ β9 LTaxt + β10 LTaxt-2 + ϵt (3) (3) However, for the robustness, this study also employs the FMOLS, DOLS, and ARDL tests. Beside, to check
out the causal association, we employ the BC-Spectral Granger causality test by (Breitung & Candelon,
2006). However, for the robustness, this study also employs the FMOLS, DOLS, and ARDL tests. Beside, to check
out the causal association, we employ the BC-Spectral Granger causality test by (Breitung & Candelon,
2006). 3- Results And Discussion Note: The critical values are significant at the 1% level. 3- Results And Discussion Table 6 consists of data integration results by ADF and PP unit root tests. According to the given
outcomes, all selected variables are integrated at 1st difference. Similarly, both tests cannot check out the
structural break in data; therefore, we employ the Zivot unit root test. Table 6: ADF and PP unit root tests Page 10/29 Variable
ADF unit root
PP unit root
Level
1st difference
Level
1st difference
LCO2
-1.0547
-4.4186*
-1.0442
-4.4248*
LGDP
-2.4364
-5.6305*
-2.9184
-4.7702*
LFR
-0.7922
-11.080*
-14348
-3.3729**
LET
-2.7144
-7.1560*
-2.6556
-7.2639*
IC
-2.0877
-4.9622*
-2.0025
-4.1108*
LTax
-2.5264
-4.4091*
-2.3776
-4.5285*
** h
h
i
ifi
l
l
1%
d 5%
i
l Note: * and ** show the significance level at 1% and 5%, respectively. Similarly, Table 7 presents the Zivot unit root test's outcome and finds the different structural breaks at
intercept and trend for each variable. Similarly, Table 7 presents the Zivot unit root test's outcome and finds the different structural breaks at
intercept and trend for each variable. Table 7: Zivot Unit root test
Intercept
Trend
Variable
Value
Break
Value
Break
LCO2
-4.2806*
2014
-4.1968*
2011
LET
-3.9962*
1996
-4.2734*
2000
LFR
-6.9031*
2012
-7.1928*
1999
LGDP
-1.5345**
2005
-4.0048*
2015
IC
-2.7435*
2014
-6.8128*
2013
LTax
-3.1465*
1997
-3.9425*
2006
Note: * and ** show the significance level at 1% and 5%, respectively. Note: * and ** show the significance level at 1% and 5%, respectively. Note: * and ** show the significance level at 1% and 5%, respectively. Table 8 shows the results of long-run cointegration among selected variables. The upper part of Table 8
shows the ARDL bound test outcomes, while the lower part shows the cointegration results by the Bayer-
Hanck cointegration test. Estimated outcomes reject the null hypothesis of no cointegration among
variables and accept the Alternative hypothesis that long-term cointegration exists. Table 8: Cointegration Tests Table 8: Cointegration Tests Page 11/29 Upper Part
Test Statistic
Value
F-statistic
6.4986
Critical Value Bounds
Significance Level
Lower Bound
Upper Bound
10%
2.26
3.35
5%
2.62
3.79
1%
3.41
4.68
Lower Part
EG-JOH
EG-JOH-BOBDM
Cointegration
13.856*
47.3549*
Yes Upper Part
Test Statistic
Value
F-statistic
6.4986
Critical Value Bounds
Significance Level
Lower Bound
Upper Bound
10%
2.26
3.35
5%
2.62
3.79
1%
3.41
4.68
Lower Part
EG-JOH
EG-JOH-BOBDM
Cointegration
13.856*
47.3549*
Yes
Note: The critical values are significant at the 1% level. 3.1. Model Stability tests However, to move forward for long-term association among selected variables via D-ARDL, FMOLS,
DOLS, CCR, and ARDL estimators, here it may be fascinating if this study provides a piece of the evidence
whether the selected model is stable or not. To answer this, we employ various stability tests, and all of
them verify our selected model is stable. Table 9: Model Stability Tests There may be a possibility that if the fertility rate increased,
that would cause more expenditure on child care and less on other energy-intensive activities. Consequently, a rise in fertility rate would cause emissions reduction and support the carbon neutrality
concept. Secondly, an increase in the fertility rate would cause tightness in budget constraint and insist to
use on productive work. Nowadays, parents prioritize investing more and more in a child’s education. Accordingly, the cost of education may cause of reduction in expenditures on other activities that bring
eco-friendly consumption patterns. Thus, from this outcome, it is clear that an increase in fertility rate
would be a supportive instrument for CN. Therefore, to achieve CN, it is necessary to increase the
population in China. This outcome is in line with the study of China (L. Yang, Hu, & Wei, 2023). that would cause more expenditure on child care and less on other energy-intensive activities. Consequently, a rise in fertility rate would cause emissions reduction and support the carbon neutrality
concept. Secondly, an increase in the fertility rate would cause tightness in budget constraint and insist to
use on productive work. Nowadays, parents prioritize investing more and more in a child’s education. Accordingly, the cost of education may cause of reduction in expenditures on other activities that bring
eco-friendly consumption patterns. Thus, from this outcome, it is clear that an increase in fertility rate
would be a supportive instrument for CN. Therefore, to achieve CN, it is necessary to increase the
population in China. This outcome is in line with the study of China (L. Yang, Hu, & Wei, 2023). However, environmental-related technology (ERT) is positively associated with CO2 emissions. It refers to
a 1% rise in this factor would cause to increase in environmental pollution by 0.026% in China. In simple
words, this factor does not play a supportive role in mitigating environmental stress. This outcome can be
supported with some authentic evidence. As discussed in early paragraphs, at this stage of economic
progress, China tries to export maximum output via the trade sector while the environmental-related
technologies are not perfectly mature to secure EQ. Therefore, ERT does not help enough to reduce
traditional energy use and causes environmental deterioration at this stage of China's progress. Thus, the
key point is that ERT is directly associated with clean and green energy adoption, which may secure the
environment in the future. Table 9: Model Stability Tests In order to investigate the long-run impact among the selected variables, this study employs a series of
econometric tests, and D-ARDL is one of them. Estimated outcomes show the positive association of the
gross domestic product with explained variable. It implies that a 1% change in this factor would cause to
increase in environmental pollution by 0.048% in China. There are several logics behind the scene. Firstly,
economic growth may affect the environmental quality (EQ) by scale and technique effect. If the scale
effect becomes dominant on the technique effect, it could cause ED and vice versa. At this stage in China,
the Scale effect is prevalent in the China economy and generates long-run missions. Secondly, there may
be another logic that, at this stage, it causes industrial development at the cost of massive emissions. Undoubtedly, an immense amount of energy is being utilized in industrial activities, raising CO2
emissions. However, emerging economies mostly use natural resources in gigantic amounts for their
industrial and economic purposes (Abbas et al., 2020; Al Halbusi, Al-Sulaiti, Abbas, & Al-Sulaiti, 2022;
Asad, Abbas, Irfan, & Raza, 2017; Azadi et al., 2021; Farzadfar et al., 2022; Ge et al., 2022). In this
scenario, they focus on infrastructure development based on energy-intensive activities and, as a result,
cause emissions (Geng et al., 2022; Touseef Hussain et al., 2021). In concluding remarks, it may be
noteworthy that china's economic model is resource-intensive, and many other emerging economies are
following this. However, this outcome is in line with the study of the Iranian economy (Shabani &
Shahnazi, 2019). Similarly, the fertility rate is another influential factor for carbon neutrality. The outcome shows the
inverse association of FR with CO2 emissions. It infers that a 1% rise in this factor would cause a decline
in emissions by -1.375%. Some facts can explain the inverse association. Firstly, the fertility rate and
household resources are directly associated. There may be a possibility that if the fertility rate increased,
that would cause more expenditure on child care and less on other energy-intensive activities. Similarly, the fertility rate is another influential factor for carbon neutrality. The outcome shows the
inverse association of FR with CO2 emissions. It infers that a 1% rise in this factor would cause a decline
in emissions by -1.375%. Some facts can explain the inverse association. Firstly, the fertility rate and
household resources are directly associated. Table 9: Model Stability Tests Table 9: Model Stability Tests Table 9: Model Stability Tests y
Test
Value. Prob. Value. Ramsey RESET Test
1.9054
0.068
BG-LM Test
2.2168
0.699
Breusch-Pagan-Godfrey
2.0567
0.105
Glejser Test
2.1441
0.093
ARCH Test
1.0927
0.287
White Test
1. 6210
0.099 over, CUSUM and CUSUM square also validate by the graph that the selected Moreover, CUSUM and CUSUM square also validate by the graph that the selected model is stable (Figure
3). Similarly, Figure 4 shows the stability model by recursive graphs for the selected Moreover, CUSUM and CUSUM square also validate by the graph that the selected model is stable (Figure
3). Similarly, Figure 4 shows the stability model by recursive graphs for the selected 3.2. Long run Results Dynamic ARDL estimator Page 12/29 In order to investigate the long-run impact among the selected variables, this study employs a series of
econometric tests, and D-ARDL is one of them. Estimated outcomes show the positive association of the
gross domestic product with explained variable. It implies that a 1% change in this factor would cause to
increase in environmental pollution by 0.048% in China. There are several logics behind the scene. Firstly,
economic growth may affect the environmental quality (EQ) by scale and technique effect. If the scale
effect becomes dominant on the technique effect, it could cause ED and vice versa. At this stage in China,
the Scale effect is prevalent in the China economy and generates long-run missions. Secondly, there may
be another logic that, at this stage, it causes industrial development at the cost of massive emissions. Undoubtedly, an immense amount of energy is being utilized in industrial activities, raising CO2
emissions. However, emerging economies mostly use natural resources in gigantic amounts for their
industrial and economic purposes (Abbas et al., 2020; Al Halbusi, Al-Sulaiti, Abbas, & Al-Sulaiti, 2022;
Asad, Abbas, Irfan, & Raza, 2017; Azadi et al., 2021; Farzadfar et al., 2022; Ge et al., 2022). In this
scenario, they focus on infrastructure development based on energy-intensive activities and, as a result,
cause emissions (Geng et al., 2022; Touseef Hussain et al., 2021). In concluding remarks, it may be
noteworthy that china's economic model is resource-intensive, and many other emerging economies are
following this. However, this outcome is in line with the study of the Iranian economy (Shabani &
Shahnazi, 2019). Table 9: Model Stability Tests By having this response of ERT toward carbon neutrality, the policymakers may Page 13/29 Page 13/29 not refer to it as a security instrument for CN in China's emerging economy. Therefore, higher authorities
and analysts should rethink their environmental policies and try to achieve a carbon peak by 2030. This
outcome is in line with the study of China (Gu, Zhao, Yan, Wang, & Li, 2019). International cooperation (IC) performs well across the border to limit environmental issues, mainly in the
COVID-19 challenges (Q. Liu, Qu, Wang, Abbas, & Mubeen, 2021; Su et al., 2022; Yu, Abbas, Draghici,
Negulescu, & Ain, 2022). Therefore, the present study also tries to add this exciting factor as a key
instrument for carbon neutrality. Unfortunately, the given coefficient value shows an increasing trend in
emissions by 0.038% due to a unit change in IC. From this outcome, it is clear to the world that IC is not at
the forefront policy agenda. There are different logics for why IC has no diminishing effect on CO2
emissions. Firstly, there has been an unprecedented rise in societies, and their human & economic
activities are directly linked with weather or climate change. Secondly, domestic and across-the-border
countries cannot wait for a long time to see benefits in the future. However, they tried to invest more and
more in development activities and believed climate change would automatically adjust over time. Thirdly, some economies want a deep dose of climate change up to a certain point; Russia has both
i
lt
l
d f
t
t
th t
li
t
iti
I
d
t
i
t
t f
l
ti
h International cooperation (IC) performs well across the border to limit environmental issues, mainly in the
COVID-19 challenges (Q. Liu, Qu, Wang, Abbas, & Mubeen, 2021; Su et al., 2022; Yu, Abbas, Draghici,
Negulescu, & Ain, 2022). Therefore, the present study also tries to add this exciting factor as a key
instrument for carbon neutrality. Unfortunately, the given coefficient value shows an increasing trend in
emissions by 0.038% due to a unit change in IC. From this outcome, it is clear to the world that IC is not at
the forefront policy agenda. There are different logics for why IC has no diminishing effect on CO2
emissions. Table 9: Model Stability Tests Firstly, there has been an unprecedented rise in societies, and their human & economic
activities are directly linked with weather or climate change. Secondly, domestic and across-the-border
countries cannot wait for a long time to see benefits in the future. However, they tried to invest more and
more in development activities and believed climate change would automatically adjust over time. Thirdly, some economies want a deep dose of climate change up to a certain point; Russia has both
agricultural and forest sectors that are climate sensitive. In order to remain constant for a long-time such
economy wants warm weather. Fourthly, economies across the globe do not have an equal interest in
fighting climate change. These are the four reasons international cooperation worldwide, especially for
emerging economies like China, is not working well. Therefore, all economies must pay equal attention to
the fight against climate change. This result is against (M. Liu & Lo, 2021) and in line with (Paroussos et
al., 2019). Finally, environmental taxes (Tax) are another factor for the carbon neutrality concept. This factor has a
surprising association with explained variable, which implies that a 1% rise in this factor would cause a
decline in emissions by 0.051%. For instance, an inverse association may help achieve long-term CN. It is
a common phenomenon that a tax increase would decrease environmental pollution. In order to minimize
the negative externalities, firms use advanced or eco-friendly technologies for their business activities. H
i
l
d
l
i
h k
di
i
f
’
i
SDG Finally, environmental taxes (Tax) are another factor for the carbon neutrality concept. This factor has a
surprising association with explained variable, which implies that a 1% rise in this factor would cause a
decline in emissions by 0.051%. For instance, an inverse association may help achieve long-term CN. It is
a common phenomenon that a tax increase would decrease environmental pollution. In order to minimize
the negative externalities, firms use advanced or eco-friendly technologies for their business activities. However, strict rules and regulations are the key directions for government’s commitment to SDGs. Therefore, such revenue must allocate to research & development activities or eco-friendly technologies
and inputs to attain the CN. The obtained result also verifies the outcomes of (P. Li, Lin, Du, Feng, & Zuo,
2021; Z. Li & Zhao, 2017; Xiao, Niu, Guo, & Xu, 2015). Table 9: Model Stability Tests Therefore, such revenue must allocate to research & development activities or eco-friendly technologies
and inputs to attain the CN. The obtained result also verifies the outcomes of (P. Li, Lin, Du, Feng, & Zuo,
2021; Z. Li & Zhao, 2017; Xiao, Niu, Guo, & Xu, 2015). Table 10: Results of D-ARDL Estimator Page 14/29 Variable
Coefficient
Std. Error
T-Value
Prob. Value
CO2 t-1
-0.6916**
0.2521
-2.74
0.013
LGDP
0.0484*
0.1530
0.32
0.005
LFR
-1.3752*
0.7076
-1.94
0.001
LET
0.0260**
0.0661
0.39
0.025
IC
0.0381*
0.1629
0.23
0.000
LTax
-0.0511**
0.0418
-1.22
0.043
Cons. 0.8696*
0.5817
1.49
0.002
R2
0.973
Adjusted R2
0.965
F-Statistics
111.17 (0.000)
Note: * and ** shows the significance level at 1% and 5%, respectively. Note: * and ** shows the significance level at 1% and 5%, respectively. s the real variation between the explained and explanatory variables of the Similarly, Figure 4 shows the real variation between the explained and explanatory variables of the
selected model. These graphs have been made on a 10% increase or decrease in dependent variable due
to natural variation in explanatory variables. However, graphs 1, 2, 3, 4, and 5 are from IC, Tax, ET, FR, and
GDP. 3.3. Robust Check by Autoregressive Distributive Lag (ARDL) estimator Table 11 demonstrates the estimated outcomes by the ARDL estimator to validate the finding of D-ARDL. In light of the estimated results, no more significant difference was found between the prior and current
investigation for the specified model. However, according to the given value of cointEq(-1), there will need
less than half a year to converge from the short to the long run. Moreover, due to a significant change in
GDP, ET and IC would increase emissions by 0.391%, 0.317%, and 0.040%, respectively. Furthermore,
0.649% and 0.114% decline in emissions via a 1% increase in FR and environmental taxes in China. Table 11: Results of ARDL estimator Page 15/29 Variable
Coefficient
Std. Error
T-Value
P-value
Short Run Results
LGDP
0.1490*
0.0553
2.6925
0.013
LFR
-0.6490*
-0.6490
-4.3982
0.000
LET
0.0351**
0.0377
0.9306
0.041
IC
0.0154***
0.0738
0.2088
0.051
LTax
-0.1144***
0.0659
-1.7358
0.097
CointEq(-1)
-0.3802*
0.1237
-3.0733
0.005
Long Run Results
LGDP
0.3919*
0.0450
8.6933
0.000
LFR
-1.7068*
0.5564
-3.0676
0.005
LET
0.3178
0.1817
1.7483
0.050
IC
0.0405
0.2009
0.2017
0.000
LTAX
-0.0618
0.1338
-0.4618
0.005
C
2.1543
0.2324
9.2669
0.000
R2
0.988
Adjusted R2
0.984
F-Statistics
235.686* (0.000) Note: * and ** shows the significance level at 1% and 5%, respectively. 3.5. BC- spectral Granger Causality Analysis It is exciting to run an advanced granger causality test, which employs the Breitung and Candelon
causality test. Figure 5 shows the results of the granger causality test. The results show a red line for α =
5% and a green line for α = 10%. However, there exists a uni-directional causal association between GDP
to carbon emissions. This infers that any significant change in economic progress would cause
environmental pollution in China. Furthermore, there exists a one-way causal relationship between CO2
emissions to fertility rate, while the feedback hypothesis does not exist for FR to carbon emissions. Similarly, according to the given results, no causal association exists between RET and emissions level
and vice versa. Moreover, a similar association has been observed in environmental taxes and
international cooperation with emissions. 3.4. Dynamic Estimation of the Selected Model In order to robust check, this study also uses three techniques: FMOLS, DOLS, and CCR estimators. Table
12 does not show any variation concerning the association between dependent and independent
variables. Once again, we can say GDP, ET, and international cooperation are increasing emissions, while
vice versa for fertility rate and environmental taxes. In concluding remarks, all estimators show the same
association. It would be a right direction for legislators to rethink implemented policies and try to achieve
zero emissions by 2060. Table 12: Results of FMOLS, DOLS, and CCR estimators Page 16/29 Variable
FMOLS
DOLS
CCR
Coefficient
Std. Error
Coefficient
Std. Error
Coefficient
Std. Error
LGDP
0.4248*
0.0091
0.4248*
0.0112
0.4252*
0.0103
LFR
-0.5833*
0.0813
-0.5788*
0.0822
-0.5781*
0.0746
LET
0.0715*
0.0191
0.0722*
0.0236
0.0717*
0.0281
IC
0.0731*
0.0290
0.0720*
0.0360
0.0745*
0.0353
LTAX
-0.0099***
0.0148
-0.0105***
0.0182
-0.0108***
0.0208
C
2.0930*
0.0434
2.0917*
0.0536
2.0890*
0.0539
R2
0.969
0.969
0.9689
Adjusted R2
0.962
0.963
0.9624
e: * and ** shows the significance level at 1% and 5% respectively Note: * and ** shows the significance level at 1% and 5%, respectively. Note: * and ** shows the significance level at 1% and 5%, respectively. 4- Conclusion And Policy Recommendations This paper aims to investigate the leading factors of carbon neutrality in China over the period of 1990 to
2020. Here we use a series of econometric techniques to analyze the proposed objectives. In a nutshell,
GDP, environmental technologies, and international cooperation are increasing environmental damage. On the other hand, fertility rate and environmental taxes significantly contribute to environmental
sustainability. Moreover, the current study also employs the Breitung and Candelon causality test to
investigate the causal association among selected variables. The estimated results show the one-way
causal association between GDP to CO2 and emissions to fertility rate in the selected region. Moreover, this study proposes some imperative policy implications for zero emissions. Firstly, economic
growth has a positive association with CO2 emissions. From a policy perspective, there is need of time to Page 17/29 Page 17/29 focus more on green economic growth and allocate resources to eco-friendly sectors. However, investing
in sustainable production and consumption patterns is crucial to secure sustainability. At this stage scale,
effect is dominant, and there is a need to introduce advanced green technologies, which may reduce the
level of emissions in China. Moreover, in this progress, skilled labor would be able to respond well. Moreover, the fertility rate performs well in reducing emissions, but there are some key suggestions to
decline emissions further. It may be suitable for sustainability if higher authorities consider household
consumption patterns and insist on consuming less emitter goods and services. Likewise, there is a need
to improve the tax ratio on low and high-carbon products and invest revenue into clean and green
projects. However, it would be a good policy if higher authorities regulated society’s development and
tried to provide eco-friendly facilities for the new generation. In addition, there is a need to offer
environment-related subjects, which may provide long-term sustainability to future generations. However,
the outcomes for environment-related technologies (ERT) with emissions are shocking. China has not
shifted its economic and human activities to clean and green inputs. Similarly, China needs proper to
introduce eco-friendly technologies in businesses and other economic activities. Moreover, there is a need
to allocate some budget to sustainable and green research and development activities that may produce
skilled labor. Such activities must be designed in environmental technologies to attain a friendly
environment in the long-run. Similarly, international cooperation (IC) does not show any satisfactory contribution to zero emissions. 4- Conclusion And Policy Recommendations However, numerous initiatives for environmental sustainability have been taken, such as Kyoto Protocol,
Paris Agreement and SDGs, but the issue remains constant. Therefore, economies across the border
should cooperate in fighting for zero emissions. At this time, every economy wants to achieve maximum
growth at any cost of environmental damage. Simply put, only an agreement or commitment sig on a
draft is not a solution for carbon neutrality. Therefore, countries must work together for environmental
sustainability. Furthermore, environmental taxes (tax) also perform well in reducing carbon emissions
and boosting sustainable development. Therefore, implementing a tax would cause zero emissions due
to environmental awareness, green businesses, green production, resource allocation, and green growth in
China. In addition, it is typical behavior of product suppliers; if higher authorities tax its wastage, this firm
may use energy-efficient technologies and ultimately zero emissions. In contrast, there may be a chance
in China that prices will go up due to heavy taxes and may slow economic progress. Thus, such
economies should try to shift their production sector to clean and green energies. Page 18/29
However, this study is not free from limitations. Firstly, the current research does not include some critical
factors like green energy. Because in five-year development plan green energy investment has taken a
main place and China is investing in green energy projects. Therefore, future researchers should include
renewable energy investment in their environmental models. Besides, some social and political factors
have not been included in this analysis because of regression conditions. It would be good to investigate
the heterogeneous impact on environmental quality if future studies included population aging,
corruption, external conflicts, etc. Furthermore, there is another future direction that coming studies must
consider the other proxies for environmental degradation except for emissions, which may produce
different results for the same indicators. Finally yet importantly, future studies should investigate the Page 18/29 Page 18/29 same model in other emerging economies like India, Brazil, South Africa, and Russia and try to validate
our outcomes. same model in other emerging economies like India, Brazil, South Africa, and Russia and try to validate
our outcomes. Funding: We have not received any funding to execute this research study, the rigorous procedure of collecting
data, and other associated processes to conduct this study. We have not received any funding to execute this research study, the rigorous procedure of collecting
data, and other associated processes to conduct this study. Consent for publication: Consent approved by the authors for publication of this article. Consent for publication: Consent approved by the authors for publication of this article. Conflict of interest statement: The authors are well informed and declared no competing interests. Abbreviations CN: Carbon Neutrality, GDP: Gross domestic product, UN: the United Nations, FR: Fertility rate, CO2:
Carbon emissions, ERT: Environmental-related technologies, IC: International cooperation, D-ARDL:
Dynamic Auto-regression Distributive Lag model, FMOLS: Fully-Modified Ordinary Lest Square, DOLS:
Dynamic Ordinary Least Square, CCR: Canonical Correlation Regression, VIF: Variance Inflation factor, PP:
Phillips-Perron unit root, ADF: Augmented Dickey Fuller unit root, B-C test: Breitung and Candelon
causality test. DECLARATION SECTION Data Availability Statement Availability of data and material: Data is available at the request from the corresponding author. Funding: References 1. Abbas, J., Zhang, Q., Hussain, I., Akram, S., Afaq, A., & Shad, M. A. (2020). Sustainable Innovation in
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Figure 2
Estimation strategy chart flow Figure 2 Estimation strategy chart flow Estimation strategy chart flow Page 26/29 Figure 3 2: Graph for CUSUM and CUSUM-Square 2: Graph for CUSUM and CUSUM-Square Figure 4
3: Recursive Estimates Graph Page 27/29
Figure 4
3: Recursive Estimates Graph Figure 4 3: Recursive Estimates Graph 3: Recursive Estimates Graph Page 27/29 Figure 5 Figure 5 4: Graphical Presentation of Dynamic ARDL 4: Graphical Presentation of Dynamic ARDL 4: Graphical Presentation of Dynamic ARDL Page 28/29 ure 6 Figure 6 Figure 6 5: Results of B-C Granger Causality test Page 29/29 Page 29/29
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Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology
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NORWEGIAN JOURNAL OF GEOLOGY Vol 97 Nr. 4
https://dx.doi.org/10.17850/njg97-4-04 Age and palaeoenvironment of the Utsira Formation
in the northern North Sea based on marine palynology Stijn De Schepper1,2 & Gunn Mangerud1 1 Department of Earth Science, University of Bergen, P.O. Box 7803, N–5020 Bergen, Norway. 2Uni Research Climate, Bjerknes Centre for Climate Research, Jahnebakken 5, N–5007 Bergen, Norway. E-mail corresponding author (Stijn De Schepper): stijn.deschepper@uni.no The Utsira Formation is a major player in the carbon capture and storage on the Norwegian Shelf. Although this northern North Sea unit has
been subjected to several geological and monitoring studies, its lateral distribution and stratigraphic position are still not fully understood. This
unit was considered to be late Neogene and deposited in neritic environments on the Norwegian Shelf, in an area from the Viking Graben to the
Tampen Spur. Here, we present marine palynomorph (dinoflagellate cysts, acritarchs) data extracted mainly from cutting samples of eight industry
wells that cover the entire distribution area of the Utsira Formation to provide an age and palaeoenvironmental reconstruction for this unit. We
conclude that deposits classified as Utsira Formation are Late Miocene/Early Pliocene to Early Pleistocene in age. Early Pliocene sediments are
found mainly in the Viking Graben area, whereas sediments with an Early Pleistocene age occur over the entire distribution area of the Utsira
Formation. All sediments were deposited in neritic environments that gradually became shallower from the Early Pliocene to the Pleistocene. At the same time, the dinoflagellate cysts also indicate a cooling that corresponds well with late Neogene global cooling. Precise dating of the
Utsira Formation is difficult, but this can be improved by (1) using samples from cored section (in contrast to using cuttings), (2) a clear and
unquestionable lithological definition of the Utsira Formation and (3) a continuous, calibrated reference section in the Neogene North Sea for
comparison of the bioevents. Keywords: Dinoflagellate cysts, biostratigraphy, palaeoenvironment, Pliocene, Utsira Formation, carbon dioxide storage Electronic Supplement 1: Sample information and palynological raw data. Electronic Supplement 2: Study sites (wells) information, sample position and dinoflagellate cyst and acritarch biostratigraphy Received 30. June 2017 / Accepted 17. November 2017 / Published online 1. January 2018 De Schepper, S. & Mangerud, G. 2017: Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine
palynology. Norwegian Journal of Geology 97, 305–325. https://dx.doi.org/10.17850/njg97-4-04. © Copyright the authors.
This work is licensed under a Creative Commons Attribution 4.0 International License. © Copyright the authors. Introduction (Halland et al., 2011, 2014), seismic characterisation
(Gregersen & Johannessen, 2007), biostratigraphic (e.g.,
Eidvin & Rundberg, 2001) and sequence-stratigraphic
investigations (Galloway, 2002), and carbon dioxide
accumulation (Bickle et al., 2007) and monitoring studies
(Hermanrud et al., 2009). Several geological units on the Norwegian Shelf have
been identified as potential reservoirs for carbon dioxide
storage. In particular, the late Neogene Utsira Formation
saline aquifer in the northern North Sea is considered as
an excellent reservoir (e.g., Halland et al., 2014). As part
of a carbon sequestration programme of Statoil ASA,
carbon dioxide from Jurassic and Tertiary gas reservoirs
has been captured and stored in the Utsira Formation,
a half-open to fully open storage system. Since the start
of carbon dioxide injection, the Utsira Formation has
been the centre of attention for detailed geological study Although the Utsira Formation has been used for CCS
since 1996, its stratigraphic position, lateral distribution
and age remain a matter of debate (e.g., Eidvin et al.,
2013). Originally, Isaksen & Tonstad (1989, p. 54–55)
described the Utsira Formation in its type section
(well 16/1–1, from 1064 to 644.5 m) as follows: “The
formation consists of marine sandstones and claystones. 305 S. De Schepper & G. Mangerud
306 30/6-3
24/12-1
34/4-7
34/4-6
34/7-2
15/9-A-23
25/2-10S
34/7-4
16/1-1
Southern
Utsira Mbr
? Central
Utsira Mbr
Northern
Utsira Mbr
Glauconitic
Utsira Mbr
? ? Investigated wells
Investigated wells, also proposed as
type sections for Utsira Fm members
(Eidvin et al. 2013)
Stratigraphic division of the Utsira Fm
according to Eidvin et al. (2013)
Thickness of
the Utsira Fm
< 50 m
50–100 m
100–150 m
150–200 m
200–250 m
250–300 m
300–350 m
>350 m
Type well
Cental Utsira Member is after
Eidvin and Rundberg (2007)
Tampen
area
United
Kingdom
Norway
Bergen
northern
North
Sea
6˚
5˚
4˚
3˚
2˚
1˚ E
62˚
61˚
60˚
59˚
58˚ N
HYDROCARBON FIELD
SLEIPNER
STATFJORD
SNORRE
VISUND
TORDIS
GULLFAKS
VIGDIS
OSEBERG
642
610
Study
area
907
North
Atlantic
Iceland
Sea
Norwegian
Sea
Viking
Graben
area
TROLL
1
2
3
4 62˚ 642
610
Study
area
907
North
Atlantic
Iceland
Sea
Norwegian
Sea
1
2
3
4 30/6-3
24/12-1
15/9-A-23
25/2-10S
16/1-1
Southern
Utsira Mbr
? Central
Utsira Mbr
Utsira Mbr
? ? Investigated wells
Investigated wells, also proposed as
type sections for Utsira Fm members
(Eidvin et al. 2013)
Stratigraphic division of the Utsira Fm
according to Eidvin et al. Introduction (2013)
Thickness of
the Utsira Fm
< 50 m
50–100 m
100–150 m
150–200 m
200–250 m
250–300 m
300–350 m
>350 m
Type well
Cental Utsira Member is after
Eidvin and Rundberg (2007)
Tampen
area
United
Kingdom
Norway
Bergen
northern
North
Sea
6˚
5˚
4˚
3˚
2˚
1˚ E
61˚
60˚
59˚
58˚ N
HYDROCARBON FIELD
SLEIPNER
TORDIS
GULLFAKS
OSEBERG
610
Viking
Graben
area
TROLL
2
3
4
Figure 1. Thickness map of the Utsira Formation including the location of the studied sites in the northern North Sea. (based on fig. 4–080 in
the CO2 Storage Atlas of the Norwegian Petroleum Directorate at http://www.npd.no/Global/Norsk/3-Publikasjoner/Rapporter/Samleatlas/
Figurer-Figures/Chapter-4/Fig-4-080.pdf and Eidvin et al. 2014a). Distribution of the different members is approximate and based on
Rundberg & Eidvin (2005), Eidvin & Rundberg (2007), Gregersen & Johannessen (2007) and Eidvin et al. (2013, 2014a). The inset map shows
locations of Ocean Drilling Program (Sites 642, 907), Deep Sea Drilling Project (Site 610) and onshore sites mentioned in the text. 1 – Tjörnes
Section (Iceland), 2 – St Erth Beds (SW England), 3 – crag deposits in East England, 4 – Antwerp Harbour (northern Belgium). Bergen Norway Thickness of
the Utsira Fm Thickness of
the Utsira Fm 60˚ 25/2-10S Figure 1. Thickness map of the Utsira Formation including the location of the studied sites in the northern North Sea. (based on fig. 4–080 in
the CO2 Storage Atlas of the Norwegian Petroleum Directorate at http://www.npd.no/Global/Norsk/3-Publikasjoner/Rapporter/Samleatlas/
Figurer-Figures/Chapter-4/Fig-4-080.pdf and Eidvin et al. 2014a). Distribution of the different members is approximate and based on
Rundberg & Eidvin (2005), Eidvin & Rundberg (2007), Gregersen & Johannessen (2007) and Eidvin et al. (2013, 2014a). The inset map shows
locations of Ocean Drilling Program (Sites 642, 907), Deep Sea Drilling Project (Site 610) and onshore sites mentioned in the text. 1 – Tjörnes
Section (Iceland), 2 – St Erth Beds (SW England), 3 – crag deposits in East England, 4 – Antwerp Harbour (northern Belgium). NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 307 Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology NORWEGIAN JOURNAL OF GEOLOGY The sandstones are clear to white, often light greenish
and normally very fine to fine-grained, in places medium
to very coarse grained. Occasionally rock fragments and
lignite are found. Introduction The sandstones are separated by soft,
plastic, light greenish claystones and minor siltstones. Glauconite and fossil fragments are common throughout.”
In practice, the unit is generally identified in wells on the
Norwegian Shelf based on gamma-ray logs. This follows
the description by Isaksen & Tonstad (1989), who noted
that the upper and lower boundaries can be identified
based on, respectively, a decrease and an increase in the
gamma-ray response in the type section. When the Skade
Formation underlies the Utsira Formation, identification
of the lower boundary of the Utsira Formation is more
difficult, but is normally marked by a break on the
velocity log (Isaksen & Tonstad, 1989, p. 55). However,
Rundberg & Eidvin (2005) demonstrated an erroneous
correlation between the Utsira and Skade formations
between wells 16/1–1 and 24/12–1. This illustrates the
difficulty in identifying the Utsira Formation using
physical properties since diverse facies characterise
the formation (Gregersen et al., 1997; Galloway, 2002;
Rundberg & Eidvin, 2005). Notwithstanding, sandy units
occurring within the Neogene to Quaternary on the
Norwegian Shelf have been considered to belong to the
Utsira Formation from the Viking Graben to the Tampen
Spur (Fig. 1). Today, the Utsira Formation is considered
to cover an area of at least 75 x 450 km2 with its main,
sandy depocentre reaching 250–300 m thickness in the
Viking Graben. The depocentre stretches out northwards to the Tampen Spur, pinching out between the Oseberg
and Troll Fields (Fig. 1); but recently, an incident near
the Tordis and Visund oil fields (Tampen Spur area),
following injections into sediments that were interpreted
as the Utsira Formation, questioned the presence of this
formation there (Eidvin, 2009; Eidvin & Øverland, 2009). It can be concluded that the use of geophysical properties
alone for identifying this unit may lead to erroneous
correlation and identification. It is thus fair to say that, even today, the Utsira
Formation remains poorly characterised in terms of
lithology, geophysical properties, stratigraphy and
lateral distribution unit within the Late Neogene of the
Norwegian Shelf. Considering this background, it is
not surprising that sediments considered to belong to
the Utsira Formation have been dated using different
methods to the Mid Miocene and Early Pliocene
(Fig. 2). Introduction Several investigations have been undertaken
to understand the stratigraphy and age of the Utsira
Formation, and disentangle it from sandy deposits with
similar geophysical properties on the Norwegian Shelf
(e.g., Galloway, 2002; Eidvin & Rundberg, 2007; Gregersen
& Johannessen, 2007; Eidvin et al., 2013, 2014a). In this
study, we follow the subdivision of the Utsira Formation
by Eidvin et al. (2013). These authors proposed to
subdivide the Utsira Formation into a Southern, Northern
and Glauconitic Utsira Member and presented new type
well sections for each member (Figs. 1, 3, 4; Table 1). This stratigraphic division largely overlaps with Eidvin TimeScale Creator
Epoch
Age/Stage
3
4
5
6
7
8
9
10
11
12
13
14
15
Miocene
Pliocene
Langhian
Serravallian
Tortonian
Messinian
Zanclean
Piacenzian
Isaksen & Tonstad 1989
Eidvin & Rundberg 2001
Isaksen & Ledje 2001
Jordt et al. 1995
Piasecki et al. 2002
Head et al. 2004
Eidvin & Rundberg 2007
Gregersen & Johannessen 2007
AGE OF THE UTSIRA FORMATION
Age
(Ma)
Pleistocene
Gelasian
2
This study
Halland et al. 2014
Rundberg & Smalley 1989
Smalley & Rundberg 1990
Figure 2. Age of the Utsira Formation as reported in the literature and in this study. This summary does not differentiate between the regions
(Tampen area, Viking Graben), or between direct (Rundberg & Smalley, 1989; Smalley & Rundberg, 1990; Piasecki et al., 2002), indirect (Head
et al., 2004) or inferred dating (Isaksen & Tonstad, 1989; Isaksen & Ledje, 2001; seismics study of Jordt et al., 1995; Halland et al., 2014), nor
does it take into account whether the Utsira Formation was partially (cored section only in Piasecki et al., 2002) or entirely (e.g., Eidvin &
Rundberg, 2001, 2007) dated. Epoch
Age/Stage
3
4
5
6
7
8
9
10
11
12
13
14
15
Miocene
Pliocene
Langhian
Serravallian
Tortonian
Messinian
Zanclean
Piacenzian
Isaksen & Tonstad 1989
Eidvin & Rundberg 2001
Isaksen & Ledje 2001
Jordt et al. 1995
Piasecki et al. 2002
Head et al. 2004
Eidvin & Rundberg 2007
Gregersen & Johannessen 2007
AGE OF THE UTSIRA FORMATION
Age
(Ma)
Pleistocene
Gelasian
2
This study
Halland et al. 2014
Rundberg & Smalley 1989
Smalley & Rundberg 1990 Figure 2. Age of the Utsira Formation as reported in the literature and in this study. Introduction This summary does not differentiate between the regions
(Tampen area, Viking Graben), or between direct (Rundberg & Smalley, 1989; Smalley & Rundberg, 1990; Piasecki et al., 2002), indirect (Head
et al., 2004) or inferred dating (Isaksen & Tonstad, 1989; Isaksen & Ledje, 2001; seismics study of Jordt et al., 1995; Halland et al., 2014), nor
does it take into account whether the Utsira Formation was partially (cored section only in Piasecki et al., 2002) or entirely (e.g., Eidvin &
Rundberg, 2001, 2007) dated. S. De Schepper & G. Mangerud
308 Skade Fm
Skade Fm
Utsira Fm
Glauconitic Utsira Member
Utsira Fm
Northern Utsira Member
Southern Utsira Member
No Formal
Name
Isaksen &
Tonstad
(1989)
Eidvin &
Rundberg
(2007)
Central Utsira Member
Eidvin et al. (2013, 2014a)
Skade Fm
Eir Fm
Glauconitic Utsira Member
Utsira Fm
Northern Utsira Member
Southern Utsira Member
Unnamed
Figure 3. Stratigraphic subdivision of late Neogene deposits according to Isaksen & Tonstad (1989) and Eidvin et al. (2013, 2014a). Seismic
units of
Rundberg
&
Eidvin
(2005)
LN-2
LN-1
UH-4
Viking Graben
LATE NEOGENE STRATIGRAPHY OF THE NORTHERN NORTH SEA
NORDLAND GROUP
HORDALAND
GROUP
Group
Fm
58°
S
62°
N
NAUST
Fm
LARK
FORMATION
UTSIRA
FORMATION
Southern
Utsira
Mb
Skade
Fm
Hiatus
Eir Fm
Hiatus
Northern
Utsira
Mb
Glauconitic
Utsira
Mb
Tampen Spur Mb
Hiatus
Tampen Spur
15/9-A-23
24/12-1*
25/2-10S
30/6-3*
34/4-6*
34/4-7
34/7-4
34/7-2
Figure 4. Schematic representation of the late Neogene stratigraphy in the northern North Sea between 58˚ and 62˚N (based on Eidvin &
Rundberg, 2007; Eidvin et al., 2013, 2014a), including the approximate position of the wells investigated in this study. Grey shading in each well
represents the interval analysed for palynology. Asterisk (*) indicates type wells for the different Utsira Formation lithological units according to
Eidvin et al. (2013). NORDLAND GROUP Northern
Utsira
Mb Figure 4. Schematic representation of the late Neogene stratigraphy in the northern North Sea between 58˚ and 62˚N (based on Eidvin &
Rundberg, 2007; Eidvin et al., 2013, 2014a), including the approximate position of the wells investigated in this study. Grey shading in each well
represents the interval analysed for palynology. Asterisk (*) indicates type wells for the different Utsira Formation lithological units according to
Eidvin et al. (2013). & Rundberg (2007), where a Central Utsira Member
was proposed in addition to a Southern, Northern and
Glauconitic Utsira Member (Figs. 1 & 3). Introduction The Central
Utsira Member of Eidvin & Rundberg (2007) separates
a northern and a southern depocentre, and comprises an
eastward-prograding sandy strandplain wedging out into
mudstone-dominated facies to the east (Galloway, 2002;
Rundberg & Eidvin, 2005). In the scheme of Eidvin et al. (2013), the Central Utsira Member is part of the Southern
Utsira Member, meaning that well 24/12–1 belongs to
the Southern Utsira Member. According to Eidvin &
Rundberg (2007), this well would belong to the Central
Utsira Member (Fig. 1). Eidvin et al. (2013, 2014a) also tentatively introduced the Eir Formation (Figs. 3 & 4),
following the erroneous correlation between the Utsira
and Skade formations between wells 16/1–1 and 24/12–1
(Isaksen & Tonstad, 1989; Rundberg & Eidvin, 2005). The
Eir Formation represents sandy sections in the basal part
of the Nordland Group and is found below the Utsira
Formation and above the Skade Formation and the Mid
Miocene unconformity. Finally, a potential type section
for the Tampen Spur Member of the Naust Formation
was suggested by Eidvin et al. (2013) (Fig. 4). In this study, we investigated the marine palynology
(dinoflagellate cysts and acritarchs) in eight wells 309 WEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology NORWEGIAN JOURNAL OF GEOLOGY Table 1. Lithostratigraphy, type well, depth and estimated age for the
units investigated in this study (following Eidvin et al., 2013). Depth:
m RKB – metres below rig floor. al., 2004; De Schepper et al., 2009; Verhoeven et al., 2011;
Grøsfjeld et al., 2014). For dating, we can rely on relatively
high-resolution, late Neogene, biozonation schemes and/
or calibrated stratigraphic ranges of dinoflagellate cysts
and acritarchs for the Norwegian Sea (De Schepper et al.,
2017), the North Sea (Munsterman & Brinkhuis, 2004;
Dybkjær & Piasecki, 2010), the eastern North Atlantic
(De Schepper & Head, 2008a, 2009) and the Iceland
Sea (Schreck et al., 2012). Additionally, because the late
Neogene dinoflagellate cyst record still contains several
extant components, the modern (Marret & Zonneveld,
2003) as well as Pliocene (De Schepper et al., 2011)
understanding of dinoflagellate cyst palaeoecology can be
applied in the case of the Utsira Formation deposits. Formation
Member
Type well
Depth (m
RKB)
Naust Fm. Tampen Spur
Mbr. 34/4–7
1050–1090
Utsira Fm. Glauconitic
Utsira Mbr. Introduction 34/4–6
1210–1250
Northern
Utsira Mbr. 30/6–3
680–750
Southern
Utsira Mbr. 24/12–1
495–730
Eir Fm. 25/2–10S
520–630 Methods Studied wells and samples Studied wells and samples to better understand the time of deposition and
palaeoenvironment of Late Neogene sandy deposits on
the Norwegian Shelf, including the Utsira Formation. The wells were specifically chosen to have a good spatial
coverage of sediments belonging to the different members
of the Utsira Formation as well as the Eir Formation and
Tampen Spur Member (Table 1). Dinoflagellate cysts
and acritarchs can provide detailed age control and
palaeoenvironmental insights for sediments that have
limited or coarse biostratigraphic control in the North Sea
to sub-Arctic North Atlantic (e.g., Head, 1997; Louwye et Cuttings, side-wall core and core samples were
collected from eight industry wells to investigate the Eir
Formation, the different Utsira Formation members and
the Tampen Spur Member (Naust Formation) at their
proposed type wells (Table 2). Samples from well 25/2–
10S (Southern Utsira Member) and from Tampen area
wells 34/7–2 (Glauconitic Utsira Member) and 34/7–4
(’Utsira Formation’) were also analysed for palynology. Three samples from well 15/9–A–23 were reinvestigated Table 2. Location of the eight industry wells investigated in this study with indicated the studied interval, number and type of samples. Samples
were investigated from the Utsira Formation and its bounding lithological units. Depth: m RKB – metres below rig floor. SWC – sidewall core. Source: Norwegian Petroleum Directorate, factpages.npd.no. Asterisk (*) indicates type wells for the different Utsira Formation lithological
units according to Eidvin et al. (2013). Well
Field/Location
Coordinates
Total depth
(m RKB)
Water depth
(m)
Utsira
Formation
depth (m RKB)
Investigated
interval
(depth m)
Samples
Number, type
15/9–A–23
Sleipner Øst
58˚ 22’ 2.05’’ N-
1˚ 54’ 32.06’’ E
5590
86
950–1350
1084.13–1084.99
3
Core
24/12–1*
Gudrun Terrace
59˚ 2’ 29.8’’ N
1˚ 52’ 57.93’’ E
3966
113
497–732
440–750
11
Cutting
25/2–10S
East of
Øst Frigg
59˚ 53’ 11.8’’ N
2˚ 30’ 8.33’’ E
2967
120
475–520
470–570
6
Cutting
30/6–3*
Oseberg
60˚ 34’ 52.9’’ N
2˚ 47’ 1.41’’ E
2940
102
656–892
710–740
3
Cutting
34/4–6*
Snorre
61˚ 34’ 14.1’’ N
2˚ 13’ 19.9’’ E
3282
373.5
1128–1149
1220–1260
4
Cutting
34/4–7
Snorre
61˚ 31’ 9.8’’ N
2˚ 15’ 15.5’’ E
2950
354
1062–1097
1063–1190
8
Cutting & SWC
34/7–2
/
61˚ 17’ 57.2’’ N
2˚ 9’ 40.9’’ E
2475
245
1026–1035
990–1030
3
SWC
34/7–4
/
61˚ 29’ 4.4’’ N
2˚ 8’ 0.3’’ E
3115
319
1034–1115
980–1180
6 S. De Schepper & G. Studied wells and samples Mangerud
310 Well
25/2-10S
Well
15/9-A-23
520 m
570 m
500 m
475 m
Age
Utsira Fm
based on
literature
Middle Miocene to Zancelan
Nordic Seas and eastern
North Atlantic dinoflagellate
cyst and acritarch events
Age of the different studied lithological units
Ma
Period
Epoch
Age/Stage
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
Neogene
Quaternary
Miocene
Pliocene
Pleistocene
Hol. Tortonian
Messinian
Zanclean
Piacenzian
Gelasian
Calabrian
0
0
Tar. Ion. Cyst type I of de Vernal and Mudie (1989)
F. filifera
A. umbraculum
Barssidinium spp. Well
24/12-1
570–580 m
720–730 m
440–450 m
520–530 m
740–750 m
500–510 m
Well
30/6-3
Well
34/4-6
? Well
34/4-7
Southern Utsira Mbr
No Formal Name (NFN)
Nordland Group
LEGEND
Eir Formation
Glauconitic Utsira Mbr
Northern Utsira Mbr
Utsira
Formation
Tampen Spur Mbr (Nordland Group)
most likely
possible
uncertain
Well
34/7-2
Middle Miocene to Zancelan
? ? ? Polarity
Norwegian Sea
ODP Hole 642B
North Atlantic
DSDP Hole 610A
O. tegillatum
R. actinocoronata
B. micropapillata complex
Lavradosphaera crista
O.? eirikinaum
? Utsira
Formation
? ? ? ? Deposition either in Early Pliocene
or Early Pleistocene
Deposition either in Early Pliocene
or Early Pleistocene
Figure 5. Age estimate of the Utsira Formation, Eir Formation and Tampen Spur Member based on dinoflagellate cyst and acritarch
stratigraphy. For comparison, the entire age range of the Utsira Formation as mentioned in the literature is also presented (see Fig. 2 for details). Age of the different studied lithological units Miocene Tortonian Figure 5. Age estimate of the Utsira Formation, Eir Formation and Tampen Spur Member based on dinoflagellate cyst and acritarch
stratigraphy. For comparison, the entire age range of the Utsira Formation as mentioned in the literature is also presented (see Fig. 2 for details). 50% cold nitric acid (HNO3) and/or a short ultrasonic
treatment was carried out on some samples (see
Electronic Supplement 1). Before mounting, the residue
was mixed with a 1% solution of polyvinyl alcohol (PVA)
to prevent clotting, and stained with Safranin-O. It was
then pipetted onto a 32 x 22 mm cover slip, which was
mounted onto the glass microscope slide using glycerine
jelly optical adhesive. to identify additional stratigraphic markers not
reported in Piasecki et al. (2002). Studied wells and samples The sample depth of
cutting samples in the wells must be considered as an
approximate depth since they can represent an interval
of up to 10 m of sediment (i.e., 740–750 m). Dinoflagellate cyst ranges in the Nordic Seas and
North Atlantic Because there is no calibrated reference section in the
North Sea, we used ranges of stratigraphic markers
from independently calibrated (magnetostratigraphy,
marine isotope stratigraphy) sections from nearby sites
in the North Atlantic and Nordic Seas. It is important to
make a comparison with both regions, because recent
investigation has revealed the diachroneity of several
stratigraphic markers between the North Atlantic, Iceland In this chapter and Table 3, we compile the stratigraphic
ranges of several markers from the eastern North
Atlantic Deep Sea Drilling Project (DSDP) Site 610, the
Ocean Drilling Program (ODP) Site 907 in the Iceland
Sea and Site 642 in the Norwegian Sea. Table 3. Compilation of the stratigraphic range of selected markers from the eastern North Atlantic Deep Sea Drilling Project (DSDP) Site 610,
the Ocean Drilling Program (ODP) Site 907 in the Iceland Sea and Site 642 in the Norwegian Sea. Abbreviations: FA – first appearance, LA –
last appearance
Biostratigraphic event
Norwegian Sea
ODP Site 6421
Iceland Sea
ODP Site 9072
eastern North Atlantic
DSDP Site 6103,4
North Atlantic
region compilation
Dinoflagellate cysts
LA Amiculosphaera umbraculum
1.44 Ma
FA Ataxiodinium zevenboomii
5.3 Ma
Not recorded
LA Barssidinium pliocenicum/
Barssidinium graminosum
≤ 3 Ma
4.5 Ma
2.74 Ma
2.1–1.95 Ma
in eastern England5
LA Batiacasphaera hirsuta
5.0 Ma
(5.5 Ma?)
8.4 Ma
/
LA Batiacasphaera micropapillata complex
4.6 Ma
4.6 Ma
3.83 Ma
LA Filisphaera filifera
1.44 Ma
LA Invertocysta lacrymosa
3.27 Ma
4.5 Ma
2.74 Ma
2.7–2.8 Ma3
LA Operculodinium? eirikianum
eirikianum
≤ 3 Ma
4.5 Ma
2.62 Ma
LA Operculodinium tegillatum
4.6 Ma
4.5 Ma
3.71 Ma
FA Operculodinium tegillatum
5.3 Ma
8.9 Ma
continuously from 5.1 Ma
>7.5 Ma in Belgium6
LA Reticulatosphaera actinocoronata
4.6 Ma
4.5 Ma
4.4 Ma7
LA Selenopemphix brevispinosa
4.6 Ma
Late Pliocene e.g. 7,8
Acritarchs
LA Cymatiosphaera? icenorum
≤3 Ma
/
2.14 Ma
1.7 Ma at DSDP
Site 6039
LA Lavradosphaera crista
≤3 Ma
HO: 2.67 Ma,0
HCO: 3.00 Ma
2.9–3.0 Ma9
LA Leiosphaeridium rockhallensis
3.83 Ma
Range Cyst type I of de Vernal & Mudie
(1989)
4.7–4.6 Ma
4.7–4.2 Ma at DSDP
Site 60310
LA "Veriplicidium franklinii" of Anstey
(1992)
5.3 Ma
?5.3 Ma at ODP
Site 98211
References: 1 – De Schepper et al. (2015, 2017), 2 – Schreck et al. (2012), 3 – De Schepper & Head (2008a), 4 – De Schepper & Head (2009), 5 – Head (1993), 6 – Louwye
et al. Data storage Sea and Norwegian Sea (Fig. 5; De Schepper et al., 2015,
2017). The location of the Utsira Formation, roughly
midway between the Norwegian Sea ODP Site 642 and
eastern North Atlantic Site 610, makes the application of
Nordic Seas and/or North Atlantic stratigraphic marker
events sometimes difficult (see further). Sea and Norwegian Sea (Fig. 5; De Schepper et al., 2015,
2017). The location of the Utsira Formation, roughly
midway between the Norwegian Sea ODP Site 642 and
eastern North Atlantic Site 610, makes the application of
Nordic Seas and/or North Atlantic stratigraphic marker
events sometimes difficult (see further). All raw data are presented in Electronic Supplement 1. Palynological laboratory procedure and
microscopy Dinoflagellate cysts and acritarchs were counted using
a Zeiss AxioImager.A2 transmitted light microscope at
the University of Bergen. Each slide was scanned at 400x
magnification until about 200 or more dinoflagellate cyst
specimens were counted or the entire slide was analysed. During this regular count, all encountered acritarchs,
spores, pollen and freshwater algae were also enumerated. Consequently, at least five traverses were scanned at 200x
magnification to look for rare taxa not seen during the
regular count. Samples were processed by Palynological Laboratory
Services Ltd (Holyhead, UK). One Lycopodium clavatum
spore tablet (Batch no. 483.216, n = 18583 ± 1708 spores
per tablet) was added to a specified weight of each sample
prior to chemical degradation. Calcium carbonate and
silica were removed by adding 50% hydrochloric acid
(HCl) and 60% hydrofluoric acid (HF). In between and
after the acid treatments, the sample was sieved through
a 10-μm sieve cloth and collected. Oxidation using References: 1 – De Schepper et al. (2015, 2017), 2 – Schreck et al. (2012), 3 – De Schepper & Head (2008a), 4 – De Schepper & Head (2009), 5 – Head (1993), 6 – Louwye
et al. )2007), 7 – Louwye et al. (2004), 8 – Louwye & De Schepper (2010), 9 – De Schepper & Head (2008b, 2014), 10 – M.J. Head, unpublished data, 11 – Van Ranst (2015). Biostratigraphic ranges of selected dinoflagellate
cysts and acritarchs Dinoflagellate cyst ranges in the Nordic Seas and
North Atlantic NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 311 NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Acritarch ranges in the Nordic Seas and North Atlantic
Ocean Batiacasphaera micropapillata complex has a highest
common occurrence (HCO) at 4.6 Ma in the Norwegian
Sea, with occasional younger occurrences considered
to be reworked (De Schepper et al., 2015, 2017). It has a
HCO at 4.6 Ma in the Iceland Sea (Schreck et al., 2012),
and a LA at 3.8 Ma in the North Atlantic (De Schepper &
Head, 2008a). Cymatiosphaera? icenorum has a LA in the eastern North
Atlantic at around 2.14 Ma and in the western North
Atlantic at around 1.7 Ma (De Schepper & Head, 2014). Lavradosphaera crista has been recorded from the latest
Messinian (c. 5.8 Ma) up to the Late Pliocene around
2.9–3.0 Ma (De Schepper & Head, 2014). Filisphaera filifera ranges up to c. 1.4 Ma in the eastern
North Atlantic (De Schepper & Head, 2008a). Cyst type I of de Vernal & Mudie (1989) has a narrow
stratigraphic range within the Zanclean of the Labrador
Sea (de Vernal & Mudie, 1989) and in the Zanclean of the
Norwegian Sea (4.6–4.7 Ma; De Schepper et al., 2017). In
the western North Atlantic it occurs from 4.7 to 4.2 Ma
(M.J. Head, unpublished data). Invertocysta lacrymosa has a relatively synchronous
LA in the North Atlantic region at around 2.74 Ma (De
Schepper & Head, 2008a). Its range top in the Nordic
Seas is less well defined: in the Iceland Sea it ranges up to
4.5 Ma (Schreck et al., 2012), in the Norwegian Sea ODP
Hole 642B up to 3.27 Ma (De Schepper et al., 2017) or
possibly up to ~2.8 Ma (M. Smelror, unpublished data). “Veriplicidium franklinii” of Anstey (1992) was described
for the first time from the Upper Miocene through
possibly Lower Pliocene of Baffin Bay (Anstey, 1992). It is
known from the Norwegian Sea ODP Hole 642B, where
it occurs from the base of the studied interval at 5.9 Ma
to near the Miocene–Pliocene boundary at 5.3 Ma (De
Schepper et al., 2017). A single occurrence at 4.81 Ma can
be considered as reworking. It is also possibly recorded
between 8.2 and 5.3 Ma in the eastern North Atlantic
ODP Site 982 (as Platycysta spp. in Van Ranst, 2015). Operculodinium? Dinoflagellate cyst ranges in the Nordic Seas and
North Atlantic )2007), 7 – Louwye et al. (2004), 8 – Louwye & De Schepper (2010), 9 – De Schepper & Head (2008b, 2014), 10 – M.J. Head, unpublished data, 11 – Van Ranst (2015). Table 3. Compilation of the stratigraphic range of selected markers from the eastern North Atlantic Deep Sea Drilling Project (DSDP) Site 610,
the Ocean Drilling Program (ODP) Site 907 in the Iceland Sea and Site 642 in the Norwegian Sea. Abbreviations: FA – first appearance, LA –
last appearance Table 3. Compilation of the stratigraphic range of selected markers from the eastern North Atlantic Deep Sea Drilling Project (DSDP) Site 610,
the Ocean Drilling Program (ODP) Site 907 in the Iceland Sea and Site 642 in the Norwegian Sea. Abbreviations: FA – first appearance, LA –
last appearance References: 1 – De Schepper et al. (2015, 2017), 2 – Schreck et al. (2012), 3 – De Schepper & Head (2008a), 4 – De Schepper & Head (2009), 5 – Head (1993), 6 – Louwye
et al. )2007), 7 – Louwye et al. (2004), 8 – Louwye & De Schepper (2010), 9 – De Schepper & Head (2008b, 2014), 10 – M.J. Head, unpublished data, 11 – Van Ranst (2015). 312 S. De Schepper & G. Mangerud Amiculosphaera umbraculum ranges up to c. 1.4 Ma in
the eastern North Atlantic (De Schepper & Head, 2008a). A range top in the Nordic Seas is not available. Reticulatosphaera actinocoronata has a LA at 4.6 Ma in
the Norwegian Sea (De Schepper et al., 2017) and at 4.5
Ma in the Iceland Sea (Schreck et al., 2012), consistent
with its estimated range up to ~4.4 Ma in the North
Atlantic (Louwye et al., 2004). Although this species can
occur as reworked in Lower to Upper Pliocene deposits
(e.g., Louwye & De Schepper, 2010), it can be considered
as a relatively contemporaneous Nordic Seas–North
Atlantic event (De Schepper et al., 2017). Ataxiodinium zevenboomii ranges from the Upper
Miocene into the Pleistocene, but is recovered mainly
from Pliocene deposits (e.g., Head, 1997; Louwye &
Laga, 2008; De Schepper & Head, 2009). Its range in the
Norwegian Sea starts at c. 5.3 Ma near the Miocene–
Pliocene boundary (De Schepper et al., 2017). Dinoflagellate cyst ranges in the Nordic Seas and
North Atlantic Selenopemphix armageddonensis is known from the
Upper Miocene (de Verteuil & Norris, 1996; Louwye,
2002; Dybkjær & Piasecki, 2010) and may be reworked,
but has been recorded in places in the Lower Pliocene of
the North Sea (e.g., Louwye et al., 2004). Barssidinium graminosum and Barssidinium pliocenicum
disappear from the eastern North Atlantic record at
around 2.6 Ma (De Schepper & Head, 2008a, 2009), but
have been reported from shallow deposits as young as
1.95 Ma in southern England (Head, 1993). Selenopemphix brevispinosa is a rare to common,
persistent component of the palynological assemblage
in the Norwegian Sea prior to the 4.6 Ma event (De
Schepper et al., 2017). It also occurs in the Upper
Pliocene of the North Sea (Louwye et al., 2004, 2007). Batiacasphaera hirsuta has a last appearance (LA) in the
Iceland Sea at c. 8.4 Ma in the upper Tortonian (Schreck
et al., 2012), but in the Norwegian Sea it has a persistent
range up to 5.5 Ma, with spot occurrences up to 5.0 Ma
(De Schepper et al., 2017). General considerations and limitations Downhole contamination or caving
Because most investigated samples were (ditch) cutting
samples from industry wells, downhole caving of younger
sediments and their included palynomorphs presents
a problem for dating the Utsira Formation deposits. Caving is the process where the in situ fossil assemblage
is contaminated by stratigraphically younger fossils during
the drilling operation. Especially the identification of first
appearances (or lowest occurrences) can be hampered
by downhole contamination. As a consequence, we have
based our age estimates of the Utsira Formation on
the extinctions or highest occurrences (known as first
downhole occurrences in the industry) identified in the
different wells. Using uncontaminated side-wall cores (e.g.,
in well 34/4–7, 34/7–2) or cored sections (well 15/9–A–23)
has served as a quality control for the studied cuttings. Biostratigraphy and age assessment
The dinoflagellate cysts and acritarch assemblage is
most consistent with a Zanclean age for the studied
interval, as Piasecki et al. (2002) also concluded. Nevertheless, our reinvestigation of three samples
revealed previously unidentified stratigraphic markers
including
Batiacasphaera
micropapillata
complex,
Operculodinium tegillatum, Operculodinium? eirikianum
and Lavradosphaera spp. Together with Reticulatosphaera
actinocoronata and the acritarch Cyst type I of de
Vernal & Mudie (1989), this suggests an Early Pliocene
age, older than 4.6 Ma when using the Nordic Seas
bioevents. The range of Ataxiodinium zevenboomii in
the Norwegian Sea starts at c. 5.3 Ma near the Miocene–
Pliocene boundary, which provides a tentative maximum
for the age of deposition. This is consistent with the
first appearance of Operculodinium tegillatum in the
Norwegian Sea at around 5.3 Ma. However, it must be
noted that Operculodinium tegillatum is also known
from the Upper Miocene in the North Atlantic realm
(>7.5 Ma; Louwye et al., 2007; Schreck et al., 2012). Our
study thus confirms and provides further detail on the
Early Pliocene age proposed by Piasecki et al. (2002). We
estimate the sediment to have been deposited between
5.3 and 4.6 Ma, possibly even entirely at around 4.7–4.6
Ma (Fig. 5). Age estimate limitations due to asynchrony of nearby
extinction events We have compared the biostratigraphic events in the
studied wells mainly with the Nordic Seas extinction
events (ODP Sites 642 and 907) to estimate the ages in
the studied wells. Acritarch ranges in the Nordic Seas and North Atlantic
Ocean eirikianum eirikianum occurs well into
the Upper Pliocene (≤ ~3 Ma) on the Vøring Plateau (De
Schepper et al., 2017) and in the eastern North Atlantic
(up to 2.6 Ma; De Schepper & Head, 2008a), but in the
Iceland Sea it disappears already at c. 4.5 Ma (Schreck et
al., 2012). Operculodinium tegillatum has a LA at 4.6 Ma in the
Norwegian Sea (De Schepper et al., 2017), at 4.5 Ma
in the Iceland Sea (Schreck et al., 2012), and at 3.7 Ma
in the eastern North Atlantic (De Schepper & Head,
2008a). It first appears in the Norwegian Sea at around
5.3 Ma, but was recorded occasionally from c. 8.9 Ma and
continuously from 5.1 Ma in the Iceland Sea (Schreck
et al., 2012). It is also present in the southern North Sea
Basin as Operculodinium antwerpensis in the Upper
Miocene Diest Formation (>7.5 Ma; Louwye et al., 2007). NORWEGIAN JOURNAL OF GEOLOGY 313 NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Results and interpretation israelianum/centrocarpum s.s. and Operculodinium? eirikianum
eirikianum. Ataxiodinium
zevenboomii
and Selenopemphix brevispinosa were recorded in two
samples, as well as several species of Batiacasphaera. One specimen of Selenopemphix armageddonensis in the
lowermost investigated sample could be in situ, but may
also be reworked. Reworking is proven by the presence
of other Miocene taxa such as Cerebrocysta poulsenii,
Hystrichosphaera obscura, Labyrinthodinium truncatum
and Palaeocystodinium sp. General considerations and limitations This conservative approach results
in older age estimates than when North Atlantic
extinctions (DSDP Site 610) would have been used, due
to the diachroneity of the North Atlantic and Nordic
Seas extinction events (De Schepper et al., 2015, 2017). When calibrated extinction events were not available
from the Nordic Seas (e.g., Amiculosphaera umbraculum,
Filisphaera filifera), we had to rely on the North Atlantic
bioevents. The Southern Utsira Member in well 15/9–A–23:
a reinvestigation of Piasecki et al. (2002) The Southern Utsira Member in well 15/9–A–23:
a reinvestigation of Piasecki et al. (2002) Limited reworking of Miocene taxa such as Cerebrocysta
poulsenii, Hystrichosphaera obscura, Labyrinthodinium
truncatum and Palaeocystodinium is observed. The
occurrence of Selenopemphix armageddonensis, known
from the Late Miocene but also recorded in the Early
Pliocene of the North Sea (Louwye et al., 2004), can
either be part of the in situ assemblage or reworked, as
Piasecki et al. (2002) interpreted it. We reinvestigated three of the eight samples from the
study by Piasecki et al. (2002) to look for previously
unidentified stratigraphic markers. It is important to
note that this was a cored section, implying that the
palynological assemblages are not affected by caving. 1.1.1 Palynological assemblage Palaeoenvironment 1.1.1 Palynological assemblage
The palynological assemblage is diverse, recording
minimally 29 dinoflagellate cyst taxa as well as
eight to eleven acritarch taxa per sample. Terrestrial
palynomorphs (bisaccates, small pollen and spores)
are as abundant, or even more abundant than
marine palynomorphs. Concentrations could not
be determined. The dominant dinoflagellate cyst
species are Barssidinium pliocenicum, Barssidinium
graminosum, Operculodinium tegillatum and Spiniferites/
Achomosphaera spp. indet. In places, common species are
Filisphaera filifera, Habibacysta tectata, Operculodinium The sediments were most likely deposited on an open
shelf, at some distance from the coast with almost
no influence of riverine and open ocean waters. The dominance of Spiniferites/Achomosphaera and
high numbers of Barssidinium and Operculodinium
tegillatum in each sample suggest a neritic environment. High abundances of Operculodinium tegillatum are
recorded from water depths of 30–50 m (Kattendijk
Sands, southern North Sea Basin; Louwye et al., 2004;
De Schepper et al., 2009), the outer shelf (ODP 642B,
Vøring Plateau, water depth 1286 m; De Schepper et S. De Schepper & G. Mangerud
314 al., 2015, 2017) to the open ocean settings of the North
Atlantic (ODP Hole 610A, water depth 2417 m; De
Schepper & Head, 2008a) and Iceland Sea (ODP Hole
907A, water depth 2036 m; Schreck et al., 2012). The
high abundance of terrestrial palynomorphs indicates a
proximal coastline, but the (near-)absence of freshwater
algae indicates no freshwater inflow via rivers. The single
occurrence of Impagidinium patulum is the only evidence
for an influence of warm, open ocean waters. Similarly,
Piasecki et al. (2002) concluded with a deposition on the
outer shelf, probably during a transgression, with limited
influence of oceanic water. analytical noise, caving and/or reworking. It crucially
illustrates the difficulty of using this dating method in
the North Sea region (Eidvin et al., 2014b). Palynological assemblage Palynological assemblage
Nine samples were studied from the Southern Utsira
Member (= Central Utsira Member according to Eidvin
& Rundberg, 2007), which likely correspond to the upper
part of the Utsira Formation (Eidvin & Rundberg, 2007). One sample was studied from the underlying No Formal
Name (NFN) unit and one from the overlying Nordland
Group. The dinoflagellate cyst assemblage of the Central
Utsira Member is moderately diverse, recording between
18 and 34 taxa per sample. The NFN unit recorded
22 dinoflagellate cyst taxa and the Nordland Group
sample only 11 taxa. Dinoflagellate cysts and acritarchs
are usually dominant, but terrestrial palynomorphs
outnumber the marine palynomorphs in the upper part
of the Utsira Formation. Also, four taxa of freshwater
algae occur commonly throughout the studied section. Sea surface conditions were most likely temperate and
warmer than at present. The dinoflagellate cyst assemblage
is characterised mainly by extinct thermophilic taxa (e.g.,
Ataxiodinium zevenboomii, Bitectatodinium raedwaldii,
Hystrichokolpoma
rigaudiae),
although
cool-water
tolerant taxa like Bitectatodinium tepikiense, Habibacysta
tectata, Filisphaera filifera and Pyxidinopsis braboi also
occur. The presence of Tuberculodinium vancampoae,
Impagidinium
patulum
and
Melitasphaeridium
choanophorum indicate a sea surface temperature (SST)
higher than present. Tuberculodinium vancampoae is
today a (sub)tropical coastal species that is usually found
in areas with winter SST higher than c. 13°C and summer
SST above 14.5°C (Marret & Zonneveld, 2003). However,
Piasecki et al. (2002) suggested that this species could be
reworked. We cannot prove or disprove this suggestion,
but the presence of Melitasphaeridium choanophorum is
consistent with warmer conditions than at present. This
species was continuously present in the eastern North
Atlantic until ~3 Ma (De Schepper & Head, 2009) and
until ~3.3 Ma in the Norwegian Sea (De Schepper et al.,
2015, 2017). It has been discovered recently in surface
sediments from the Gulf of Mexico, where summer SSTs
are between 26 and 30°C, and winter SSTs are 18 to 25°C
(Limoges et al., 2013). The dominant dinoflagellate cyst species in the Southern
Utsira Member are Habibacysta tectata, Filisphaera
filifera, Operculodinium centrocarpum sensu Wall & Dale
(1966), Operculodinium? eirikianum, Operculodinium
tegillatum and Spiniferites/Achomosphaera spp. Also,
Barssidinium
spp.,
Batiacasphaera
spp.,
Nemato
sphaeropsis labyrinthus, Operculodinium centrocarpum/
israelianum and Reticulatosphaera actinocoronata are
common constituents of the assemblage. Reworked dinoflagellate cysts occur in every sample, but
these were not identified further. Palaeoenvironment The palynological assemblages indicate a neritic (shelf)
environment with low to moderate influence of fresh
water (via rivers) and limited open ocean influence. The neritic environment is indicated by the dominance
of autotrophic, spiniferate, dinoflagellate cysts. Several
heterotrophic species were recorded, but never in high
abundance. Marine palynomorphs (dinoflagellate cysts
and acritarchs) are more abundant than the terrestrial
palynomorphs in the lower part, while this is reversed in
the upper part. Freshwater algae increase in abundance,
and together with the high amount of pollen and spores
indicate a closer proximity to the coast and a riverine
influence in the upper part. The low occurrence of
Impagidinium demonstrates a very limited influence
of oceanic waters. The sample at 540 m (not shown)
contains few dinoflagellate cysts and a major amount
of pollen and spores, suggesting a shoaling of the
environment to a very shallow, near-coastal environment. Stratigraphic dinoflagellate cyst markers such as
Batiacasphaera micropapillata complex, Operculodinium
tegillatum
and
Reticulatosphaera
actinocoronata
disappear from the record at 570 m. While the LA
of the first two taxa in the eastern North Atlantic is
recorded at around 3.7–3.8 Ma, all three taxa disappear
simultaneously from the Nordic Seas at around 4.6
Ma. The range of the acritarch Cyst Type I of de
Vernal & Mudie (1989) between 670 m and 570 m
corroborates an Early Pliocene age, which may be close
to 4.7–4.6 Ma. In the Nordic Seas, these taxa disappear
as a consequence of changed oceanography in the Early
Pliocene (De Schepper et al., 2015). In this well, we
recorded also the HO of Operculodinium? eirikianum
eirikianum and the acritarch Lavradosphaera crista
at 570 m. Because both taxa occur well into the Upper
Pliocene in the North Atlantic and Norwegian Sea, a
hiatus and/or non-deposition due to a major shoaling
environment is interpreted between 570 and 530 m in
this well. Sample 550 m (not shown) is dominated by
terrestrial palynomorphs and plant material in various
stages of degradation but also records Spiniferites,
Bitectatodinium, Filisphaera filifera, Habibacysta tectata
and O. israelianum, together suggesting a shallow-marine
environment. Stratigraphic markers were absent in this
sample. The dinoflagellate cyst assemblage is characterised
by typical Early Pliocene thermophilic species (e.g.,
Melitasphaeridium
choanophorum,
Operculodinium? eirikianum
eirikianum,
Operculodinium
tegillatum)
reflecting temperate conditions. Biostratigraphy and age assessment g
p y
g
The assemblage in the single sample (740 m) from the
NFN unit consists mainly of taxa that also occur in the
overlying Southern Utsira Member. Because this sample
was taken close to the boundary between the NFN and
the Southern Utsira Member (730 m), caving could be
responsible for the presence of Barssidinium pliocenicum,
Batiacasphaera micropapillata complex, Operculodinium? eirikianum
eirikianum
and
Reticulatosphaera
actinocoronata in the NFN. If these species are
nevertheless in situ, they are consistent with an Early
Pliocene (older than 4.6 Ma) to Late Miocene age. The
single specimen of Pentadinium laticinctum could be
consistent with a Late Miocene to earliest Early Pliocene
age, because this species has a highest occurrence (HO)
in the Selenopemphix armageddonensis Zone (7.6–5.0
Ma) of Dybkjær & Piasecki (2010). Labyrinthodinium
truncatum, with a HO in late Tortonian (Schreck et
al., 2012), likely occurs as reworked. The nature of the
samples and cuttings does allow the possibility that
both Labyrinthodinium truncatum and Pentadinium
laticinctum are in place, and thus imply a Miocene age. Comparison with foraminifers and Sr-isotopic data
The marine palynology suggests a time of deposition
during the Early Pliocene, overlapping partly with Late
Miocene to Early Pliocene ages based on foraminifers
(Wilkinson,
1999;
Eidvin
&
Rundberg,
2007). Comparable to the outer-shelf environment concluded
from the dinoflagellate cysts, foraminifers also indicate a
middle- to outer-shelf environment with limited oceanic
influence (Wilkinson, 1999). Strontium isotopic data were obtained from mollusc
fragments, benthic foraminifera, and benthic and
planktonic foraminifera in a core sample at 1080 m
(Eidvin & Rundberg, 2007). Five 87/86Sr ages reported
from in situ specimens exhibit a range between 1.35
and 6.46 Ma for the time of deposition. The oldest age
appears too old for the Early Pliocene age assignment
based on dinoflagellate cysts, whereas other 87/86Sr ages
are much younger at <2.7 Ma. This wide range may be
explained by high-frequency variation in seawater 87/86Sr, 315 NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology NORWEGIAN JOURNAL OF GEOLOGY Since these samples correspond to the upper part of the
Utsira Formation (Rundberg & Eidvin, 2005; Eidvin et
al., 2014a), the lower succession of the Utsira Formation
in this southern part of the basin must be older. Biostratigraphy and age assessment eirikianum and the acritarch Lavradosphaera crista are
absent. This indicates an age younger than ~3.0 Ma for
the sediments above 520 m. Using the North Atlantic
LA of Barssidinium graminosum and Barssidinium
pliocenicum, a latest Pliocene to Early Pleistocene age
of around 2.6 Ma, but possibly also as young as 1.95
Ma (Head, 1993), can be proposed for sample 520 m. The presence of Amiculosphaera umbraculum and
Filisphaera filifera at 500 m and 440 m suggests that these
samples are older than 1.4 Ma (De Schepper & Head,
2008a, 2009). Considering the single occurrences of
Reticulatosphaera actinocoronata and Operculodinium? eirikianum as reworked, the sediment between 520 and
440 m was likely deposited between 3.0 and 1.4 Ma. The dinoflagellate cyst and acritarch assemblage of
the Southern Utsira Member suggests that deposition
occurred in two phases (Fig. 5; Electronic Supplements
1 & 2): a first depositional phase (720 to 570 m) took
place in the Late Miocene to Early Pliocene (>4.6 Ma),
followed by a second depositional phase between 3.0 and
1.4 Ma (520 to 500 m). The palynomorph assemblage
in the Southern Utsira Member between 720 and 570
m differs from the assemblage in the overlying samples. A maximum age for the deposits between 720 m and
570 m can be proposed based on the presence of
Operculodinium tegillatum. This indicates a maximum
age as young as 5.3 Ma if only its Norwegian Sea range is
considered. However, considering the entire known range
of Operculodinium tegillatum, this lowermost part of the
Southern Utsira Member could also be Late Miocene. A
Late Miocene age is also supported by the occurrence of
“Veriplicidium franklinii” of Anstey (1992) between 730
and 640 m, which in the Norwegian Sea ranges from >5.9
Ma to 5.3 Ma (De Schepper et al., 2015, 2017) and from
8.2 to 5.3 Ma in the eastern North Atlantic ODP Site 982
(as Platycysta spp. in Van Ranst, 2015). Palaeoenvironment Cool-water tolerant taxa
Habibacysta tectata and Filisphaera filifera (Head, 1994;
De Schepper et al., 2011) are also abundant and both
show opposing trends: Habibacysta tectata is abundant
at the base and decreases upward, whereas Filisphaera
filifera only becomes very abundant in the upper three
samples. These upper three samples furthermore do
not contain extinct, warm-water Pliocene species
(e.g., Melitasphaeridium choanophorum, Invertocysta
lacrymosa) and record a decrease in species numbers
compared to the other samples, suggesting a cooler
environment. Comparison with foraminifer data and Strontium
isotopic data The age estimates based on benthic foraminifer
assemblages (Eidvin & Rundberg, 2007) partly overlap,
but generally suggest an older age than the dinoflagellate
cyst estimates. The benthic foraminifer assemblages
between 750 and 550 m indicate a Mid Miocene to Early The assemblage in the upper two samples of the southern
Utsira Member (520 and 500 m) and the Nordland
Group sample does not contain any Lower Pliocene
markers. As mentioned, also Operculodinium? eirikianum S. De Schepper & G. Mangerud
316 Pliocene age, whereas we conclude with a Late Miocene
to Early Pliocene (>4.6 Ma) age. The uppermost part of
the Southern Utsira Member between 500 and 520 m
is Early Pliocene according to the benthic foraminifer
assemblages. The dinoflagellate cysts here indicate a
Late Pliocene (<3.0 Ma) to Pleistocene age. The Early
Pleistocene benthic foraminifers in the lowermost part of
the Nordland Group (480–500 m) correspond favourably
with the dinoflagellate cysts, which indicate an Early
Pleistocene age between 2.6–1.95 and 1.4 Ma. Biostratigraphy and age assessment
The samples in the Eir Formation (570–520 m) may
be Early Pliocene, older than 5.0 Ma, but can also be
Late Miocene (Fig. 5; Electronic Supplements 1 & 2). Batiacasphaera hirsuta and Operculodinium tegillatum
range up to 520 m. Although Batiacasphaera hirsuta has
a LA of around 8.5 Ma in the Iceland Sea, its LA in the
Norwegian Sea (Table 3) suggests an age older than 5.0
Ma. This is in correspondence with the known range of
Operculodinium tegillatum in the Nordic Seas up to 4.6
Ma. When the Norwegian Sea range of Operculodinium
tegillatum is considered, an Early Pliocene age can be
inferred since this species has a lowest occurrence around
5.3 Ma. However, considering the entire known range of
Operculodinium tegillatum (Table 3) and the fact that the
samples are cuttings, the age could also be Late Miocene. Palaeoenvironment In fact, if Labyrinthodinium truncatum truncatum is in
situ, the age of the Eir Formation would be >7.5 Ma. The comparison between strontium isotopic ages (table
2 in Eidvin & Rundberg, 2007) and dinoflagellate cyst
biostratigraphy is problematic. The problem lies in the
large scatter of the strontium isotope measurements
in subsequent samples or even within the same sample. Hence, it is impossible to objectively determine whether
the Sr-derived ages are accurate or affected by reworking
or caving. For example, mollusc fragments in the sample
at 650 m depth yield an age range between 2.41 and
8.96 Ma. Another example is the sample at 500 m, for
which the Sr-isotope age (2.1 Ma) was considered too
young and interpreted to be due to caving of the mollusc
fragment (Eidvin & Rundberg, 2007). Compared to the
Late Pliocene to Pleistocene age based on dinoflagellate
cysts for the sediments above 520 m, a Sr-isotope age of
2.1 Ma at 500 m may, in hindsight, be an accurate age
estimate. Samples investigated from the Southern Utsira Member
(520–475 m) indicate an age between 4.6 and 3.0 Ma
(Fig. 5). The HOs of Operculodinium tegillatum and
Batiacasphaera hirsuta at 520 m suggest an age younger
than 5.0 Ma and 4.6 Ma, respectively. The minimum age
for this unit is not younger than c. 2.9–3.0 Ma based on
the presence of the acritarch Lavradosphaera crista in all
samples and occurrences of Operculodinium? eirikianum,
Barssidinium spp. and Invertocysta lacrymosa. The Nordland
Group sample (470 m) contains the same markers as the
sediments below, and thus cannot be distinguished from the
underlying Southern Utsira Member. The Glauconitic Utsira Member in well 34/4–6 The Northern Utsira Member in well 30/6–3 Palynological assemblage
The three investigated cutting samples from the Northern
Utsira Member are dominated by Filisphaera filifera,
Habibacysta tectata and Spiniferites/Achomosphaera spp. indet. Palynological assemblage The reference well section for the Glauconitic Utsira
Member is in well 34/4–6 from 1250 to 1210 m (Eidvin et
al., 2013). In this interval, we analysed four samples and
collected presence–absence data for three samples (1250,
1240 and 1230 m) and counted one sample at 1220 m. Palynological assemblage
Sample 1220 m showed a dominance of Habibacysta
tectata, Bitectatodinium spp. and Spiniferites spp. In total,
15 dinoflagellate cyst and 5 acritarch taxa were recorded. Terrestrial palynomorphs outnumber the dinoflagellate
cysts,
and
also
freshwater
algae
(Botryococcus,
Pediastrum) were recorded. Palynological assemblage Biostratigraphy and age assessment Biostratigraphy and age assessment
An age assessment based on the dinoflagellate cyst
assemblage is open for interpretation (Fig. 5): the
sediments could have been deposited in the Early
Pliocene or Early Pleistocene (2.6–1.4 Ma). In each
sample, Cyst Type I of de Vernal & Mudie (1989) is
recorded (Electronic Supplement 2), which would favour
an Early Pliocene age at around 4.6–4.7 Ma for this
interval. This is consistent with the presence of other
Early Pliocene palynomorphs Operculodinium tegillatum,
Reticulatosphaera
actinocoronata,
Lavradosphaera
crista, Cyst Type I of de Vernal & Mudie, 1989), but to
arrive at this age the Late Miocene–earliest Pliocene
Batiacasphaera hirsuta must be interpreted as reworked. Biostratigraphy and age assessment
The lower two samples (1250 and 1240 m) likely
demonstrate a diverse Miocene dinoflagellate cyst
assemblage
(including
Apteodinium
spiridoides,
Cleistosphaeridium
placacantha,
Cordosphaeridium
cantharellus, Distatodinium spp., Ennaedocysta spp.,
Glaphyrocysta spp.). An alternative interpretation that explains the presence
of a mixture of markers is that all Upper Miocene to
Lower Pliocene markers were reworked. This can be
supported by the relatively high amounts of reworked
palynomorphs in the samples. The high proportions of F. filifera and H. tectata (together 39–56%), could indicate
that these are in situ and would be consistent with cooler
conditions in the Early Pleistocene (compared to the
generally warmer Early Pliocene). Using the stratigraphic
ranges of those two species the deposits are older than
1.4 Ma. Finally, caving may also be responsible for the
problematic interpretation. The Glauconitic Utsira Member in well 34/4–6 A substantial hiatus is apparent between the lower and
upper two samples: the samples 1230 m and 1220 m
yielded the Lower Pliocene markers Operculodinium
tegillatum, Reticulatosphaera actinocoronata and Cyst
Type I of de Vernal & Mudie (1989). If in situ, these
taxa suggest a time of deposition during the Early
Pliocene before 4.6 Ma. However, it is not unthinkable
that these taxa were also reworked and that deposition
took place during the Late Pliocene to Early Pleistocene
between 3.0 and 1.4 Ma (Fig. 5). Evidence supporting
a Pleistocene age is the dominance of cool-water taxa
Filisphaera filifera and Habibacysta tectata, the absence
of the acritarch genus Lavradosphaera and the low
number (n = 15) of taxa recorded. This is almost half
of the on average 29 taxa in the Early Pliocene Central
and Southern Utsira Member of wells 24/12–1 and 15/9–
A–23, and could correspond to the climatically cooler
conditions during the Pleistocene. Palaeoenvironment NORWEGIAN JOURNAL OF GEOLOGY 317 Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 317 AL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 31 Palaeoenvironment Given the amount of reworking, potentially affecting the
entire assemblage, palaeoenvironmental interpretations
are speculative. Nevertheless, cool-water taxa F. filifera
and H. tectata are dominant in the samples suggesting
that these occur in situ. High concentrations of terrestrial
palynomorphs and records of freshwater algae suggest
that the coast was nearby. Most likely, cool conditions in
shallow-water environments prevailed during deposition
of the Northern Utsira Formation. Palaeoenvironment Palynological assemblage
Six cutting samples between 570 and 470 m were
studied. The samples at 570 and 540 m belong to the
Eir Formation (Eidvin et al., 2013). The sample at
520 m is taken at the boundary of the Eir and Utsira
formations. Because this is a cutting sample and the
palynological assemblage is mostly similar to the Eir
Formation assemblages (see Electronic Supplement 1),
we consider the palynological assemblage to reflect the
Eir Formation. The samples at 500 and 490 m are from
the Utsira Formation and are likely part of the eastward
prograding, sandy, strandplain facies (Galloway, 2002;
Rundberg & Eidvin, 2005). Following Eidvin et al. (2013),
we consider these samples to belong to the Southern
Utsira Member (= Central Utsira Member according
to Eidvin & Rundberg, 2007). The sample at 470 m is
located within the basal Nordland Group. The palynological assemblages in all samples indicate
deposition in a shallow shelf environment at some
distance from the coast during temperate conditions. The
marine and terrestrial palynomorphs suggest conditions
comparable to the shallow-water Pliocene deposits that
were deposited in proximity to the coast of the southern
North Sea Basin (Louwye et al., 2004; De Schepper et
al., 2009). In addition, Batiacasphaera hirsuta suggests a
neritic environment with increased nutrients (Quaijtaal
et al., 2014). Oceanic (Impagidinium) and freshwater
algae are only occasionally recorded, indicating a very
limited influence of oceanic waters and riverine input. Cool tolerant taxa (Filisphaera filifera, Habibacysta
tectata) are a minor component of the assemblage,
which is dominated by thermophilic, extinct taxa (e.g.,
Operculodinium tegillatum, Barssidinium spp.). Comparison with published age estimates
In Eidvin et al. (2013), the interval between 520 and 475
m (Utsira Formation) is considered to be the Lower
Pliocene and Eidvin et al. (2014a, fig. 22) place this
interval in the Upper Miocene to Lower Pliocene, which
is considerably older than our interpretation (4.6 to 3.0
Ma). Also, most 87/86Sr ages (5.41–4.09 Ma; (Eidvin et
al., 2013) are slightly older than in our interpretation,
although some overlap exists. The dominant dinoflagellate cyst species in all samples
of well 25/2–10S are Operculodinium centrocarpum sensu
Wall & Dale (1966) and Spiniferites/Achomosphaera spp. indet. Barssidinium spp. and Habibacysta tectata are
common taxa in all samples, whereas Batiacasphaera
hirsuta is common only in the Eir Formation. The Glauconitic Utsira and Tampen Spur mem-
bers in well 34/4–7 Palynological assemblage
Two samples (1190 and 1180 m) were investigated in
the Utsira Formation. As the sediment is characterised
as glauconitic sand (Eidvin & Rundberg, 2001), these
samples can most likely be assigned to the Glauconitic
Utsira Member. Two more samples were investigated
from the immediately overlying Nordland Group
sediments (1160 and 1140 m). In addition, three cuttings
and one sidewall-core sample were investigated from the
type section of the Tampen Spur Member of the Naust
Formation (1090–1050 m; Eidvin et al., 2013). Comparison with published age estimates
Eidvin et al. (2013) used planktonic and benthic
foraminifera to estimate a Late Miocene to Early
Pliocene age for the Utsira Formation, corroborating the
Sr-isotope ages of 5.1 and 5.4 Ma (Eidvin & Rundberg,
2001). The dinoflagellate cysts indicate younger ages
(4.6–3.0 Ma) for the upper sample (1180 m) in the Utsira
Formation compared to the lower sample (1190 m, >4.6
Ma). The age for the lower sample is in agreement with
the estimates of Eidvin et al. (2013), but the upper sample
is thus considerably younger. The palynological assemblage is more diverse in
the Utsira Formation than in the overlying deposits. Habibacysta tectata is common (5–16% of total
assemblage) in the Utsira Formation and the basal
Nordland Group, but is largely absent from the Tampen
Spur Member (<1% of total assemblage in two samples). Filisphaera filifera, Operculodinium centrocarpum sensu
Wall & Dale (1966) and Spiniferites/Achomosphaera spp. are dominant throughout. Palaeoenvironment The dinoflagellate cyst assemblages are dominated by
Habibacysta tectata, Filisphaera filifera, Operculodinium
centrocarpum sensu Wall & Dale (1966) and Spiniferites
spp. indet. which points towards a shelf environment
under cool-temperate conditions. Influence from the
open ocean is minimal throughout, as shown by the
occurrence of only a few specimens of Impagidinium. Continuous riverine input (presence of Botryococcus and
Pediastrum) indicates the proximity of the coast during
deposition of the Utsira Formation. The Tampen Spur
Member was deposited even closer to the coast and near
a strong riverine influence, since freshwater algae and
terrestrial palynomorphs are more abundant. Palaeoenvironment Palaeoenvironment
Cool-temperate
conditions,
in
a
shallow-water
environment
near
the
coast
prevailed
during
deposition of the Glauconitic Utsira Member. Cool-
water taxa Habibacysta tectata and Filisphaera filifera
are abundant in the samples. High concentrations of
terrestrial palynomorphs and records of freshwater
algae indicate a proximity to the coast. Glauconitic
deposits are commonly associated with transgressive
phases (Sturrock, 1996). A high number of reworked
dinoflagellate cysts from Miocene or older sediments is
consistent with a transgression that may have eroded the
Hordaland Group as well as Pliocene (Utsira Formation)
sediments. Comparison with published age estimates
Our age assessment could not conclude on an Early
Pliocene or Pleistocene age for the interval between 710
and 740 m, although we favour the Early Pleistocene age. Eidvin et al. (2013) indicated an Early Pliocene age for
the Utsira Formation between 740 and 680 m based on
foraminifers. Sr-isotope ages (table 1 in Eidvin et al., 2013)
indicate Quaternary (interpreted as caved) or Miocene
ages (interpreted as reworked). Late Miocene ages of 6.99
Ma and 8.69 Ma were considered to be good estimates for
the deposits between 710 and 740 m. Miocene ages are not
supported by the dinoflagellate cysts. S. De Schepper & G. Mangerud
318 The Tampen Spur Member is older than 1.4 Ma based
on the presence of Amiculosphaera umbraculum and
Filisphaera filifera (Electronic Supplement 2). Comparison with published age estimates
Foraminifers and Sr isotope ages indicate a Late Miocene
to earliest Early Pliocene age according to Eidvin et al. (2013). Our analysis of the palynomorphs indicates a
Miocene age for the interval 1250–1240 m and an Early
Pliocene or a Pleistocene age for 1230–1220 m. The Glauconitic Utsira Member in well 34/7–2
in the Tampen area Biostratigraphy and age assessment
The Utsira Formation (likely Glauconitic Utsira Member)
in this well is older than 3.0 Ma, and the lowermost
part may even be older than 4.6 Ma (Fig. 5; Electronic
Supplement 2). The sample at 1190 m may be older
than 4.6 Ma based on the presence of Reticulatosphaera
actinocoronata
and
Operculodinium
tegillatum. However, reworking of these specimens cannot be
excluded which would suggest an age <4.6 Ma. The HO
of
Operculodinium? eirikianum,
Melitasphaeridium
choanophorum, Invertocysta lacrymosa, Heteraulacacysta
sp. A of Costa & Downie (1979), Barssidinium spp. and the acritarch Lavradosphaera crista at 1180 m is
consistent with an age older than 3.0 Ma. Biostratigraphy and age assessment Biostratigraphy and age assessment
The different lithological units could not be differentiated
using dinoflagellate cysts and acritarchs. The assemblages
are characterised by few stratigraphic markers, substantial
reworking and potentially also caving which makes
an age assessment difficult and open to alternative
interpretations. Firstly, considering the dominant species
Operculodinium centrocarpum sensu Wall & Dale (1966)
and Filisphaera filifera, a Pliocene to Pleistocene age can
be proposed. Both taxa are an important component of
the assemblages recorded in the Pliocene and Pleistocene
of the other wells in this study. It follows that the deposits
are not younger than 1.4 Ma, given the presence of
Amiculosphaera umbraculum and the well-established
LA of Filisphaera filifera. Secondly, the studied interval
could be Late Miocene based on the occurrence of
Cleistosphaeridium placacanthum in nearly all samples
and an abundance peak in sample 1080 m. However,
this species is most likely reworked since the overall
assemblage is not characteristic for the Miocene. Thirdly,
the studied interval could be older than 4.6 Ma based
on the presence of Reticulatosphaera actinocoronata
in almost all samples. However, Reticulatosphaera
actinocoronata, Batiacasphaera minuta, Operculodinium? eirikianum and Operculodinium tegillatum have a near-
contemporaneous LA in the Early Pliocene Nordic Seas,
whereas in this well they have a HO at different depths
in the studied interval. Furthermore, Operculodinium? eirikianum disappears first (sample 1180 m) in the
studied interval, while it is known to range into the Upper
Pliocene (Table 3). Finally, considering the occurrences
of Operculodinium? eirikianum and Lavradosphaera
crista in 1180 m as their HO, the samples between 1150
and 980 m could be younger than 3.0–2.6 Ma. This
interpretation implies reworking of most of the Lower
Pliocene and Miocene markers. Reworking does occur
in the studied interval, and especially in sample 1080
m where several Miocene taxa (Cleistosphaeridium
placacantha, Cordosphaeridium minimum, Distatodinium,
Palaeocystodinium) were recorded. The Nordland Group
sample is dominated by cool-water taxa (e.g., F. filifera)
suggesting an age <2.6 Ma. At best, a Pliocene–Pleistocene
age can be concluded based on the marine palynology,
but a more precise dating remains speculative. is reworked implying an age younger than 4.6 Ma. This
is corroborated by the absence of other Lower Pliocene
markers (e.g., Operculodinium tegillatum). Given the
absence of Lavradosphaera crista it may even be that
the sample is younger than 3.0 Ma, although this is
speculative and needs confirmation from analysing more
samples. Palaeoenvironment Palaeoenvironment
The Utsira Formation sample indicates outer shelf and
warm temperate conditions. The overlying samples were
deposited closer to the coast, in shallower environments,
and during cool temperate conditions. Comparison with published age estimates
Eidvin (2009) and Eidvin et al. (2013) estimated these
deposits to be Late Miocene to Early Pliocene based on
foraminifer assemblages. Two Sr-isotope ages of benthic
foraminifers from sidewall core 1030 m (listed as 1130
m in table 1 on p. 4 in Eidvin, 2009 and in Eidvin et al.,
2013) gave ages of 4.7 and 4.2 Ma. The Nordland Group
sediments were dated to the Late Pliocene. For both the
Utsira Formation and the Nordland Group sediments,
our dinoflagellate cysts analysis suggests younger ages. Biostratigraphy and age assessment The overlying Nordland Group sediments are younger
than 2.6 Ma, but older than 1.4 Ma given the presence of
Amiculosphaera umbraculum and Filisphaera filifera. Palynological assemblage Palynological assemblage
Three sidewall core samples were investigated from this
well. One sample was from the Utsira Formation, and two
from the overlying sediments of the Nordland Group. The assemblage in the Utsira Formation is dominated by
Operculodinium? eirikianum, Bitectatodinium raedwaldii
and Operculodinium centrocarpum sensu Wall & Dale
(1966). The Nordland Group samples are dominated
by Habibacysta tectata. Considerable reworking is
identified in these samples with the occurrence of
Cleistosphaeridium
placacanthum,
Hystrichosphaera
obscura and Reticulatosphaera actinocoronata. Sediments of the Nordland Group underlying the
Tampen Spur Member are younger than 2.6 Ma, possibly
younger than 1.95 Ma. This is inferred from the absence
of the Upper Pliocene markers Barssidinium spp.,
Operculodinium? eirikianum and Invertocysta lacrymosa
(HOs at top Utsira Formation; Electronic Supplement
2). These species disappear from the North Atlantic
at around 2.6–2.7 Ma, but Barssidinium spp. has been
recorded up to 1.95–2.1 Ma in England (Head, 1993). Biostratigraphy and age assessment
The Utsira Formation (1030 m) is likely older than
2.6 Ma (Fig. 5; Electronic Supplement 2) based on the
abundant presence of Operculodinium? eirikianum in
sample 1030 m. If Reticulatosphaera actinocoronata is
in situ in this sample, the age could be older than 4.6
Ma. However, there is strong evidence for reworking
in this sample, given the occurrence of several
Miocene dinoflagellate cysts, even in high abundance
(Cleistosphaeridium
placacanthum)
in
the
same
sample. Most likely, Reticulatosphaera actinocoronata 319 NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology NORWEGIAN JOURNAL OF GEOLOGY Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation The Glauconitic Utsira Member was deposited in the
Pliocene (34/4–6) to Early Pleistocene (34/4–7; Figs. 5 & 6B). According to the palynology, the sediment
intervals assigned to the Glauconitic Utsira Member
(wells 34/4–6 and 34/4–7) were deposited at different
times. In well 34/4–6, the interval between 1250 and
1210 m contains the reference section for the Glauconitic
Utsira Member. Our palynological analyses revealed
that this unit contains Miocene and Early Pliocene
palynomorphs, which could indicate an age of deposition
before 4.6 Ma. However, the Miocene and Early Pliocene
palynomorphs could also be interpreted as reworked and
as a consequence, the Glauconitic Utsira Member would
then most likely have been deposited between 3.0 and 1.4
Ma. In well 34/4–7, this member appears to have been
deposited between 4.6 Ma and 3.0 Ma. It follows that the
Northern Utsira Member is older than the Glauconitic
Utsira Member, in locations where the latter member
stratigraphically overlies the Northern Utsira Member. The Utsira Formation is thickest in the Viking Graben
(Fig. 1) and becomes much thinner towards the north in
the Tampen area. Our palynological study indicates an
Early Pliocene to Early Pleistocene age for the Southern,
Northern and Glauconitic Utsira Members, with the
different members showing a large spread in their age
estimates. Three palynological events can be used to
correlate the different wells and lithological units: the
LA of a group of Early Pliocene taxa (Reticulatosphaera
actinocoronata, Operculodinium tegillatum, Cyst type I
of de Vernal & Mudie, 1989) at around 4.6 Ma, the LA
of Lavradosphaera crista around 3.0 Ma and the LA of
Filisphaera filifera at around 1.4 Ma (Fig. 6A, B). The type section for the Southern Utsira Member was
proposed in well 24/12–1 by Eidvin et al. (2013) (Fig. 3). Our palynological analysis demonstrated that this
section contains the most complete record of the Utsira
Formation of all investigated wells (Fig. 5). It must be
noted, however, that we have likely investigated only see
the upper part of the Utsira Formation in well 24/12
(Rundberg & Eidvin, 2005; Eidvin et al., 2014a). This
implies that the Southern Utsira Member (e.g., in wells
16/1–1, 16/2–1) may include deposits older than the
Early Pliocene (age of the cored interval in well 15/9–
A–23). In this well, we also find clear evidence for two
distinct depositional phases possibly separated by a
hiatus within the Southern Utsira Member. Palaeoenvironment Abundant freshwater algae and terrestrial palynomorphs
in
all
samples
suggest
a
shallow
depositional
environment close to the coast during cool temperate
conditions (Filisphaera filifera, Habibacysta tectata). Well 34/7–4 in the Tampen area Palynological assemblage
In the completion log from well 34/7–4 (www.npd.no),
the sandy sediments between 1034 and 1115 m were
assigned to the Utsira Sands. According to Løseth et
al. (2012, 2013), this assignment is incorrect and they
suggested that the sandy sediments are extrusive sands of
possibly Paleocene age. In contrast, Eidvin & Rundberg
(2001) and Rundberg & Eidvin (2005, 2015) considered
these as Pleistocene turbiditic sands. Two samples (1180
and 1150 m) were studied below the sandy sediments
(1034–1115 m), where three samples were investigated. Also, one sample (980 m) of the overlying Nordland
Group was investigated. It is not possible to judge whether this sand is, in fact,
extrusive sand (Løseth et al., 2012, 2013) or the result
of turbiditic sedimentation (Eidvin & Rundberg, 2001;
Rundberg & Eidvin, 2015) based on the palynological
record. This is mainly due to the occurrence of both
unspecified reworked and in situ palynomorphs, and also
importantly, the potential of contamination via caving
(cutting samples). Extrusion of sand may have occurred
in pulses, with intermittent more quiet periods (Løseth et
al., 2012). In such a scenario, both reworked (extruded)
and in situ (Pleistocene) palynomorphs would be
mixed and incorporated in the sediment. However,
the palynomorph assemblage may equally reflect a
Pleistocene palynological signature, where onshore The assemblages are dominated by Filisphaera filifera,
Operculodinium centrocarpum sensu Wall & Dale
(1966) and Spiniferites/Achomosphaera spp. indet.,
comparable to the assemblages in the other wells. A
major difference with other wells is that all samples are
characterised by considerable reworking. Reworking is
substantial in sample 1080 m, where several Miocene
species are recorded, amongst others Cleistosphaeridium
placacanthum,
Cordosphaeridium
minimum
and
Hystrichosphaera obscura. S. De Schepper & G. Mangerud
320 320 The
Northern
Utsira
Member
could
be
Early
Pleistocene in age although dating is speculative and
can be questioned (Figs. 5 & 6B). The palynology of
well 30/6–3, which contains the reference section of
the Northern Utsira Member between 750 and 680 m,
was not conclusive for an Early Pliocene, Late Pliocene
and/or Early Pleistocene age. Similarly, the investigated
sediments in well 34/7–2 were deposited in the Pliocene
and/or Pleistocene, but a more precise age could not be
given. or subsea erosion and/or remobilisation of sediments
containing pre-Pleistocene palynomorphs contributed to
the assemblage. Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation The oldest
sediments were deposited in the Late Miocene (≥5.3 Ma)
to Early Pliocene (>4.6 Ma), whereas younger sediments
were deposited in the Late Pliocene to Early Pleistocene
between 3.0 and 1.95 Ma. Three samples from a 1-m
interval investigated from well 15/9–A–23 corroborate
the Early Pliocene age for the oldest phase of deposition
of the Utsira Sands (see also Piasecki et al., 2002). The
Southern Utsira Member in well 25/2–10S, which lies
at the transition between the southern and northern
depocentre (Fig. 1), consists of sediments dated between
3.0 and 4.6 Ma. This implies that deposition took place
in between the oldest (> 4.6 Ma) and youngest (<3.0 Ma)
depositional phase of the Southern Utsira Member in
well 24/12–1. In summary, the Southern Utsira Member
contains sediments deposited in the Early Pliocene as
well as in the Pleistocene in its type well (24/12–1), and
even during the Late Pliocene (25/2–10S; Figs. 5 & 6B). The discrepancy between the ages reported in the
literature for the Utsira Formation and our palynological
investigation (Figs. 2 & 5) shows the incompatibility of
Sr-ages and foraminifer stratigraphy vs. dinoflagellate
cyst stratigraphy. Sr-ages show a wide spread within the
same sample and/or the same lithological unit, which
suggests that these data should be treated with care (for
discussion on Sr-ages in the North Sea, see Eidvin et al.,
2014b). The foraminifer stratigraphy is based mainly
on benthic assemblages, since planktonic foraminifers
are scarce in the record. The disadvantage of benthic
assemblages is that these may be diachronous over
large distances. In contrast, dinoflagellate cysts are a
diverse group of planktonic organisms that have a wide
distribution. Several late Neogene biostratigraphic
events have been calibrated to magnetostratigraphy
and/or marine isotope stratigraphy in both nearby
(Norwegian Sea) and farther afield regions (Iceland
Sea, North Atlantic), with see clear indications of
asynchrony between the Norwegian/Iceland seas and
the North Atlantic (De Schepper et al., 2015, 2017). Notwithstanding this issue, it can be concluded from
the palynostratigraphy that the Utsira Formation was
deposited during the latest Miocene to Pleistocene,
which is generally younger than previous age estimates
(Figs. 4 & 5). Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 32 321 NORWEGIAN JOURNAL OF GEOLOGY
Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 321
Utsira
Utsira
Utsira
0
500
1500
1000
Depth
(m)
0
500
1500
1000
Depth
(m)
Utsira
NFN
Skade
NFN
Nord-
land
GP
Utsira
Nord-
land
GP
Eir
Skade
NFN
<3.0
>1.4
S
N
4.6–4.7
Utsira
Skade
Eir
Nord-
land
GP
G UTS
Nord-
land
GP
Horda-
land
GP
TS Mb
Nord-
land
GP
TS Mb
Horda-
land
GP
G UTS
Well
15/9-A-23
Well
24/12-1
Well
25/2-10S
Well
30/6-3
Well
34/4-6
Well
34/4-7
Well
34/7-2
Nord-
land
GP
Horda-
land
GP
4.6–4.7
1.95–~2.6
1.4–3.0
or >4.6
>3.0
1.4–1.7
>1.4
2.6–4.6
0
5
Age
(Ma)
1.4 Ma
3.0 Ma
4.6 Ma
Well
15/9-A-23
Well
24/12-1
Well
25/2-10S
Well
30/6-3
Well
34/4-6
Well
34/4-7
Well
34/7-2
1
2
3
4
6
Utsira
Utsira
Utsira
Utsira
G UTS
Utsira
TS Mb
G UTS
<5.3? <2.6
>3.0
<4.6
<2.6
Eir
HIATUS
HIATUS
? ? ? ? ? ? ? Correlative event ~4.6 Ma (HO of Reticulatosphaera actinocoronata,
Operculodinium tegillatum, Cyst type I of de Vernal and Mudie (1989)
Correlative event ~3.0 Ma (HO of Lavradosphaerea crista)
Correlative event ~1.4 Ma (HO of Filisphaera filifera)
>5.0
<2.6 or
4.6–5.0
Miocene
SWC sample
Cuttings
? ? ? ? ? A)
B)
Utsira
Formation
G UTS
? ? ? Deposition either in Early Pliocene
or Early Pleistocene
Deposition either in Early Pliocene
or Early Pleistocene
<4.6? Southern Utsira Mbr
No Formal Name (NFN)
Nordland Group
LEGEND
Eir Formation
Glauconitic Utsira Mbr
Northern Utsira Mbr
Utsira
Formation
Tampen Spur Mbr (Nordland Group)
Figure 6. Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation Depths in each well (A) and ages of deposition (B) for the different lithological units based on dinoflagellate cyst and acritarc
h
h
d
f h
b
f l f
l
h
l
f h
h
h
h
ll
h
b Utsira
0
500
1500
1000
Depth
(m)
0
500
1500
1000
Depth
(m)
Utsira
NFN
Skade
NFN
Nord-
land
GP
Utsira
Nord-
land
GP
Eir
Skade
NFN
<3.0
>1.4
S
N
4.6–4.7
Utsira
Skade
Eir
Nord-
land
GP
G UTS
Nord-
land
GP
Horda-
land
GP
TS Mb
Nord-
land
GP
TS Mb
Horda-
land
GP
G UTS
Well
15/9-A-23
Well
24/12-1
Well
25/2-10S
Well
30/6-3
Well
34/4-6
Well
34/4-7
Well
34/7-2
Nord-
land
GP
Horda-
land
GP
4.6–4.7
1.95–~2.6
1.4–3.0
or >4.6
>3.0
1.4–1.7
>1.4
2.6–4.6
<5.3? <2.6
>3.0
<4.6
<2.6
? ? ? ? ? ? >5.0
<2.6 or
4.6–5.0
Miocene
A)
Utsira
Formation
<4.6? A) Well
25/2-10S Utsira
Utsira
0
5
Age
(Ma)
1.4 Ma
3.0 Ma
4.6 Ma
Well
15/9-A-23
Well
24/12-1
Well
25/2-10S
Well
30/6-3
Well
34/4-6
Well
34/4-7
Well
34/7-2
1
2
3
4
6
Utsira
Utsira
Utsira
Utsira
G UTS
Utsira
TS Mb
G UTS
Eir
HIATUS
HIATUS
? ? ? ? ? ? B)
G UTS
? ? ? Deposition either in Early Pliocene
or Early Pleistocene
Deposition either in Early Pliocene
or Early Pleistocene B) Correlative event ~4.6 Ma (HO of Reticulatosphaera actinocoronata,
Operculodinium tegillatum, Cyst type I of de Vernal and Mudie (1989)
Correlative event ~3.0 Ma (HO of Lavradosphaerea crista)
Correlative event ~1.4 Ma (HO of Filisphaera filifera)
SWC sample
Cuttings
Southern Utsira Mbr
No Formal Name (NFN)
Nordland Group
LEGEND
Eir Formation
Glauconitic Utsira Mbr
Northern Utsira Mbr
Utsira
Formation
Tampen Spur Mbr (Nordland Group)
re 6. Depths in each well (A) and ages of deposition (B) for the different lithological units based on dinoflagellate cyst and acritarch Figure 6. Depths in each well (A) and ages of deposition (B) for the different lithological units based on dinoflagellate cyst and acritarch
stratigraphy, with indication of three bioevents useful for correlation in the Pliocene of the northern North Sea. The well stratigraphy is based
on Eidvin & Rundberg (2007), Eidvin et al. (2013, 2014a). S. De Schepper & G. Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation Mangerud
322 R
T
LGM
MIS 6
MIS8
MIS12
MIS16
MIS22
MIS52
MIS58
Ge2
Ge1
Pia2
Pia1
Za2
Za1
Me2
Me1
R
VP1
VP2
VP3
Age estimates for Miocene and Pliocene
lithological units around the North Sea,
based on dinoflagellate cyst biostratigraphy
and sequence stratigraphy
Luchtbal
Sands
Oorderen S. Merksem S. Kruisschans S. W. Belgium
NW European
sequences
Hardenbol et al. (1998)
Poederlee
Fm
Kasterlee
Fm
E. Belgium
Diest
Fm
Kattendijk
Formation
Coralline
Crag
Red Crag
St. Erth Beds
England
HIATUS
? ? Hörgi Fm
Iceland
Furuvik Fm
HIATUS
? Tjörnes
Beds
DSDP
Hole
610A
Denmark
ODP
Hole
642B
Ma
Period
Epoch
Age/Stage
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
Neogene
Quaternary
Miocene
Pliocene
Pleistocene
Hol. Tortonian
Messinian
Zanclean
Piacenzian
Gelasian
Calabrian
0
0
Tar. Ion. RT7
RT5
RT6
RT4
RT3
RT2
RT1
RT8
I. multiplexum
B. pliocenicum
M. choanophorum
S. armaggedonensis
H. obscura
Southern Utsira Mbr
Glauconitic Utsira Mbr
Nordland Group
Tampen
Spur
Eir Formation
Maximum age estimate for the
lithological units in this study
based on dinoflagellate cyst
biostratigraphy
HIATUS
not zoned
not zoned
not zoned
not zoned
not
zoned
Dinoflagellate
cyst biozones
Polarity
northern North Sea
Utsira
Formation
Age
Utsira Fm
based on
literature
Middle Miocene to Zancelan
HIATUS
HIATUS
HIATUS
Verhoeven
et al. (2011)
Head (1993,
1996, 1997)
De Schepper
et al. (2009)
HIATUS
HIATUS
HIATUS
HIATUS
HIATUS
HIATUS
HIATUS
This study
Louwye and
De Schepper
(2010)
Diest
Fm
Northern Utsira Mbr? Northern
Utsira Mbr? ? ? ? Figure 7. Comparison of the Utsira Formation, and its different members, to the late Neogene shallow-water deposits in the North Sea,
North Atlantic and Iceland Sea. The NW European sequence-chronostratigraphic interpretation is after Hardenbol et al. (1998). T and R are
transgressive and regressive facies cycles. R
T
LGM
MIS 6
MIS8
MIS12
MIS16
MIS22
MIS52
MIS58
Ge2
Ge1
Pia2
Pia1
Za2
Za1
Me2
R
Hardenbol et al. (1998) R R Messinian Miocene Figure 7. Comparison of the Utsira Formation, and its different members, to the late Neogene shallow-water deposits in the North Sea,
North Atlantic and Iceland Sea. The NW European sequence-chronostratigraphic interpretation is after Hardenbol et al. (1998). T and R are
transgressive and regressive facies cycles. Correlating the wells based on dinoflagellate
cysts and dating the Utsira Formation Correlating the Utsira Formation with shallow-
water Nordic Seas and North Sea deposits but it may also correspond to Late Pliocene deposits in
Iceland (Furuvik Formation) and Belgium (Oorderen
Sands and Poederlee Formation). The Northern Utsira
Member could be Early Pliocene or Pleistocene, thus
making correlations to other units difficult. The time of deposition of the Utsira Formation broadly
corresponds to that of other shallow-water sediments in
the North Sea and Iceland Sea (Fig. 7). The Early Pliocene
deposition phase of the Southern Utsira Member was
broadly contemporaneous with deposition of the Tjörnes
Beds in Iceland, the Coralline Crag in eastern England
and the Kattendijk Formation in Belgium. The second,
younger depositional phase of the Southern Utsira
Member occurs in the Pleistocene, when deposition
had ceased in the Belgian part of the North Sea Basin. The St Erth Beds in western England and the Hörgi
Formation in Iceland were deposited at around 2.0 Ma
(Early Pleistocene). The dating of the Glauconitic Utsira
Member and Northern Utsira Member is more uncertain,
making correlations with other units more difficult. The
Glauconitic Utsira Member could correspond to the
Tjörnes Beds, Coralline Crag and Kattendijk Formation, Conclusions The
definition of the Utsira Formation is based on
identifying the unit boundaries on gamma-ray profiles,
which has led to confusion between the Utsira and
Skade formations (Isaksen & Tonstad, 1989; Rundberg
& Eidvin, 2005; Eidvin et al., 2013). The Utsira Sands
were reported in several industry wells in the Tampen
area, but problems with injecting drilling muds
resulted in incidents at the sea-floor and revealed a
poor geological understanding of this unit (Eidvin &
Øverland, 2009). The arising problems can be brought
back to the loose sense in which this lithological unit
has been identified across the Norwegian Shelf and the
different facies included in the unit (e.g., Gregersen et
al., 1997; Rundberg & Eidvin, 2005). As a consequence,
Miocene, Early Pliocene and Pleistocene sediments
have been grouped quite commonly within the Utsira
Formation. One solution would be to more accurately
define the Utsira Formation, with the introduction of
different members (Eidvin & Rundberg, 2007; Eidvin
et al., 2013, 2014a) being a good first step towards a
better understanding of the Utsira Formation. This is
crucial since the unit constitutes an important part of
the carbon capture storage capacity on the Norwegian
Shelf. 2 The ‘loose’ definition of the Utsira Formation. The
definition of the Utsira Formation is based on
identifying the unit boundaries on gamma-ray profiles,
which has led to confusion between the Utsira and
Skade formations (Isaksen & Tonstad, 1989; Rundberg
& Eidvin, 2005; Eidvin et al., 2013). The Utsira Sands
were reported in several industry wells in the Tampen
area, but problems with injecting drilling muds
resulted in incidents at the sea-floor and revealed a
poor geological understanding of this unit (Eidvin &
Øverland, 2009). The arising problems can be brought
back to the loose sense in which this lithological unit
has been identified across the Norwegian Shelf and the
different facies included in the unit (e.g., Gregersen et
al., 1997; Rundberg & Eidvin, 2005). As a consequence,
Miocene, Early Pliocene and Pleistocene sediments
have been grouped quite commonly within the Utsira
Formation. One solution would be to more accurately
define the Utsira Formation, with the introduction of
different members (Eidvin & Rundberg, 2007; Eidvin
et al., 2013, 2014a) being a good first step towards a
better understanding of the Utsira Formation. This is
crucial since the unit constitutes an important part of
the carbon capture storage capacity on the Norwegian
Shelf. Conclusions We have demonstrated that palynology is a valuable tool
for detailed dating, palaeoenvironmental interpretation
and understanding the depositional environment in
the late Neogene of the North Sea. Specifically, we have
provided a better understanding of the stratigraphy of
sediments belonging to the Utsira Formation and their
relationship with other late Neogene sedimentological
units. The dinoflagellate cysts in the thickest part of the
Utsira Formation (i.e., the southern distribution area) Age and palaeoenvironment of the Utsira Formation in the northern North Sea based on marine palynology 323 NORWEGIAN JOURNAL OF GEOLOGY those regions have revealed strong asynchrony in
both the Early and Late Pliocene (De Schepper et al.,
2015, 2017), hampering an unequivocal application
of bioevents for dating sedimentary units in the
North Sea. Therefore, a reference section in the
(northern) North Sea is likely to be the only solution
to ultimately clarify the stratigraphic position of the
Utsira Formation and its different members. Such a
site would become vitally important for establishing
a North Sea, Atlantic–Nordic Seas, and even Arctic
Ocean stratigraphy. are most consistent with a Late Miocene/Early Pliocene
and Early Pleistocene age (Fig. 2), considerably younger
than earlier age estimates based on foraminifera and
Sr-isotope ages (e.g., Eidvin et al., 2014b). are most consistent with a Late Miocene/Early Pliocene
and Early Pleistocene age (Fig. 2), considerably younger
than earlier age estimates based on foraminifera and
Sr-isotope ages (e.g., Eidvin et al., 2014b). The different ages indicate that the Utsira Formation
sediments (or its different members) are not part of one
depositional cycle. Likely, several depositional phases
were interrupted by sea-level lowering as a result of
(global) glaciation events during the Pliocene (Fig. 7). A more precise dating of the Utsira Formation is
hampered by: 1 The use of cutting samples in this study. Due to the
nature of cutting samples, it has not always been clear
for each investigated sample whether specimens were
caved, reworked or in situ. This has led to questionable
age assignments especially in wells where the thickness
of Utsira Formation sediments was limited (e.g.,
well 34/4–6, 34/4–7). As a result, the palynological
assemblage of the Northern Utsira and Glauconitic
Utsira members contained a mixture of reworked and
in situ palynomorphs and dating of these units thus
remains tentative. 2 The ‘loose’ definition of the Utsira Formation. Acknowledgements. Samples from wells 24/12–1, 25/2–10S, 30/6–3 and
34/4–6 were kindly provided by the Norwegian Petroleum Directorate
and from wells 34/4–7, 34/7–2 and 34/7–4 by Statoil ASA. S. Piasecki
(GEUS) kindly provided his palynological slides from well 15/9–A–23.
Funding for sample preparations was provided by Statoil ASA. Malcolm
J. Jones and Palynological Laboratory Services Ltd, Holyhead (UK)
are thanked for the palynological preparations. A special thanks goes
to Allex Cullum, Gitte V. Laursen, Bruce Tocher and Linn M. Johansen
(Statoil ASA). References Anstey,
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/10 1038/2111025 0 Wall, D. & Dale, B. 1966: “Living fossils” in Western Atlantic plankton. Nature 211, 1025–1026. https://doi.org/10.1038/2111025a0. Wilkinson, I.P. 1999: The biostratigraphical and palaeo–ecological
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Sea (ODP Hole 907A). Marine Micropaleontology 101, 49–67. https://doi.org/10.1016/j.marmicro.2013.03.003. https://doi.org/10.1016/j.palaeo.2014.02.017. https://doi.org/10.1017/S0016774600020369. Piasecki, S., Gregersen, U. & Johannessen, P. 2002: Lower Pliocene
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Palaeoecology 399, 140–159.
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DEVELOPMENT OF THE PRINCIPLES OF BASALT FIBER MODIFICATION WITH THE PURPOSE OF INCREASING THE EFFICIENCY OF ITS APPLICATION IN TRANSPORT CONSTRUCTION
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УДК 666.972.16 УДК 666.972.16 Олександра Дорошенко1 1 Доцент, Кафедра залізничної колії та колійного господарства, Державний університет
інфраструктури та технологій, вул. І. Огієнка, 19, м. Київ, 03049, Україна. ORCID:
https://orcid.org/0000-0002-6724-0709 *Автор, відповідальний за листування: sane4kador@gmail.com Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 ТЕХНІКА І ТЕХНОЛОГІЇ ТЕХНІКА І ТЕХНОЛОГІЇ DOI:10.32703/2617-9040-2022-40-2 DOI:10.32703/2617-9040-2022-40-2 РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ Причиною передчасних пошкоджень покриттів, як правило, були
порушення технології будівництва, дефіцит якісних цементів, використання низьких марок
бетону, недостатнє повітрявтягування у бетон, надмірна дія сольових розчинів на ранній стадії
твердіння бетону [3,4]. 70 роки в Радянському союзі почалося масове будівництво цементобетонних дорожніх
покриттів із застосуванням машин із ковзною опалубкою на гусеничному ходу. Однак практика
експлуатації таких покриттів у Радянському Союзі виявила низку суттєвих недоліків. З’явилися
руйнування в температурних швах, лущення поверхневого шару бетону, відколи кромок плит і
кутів, утворення вибоїн. Причиною передчасних пошкоджень покриттів, як правило, були
порушення технології будівництва, дефіцит якісних цементів, використання низьких марок
бетону, недостатнє повітрявтягування у бетон, надмірна дія сольових розчинів на ранній стадії
твердіння бетону [3,4]. На відміну від Радянського Союзу, у багатьох країнах світу паралельно з будівництвом
асфальтобетонних покриттів продовжувалося будівництво цементобетонних покриттів. Стабільне транспортно-експлуатаційні характеристики та висока довговічність довели їхню
перевагу перед покриттями, побудованими із застосуванням органічних в’яжучих. Цементобетонні покриття мають високу розподільну здатність, незначне зношування при
стиранні, високий коефіцієнт зчеплення, що мало залежить від зволоження покриття. Міцністні та
деформативні характеристики цементобетону практично не змінюються при зміні температури,
вологості та швидкості навантаження. Під час руху транспорту на дорогах з такими покриттями
витрачається приблизно на 5…10 % менше палива, ніж на асфальтобетонних. Крім того, для
виробництва цементобетонних покриттів є великі сировинні ресурси [5,6]. Сучасні
технології
будівництва
цементобетонних
покриттів
припускають
повну
автоматизацію основних процесів з укладання та ущільнення бетонних сумішей, обробки
поверхні бетону, влаштування температурних швів та догляду за бетоном. В останні роки спостерігається тенденція створення дорожніх бетонів підвищеної міцності
та довговічності. Це досягається шляхом модифікації структури бетону хімічними добавками:
пластифікуючими, повітрявтягуючими та газоутворюючими [7,6]. Розроблено нове покоління
високоякісних бетонів (High performance concrete), що мають підвищену морозостійкість,
ранню міцність (через 24 години не менше 35 МПа) та інші високі будівельно-технічні
властивості. Подібні бетони використовують і в нашій країні, в тому числі на об’єктах
транспортного будівництва. У промислово розвинених країнах (США, Канаді, Австралії, Великій Британії, Німеччині,
Швеції, Норвегії, Іспанії та багатьох інших) розширюється будівництво покриттів
автомобільних доріг із жорстких цементобетонних сумішей, що ущільнюються укочуванням
[8,9]. Під бетоном, що укочується, мають на увазі жорсткий цементобетон, що транспортується
великовантажними автосамоскидами або бетонозмішувачами на ділянку будівництва і
ущільнюється котками різних типів. Такі бетони можливо використовувати при спорудженні
дамб і підпірних стінок гребель. РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ У статті розглядається обґрунтування використання базальтового волокна, як
перспективного матеріалу, за допомогою якого можливо отримати новий клас будівельних
матеріалів. У статті розглядається обґрунтування використання базальтового волокна, як
перспективного матеріалу, за допомогою якого можливо отримати новий клас будівельних У результаті встановлено, що збільшення температури сприяє підвищенню лугостійкості
волокна. Втрата маси при витримці в лужному розчині після 28 діб становить близько 5 %,
тоді як початкове волокно за цей час втрачає понад 30 % маси волокна. Подальше збільшення
температури ізотермічної витримки не ефективно через зниження лугостійкості волокон та
економічної недоцільності. Для пояснення процесів, що відбуваються в структурі волокна в процесі його термічної
обробки, були отримані рентгенограми і спектри вихідного і термообробленого волокна. 0 У процесі термообробки від 300 до 500 0С відбуваються процеси заліковування дефектів,
зміни хімічного складу та структури поверхні волокон в результаті окислення Fe+2 Fе+3 та
утворення залізокисневих тетраедрів [FеO4]Na із залученням на поверхню волокон лужних
катіонів. Обґрунтовано доцільність термічної обробки базальтового волокна при температурі 500
0С, що приводить до ущільнення структури фібри та сприяють підвищенню її лугостійкості,
що підтверджується морфоструктурними особливостями поверхні термообробленого
базальтового волокна, витриманого у цементному розчині. Ключові слова: базальтове волокно, транспортне будівництво, термічна обробка,
структура фібри, лугостійкості волокон, рентгенограми, спектри. Вступ. Серед характеристик фібробетону зазвичай виділяють його міцність при згинанні та
стисканні. У фібробетону значення цього показника перевищує на 10...15% значення
звичайного бетону. В конструкціях використовують тільки фібробетон або фібра та стрижнева
або дротяна арматура. Вітчизняний та зарубіжний досвід показує, що фібробетон є
універсальним матеріалом і знаходить все більше застосування в галузі транспортного
будівництва. Аналіз останніх досліджень і постановка проблеми. Протяжність мережі доріг з
цементобетонними покриттями у країнах, таких як Німеччина, становлять 31 %, США – 35 %, у
Бельгії – 41 %. Середній термін служби цементобетонних покриттів становить понад 20 років. Навіть у тих країнах де асфальтобетонні покриття мають економічні переваги в порівнянні з
цементобетонними, з метою вдосконалення та розвитку конкуруючої технології, за рахунок
державних субсидій підтримується будівництво цементобетонних покриттів на рівні 10...20 %
загального обсягу будівництва автомобільних доріг з капітальними типами покриттів [1,2]. У ірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 14 ТЕХНІКА І ТЕХНОЛОГІЇ 70 роки в Радянському союзі почалося масове будівництво цементобетонних дорожніх
покриттів із застосуванням машин із ковзною опалубкою на гусеничному ходу. Однак практика
експлуатації таких покриттів у Радянському Союзі виявила низку суттєвих недоліків. З’явилися
руйнування в температурних швах, лущення поверхневого шару бетону, відколи кромок плит і
кутів, утворення вибоїн. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ У країнах Європи і Північної Америки бетон у транспортному
будівництві використовують при влаштуванні шарів покриттів доріг, призначених для руху
важких транспортних засобів (контейнеровози, великовантажних військових автомобілів, машин
лісотехнічної промисловості); контейнерних терміналів, автостоянок; під’їзних, сільських,
лісових доріг із високими транспортними навантаженнями; другорядних доріг та вулиць,
місцевих доріг та автомагістралей, автомобільних під’їздів до аеропортів, злітно-посадкових смуг
аеродромів; як шар посилення при реконструкції старих дорожніх покриттів [10]. Аналіз техніко-експлуатаційних показників всіх типів волокон, що використовуються в
даний час у дорожньому будівництві, дозволяє говорити про те, що найбільш доцільно як
армуючий елемент в цементобетон використовувати базальтове волокно [11,12,13]. р у
р
у
В умовах дефіциту коштів назріла необхідність розробити прийнятну з фінансової та
технічної точок зору програму будівництва магістральних доріг із використанням фібробетону
у конструктивних шарах дорожнього одягу. Сучасні умови дорожнього будівництва диктують широке використання відходів промисловості
– шлаки, горілі сланці відвалів кам’яновугільних шахт, золи, а також практично невичерпні ресурси Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 15 ТЕХНІКА І ТЕХНОЛОГІЇ – крейдяні поклади та магматичні породи (базальти), які нині мають мале застосування в
транспортному будівництві. Враховуючи умови та світовий досвід, доцільно прискорити розробки
в галузі технології та розрахунку фібробетону, ширше застосовувати фібробетонні конструкції при
проектуванні об’єктів транспортного будівництва, та використовувати як фібру, матеріали
оптимальні за вартістю, а також за обсягом покладів в Україні. – крейдяні поклади та магматичні породи (базальти), які нині мають мале застосування в
транспортному будівництві. Враховуючи умови та світовий досвід, доцільно прискорити розробки
в галузі технології та розрахунку фібробетону, ширше застосовувати фібробетонні конструкції при
проектуванні об’єктів транспортного будівництва, та використовувати як фібру, матеріали
оптимальні за вартістю, а також за обсягом покладів в Україні. Базальтові волокна належать до сучасних ефективних матеріалів, що відрізняються
високими фізико-механічними показниками і можуть використовуватися у великому діапазоні
температур. Отримання фібробетону в сучасному будівництві на основі базальтового волокна є
перспективним, оскільки вони працюють в агресивних середовищах (стійкість до кислот та
лугів), мають гарні експлуатаційні, фізико-механічні характеристики. Всі ці властивості
базальтових волокон спричиняють актуальність створення високоефективних будівельних
матеріалів та виробів для різних напрямків будівельної галузі. [14] Встановлено [15], що волокно, що знаходиться в розчині протягом гідратації цементу,
характеризується недостатньою лугостійкістю. Мета і завдання дослідження. Як зазначалося раніше [15], тривале зберігання фібри у
розчині сприяє її розчиненню. У зв’язку з цим актуальна розробка способів модифікації
поверхневого шару базальтового волокна, які забезпечать високу корозійну стійкість. р
ру
у
р
у
Підвищити ефективність використання базальтового волокна у цементобетоні можна
шляхом термічної обробки волокна. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ Матеріали та методи дослідження. Для вивчення впливу термообробки на властивості
волокон фібру піддавали нагрівання в діапазоні температур від 300 до 700 0С з кроком 100 0С. Ізотермічна витримка становила 30 хв. Охолодження відбувалось за кімнатною температурою в
повітряному середовищі (табл. 1). Таблиця 1. Волокно, модифіковане за градієнтом теплової обробки
Виробник
3000С
4000С
5000С
6000С
7000С
ТОВ
Армбуд
Колір
нормальний
Колір
нормальний
Колір
освітлений
Зміни в кольорі
– більш
червоний
Зміни в кольорі
– більш
червоний
Час температурної обробки був вибраний дослідним шляхом і склав 30 хв. У процесі проведення досліджень відзначено суттєву зміну кольору волокна залежно від
температури обробки (табл. 1). Ймовірним поясненням цього факту є окислення заліза у
структурі волокна, внаслідок цього волокно набуло червоного відтінку. Таблиця 1. Волокно, модифіковане за градієнтом теплової обробки Таблиця 1. Волокно, модифіковане за градієнтом теплової обробки
Виробник
3000С
4000С
5000С
6000С
7000С
ТОВ
Армбуд
Колір
нормальний
Колір
нормальний
Колір
освітлений
Зміни в кольорі
– більш
червоний
Зміни в кольорі
– більш
червоний Час температурної обробки був вибраний дослідним шляхом і склав 30 хв. У процесі проведення досліджень відзначено суттєву зміну кольору волокна залежно від
температури обробки (табл. 1). Ймовірним поясненням цього факту є окислення заліза у
структурі волокна, внаслідок цього волокно набуло червоного відтінку. рник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 16 ТЕХНІКА І ТЕХНОЛОГІЇ Рис. 1. Втрата маси волокна при розчиненні залежно
від часу випробування
Рис. 2. Втрата маси при розчиненні залежно
від температурної обробки
після витримування в лужному середовищі протягом 28 діб Рис. 1. Втрата маси волокна при розчиненні залежно
від часу випробування Рис. 1. Втрата маси волокна при розчиненні залежно
від часу випробування Рис. 2. Втрата маси при розчиненні залежно
від температурної обробки
після витримування в лужному середовищі протягом 28 діб У результаті встановлено, що збільшення температури з 300 до 500 0С сприяє підвищенню
лугостійкості волокна. Втрата маси при витримці в лужному розчині після 28 діб становить
близько 5 %, тоді як початкове волокно за цей час втрачає понад 30 % маси волокна. Подальше
збільшення температури ізотермічної витримки не ефективно через зниження лугостійкості
волокон та економічної недоцільності. При аналізі мікроструктури як початкового, так і термообробленого армуючого компонента
особливих змін немає (рис. 3). Це стосується як розміру (діаметра) (рис. 3 а, г), так і поверхні
волокон (рис. 3 б, г). Діаметр окремих волокон коливається у широкому діапазоні – від 2 до 30
мкм. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ Поверхня фібри досить гладка, проте в окремих частинах її покривають глобулярні
утворення, імовірно, продуктів карбонатизації, розміром до 1 мкм. Однак, якщо поверхня вихідної фібри досить сильно координована (рис. 4, а – в), то після
термічної обробки вона покрита глобулярними утвореннями (рис. 4, г– е). На зразках вихідного
анізотропного матеріалу є «виїдені» ділянки, поздовжні «борозни» у напрямку витягування
волокон, що може говорити про їх внутрішню структуру (рис. 4, б, в). При цьому руйнування
відбувається по найбільш слабкій частині – межі розділу, імовірно, окремих ниток волокна з
алюмосилікатних ланцюгів. Якщо розглядати ділянку потверджену корозії, вона має чітку
межу (рис. 4, б) і глибину вилуговування до 400 нм (рис. 4, в). Однак, реальна величина
руйнування
більша
через
корозію
всього
поверхневого
шару
невпорядкованого
алюмосилікатного скла. На самих волокнах є глобулярна речовина, яку можна віднести як до
рентгеноаморфного карбонату кальцію, так і до продуктів реакції лугу з алюмосилікатним
матеріалом самої фібри. На волокнах після термічної обробки явних слідів вилуговування не виявлено (рис. 4, г –е). Привертає увагу відсутність поздовжніх «борозен», що є наслідком великої стійкості Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 17 ТЕХНІКА І ТЕХНОЛОГІЇ модифікованої базальтової мікрофібри до лужного середовища. Загалом можна говорити, що
морфологія поверхні волокна, підданого термічній обробці, не зазнає серйозних змін під дією
агресивного середовища цементного молока (рис. 3). Низька лугостійкість початкового базальтового волокна може визначатися кількома
факторами. В результаті різкого охолодження розплаву при формуванні волокон у них
фіксується неоднорідна об'ємна та поверхнева пухка високотемпературна структура. При цьому
волокно характеризуються наявністю дефектів поверхні (мікротріщини, мікропори, обриви
зв’язків тощо). Усе це разом інтенсифікує процес розчинення силікатного каркаса. Рис. 3. Мікроструктура базальтового волокна:
а, б – початкового; в, г – після термічної обробки при 500 0С Рис. 3. Мікроструктура базальтового волокна: р
ру
ур
а, б – початкового; в, г – після термічної обробки при 500 0С а, б – початкового; в, г – після термічної обробки при 500 0С Рис. 4. Вплив лужного середовища модельної системи на мікроструктуру базальтового волокна:
а – в початкового; г – e – після термічної обробки при 500 °С Рис. 4. Вплив лужного середовища модельної системи на мікроструктуру базальтового волокна:
а – в початкового; г – e – після термічної обробки при 500 °С Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 бірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ 0 18 ТЕХНІКА І ТЕХНОЛОГІЇ У процесі термообробки від 300 до 500 0С відбуваються процеси заліковування дефектів,
зміни хімічного складу та структури поверхні волокон в результаті окислення Fe+2 Fе+3 та
утворення залізокисневих тетраедрів [FеO4]Na із залученням на поверхню волокон лужних
катіонів. Перелічені процеси найбільш активно проходять при 500 0С – температурі близької до
температури склування (кордон переходу з твердого в пластичний стан). При більш високих температурах у базальтових волокнах, насамперед їх поверхні,
починаються структурні зміни, пов’язані з передкристалізаційними процесами (600 0С) і
кристалізацією (700 0С). Структурні перебудови, пов’язані з кристалізацією, супроводжуються
утворенням різного роду дефектів, що роблять матеріал більш активним у хімічному
відношенні та призводить до прискорення взаємодії з лугом. При цьому втрати маси волокон
збільшуються. у
Для пояснення процесів, що відбуваються в структурі волокна в процесі його термічної
обробки, були отримані рентгенограми (рис. 5) і спектри (рис. 6) вихідного і термообробленого
волокна. Для отримання уявлень про мікроструктурний стан початкового та термообробленого
базальтового волокна використовувались дані рентгенівської дифракції. Рентгенограми базальтового волокна є типовими дифракційними картинами структурованих
аморфних матеріалів з характерним розширеним профілем інтенсивності в області кутів
близько 300 (рис. 5). Рентгенограми базальтового волокна є типовими дифракційними картинами структурованих
аморфних матеріалів з характерним розширеним профілем інтенсивності в області кутів
близько 300 (рис. 5). Рис. 5. Рентгенограма базальтового волокна до (1) і після (2) термічної обробки Рис. 5. Рентгенограма базальтового волокна до (1) і після (2) термічної обробки Характерною особливістю рентгенограм волокна є присутність одного відображення 32,50,
причому найбільш інтенсивно це відображення проявляється на рентгенограмі початкового
волокна. Виходячи із загальних уявлень про породоутворюючі мінеральні фази базальтів і на
основі рентгенометричної діагностики виконаної із застосуванням дифракційної бази даних, це
відображення може бути віднесено до Са(Al2Si2О8). Присутність на рентгенограмах відображення цього мінералу можна інтерпретувати як
наслідок тонко пластичної форми кристалітів. Ці нанорозмірні мінерали на поверхні волокон
відносять до новостворених фаз у процесі витяжки. При термообробці вони зникають з поверхі
волокон через структурні перебудови. Порівняння ІЧ-спектрів базальтового волокна до і після термічної модифікації п
видозміну профілів смуг поглинання алюмосилікатних груп області 1000... 300 см-1 (рис. Зокрема, термообробка викликає зменшення інтенсивностей смуг поглинання 1019 і
1052 см-1, характерних для валентних коливань зв'язків Si-O-Si (Al) у ланцюжкових аніонових Зокрема, термообробка викликає зменшення інтенсивностей смуг поглинання 1019 і
1052 см-1, характерних для валентних коливань зв'язків Si-O-Si (Al) у ланцюжкових аніонових 19 ТЕХНІКА І ТЕХНОЛОГІЇ угрупованнях (Q2) клинопіроксенів. З огляду на це відбувається зростання інтенсивностей смуг
каркасних структурних фрагментів (Q4) у сфері хвильових чисел 1084…1300 див-1. аннях (Q2) клинопіроксенів. REFERENCES 1. Tolmachev S. N. (2013). Razvitie teorii razrusheniya i stojkosti dorozhnyh cementnyh betonov pri dejstvii agressivnyh
faktorov [Development of the theory of destruction and resistance of road cement concrete under the action of aggressive
factors]. Extended abstract of Doctor’s thesis. Harkov: Ukr. derzh. akad. zaliznichn. tr-ra [in Ukrainian]. 1. Tolmachev S. N. (2013). Razvitie teorii razrusheniya i stojkosti dorozhnyh cementnyh betonov pri dejstvii agressivnyh
faktorov [Development of the theory of destruction and resistance of road cement concrete under the action of aggressive
factors]. Extended abstract of Doctor’s thesis. Harkov: Ukr. derzh. akad. zaliznichn. tr-ra [in Ukrainian]. 1. Tolmachev S. N. (2013). Razvitie teorii razrusheniya i stojkosti dorozhnyh cementnyh betonov pri dejstvii agressivnyh
faktorov [Development of the theory of destruction and resistance of road cement concrete under the action of aggressive
factors]. Extended abstract of Doctor’s thesis. Harkov: Ukr. derzh. akad. zaliznichn. tr-ra [in Ukrainian]. 2. Brazhnik A. V. (2015). Monolitnye dorozhnye cementnye betony vysokoj morozostojkosti s organomineralnym
kompleksom i fibroj [Monolithic road cement concretes of high frost resistance with organo-mineral complex and fiber]. Extended abstract of candidate’s thesis. Harkov: Ukr. derzh. akad. zaliznichn. tr-ra [in Ukrainian]. 2. Brazhnik A. V. (2015). Monolitnye dorozhnye cementnye betony vysokoj morozostojkosti s organomineralnym
kompleksom i fibroj [Monolithic road cement concretes of high frost resistance with organo-mineral complex and fiber]. Extended abstract of candidate’s thesis. Harkov: Ukr. derzh. akad. zaliznichn. tr-ra [in Ukrainian]. f
3. L.Ferrante, J.Tirillò, F.Sarasini, F.Touchard, R.Ecault, M. A.Vidal Urriza, L.Chocinski-Arnault, & D.Mellier. (2015). Behaviour of woven hybrid basalt-carbon/epoxy composites subjected to laser shock wave testing: Preliminary results,
Composites Part B. Engineering, 78, 162–173. https://doi.org/10.1016/j.compositesb.2015.03.084. 3. L.Ferrante, J.Tirillò, F.Sarasini, F.Touchard, R.Ecault, M. A.Vidal Urriza, L.Chocinski-Arnault, & D.Mellier. (2015). p
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properties of hybrid composites reinforced with carbon and basalt fibers. Composites Part B: Engineering, 58, 251-258. https://doi.org/10.1016/j.compositesb.2013.10.027. 5. Subagia, I. A., Kim, Y., Tijing, L. D., Kim, C. S., & Shon, H. K. (2014). Effect of stacking sequence on the flexural
properties of hybrid composites reinforced with carbon and basalt fibers. Composites Part B: Engineering, 58, 251-258. https://doi.org/10.1016/j.compositesb.2013.10.027. p
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Journal of Industrial Textiles, 2018. Vol. 47(5). P. 815-833. https://doi.org/10.1177/1528083716674905 14. Sudha. C, Mohan G. S. Behaviour of fibre reinforced concrete using basalt fibre in beam column joint under cyclic
loading. ARPN Journal of Engineering and Applied Science, 2019. Vol. 14. P. 1463-1470. 14. Sudha. C, Mohan G. S. Behaviour of fibre reinforced concrete using basalt fibre in beam column joint under cyclic
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15. Дорошенко О.Ю. Обґрунтування можливості використання базальтового волокна як компонента цементо
бетону для транспортного будівництва. Збірник наукових праць УкрДУЗТ Харків, 2021. вип.198. С. 22-29. 15. Дорошенко О.Ю. Обґрунтування можливості використання базальтового волокна як компонента цементо
бетону для транспортного будівництва. Збірник наукових праць УкрДУЗТ Харків, 2021. вип.198. С. 22-29. РОЗРОБКА ПРИНЦИПІВ МОДИФІКАЦІЇ БАЗАЛЬТОВОГО ВОЛОКНА
З МЕТОЮ ПІДВИЩЕННЯ ЙОГО ЕФЕКТИВНОСТІ З огляду на це відбувається зростання інтенсивностей смуг
их структурних фрагментів (Q4) у сфері хвильових чисел 1084…1300 див-1. Рис. 6. Порівняння діаграм нормованих профілів ІЧ
-
спектрів початкового (а)
та термообробленого (б) волокна Рис. 6. Порівняння діаграм нормованих профілів ІЧ
-
спектрів початкового (а)
та термообробленого (б) волокна Зазначені обставини свідчать про збільшення рівня полімеризації, т.к. підвищення
концентрації каркасних угруповань (Q4) відбувається за рахунок зменшення кількості
ланцюжкових фрагментів (Q2). Завдяки цьому відбувається ущільнення структури базальтового
волокна, що, зрештою, позитивно позначається на стійкості фібри до лужного впливу. Такі
структурні зрушення стають можливими через перехід Fe+2 Fe+3 в результаті термообробки в
окислювальних умовах, що відзначається багатьма дослідниками. Висновки. Обґрунтовано доцільність термічної обробки базальтового волокна при
температурі 500 0С з подальшим охолодженням у повітряному середовищі при кімнатній
температурі для підвищення його лужної стійкості. Запропоновано модель модифікації
базальтового волокна при термічній обробці, засновану на переході Fe+2 Fe+3 в результаті
термообробки в окислювальних умовах. Зміна координаційного оточення, що відбувається при
цьому, ініціює утворення зв’язків між (Si2O6)-1 та їх трансформацію в каркасний структурний
тип з утворенням залізовмісних плагіоклазових фаз. Дані процеси призводять до ущільнення
структури
фібри
та
сприяють
підвищенню
її
лугостійкості,
що
підтверджується
морфоструктурними особливостями поверхні термообробленого базальтового волокна,
витриманого у цементному розчині. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 20 ТЕХНІКА І ТЕХНОЛОГІЇ ЛІТЕРАТУРА 1. Толмачев С. Н. Развитие теории разрушения и стойкости дорожных цементных бетонов при действии агрессивных
факторов: автореф. дис. … д-ра техн. наук: 05.23.05 / Укр. держ. акад. залізн.. тр-ту. Харьков, 2013. 40 с. 1. Толмачев С. Н. Развитие теории разрушения и стойкости дорожных цементных бетонов при действии агрессивных
факторов: автореф. дис. … д-ра техн. наук: 05.23.05 / Укр. держ. акад. залізн.. тр-ту. Харьков, 2013. 40 с. 2. Бражник А. В. Монолитные дорожные цементные бетоны высокой морозостойкости с органоминеральным
комплексом и фиброй: автореф дис.… канд. техн. наук: 05.23.05 /Укр. держ. ун-т залізн. тр-та. Харьков, 2015. 26 с. 2. Бражник А. В. Монолитные дорожные цементные бетоны высокой морозостойкости с органоминеральным
комплексом и фиброй: автореф дис.… канд. техн. наук: 05.23.05 /Укр. держ. ун-т залізн. тр-та. Харьков, 2015. 26 с. 3. L.Ferrante, J.Tirillò, F.Sarasini, F.Touchard, R.Ecault, M. A.Vidal Urriza, L.Chocinski-Arnault, D.Mellier: Behaviour
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treatments. Journal of Industrial Textiles, 47(5), 815-833. https://doi.org/10.1177/1528083716674905. p
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dha, C., & Mohan, G. S. (2019). Behaviour of fibre reinforced concrete using basalt fibre in beam column joint
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concrete for transport construction]. Harkiv: Zbirniku naukovih prac UkrDUZT Harkiv, 198. 22-29 [in Ukrainian]. Оleksandra Doroshenko Associate Professor, department of railway track and track economy State University of Infrastructure and
Technology. St. I. Ohienko, 19, Kyiv, 03049, Ukraine. REFERENCES Flexural and impact behaviour of carbon/basalt fibers hybrid laminates. Journal
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of Composite Materials, 48(9), 1121-1130. https://doi.org/10.1177/0021998313482158. 7. Lim, J. II., Rhee, K. Y., Kim, H. J., & Jung, D. H. (2014). Effect of stacking sequence on the flexural and fracture
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carbon/basalt/epoxy hybrid composites, Carbon Letters, 15(2), 125–128. https://doi.org/10.5714/CL.2014.15.2.125. 7. Lim, J. II., Rhee, K. Y., Kim, H. J., & Jung, D. H. (2014). Effect of stacking sequence on the flexural and fracture
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8. Khamees, S. S., Kadhum, M. M., & Nameer, A. A. (2020). Effects of steel fibers geometry on the mechanical
properties of SIFCON concrete. Civil Engineering Journal, 6(1), 21-33. http://dx.doi.org/10.28991/cej-2020-03091450. 9 Ganesh A C
Sowmiya K
& Muthukannan M (2020 June) Investigation on the effect of steel fibers in p
p
g
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, ( ),
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9. Ganesh, A. C., Sowmiya, K., & Muthukannan, M. (2020, June). Investigation on the effect of steel fibers in ірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 21 ТЕХНІКА І ТЕХНОЛОГІЇ geopolymer concrete. In IOP Conference Series: Materials Science and Engineering (Vol. 872, No. 1, p. 012156). IOP
Publishing. http://dx.doi.org/10.1088/1757-899X/872/1/012156. g
p
g
10. Chatiras, N., Georgiopoulos, P., Christopoulos, A., & Kontou, E. (2019). Thermomechanical characterization of
basalt fiber reinforced biodegradable polymers. Polymer Composites, 40(11), 4340-4350. https://doi.org/10.1002/pc.25295. 11. Kytinou, V. K., Chalioris, C. E., & G. Karayannis, C. (2020). Analysis of residual flexural stiffness of steel fiber-
reinforced concrete beams with steel reinforcement. Materials, 13(12), 2698. https://doi.org/10.3390/ma13122698. 12. Wang, G., Zhang, D., Wan, G., Li, B., & Zhao, G. (2019). Glass fiber reinforced PLA composite with enhanced g
p
g
10. Chatiras, N., Georgiopoulos, P., Christopoulos, A., & Kontou, E. (2019). Thermomechanical characterization of
basalt fiber reinforced biodegradable polymers. Polymer Composites, 40(11), 4340-4350. https://doi.org/10.1002/pc.25295. 11 K ti
V K
Ch li
i
C E
& G K
i
C (2020) A
l
i
f
id
l fl
l tiff
f t
l fib 10. Chatiras, N., Georgiopoulos, P., Christopoulos, A., & Kontou, E. (2019). words:: basalt fiber, transport construction, heat treatment, fiber structure, alkali resistance of
-ray patterns, spectra. Збірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 DEVELOPMENT OF THE PRINCIPLES OF BASALT FIBER MODIFICATION
WITH THE PURPOSE OF INCREASING THE EFFICIENCY
OF ITS APPLICATION IN TRANSPORT CONSTRUCTION DEVELOPMENT OF THE PRINCIPLES OF BASALT FIBER MODIFICATION
WITH THE PURPOSE OF INCREASING THE EFFICIENCY
OF ITS APPLICATION IN TRANSPORT CONSTRUCTION The article examines the experimental and theoretical justification of the use of basalt fiber, as a
promising material, with the help of which it is possible to obtain a new class of building materials. As a result, it was established that an increase in temperature contributes to an increase in alkali
resistance of the fiber. The mass loss during aging in an alkaline solution after 28 days is about 5%,
while the initial fiber loses more than 30% of the fiber mass during this time. A further increase in the
temperature of isothermal aging is not effective due to a decrease in alkali resistance of the fibers and
economic impracticability. To explain the processes occurring in the structure of the fiber during its heat treatment, X-ray
images and spectra of the original and heat-treated fiber were obtained. In the process of heat treatment from 300 to 500 0С, the processes of defect healing, changes in the
chemical composition and surface structure of the fibers occur as a result of Fe+2 → Fe+3 oxidation
and the formation of iron oxide tetrahedra [FeO4]Na with the attraction of alkaline cations to the
surface of the fibers. 0 The expediency of thermal treatment of basalt fiber at a temperature of 500 0C is substantiated,
which leads to compaction of the fiber structure and contributes to increasing its alkali resistance,
which is confirmed by the morphostructural features of the surface of heat-treated basalt fiber aged in
cement mortar. Keywords:: basalt fiber, transport construction, heat treatment, fiber structure, alkali resistance of
fibers, X-ray patterns, spectra. бірник наукових праць ДУІТ. Серія «Транспортні системи і технології», 2022. Вип. 0 22
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https://openalex.org/W2751360441
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0183092&type=printable
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English
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Characteristics of the King-Devick test in the assessment of concussed patients in the subacute and later stages after injury
|
PloS one
| 2,017
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cc-by
| 7,557
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Editor: Damir Janigro, Cleveland Clinic, UNITED
STATES Copyright: © 2017 Subotic 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: Due to ethical
restrictions imposed by the St. Michael’s Hospital
Research Ethics Committee, the data underlying
this study are available to interested, qualified
researchers upon request to: Dr. David Mazer, c/o
Sharon Freitag, St. Michael’s Hospital, 30 Bond
Street, Toronto, Ontario, Canada, M5B 1W8. Arsenije Subotic1, Windsor Kwan-Chun Ting1, Michael D. Cusimano1,2* 1 Division of Neurosurgery, Department of Surgery, Injury Prevention Research Office, St. Michael’s
Hospital, Toronto, Ontario, Canada, 2 University of Toronto, Toronto, Ontario, Canada * injuryprevention@smh.ca a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Subotic A, Ting WK-C, Cusimano MD
(2017) Characteristics of the King-Devick test in
the assessment of concussed patients in the
subacute and later stages after injury. PLoS ONE
12(8): e0183092. https://doi.org/10.1371/journal. pone.0183092 Editor: Damir Janigro, Cleveland Clinic, UNITED
STATES Editor: Damir Janigro, Cleveland Clinic, UNITED
STATES RESEARCH ARTICLE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Abstract Although the King-Devick (K-D) test has been used frequently in assessing sports related
concussion early after injury, its characteristics over time after injury and in patients with pro-
longed persistent symptoms are unknown. The purpose of this paper was to: evaluate the
ability of the K-D Test to distinguish patients seen early after concussion from those with
symptoms persisting more than 3 months compared to controls, assess changes in the K-D
test times over time after concussion, and determine the relationship of K-D times to the
Stroop Color and Word Test scores. We performed cross-sectional comparisons of patients
with recent concussive brain injury (acute group) and those with symptoms persisting more
than 3 months to healthy controls on the K-D test, the Sports Concussion Assessment Tool
3 (SCAT3), and the Stroop Color and Word Test. Longitudinal comparisons of the acute
group over time within the first month after injury were also made. Post-concussive syn-
drome (PCS) patients had significantly higher K-D times compared to controls (p = 0.01),
while the acute group did not differ from controls(p = 0.33). K-D times at the second visit for
the acute group were similar to those of controls (54.7 vs. 49.6, p = 0.31). While SCAT3
scores improved over time in the acute group, the K-D scores did not change between the
first and second visit (55.2 vs. 54.7, p = 0.94). K-D scores correlated significantly with the
Stroop scores for all three participant groups. The K-D test is likely useful very early after
concussion in conjunction with baseline scores, and while scores in PCS patients remain
elevated, they can be confounded by factors such as pre-morbid depression and medication
use. High correlations with Stroop scores also suggest that performance on the K-D test can
by proxy provide additional insight about cognitive function and predict performance on
more cognitively demanding tasks. Characterizing the King-Devick test in the assessment of concussions (SCAT3), is frequently administered to concussed athletes to assess the number and degree of
severity of symptoms pertaining to mTBI [1]. Symptoms on the SCAT3 can be counted and
given a rating of severity, but these scores share the same limitations of all self-reported scales:
they may be difficult to assess in the presence of preexisting symptoms and are open to poten-
tial bias as athletes may under or over-report their symptoms. design, data collection and analysis, decision to
publish, or preparation of the manuscript. Competing interests: The authors have declared
that no competing interests exist. y
y
Due to such limitations, other tests have been investigated that can help aid clinicians in the
screening and diagnosis of those suspected of brain injury. There is increasing interest in the
King-Devick test (K-D) as a screening tool for concussion and mTBI. The K-D test requires
that participants read a series of three test cards of numbers, which become progressively more
difficult to read, as quickly as they can [2]. The total time to complete all three test cards, and
the number of errors committed are included in the total score. Studies have shown the K-D
test to be a sensitive marker of brain injury by detecting attentional deficits and impaired sac-
cadic eye movements, which have been associated with higher (worse) K-D scores among ath-
letes [3–6]. The K-D test has become a popular sideline screening tool for concussions in
sports, since it is easy to administer and usually takes less than two minutes to complete. Sev-
eral studies have used it in hockey league cohorts [7–9], boxing and mixed martial arts (MMA)
competitions [10,11], football games [6, 12–15], as well as rugby league competitions [5, 15–
18]. Despite its extensive use immediately following a suspected TBI, the efficacy of the K-D
test in tracking symptom resolution longitudinally has been less widely investigated. Tjarks
et al. [19] conducted a longitudinal study on concussed patients presenting at a sports clinic,
but did not focus on patients affected by non-sports related injuries or those experiencing
post-concussive syndrome (PCS) for more than 3 months. Most of the first visits after concus-
sion occurred in the 6–10 day interval (40%) and after 30 days (26%), with 6% of the patients
coming in the 1–5 day interval [19]. They found that K-D scores improved at each visit over
the four-visit study period [19]. In addition, only Silverberg [20] and Benedict et al. [21] have
examined the validity of the K-D test in assessing non-sports related TBI, but neither examined
whether the K-D test could be used as an indicator of patient recovery over time after the
injury. To our knowledge, previous studies have also not explored the option of correlating
performance on the K-D test with tests assessing executive functions such as inhibitory control
to see if the K-D test can by-proxy provide more understanding into cognitive function after
head injuries. The purpose of this study was three-fold. First, we wanted to determine if the K-D test
could accurately distinguish between non-injured healthy controls, acutely injured patients,
and those with persistent post-concussive syndrome with symptoms lasting more than 3
months (PCS). We hypothesized that higher (worse) K-D test scores would be seen in the
acutely injured group and PCS patients compared to healthy controls. Second, we aimed to
determine if K-D test scores changed over time from the original injury among the acute
group patients and if it correlated to symptom resolution over time. We hypothesized that
K-D scores would correlate with self-report symptom scores and show improvement over
time as symptoms resolved. Our third aim was to correlate and compare K-D scores with
assessments of selective attention and processing speed, namely the Stroop Color and Word
Test. Our hypothesis was that scores of the Stroop assessment would negatively correlate with
K-D scores. Introduction Rising public concern regarding the occurrence of mild traumatic brain injuries (mTBIs)
including concussion in sports has led to the development of tools that can help assist in the
screening, diagnosis and follow-up of these injuries. The Sport Concussion Assessment Tool 3 Funding: We would like to thank the Canadian
Institutes of Health Research MOP 123371 for the
study funding. The funders had no role in the study 1 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Characterizing the King-Devick test in the assessment of concussions members or relatives of participants, as well as staff at SMH in the Emergency Department. Capacity for consent was determined by following the PATIENT Modified Aid to Capacity
Evaluation (ACE) Screening Tool utilized by SMH. Participants must have been able to: com-
municate, understand their current medical condition, understand the purpose of the research
study, understand the option of declining to participate (with no impact on medical care),
understand the risks of participating, and make a decision that is not substantially based upon
hallucinations, delusions, or cognitive signs of depression. If any of these criteria were not met,
we did not proceed to consent. After this, written informed consent was obtained, after which
participants were assessed for eligibility according to the inclusion/exclusion criteria, outlined
below. Inclusion/Exclusion criteria Acute group patients were defined as patients who had suffered a non-penetrating head injury
and exhibited a GCS score of 13–15 at the time of recruitment. PCS patients were defined as
those who had sustained a mTBI three or more months prior to their first testing visit, and
were still experiencing ongoing symptoms. Inclusion criteria included: being the age of 16 or
over, being able to provide informed written consent, and having sufficient fluency in English. Healthy controls were matched to mTBI patients according to age (±2.5years), sex, and years
of education (±2.5 years). Controls participants must also not have had a history of prior head
injuries. All participants were also asked to complete a screening form to ensure their eligibil-
ity. Participants were excluded if they had the following medical conditions: history of multiple
sclerosis, prior hydrocephalus, prior brain irradiation, prior stroke, comorbid early dementia,
comorbid Parkinson’s disease, comorbid uncontrolled diabetes, comorbid eye disease causing
strabismus, comorbid non-affective psychiatric illness, active substance abuse requiring treat-
ment, comorbid alcohol related dementia, and comorbid immune-compromised (HIV/AIDS
or taking immunosuppressive therapy). In addition, participants were excluded if they were
unable to provide consent because of being medically unstable or intoxicated at the time of
recruitment. At the time of screening we also asked for current medication use. Participant assessments PCS participants and controls were asked to come in for one visit, and those in the acute injury
group were asked to come in for two visits. PCS and healthy controls were asked to come in at
their earliest possible convenience. The first visit for acute participants was conducted within
10 days of the injury, while the second was conducted at 2–4 weeks post-injury (PI). The mini-
mum time between the first and second visit was seven days. At each visit, participants com-
pleted the K-D test, the SCAT3 Symptom Evaluation, and the Stroop Color and Word Test. The descriptions of these tests are outlined below. Methods The study was approved by the Research Ethics Board (REB) at St. Michael’s Hospital (SMH). Patients were recruited from the Emergency Department, Head Injury Clinic, and the inpa-
tient Neurosurgery Ward. Healthy controls were recruited through word of mouth to family 2 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Participant characteristics In total, 17 acute, 28 PCS and 18 controls participants completed the K-D test. The demo-
graphic data pertaining to each participant group are outlined in Table 1. Acute participants were assessed at a median of 5 days (Interquartile Range, IQR = 3–7) PI
for their first visit. The second visit occurred at a median of 24 (IQR = 16–30) days PI. The sin-
gle visit for the PCS patients occurred at a median of 366 days (IQR = 164–659) after injury. It
was reported that 13/28 (44%) of PCS participants were using medication to relieve headache,
anxiety and/or depression due to their injury, compared to 3/17 (18%) of acute participants
(Table 1). Of these 12 participants in the PCS group, 3 were using benzodiazepines, 6 were
using antidepressants, and 5 were using medications (ibuprofen, acetyl salicylic acid, acet-
aminophen) to relieve headaches. SCAT3 symptom evaluation The symptom evaluation is composed of 22 different symptoms, each of which are rated on a
scale of 0–6, with 0 indicating absence of symptoms and 6 being most severe [17, 21]. The total
score is out of 22, with symptoms being counted towards the total score if they are non-zero
values [17, 21]. The symptom severity score is obtained by summing the values of the individ-
ual symptom scores, resulting in a maximum score of 132[17, 21]. King-Devick (K-D) test The K-D test is a saccadic eye measurement test that relies on the principle of rapid number
naming [1–15]. The test contains a demonstration (practice) card and three test cards of vari-
ably spaced single-digit numbers [1–3, 5]. Participants are asked to read out aloud the numbers
from left to right as quick as they can without making any errors [1–15]. The time taken for
each card as well as the number of errors was recorded and summed to provide the total K-D
score [1–15]. The test usually takes less than two minutes to complete [3,5]. 3 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Characterizing the King-Devick test in the assessment of concussions Stroop Color and word test The Stroop Color and Word Test is a neuropsychological test used to measure executive con-
trol and selective attention [22–25]. Participants are asked to name the colour of the words
presented as fast as they can [22–25]. This becomes more difficult to do if the colour is incon-
gruent with the word [23–25]. It is easier to name the word ‘red’ if it is printed in red than if it
is green. In the latter situation, this conflict slows responding which leads to the ‘Stroop effect’
[23–25]. The scores on the task reflect how well participants can selectively direct attention to
task relevant features while ignoring task-irrelevant features [23–25]. In our study, participants
were asked to read the colour of words (blue, red, green) on a sheet of paper as fast as they can. There were 10 rows, each containing 10 words, resulting in a total of 100 words. The time limit
was 45 seconds. If participants finished early, they were asked to read again from the begin-
ning. The total number of words and number of errors are included in the final score. Statistical analyses Descriptive statistics were used to describe the participants. Differences in K-D Test, SCAT3,
and the Stroop Color and Word Test scores between groups and time intervals were compared
using one-way ANOVA. Post-hoc analysis using Fisher’s Least Significant Difference was per-
formed after one-way ANOVA. Paired t-tests were used to do compare scores between the
first and second visit for the acute group. Pearson correlation coefficients were used to calcu-
late the correlation between the test scores. All analysis was conducted using Stata 13. Statisti-
cal significance was set at α = 0.05. Characterizing the King-Devick test in the assessment of concussions 54.7 ± 15.1s, p = 0.94), and nor were they different from controls (p = 0.31). The total symptom
score and symptom severity scores were higher for the acute group and PCS group compared
to controls on the first visit (p<0.0001). For the acute group, symptom scores and severity
Table 1. Basic demographic characteristics of acute mTBI, PCS, and control participant groups. Acute mtBI
PCS
Controls
N
First Visit
17
28
18
Second Visit
17
-
-
Age
Mean ± SD
42.7 ±14.47
46.1 ±12.8
36.9 ±16.6
Sex, (%)
Male
47%
18%
44%
Female
53%
82%
56%
Education
Mean ± SD
14.9 ± 3.2
16.4 ± 3.2
15.4 ± 1.8
Mechanism of injury (%)
Fall
47
36
-
Sports
12
4
-
Unintentional contact with an object
29
18
-
MVC
6
38
-
Intentional Assault
6
4
-
Medication use, N (% of total population)
Benzodiazepines
0 (0)
3 (11)
0 (0)
Antidepressants
2 (12)
6 (21)
2 (11)
Headache Relief
1 (6)
5 (18)
1 (6)
Initial Glasgow Coma Scale (GCS) in ED, N
13
1
0
0
14
0
0
0
15
16
28
18
History of Concussion, (%)
47
50
-
Abbreviations: SD, standard deviation; MVC, motor vehicle collision; ED, emergency department
https://doi.org/10.1371/journal.pone.0183092.t001
Table 2. Summary of test scores by group and by visit. Acute mTBI
PCS
Controls
K-D Times, Mean ± SD (s)
First Visit
55.2 ± 12.5
64.1 ± 23.4*
49.6 ± 11.2
Second Visit
54.7 ± 15.1
-
-
Symptom Total Score, Mean ± SD
First Visit
13.2±6.4
15.2 ± 6.06
1.4 ± 2.5
Second Visit
7.5 ± 5.9
-
-
Symptom Severity Score, Mean ± SD
First Visit
32.6 ±19.2
44.4 ± 31.3
2.3 ± 4.2
Second Visit
13.4 ±12.3
-
-
Stroop Color and Word Test, Mean number of words ± SD
First Visit
69.4 ± 15.9
72.3 ± 11.6
85.1 ± 12.4
Second Visit
70.5 ± 14.1
-
-
*Post-hoc analysis. F-value = 4.66, P = 0.01. https://doi.org/10.1371/journal.pone.0183092.t002
Characterizing the King-Devick test in the assessment of concussions
PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017
5 / 13 Table 1. Basic demographic characteristics of acute mTBI, PCS, and control participant groups. K-D and SCAT3 score characteristics For the first visit, K-D mean scores were 55.2 ± 12.5s for acute group, 64.1 ± 23.4s for PCS, and
49.6 ± 11.2s for healthy controls (Table 2). PCS participants took significantly longer than con-
trols(p = 0.01), but were not significantly different from the acute group (p = 0.13). K-D scores
were not different from the first to second visit in the acute group (55.2 ± 12.5 s versus 4 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Acute mtBI
PCS
Controls
N
First Visit
17
28
18
Second Visit
17
-
-
Age
Mean ± SD
42.7 ±14.47
46.1 ±12.8
36.9 ±16.6
Sex, (%)
Male
47%
18%
44%
Female
53%
82%
56%
Education
Mean ± SD
14.9 ± 3.2
16.4 ± 3.2
15.4 ± 1.8
Mechanism of injury (%)
Fall
47
36
-
Sports
12
4
-
Unintentional contact with an object
29
18
-
MVC
6
38
-
Intentional Assault
6
4
-
Medication use, N (% of total population)
Benzodiazepines
0 (0)
3 (11)
0 (0)
Antidepressants
2 (12)
6 (21)
2 (11)
Headache Relief
1 (6)
5 (18)
1 (6)
Initial Glasgow Coma Scale (GCS) in ED, N
13
1
0
0
14
0
0
0
15
16
28
18
History of Concussion, (%)
47
50
-
Abbreviations: SD, standard deviation; MVC, motor vehicle collision; ED, emergency department 54.7 ± 15.1s, p = 0.94), and nor were they different from controls (p = 0.31). The total symptom
score and symptom severity scores were higher for the acute group and PCS group compared
to controls on the first visit (p<0.0001). For the acute group, symptom scores and severity 54.7 ± 15.1s, p = 0.94), and nor were they different from controls (p = 0.31). The total symptom
score and symptom severity scores were higher for the acute group and PCS group compared
to controls on the first visit (p<0.0001). For the acute group, symptom scores and severity Table 2. Summary of test scores by group and by visit. Acute mTBI
PCS
Controls
K-D Times, Mean ± SD (s)
First Visit
55.2 ± 12.5
64.1 ± 23.4*
49.6 ± 11.2
Second Visit
54.7 ± 15.1
-
-
Symptom Total Score, Mean ± SD
First Visit
13.2±6.4
15.2 ± 6.06
1.4 ± 2.5
Second Visit
7.5 ± 5.9
-
-
Symptom Severity Score, Mean ± SD
First Visit
32.6 ±19.2
44.4 ± 31.3
2.3 ± 4.2
Second Visit
13.4 ±12.3
-
-
Stroop Color and Word Test, Mean number of words ± SD
First Visit
69.4 ± 15.9
72.3 ± 11.6
85.1 ± 12.4
Second Visit
70.5 ± 14.1
-
-
*Post-hoc analysis. F-value = 4.66, P = 0.01. https://doi.org/10.1371/journal.pone.0183092.t002
PLOS ONE | htt
//d i
/10 1371/j
l
0183092
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t 31 2017
5 / 13 5 / 13 Characterizing the King-Devick test in the assessment of concussions Fig 1. Characterizing the King-Devick test in the assessment of concussions Table 3. Correlations of K-D test scores with other assessment scores. Symptom Total Score
Symptom Severity Score
Stroop Color and Word Test
Acute: 1st Visit
r
-0.53
-0.43
-0.89
p
0.03
0.08
<0.0001
Acute: 2nd Visit
r
0.05
0.15
-0.78
p
0.86
0.58
0.0002
PCS
r
0.06
0.07
-0.75
p
0.76
0.71
<0.0001
Healthy Control
r
0.30
0.22
-0.60
p
0.23
0.39
0.001
https://doi org/10 1371/journal pone 0183092 t003 Table 3. Correlations of K-D test scores with other assessment scores. Relationship between K-D scores and number of days between injury and test visit in the acute
group. https://doi.org/10.1371/journal.pone.0183092.g001 Fig 1. Relationship between K-D scores and number of days between injury and test visit in the acute
group. https://doi.org/10.1371/journal.pone.0183092.g001 https://doi.org/10.1371/journal.pone.0183092.g001 https://doi.org/10.1371/journal.pone.0183092.g001 scores improved significantly from the first visit to the second (13.2 ± 6.4 vs. 7.5 ± 5.9,
p = 0.01) (32.6 ± 19.2 vs. 13.4 ± 12.3, p = 0.002) (Table 2). We also performed an analysis of K-D values over time to show the pattern of scores in the
acute group. A scatterplot (Fig 1) showing K-D scores and the time between date of injury and
test visits showed no significant correlation or relationship. In addition, we stratified the time
between the date of injury and the first/second visit into four time intervals (Fig 2) to more
precisely characterize K-D performance as a function of time. Again, there were no significant
differences between each time interval in terms of K-D scores. Fig 2. Average K-D score for each time interval after injury in the acute group. Abbreviations: SD,
standard deviation. Symbols: > =, greater than or equal to. https://doi.org/10.1371/journal.pone.0183092.g002 Fig 2. Average K-D score for each time interval after injury in the acute group. Abbreviations: SD,
standard deviation. Symbols: > =, greater than or equal to. https://doi.org/10.1371/journal.pone.0183092.g002 6 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 K-D and Stroop Color and word test characteristics For the Stroop Color and Word Test, the acute group at the first visit got fewer words correct
than the controls (69.4 ± 15.9 versus 85.1 ± 12.4, p<0.0001, Table 2). Similarly, at the second
visit, the acute group differed significantly from controls (p = 0.003), but did not exhibit an
improvement from the first visit (p = 0.82). The PCS group also scored significantly lower
than controls (p = 0.002). A strong, inverse correlation was found for all three groups
(Table 3). PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Characterizing the King-Devick test in the assessment of concussions between PCS and healthy controls at a median of 54 weeks PI. It is plausible that differences
scores on the K-D test might already arise by 140 days PI and remain elevated past the 1 year
mark. To our knowledge, no studies have so far administered the K-D test over multiple test
visits in a span of multiple months to over a year PI. Future studies should focus on conducting
more frequent visits over time, to better elucidate the pattern of performance on saccadic eye
movement tests such as the K-D test among those suffering from chronic concussion. In terms of symptom scores, we found higher symptom and symptom severity scores
among the PCS group compared to both controls and the acute mTBI, suggesting prolonga-
tion of symptom burden in this group. A strong possibility is that symptoms related to PCS
might not stem from concussion per se but are also influenced by psychological, personality,
and psychosocial factors. Individuals react differently to injuries, and it is plausible that those
suffering from PCS may develop a shaken sense of identity as concussion recovery takes longer
than usual. This may lead to cognitive issues by suppressing attention, mental efficiency, learn-
ing and memory, therefore creating symptoms that are unrelated to those caused by the con-
cussion itself [34]. This can in turn lead to frustration and anxiety, leading to avoidance of
anxiety provoking situations leading to a buildup of depression that builds over time, resulting
in heightened symptom scores [34]. There is also the possibility that symptoms were not spe-
cific to PCS, but rather a reaction to the trauma experienced by the head injury [35]. To better
elucidate the precise effects of concussion in the development of symptoms in PCS, a control
group consisting of patients suffering from non-head injuries would be useful to include in
future analyses. In addition, as we also only conducted one study visit, we also cannot say con-
clusively what the pattern of symptom scores over time in those with PCS are. There has not
been sufficient literature conducted so far to provide enough evidence to characterize when
elevated symptom scores compared with those with acute mTBI arise and when they subside. PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Major findings We found that PCS patients performed significantly worse than controls and moderately
worse than our acute group of patients on the K-D test. A number of potential explanations
exist for this. Our PCS patients sustained their injuries more frequently in motor vehicle
crashes (MVC) than the acute group and since MVC injuries are higher velocity events than
those in sports, they are likely also linked with increased concussion severity and the prolonga-
tion of symptom burden [26–31]. Those suffering from PCS may have experienced greater
damage to cortical and subcortical structures in the prefrontal cortex, thus resulting in ongoing
cerebral impairment and slowing of saccades beyond the usual 1-3-month period in which
most decrements in cognitive function resolve [26, 32]. In addition, the PCS group was more
medicated for conditions like depression or anxiety which can contribute to prolongation of
K-D times and post-concussive symptoms. [30, 32]. Reilly [33] found that the usage of benzo-
diazepines and other sedatives used to relieve anxiety have been associated with a decrease in
saccadic acceleration and velocity and an increase in saccadic latency, or the time interval
between two consecutive saccades, which would slow down saccadic eye movements [33]. However, it was also reported that the usage of antidepressants had no significant effect on sac-
cadic eye movements [33]. So, it is difficult to be certain whether tests of saccadic eye move-
ments can be used as sensitive and objective markers of brain dysfunction following injury,
particularly in patients on confounding medications for depression or anxiety [33]. As we only
conducted one test session for PCS participants, we were not able to determine at what point
in time K-D scores worsened. A study by Heitger [26] showed saccadic eye movements among
PCS patients to be significantly worse at 140 days PI compared with those with good recovery. Rizzo [32] also examined performance on the K-D test and found significant differences 7 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Limitations and future directions The interpretation of our study requires a consideration of its limitations. We did not control
for the time during the day or the degree of sleep the participant had prior to testing, as they
came at their earliest possible convenience. These factors could have produced variations in
K-D scores or subjective self-report symptom questionnaires, as previous studies by Fransson
[40] and Davies [41] have shown that sleep deprivation can adversely affect eye tracking and
attention that is required by the K-D test. Our study design was such that participants could
not be assessed immediately following their head injury, as some were admitted into the hospi-
tal a couple of hours up until 2 days after their injury. As this was a voluntary study, many
patients wanted to be assessed later as they wanted to leave the emergency room of the hospital
as soon as their diagnosis was confirmed by a physician. Our mechanisms of injury were var-
ied but when we stratified K-D times according to the mechanism of injury, we did not find
any significant differences. Because of the confounding effects of medications, future studies,
particularly with PCS patients should control for such medications. Future studies with larger
sample sizes may wish to focus on performing an in-depth analysis on the effect of injury
mechanism and time since injury, while controlling for a number of confounding factors on
K-D times. Our PCS group, which was not designed to match non-injured controls, was also biased
towards females. Our study is in line with previous literature which has reported that those suf-
fering from PCS were more likely to be female, and that there are gender disparities in seeking
treatment, which may be reflected in our study [30,34–35]. However, there has not been evi-
dence suggesting that performance on visit based tests is influenced by gender, and that
females with PCS score worse than males with PCS. Benedict et al. [21] examined the influence
of gender and found it to be associated with increased symptom scores, but not performance
on the K-D test. Therefore, although there is bias in gender in those who develop and report
PCS, it is unlikely that saccadic performance is correlated with it. Characterizing the King-Devick test in the assessment of concussions patients with head injuries have no noticeable test differences from those of matched controls
[38, 39]. Silverberg [20] found that the K-D test was not sensitive in differentiating acute mTBI
patients and controls at a mean time of 31 hours after injury supporting our thesis that K-D
times recover quickly after injury. Our findings therefore do not support the use of the K-D
test as a screening test for those with acute mTBI without baseline scores. Our results also showed the novel and robust finding that K-D times were significantly neg-
atively correlated with the number of words on the Stroop Color and Word Test among all
three participant groups. This meant that injured and non-injured participants that completed
the K-D test faster got more words correct in 45 seconds on the Stroop Color and Word Test. To date, the K-D has not been studied for its correlation with assessments like the Stroop
Color and Word Test. These findings support the idea that the K-D test can also indirectly
indicate the level of interference control and selective attention measured by the Stroop Color
and Word Test, providing evidence of convergent validity for the K-D test as it also assesses
mental abilities such as selective attention. Future studies should consider utilizing these two
tests together as the Stroop Color and Word Task can capture additional deficits in attention
due to the fact that more strenuous cognitive processes, such as interference control, are often
helpful in uncovering signs of concussion in what might be a seemingly non-concussed indi-
vidual [22–24]. PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 Hou [36] did a study in which they found that there was no significant recovery in those with
PCS from the 3 to 6-month period PI. McMahon et al. [37] also examined a cohort of individu-
als with PCS and found that the number of symptoms increased from the 3 to 6 months and
from 3 to 12 months PI. Our findings of heightened and persisting symptom scores at a
median of 366 days after injury are therefore in line with some of the literature examining
PCS, but more studies, examining more frequent visits and over a longer period of time are
needed to better characterize symptom scores. Interestingly, we were not able to show a strong positive correlation between K-D scores
and symptom scores. Even more striking is the fact that a statistically significant negative cor-
relation was observed on the first test visit for acute participants. This suggests that the report-
ing of subjective symptoms does not predict performance on visual based testing scores, and
that performance on the K-D test does not predict who experiences greater number of symp-
toms following injury. It is plausible that the pathways responsible for generating saccades in
the brain are independent of those that contribute to behavioral, emotional, and cognitive
states, and that both of these cognitive domains contribute to the screening for signs of concus-
sion, albeit separately. Although we saw total symptom and severity scores improve between the first and second
assessments in the acute group, we could not show an improvement in K-D times over the two
visits. Previous studies have shown that the K-D test done on the sidelines in sporting contexts
could detect abnormalities among affected athletes [1, 2–15]. These abnormalities included
factors such as blurred vision or attentional deficits, and the K-D scores reflected this through
an increase in scores from pre-injury baseline scores. [1, 2–15]. It could thus be that our acute
patients had already recovered rapid eye movements by the time we performed the K-D tests
(median 5 days post injury) and so they did not change by the second visit (median 24 days
post injury). Neuropsychological tests done after the acute recovery period have found that PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
August 31, 2017 8 / 13 Acknowledgments The authors would like to thank the staff and students at the Injury Prevention Research Office
for helping recruit and test participants as well as assisting with data entry. Special thanks to
Dr. Rowan Jing and Ling Chen for helping conduct the statistical data analysis. We would also
like to thank Dr. Francois Mathieu for providing insightful feedback on the manuscript. Conclusions We found that K-D times inversely correlate highly with the number of correct Stroop words
regardless of whether participants had sustained an injury or not suggesting that the K-D test
can by-proxy provide insightful information about more complex cerebral functions associ-
ated with selective attention, such as response inhibition. We were not able to show any differ-
ences in K-D times between acutely injured patients at a median of 5 days post injury and
neither did we find times to improve over the subsequent two weeks. In contrast, we showed
that PCS patients were slower on the K-D task than controls or acutely injured patients but
they were also on multiple medications that might have confounded our results. Our findings
do not refute the value of the K-D as a screening test very early after injury. Its use in PCS
patients is confounded by factors such as depression frequently seen in patients with PCS. Fur-
ther large scale studies of the test will better delineate its characteristics acutely and
longitudinally. Characterizing the King-Devick test in the assessment of concussions the option of performing within-group and between-group analyses to better elucidate the
effects that gender may play. Although factors such as motivation can play a role in neuropsychological assessments, we
did not consider it necessary to have an effort test to assess motivation, as participants who
consented were concerned and eager to participate and contribute to the improvement in
treatments for concussion. It is difficult to quantify effort and motivation, and it is an inherent
characteristic that varies from individual to individual. To our knowledge, no studies have so
far been able to elucidate the effects of effort on performance on visual based assessment tests,
nor has a reliable tool been developed for this purpose. Nonetheless, future research should
aim to develop an effort test to more accurately control for this potentially confounding factor. Additionally, it is important to note that vision plays only one part in the examination of
concussions. The K-D test, as a vision based test, should in appropriate cases, be used as a
screening tool and as a compliment to a wider number of assessments in the treatment of con-
cussion. We did not include physical assessments in our study, and future studies should con-
sider using assessments of balance and other tests such as the vestibulo-ocular reflex in the
examination of concussions as well in order to more adequately help clinicians screen and
diagnose concussion [42]. Larger sample sizes will also allow us to capture acute patients who
will develop PCS, to test hypotheses of the sensitivity and specificity of the K-D test in patients
with concussion and mTBI over time. Limitations and future directions Due to our small sample size
and difference in number of participants between the PCS and other groups, we are not in the
position to draw definitive conclusions about gender and performance on the K-D test. Future
studies, with larger sample sizes and with more balanced gender distributions, should explore PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
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Assessment of Youth Ice Hockey Players: Baseline Associations and Observations After Concussion. Dev Neuropsychol 2015 January 2015; 40(1):7–11. 10. Galetta KM, Barrett J, Allen M, Madda F. The King-Devick test as a determinant of head trauma and
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24445547 12. Author Contributions Conceptualization: Arsenije Subotic, Windsor Kwan-Chun Ting, Michael D. Cusimano. Data curation: Arsenije Subotic, Windsor Kwan-Chun Ting, Michael D. Cusimano. Formal analysis: Arsenije Subotic, Windsor Kwan-Chun Ting. Funding acquisition: Michael D. Cusimano. Investigation: Arsenije Subotic, Windsor Kwan-Chun Ting, Michael D. Cusimano. Funding acquisition: Michael D. Cusimano. Investigation: Arsenije Subotic, Windsor Kwan-Chun Ting, Michael D. Cusimano. 10 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0183092
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A Semantic Approach to Cloud Security and Compliance
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A Semantic Approach to Cloud Security and
Compliance Amit Hendre and Karuna Pande Joshi
CSEE Department, University of Maryland Baltimore County
Baltimore, MD, USA
{hendre1, karuna.joshi}@umbc.edu} faced by cloud consumers and determined the compliance
models and security controls that should be in place to manage
the risk. We analyzed more than 20 security standards in cloud
computing as well as in IT management. We also reviewed the
security controls implemented by more than 100 cloud
providers by studying the security related whitepapers on their
websites. Second, based on this study, we have developed an
ontology describing the cloud security controls, threats and
compliances which is used to capture and store this information
from standards and cloud providers in W3C standard semantic
web languages. It provides us the capability in ongoing work to
reason over it. Finally, we have developed a web-based
application that can be used by consumer organization. It
suggests, given the threats an organization faces, appropriate
cloud security policies and providers that support them. This
application classifies the threats faced by cloud users and
determines the security and compliance policy controls that
have to be activated for each threat. The application also
displays the existing cloud providers that support the security
policies. The focus of this paper is on the first and third
contributions. Abstract— Cloud services are becoming an
essential part of many organizations. Cloud providers have
to adhere to security and privacy policies to ensure their
users' data remains confidential and secure. Though there
are some ongoing efforts on developing cloud security
standards, most cloud providers are implementing a mish-
mash of security and privacy controls. This has led to
confusion among cloud consumers as to what security
measures they should expect from the cloud services, and
whether these measures would comply with their security
and compliance requirements. We have conducted a
comprehensive study to review the potential threats faced
by cloud consumers and have determined the compliance
models and security controls that should be in place to
manage the risk. Based on this study, we have developed an
ontology describing the cloud security controls, threats and
compliances. We have also developed an application that
classifies the security threats faced by cloud users and
automatically determines the high level security and
compliance policy controls that have to be activated for
each threat. The application also displays existing cloud
providers that support these security policies. Published in proceedings of IEEE Cloud 2015 conference, New York, June 2015 Published in proceedings of IEEE Cloud 2015 conference, New York, June 2015 A Semantic Approach to Cloud Security and
Compliance Cloud
consumers can use our system to formulate their security
policies and find compliant providers even if they are not
familiar with the underlying technology. In section III of this paper, we present our analysis of the
various cloud security control models, compliance models and
threats. The ontology we have developed for cloud security
compliances and security standards is very briefly covered in
section IV, and is not a focus of this paper. We describe our
recommendation application in detail in section V and end with
conclusions and future work. Keywords—Cloud computing, cloud security, Security
compliance models, Cloud security models. II.
RELATED WORK While cloud based solutions are attractive for their cost savings
and rapid provisioning/scaling; privacy and security of cloud
data remains a concern for most consumers [8] and a key barrier
in adoption of the cloud. In recent years, various cloud security
standards have been proposed or are being developed by
standards bodies like Cloud Security Alliance (CSA) [9][10],
International Organization for Standards (ISO) [14][15],
National
Institute
for
Standards
and
Technology
(NIST)[18][19][20],
etc. Most
cloud
providers
are
implementing a mish-mash of security and privacy controls. This has led to confusion and concern among consumers as to
what security measures they should expect from the cloud
services and what compliance policies to adopt for their
enterprise data on the cloud. Previous studies [6][7][8][33] [34] have attempted to determine
cloud security issues. Popović et al.’s [34] study on cloud
security controls and standards has been focused primarily at
the provider end and concentrated on cloud engineering. Subashini and Kavitha [6] present a survey of the different
security risks to the cloud. This study is specific to the security
issues due to the cloud service delivery models. Kamongi et. al. [33] have also developed a risk model for the cloud but haven’t
tied it with existing compliance standards. How many cloud
providers are adapting the cloud security standards in [2], [1]
and are capable of handling potential threats remains an open
question, and potential source of concerns to consumers who
have to select between these providers. NIST’s cloud computing reference architecture [2][11]
classifies security and privacy policies under the purview of the This work makes three key contributions. First, we have
conducted a comprehensive study to review the potential threats 7. Security risk assessment and management: Cloud
providers should implement the authorization and risk
assessment for utilizing shared resources. Standards: STIG
[13], ISO27002 [14], FedRAMP [5]. cloud provider. On the other hand, the security compliance
model is applicable across all the roles in the reference
architecture. Security controls used to protect a cloud
environment are the same for all cloud delivery models. Compliance standards are applied on these security controls. 8. Privacy, electronic discovery and other legal issues:
This focuses on managing the physical location of data and
accessing it confidentially. To achieve this security control,
documents, terms of services and privacy policies should
be reviewed. Compliance model: EDRM- PSRRM [21]. A. Compliance Standards and cloud security controls. 11. Incident response: Cloud providers should develop a
response plan in case of any incident like data breaches,
data loss etc. Computer forensics has some different tools
and techniques for incident response. Compliance
standards: NIST 800-61 [30] and ISO 17799 [24]. In this section we discuss the key security controls that affect
cloud security. We have referenced the NIST and CSA security
documents [20][9][10]. We also co-relate them with compliance
standards based on the description of controls. 1. Data encryption, key management: Data encryption and
secure key management provides data confidentiality and
integrity. Standards: FIPS 140-2 [19], Vaultive [12]. 12. Compliance,
audit
and
accountability:
After
implementing the required compliances, regular audits
should be conducted to ensure data security. Compliance
standards: DMTF [25]. 2. Media protection: Media protection includes protection
of entertainment content like music, movies and software. Compliance Standards: MPAA [28]. 13. Awareness and training: Cloud awareness and training
programs, about threats and security controls, should be
conducted for cloud consumers. Compliance standards:
NIST 800-61[30] and ISO 17799 [24]. 13. Awareness and training: Cloud awareness and training
programs, about threats and security controls, should be
conducted for cloud consumers. Compliance standards:
NIST 800-61[30] and ISO 17799 [24]. 3. Identification,
authentication
and
authorization:
Multi-tenancy requires that consumers share common
resources in public domain. Identification of correct
resources to authorized users is an important aspect of this
security control. The users should be identified by key
management and passwords. Cloud providers should also
provide access controls to users, so that they can give rights
to other authorized users. Compliance models: STIG [13],
FedRAMP [5], Oauth and NIST 800-63. NIST classifies
access control as a separate control supported by SOX [22]
and Safe Harbor [16]. B. Threats to cloud computing and how to protect from
threats by using security compliance models II.
RELATED WORK The IT compliance model [3] focuses on electronic data
processing, network and IT infrastructure. Compliance models
implement rules and regulations across various components of
IT to make them work harmoniously. Organizations often adopt
a security control based on these compliance models. Transparency amongst the cloud service model, security
controls and the compliance model will help consumers and end
users achieve reliable cloud data protection. p
9. Contingency planning: The consumer should go over the
provider’s contingency plans and service level agreements
and make sure that provider meets their requirements. Compliance standards: HIPAA [17], NIST 800-34 10. Data center operations, maintenance: Security controls
for data centers include configuration and personnel
background check to allow entry into secured data center
location,
physical
privacy
of
data
center
and
authentication. Standards: PCI DSS [29], ISO27002 [14],
HIPAA [17], NIST 800-16[26] and NIST 800-53 [18]. We used the Web Ontology Language (OWL) [32] to develop
our ontology for Cloud security controls, threats and
compliances, which is described briefly in section IV. V.
CLOUD SECURITY POLICY RECOMMENDATION SYSTEM We have developed an application that can be used by cloud
consumers to determine the cloud security and compliance
policies that they want to enforce within their organization. This
system helps users identify the cloud threats and the security
and compliance models that protect against these threats. The
application also lists the existing cloud providers who have
implemented the standards in their services. Table 1: Recommendation of Security compliance model based
on security threat For this application, we analyzed various security
compliances, security policies/standards, and threats affecting
cloud security. We next related these controls, standards and
threats based on parameters like description of the security
standards, the requirements of standard fulfillment, compliance
description and also analysis of threats that affects the cloud
security. This web-based application has been created by using
PHP, HTML and AJAX web technology and MySQL database. Figure 2 shows the database architecture of the application. 6. Malicious Insiders: are people within the organization who
can access and misuse the data. Legal action is advised for this
type of threat. 7. Abuse of cloud services: Attackers can misuse the multi-
tenancy feature of cloud to hack into other organizational data. Cloud providers should protect against consumers accessing
other users’ data. 8. Insufficient due diligence: Currently many organizations are
adopting cloud for cost savings without being aware of the other
threats. Awareness programs should be developed so cloud
consumers can understand cloud technologies. Figure 2: Database architecture for the application 9. Shared Technology vulnerabilities: Cloud providers deliver
their service in scalable way by sharing the resources. This
sharing strategy should be implemented in every domain in
cloud computing and also for monitoring the system. B. Threats to cloud computing and how to protect from
threats by using security compliance models We analyzed the security threats, identified in [1], [6] and
other public documents from standards bodies, to determine the
threats faced by cloud consumers. We related them to the
security controls and compliance models that protect from these
threats (Table 1). The key threats to cloud security include - 1. Data breaches: affect the confidentiality of data and
eventually the organization. Data encrypted so that even if it is
stolen, the attacker cannot use it. 4. Virtualization and resource abstraction: Virtualization
introduces issues like inter virtual machine attacks,
hypervisor security etc. Virtual machine setup should
include firewall implementation. This security control is
only supported by CSA. Compliance standards: DMTF-
CADF [25] and PCI-DSS [29]. 2. Data loss: can happen due to hardware failure or malicious
attacks on the system. Data backup policies should be
implemented to overcome this type of threats. 3. Account or service traffic hijacking: affects the
confidentiality and integrity of the users. Hackers can steal
users’ personal data like bank credentials. Anti-phishing and
fraud detection policies should be implemented to reduce these. 5. Portability and interoperability: The security standards
implemented on cloud system should enable information
sharing amongst the other system. Compliance standards:
DMTF-CADF [25] and OASIS (SAML) [23] 4. Insecure interfaces and APIs: Users and providers
communicate through interfaces and APIs. APIs should be able
to encrypt the data and transfer through the interfaces. 6. Application security: Application security is overall
security of the applications running on the cloud. It
includes secured SDLC (software development lifecycle),
authentication and authorization. Compliance standards:
PCI DSS [29], ISO 27002 [14], SOX [22], HIPAA [17] 5. Denial of service: is to prevent valid users from accessing
their data. The attacker can change the encryption key or can
slow down the system to prevent users from using the service. To prevent this type of attacks, the users and cloud providers 5. Denial of service: is to prevent valid users from accessing
their data. The attacker can change the encryption key or can
slow down the system to prevent users from using the service. To prevent this type of attacks, the users and cloud providers should develop a mechanism so that the attackers cannot
distinguish the patterns of communications. B. Threats to cloud computing and how to protect from
threats by using security compliance models Table 1: Recommendation of Security compliance model based
on security threat
Type of threat
Recommended Security Compliance Model
Data breaches
STIG [13], FedRAMP [5], DMTF- CADF[25],
ISO-27001[15], FIPS 140-2[19], PCI DSS [29],
ISO 27002[14], HIPAA[17], SOX[22]
Data loss
STIG [13], FedRAMP [5], DMTF- CADF [25],
FIPS 140-2 [19], PCI DSS [29], ISO
27002[14], HIPAA[17], SOX[22]
Account or
service
hijacking
STIG [13], FedRAMP [5], DMTF-OVF [25],
ISO- 27002[14], FIPS 140-2[19], NIST 800-
61[30], ISO 17799[24]
Insecure
interfaces/API
OASIS and OVF, DMTF-CADF [25], ISO
27002[14], FIPS 140-2[19]
Denial of
services
PCI DSS, ISO 27001[15], HIPAA[17],
SOX[22], NIST 800-61[30], ISO 17799[24]
Malicious
insiders
ISO 27002[14], FIPS 140-2[19], Vaultive[12],
FedRAMP[5]
Abuse of cloud
services
NIST 800-61[30], ISO 17799[24], NIST 800-
50 [27]
Insufficient
due diligence
EDRM[21], NIST 800-61[30]
Shared
technology
vulnerabilities
ISO 27001[15], FIPS 140-2[19],PCI DSS, ISO
27002[14], HIPAA[17], SOX[22], MPAA [28] should develop a mechanism so that the attackers cannot
distinguish the patterns of communications. Table 1: Recommendation of Security compliance model based
on security threat
Type of threat
Recommended Security Compliance Model
Data breaches
STIG [13], FedRAMP [5], DMTF- CADF[25],
ISO-27001[15], FIPS 140-2[19], PCI DSS [29],
ISO 27002[14], HIPAA[17], SOX[22]
Data loss
STIG [13], FedRAMP [5], DMTF- CADF [25],
FIPS 140-2 [19], PCI DSS [29], ISO
27002[14], HIPAA[17], SOX[22]
Account or
service
hijacking
STIG [13], FedRAMP [5], DMTF-OVF [25],
ISO- 27002[14], FIPS 140-2[19], NIST 800-
61[30], ISO 17799[24]
Insecure
interfaces/API
OASIS and OVF, DMTF-CADF [25], ISO
27002[14], FIPS 140-2[19]
Denial of
services
PCI DSS, ISO 27001[15], HIPAA[17],
SOX[22], NIST 800-61[30], ISO 17799[24]
Malicious
insiders
ISO 27002[14], FIPS 140-2[19], Vaultive[12],
FedRAMP[5]
Abuse of cloud
services
NIST 800-61[30], ISO 17799[24], NIST 800-
50 [27]
Insufficient
due diligence
EDRM[21], NIST 800-61[30]
Shared
technology
vulnerabilities
ISO 27001[15], FIPS 140-2[19],PCI DSS, ISO
27002[14], HIPAA[17], SOX[22], MPAA [28] the control elements listed in section III A. Each cloud security
standard supports a compliance type. The ontology includes the
relation between security standards and cloud security
compliances listed in Table 1. The threats and its types, detailed
in section III, are captured in our ontology. The ontology helped
us determine the database design of our recommendation tool. Figure 1: Ontology describing relationship between Security
Controls and security Compliance classes. Figure 1: Ontology describing relationship between Security
Controls and security Compliance classes. IV.
CLOUD SECURITY AND COMPLIANCE ONTOLOGY We have developed an OWL ontology [31] to capture the
concepts of cloud security, threats and compliance controls. In
this section we briefly describe this ontology; but it is outside
the scope of this paper. The main classes of the ontology are
cloud computing security (further divided into cloud security
compliance models, cloud security controls and threats to cloud
security) and cloud computing providers. Figure 2: Database architecture for the application Using our application, cloud consumers can get a list of all
providers who support a compliance standard. If the consumers
are not sure of the compliance standard to adhere to, they can
also search on multiple security controls. When the user selects
a particular security control, the system will display the Figure 1 describes the class cloud security compliances and its
relation with security control class. The types of cloud security
compliances, explained in section III, are represented in our
ontology. The subclasses of the Cloud security control class are recommended
security
compliance
model
and
then
recommended cloud providers in the output. (Figure 3). Figure 3: Compliance and providers recommended based on
Security Controls selected [4] SSAE16, The SSAE16 Auditing Standard , http://www.ssae-16.com/ [5] FedRAMP, http://www.gsa.gov/portal/category/102375 [6] S. Subashini, V. Kavitha, A survey on security issues in service delivery
models of cloud computing, Journal of Network and Computer
Applications, Volume 34, Issue 1, January 2011, Pages 1–11 [7] Ramgovind, S.; Eloff, M.M.; Smith, E., "The management of security in
Cloud computing," Information Security for South Africa (ISSA), 2010 ,
vol., no., pp.1,7, 2-4 Aug. 2010 [8] T. Mather, S.Kumarswamy, S. Latif, Cloud Security and Privacy: An
Enterprise Perspective on Risks and Compliance, O'Reilly Media, 2009 [9] CSA, Diana Kelley ,Understanding Cloud Controls Matrix v1.4.xls [10] CSA , Nov 14 2014, CSA security Guidance v3, [11] Mell, P. & Grance, t. (2011) The NIST Definition of Cloud Computing,
(Special Publication 800-145). Figure 3: Compliance and providers recommended based on
Security Controls selected [12] Vaultive, http://www.vaultive.com/technology/encryption-in-use/ [13] STIG, Application Security and Development STIG, 2014 This application also allows consumers to find security
standards for the corresponding security threats. The system
also lists the cloud providers that adhere to the standards, which
help users to ensure the data security on cloud (Figure 4). Consumers can also get a list of all security standards supported
by a cloud provider selected. IV.
CLOUD SECURITY AND COMPLIANCE ONTOLOGY This application also allows consumers to find security
standards for the corresponding security threats. The system
also lists the cloud providers that adhere to the standards, which
help users to ensure the data security on cloud (Figure 4). Consumers can also get a list of all security standards supported
by a cloud provider selected. [14] Introduction to ISO 27002, http://www.standards.bz/iso-27002.html [15] ISO/IEC 27001, http://www.iso.org/iso/home/standards/management-
standards/iso27001.htm [16] SAFE HARBOR, http://export.gov/safeharbor/eu/eg_main_018476.asp [17] HIPAA, may 2003,Summary of HIPAA privacy rules. http://www.hhs.gov/ocr/privacy/hipaa/understanding/summary/privacys
ummary.pdf y
p
Figure 4: Recommendation of security compliance and Cloud
providers based on security threat selected. [18] NIST SP 800-53 , Information security,
http://csrc.nist.gov/publications/nistpubs/800-53-Rev3/sp800-53-rev3-
final_updated-errata_05-01-2010.pdf [19] FIPS 140-2, Jan 2011, security requirement for cryptographic models,
http://csrc.nist.gov/publications/fips/fips140-2/fips1402.pdf [20] NIST Recommended Security Controls for Federal Information Systems
and Organizations., http://csrc.nist.gov/publications/nistpubs/800-53-
Rev3/sp800-53-rev3-final_updated-errata_05-01-2010.pdf [21] EDRM-PSRRM, Privacy and Security risk reduction model,
http://www.edrm.net/resources/psrrm [22] SOX , Sarbanes-Oxley Act,
http://en.wikipedia.org/wiki/Sarbanes%E2%80%93Oxley_Act [23] Overview of OASIS SAML v2 , https://www.oasis-open.org/
committees/download.php/27819/sstc-saml-tech-overview-2.0-cd-02.pdf Figure 4: Recommendation of security compliance and Cloud
providers based on security threat selected. [24] ISO 17799, International Standard ISO/IEC 17799:2000 Code of
Practice for Information Security Management
http://csrc.nist.gov/publications/secpubs/otherpubs/reviso-faq.pdf REFERENCES
[1] Cloud Security Alliance ,2013, The Notorious Nine: Cloud Computing
Top Threats in 2013, p8-p21.
[2] NIST, NIST Cloud Computing Reference Architecture, 2011
[3] Privacy and data protection,Vol 7 Issue 4, IT compliance and IT
security-Part 1, Dr. Jörg Hladjk, p 3-4 [3] Privacy and data protection,Vol 7 Issue 4, IT compliance and IT
security-Part 1, Dr. Jörg Hladjk, p 3-4 VI.
CONCLUSION AND ONGOING WORK [25] DMTF CADF, June 2012, Cloud Auditing Data Federation
http://www.dmtf.org/sites/default/files/standards/documents/DSP2028_1
.0.0a.pdf We have conducted a comprehensive study to review the
potential threats faced by cloud consumers and determined the
compliance models and security controls that should be in place
to manage the risk. We used this study to develop a
semantically rich ontology to model the security threats, cloud
security policies and controls and express the provider data in
it. We have also developed an easy to use cloud security policy
recommendation application for consumers who are planning
to move their data to the cloud but are hesitant due to security
concerns as they may not be aware of the security controls. As
part of our ongoing work, we are further analyzing other IT
compliance models that may be applicable in the cloud
paradigm and determine if they should be incorporated into our
cloud security application. We are also developing rules to
reason over the ontology to better match compliant providers. [26] NIST 800-16, http://csrc.nist.gov/publications/drafts/800-16-
rev1/draft_sp800_16_rev1_2nd-draft.pdf [27] NIST 800-50, for awareness and training , Oct 2003, program,
http://csrc.nist.gov/publications/nistpubs/800-50/NIST-SP800-50.pdf [28] MPAA, entertainment content security and protection,
http://www.fightfilmtheft.org/docs/2012_Annual_Trending_Report_Fin
al.pdf, 2012 [29] PCI-DSS , oct 2010, requirement and security assessment ,
https://www.pcisecuritystandards.org/documents/pci_dss_v2.pdf [30] NIST 800-61, Computer Security Incident Handling Guide, Aug 2012,
http://csrc.nist.gov/publications/nistpubs/800-61rev2/SP800-61rev2.pdf [31] A. Hendre, T. Finin, K.Joshi, Cloud Security and Compliance Ontology,
July
2014,
http://ebiquity.umbc.edu/resource/html/id/361/Cloud-
Security-and-Compliance-Ontology [32] D. McGuinness, F. Van Harmelen, et al., OWL web ontology language
overview, W3C recommendation, World Wide Web Consortium, 2004. [33] P Kamongi et. al., Nemesis: Automated Architecture for Threat Modeling
and Risk Assessment for Cloud Computing, ASE 2014 [34] Popović, K.; Hocenski, Z., "Cloud computing security issues and
challenges," MIPRO, 2010 Proceedings of the 33rd International
Convention , vol., no., pp.344,349, 24-28 May 2010
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ESTUDO DA ADIÇÃO DO LODO DE ETA - ESTAÇÃO DE TRATAMENTO DE ÁGUA EM ARGAMASSAS DE REVESTIMENTO
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ARTIGOS ARTIGOS PALAVRAS CHAVE: Argamassa de Revestimento, Lodo de Estação de Tratamento de Água, Aproveitamento de Resíduos PALAVRAS CHAVE: Argamassa de Revestimento, Lodo de Estação de Tratamento de Água, Aproveitamento de Resíduos RESUMO No processo de tratamento de água, mais precisamente na lavagem dos filtros e descarga dos decantadores, é pro-
duzido um resíduo conhecido como lodo. Este por sua vez, ainda é bastante negligenciado e na maioria dos casos,
tem sua disposição final inadequada, sendo depositado em corpos hídricos ou em terrenos baldios, ocasionando
a poluição destes locais. Nesta pesquisa, foram realizados testes com o resíduo coletado numa concessionária de
abastecimento de água da região sul, caracterizando-os quanto as suas propriedades físico-químicas, e posterior-
mente, produzindo argamassas com 0%, 3%, 5% e 10% de adição do lodo da ETA em relação à massa do agregado. Partindo de um planejamento experimental de misturas, verificou-se a influência de traço na resistência à tração
na flexão, à compressão axial, na absorção de água por capilaridade e no módulo de elasticidade, após 28 dias de
cura. Os resultados indicam que as propriedades mecânicas das argamassas sofrem uma diminuição com a adi-
ção do lodo de ETA, em relação à argamassa de referência, com a sua incorporação as argamassas apresentaram
menores valores de módulo de elasticidade, o que indica que estas argamassas possuem uma boa capacidade de
sofrer deformações, e a adição do lodo de ETA possibilitou a diminuição da absorção de água por capilaridade das
argamassas, deixando-as mais resistentes contra agentes deletérios que ocasionam patologias nas mesmas. ABSTRACT In the process of water treatment, more precisely in the washing of the filters and discharge from the decanters, a residue
known as sludge is produced. This, in turn, is still largely neglected and in most cases, this sludge has its final inadequate dis-
posal being deposited in water bodies or in waste land, causing pollution of these places. In this research, tests were carried
out with the waste collected in a water supply concessionaire in the southern region, characterizing its physical and chemical
properties, and later, producing mortars with 0%, 3%, 5% and 10% addition of the sludge from the ETA in relation to the aggre-
gate mass. Starting from an experimental planning of mixtures, the influence of trace on the tensile strength in flexion, axial
compression, water absorption by capillarity and elasticity modulus after 28 days of curing was verified. The results indicate
that the mechanical properties of mortars suffer a decrease with the addition of water treatment sludge in relation to the refer-
ence mortar, with its incorporation the mortars showed lower values of modulus of elasticity, which indicates that these mor-
tars have a good capacity to suffer deformations, and the addition of water treatment sludge enabled the reduction of water
absorption by capillarity of mortars, leaving them more resistant against deleterious agents that cause pathologies in them. KEY WORDS: Coating Mortar, Water Treatment Plant Sludge, Waste Utilization http://dx.doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28
ISSN: 2447-0899 (IMPRESSA) | 2447-3073 (ONLINE) http://dx.doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28
ISSN: 2447-0899 (IMPRESSA) | 2447-3073 (ONLINE) Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 1. INTRODUÇÃO Estes resíduos são gerados nas etapas de decantação
e fi ltração (ACHON; BARROSO; CORDEIRO, 2013). Dessa maneira, este trabalho teve como objetivo ana-
lisar as características físicas e propriedades mecânicas de
argamassas produzidas com adição do lodo da ETA. Para
tal, fez-se necessária a caracterização físico-química do
lodo da ETA e, posteriormente, a avaliação da sua infl uência
nas resistências à tração na fl exão, compressão axial, mó-
dulo de elasticidade e absorção de água por capilaridade
e coefi ciente de capilaridade das argamassas produzidas. 2. MATERIAIS E MÉTODOS Segundo Teixeira et al. (2006), os lodos gerados em
ETA’s são classifi cados como resíduos sólidos devendo ser
devidamente tratados e dispostos sem que provoquem da-
nos ao meio ambiente. Ao sair da ETA, o lodo contém um
grande percentual de umidade e deve, preferencialmente,
passar por um processo de desidratação, diminuindo esse
percentual e aumentando a concentração de sólidos. As principais etapas do procedimento experimental adota-
do neste trabalho encontram-se no fl uxograma da Figura 1. Figura 01 - Fluxograma: Etapas do trabalho. Fonte: Autores, 2018. 20 20 A Lei Federal 11.445 de 5 de janeiro de 2007, estabele-
ce as diretrizes nacionais para o saneamento básico. No
inciso III do artigo 2º, traz em seus princípios fundamen-
tais o abastecimento de água, esgotamento sanitário, lim-
peza urbana e manejo dos resíduos sólidos realizados de
formas adequadas à saúde pública e à proteção do meio
ambiente (BRASIL, 2007). Almeida, Carvalho e Passig (2010) afi rmam que no país,
quase todas as ETA’s não possuem qualquer forma de tra-
tamento para esses resíduos, na maioria eles são lançados
em corpos d´agua, causando efeitos ao meio ambiente e
não cumprindo as legislações ambientais. De acordo com Megda, Soares e Achon (2005) em
várias partes do mundo, o tratamento e a disposição de
lodos de ETA’s vêm sendo tratados como oportunidade
de aumento de receita e, principalmente, redução de
custos e de impactos ambientais em empresas e siste-
mas autônomos de saneamento básico. Uma alternati-
va para a disposição do lodo é o seu reaproveitamento,
incorporando-o na argamassa de revestimento utilizada
na construção civil. Figura 01 - Fluxograma: Etapas do trabalho. Fonte: Autores, 2018. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 1. INTRODUÇÃO aglomerante(s) inorgânico(s) e água, contendo ou não
aditivos, com propriedades de aderência e endureci-
mento, podendo ser dosada em obra ou em instalação
própria (argamassa industrializada). As Estações de Tratamento de Água (ETA) possuem o papel
de fornecer água potável a população, de forma que atenda
os padrões conforme exigido pela Portaria de Consolidação
n° 5/2017 do Ministério da Saúde. Para que ocorra a transfor-
mação da água bruta (sem tratamento e imprópria ao con-
sumo humano), em uma água potável, as estações de trata-
mento comumente adotam o sistema de tratamento de ciclo
completo, que inclui os processos de: captação, coagulação,
fl oculação, decantação, fi ltração e cloração (COMUSA, 2017). As Estações de Tratamento de Água (ETA) possuem o papel
de fornecer água potável a população, de forma que atenda
os padrões conforme exigido pela Portaria de Consolidação
n° 5/2017 do Ministério da Saúde. Para que ocorra a transfor-
mação da água bruta (sem tratamento e imprópria ao con-
sumo humano), em uma água potável, as estações de trata-
mento comumente adotam o sistema de tratamento de ciclo
completo, que inclui os processos de: captação, coagulação,
fl oculação, decantação, fi ltração e cloração (COMUSA, 2017). Para a retirada das impurezas contidas na água bruta
neste sistema de tratamento são utilizados produtos quí-
micos, que fazem a coagulação das impurezas e estas fi cam
retidas nos fi ltros ou depositadas em decantadores. Após
um período de funcionamento, essas unidades devem ser
lavadas para a retirada do acúmulo dessas impurezas, ge-
rando resíduos que são o lodo e a água de lavagem de fi l-
tros. Estes resíduos são gerados nas etapas de decantação
e fi ltração (ACHON; BARROSO; CORDEIRO, 2013). Santos (2008) afi rma que os revestimentos argamas-
sados são fundamentais para a durabilidade e preser-
vação de uma edifi cação, tendo como função proteger
os elementos de vedação da ação direta dos agentes
agressivos, regularizar e servir de base para aplicação de
outros revestimentos. Para a retirada das impurezas contidas na água bruta
neste sistema de tratamento são utilizados produtos quí-
micos, que fazem a coagulação das impurezas e estas fi cam
retidas nos fi ltros ou depositadas em decantadores. Após
um período de funcionamento, essas unidades devem ser
lavadas para a retirada do acúmulo dessas impurezas, ge-
rando resíduos que são o lodo e a água de lavagem de fi l-
tros. 2.2. 1 Lodo de ETA O estudo foi realizado na Estação de Tratamento de Água
(ETA) de Criciúma, sul do estado de Santa Catarina, Brasil,
que faz captação de 1.000 litros de água por segundo. A
ETA é do tipo convencional, com a correção do pH feita
através de adição do geocálcio e a coagulação pelo rea-
gente policloreto de alumínio (PAC). O lodo foi coletado diretamente da lagoa de decanta-
ção na ETA, e transferido para fôrmas metálicas que foram
levadas à estufa e mantidas a temperatura de 100º C por
24 h. Assim que as fôrmas foram retiradas da estufa, os
sólidos desidratados foram cominuídos com o auxílio de
um moinho de martelos. 21 Figura 02 - (a) Lodo na ETA (b) após secagem (c) após cominuição. Fonte: Autores, 2018. Para especifi car a composição química foi adotada
a técnica de espectrometria de fl uorescência de Raios X
(FRX), utilizando o espectrômetro de raios X por dispersão
de comprimento de onda - WDXRF - Axios Max Panalytical. Para especifi car a composição química foi adotada
a técnica de espectrometria de fl uorescência de Raios X
(FRX), utilizando o espectrômetro de raios X por dispersão
de comprimento de onda - WDXRF - Axios Max Panalytical. Para determinar as fases cristalinas realizou-se en-
saios em difratômetro de raios X, marca Shimadzu,
modelo XRD-6000, goniômetro theta theta, radiação
k-α com tubo de cobre de comprimento de onda (λ) de
1,5406 Å. O passo realizado nas análises foi de 2°/min. O
range de medida foi de 3 a 80°, com 25 kV de voltagem e
25 mA de corrente elétrica. 2.1. Materiais Utilizou-se cimento do tipo Portland, CP II–Z–32, confor-
me a classifi cação da ABNT NBR 11578:1991, com massa
específi ca de 2,96 g/cm³. A ABNT NBR 13281:2005 defi ne argamassa como
uma mistura homogênea de agregado(s) miúdo(s), A cal hidratada pertence à classe CH III, atendendo aos
requisitos da ABNT NBR 7175:2003, e foi utilizada visando Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Figura 02 - (a) Lodo na ETA (b) após secagem (c) após cominuição. Fonte: Autores, 2018. (a)
(b)
(c) a melhoria na trabalhabilidade e retenção de água das
argamassas produzidas. Para a produção de alguns traços de argamassa, uti-
lizou-se aditivo plastifi cante com intuito de se manter a
relação água/aglomerante. O aditivo é composto por resi-
nas naturais, trata-se de um líquido escuro, isento de clo-
retos e com densidade de 1,01 g/cm³. O agregado miúdo utilizado foi a areia média lavada
com módulo de fi nura de 2,37 e diâmetro máximo carac-
terístico de 2,4 mm, verifi cados de acordo com a ABNT NBR
NM 248:2003. A massa específi ca é de 2,36 g/cm³, com valor
determinado conforme a ABNT NBR NM 52:2009. A água empregada em todas as etapas do trabalho foi
obtida diretamente da rede de abastecimento de água da
concessionária local, e segue as prescrições da ABNT NBR
15900-1:2009. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 2.2. Metodologia A retenção de água foi avaliada segundo a ABNT NBR
13277:2005, que consiste na medida da massa de água reti-
da pela argamassa após a sucção, realizada por meio de uma
bomba de vácuo a baixa pressão em um funil de filtragem. Para a determinação da densidade de massa, utilizou-
-se as orientações da ABNT NBR 13278:2005. O procedi-
mento foi realizado para todas as misturas. Denominaram-se as argamassas de acordo com o per-
centual de adição, por exemplo, o traço com 3% de adi-
ção é chamado de T3 (traço com adição de 3% de lodo em
relação a areia) e assim, respectivamente para os demais,
conforme apresenta a Tabela 01. Neste artigo, para a análise de variância nos ensaios de
resistência a compressão axial, a tração na flexão e mó-
dulo de elasticidade foi utilizada a ANOVA, que consiste
numa técnica estatística em que três ou mais amostras
distintas são comparadas, analisando assim se há uma
diferença significativa entre as médias e se os fatores in-
fluenciam alguma variável dependente. Por fim, o teste
de Tukey avaliou em quais traços havia diferenças esta-
tisticamente significativas quando ao teor de lodo de ETA
adicionado. Estes testes têm nível de confiança de 95%. E
para se constatar que há diferença significativa entre as
variáveis, o valor P deve ser inferior a 0,05. Os testes foram
executados no software Microsoft Excel. Amostra
Traço (Cimento: Cal: Areia: Lodo)
% de adição
T0
1:0,5:5:0
0
T3
1:0,5:5:0,03
3
T5
1:0,5:5:0,05
5
T10
1:0,5:5:0,10
10
Tabela 01 - Caracterização das argamassas produzidas. Fonte: Autores, 2018. Amostra
Traço (Cimento: Cal: Areia: Lodo)
% de adição
T0
1:0,5:5:0
0
T3
1:0,5:5:0,03
3
T5
1:0,5:5:0,05
5
T10
1:0,5:5:0,10
10
Tabela 01 - Caracterização das argamassas produzidas. Fonte: Autores, 2018. 22 Os ensaios de resistência à compressão e à tração na
flexão foram realizados conforme estabelece a ABNT NBR
13279:2005. Moldaram-se três corpos-de-prova prismá-
ticos com seção transversal de 4 cm x 4 cm e 16 cm de
comprimento para cada tipo de mistura, e respeitou-se o
tempo de cura de 28 dias. Para a realização do ensaio de
compressão, foram utilizadas as metades dos corpos de
prova resultantes do ensaio de tração na flexão, conforme
descreve a ABNT NBR 13279:2005. 2.2. Metodologia Para a execução dos ensaios laboratoriais, foram pro-
duzidas quatro argamassas de revestimento seguindo
os parâmetros estabelecidos pela ABNT NBR 7200:1998. O traço adotado para todas as argamassas foi de 1:0,5:5
(cimento: cal: areia), sendo um deles o de referência e os
demais com diferentes teores de adição de lodo de ETA,
como agregado. Os teores de adição foram defi nidos com
base em pesquisas na área relacionadas a incorporação
do lodo da ETA em argamassa de revestimento e con-
creto, por Tafarel et al. (2016), Ribeiro (2012) e Hoppen et
al. (2005). De acordo com as pesquisas, os teores oscilam
entre 4% e 15%, e acima de 10%. Nesse sentido, os resul-
tados obtidos não foram satisfatórios, sendo adotados os
teores de 3%, 5% e 10% para a pesquisa. Para determinar as fases cristalinas realizou-se en-
saios em difratômetro de raios X, marca Shimadzu,
modelo XRD-6000, goniômetro theta theta, radiação
k-α com tubo de cobre de comprimento de onda (λ) de
1,5406 Å. O passo realizado nas análises foi de 2°/min. O
range de medida foi de 3 a 80°, com 25 kV de voltagem e
25 mA de corrente elétrica. A determinação da massa específi ca do lodo foi reali-
zada conforme a ABNT NBR NM 52:2009, e para obter o va-
lor de massa unitária utilizou-se a ABNT NBR NM 45:2006. Devido a origem do material, foi necessária a determi-
nação de impurezas orgânicas, o ensaio foi realizado se-
guindo a norma ABNT NBR NM 49:2001. A determinação da massa específi ca do lodo foi reali-
zada conforme a ABNT NBR NM 52:2009, e para obter o va-
lor de massa unitária utilizou-se a ABNT NBR NM 45:2006. Devido a origem do material, foi necessária a determi-
nação de impurezas orgânicas, o ensaio foi realizado se-
guindo a norma ABNT NBR NM 49:2001. Além destes quesitos, cabe salientar que a fi m de me-
lhorar a composição granulométrica da areia utilizada
como agregado nas argamassas produzidas, foi defi nido Com o auxílio de um microscópio metalográfi co foi
analisado a microestrutura dos grãos do lodo de ETA. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. 2.2. Metodologia Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Adaptações estas relativas aos ciclos de carga e descarga. Foram confeccionados 3 corpos de prova cilíndricos com
5 cm de diâmetro e 10 cm de comprimento, para cada
tipo de argamassa produzida, e após os 28 dias de cura
executado o ensaio. O equipamento utilizado para este
ensaio foi uma prensa hidráulica da marca EMIC PC200CS,
juntamente com um extensômetro elétrico. Adaptações estas relativas aos ciclos de carga e descarga. Foram confeccionados 3 corpos de prova cilíndricos com
5 cm de diâmetro e 10 cm de comprimento, para cada
tipo de argamassa produzida, e após os 28 dias de cura
executado o ensaio. O equipamento utilizado para este
ensaio foi uma prensa hidráulica da marca EMIC PC200CS,
juntamente com um extensômetro elétrico. uma faixa granulométrica para a incorporação do lodo. Essa utilizou-se do material passante na peneira de malha
2,36 mm e retido na peneira de malha 1,18 mm, pois era a
faixa que possuía maior deficiência de material retido na
areia utilizada. Buscou-se atingir uma distribuição granu-
lométrica que se enquadrasse na zona ótima, estabeleci-
da na Tabela 2 da NBR ABNT 7211:2005. O ensaio para determinação da absorção de água por
capilaridade e do coeficiente de capilaridade seguiram os
procedimentos descritos na ABNT NBR 15259:2005. Foram
utilizados três corpos de prova para cada dosagem defini-
da. Após a determinação da massa inicial (m0) em gramas,
para cada corpo de prova, os mesmos prova foram posi-
cionados com sua face quadrada no local do ensaio. O ní-
vel de água permaneceu constante a (5 ± 1) mm acima da
face em contato com a água, determinando-se a massa,
em gramas, de cada corpo de prova aos 10 minutos (m10)
e aos 90 minutos (m90). A absorção de água por capilari-
dade, calculada para cada tempo, foi expressa em gramas
por centímetro quadrado (g/cm²), consistindo na razão
entre a variação de massa pela área da seção transversal
do corpo de prova em contato com a água. Foi verificado o índice de consistência conforme pres-
creve a ABNT NBR 13276:2016, que recomenda consistência
de 260 ± 5 mm, e assim obtido a relação água/aglomerante. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 3.1. Caracterização do Resíduo Do ponto de vista químico, o resíduo é constituído em
sua maior parte por SiO2 (dióxido de silício), Al2O3 (óxido
de alumínio) e Fe2O3 (óxido de ferro) que correspondem à
cerca de 66,38%. É possível perceber uma elevada porcen-
tagem de Perda ao Fogo (PF), segundo Paschoal (2004 apud
MÁS, 2002) a elevada perda ao fogo se caracteriza pela ele-
vada quantidade de matéria orgânica presente no material. Amostra
Relação água/
aglomerante
Aditivo (g)
Consistência
(mm)
T0
0,62
0
263,00
T3
0,62
0
261,00
T5
0,62
0,15
255,00
T10
0,62
0,84
263,00
Tabela 03 - Relação água/aglomerante e índice de consistência. Fonte: Autores, 2018. As características dos resíduos das ETA’s variam de
uma estação para outra, pois dependem das característi-
cas do manancial, dos produtos químicos utilizados e do
tipo de processo de tratamento empregado, mas de for-
ma geral os lodos são compostos por substâncias sólidas,
orgânicas e inorgânicas, provenientes da água bruta e de
coagulantes e floculantes utilizados no tratamento, sendo
os coagulantes mais utilizados no Brasil os sais de alumí-
nio e ferro (BITTENCOURT et al., 2012). Tabela 03 - Relação água/aglomerante e índice de consistência. Fonte: Autores, 2018. A análise microscópica do grão do lodo de ETA indicou
que o mesmo se trata de um material poroso, e segundo
Neville e Brooks (2013) o material fino não deve estar pre-
sente em grande quantidade, pois devido a sua finura e
consequentemente grande área superficial, aumentam a
demanda de agua necessária para a molhagem de todas
as partículas da mistura. Na Figura 03, encontra-se o resultado do ensaio de im-
purezas orgânicas. A análise desse ensaio se faz por meio
da comparação entre a coloração da solução após conta-
to com o material utilizado e a solução padrão de acordo
com a ABNT NBR NM 49:2001. A cor mais escura que a so-
lução padrão indica a possibilidade do agregado ser por-
tador de compostos orgânicos nocivos. A Tabela 04 apresenta os valores de retenção de água
e densidade de massa no estado fresco das argamassas
produzidas. Amostra
Retenção de Água (%)
Densidade (g/cm³)
T0
84
2.13
T3
98
2.11
T5
93
2.03
T10
95
1.86
Tabela 04 - Valores de Retenção de Água e Densidade. Fonte: Autores, 2018. 3.1. Caracterização do Resíduo Com a caracterização físico-química do lodo de ETA, foi
possível definir os parâmetros para a sua incorporação na
argamassa. Realizados os ensaios de massa unitária solta
e massa específica, obtiveram-se os valores de 0,82 g/cm³
e 2,59 g/cm³, respectivamente. As características químicas
do lodo da ETA são descritas na Tabela 2. O equipamento utilizado no ensaio de compressão
para romper os corpos de prova foi a prensa EMIC, mode-
lo PC200CS, aplicando uma velocidade de carregamento
de (0,25 ± 0,05) MPa/s, e para o ensaio de tração na flexão
foi a prensa EMIC, modelo DL10000, com uma velocidade
de (0,05 ± 0,02) MPa/s. Elementos
Teor (%)
Elementos
Teor (%)
SiO2
31,76
K2O
1,35
Al2O3
24,97
CaO
0,64 O módulo estático de elasticidade à compressão foi
realizado conforme prescreve a ABNT NBR 8522:2008, po-
rém o ensaio realizado foi adaptado para as argamassas. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Fe2O3
9,65
Na2O
0,46
TiO2
0,39
SO3
1,49
MnO
0,22
P2O5
0,29
MgO
0,28
PF
28,50
Tabela 02 - Análise química do lodo da ETA. Fonte: Autores, 2018. Fe2O3
9,65
Na2O
0,46
TiO2
0,39
SO3
1,49
MnO
0,22
P2O5
0,29
MgO
0,28
PF
28,50
Tabela 02 - Análise química do lodo da ETA. Fonte: Autores, 2018. A Tabela 03 demostra que o índice de consistência
das argamassas produzidas com percentuais 0% e 3% de
adição do lodo de ETA mantiveram-se constante, com os
percentuais de 5% e 10% foi encontrado dificuldade de
atingir a consistência especificada pela norma sem adi-
cionar mais água ao traço, porém com o intuito de man-
ter a relação água/aglomerante para todas as argamassas
iguais, optou-se pelo uso de um aditivo plastificante, e
assim atender a consistência sem adicionar mais água. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 3.1. Caracterização do Resíduo Amostra
Retenção de Água (%)
Densidade (g/cm³)
T0
84
2.13
T3
98
2.11
T5
93
2.03
T10
95
1.86 Figura 03 - Determinação de impurezas orgânicas, (a) Solução após contato com o lodo de ETA
(b) Solução padrão. Fonte: Autores, 2018. Tabela 04 - Valores de Retenção de Água e Densidade. Fonte: Autores, 2018. Tabela 04 - Valores de Retenção de Água e Densidade. Fonte: Autores, 2018. A retenção de água é uma propriedade que está asso-
ciada à capacidade da argamassa fresca manter a sua tra-
balhabilidade quando sujeita a solicitações que provocam
perda de água de amassamento, seja por evaporação, seja
pela absorção de água da base (CARASEK, 2007). A reten-
ção permite que as reações de endurecimento da argamas-
sa se tornem mais gradativa, promovendo a adequada hi-
dratação do cimento e consequente ganho de resistência. Figura 03 - Determinação de impurezas orgânicas, (a) Solução após contato com o lodo de ETA
(b) Solução padrão. Fonte: Autores, 2018. 3.2. Propriedades no estado fresco da argamassa
O traço que necessitou de menor quantidade de água
para atender a consistência especificada pela ABNT NBR
13276:2016 de 260 ± 5 mm, sem aditivo, foi o T0, a partir
dele foi fixada a relação água/aglomerante em 0,62. Nota-se que com a incorporação do lodo na arga-
massa, os valores de retenção de água aumentaram, em
relação à argamassa de referência (T0), utilizando 3% de Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 adição do lodo de ETA (T3) a retenção de água aumentou
15%, a T5 resultou em um acréscimo de 10% e a T10 um
aumento de 12%. Com a análise estatística de variância (ANOVA) para
os valores de resistência a tração por flexão, foi possível
comprovar que há uma diferença significativa entre as
amostras, obteve-se valor de P= 2,7196 E-5 < 0,05. 3.1. Caracterização do Resíduo Esse é um aspecto positivo da adição do lodo de ETA
na argamassa de revestimento, sendo esse aumento pos-
sivelmente ocasionado pela porosidade dos grãos do
lodo de ETA. No momento da mistura, esses vazios são
preenchidos com água, saturando-os e fazendo com que
a argamassa diminua sua retenção visto que possui água
enclausurada nela. O teste de Tukey apontou que as médias de T3 e T5
não diferem significativamente entre si, isso demonstra
que ao adicionar 3% ou 5% de lodo de ETA na argamassa,
ela não altera a sua resistência tração na flexão, entre os
outros grupos há disparidades significativas. Com base nos valores obtidos pelo ensaio de compressão
axial, quando comparada à média das amostras observa-se
uma disparidade expressiva entre as amostras. Em relação à
argamassa de referência (T0), a T3 diminuiu 25,21%, a T5 sofre
uma queda de 28,31% e a T10 um decréscimo de 45,86%. Em relação à densidade de massa, cabe ressaltar que a
partir dos valores obtidos, existe uma tendência de quan-
to maior a incorporação do lodo de ETA, menor os valores
de densidade de massa. Quanto mais leve for a argamassa,
mais trabalhável será em longo prazo, o que reduz o esfor-
ço do operário na sua aplicação, resultando em um aumen-
to de produtividade ao final da jornada de trabalho. Por meio da análise de variância (ANOVA), com os va-
lores de resistência à compressão axial foi comprovada
que existe uma diferença existente entre os dados das
amostras, ao obter-se um valor de P= 1,4478 E-6 <0,05,
porém somente com o Teste de Tukey que é possível afir-
mar quais as amostras diferem ou não entre si, e por meio
dele constatou-se que as amostras T3 e T5 não possuem
diferença significativa entre si para resistência à compres-
são axial, nos demais grupos há diferença. 3.3. Propriedades no estado endurecido da
argamassa 3.3.1 Resistência à tração na flexão e à
compressão Através dos resultados obtidos, pode-se observar que
a adição do lodo de ETA nas argamassas influencia de for-
ma similar nas resistências à tração na flexão e compres-
são axial, ocasionando uma redução nas mesmas. Os valores médios de resistência à tração por flexão e à
compressão axial estão situados na Tabela 05. 24 As médias deste ensaio para cada percentual de adição
do lodo de ETA demonstram que a argamassa sofreu redu-
ções de suas propriedades mecânicas conforme o aumen-
to do teor adicionado, sofrendo uma queda acentuada em
sua resistência à tração por flexão e à compressão axial. A diminuição das propriedades mecânicas da argamas-
sa pode estar diretamente ligada com a grande quantida-
de de matéria orgânica presente no lodo de ETA. Segundo
Neville e Brooks (2013) os agregados naturais podem ser
suficientemente fortes e resistentes ao desgaste e mesmo
assim, não serem adequados para a produção do material
cimentício caso contenham impurezas orgânicas que inter-
firam no processo de hidratação do mesmo. Resistência
(28 dias)
Tração por flexão
Compressão Axial
Amostras
Média ± DP* (MPa)
Média ± DP* (MPa)
T0
3.45a** ± 0,15
12.72a ± 0,58
T3
2.51b ± 0,25
9.51b ± 0,51
T5
2.41b ± 0,07
9.12b ± 0,07
T10
1.99c ± 0,12
6.89c ± 0,37
*Desvio Padrão
** médias seguidas pela mesma letra, em uma mesma coluna, não apresentam diferenças
significantes, ao nível de significância de 5%, pelo Teste de Tukey. Tabela 05 - Valores de resistência de tração na flexão e à compressão axial. Fonte: Autores, 2018. 3.3.2 Módulo de elasticidade Os resultados obtidos no ensaio de Módulo de Elasticidade
das argamassas produzidas encontram-se na Tabela 06. Amostra
Módulo de Elasticidade ± DP* (GPa)
T0
18,95a** ± 3,28
T3
12,29b ± 1,62
T5
13,32b ± 1,15
T10
12,40b ± 2,24
*Desvio Padrão
** médias seguidas pela mesma letra, em uma mesma coluna, não apresentam diferenças
significantes, ao nível de significância de 5%, pelo Teste de Tukey. Tabela 06 - Valores de Módulo de Elasticidade. Fonte: Autores, 2018. Tabela 05 - Valores de resistência de tração na flexão e à compressão axial. Fonte: Autores, 2018. Ao analisar os resultados obtidos na tração por flexão,
entre as amostras com 0% de adição do lodo de ETA (T0) e
com 3% (T3), houve um decréscimo de 27,25%, entre a T0
e T5 uma queda de 30,14% e entre T0 e T10 a diminuição
foi de 42,31%, sendo a mais significativa entre elas. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 De acordo com Silva (2014), a propriedade mecânica que
quantifica a capacidade de uma argamassa em se deformar
sem que ocorra ruptura, é o módulo de elasticidade. Trata-
se de uma propriedade mecânica fundamental no estudo da
fissuração de revestimentos argamassados, sendo desejável
um módulo de elasticidade menor em relação a outros mate-
riais cimentícios tradicionais, de forma a minimizar a possibi-
lidade de ocorrência de fissuração. Por outro lado, se a arga-
massa apresentar um módulo de elasticidade muito inferior
ao do suporte, poderá afetar a durabilidade do revestimento. De acordo com Dias e Carasek (2003), a maior incidência
de manifestações patológicas nos revestimentos argamas-
sados é a umidade, destacando a importância da análise de
absorção de água e da permeabilidade para os mesmos. 4. CONCLUSÕES A partir dos resultados obtidos com o estudo da incorpo-
ração do lodo de ETA na argamassa de revestimento, foi
possível analisar a aplicabilidade desse tipo de argamassa. Em relação à argamassa de referência (T0), a amos-
tra T3 teve uma queda de 35,14%, a amostra T5 reduziu
29,71% enquanto a T10 obteve um decréscimo de 34,56%. A adição do lodo de ETA nas argamassas contribuiu
com o aumento da sua retenção de água, e com a redução
da absorção de água por capilaridade, comparada com a
argamassa convencional. Esses resultados demonstram
que o lodo de ETA traz benefícios para a argamassa de re-
vestimento, tornando-a mais estanque e resistente contra
agentes deletérios que possam causar a sua deterioração. Por meio da análise estatística de variância (ANOVA), foi
comprovado que existe diferença significativa entre as mé-
dias com diferentes percentuais de adição, resultando num
valor de P= 0,018 < 0,05. O Teste de Tukey demonstrou que
as médias de T3, T5 e T10 não possuem diferença significa-
tiva entre si, somente o T0 em relação aos outros grupos. Pode-se observar que as argamassas com menor resis-
tência mecânica apresentam menores módulos de elasti-
cidade, e consequentemente maior capacidade de absor-
ver deformações, sendo um aspecto proveitoso para as
argamassas com adição do lodo de ETA. Para os ensaios de tração na flexão, compressão axial
e módulo de elasticidade, a adição do lodo da ETA nas ar-
gamassas resultou em uma diminuição nas propriedades
das mesmas. Porém não foi descartado a sua aplicabilida-
de devido à ênfase da pesquisa não ter sido a melhoria
das mesmas. Para os mesmos, o teste de ANOVA e teste de
Tukey comprovou esta disparidade entre amostras com
diferentes teores de adição do lodo de ETA. 25 3.3.2 Módulo de elasticidade Os resultados encontrados demonstraram que com a in-
corporação do lodo na argamassa, a absorção de agua por
capilaridade e o coeficiente de capilaridade decrescem, re-
forçando o que foi constado no ensaio de retenção de água,
isso pode ocorrer devido a porosidade dos grãos do lodo de
ETA, esses poros já preenchidos com água, diminuem a ab-
sorção quando comparados com a argamassa convencional. Ao analisar a Tabela 06, é possível perceber que com
a adição do lodo de ETA na argamassa, o módulo de elas-
ticidade diminui, quando comparado a argamassa sem
adição do lodo de ETA. 3.3.3 Absorção de água por capilaridade e do
coeficiente de capilaridade Ao considerar todas as propriedades estudadas pode se
verificar que uma porcentagem de adição de 3% e 5% do
lodo de ETA contribui satisfatoriamente para a argamassa
de revestimento, além de trazer sustentabilidade, destinan-
do o resíduo que seria descartado no meio ambiente. A absorção de água capilar é medida pelo coeficiente de
capilaridade, que é descrito como a capacidade que a ar-
gamassa endurecida tem de absorver água. A determina-
ção deste coeficiente define a velocidade com que a água
é absorvida pelo material (PASCOA, 2012). Quanto menor a taxa de absorção de água, mais re-
sistente será o material frente à entrada de agentes de-
letérios do meio ambiente, que podem levar o material
(concreto ou argamassa) a sofrer com problemas de dura-
bilidade (KIRCHHEIM et al., 2004). REFERÊNCIAS ACHON, Cali Laguna; BARROSO, Marcelo Melo;
CORDEIRO, João Sérgio. Resíduos de estações de trata-
mento de água e a ISO 24512: desafio do saneamento
brasileiro. Eng. Sanit. Ambient., São Paulo, v. 18, n. 2,
p.115-122, jun. 2013. Disponível em: http://www.scielo. br/pdf/esa/v18n2/a03v18n2. Acesso em: 24 jun. 2018. ALMEIDA, Ana Paula Verona de; CARVALHO, Karina
Querne de; PASSIG, Fernando Hermes. Caracterização
Quantitativa do Lodo Gerado na Estação de
Tratamento de Água de Campo Mourão PR. Revista
Técnico-científica do IFSC, Florianópolis, v. 1, n. 1, O ensaio demonstrou que a amostra T10 apresentou o
resultado mais satisfatório, com uma redução no teor de
absorção de 52,94% aos 10 minutos e 56,41% aos 90 minu-
tos em relação ao traço de referência T0, seguido do traço
T5 que obteve uma redução de 35,29% aos 10 minutos
e 38,46% aos 90 minutos e a amostra T3 que não sofreu
alteração da absorção aos 10 minutos e aos 90 minutos
teve uma queda de 7,69%. Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
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13281: Argamassa para assentamento e revestimento
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de paredes e tetos - Determinação da retenção de
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13278: Argamassa para assentamento e revestimento
de paredes e tetos - Determinação da densidade de
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13279: Argamassa para assentamento e revestimento
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NM 52: Agregado miúdo – Determinação da massa es-
pecífica e massa específica aparente. Rio de Janeiro,
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11578: Cimento Portland composto – Especificação. Rio de Janeiro, 1991. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS. REFERÊNCIAS NBR
7175: Cal hidratada para argamassas – Requisitos. Rio
de Janeiro, 2003. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS. NBR
NM 248: Agregados – Determinação da composição
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15900-1: Água para amassamento do concreto – Parte
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7200: Execução de revestimento de paredes e tetos
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Pós-graduação em Construção Civil da Universidade
Federal de São Carlos, São Carlos. ORCID https://orcid.org/0000-0001-5785-5913
JAISON ARAUJO SPECK, M.Sc. | Universidade do Extremo Sul
Catarinense | Curso de Engenharia Civil | Criciúma, Santa
Catarina, Brasil | Correspondência para: Av. Universitária,
1105 - Bairro Universitário CEP: 88806-000 - Criciúma-SC |
Email: jspeck@casan.com.br 27 RIBEIRO, Rodolfo Faquini. Estudo de dosagem de
lodo de Estação de Tratamento de Água (ETA) em
argamassa. 2012. 61 f. TCC (Graduação) - Curso de
Engenharia Ambiental, Universidade Tecnológica
Federal do Paraná, Campo Mourão, 2012. Disponível
em: http://repositorio.roca.utfpr.edu.br/jspui/bitstre-
am/1/1890/1/CM_COEAM_2012_1_16 .pdf. Acesso em:
29 maio 2018. RIBEIRO, Rodolfo Faquini. Estudo de dosagem de
lodo de Estação de Tratamento de Água (ETA) em
argamassa. 2012. 61 f. TCC (Graduação) - Curso de
Engenharia Ambiental, Universidade Tecnológica
Federal do Paraná, Campo Mourão, 2012. Disponível
em: http://repositorio.roca.utfpr.edu.br/jspui/bitstre-
am/1/1890/1/CM_COEAM_2012_1_16 .pdf. Acesso em:
29 maio 2018. ORCID https://orcid.org/0000-0002-1753-4944
JORGE HENRIQUE PIVA, M.Sc. | Universidade do Extremo Sul
Catarinense | Curso de Engenharia Civil | Criciúma, Santa
Catarina, Brasil | Correspondência para: Av. Universitária,
1105 - Bairro Universitário CEP: 88806-000 - Criciúma-SC |
Email: jhpiva@unesc.net ORCID https://orcid.org/0000-0002-1753-4944
JORGE HENRIQUE PIVA, M.Sc. | Universidade do Extremo Sul
Catarinense | Curso de Engenharia Civil | Criciúma, Santa
Catarina, Brasil | Correspondência para: Av. Universitária,
1105 - Bairro Universitário CEP: 88806-000 - Criciúma-SC |
Email: jhpiva@unesc.net SILVA, Tiago Rodrigues da. Comportamento Mecânico
de Argamassas de Reboco com Regranulado Negro
de Cortiça.2014. 147 f. Dissertação (Mestrado) - Curso
de Engenharia Civil, Técnico Lisboa, Lisboa, 2014. Disponível em: https://fenix.tecnico.ulisboa.pt/down-
loadFile/563345090412722/Dissertacao.pdf. Acesso
em: 13 jun. 2018. AUTORES Heraldo Barbosa.pdf. Acesso em: 11 set. 2017. MEGDA, Cláudia Regina; SOARES, Leonardo Vieira;
ACHON, Cali Laguna. Propostas de Aproveitamento
de Lodos Gerados em ETA’s. In: Congresso Brasileiro
de Engenharia Sanitária e Ambiental, 23, 2005, Campo
Grande. Disponível em: http://www.bvsde.paho.org/ ORCID https://orcid.org/0000-0002-4074-5985
SIBELE SILVEIRA LAURINDO | Universidade do Extremo Sul
Catarinense | Curso de Engenharia Civil | Criciúma, Santa
Catarina, Brasil | Correspondência para: Av. Universitária,
1105 - Bairro Universitário CEP: 88806-000 - Criciúma-SC |
Email: sibeleslaurindo@gmail.com bvsacd/abes23/I-019.pdf. Acesso em: 11 set. 2017. KIRCHHEIM, Ana Paula et al. Estudo da Absorção
Capilar em Argamassas de Cimento Portland
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Pozolânicas. In: Conferência Latino-Americana de
Construção Sustentável X Encontro Nacional de
Tecnologia do Ambiente Construído, 2004, Porto
Alegre. Anais. São Paulo: Antac - Associação Nacional
de Tecnologia no Ambiente Construído, 2004. p. 1 -
11. Disponível em: ftp://ip20017719.eng.ufjf.br/Public/
AnaisEventosCientificos/ENTAC_2004/trabalhos/
PAP0940d.pdf. Acesso em: 13 jun. 2018. bvsacd/abes23/I-019.pdf. Acesso em: 11 set. 2017. KIRCHHEIM, Ana Paula et al. Estudo da Absorção
Capilar em Argamassas de Cimento Portland
Branco Estrutural com Diferentes Teores de Adições
Pozolânicas. In: Conferência Latino-Americana de
Construção Sustentável X Encontro Nacional de
Tecnologia do Ambiente Construído, 2004, Porto
Alegre. Anais. São Paulo: Antac - Associação Nacional
de Tecnologia no Ambiente Construído, 2004. p. 1 -
11. Disponível em: ftp://ip20017719.eng.ufjf.br/Public/
AnaisEventosCientificos/ENTAC_2004/trabalhos/
PAP0940d.pdf. Acesso em: 13 jun. 2018. ORCID https://orcid.org/0000-0002-9698-1100
ELAINE GUGLIELMI PAVEI ANTUNES, Dra. | Universidade do
Extremo Sul Catarinense | Curso de Engenharia Civil |
Criciúma, Santa Catarina, Brasil | Correspondência para:
Av. Universitária, 1105 - Bairro Universitário CEP: 88806-
000 - Criciúma-SC | Email: elainegpa@unesc.net ORCID https://orcid.org/0000-0002-6114-8725
ALINE EYNG SAVI, Dra. | Universidade do Extremo Sul
Catarinense | Curso de Arquitetura e Urbanismo |
Criciúma, Santa Catarina, Brasil | Correspondência para:
Av. Universitária, 1105 - Bairro Universitário CEP: 88806-
000 - Criciúma-SC | Email: arquiteta.alinesavi@gmail.com NEVILLE, A. M.; BROOKS, J. J.. Tecnologia do Concreto. 2. ed. Porto Alegre: Bookman Editora, 2013. 466 p. NEVILLE, A. M.; BROOKS, J. J.. Tecnologia do Concreto. 2. ed. Porto Alegre: Bookman Editora, 2013. 466 p. PASCHOAL, J.A.A. Estudos de parâmetros de qualidade
para a cerâmica estrutural vermelha. 2004. 188 p. Tese
de Doutorado. Dissertação (Mestrado). Programa de
Pós-graduação em Construção Civil da Universidade
Federal de São Carlos, São Carlos. PASCHOAL, J.A.A. Estudos de parâmetros de qualidade
para a cerâmica estrutural vermelha. 2004. 188 p. Tese
de Doutorado. Dissertação (Mestrado). REFERÊNCIAS ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS. NBR
15259: Argamassa para assentamento e revestimento
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de paredes e tetos – Determinação da absorção de Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Estudo da adição do lodo de ETA | S. S. Laurindo, E. G. P. Antunes, A. E. Savi, J. A. Speck & J. H. Piva
https://doi.org/10.29183/2447-3073.MIX2020.v6.n4.19-28 Heraldo Barbosa.pdf. Acesso em: 11 set. 2017. MEGDA, Cláudia Regina; SOARES, Leonardo Vieira;
ACHON, Cali Laguna. Propostas de Aproveitamento
de Lodos Gerados em ETA’s. In: Congresso Brasileiro
de Engenharia Sanitária e Ambiental, 23, 2005, Campo
Grande. Disponível em: http://www.bvsde.paho.org/
bvsacd/abes23/I-019.pdf. Acesso em: 11 set. 2017. KIRCHHEIM, Ana Paula et al. Estudo da Absorção
Capilar em Argamassas de Cimento Portland
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Pozolânicas. In: Conferência Latino-Americana de
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Tecnologia do Ambiente Construído, 2004, Porto
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de Tecnologia no Ambiente Construído, 2004. p. 1 -
11. Disponível em: ftp://ip20017719.eng.ufjf.br/Public/
AnaisEventosCientificos/ENTAC_2004/trabalhos/
PAP0940d.pdf. Acesso em: 13 jun. 2018. COMO CITAR ESTE ARTIGO LAURINDO, Sibele Silveira; ANTUNES, Elaine Guglielmi
Pavei; SAVI, Aline Eyng; SPECK, Jaison Araujo; PIVA,
Jorge Henrique. Estudo da Adição do Lodo de ETA
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de Revestimento. MIX Sustentável, [S.l.], v. 6, n. 4, p. 19-28, ago. 2020. ISSN 24473073. Disponível
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tentavel>. Acesso em: dia mês. ano. doi:https://doi. org/10.29183/2447-3073.MIX2020.v6.n4.19-28. TAFAREL, Nathann Francisco et al. Avaliação das
propriedades do concreto devido à incorporação
de lodo de estação de tratamento de água. Revista
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1517-7076-rmat-21-04-00974.pdf. Acesso em: 29 maio
2018. TAFAREL, Nathann Francisco et al. Avaliação das
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de lodo de estação de tratamento de água. Revista
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1517-7076-rmat-21-04-00974.pdf. Acesso em: 29 maio
2018. DATA DE ENVIO: 14/11/2019
DATA DE ACEITE: 02/06/2020 DATA DE ENVIO: 14/11/2019
DATA DE ACEITE: 02/06/2020 Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020 Mix Sustentável | Florianópolis | v.6 | n.4 | p.19-28 | ago. | 2020
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https://abqarijournal.usim.edu.my/index.php/abqari/article/download/336/211
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Indonesian
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Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): dalam Bukunya Usul Da’wah
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al-'Abqari : journal of Islamic social sciences and humanities/al-'Abqari
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cc-by
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Abstrak Artikel ini membicarakan tentang sumber metodologi dakwah, pendekatan dakwah
menurut pandangan Abdul Karim Zaidan. Menurutnya, sumber metodologi dakwah
ialah al-Quran, al-Sunnah, sejarah hidup para Sahabat, pendapat dan pandangan para
fuqaha serta pengalaman pendakwah itu sendiri. Artikel ini menggunakan kaedah
kajian perpustakaan. Objektif artikel ini ialah memperkenalkan biografi Abdul Karim
Zaidan. Di samping itu menjelaskan manhaj dakwahnya iaitu berasaskan pratik yang
pernah dilakukan oleh Rasulullah dan para sahabat. Rasulullah telah menggunakan
pendekatan pengkisahan, dialog, penyelesaian masalah, pengajian ilmu, khutbah dan
ceramah serta penulisan dengan menulis surat kepada ketua-ketua negara. Buku Usul
al-Da’wahnya telah menjadi rujukan utama kepada pendakwah di seluruh dunia. Artikel ini mendapati penggunaan manhaj dakwah yang betul akan memberi impak
positif kepada kejayaan perkembangan dakwah Islam. Kata kunci: Biografi Abdul Karim, manhaj Dakwah, Uslub dan Wasilah dakwah. Penyakit dakwah. Dakwah Methodology According to Abdul Karim Zaidan's View (1917-2014): In
His Book Usul Da’wah Mohd Rumaizuddin Ghazali
Universiti Sains Islam Malaysia Mohd Rumaizuddin Ghazali
Universiti Sains Islam Malaysia VOL. 23 (1) 2020: 235-249
Journal of Islamic Social Sciences and Humanities
مجلة الثقافة اإلسالمية واإلنسانية VOL. 23 (1) 2020: 235-249
Journal of Islamic Social Sciences and Humanities
مجلة الثقافة اإلسالمية واإلنسانية Abstract The article discusses the sources of da'wah methodology, da'wah approaches
according to Abdul Karim Zaidan's view. According to him, the sources of da'wah
methodology are the Qur'an, al-Sunnah, the history of Sahabah, the opinions and
views of the fuqaha and the experiences of the dai’e themselves. This article employs
library research. The objective of this article is to introduce the biography of Abdul
Karim Zaidan. It also describes his dakwah methodology, which is based on the
practices carried out by the Prophet and his Companions. The Prophet has utilised 235 العبقري جملة Vol. 23 (1), 2020 Journal al-‘Abqari various methods such as narrations, dialogues, problem solving, focussed
deliberations of knowledge, sermons and lectures as well as writings through
correspondences with various heads of state. Through his own book, Usul al-Da’wah,
he has been regarded as the source of reference to the Muslim preachers the world
over. This article found that proper adoption of preaching methodologies will
contribute positive impacts on the successful dissemination of the Islamic dakwah. Keywords: Biography of Abdul Karim, Manhaj Dakwah, Uslub and Wasilah,
Preaching. Preaching Plight. PENDAHULUAN Artikel ini membicarakan secara ringkas buograji Andul Karim Zaidan dan
pendekatan manhaj dakwah yang berkesan. Di samping turut menjelaskan penyakit-
penyakit dakwah dan wasilah dakwah. Perkara yang dimaksudkan wasilah ialah
segala yang membantu para pendakwah dalam menyampaikan dakwah secara
berkesan. NAMA DAN PENDIDIKAN Nama penuhnya ialah Abdul Karim Zaidan Bahij al-‘Ani. Bahij adalah nama
datuknya, al-‘Ani nisbah kepada kepada perkampungan Anah yang terletak dalam
daerah Al-Anbar yang merupakan tempat kelahiran bapa dan datuknya. Sementara
Abdul Karim dilahirkan di kawasan Karakh berdekatan Suq Hamadah, di Baghdad
pada tahun 1917 dalam rekod pendaftaran rasmi. Menurutnya, tarikh kelahirannya
sebenarnya pada tahun 1921. Hal ini disebabkan kelewatan pendaftaran kelahiran
yang hanya dilakukan selepas jangka masa yang panjang. Oleh itu, kerana pendaftaran
kelahiran tersebut hanya melihat berdasarkan kepada ketinggian dan besar kanak-
kanak di hadapan mereka. Bapanya telah meninggal dunia ketika umurnya berusia
tiga tahun dan ibunya pula meninggal ketika beliau telah meningkat dewasa. Ibu dan
kakak-kakaknya sangat menyayanginya sehingga ia tidak merasai sebagai anak yatim
(drzedan.com). Beliau belajar al-Quran di Kuttab di kampungnya. Setelah itu, abang sulung beliau
memasukkan beliau ke sekolah rendah di Karakh di mana beliau belajar selama enam
tahun. Beliau kemudiannya menyambung pelajaran di peringkat pertengahan selama
tiga tahun dan di peringkat menengah selama dua tahun menerusi aliran sastera. Setelah berjaya mendapat sijil peringkat menengah, beliau mengajar di sekolah
peringkat rendah untuk menyara keluarga. Pada pertengahan tahun 1930-an beliau
mengajar di daerah Diyali selama empat tahun, di Sekolah Abi Saida, Maqdiah dan
akhirnya berpindah ke sekolah rendah di Baghdad (drzedan.com). 236 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
Pada awal tahun 1946, Kementerian Pendidikan telah mengeluarkan keputusan
menerima pelajar-pelajar yang tamat peringkat menengah untuk memasuki universiti. Ini melayakkan beliau memasuki fakulti undang-undang. Fakulti ini mempunyai
peranan istimewa kepada dirinya kerana di fakulti itulah beliau belajar sehingga
bergelar graduan dan kemudiannya menjadi tempat beliau mengajar. Antara subjek
yang diajarnya ialah Makhal ila Syariat al-Islamiah, Nikah dan Talak, Pewarisan dan
Fara’id, Usul Fiqh dan subjek muamalat dalam mazhab hanafi. Beliau berada di
fakulti ini sehingga tahun 1950. Setelah tamat pengajian, beliau mulai mengajar
agama di Sekolah Karakh sebuah sekolah menengah. Pada tahun 1953, beliau dilantik
menjadi pengetua di sekolah menengah al-Najibiah dan nazir di Kementerian
Pendidikan. Setelah itu, beliau dilantik menjadi pengarah pendidikan di daerah Diyali
dan kemudian pengarah bahagian pendidikan agama (drzedan.com). Kemudian beliau
memasuki kolej syariah di bawah Fakulti Undang-Undang, Universiti Kaherah. Beliau lulus setelah dua tahun pengajian dengan mengemukakan tesis bertajuk “-
Athru al-Qusud fi Tasarufat wa al-Uqud pada tahun 1958. Pada tahun 1960, Abdul
Karim menjadi pensyarah di Fakulti Undang-Undang dengan mengajar subjek syariah
Islamiah dan Usul Fiqh. NAMA DAN PENDIDIKAN Beliau kemudiannya menyambung pengajian di peringkat
kedoktoran dengan tajuk أحكام الذميين والمستأمنين في دار اإلسالم Ahkam al-Zimmiyyin wa
al-Musta’minin fi dar al-Islam - (Hukum Ahli Zimmah dan warga yang Diberi
Keamanan dalam Negara Islam) dengan pangkat cemerlang di bawah penyeliaan Dr
Abdul Salam Madkhur (drzedan.com). Antara guru-guru beliau semasa di Universiti
Kaherah ialah Syeikh Muhammad Abu Zahrah, Syeikh Ali Khafif dan Syeikh
Muhammad Zafzaf. Abdul Karim Zaidan juga telah ditukarkan dari Fakulti Undang-Undang ke bahagian
agama di Fakulti Sastera, Universiti Baghdad. Di sini, beliau dinaikkan pangkat dari
tutor menjadi pensyarah, professor madya dan profesor. Pada tahun 1978, beliau telah
dianugerah Profesor Emiritus di atas kecemerlangan akademik beliau. Pada tahun 1950an, beliau telah menunaikan haji dan semasa pulang beliau singgah
di al-Quds dan Syria lalu berjumpa dengan Nasruddin al-Albani. Dari segi akademik,
beliau telah memegang jawatan profesor Syariah Islamiah dan pernah menjadi Ketua
Jabatan Syariah di Fakulti Undang-Undang, Ketua Jabatan Agama di Fakulti Sastera
dan juga Dekan Pengajian Islam di Universiti Baghdad. Beliau juga terlibat dengan
Majma’ Fiqh al-Islami di bawah kelolaan Rabitah al-Alam al-Islami dan menjadi ahli
majlis tertinggi Universiti al-Iman sejak tahun 1999. Beliau juga telah menerima
Anugerah Raja Faisal Antarabangsa pada tahun 1997 di atas usaha penulisan al-
Mufassal fi al-Ahkam al-Mar’ah sebanyak 11 jilid. MENGAJAR DI SANA’A DAN MENINGGAL DUNIA Pada tahun 1992, beliau telah pergi ke Sana’a dan menjadi pensyarah di Bahagian
Pengajian Islam, Fakulti Sastera, Universiti Sana’a dan di Universiti al-Iman
Kebanyakan subjek yang diajar menggunakan buku karangan beliau seperti al-Wajiz
fi Usaul Fiqh, Nizam al-Qada dan Madkhal Ila Syariah al-Islamiah. Beliau meninggal
dunia pada hari Isnin 27 Januari 2014/ 25 Rabiul Awwal 1435H dalam usia 97 tahun
di Sana’an dan dikebumikan di Baghdad, Iraq. MENGHADIRI SEMINAR Beliau telah membentangkan kertas kerja dalam pelbagai seminar di dalam dan luar
negara. Antaranya beliau menyampaikan ceramah umum Syariah al-Islamiah di 237 العبقري جملة Vol. 23 (1), 2020 Journal al-‘Abqari Kuwait pada tahun 1960-an dan terlibat dalam penerbitan Ensiklopedia Fikah bersama
Kerajaan Kuwait. Pada tahun 1969, beliau membentangkan kertas kerja tajuk
“Undang-Undang Antarabangsa dalam Syariah Islamiah” dalam seminar Undang-
Undang dan Sains Politik Ketiga yang dianjurkan oleh Universiti Liga Arab di
Baghdad. Beliau turut menghadiri Muktamar Fekah di Riyadh pada tahun 1970-an
dan menyampaikan siri syarahan mengenai Fekah al-Islami di Qatar pada tahun 1995
sehingga 1996. Beliau juga terlibat dengan seminar Perbankan Islam pada tahun 1997
yang diadakan di Sana’a, Yaman. Kuwait pada tahun 1960-an dan terlibat dalam penerbitan Ensiklopedia Fikah bersama
Kerajaan Kuwait. Pada tahun 1969, beliau membentangkan kertas kerja tajuk
“Undang-Undang Antarabangsa dalam Syariah Islamiah” dalam seminar Undang-
Undang dan Sains Politik Ketiga yang dianjurkan oleh Universiti Liga Arab di
Baghdad. Beliau turut menghadiri Muktamar Fekah di Riyadh pada tahun 1970-an
dan menyampaikan siri syarahan mengenai Fekah al-Islami di Qatar pada tahun 1995
sehingga 1996. Beliau juga terlibat dengan seminar Perbankan Islam pada tahun 1997
yang diadakan di Sana’a, Yaman. JAWATAN-JAWATAN AKADEMIK a. Profesor Syariah Islamiyyah dan Ketua Fakulti Undang-Undang di Universiti
Baghdad b. Profesor Syariah Islamiyyah dan Ketua Bahagian Agama di Fakulti Sastera,
Universiti Baghdad c. Profesor Syariah Islamiyyah di Fakulti Pengajian Islam d. Profesor Fiqh dan Usul Fiqh di Universiti al-Iman, Sana’a e. Profesor Syariah Islamiyyah di Bahagian Pengajian Islam dan pengajian
peringkat Sarjana dan Doktor Falsafah di Universiti Sana’a sehingga beliau
meninggal dunia. e. Profesor Syariah Islamiyyah di Bahagian Pengajian Islam dan pengajian
peringkat Sarjana dan Doktor Falsafah di Universiti Sana’a sehingga beliau
meninggal dunia. GURU DAN RAKAN-RAKAN Antara guru yang banyak mempengaruhi kehidupannya ialah Syeikh Amjad al-
Zahawi. Beliau dilahirkan pada tahun 1300H/1883M di Baghdad. Mendapat
pendidikan awal di Madrasah al-Rasyidah di Baghdad. Setelah itu, beliau
menyambung pelajaran ke Istanbul selama enam tahun di kuliah kehakiman. Setelah
berjaya, beliau kembali ke Baghdad dan menjadi hakim di sana. Setelah tamat dari
pekerjaan rasmi, beliau berkecimpung dalam dakwah pada tahun 1946 dan
menubuhkan persatuan-persatuan Islam di Iraq seperti Persatuan al-Adab al-Islamiah
dan al-Ukhuwah al-Islamiah. Beliau juga ketua merupakan ketua Liga Ulama Iraq dan
sentiasa memperjuangkan isu Palestin. Beliau meninggal dunia pada hari Jumaat 14
Syaaban 1387/1967. Abdul Karim mengakui terpengaruh dengan gurunya ini
terutama dari sifat keikhlasan, ketakwaan dan keprihatinan mengenai isu-isu umat
Islam. Dalam keprihatinan isu-isu umat Islam, beliau akan menghadiri setiap
perhimpunan yang membincang isu-isu tersebut dan melakukan lawatan ke negara-
negara umat Islam untuk mengetahui keadaan dan membela nasib mereka. Abdul
Karim Zaidan telah mendampingi gurunya (Suhbah). Ia bukan sekadar hubungan
murid dengan guru tetapi sentiasa berdampingi dengan mempelajari dalam
pengajiannya secara umum dan khusus, semasa sihat dan sakit serta mengiringinya
ketika bermusafir. Abdul Karim Zaidan menyatakan kecintaan kepada gurunya seperti
kecintaan murid kepada guru dan kecintaan anak kepada ayahnya kerana Allah (al-
Aqil, 2002:328). Antara rakannya ialah Syeikh Muhammad Mahmud al-Sawaf yang dikenali sebagai
Abu Mujahid. Beliau dilahirkan di bandar Mawsol pada I Syawal 1333H/1915 dan 238 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
dibesarkan dalam persekitaran yang kuat beragama. Mendapat didikan dari Syeikh
Abdullah al-Ni’mat, Syeikh Soleh al-Jawadi dan Syeikh Amjad al-Zahiri. Beliau
belajar di Madrasah al-Fisaliah dan kemudian menyambung ke al-Azhar. Semasa di
Mesir, beliau terpengaruh dengan idea-idea pembaruan yang dibawa oleh Hasan al-
Banna. Apabila pulang ke Iraq, beliau menjadi Ketua Ikhwan al-Muslimin Iraq dan
sepenuh masa dalam aktiviti dakwah. Beliau bersama–sama dengan Syeikh Amjad al-
Zahiri menubuhkan al-Jam’iyyah al-Ukhuwah al-Islamiah. Pada tahun 1958, berlaku
Revolusi tentera yang mana golongan komunis telah mengambil alih pemerintahan
dan menangkap serta memenjarakan mereka. Pada tahun 1962, beliau berhijrah ke
Arab Saudi dengan menjadi guru di Kuliah Syariah. Beliau juga menjadi ahli
Kesatuan Liga Fikah dan antara pengasas Rabitah al-‘Alam al-Islami dan pegawai di
Kementerian Pelajaran Arab Saudi. Beliau meninggal dunia pada hari Jumaat 13
Rabiul Akhir 1413 (Oktober 1992) di lapangan terbang Istanbul ketika hendak pulang
ke Arab Saudi. Jenazahnya di sembahyang di Masjidil Haram dan dikebumikan di
Mekkah (al-Aqil, 2002:210). 2. Majlis-Majlis Akademik a. Ahli Majlis Ulama Universiti Islam sejak tahun 1970-an a. Ahli Majlis Ulama Universiti Islam sejak tahun 1970-an b. Ahli Majlis Fiqh di Rabitah al-‘Alam al-Islami sejak tahun 2000 b. Ahli Majlis Fiqh di Rabitah al-‘Alam al-Islami sejak tahun 2000 c. Ahli Majlis Fiqh di Universiti al-Iman, Sana’a MENGANGGOTAI JAMAAH IKHWAN AL-MUSLIMUN MENGANGGOTAI JAMAAH IKHWAN AL-MUSLIMUN MENGANGGOTAI JAMAAH IKHWAN AL-MUSLIMUN Ikhwan al-Muslimun Iraq ditubuhkan oleh Muhamad Mahmud Sawaf yang mendapat
didikan dari Hasan al-Banna ketika beliau menuntut di al-Azhar. Beliau telah pergi
Mesir pada tahun 1939 untuk menyambung pelajaran di al-Azhar. Apabila pulang di
Iraq pada tahun 1946, beliau menjadi tenaga pengajar dan pendakwah yang
menyebarkan pemikiran Ikhwan al-Muslimun terutama dalam majalah al-Ukhuwwah
al-Islamiah dimana Sawaf menjadi ketua editor dan Abdul Karim Zaidan juga
menjadi penulisnya. 239 العبقري جملة Vol. 23 (1), 2020 Vol. 23 (1), 2020 Journal al-‘Abqari Dalam bidang dakwah, Abdul Karim Zaidan terlibat dengan Ikhwan al-Muslimun
sejak tahun 1950-an dan menjadi pimpinan pergerakan tersebut di Iraq pada tahun
1958. Program dakwah yang dilakukannya adalah melalui pengajian–pengajian
agama di masjid-masjid dan juga ulasan khutbah selepas solat Jumaat. Di samping itu,
beliau menulis artikel di majalah pendidikan Islam, Majalah al-Ukhuwwah al-
Islamiah dan majalah al-Muslimun. Beliau menganggotai Ikhwan al-Muslimun pada
musim panas tahun 1950 setelah tamat dari Fakulti Undang-Undang. Peristiwa ini
terjadi setelah saudara Mustafa Wahab memberi buku mengenai Ikhwan dan
Metodologi Dakwah yang membuatkan beliau merasa kagum dan tertarik dengan
pergerakan ini. Lalu beliau berjumpa dengan Muhamad Mahmud Sawaf dan
menganggotai pergerakan tersebut. Pada tahun 1959, apabila Muhamad Mahmud
Sawaf berpindah ke Arab Saudi kerana ugutan bunuh dari pemerintah yang
berideologi komunis, pihak pimpinan Tertinggi Ikhwan telah melantik Abdul Karim
Zaidan menjadi Muraqib (Ketua) Ikhwan al-Muslimun di Iraq sejak tahun 1960
sehingga tahun 1990-an. Namun oleh kerana keadaan politik di Iraq dan tekanan yang
kuat dari pemerintah, strategi dakwah Ikhwan Iraq telah bertukar kepada bentuk
dakwah individu dan rahsia. Menurut Abdul Karim Zaidan, strategi ini bukan
bermaksud mengberhentikan dakwah Ikhwan tetapi lebih kepada pertukaran
pendekatan mengikut keadaan semasa. Pihak Ikhwan al-Muslimun Iraq telah
membubarkan pertubuhan Ikhwan Iraq dan mereka bergerak secara senyap kerana
tekanan pemerintah yang menangkap dan menghukum gantung mereka yang terlibat. Menurut Abdul Karim Zaidan lagi, keadaan politik di Iraq yang tidak stabil serta
ketiadaan kebebasan individu telah menyebabkan beliau mengambil keputusan untuk
berpindah ke Yaman sehinggalah beliau meninggal dunia (Taufik al-Wa’iyy, 2006:
296-298, www.zedan.com/ www.qaradawi.net). Menurut Ustaz Hashim Jasin, pergerakan Ikhwan di Iraq lebih berupayat
memperkembangkan idea-ideanya di kalangan mahasiswa walaupun dilakukan secara
rahsia. Pendedahan buku-buku tokoh Ikhwan mudah didapati daripada Mesir. Hal ini
dibuktikan dengan aktiviti sepuluh pelajar Malaysia yang dihantar ke Iraq oleh
almarhum Yusuf Rawa ke sana untuk mendapat didikan usrah Ikhwan. MENGANGGOTAI JAMAAH IKHWAN AL-MUSLIMUN Abdul Karim
Zaidan sentiasa memantau perkembangan pelajar-pelajar ini melalui naqib yang telah
dilantiknya bagi mengurus urusan pelajar-pelajar tersebut (Temubual Hashim Jasin,4
Julai 2016). GABUNGAN MANHAJ FIKAH DAN DAKWAH Walaupun bermazhab Hanafi Abdul Karim Zaidan mengajar fikah dengan pelbagai
mazhab. Beliau kemudiannya membuat pertimbangan dan memilih pendapat yang
lebih sahih dan rajih. Beliau menggabungkan fikah dengan elemen-elemen dakwah. Tidak semua ahli fikah berpersepsi sebagai pendakwah. Hal ini adalah kerana
sesetengah ahli fikah hanya pakar dalam permasalahan fikah sahaja tetapi tidak 240 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
mampu berkhutbah atau berceramah dan menyampaikan pengajaran umum. Abdul
Karim Zaidan mempunyai buku khusus membicarakan asas-asas dakwah iaitu Usul
al-Da’wah. Keistimewaan buku ini dan buku-buku karangannya ialah ia
menggabungkan fikah dan dakwah. Abdul Karim Zaidan adalah seorang yang fakih
dan pendakwah yang hebat, Buku-buku beliau menjadi silibus di universiti-universiti
di seluruh dunia. Beliau juga seorang yang terkenal berpendirian tegas dalam
menyatakan kebenaran dan melatih umat Islam agar sentiasa berjihad menentang
kezaliman. Beliau meniupkan semangat jihad di Iraq, di Palestin dan di Yaman. Jihad
semuanya bukanlah jihad senjata tetapi jihad dalam menyatakan kebenaran kepada
pemerintah (al-Qaradawi.net). Yusuf al-Qaradawi menyebutkan bahawa Abdul Kariam Zaidan amat prihatin
terhadap isu umat Islam terutama dalam isu Iraq dan mengikuti setiap peristiwa yang
berlaku. Menurut al-Qaradawi, walaupun usia Abdul Karim telah melangkaui 90
tahun, beliau tetap gigih berkhidmat untuk dakwah dan Islam. Di dalam dirinya
terdapat sifat ketokohan, keilmuan, kefakihan dan pendakwah serta semangat jihad
yang tinggi (www. al-qaradawi.net). PENULISAN اا PENULISAN اا ENULISAN
1. أحكام الذميين والمستأمنين في دار االسالم -Ahkam al-Zimmiyyin wa al-Musta’minin fi
Dar al-Islam
2. الكفالة والحوالة في الفقه المقارن.- Al-Kifalah wa al-Hiwalah fi al-Fiqh al-Maqaran
3. اصول الدعوة- Kitab al-Usul al-Da’wah
4. الفرد والدولة في الشريعة - Al-Fard wa ad-Dawlah fi al-Syari’ah
5. المفصل في أحكام المرأة والبيت المسلم - Al-Mufassal fi Ahkam al-Mar’ah wa Bayt
al-Muslim
6. الوجيز في أصول الفقه - Al-Wajiz fi Usul al-Fiqh
7. . الوجيز في شرح القواعد الفقهية - Al-Wajiz fi Syarh al-Qawa’id al-Fiqhiyyah
8. ال
مدخل لدراسة الشريعة االسالمية –Madkhal li Dirasah Syari’ah al-Islamiyyah
9. نظرات في الشريعة االسالمية والقوانين الوضعية- Nazarat fi al-Syari’ah al-Islamiyyah
wa Qawanin al-wada’iyah
10. المستفاد من قصص القرآن للدعوة والدعاة - Al-Mustafat min Qasas al-Quran al-Karim
lil Da’wah wa al-Da’ah
11. السنن اإللهية في األمم والجماعات واألفراد في الشريعة اإلسالمية- Al-Sunan al-Ilahiyyah fi
al-Umam wa al-Ifrad wa al-Jama’at
12. بحوث فقهية معاصرة –Buhuth Fiqhiyyah Mu’asarah
13. نظام القضاء في الشريعة اإلسالمية-Nizam al-Qada’ Fi al-Syari’ah al-Islamiyyah
14. أثر القصود في التصرفات والعقود - Athru al-Qusud fi tasarufat wa al-‘Uqud
15. حالة الضرورة في الشريعة اإلسالمية- Halah al-Darurah fi al-Syari’ah al-Islamiyyah
16. االختالف في الشريعة اإلسالمية – al-Ikhtilaf fi fi al-Syari’ah al-Islamiyyah
17. حقو
ق األفراد في دار اإلسالم-Huquq al-Afrad fi Dar al-Islam
18. اإليمان بالقضاء والقدر- al-Iman bi al-Qada wa al-Qadar NULISAN
1. أحكام الذميين والمستأمنين في دار االسالم -Ahkam al-Zimmiyyin wa al-Musta’minin fi
Dar al-Islam
2. الكفالة والحوالة في الفقه المقارن.- Al-Kifalah wa al-Hiwalah fi al-Fiqh al-Maqaran
3. اصول الدعوة- Kitab al-Usul al-Da’wah
4. الفرد والدولة في الشريعة - Al-Fard wa ad-Dawlah fi al-Syari’ah
5. المفصل في أحكام المرأة والبيت المسلم - Al-Mufassal fi Ahkam al-Mar’ah wa Bayt
al-Muslim
6. الوجيز في أصول الفقه - Al-Wajiz fi Usul al-Fiqh
7. . الوجيز في شرح القواعد الفقهية - Al-Wajiz fi Syarh al-Qawa’id al-Fiqhiyyah
8. ال
مدخل لدراسة الشريعة االسالمية –Madkhal li Dirasah Syari’ah al-Islamiyyah
9. نظرات في الشريعة االسالمية والقوانين الوضعية- Nazarat fi al-Syari’ah al-Islamiyyah
wa Qawanin al-wada’iyah
10. المستفاد من قصص القرآن للدعوة والدعاة - Al-Mustafat min Qasas al-Quran al-Karim
lil Da’wah wa al-Da’ah
11. السنن اإللهية في األمم والجماعات واألفراد في الشريعة اإلسالمية- Al-Sunan al-Ilahiyyah fi
al-Umam wa al-Ifrad wa al-Jama’at
12. بحوث فقهية معاصرة –Buhuth Fiqhiyyah Mu’asarah
13. نظام القضاء في الشريعة اإلسالمية-Nizam al-Qada’ Fi al-Syari’ah al-Islamiyyah
14. أثر القصود في التصرفات والعقود - Athru al-Qusud fi tasarufat wa al-‘Uqud
15. حالة الضرورة في الشريعة اإلسالمية- Halah al-Darurah fi al-Syari’ah al-Islamiyyah
16. PENULISAN اا االختالف في الشريعة اإلسالمية – al-Ikhtilaf fi fi al-Syari’ah al-Islamiyyah
17. حقو
ق األفراد في دار اإلسالم-Huquq al-Afrad fi Dar al-Islam
18. اإليمان بالقضاء والقدر- al-Iman bi al-Qada wa al-Qadar ENULISAN
1. أحكام الذميين والمستأمنين في دار االسالم -Ahkam al-Zimmiyyin wa al-Musta’minin fi
Dar al-Islam
2. الكفالة والحوالة في الفقه المقارن.- Al-Kifalah wa al-Hiwalah fi al-Fiqh al-Maqaran
3. اصول الدعوة- Kitab al-Usul al-Da’wah
4. الفرد والدولة في الشريعة - Al-Fard wa ad-Dawlah fi al-Syari’ah
5. المفصل في أحكام المرأة والبيت المسلم - Al-Mufassal fi Ahkam al-Mar’ah wa Bayt
al-Muslim
6. الوجيز في أصول الفقه - Al-Wajiz fi Usul al-Fiqh
7. . الوجيز في شرح القواعد الفقهية - Al-Wajiz fi Syarh al-Qawa’id al-Fiqhiyyah
8. ال
مدخل لدراسة الشريعة االسالمية –Madkhal li Dirasah Syari’ah al-Islamiyyah
9. نظرات في الشريعة االسالمية والقوانين الوضعية- Nazarat fi al-Syari’ah al-Islamiyyah
wa Qawanin al-wada’iyah
10. المستفاد من قصص القرآن للدعوة والدعاة - Al-Mustafat min Qasas al-Quran al-Karim
lil Da’wah wa al-Da’ah
11. السنن اإللهية في األمم والجماعات واألفراد في الشريعة اإلسالمية- Al-Sunan al-Ilahiyyah fi
al-Umam wa al-Ifrad wa al-Jama’at
12. بحوث فقهية معاصرة –Buhuth Fiqhiyyah Mu’asarah
13. نظام القضاء في الشريعة اإلسالمية-Nizam al-Qada’ Fi al-Syari’ah al-Islamiyyah
14. أثر القصود في التصرفات والعقود - Athru al-Qusud fi tasarufat wa al-‘Uqud
15. حالة الضرورة في الشريعة اإلسالمية- Halah al-Darurah fi al-Syari’ah al-Islamiyyah
16. االختالف في الشريعة اإلسالمية – al-Ikhtilaf fi fi al-Syari’ah al-Islamiyyah
17. حقو
ق األفراد في دار اإلسالم-Huquq al-Afrad fi Dar al-Islam
18. اإليمان بالقضاء والقدر- al-Iman bi al-Qada wa al-Qadar ح
يj
f
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8. ال
مدخل لدراسة الشريعة االسالمية –Madkhal li Dirasah Syari’ah al-Islamiy 9. نظرات في الشريعة االسالمية والقوانين الوضعية- Nazarat fi al-Syari’ah al-Islamiyyah
wa Qawanin al-wada’iyah 10. المستفاد من قصص القرآن للدعوة والدعاة - Al-Mustafat min Qasas al-Quran al-Karim
lil Da’wah wa al-Da’ah اإ
لأ
لأإ 12. بحوث فقهية معاصرة –Buhuth Fiqhiyyah Mu asarah
13. نظام القضاء في الشريعة اإلسالمية-Nizam al-Qada’ Fi al-Syari’ah al-Islamiyyah
14. أثر القصود في التصرفات والعقود - Athru al-Qusud fi tasarufat wa al-‘Uqud
15. حالة الضرورة في الشريعة اإلسالمية- Halah al-Darurah fi al-Syari’ah al-Islamiyyah
16. االختالف في الشريعة اإلسالمية – al-Ikhtilaf fi fi al-Syari’ah al-Islamiyyah
17. حقو
ق األفراد في دار اإلسالم-Huquq al-Afrad fi Dar al-Islam
18. اإليمان بالقضاء والقدر- al-Iman bi al-Qada wa al-Qadar 241 Journal al-‘Abqari العبقري جملة Vol. PENULISAN اا 23 (1), 2020 Journal al-‘Abqari Dalam buku Usul al-Da’wah tersebut, Abdul Karim Zaidan membicarakan tentang
sumber metodologi dakwah, pendekatan dan penyakit dakwah serta mengenai jalan-
jalan (wasilah) dakwah. 3. Sejarah hidup para Sahabat. Dalam sejarah hidup para sahabat yang besar
dan tabi’in telah memberi contoh yang baik dan berguna kepada para
pendakwah. Mereka adalah orang yang lebih memahami tentang ajaran
Islam dan dakwah Islamiah. Sepatutnya, ahli ilmu mengambil manfaat
daripada mereka. Dalam kehidupan mereka penuh dengan kisah-kisah, SUMBER METODOLOGI DAKWAH Sumber metodologi dakwah ialah al-Quran, al-Sunnah, sejarah hidup para Sahabat,
pendapat dan pandangan para fuqaha, serta pengalaman pendakwah itu sendiri. 1. Al-Quran. Dalam al-Quran terdapat banyak ayat-ayat mengenai kisah para
nabi dengan kaumnya yang perlu diambil pengajaran dan metodologi yang
telah digunakan dalam menghadapi mereka. Al-Quran juga memerintahkan
manusia untuk mengikut manhaj dakwah Rasulullah SAW. Firman Allah: 1. Al-Quran. Dalam al-Quran terdapat banyak ayat-ayat mengenai kisah para
nabi dengan kaumnya yang perlu diambil pengajaran dan metodologi yang
telah digunakan dalam menghadapi mereka. Al-Quran juga memerintahkan
manusia untuk mengikut manhaj dakwah Rasulullah SAW. Firman Allah: ٰٓ أُوْل َٰٓئِك
ۡۗۡٱلَّذِين ه د ى ٱّللَّ ُُۖ ف بِهُد ى هُمُ ٱقۡت دِه Mereka (nabi-nabi) itulah, orang-orang yang telah diberi petunjuk oleh
Allah maka turutilah oleh kamu (wahai Muhammad) akan petunjuk mereka
(al-An’am: 90) Dalam al-Quran terdapat pelbagai pendekatan yang digunakan dalam
berdakwah. Al-Quran berbicara mengenai dakwah para nabi terutama nabi
Ulul Azmi kerana Allah sendiri yang mendidik dan memberi panduan
kepada mereka. Al-Quran menyebut pendekatan pengkisahan, dialog,
perumpamaan dan akhlak para pendakwah. 2. Sunnah Nabawiyyah. Dalam Sunnah terdapat banyak hadis yang berkaitan
dengan dakwah serta pendekatannya. Begitu juga dalam sejarah hidup nabi
SAW sama ada di Makkah atau Madinah telah memberi contoh dalam
pendekatan dakwah. Para pendakwah perlu memahami cara dan
pendekatan yang telah dilakukan oleh Rasulullah SAW kerana Rasulullah
SAW telah mempraktikkannya sesuai dengan apa yang diperintahkan Allah
dan menyampaikan risalah Islam dengan sempurna. Rasulullah SAW telah
menggunakan pendekatan pengkisahan, dialog dan penyelesaian masalah. Di samping dakwah yang dilakukan melalui pengajian, khutbah dan
ceramah serta penulisan dengan menulis surat kepada ketua-ketua negara. 2. Sunnah Nabawiyyah. Dalam Sunnah terdapat banyak hadis yang berkaitan
dengan dakwah serta pendekatannya. Begitu juga dalam sejarah hidup nabi
SAW sama ada di Makkah atau Madinah telah memberi contoh dalam
pendekatan dakwah. Para pendakwah perlu memahami cara dan
pendekatan yang telah dilakukan oleh Rasulullah SAW kerana Rasulullah
SAW telah mempraktikkannya sesuai dengan apa yang diperintahkan Allah
dan menyampaikan risalah Islam dengan sempurna. Rasulullah SAW telah
menggunakan pendekatan pengkisahan, dialog dan penyelesaian masalah. Di samping dakwah yang dilakukan melalui pengajian, khutbah dan
ceramah serta penulisan dengan menulis surat kepada ketua-ketua negara. 2. Sunnah Nabawiyyah. Dalam Sunnah terdapat banyak hadis yang berkaitan
dengan dakwah serta pendekatannya. Begitu juga dalam sejarah hidup nabi
SAW sama ada di Makkah atau Madinah telah memberi contoh dalam
pendekatan dakwah. SUMBER METODOLOGI DAKWAH Para pendakwah perlu memahami cara dan
pendekatan yang telah dilakukan oleh Rasulullah SAW kerana Rasulullah
SAW telah mempraktikkannya sesuai dengan apa yang diperintahkan Allah
dan menyampaikan risalah Islam dengan sempurna. Rasulullah SAW telah
menggunakan pendekatan pengkisahan, dialog dan penyelesaian masalah. Di samping dakwah yang dilakukan melalui pengajian, khutbah dan
ceramah serta penulisan dengan menulis surat kepada ketua-ketua negara. 3. Sejarah hidup para Sahabat. Dalam sejarah hidup para sahabat yang besar
dan tabi’in telah memberi contoh yang baik dan berguna kepada para
pendakwah. Mereka adalah orang yang lebih memahami tentang ajaran
Islam dan dakwah Islamiah. Sepatutnya, ahli ilmu mengambil manfaat
daripada mereka. Dalam kehidupan mereka penuh dengan kisah-kisah, 242 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
qudwah, ijtihad, fatwa, kesabaran dan musyawarah yang perlu diambil
iktibar. Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
qudwah, ijtihad, fatwa, kesabaran dan musyawarah yang perlu diambil
iktibar. 4. Pendapat para fuqaha. Fuqaha ialah orang yang terlibat dalam menggali
hukum yang praktis dari sumber-sumber dan dalil-dalil agama. Di antara
hukum yang berkaitan dengan dakwah seperti hukum amar-ma’ruf dan nahi
mungkar, jihad, hisbah dan semua ini mereka susun dalam suatu bab
tertentu dalam kitab –kitab fikah. Oleh itu, para pendakwah harus
mengambil pandangan mereka terutama hukum yang berkaitan ibadat dan
muamalat. 4. Pendapat para fuqaha. Fuqaha ialah orang yang terlibat dalam menggali
hukum yang praktis dari sumber-sumber dan dalil-dalil agama. Di antara
hukum yang berkaitan dengan dakwah seperti hukum amar-ma’ruf dan nahi
mungkar, jihad, hisbah dan semua ini mereka susun dalam suatu bab
tertentu dalam kitab –kitab fikah. Oleh itu, para pendakwah harus
mengambil pandangan mereka terutama hukum yang berkaitan ibadat dan
muamalat. 5. Pengalaman. Pengalaman adalah guru terbaik bagi mereka yang selalu
bergaul dengan masyarakat. Pengalaman pendakwah bergaul dengan orang
ramai merupakan teori-teori yang difahami dari sumber-sumber terdahulu
dan memperbetulkan kesalahan berdasarkan pengalaman yang lalu agar
tidak berulang. Oleh itu, pendakwah perlu mengambil manfaat dari
pengalamannya sendiri dan juga pengalaman orang lain dalam pendekatan
berdakwah (Abdul Karim Zaidan, 1992: 413). Abdul Karim Zaidan juga menjelaskan perkara yang dapat memudahkan pendakwah
beriltizam dengan manhaj dan metode dakwah ialah: i. Ilmu dan kefahaman yang mendalam terhadap manhaj dengan selalu
memerhati, memikir dan memahami manhaj yang disebut dalam sumber-
sumber yang telah diterangkan sebelum ini. i. Ilmu dan kefahaman yang mendalam terhadap manhaj dengan selalu
memerhati, memikir dan memahami manhaj yang disebut dalam sumber-
sumber yang telah diterangkan sebelum ini. ii. SUMBER METODOLOGI DAKWAH Ketakwaan kerana takwa dapat menyinari hati pendakwah mencerdaskan
fikiran dalam memandang yang hak itu dengan lebih jelas dan nyata. iii. Sentiasa menyerahkan diri kepada Allah dan memohon agar diberi ilmu
pengetahuan dan fikiran yang cerdas ii. Ketakwaan kerana takwa dapat menyinari hati pendakwah mencerdaskan
fikiran dalam memandang yang hak itu dengan lebih jelas dan nyata. iii. Sentiasa menyerahkan diri kepada Allah dan memohon agar diberi ilmu
pengetahuan dan fikiran yang cerdas. iv. Membersihkan diri dari segala penyakit riya’ dan menggantikannya dengan
sifat ikhlas kepada Allah sehingga tidak ada di dalam hatinya keinginan
kepada manusia, pangkat dan kemegahan (Zaidan, 1992: 418). Sementera itu, Abdul Karim Zaidan menjelaskan uslub dan pendekatan dakwah
seperti berikut : Sementera itu, Abdul Karim Zaidan menjelaskan uslub dan pendekatan dakwah
seperti berikut : i. Mengenal pasti penyakit penerima dakwah dan mengenal ubat bagi penyakit
tersebut. Penyakit utama manusia ialah jahilnya mengenai Tuhan, ingkar
kepada Allah dan tidak mengakui dirinya sebagai hamba Allah dan tidak
mengikuti ajaran yang dibawa nabi Muhammad SAW. Oleh itu, ubatnya ialah
menjelaskan akidah yang sebenar, menjelaskan asas-asas ajaran agama dan
melakukan amar makruf dan nahi mungkar. g
ii. Menghilangkan syubhat yang timbul sama ada syubhat yang berhubung
dengan diri peribadi pendakwah dengan tuduhan dan fitnah sebagai sesat, g
ii. Menghilangkan syubhat yang timbul sama ada syubhat yang berhubung
dengan diri peribadi pendakwah dengan tuduhan dan fitnah sebagai sesat, 243 العبقري جملة Vol. 23 (1), 2020 Journal al-‘Abqari bodoh dan gila; syubhat yang berkaitan dengan dakwah dengan mengatakan
tuduhan membuat sesuatu yang baru dan keluar dari adat nenek moyang;
syubhat yang dengan penerima dakwah dengan membangkitkan rasa benci
kepada dakwah, mementingkan kepentingan diri dan menanamkan keyakinan
kepada agama nenek moyang mereka. bodoh dan gila; syubhat yang berkaitan dengan dakwah dengan mengatakan
tuduhan membuat sesuatu yang baru dan keluar dari adat nenek moyang;
syubhat yang dengan penerima dakwah dengan membangkitkan rasa benci
kepada dakwah, mementingkan kepentingan diri dan menanamkan keyakinan
kepada agama nenek moyang mereka. Targhib dan tarhib. Perkara yang dimaksudkan dengan targhib (memberi
kegembiraan) ialah semua perkara yang dapat menarik penerima dakwah
untuk menerima dakwah dan tetap dengan kebenaran sementara tarhib
(memberi peringatan) ialah segala yang dapat menimbulkan rasa takut
sekiranya tidak menerima atau menolak kebenaran atau tidak istiqamah
setelah menerima kebenaran. Antara bentuk targhib dan tarhib ialah
memperingatkan orang dengan nikmat yang telah diperolehi kerana itu
hendaklah mereka berterima kasih dan mentaati Allah. SUMBER METODOLOGI DAKWAH Antara bentuk
kewaspadaan ialah waspada dari kemaksiatan, waspada terhadap keluarga 244 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
dan anak, waspada mengikuti hawa nafsu, waspada terhadap orang yang kafir
dan munafik. Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
dan anak, waspada mengikuti hawa nafsu, waspada terhadap orang yang kafir
dan munafik. dan anak, waspada mengikuti hawa nafsu, waspada terhadap orang yang kafir
dan munafik. ii. Meminta bantuan orang lain. Para pendakwah diharuskan meminta bantuan
kepada orang yang berpengalaman dan petah bercakap dalam menyampaikan
dakwah. Begitu juga para pendakwah harus meminta bantuan dari kaum
muslimin untuk memelihara dari gangguan orang yang ingin mengancamnya
dan mencegahnya dari menyampaikan dakwah. Pendakwah juga dibenarkan
meminta bantuan dari orang bukan Islam untuk memberi perlidungan dan
keamanan kepada dirinya, menyingkirkan segala gangguan dan memberi
kesempatan untuk melaksanakan tugas dakwah. ii. Meminta bantuan orang lain. Para pendakwah diharuskan meminta bantuan
kepada orang yang berpengalaman dan petah bercakap dalam menyampaikan
dakwah. Begitu juga para pendakwah harus meminta bantuan dari kaum
muslimin untuk memelihara dari gangguan orang yang ingin mengancamnya
dan mencegahnya dari menyampaikan dakwah. Pendakwah juga dibenarkan
meminta bantuan dari orang bukan Islam untuk memberi perlidungan dan
keamanan kepada dirinya, menyingkirkan segala gangguan dan memberi
kesempatan untuk melaksanakan tugas dakwah. iii. iii. Peraturan dan Disiplin. Para pendakwah amat memerlukan kepada peraturan
dan disiplin agar dapat menyampaikan dakwah dengan lebih baik. Pendakwah
perlu berdisiplin dengan waktu dengan membahagikan masa kepada beberapa
waktu dan menetapkan waktu tersebut untuk dirinya, keluarga, masyarakat
dan dakwah. Begitu juga apabila dakwah dilakukan secara jamaah dan
organisasi, maka ia memerlukan peraturan dan disiplin. Antara asas-asas
peraturan organisasi yang perlu dipatuhi oleh pendakwah ialah berkaitan
kepimpinan ketua dan ketaatan kepadanya dan sentiasa bermusyawarah
(Zaidan,1992: 448-468) Wasilah dalaman ialah menyampaikan dakwah kepada Allah melalui perkataan,
perbuatan dan akhlak yang mulia. Wasilah dalaman ialah menyampaikan dakwah kepada Allah melalui perkataan,
perbuatan dan akhlak yang mulia. Wasilah dalaman ialah menyampaikan dakwah kepada Allah melalui perkataan,
perbuatan dan akhlak yang mulia. 1. Dakwah dengan perkataan. Ia merupakan asas dalam berdakwah kerana al-
Quran itu sendiri mengandungi makna-makna dakwah yang merupakan kata-
kata Allah yang telah diturunkan kepada nabi Muhammad SAW. Antara
syarat-syarat dalam dakwah dengan perkataan dan pembicaraannya ialah
hendaklah perkataan itu jelas dan terang serta difahami oleh pendengar. Kata-
katanya tidak terlalu cepat, sentiasa cermat dan perlahan agar pendengar
memahami maksud yang hendak disampaikan. SUMBER METODOLOGI DAKWAH Tarhib pula dengan
mengancam mereka bahawa nikmat itu akan dicabut apabila mereka enggan
dan tidak menerima dan kufur dengan nikmat Allah. Di samping itu akan
mendapat azab seksaan yang pedih di Akhirat. iii. Targhib dan tarhib. Perkara yang dimaksudkan dengan targhib (memberi
kegembiraan) ialah semua perkara yang dapat menarik penerima dakwah
untuk menerima dakwah dan tetap dengan kebenaran sementara tarhib
(memberi peringatan) ialah segala yang dapat menimbulkan rasa takut
sekiranya tidak menerima atau menolak kebenaran atau tidak istiqamah
setelah menerima kebenaran. Antara bentuk targhib dan tarhib ialah
memperingatkan orang dengan nikmat yang telah diperolehi kerana itu
hendaklah mereka berterima kasih dan mentaati Allah. Tarhib pula dengan
mengancam mereka bahawa nikmat itu akan dicabut apabila mereka enggan
dan tidak menerima dan kufur dengan nikmat Allah. Di samping itu akan
mendapat azab seksaan yang pedih di Akhirat. iv. Pendidikan dan Pembelajaran. Apabila penerima dakwah telah menerima
dakwah dan mendapat hidayah, maka kewajipan pendakwah mendidik dan
mengajar mereka dengan asas-asas ajaran agama kerana di dalam diri mereka
masih banyak penyakit yang perlu dibersihkan seperti penyakit syirik dan
sebagainya. Para pendakwah bukan sahaja mendidik tetapi juga memberi
pengajaran yang mendorong mereka untuk melaksanakan ajaran agama. Oleh
itu, pendidikan agama merupakan perkara yang amat diperlukan dalam
memahami ajaran Islam (Zaidan, 1992: 421-447). Seterusnya Abdul Karim Zaidan membicarakan wasilah dakwah. Perkara yang
dimaksudkan wasilah ialah segala yang membantu para pendakwah dalam
menyampaikan dakwah secara berkesan. Ia terbahagi kepada dua iaitu wasilah luaran
dan wasilah dalaman. Wasilah luaran mempunyai tiga aspek iaitu kewaspadaan,
memohon bantuan orang lain dan disiplin. Sementara wasilah dalaman merangkumi
dakwah dengan perkataan, dakwah dengan perbuatan dan dakwah dengan akhlak yang
baik. Wasilah luaran terbahagi kepada: i. Kewaspadaan iaitu seorang yang teliti atau berhati-hati serta bersiap sedia
menghadapi segala cabaran dan ancaman yang akan menimpa dirinya dari
orang yang benci kepadanya. Para pendakwah harus waspada dalam
menyampaikan
dakwah
di
tengah-tengah
masyarakat
agar
tidak
mendatangkan kebinasaan dan menghalang jalan dakwahnya. Antara bentuk
kewaspadaan ialah waspada dari kemaksiatan, waspada terhadap keluarga i. Kewaspadaan iaitu seorang yang teliti atau berhati-hati serta bersiap sedia
menghadapi segala cabaran dan ancaman yang akan menimpa dirinya dari
orang yang benci kepadanya. Para pendakwah harus waspada dalam
menyampaikan
dakwah
di
tengah-tengah
masyarakat
agar
tidak
mendatangkan kebinasaan dan menghalang jalan dakwahnya. SUMBER METODOLOGI DAKWAH Pendakwah juga harus
menjauhi kata-kata yang mengandungi ancaman, pemaksaan dan penghinaan
kepada penerima dakwah sebaliknya menggunakan kata-kata yang lemah
lembut serta mudah difahami. Antara bentuk perkataan seperti khutbah dan
pidato, pengajian, ceramah dan diskusi serta dialog. Antara kaedah dalam
pelaksanaan amar ma’aruf dan nahi munkar ialah: i. Pendakwah harus mengetahui ilmu dan hakikat maaruf dan
mencegah mungkar terlebih dahulu sebelum melaksanakan
tanggungjawab tersebut. ii. Melakukan dengan cara yang lemah lembut dan bukan
dengan cara yang kasar. iii. Melihat tentang kebaikan dan keburukan hasil dari
pelaksanaan tersebut. Umpamanya sekiranya mencegah 245 Journal al-‘Abqari العبقري جملة Vol. 23 (1), 2020 Journal al-‘Abqari keburukan akan menimbulkan keburukan yang lebih besar
lagi, maka tidaklah wajib bagi pendakwah melarangnya keburukan akan menimbulkan keburukan yang lebih besar
lagi, maka tidaklah wajib bagi pendakwah melarangnya keburukan akan menimbulkan keburukan yang lebih besar
lagi, maka tidaklah wajib bagi pendakwah melarangnya iv. Apabila kebaikan dan kemungkaran itu bercampur dalam diri
seseorang atau jamaah, maka pendakwah harus melihat yang
mana yang lebih utama sama ada menyuruh melakukan
kebaikan atau mencegah mereka berbuat mungkar v. Pendakwah melakukan sekadar kuasanya dan tidaklah
dibebankan melainkan apa yang mampu dilakukan. 2. Berdakwah dengan perbuatan iaitu menyingkir perkara mungkar dengan
perbuatan atau mendorong orang berbuat baik seperti mendirikan masjid,
sekolah dan sebagainya atau sesuatu perbuatan yang dapat menunjang
pelaksanaan syariat Islam. Antara syarat untuk melakukan pencegahan
kemungkaran itu ialah mengenal pasti kebaikan dan kejahatan sebelum
mengambil tindakan dan memperhitungkan akibat-akibat yang mungkin
timbul berikutan tindakan tersebut. Di samping itu, ia harus memiliki
kemampuan dan kesanggupan diri untuk mengubahnya. Pendakwah juga
harus mempunyai sikap benci terhadap perkara mungkar dan melakukannya
sesuai dengan perintah agama. 3. Akhlak yang baik dari pendakwah yang dapat memikat hati-hati penerima
dakwah. Akhlak yang baik yang menjadi contoh kerpada orang lain apabila
ia telah memenuhi dua syarat iaitu akhlak yang baik dan bersesuian dengan
perkataan dan perbuatan. Apabila dua dasar ini ada dalam diri pendakwah,
maka segala tindak tanduk dan perbuatan merupakan pendekatan terbaik
dalam menarik orang lain kepada agama Islam (Zaidan, 1992: 470-486). Ada juga yang membahagikan pendekatan dakwah kepada penulisan, pendengaran
dan penglihatan. Perkara yang dimaksudkan dengan dakwah melalui penulisan
merangkumi penulisan buku, artikel, penyelidikan, buletin dan pengkisahan. Sementara pendekatan dakwah dengan percakapan dan pendengaran merangkumi
seminar, ceramah, forum, khutbah, pengajian dan dialog. Sementara pendekatan
dakwah dengan percakapan, endengaran dan penglihatan adalah dakwah melalui
televisyen dan komunikasi baru seperti melalui internet, filem dan cinema. SUMBER METODOLOGI DAKWAH Bentuk
dakwah juga boleh dilakukan melalui aktiviti teater, minggu dakwah, penubuhan
perpustakaan, radio Islam, penerbitan akhbar dan majalah Islam dan organisasi
dakwah. Kini para pendakwah perlu memanfaatkan teknologi baru dalam
penyampaian dakwah melalui media baru seperti laman web, facebook dan instagram. Hal ini kerana dalam dunia ICT, elemen media baru memberi ruang dan peluang yang
cukup besar dalam berdakwah dengan lebih pantas. 246 Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wah
Penguasaan yang dimaksudkan ialah kemampuan para pendakwah untuk menarik
orang ramai dan memperkembangkan keupayaan mereka sekalipun mereka itu terdiri
dari berbagai bentuk mentaliti, kecenderungan, status dan penguasaan ilmu yang tidak
sama. Manusia secara umum tidak sama dalam semua perkara, sama ada dalam cara
berfikir, status kehidupan, kecenderungan, kecerdasan otak dan kemampuan emosi
dan imaginasi. Pendakwah yang berjaya ialah pendakwah yang mampu mengharung
dan mempengaruhi manusia dengan fikrah dan dakwahnya, sekalipun mereka itu
terdiri dari berbagai tabiat dan status. Pendakwah yang berjaya ialah pendakwah yang
mampu menarik ramai orang dan menguasai mereka dari sudut fikrah dan harakah
(Fathi, 1992: 9). Dengan penjelasan ini, "penguasaan" membawa pengertian kemampuan peribadi,
keahlian di sudut akhlak, sifat imaniah dan anugerah Allah yang dapat menolong para
pendakwah dan menjadikan mereka sebagai menara hidayah dalam masyarakat
mereka. Ia juga dapat menjadikan mereka pusat tumpuan bagi orang yang berada di
sekeliling mereka dan mampu menarik orang ramai. Pada hakikatnya kemampuan
untuk "menguasai" dianggap sebagai syarat kelayakan yang pertama dan terpenting
bagi peribadi seorang pendakwah. Tanpa kemampuan "penguasaan" ini pendakwah
belum wujud dan dakwah juga belum berlaku (Fathi, 1992:10). PENGUASAAN LUARAN DAN DALAMAN Penguasaan luaran ialah menguasai mereka yang di luar dakwah, gerakan dan
organisasi iaitu tahap sebelum bergabung ke dalam organisasi. Manakala penguasaan
dalaman pula membawa erti menguasai mereka yang telah berada dalam organisasi
iaitu menguasai mereka yang telah diorganisasikan dan telah menggabungkan diri ke
dalam amal-amal Islam dan gerakan. Kedua-dua bidang penguasaan ini saling
menyempurnakan antara satu sama lain. Kedua-duanya amat penting dan memerlukan
kemampuan penguasaan yang tinggi. Kejayaan dakwah amat bergantung kepada
syarat memiliki penguasaan kedua-dua bidang ini kerana tidak ada ertinya penguasaan
luaran jika tidak disertai dengan penguasaan dalaman (Fathi, 1992. :14). Penguasaan luaran bermaksud membawa dakwah kepada orang ramai dan menjadikan
mereka mengimani, mempercayai dan terpengaruh dengannya yang kemudian akan
mendorong mereka menggabungkan diri ke dalamnya, bekerja, berjihad dan
berkorban merupakan proses yang terlalu sukar dan susah. la memerlukan
kemampuan dan tuntutan-tuntutan yang berbagai bentuk. Siapa yang memiliki
sebahagian besar darinya, beliau adalah pendakwah yang mendapat taufik, berjaya
dan mampu menguasai orang ramai dan menarik mereka satu demi satu ke dalam
Islam dan ke dalam dakwah. Para pendakwah yang memiliki syarat-syarat
penguasaan ini akan memberi peluang yang luas untuk menguasai orang ramai dan
pengaruh dakwah terhadap mereka semakin banyak (Fathi, 1992:15). Antara ciri-ciri
dan syarat-syarat seperti berikut: 247 العبقري جملة Vol. 23 (1), 2020 Vol. 23 (1), 2020 Journal al-‘Abqari العبقري جملة i. Memahami Agama Allah. ii. Qudwah Hasanah (Keteladanan yang ba
iii. Sabar
iv. Lemah Lembut dan Belas Kasihan. v. Memudahkan bukan Menyusahkan. vi. Tawaduk dan Merendahkan Diri. vii. Manis Muka dan Manis Tutur kata
viii. Memberi khidmat kepada orang lain i. Memahami Agama Allah. iv. Lemah Lembut dan Belas Kasihan. v. Memudahkan bukan Menyusahkan. vi. Tawaduk dan Merendahkan Diri. vii. Manis Muka dan Manis Tutur kata viii. Memberi khidmat kepada orang lain KESIMPULAN Abdul Karim Zaidan telah merumuskan manhaj yang perlu ada pada diri para
pendakwah agar dakwah yang dilakukan itu berkesan dan berjaya menarik orang
ramai kepada Islam. Sumber metodologi dakwah ialah al-Quran, al-Sunnah, sejarah
hidup para Sahabat, pendapat dan pandangan para fuqaha, serta pengalaman
pendakwah itu sendiri. Perkara yang dimaksudkan wasilah ialah segala yang
membantu para pendakwah dalam menyampaikan dakwah secara berkesan. Ia
terbahagi kepada dua iaitu wasilah luaran dan wasilah dalaman. Wasilah luaran
mempunyai tiga aspek iaitu kewaspadaan, memohon bantuan orang lain dan disiplin. Sementara wasilah dalaman merangkumi dakwah dengan perkataan, dakwah dengan
perbuatan dan dakwah dengan akhlak yang baik. Oleh itu, para pendakwah yang
berjaya perlu memahami asas-asas, manhaj serta wasilah dakwah yang yang telah
dikemukakan oleh Abdul Karim Zaidan dalam bukunya ini. RUJUKAN
Abu Daud, Sulaiman bin As’ath al-Sajastani. (T.th). Sunan Abu Daud. Beirut: Dar al-
Kitab al-Arabi
Abu Faris, Muhamammd Abdul Qadir.(1992). Usus fi al-da’wah wa wasa’il nashriha. Amman: Dar al-Furqan. RUJUKAN Abu Daud, Sulaiman bin As’ath al-Sajastani. (T.th). Sunan Abu Daud. Beirut: Dar al-
Kitab al-Arabi Kitab al-Arabi
Abu Faris, Muhamammd Abdul Qadir.(1992). Usus fi al-da’wah wa wasa’il nashriha. Amman: Dar al-Furqan. Abu Faris, Muhamammd Abdul Qadir.(1992). Usus fi al-da’wah wa wasa’il nashriha. Amman: Dar al-Furqan. Al-Aqil, Abdullah Sulaiman. (2002). Min ‘alam al-da’wah wa harakah al-Islamiah
al-mu’asarah. Kaherah: Dar al-Tauzi’ wa Nashr al-Islamiyyah. Al-Bukhari, Muhammad bin Ismail Abu Abdullah. (1987). Al-Jami’ al-sahih al-
mukhtasar (al-Jami’ al-sahih). (Peny.Mustafa al-Bugha). Beirut: Dar Ibn
Kathir. Al-Buti, Muhammad Said Ramadan. (1990). Kubra al-yaqiniyyat al-kawniyyat. Damsyik: Dar al-Fikr
________. (2011). al-Hubb fi al-Quran. Damsyik: Dar al-Fikr. Al-Ghazali, Muhamad. (1992). Kayfa Nata‘amal ma‘a al-Qur’an. Kaherah: Dar al-
Wafa’, Kaherah. Al-Humaidi,
Muhammad bin Futuh. (2002). al-Jam’u bayn al-Bukhari wa Muslim. Beirut: Dar Ibn Hazm. Al-Qaradawi, (1989). Al-Sabr fi al-Qur’an. Kaherah: Maktabah Wahbah. ,
(
)
y
Beirut: Dar Ibn Hazm. Al-Qaradawi, (1989). Al-Sabr fi al-Qur’an. Kaherah: Maktabah Wahbah. 248 odologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da’wa
(1992) A l
i
t l h
k h l I l
i h fl l
h l h Metodologi Dakwah Menurut Abdul Karim Zaidan (1917-2014): Dalam Bukunya Usul Da wah
________. (1992). Awlawiyat al-harakah al-Islamiah fl al-marhalah ________. (1992). Awlawiyat al-harakah al-Islamiah fl al-marhalah _____. (1992). Awlawiyat al-harakah al-Islamiah fl al-marhalah al- qadimah. Kaherah: Maktabah Wahbah. ________. (2009). Thaqafah al-Da‘iyyah. Kaherah: Maktabah Wahbah. al qadimah. Kaherah: Maktabah Wahbah. ________. (2009). Thaqafah al-Da‘iyyah. Kaherah: Maktabah Wahbah. q
. (2009). Thaqafah al-Da‘iyyah. Kaherah: Maktabah Wahbah. Al-Turmidhi, Muhammad bin Isa (peny. Ahmad Muhammad Syakir dan al-Albani). (T.th). al-Jami’ al-sahih sunan al-Turmidhi. Beirut: Dar al-Ihya’ al-Turath. Al-Wa’iyy, Taufiq Yusuf. (2006). Kubra al-jamaat al-Islamiyyat al-islahiyat fi
al-‘alam al-mu’asir. Mansurah: Mu’assasah al-Shuruq. al-‘alam al-mu’asir. Mansurah: Mu’assasah al-Shuruq. Humaidi, Muhammad Futuh. (2002). Jam’u bayn al-sahian al-Bukhari wa Muslim. Beirut: Dar Ibn Hazam. Ibn Majah. (T.th). Sunan Ibn Majah (Pen. Muhamad Fuad Abd Baqi dan al-Albani). Beirut: Dar al-Fikr. Kalimat al-‘Alamah al-Qaradawi fi Ta’bin ‘Abd al-Karim Zaydan. Retrieved from
https://www.al-qaradawi.net/node/857 (akses 20 Ogos 2018). Muslim, Abu Husein.t.t. Al-Jami’ al-sahih al-musamma sahih Muslim.Beirut: Dar al-
Jil. Sirah al-Zatiyyah al-Shaykh. Retrieved from https://drzedan.com/content.php?id=24
(akses 10 Ogos 2018). Ulwan, Nasih. (2010). Salsilah madrasah al-du’at. Kaherah: Dar al-Salam. Yakan, Fathi. (1988). Madha ya’ni intima’ li al-Islam. Beirut: Mu’assasah al-
Risalah. ________. (2010). Tasawwur asasi gerakan Islam. Shah Alam: Dewan Pustaka
Islam. Islam. Zaidan, Abdul Karim. (1986).Majmu’ah buhuth fiqhiah. Beirut: Muassasah al-
Risalah. ________. (1987). Al-Wajiz fi usul al-fiqh. RUJUKAN Beirut: Mu’assasah al-Risalah. ________. 1988). Al-Ahkam al-Zimmiyyin wa Musta’minin fi Dar al-Islam. Beirut :
Mu’assasah al-Risalah. ________. 1990). Madkhal li dirasat al-syari’at al-Islamiah. Beirut: Mu’assasah al-
Risalah. ________. (1992). Usul al-da’wah. Kaherah: Dar al-Wafa’
________. 1994). Mufassal fi ahkam al-mar’ah wa a-bayt al-Muslim. Beirut:
Muassasah al-Risalah
________. 2013). Al-Mustafad min qasas al-Quran. Beirut:Mu’assasah al-Risalah Zaidan, Abdul Karim. (1986).Majmu’ah buhuth fiqhiah. Beirut: Muassasah al-
Risalah. __. (1987). Al-Wajiz fi usul al-fiqh. Beirut: Mu’assasah al-Risalah. ________. 1988). Al-Ahkam al-Zimmiyyin wa Musta’minin fi Dar al-Islam. Beirut :
Mu’assasah al-Risalah. ________. 1990). Madkhal li dirasat al-syari’at al-Islamiah. Beirut: Mu’assasah al-
Risalah. 249
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Sensing small interaction forces through proprioception
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Scientific reports
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OPEN Fazlur Rashid1, Devin Burns2 & Yun Seong Song1* Understanding the human motor control strategy during physical interaction tasks is crucial for
developing future robots for physical human–robot interaction (pHRI). In physical human–human
interaction (pHHI), small interaction forces are known to convey their intent between the partners
for effective motor communication. The aim of this work is to investigate what affects the human’s
sensitivity to the externally applied interaction forces. The hypothesis is that one way the small
interaction forces are sensed is through the movement of the arm and the resulting proprioceptive
signals. A pHRI setup was used to provide small interaction forces to the hand of seated participants
in one of four directions, while the participants were asked to identify the direction of the push
while blindfolded. The result shows that participants’ ability to correctly report the direction of the
interaction force was lower with low interaction force as well as with high muscle contraction. The
sensitivity to the interaction force direction increased with the radial displacement of the participant’s
hand from the initial position: the further they moved the more correct their responses were. It was
also observed that the estimated stiffness of the arm varies with the level of muscle contraction and
robot interaction force. Beyond traditional robots that perform isolated tasks away from human operators1–4 , future robots are expected
to be physically closer to the users and perform interactive tasks5–8. In particular, robots that can physically inter-
act with humans through direct contact have the potential to assist the human workforce in various scenarios,
such as in healthcare, manufacturing, or education9–12. For example, the foreseen shortage of physical therapists
and nurses amplifies the necessity for the development of effective and intuitive physical Human–Robot Inter-
action (pHRI). Robots may provide physical assistance to patients like human therapists would for effective
movement assistance and rehabilitation10–15.if In order to advance pHRI, however, it is crucial to first understand the underlying mechanism of effective
physical interaction from the perspective of human users16.Indeed, humans are experts of physical human–human
interaction (pHHI) such as while hand-shaking17,18, walking together16,19,20, or jointly carrying loads21,22. In many
pHHI tasks, humans coordinate their movements together, not through verbal communication or visual feed-
back, but through the interaction forces acting at their arms and hands20. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2021) 11:21829 1Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla,
MO 65401, USA. 2Department of Psychological Science, Missouri University of Science and Technology, Rolla,
MO 65401, USA. *email: songyun@mst.edu OPEN This physical communication between
partners can lead to improved performance in the absence of explicitly shared motor goals19,23–27, a distinction of
skill levels20 or roles28, or even motor adaptation29–31. These information-carrying interaction forces are typically
20 N or less20,32, are usually kept below 10 N33,34, and can sometimes be as low as 1 N35. It would then be required
of the humans in physical interaction tasks to be sensitive to the small changes in the interaction forces for better
motor communication with the partner. p
How, then, do human partners remain sensitive to small interaction forces during physical interaction tasks? One possibility is through the mechanoreceptors distributed at the site of the physical coupling, typically through
holding of hands16,19,23,25. However, these receptors may not be suitable for detecting subtle changes in the interac-
tion forces due to the high preload of grip forces that is crucial to maintain a stable physical coupling36,37. That is,
the small changes in the interaction forces could be below the Weber fraction (< 10 %) of the pre-existing stimuli
on the pressor receptors (grip force), making them unreliable for detecting interaction forces38,39. If they relied
only upon these mechanoreceptors, humans would have to loosen their grip for reliable motor communication
at the cost of unreliable physical coupling. p y
p
g
Alternatively, proprioceptors on muscles, tendons, and joints may help detect the small interaction forces
through the resulting kinematic displacements of the arm40,41.The interaction force at the hand will create the
corresponding movement of the upper and lower arm, which then creates length changes in the muscles and
tendons that are sensed by muscle spindles and/or Golgi tendon organs (GTOs)42,43. Even in certain interaction
tasks where there is little arm movement (such as in20), small movements can create muscle length changes above 1Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla,
MO 65401, USA. 2Department of Psychological Science, Missouri University of Science and Technology, Rolla,
MO 65401, USA. *email: songyun@mst.edu Scientific Reports | (2021) 11:21829 | https://doi.org/10.1038/s41598-021-01112-w www.nature.com/scientificreports/ Figure 1. Percentage of correct responses varies with the level of muscle contraction where correctness was
maximum (~ 100%) at high robot force with low muscle contraction (RH*ML) condition (a) experimental
results (different colors represent different participants) (b) ANOVA analysis of the percentage of correct
responses. Figure 1. OPEN Percentage of correct responses varies with the level of muscle contraction where correctness was
maximum (~ 100%) at high robot force with low muscle contraction (RH*ML) condition (a) experimental
results (different colors represent different participants) (b) ANOVA analysis of the percentage of correct
responses. Table 1. Fixed effects of the percentage of correct responses using linear mixed model fit by REML and t tests
use Satterthwaite’s method (Response ~ Robot.force*Muscle.contraction + (1 | Participants)). *p < 0.05, **p <
0.01, ***p < 0.001. Estimate
Std. Error
df (degree of freedom)
t value
Pr(>|t|)
Intercept
0.9896
0.02
102.92
45.51
p < 0.001***
RL
− 0.1188
0.03
137.00
− 4.17
p < 0.001***
MH
− 0.1917
0.03
137.00
− 6.73
p < 0.001***
RL*MH
− 0.3313
0.04
137.00
− 8.23
p < 0.001*** Table 1. Fixed effects of the percentage of correct responses using linear mixed model fit by REML and t tests
use Satterthwaite’s method (Response ~ Robot.force*Muscle.contraction + (1 | Participants)). *p < 0.05, **p <
0.01, ***p < 0.001. the Weber fraction. In this view, small changes in the interaction forces may be detected by the proprioceptors, as
long as the arm stiffness is low enough to allow detectable movement in response to the small interaction force. To this end, this work is aimed at investigating the physical interaction strategy in humans for effective motor
i
i
h
h
ll i
i
f
I
i
l
hi
k i
i
h
ff
f h
f h the Weber fraction. In this view, small changes in the interaction forces may be detected by the proprioceptors, as
long as the arm stiffness is low enough to allow detectable movement in response to the small interaction force. f
To this end, this work is aimed at investigating the physical interaction strategy in humans for effective motor
communication through small interaction forces. In particular, this work investigates the effect of the state of the
arm in the sensitivity to the information provided by the interaction force from an external source. The hypothesis
is that humans are more sensitive to the direction of the subtle push on their palm when the arm is displaced
more as a consequence of the push. Supporting observations may indicate the presence of a specific pHHI/pHRI
strategy that the humans modulate their arm stiffness to improve sensitivity to small interaction forces. Results
Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels.
Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels. Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). p
(
g
p
)
Among the 4 possible combinations of conditions, the sensitivity to the interaction force direction was high-
est when the applied force was high and the muscle contraction was low (RH*ML, average 99.0%), and lowest
in RL*MH (average 34.8%, Fig. 1a). It was observed that with a low level of robot interaction force and low level
of muscle contraction (RL*ML) condition, the percentage of correct responses was comparable (average 87.1%)
with high robot interaction force and high muscle contraction (RH*MH, average 79.8%) condition, where in
both RL*ML and RH*MH, the sensitivity was higher than in RL*MH and lower than in RH*ML. These trends
were statistically significant where applying lower robot interaction force (RL*MH and RL*ML conditions)
decreased the sensitivity by 11.88% (p < 0.001), whereas high muscle contraction (RH*MH and RL*MH condi-
tions) decreased the sensitivity by 19.17% (p < 0.001, Fig. 1b). The combined effect of the low robot interaction
force (RL) and the high muscle contraction (MH) was also significant, decreasing the sensitivity of the interaction
force by an additional 33.13% (p < 0.001). These results are summarized in Table 1. High radial displacement of the hand increases the sensitivity to small interaction forces. The
radial displacement of the hand from the center (initial position) in each trial was strongly correlated with the
sensitivity of the interaction force direction (Fig. 2a). The radial displacement was the highest during the RH*ML
condition (red), during which the chance to make correct responses was also the highest. As the radial displace-
ments are lower in RL*ML and RH*MH trials, the chance of correct responses was also lower. The radial dis-
placement was the smallest in the RL*MH condition where the least correct responses were made. Linear regres- https://doi.org/10.1038/s41598-021-01112-w Scientific Reports | (2021) 11:21829 | www.nature.com/scientificreports/ (a)
(b)
Figure 2. (a) Percentage of correct responses increases with radial displacement from the initial position and
was highest during high robot interaction force with low muscle contraction (RH*ML, red) condition, during
which the radial displacement was also high. Results
Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels.
Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). Including participant vari-
ability, the logarithmic radial displacement of all trials with correct and incorrect responses was 2.270 ± 0.430
mm (out of 1443 trials) and 1.876 ± 0.302 mm (out of 477 trials), respectively. Paired sample t test showed a
difference of 0.40 ± 0.26 mm with a large effect size (Cohen’s D = 1.54).hff sion showed a correlation of R2 = 0.228 between the percentage of correct responses and the radial displacement
in a logarithmic scale. In addition, the radial displacement was higher in trials with correct responses than in tri-
als with incorrect responses after removing participant variability (p < 0.001, Fig. 2b). Including participant vari-
ability, the logarithmic radial displacement of all trials with correct and incorrect responses was 2.270 ± 0.430
mm (out of 1443 trials) and 1.876 ± 0.302 mm (out of 477 trials), respectively. Paired sample t test showed a
difference of 0.40 ± 0.26 mm with a large effect size (Cohen’s D = 1.54).hff f
gf
(
)
Then, a generalized linear mixed-effects model was used to analyze the items that affect the correctness of the
response in a trial-by-trial manner, where the binomial outcome measure was whether participants responded
correctly on that particular trial. These tests were conducted using the "lmerTest’’ package for R.44 .We included
fixed effects for the robot interaction force (two levels), muscle contraction (two levels), the direction of the push
from the robot (one variable for X/Z and another for +/−), and logarithmic radial displacement on that particular
trial, with a random intercept for participants (allowing for different overall sensitivity) and by-participant ran-
dom slopes for muscle contraction (allowing the effect of contraction to differ across participants). Table 2 shows
that the sensitivity to the direction of the force was reduced by low robot interaction force (RL, p < 0.001), high
muscle contraction (MH, p < 0.001), and with Z-direction movement (DZ, p = 0.04), as indicated by the negative
estimates and the corresponding odds ratios below 1 (where {odd ratio} = exp (estimate)). The participants were
only 12% as likely to be correct in RL trials than in RH trials, only 6% as likely to be correct in MH trials than
in ML trials, and only 77% as likely to be correct in the Z direction movements than in the X direction. Results
Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels.
Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). Linear regression fit gives R2 = 0.228 (b) mean and standard
deviation of logarithmic radial displacement of all correct response trials (c) was higher than incorrect response
trials (I) (p < 0.001). (b) (a)
(b)
Figure 2. (a) Percentage of correct responses increases with radial displacement from the initial position and
was highest during high robot interaction force with low muscle contraction (RH*ML, red) condition, during
which the radial displacement was also high. Linear regression fit gives R2 = 0.228 (b) mean and standard
deviation of logarithmic radial displacement of all correct response trials (c) was higher than incorrect respons
trials (I) (p < 0.001). (a) (b) (a) Figure 2. (a) Percentage of correct responses increases with radial displacement from the initial position and
was highest during high robot interaction force with low muscle contraction (RH*ML, red) condition, during
which the radial displacement was also high. Linear regression fit gives R2 = 0.228 (b) mean and standard
deviation of logarithmic radial displacement of all correct response trials (c) was higher than incorrect response
trials (I) (p < 0.001). Table 2. Fixed effects of all parameters using generalized linear mixed model fit by
maximum likelihood in a trial-by-trial manner (Response ~ Robot.force + Muscle. contraction+Direction+Dimension+LogDisplacement+(Muscle contraction | Participant)) *p < 0 05 **p <
Estimate
Std. Error
z value
Odds ratio
Pr(>|z|)
(Intercept)
3.65
0.42
8.76
p < 0.001***
RL
− 2.10
0.15
− 14.06
0.12
p < 0.001***
MH
− 2.85
0.30
− 9.54
0.06
p < 0.001***
Dir+
0.52
0.13
3.91
1.68
p < 0.001***
DZ
− 0.27
0.13
− 2.03
0.77
0.04*
LogD
0.27
0.11
2.36
1.31
0.02* Table 2. Fixed effects of all parameters using generalized linear mixed model fit by
maximum likelihood in a trial-by-trial manner (Response ~ Robot.force + Muscle. contraction + Direction + Dimension + LogDisplacement + (Muscle.contraction | Participant)). *p < 0.05, **p <
0.01, ***p < 0.001. y
p
contraction + Direction + Dimension + LogDisplacement + (Muscle.contraction | Participant)). *p < 0.05, **p <
0.01, ***p < 0.001. sion showed a correlation of R2 = 0.228 between the percentage of correct responses and the radial displacement
in a logarithmic scale. In addition, the radial displacement was higher in trials with correct responses than in tri-
als with incorrect responses after removing participant variability (p < 0.001, Fig. 2b). Results
Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels.
Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). On the
other hand, the sensitivity was increased by positive direction pushes (Dir+, in X+ or Z+ directions, p < 0.001)
and larger radial displacement (LogD, p=0.02), as indicated by the positive estimates and the corresponding odds
ratios above 1. The participants were 1.68 times more likely to be correct in X+ or Z+ directions than in X− or
Z− directions, and were 1.31 times more likely to be correct for every unit increase (1 log (mm)) in the loga-
rithmic radial displacement. The number of observations in this analysis was 1920 (20 participants x 96 trials). Unlike the ANOVA analysis presented in Table 1, the interaction between the robot force and the muscle
contraction was not significant in this analysis (and thus excluded from the final model), suggesting that it may ph
y
p
p
Unlike the ANOVA analysis presented in Table 1, the interaction between the robot force and the muscle
contraction was not significant in this analysis (and thus excluded from the final model), suggesting that it may
have been a statistical artifact caused by the ceiling effect of near-perfect accuracy in the RH*ML condition. https://doi.org/10.1038/s41598-021-01112-w Scientific Reports | (2021) 11:21829 | www.nature.com/scientificreports/ Estimate
Std. Error
df (degree of freedom)
t value
Pr( >|t|)
Intercept
245.26
25.26
34.44
9.71
p < 0.001***
RL
− 58.47
18.70
58.00
− 3.13
0.003**
MH
181.56
18.70
58.00
9.71
p < 0.001*** Table 3. Fixed effects of stiffness norm using linear mixed model fit by REML and t tests use Satterthwaite’s
method (Stiffness ~ Robot.force + Muscle.contraction + (1 | Participant)). *p < 0.05, **p < 0.01, ***p < 0.001. Table 3. Fixed effects of stiffness norm using linear mixed model fit by REML and t tests use Satterthwaite’s
method (Stiffness ~ Robot.force + Muscle.contraction + (1 | Participant)). *p < 0.05, **p < 0.01, ***p < 0.001. Table 4. Estimated average stiffness values of all 20 participants. Stiffness (N/m)
Conditions
RH*MH
RH*ML
RL*MH
RL*ML
Kxx
312.81
205.11
263.67
156.11
Kxz
− 8.36
−17.13
17.72
− 8.02
Kzx
21.86
− 20.67
26.30
− 10.93
Kzz
371.85
207.15
305.01
158.98 Table 4. Estimated average stiffness values of all 20 participants. Figure 3. Norm of the arm stiffness increases with the increase of muscle contraction and robot interaction
force. Results
Sensitivity to interaction forces is affected by the robot force as well as muscle contraction
levels.
Out of a total of 1920 trials among 20 participants, the number of correct responses was 1443 and the
number of incorrect responses was 477 trials (including the number of no-response: 255). The average stiffness was highest during high robot interaction force with high muscle contraction
(RH*MH) condition (a) experimental results (different colors represent different participants) (b) ANOVA
analysis of the stiffness norm. Figure 3. Norm of the arm stiffness increases with the increase of muscle contraction and robot interaction
force. The average stiffness was highest during high robot interaction force with high muscle contraction
(RH*MH) condition (a) experimental results (different colors represent different participants) (b) ANOVA
analysis of the stiffness norm. Estimated arm stiffnesses depend on both robot force and muscle contraction levels. The
estimated arm stiffness was dependent on the experimental conditions (Fig. 3a). The norms of the 2 × 2 stiffness
matrices computed from the force–displacement relationship after 3 s were averaged across trials and participants
for the four conditions. The average arm stiffness norm was the lowest in the RL*ML condition (167.13 N/m)
and highest in the RH*MH condition (372.95 N/m), with intermediate values in RH*ML (225.07 N/m) and
RL*MH conditions (314.57 N/m). The stiffness was higher in RH than in RL, and in MH than in ML. These
trends were statistically significant (p < 0.001, Fig. 3b and Table 3). The low robot interaction force (RL) reduced
the arm stiffness norm by − 58.47 N/m, whereas the high muscle contraction (MH) increased the arm stiffness
norm by 181.56 N/m. The estimated 2 × 2 stiffness matrices are provided in Table 4, which shows the character-
istics of typical arm stiffness matrices with low off-diagonal terms36,45. www.nature.com/scientificreports/ In contrast, during low muscle contraction (0~20% MVC) grip force was less than 5 N, so 1 N of applied force
should be at least a 20% change. However, detecting a change in cutaneous pressure is not the only way to sense the applied force. As force is
applied to the hand, the joints in the arms are displaced as a result, unless the human body is completely rigid
which is impossible. This displacement is picked up by the proprioception on muscles and tendons (ex. the
Golgi-tendon organs and/or the muscle spindle), which are known to sense kinematics. That is, forces at the
hands may be sensed as the arm is displaced as a result, regardless of whether the applied force is above the detec-
tion threshold of the cutaneous pressure receptors. To our knowledge, this work is the first to provide evidence
for this alternative force sensing through proprioception. This is especially relevant in scenarios in which the
handgrip must be tight to ensure the security of the mechanical coupling between the two partners (ex. providing
balance assistance during walking). Indeed, our experiment suggests that the participants may be utilizing these
kinematic sensors as an effective force sensor. It was observed that the sensitivity of the interaction force direction
was higher when the radial displacement/movement of human arms were larger. In addition, the sensitivity of
the interaction force was higher when the muscle contraction was low that reduced the pressure on the palm. In this view, participants may have sensed the direction of the interaction force by sensing the displacement/
movement of their arms and/or from the changes in the pressure on their palm when the grip was not tight
(ML conditions). When the grip was very tight (MH), however, the hand-robot handle coupling between the
human and the robot served mainly as a mechanical connection that allowed the interaction force to generate
arm displacements which are eventually sensed by the proprioceptors. This view is consistent with the recent
observation that the muscle spindles may encode forces during stretch49. Although there are two parallel sources
of information for force sensitivity (cutaneous force sensor and proprioception), this experiment was designed
to emphasize a scenario where the mechanoreceptors on the skin may not be effective due to tight handgrip
and thus proprioception would be more important (ex. overground physical interaction tasks). www.nature.com/scientificreports/ However, vari-
ous other scenarios could exist where the relative importance of these channels would vary (or even negatively
interfere). To further investigate this, future experiments may alter the sensations through the two channels. For
example, the arm could be fixed to oblige the participants to use the cutaneous pressure receptors on the palm,
allow softer grip, provide steeper changes in the interaction forces, or allow self-selection of arm postures (ex.44)
to study the effect of joint configurations to force sensitivity. yf
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g
y
In this experiment, all participants were asked to sense the direction of interaction force through the senses
in their arms and hands without any visual feedback. In all four combinations of conditions, the participant’s
arms were displaced from the initial position in X and Z-directions due to the applied interaction force from
the robot handle. Participants were stiffer in the Z-direction (Kzz > Kxx) than X-direction and correspondingly,
the sensitivity was lower in the Z-directions (+Z, −Z) than X-directions (+X, −X). The observation that the stiff-
ness in Z direction was higher than in the X direction is consistent with prior findings45. Participants were also
more sensitive in the positive directions (+X, +Z) than in the negative directions (-X, −Z). While this effect is
significant, the biomechanical basis for this observation is unknown. It was observed that human arm displace-
ment was higher during low muscle contraction conditions (ML) in which the arms are estimated to be less stiff
than in the high muscle contraction conditions (MH) as shown in Fig. 3b. This implies a relationship between
the arm stiffness and the force sensitivity50. The arm displacement was the smallest in the low robot interaction
force and high muscle contraction (RL*MH) condition. The movement of human arms increased at a higher
robot interaction force than low robot interaction force for the same level of muscle contraction. This observation
is analogous to the results in51 where bigger force is easier to discriminate and promote haptic communication
between humans. On the other hand, participants’ ability to sense the interaction force direction was high when the arm dis-
placement was also high - which occurred when the estimated arm stiffness was low. For example, the sensitivity
of the direction of interaction force was higher in the RL*ML condition than the RL*MH condition. Discussion Forces applied to the hand may be sensed by the respective force sensors at the hand, such as the cutaneous
pressure receptors on the palm. However, when the pressure on the palm is high due to a strong hand grip, the
cutaneous pressure sensors on the skin may suffer from decreased sensitivity to small changes in the pressure,
since our ability to detect a change in pressure (the Just Noticeable Difference, or JND) tends to be about 8-10% of
the current stimulus intensity. This makes the detection of small interaction forces to be less effective through the
pressure sensors on the hands in our MH conditions where the co-contraction of the forearm muscles increases
the grip force. Indeed, the approximate grip force for the high muscle contraction (70-80% MVC) was 20–30
N36,46–48, meaning that a 1 N applied force is an increase of only 3-5%, likely below the threshold for detection. Scientific Reports | (2021) 11:21829 | https://doi.org/10.1038/s41598-021-01112-w www.nature.com/scientificreports/ www.nature.com/scientificreports/ However, it is emphasized once again that a direct measure of the interaction force was not available in this
research, and thus the reported arm stiffness is not a direct measurement. Therefore, further research is required
to find the variation of endpoint stiffness with different levels of the interaction force.f iff
Better pHRI may be possible by lowering the stiffness of the robot arm to mimic the characteristics of the
human arms. Effective pHRI begins from a better understanding of how human participants communicate
movement intentions with their partners through the physical coupling. It has been suggested that humans
can effectively guide other humans by hand by using interaction forces to communicate intentions during
walking16,19,20,handshaking17,18, etc. In this work, it was suggested that humans are more sensitive to the interac-
tion forces when their arm stiffness is lower. Humans may expect their partner’s arm stiffness to be lower because
it is natural and advantageous for them to communicate through interaction forces. If so, in pHRI, the humans
may also expect their robot partners to have a compliant, low-stiffness arm, rather than a stiff and sluggish arm. A low-stiffness robot arm may be regarded as more human-like. Additionally, compliant participants (low arm
stiffness) were more sensitive than stiffer participants (high arm stiffness) for the same level of interaction forces
(RH or RL)50.Therefore, it could be speculated that this is at the basis of reduced sensitivity in participants with
a pathologically high level of limb stiffness, as for spastic patients.hift f
There are a number of valuable additional benefits of a low-stiffness robot arm. For example, a soft, easy-to-
manipulate robot arm is less likely to be a safety threat to a human partner52,53 and may help the subjective quality
of the pHRI to improve. This may be especially important in healthcare applications where a robot may interact
with frail populations. Also, to provide low stiffness, a robot arm may be designed using smaller actuators or
power sources to reduce development cost and the overall size of the robot.fh Note, however, that robots do not require low stiffness for increased force sensitivity. Their sensors (elec-
tromechanical transducers) do not suffer from the same reduced sensitivity at a higher force that is common
in human perception. Hence, if all the robot needs is to sense the interaction force from the human partner, its
arm impedance is irrelevant. Experimental setup.
20 Experimental setup. 20 healthy young adults (19 males and 1 female), 18 to 35 years of age (22.1 ± 4.025
years) without a self-reported history of neuromuscular injuries or disorders participated in this study. All par-
ticipants reported themselves to be right-handed. The experimental protocol and procedure were approved and
in accordance with relevant guidelines and regulations of the institutional review board (IRB) of the University
of Missouri. All participants gave their written informed consent and were free to withdraw their participation
at any time. The hypothesis and the experiment design are preregistered in the open science foundation (OSF:
osf.io/qr785).h q
The experiment involved externally applied interaction forces to the hand of a seated participant as he/she
relaxed or contracted their lower arm muscles. All participants were seated in a rigid chair to keep their back
against the chair at all times. Shoulder straps were used to help maintain their posture as depicted in Fig. 4a,b
55. Using their right hand, participants grabbed the handle of a haptic robot (Phantom Premium 1.5/6 DOF-HF,
3D Systems, Rock Hill, SC, USA) in front of them as shown in Fig. 4b. The right arm was posed such that the
distance from their sternum to the right hand was approximately 30% of their arm length, with the shoulder
abduction angle of ~71°, shoulder horizontal flexion of ~45°, elbow flexion angle of ~ 90°, and the forearm and
wrist in its neutral position (~0°)55,56. The strength of the grip was inferred by the level of activity of the hand-
grip muscles on the forearm46,57–59 using single-channel electromyography (Muscle SpikerShield Bundle model
#V2.61, Backyard Brains, Inc. MI, USA) above the forearm flexor muscle group. A high grip force was identified
as 70–80% of the maximum voluntary contraction (MVC) of the forearm muscles, whereas a Low grip force was
identified as 0~20% of MVC in such a way that there was a clear distinction between high and low grip forces. i
Because the participants were asked to maintain their posture at all times, the contraction of the forearm
flexor muscle groups was accompanied by a co-contraction of the whole forearm muscles. A haptic robot was
used to apply interaction force in two different magnitudes in one of four directions to a seated participant as
shown in Fig. 4. www.nature.com/scientificreports/ The low arm stiffness of the robot would be for the benefit of the human partner,
and not as much for itself. However, the role of arm stiffness is not restricted to a single goal. It is well known
that humans increase their arm stiffness to improve stability45,54. For tasks that require both high sensitivity to
interaction forces (low stiffness) as well as good stability (high stiffness), sophisticated modulation of arm stiff-
ness may be required. The central nervous system (CNS) may make swiftly switching decisions on when to stiffen
or loosen an arm, depending on the state of the interaction at that moment. Neither consistently high nor low
arm stiffness may be ideal for any given scenario, which warrants further research on arm stiffness modulation
on complex tasks.hf p
This work was mainly inspired by the necessity to implement intuitive and effective pHRI. It is suggested
that low muscle contraction may help increase the sensitivity to the small interaction forces, which may contain
movement intentions of the partner, by allowing higher arm displacements to occur. The results of this work
imply that the lower robot arm stiffness or human arm muscle contraction may be the desired characteristics of
pHRI and pHHI. The findings of this experiment can be used to guide the design of a robot for physical interac-
tion tasks with a human. www.nature.com/scientificreports/ Hence,
with the same level of robot interaction force in the same specific posture of the human arm, the sensitivity of
the interaction force direction varied depending on the level of muscle contraction/stiffness/muscle activation
level of the human arm. In addition, for the same specific posture, experimental trials where the arm was stiffer
(less displacement) were less likely to be correct than trials with low arm stiffness (high displacement). Overall,
human arm movement was related to the correctness of the interaction force/sensitivity of the interaction force
direction. Hence, humans may benefit from lowering their arm stiffness as it would help them to increase the
displacement of the arm, allowing even small interaction forces to be detected.hf The estimated magnitudes (norms) of the 2 × 2 stiffness matrices are smaller when the robot force was low
(RL) and higher in RH, despite the fact that the muscle contraction levels were kept similar, as shown in Fig. 3b
and Table 3 (p < 0.003). A possible explanation for this phenomenon is that it is due to the well-known nonlinear
force-displacement relationship of skeletal muscles. Given a nonlinear force-displacement curve originating from
a specific level of muscle contraction and posture, the slope (stiffness) of the curve is high for high robot interac-
tion force and low for lower robot interaction force. As a consequence, a linear approximation of the arm stiffness
would be lower with low robot interaction force. That is, even if the participants did not modulate their muscle
contraction level (%MVC), the arm stiffness may be estimated differently depending on the applied force level. f
yf
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g
Nonetheless, there still is a possibility of voluntary modulations of the muscle contraction by the participant,
due to the inherently variable muscle activity recordings that cannot completely rule out such cases. In this regard,
a possible alternative explanation to the lower stiffness in RL conditions is that there may be an unmeasured
lowering of muscle contraction in RL conditions, intentionally or otherwise, so as to be more sensitive to the
low level of interaction force. This lowering of the arm stiffness may not have occurred as prominently in the
RH conditions since the higher interaction forces are easier to detect even without lowering the arm stiffness to
take advantage of the proprioception. https://doi.org/10.1038/s41598-021-01112-w Scientific Reports | (2021) 11:21829 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 4. Seated human posture during the experiment with a haptic robot (a) experimental setup (b) top view
of the experimental setup (c) applied robot interaction force profile for a trial of ~ 5 s. Figure 4. Seated human posture during the experiment with a haptic robot (a) experimental setup (b) top view
of the experimental setup (c) applied robot interaction force profile for a trial of ~ 5 s. the intensity of that information. The magnitude of the force was controlled in an open-loop manner where the
appropriate motor torque profiles were commanded to the robot by the experimenter. The position of the robot
handle (which is also the position of the participant’s hand) was measured by the encoders of the robot joints. The resolution of the handle position sensing at the configuration shown in Fig. 4a was ~10−6 m. There was no
dead zone in the system. the intensity of that information. The magnitude of the force was controlled in an open-loop manner where the
appropriate motor torque profiles were commanded to the robot by the experimenter. The position of the robot
handle (which is also the position of the participant’s hand) was measured by the encoders of the robot joints. The resolution of the handle position sensing at the configuration shown in Fig. 4a was ~10−6 m. There was no
dead zone in the system. Experimental protocol. The aim of this study was to find what affects the sensitivity of the interaction
force during physical interactions in humans. In this experiment, participants were asked to identify if the direc-
tion of push as the robot provided the interaction force at the hands. Participants were blindfolded to encourage
them to focus on the sensation at their hands to identify the direction of the push. y
p
At each trial, the robot-provided interaction force was either high (2 N) or low (1 N), and the grip on the robot
handle was either high (70~80% of MVC) or low (0~20% of MVC). It can be considered a low robot interaction
force as RL, high robot interaction force as RH, low muscle contraction as ML, and high muscle contraction
as MH. www.nature.com/scientificreports/ Therefore, there were four different conditions in the experiment such as high robot interaction force
with high muscle contraction (RH*MH), high robot interaction force with low muscle contraction (RH*ML),
low robot interaction force with high muscle contraction (RL*MH), and low robot interaction force with low
muscle contraction (RL*ML). Participants had no knowledge of the intensity setting of the interaction force in any particular trial. Each time
the force was applied, participants were asked to identify whether the direction of the interaction force towards
them (+Z), away from them (−Z), to their right (+X), or left (−X), while maintaining their pose (maintained the
initial abduction angle, shoulder horizontal flexion angle, elbow flexion angle, and the forearm and wrist posi-
tion). Indeed, the participant’s hand moved in response to the applied robot interaction force. They were allowed
to give the response at any time during the 5-second period of the force application. Participants’ responses
were recorded as correct, incorrect, or no-response, where they either declared that they could not identify the
direction correctly or if they failed to provide a response within 5-s. For each of the four conditions (RH*MH,
RH*ML, RL*MH, and RL*ML), there were 6 pushes in each of the four directions (+Z, −Z, +X, and −X), with a
total of 96 trials in each experiment session. All 96 trials were equally randomized in the directions and intensity
of the interaction forces as well as in the levels of muscle contraction. To avoid muscle fatigue, the randomized
sequence of trials was checked to ensure that there were no more than four consecutive high-MVC trials. Also,
mandatory ~1 min breaks were provided during the experiment (after each of the four consecutive MH trials). Each trial lasted approximately 10 s. In addition to the correctness of the response, the radial displacement of
the hand as a result of the interaction force was recorded throughout the 5-s in all trials. Data processing and analysis. For each trial, the measurement included the response (correct, incorrect,
or no-response) and the maximum radial displacement (1)
R = max
dx(t)2 + dz(t)2
,
t = [0, 5] (1) where dx and dz are the displacements of the handle in the X and Z directions with respect to its initial position
t t = 0.f Human arm stiffness was also estimated in the experiment by considering the applied robot interaction force
and the resulting hand displacement. Experimental setup.
20 The robot applied a force that gradually increased from 0 → 1 N (Low) or 0 → 2 N (High) over
a 5-second duration in such a way that the maximum level of interaction force was reached ~3 s (Fig. 4c). The
slow increase in the force was to avoid stretch reflex56. After ~3 s the level of interaction force remained maxi-
mum constant value (2N or 1N) until ~5 s when a single trial was ended as presented in Fig. 4c. Then, the level
of interaction force remained constant until 5 s. The robot provided this force to the hand in one of the four
directions on a horizontal plane (+X, −X, +Z, or −Z directions, Fig. 4b). The direction of the interaction force
was the target information that the robot provided to the human, whereas the level of the interaction force was https://doi.org/10.1038/s41598-021-01112-w Scientific Reports | (2021) 11:21829 | References 1. Hartley, J., Robots at Work: A practical Guide for Engineers and Managers (North Holland, 1983) 1. Hartley, J., Robots at Work: A practical Guide for Engineers and Managers (North Holland, 1983)
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1. Nishihara, S. et al. www.nature.com/scientificreports/ While direct measurement of the interaction force was not available, the
commanded robot interaction force was used as an approximation of the interaction force value, from which the
2-dimensional endpoint stiffness of the arm was estimated through the following procedure36,45,60:hf f
The quasi-static stiffness of the arm is related to the interaction forces and the hand displacement such that Scientific Reports | (2021) 11:21829 | https://doi.org/10.1038/s41598-021-01112-w www.nature.com/scientificreports/ Fx
Fz
=
Kxx Kxz
Kzx Kzz
dx(t)
dz(t)
,
t = 3 sec (2) where Fx and Fz are the robot interaction force in the X and Z-direction; dx (t) and dz (t) are the displacements
in X and Z, respectively, Kxx, Kxz, Kzx, and Kzz are the elements of the 2-dimensional stiffness matrix. To avoid
dynamic effects, measurements at 3 s were used. Then, the stiffness elements Kxx, Kxz, Kzx, and Kzz were deter-
mined for each participant for each of the four conditions (RH*MH, RH*ML, RL*MH, and RL*ML) by using
the linear least square regression method. However, the magnitude of the velocities of the hand (=robot handle)
at ~3 s for all 1960 trials was small (Vx: 1.39 ± 1.23 mm/sec and Vz: 1.49 ± 1.21 mm/s). Therefore, we can assume
that at ~3 s, the hand is quasi-static and only the stiffness component of the arm dynamics is present at that time.if f
A two-way measure of analysis of variance (ANOVA) was used to find the effect of the robot interaction force
and muscle contractions on the measurement of the sensitivity of the interaction force direction. A generalized
linear mixed-effects model was also used to analyze the data in a trial-by-trial manner, where the binomial
outcome measure was whether participants responded correctly on that particular trial. For this, no-response
was considered as an incorrect response. This analysis included fixed effects of robot interaction force, muscle
contraction, motion direction (X/Z and +/−), and the logarithm of the maximum radial displacement on that
particular trial, with a random intercept for participant and by-participant random slopes for muscle contraction. The maximum radial displacement was transformed to its logarithmic value due to the skewness and kurtosis
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Comparing two frailty concepts among older people with intellectual disabilities
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Eur J Ageing (2017) 14:63–79
DOI 10.1007/s10433-016-0388-x Eur J Ageing (2017) 14:63–79
DOI 10.1007/s10433-016-0388-x ORIGINAL INVESTIGATION Comparing two frailty concepts among older people
with intellectual disabilities Josje D. Schoufour1,2 • Michael A. Echteld1 • Heleen M. Evenhuis1 Published online: 24 June 2016
The Author(s) 2016. This article is published with open access at Springerlink.com Abstract In general, disabilities are considered a conse-
quence of frailty rather than a cause of frailty, whereas in
people with intellectual disabilities (ID), disabilities are
often lifelong, which could have consequences for the
feasibility and validity of frailty instruments. To better
understand frailty in people with ID, we compared two
broadly used concepts: the frailty phenotype (FP) and the
frailty index (FI) taking into account their feasibility (e.g.,
percentage of participants able to complete the frailty
assessments), agreement, validity (based on 5-year mor-
tality risk), influence of motor disability, and the relation
between single frailty variables and mortality. The FI and
an adapted version of the FP were applied to a represen-
tative dataset of 1050 people with ID, aged 50 years and
over. The FI was feasible in a larger part of the dataset
(94 %) than the adapted FP: 29 % for all five items, and
81 % for at least three items. There was a slight agreement
between the approaches (j = 0.3). However defined,
frailty was related with mortality, but the FI showed higher
discriminative ability and a stronger relation with mortal-
ity, especially when adjusted for motor disabilities. Con-
cluding, these results imply that the used FI is a stronger
predictor for mortality and has higher feasibility than our
adaptation of the FP, in older people with ID. Possible
explanations of our findings are that we did not use the exact FP variables or that the FI includes multiple health
domains, and the variables of the FI have lower sensitivity
to lifelong disabilities and are less determined by mobility. Keywords Frailty Frailty index Frailty phenotype
Survival Intellectual disability Keywords Frailty Frailty index Frailty phenotype
Survival Intellectual disability & Josje D. Schoufour
j.schoufour@erasmusmc.nl Responsible editor: D. J. H. Deeg. 2
Department of Epidemiology, Erasmus Medical Center,
PO box 2040, 3000 CA Rotterdam, The Netherlands 1
Intellectual Disability Medicine, Department of General
Practice, Erasmus Medical Center, PO box 2040,
3000 CA Rotterdam, The Netherlands Introduction Frailty is a complex cascade that involves several age-re-
lated physiological alterations, eventually leading to loss of
function and failure to respond to a stressor event (Clegg
et al. 2013). The frailty ‘phenotype’ by Fried et al. (2001),
and the frailty index (FI) developed by Rockwood and
Mitnitski (Mitnitski et al. 2001; Rockwood and Mitnitski
2007) are the most evaluated and most frequently used
measures, representing two different concepts and defini-
tions of frailty (Bouillon et al. 2013). y
The frailty phenotype was operationalized as a biolog-
ical syndrome, based on a cluster of symptoms that are
commonly observed in frail older people including unin-
tended weight loss, low grip strength, exhaustion, slow gait
speed, and low physical activity (Fried et al. 2001). The
underlying concept is the cycle of frailty, based on age-
related
physiological
changes,
including
low
energy
expenditure,
nutritional
deficiencies,
and
sarcopenia. Because the frailty phenotype has a clear underlying eti-
ology, it is, although correlated to, distinct from disabilities
and chronic disease (Fried et al. 2004). The frailty phe-
notype distinguishes between three different frailty states,
based on the number of symptoms present in a person. If
none of the symptoms are present, a person is classified as
non-frail, one or two marks a person as pre-frail, and frailty
is defined as the presence of three or more. The frailty Responsible editor: D. J. H. Deeg. Responsible editor: D. J. H. Deeg. & Josje D. Schoufour
j.schoufour@erasmusmc.nl 1
Intellectual Disability Medicine, Department of General
Practice, Erasmus Medical Center, PO box 2040,
3000 CA Rotterdam, The Netherlands 2
Department of Epidemiology, Erasmus Medical Center,
PO box 2040, 3000 CA Rotterdam, The Netherlands 12 Eur J Ageing (2017) 14:63–79 64 phenotype can relatively easily be used as a clinical
assessment for frailty, using clearly described cut-off
values. to complete the frailty assessments. Second, validity was
assessed. Because there is no gold standard for frailty,
validity is usually based on criterion validity, in this case
the relation with adverse health outcomes. We therefore
calculated the relation between frailty and 5-year survival. Third, in addition to general feasibility and criterion
validity, we were interested in the predictive value of the
single items that are part of the frailty phenotype and the FI
in order to find risk factors that highly contribute to the
mortality risk of people with ID. Study design and participants This study was part of the HA-ID study. This study
addressed the health of 1050 older people with ID in the
Netherlands. Details about the recruitment and selection
process have been described elsewhere (Hilgenkamp et al. 2011). Briefly, the study sample consisted of clients, aged
50 years and over, from three Dutch care provider services
offering a broad spectrum of care and support to people
with ID. All clients aged 50 years and over (N = 2322)
were invited to participate. Eventually 1050 clients, or their
legal representatives, provided informed consent, forming
a nearly representative study sample for the Dutch popu-
lation of older adults (aged 50 and above) with ID who use
formal care, albeit with a slight underrepresentation of
men, people aged 80 and over, and people living inde-
pendently. Ethical clearance was provided by the Medical
Ethics Committee of the Erasmus Medical Center Rotter-
dam (MEC 2008-234) and by the ethics committees of the
participating care organizations. The study followed the
guidelines of the Declaration of Helsinki. The two approaches agree that, as a consequence of
multisystem deterioration, frailty is an age-related state of
vulnerability to adverse health outcomes (Theou and
Rockwood
2015). Nevertheless,
because
of
different
underlying conceptualizations and operationalizations, it
has been suggested not to compare the two instruments but
rather consider them as complementary to one other (Ce-
sari et al. 2014). Even so, to better understand frailty in
populations with different characteristics, it can be helpful
to compare different concepts. Previous comparisons
showed that the FI has a somewhat stronger relation with
negative health outcomes than the phenotype approach
(Theou and Rockwood 2015). In people with intellectual disabilities (ID), insights into
how frailty originates, develops, and affects health out-
comes are currently speculative. Results from the general
population cannot directly be applied to this group, because
of their lifelong disabilities (cognitive, motor, and sensory)
and chronic comorbidity, which may influence both the
development and the consequences of frailty. Moreover,
muscle function and mobility play a central role in the
frailty phenotype, whereas these frailty characteristics
could be lifelong in people with ID and highly determine
the frailty status (Evenhuis et al. 2013). Introduction Last, because lifelong
motor disabilities can highly determine the frailty status,
we evaluated the influence of motor disability on the frailty
status. The FI operationalizes frailty quantitatively as an
aspecific accumulation of health deficits in multiple
domains, and can include health variables such as signs,
diseases, disabilities, laboratory abnormalities, and symp-
toms as long as they are not too common or too rare,
generally increase with age, and together cover several
health domains. In order to find an FI that best captures the
risk for adverse health outcomes, it has been suggested to
also include disabilities and diseases (Theou et al. 2012). The FI-score is a continuous value between 0 and 1. Because of the continuous nature of the FI, it is possible to
study individual changes over time, as frailty is usually an
irregular trajectory influenced by stress and recovery
(Mitnitski et al. 2012). On the other hand, on a population
level, the FI shows very regular characteristics including an
exponential relation with age (Mitnitski et al. 2013). 123 Data collection Baseline data were collected between February 2009 and
July 2010 within three main themes: (1) physical activity
and fitness, (2) nutrition and nutritional state, and (3) mood
and anxiety. Within these themes the participants under-
went an extensive diagnostic assessment including a
physical assessment, a fitness test battery, several ques-
tionnaires (regarding, e.g., nutrition, depression, disabili-
ties), and laboratory tests in addition to the collection of
health record data. Data on age, gender, and residential
status were collected through the care provider services. Level of ID was obtained from the scores determined by
psychologists or test assistants from available IQ tests. The A better understanding of the different concepts of
frailty in people with ID can help improve the under-
standing of frailty in people with ID and better understand
how people with ID age. Furthermore, it provides insight
and direction for a future-screening instrument for frailty in
this lifelong disabled population. The main aim of our study was therefore to compare the
feasibility and validity of the frailty phenotype and the
frailty index in older adults with ID. First, feasibility was
assessed by evaluating the percentage of participants able 123 65 Eur J Ageing (2017) 14:63–79 falling,
listless,
grip strength, HDL
cholesterol, and
knowing which year it is. An overview of all the deficits
included in the FI is provided in Table 4. All items were
recorded between 1 (presence of the deficit) and 0 (absence
of the deficit). The FI-score was calculated as the total
number of deficits present as a proportion of those counted
(e.g., 12 deficits in a 51-item FI results in an FI of
12/51 = 0.24). In the case of missing data, the deficit was
removed from both the numerator and the denominator, but
at least 30 deficits were required per individual. For the
sake of direct comparisons with Fried phenotype, we used
several previously identified cut points. Because using cut
points for the FI is generally not advised and cut-offs are
arbitrary, we applied three different, previously used, cut-
offs for the FI. First of all, an FI of less than 0.2 was
considered as non-frail or ‘robust,’ a score between 0.2 and
0.35 as ‘pre-frail,’ and a score above 0.35 as ‘frail’ (Kul-
minski et al. 2008; Rockwood et al. 2007). Data collection Second, an FI-
score of B0.08 was considered non-frail, a score between
0.08 and 0.25 as pre-frail and a score equal to or higher
than 0.25 as frail, in accord with prior studies (Rockwood
et al. 2007; Rockwood et al. 2004; Song et al. 2010). Third,
we classified participants as non-frail if FI B0.10, frail if FI
C0.21, and pre-frail if the score was between 0.10 and
0.21, identified using stratum specific likelihood ratios
(Hoover et al. 2013). diagnosis of Down syndrome was retrieved from medical
files. Up to March 2015, all-cause mortality data (time of
death) were collected through the care organizations. Frailty phenotype Previously, an adapted version of the frailty phenotype was
applied using the criteria of the Cardiovascular Health
Study (Evenhuis et al. 2012; Fried et al. 2001). According
to the original criteria, an individual should be classified as
frail if at least three of the following five are present:
weight loss, weakness, slowness, low physical activity, and
poor endurance or exhaustion. Briefly, weight loss was
defined as losing more than 3 kg within 3 months. Weak-
ness was assessed using a handgrip dynamometer. Slow-
ness was assessed using comfortable walking speed,
measured as the average of three recordings of the time to
complete a distance of 5 m. Participants in a wheelchair
and participants unable to perform the walking test due to
physical limitations were also classified as having a slow
walking speed. Low physical activity was defined as
walking
fewer
than
5000 steps/day
measured
with
pedometers (NL-1000; New Lifestyles, Lees Summit,
MO). Participants in a wheelchair and participants unable
to perform the test due to physical limitations were also
classified as having low physical activity (less than
5000 steps/day). Exhaustion was defined as answering
‘moderate problem’ or ‘severe problem’ to the ‘lacks
energy’ item from the Anxiety, Depression, and Mood
Scale (Esbensen et al. 2003). Additional information about
the used frailty phenotype variables and the originally
intended frailty phenotype criteria are provided in Table 5. Individuals with one or two criteria present were classified
as pre-frail. Individuals with no criteria present were
classified as non-frail or ‘robust.’ At least three out of five
criteria needed to be known before the frailty phenotype
could be applied. Statistical analysis First, baseline characteristics (gender, age, level of ID,
presence of Down syndrome), the mean FI-score and the
percentage of non-frail, pre-frail, and frail participants
were provided as the percentage for categorical variables
and the mean (with SD) for continuous variables. The
prevalence of each item of the phenotype was provided. Second, the feasibility of the instruments was analyzed by
calculating the percentage of participants able to complete
the frailty assessments. A non-response analysis was per-
formed to compare the participants with and without
completed data for frailty, using a Pearson Chi-square for
categorical data and ANOVA for continuous data. Third,
the Cohen’s Kappa statistic was used to estimate agreement
between the instruments. For this analysis, the categorized
FI was compared with the frailty phenotype (e.g., non-frail,
pre-frail, frail). Agreement was considered as poor for
Kappa values lower than 0.21, slight for 0.21–0.40, mod-
erate for 0.41–0.60, good for 0.61–0.80, and excellent for
values 0.81–1 (Cohen 1960). Fourth, the ability to predict
5-year all-cause mortality was calculated for both instru-
ments and compared to each other. The hazard ratio’s (HR)
for mortality were calculated for the frailty phenotype and
for the categorized FI in separate Cox regression models. Dummy variables were composed for the pre-frail and frail Frailty index Because we used a stepwise entry of the variables, leading
to different predictor sets for the various imputation sets,
pooling of the results was impossible. We therefore provide
the results of the 10th imputation set. Fifth, the influence of
motor disability was assessed by including motor disability
into a Cox regression model. Feasibility Less than a third of the participants (n = 307, 29 %) could
complete the full frailty phenotype assessment as intended. 40 % (n = 419) had four completed assessments, 12 %
(n = 122) had three completed assessments, and 19 %
(n = 202) had less than three completed assessments. By
including all participants with at least three known frailty
phenotype criteria, the frailty phenotype could be applied
to 848 (81 %) participants. Table 1 provides an overview
of the feasibility of the single frailty phenotype variables. The 202 excluded participants were on average more
intellectually disabled (X2 = 32.8, p \ 0.001), and had on
average a higher FI-score (M = 0.31, SD = 0.12) than
those included ([M = 0.27, SD = 0.13], t(982) = 3.28,
p = 0.001). For other baseline characteristics, no signifi-
cant differences between the included and excluded par-
ticipants were found. For 167 participants (17.2 %), all 51
included deficits were known. In 68 (6.4 %) participants,
there was too much missing data to calculate an FI. There
were no significant associations between the number of
missing data and the FI-score or between the participants
with a known FI-score (n = 982, 94 %) and those without,
with respect to gender, age, level of ID, and Down
syndrome. For all survival analyses, the data on participants who
were lost to follow-up were censored and the proportional
Hazards assumption was tested with the scaled Schoenfeld
residuals. Statistical analyses were performed using SPSS
version 20.0 and R version 3.0.0. A two-sided p value of
\0.05 was considered significant. Agreement For 838 participants, the frailty phenotype and the FI were
known. The Cohen’s Kappa agreement between the three
categorized FIs and the frailty phenotype ranged between
0.10 and 0.30, corresponding with poor till fair agreement
(Table 2). From the three applied FI cut-off values, only
the first (non-frail \0.2; frail [0.35) showed a fair agree-
ment with the frailty phenotype (Kappa agreement 0.3). The two other applied FI cut-off points showed poor
agreement with the frailty phenotype (Kappa agreement
0.10 and 0.11). Each frailty phenotype variable was inde-
pendently of age, level of ID, gender, and Down syndrome
significantly associated with the FI (Table 1). Frailty index We therefore provide
the results of the 10th imputation set. Fifth, the influence of
motor disability was assessed by including motor disability
into a Cox regression model. (13 %) as frail. The mean FI-score was 0.27 (SD = 0.13). Using the first defined cut-off (non-frail \ 0.2, frail[0.35),
325 (33.1 %) participants were classified as non-frail, 392
as pre-frail (37.3 %), and 265 as frail (25.2 %) according to
the FI. According to the second used cut-off (non-frail
B0.08, frail C0.25), 33 (3.4 %) were non-frail, 445 (45 %)
pre-frail, and 504 (51 %) frail. The third applied cut-off
(non-frail B0.10, frail C0.21) classified 65 (6.6 %) par-
ticipants as non-frail, 285 (29 %) as pre-frail, and 632
(64 %) as frail. groups to compare their mortality risk with the non-frail
group. Additionally, the p for trend was provided. A
comparative analysis was performed by including the two
frailty instruments in one Cox regression model. This
analysis was repeated with an FI that excluded the criteria
that were also used for the frailty phenotype. In other
words, the deficits’ walking speed, grip strength, fatigue,
and weight loss were excluded from the FI. All models
were adjusted for age (years), level of ID (with dummy
variables for moderate and severe/profound), gender and
the presence of Down syndrome. A receiver operating
characteristics (ROC) curve was constructed and the area
under the ROC curve (AUC) was calculated to measure the
discriminative ability of the instruments in relation to
survival. These calculations were based on the Nearest
Neighbor Estimator, which uses time-dependent ROC and
AUC, to account for censoring (Heagerty et al. 2000). In
order to find the frailty variables that explained most
variance in survival time, we calculated the HR for each FI
item and for each frailty phenotype item. Additionally, we
added all available frailty measures (frailty phenotype and
FI) into a forward Cox Regression model. Full case anal-
ysis resulted in a small and very selective group. Therefore,
for this analysis, we used a multiple imputation procedure
using fully conditional specification (Markov chain Monte
Carlo method) with a maximum of 100 iterations. In total,
we created 10 imputed datasets using all the frailty mea-
sures as predictors in addition to the baseline characteris-
tics—Down syndrome, age, gender, and level of ID. Frailty index An FI was previously created with 51 baseline items from
the HA-ID study (Schoufour et al. 2013). A standardized
procedure was followed to develop the FI (Searle et al. 2008): all items were (1) related to health, (2) positively
associated with age, (3) frequently but not too often present
in the population ([5 %, \80 %), and (4) measured in at
least 70 % of the participants. Furthermore, the items did
not correlate too strongly with each other (r \ 0.7), and
together the items covered a range of health problems
(physical, psychological, and social). Deficits included are,
for
example,
mobility,
calf
circumferences,
bathing, 12 3 Eur J Ageing (2017) 14:63–79 66 groups to compare their mortality risk with the non-frail
group. Additionally, the p for trend was provided. A
comparative analysis was performed by including the two
frailty instruments in one Cox regression model. This
analysis was repeated with an FI that excluded the criteria
that were also used for the frailty phenotype. In other
words, the deficits’ walking speed, grip strength, fatigue,
and weight loss were excluded from the FI. All models
were adjusted for age (years), level of ID (with dummy
variables for moderate and severe/profound), gender and
the presence of Down syndrome. A receiver operating
characteristics (ROC) curve was constructed and the area
under the ROC curve (AUC) was calculated to measure the
discriminative ability of the instruments in relation to
survival. These calculations were based on the Nearest
Neighbor Estimator, which uses time-dependent ROC and
AUC, to account for censoring (Heagerty et al. 2000). In
order to find the frailty variables that explained most
variance in survival time, we calculated the HR for each FI
item and for each frailty phenotype item. Additionally, we
added all available frailty measures (frailty phenotype and
FI) into a forward Cox Regression model. Full case anal-
ysis resulted in a small and very selective group. Therefore,
for this analysis, we used a multiple imputation procedure
using fully conditional specification (Markov chain Monte
Carlo method) with a maximum of 100 iterations. In total,
we created 10 imputed datasets using all the frailty mea-
sures as predictors in addition to the baseline characteris-
tics—Down syndrome, age, gender, and level of ID. Because we used a stepwise entry of the variables, leading
to different predictor sets for the various imputation sets,
pooling of the results was impossible. Sample characteristics The mean age of the study sample (n = 1050) was 61.6
(SD = 8.0). Nearly half were female (n = 511, 49 %),
nearly half had a moderate level of ID (n = 506, 48 %),
and 14 % (n = 149) was diagnosed with Down syndrome. According to the frailty phenotype, 230 (27 %) were
classified as non-frail, 508 (60 %) as pre-frail, and 110 123 Eur J Ageing (2017) 14:63–79 67 Table 1 The variables of the frailty phenotype, feasibility, and association with survival and the frailty index
Association with
Feasible (%)
Classified as frail for this item n (%)
Mortality
HR (95 % CI)a
Frailty index
B (SE)a
Grip strength
977 (93)
46 (4.4)
2.06 (1.13–3.74)
0.07 (0.06–0.09)
Weight loss
725 (69)
384 (53)
1.93 (1.13–3.31)
0.08 (0.05–0.11)
Exhaustion
975 (92)
171 (18)
1.95 (1.36–2.81)
0.11 (0.09–0.13)
Slow walking speed
818 (78)
271 (33)
3.64 (2.31–5.75)
0.15 (0.14–0.17)
Physical inactivity
422 (10)
255 (60)
5.43 (2.07–14.3)
0.14 (0.11–0.16)
a HR and B are adjusted for age, gender, level of ID, and the presence of Down syndrome. The regression coefficient B represents differences in
absolute frailty index score (and corresponding 95 % confidence interval) e, gender, level of ID, and the presence of Down syndrome. The regression coefficient B represents differences in
d corresponding 95 % confidence interval) Table 2 Agreement among the
frailty index (using different
cut-off values) and the frailty
phenotype based on three frailty
categories
n = 838a
Frailty phenotype
Non-frail
Pre-frail
Frail
Total
Agreement
Frailty index
Non-frail \0.2
151
146
2
299
0.30
Pre-frail 0.2–0.35
68
232
27
327
Frail [0.35
5
126
81
212
Total
224
504
110
838
Frailty index
Non-frail B0.08
23
5
0
28
0.10
Pre-frail 0.08–0.25
162
235
8
405
Frail C0.25
39
264
102
405
Total
224
504
110
838
Frailty index
Non-frail B0.10
45
12
0
57
0.11
Pre-frail 0.10–0.21
110
151
2
263
Frail C0.21
69
341
108
518
Total
224
504
110
838
a From the total HA-ID population (n = 1050), 838 had a known frailty phenotype and a frailty index
score a From the total HA-ID population (n = 1050), 838 had a known frailty phenotype and a frailty index
score was no association with mortality in the pre-frail and frail
participants compared to the reference group. The p for
trend was highly significant. Sample characteristics Repeating the analysis with all
participants with a known FI (n = 982) revealed somewhat
stronger
associations
between
the
FI
and
mortality
(Table 6). The ROC curve showed that the first categorized
FI (robust \0.25, frail [0.35) had a higher discriminative
ability in relation to all-cause mortality (AUC = 0.78) than
the frailty phenotype (AUC = 0.64). The second (robust
B0.08, frail C0.25) and third cut values (robust B0.10, frail
C0.21) had an AUC of 0.69 and 0.66, respectively. Survival Of the total HA-ID cohort (n = 1050), 207 participants
died during the follow-up. Table 3 shows the HR’s for pre-
frail and frail individuals, using the non-frail state as a
reference group, and the p for trend across all categories. However defined, frailty was significantly related to mor-
tality. Those classified as pre-frail or frail using the frailty
phenotype were, respectively, 2.04 and 4.20 times more
likely to die during the follow-up period than those clas-
sified as non-frail. Those classified as pre-frail or frail with
the FI (using the\0.2 to define robust, and[0.35 to define
frail participants) were, respectively, 2.27 and 10.3 times
more likely to die than the non-frail group. If both instru-
ments were included in one Cox regression model, the
frailty phenotype no longer predicted mortality, whereas
the FI did. If all frailty phenotype items were excluded
from the FI, virtually the same results were obtained. Although the HR for the frailty phenotype groups slightly
increased, they remained not significant (data not shown). For the two FI scores that used the lowest cut-off of 0.08 or
0.10, two participants died in the reference group. There Almost all single frailty items were associated with
survival (Tables 1, 4). Mobility-related items of the
frailty
phenotype
(e.g.,
walking
speed
and
physical
activity) were more strongly associated with both mor-
tality and the FI than the other items (e.g., grip strength,
weight loss, and exhaustion). The forward regression
analysis showed that a broad range of variables, includ-
ing walking stairs, present at the day care center, panic
attacks, asthma/COPD and hemoglobin, and fast fatigue,
were selected as independent predictors for survival
(Table 7). Survival 12 3 Eur J Ageing (2017) 14:63–79 68 Table 3 Hazard ratio’s for 5-year all-cause mortality according to the three level frailty index, using three sets of cut-off values, and the frailty
phenotype Table 3 Hazard ratio’s for 5-year all-cause mortality according to the three level frailty index, using three sets of cut-off values, and the frailty
phenotype
Frailty
measure
Status
N = 818
= 164
Single frailty instrument
Both frailty instruments
Motor disability
n
cat
cat
HR (95 %
CI)
Wald
p
HR (95 %
CI)
Wald
p
HR (95 %
CI)
Wald
p
Frailty
phenotype
Non-frail
221
19
Reference
Trend:
\0.001
Reference
Trend:
0.90
Reference
Trend:
0.03
Pre-frail
488
100
2.04
(1.23–3.37)
7.74
0.005
1.12
(0.65–1.92)
0.17
0.68
1.70
(1.01–2.84)
4.05
0.04
Frail
109
45
4.20
(2.39–7.39)
24.9
\0.001
1.16
(0.62–2.19)
0.22
0.64
2.31
(1.24–4.32)
6.96
0.008
Frailty
index
\0.2
295
19
Reference
Trend:
\0.001
Reference
\0.001
Reference
\0.001
0.2–0.35
317
44
2.27
(1.31–3.93)
8.52
0.005
2.19
(1.24–3.87)
7.20
0.007
2.22
(1.28–3.85)
7.96
0.005
[0.35
206
101
10.3
(5.97–17.9)
69.6
\0.001
9.66
(5.23–17.8)
52.5
\0.001
8.53
(4.69–15.5)
49.4
\0.001
Frailty
phenotype
Non-frail
221
19
Reference
Trend:
\0.001
Reference
Trend:
0.019
Reference
Trend:
0.03
Pre-frail
488
100
2.04
(1.23–3.37)
7.74
0.005
1.42
(0.84–2.38)
1.71
0.008
1.70
(1.01–2.84)
4.05
0.04
Frail
109
45
4.20
(2.39–7.39)
24.9
\0.001
2.21
(1.23–4.00)
6.93
0.02
2.31
(1.24–4.32)
6.96
0.008
Frailty
index
B0.08
28
2
Reference
Trend:
\0.001
Reference
Trend:
\0.001
Reference
Trend:
\0.001
0.08–0.25
398
32
0.94
(0.22–3.99)
0.01
0.94
0.84
(0.20–3.58)
0.06
0.81
0.96
(0.23–4.08)
0.00
0.96
C0.25
392
130
3.98
(0.95–16.7)
3.55
0.06
2.93
(0.67–12.7)
2.06
0.15
3.15
(0.74–13.4)
2.42
0.12
Frailty
phenotype
Non-frail
221
19
Reference
Trend:
\0.001
Reference
Trend:
0.001
Reference
Trend:
0.03
Pre-frail
488
100
2.04
(1.23–3.37)
7.74
0.005
1.46
(0.87–2.43)
2.05
0.54
1.70
(1.01–2.84)
4.05
0.04
Frail
109
45
4.20
(2.39–7.39)
24.9
\0.001
2.56
(1.44–4.56)
10.2
0.03
2.31
(1.24–4.32)
6.96
0.008
Frailty
index
B0.10
56
2
Reference
Trend:
\0.001
Reference
Trend:
\0.001
Reference
Trend:
\0.001
0.10–0.21
260
19
1.79
(0.41–7.75)
0.61
0.44
1.59
(0.36–6.96)
0.39
0.15
1.86
(0.43–8.05)
0.69
0.41
C0.21
502
143
6.55
(1.58–27.2)
6.72
0.01
4.79
(1.12–20.4)
4.48
0.001
5.31
(1.27–22.2)
5.25
0.02
Note HR hazard ratio, CI confidence interval, the total number of deceased participants, the non-frail state was used a reference category for
each frailty instrument. All models were adjusted for age, gender, level of ID, and Down syndrome. Survival Participants were excluded if they had
missing data on one of the frailty instruments, motor disabilities, or other covariates (n = 232). The model motor disability was adjusted for the
level of motor impairment, ‘no walking impairment’ was used as a reference category; the model for motor disability included only the frailty
phenotype or the frailty index Note HR hazard ratio, CI confidence interval, the total number of deceased participants, the non-frail state was used a reference category for
each frailty instrument. All models were adjusted for age, gender, level of ID, and Down syndrome. Participants were excluded if they had
missing data on one of the frailty instruments, motor disabilities, or other covariates (n = 232). The model motor disability was adjusted for the
level of motor impairment, ‘no walking impairment’ was used as a reference category; the model for motor disability included only the frailty
phenotype or the frailty index Discussion The FI could be calculated for 94 % of the participants,
whereas the frailty phenotype was feasible in 81 %. For less
than a third of the participants (29 %), all frailty phenotype
criteria could be measured. This is in agreement with results
from studies among assisted-living participants, where
nearly 40 % could not complete the assessment (de la Rica-
Escuin et al. 2014; Hogan et al. 2012). This dropout was
mainly caused by more severe cognitive impairment and
chronic comorbidity. This result is in line with results
observed in the general population: persons in whom the
phenotype cannot be measured completely are significantly
more disabled, have more chronic diseases, are more likely
to die, and have a higher FI-score (Collerton et al. 2012;
Ravindrarajah et al. 2013). On the other hand, dropout for the
FI appeared to be random. The agreement between the two
instruments was lower compared to other studies (Theou and
Rockwood 2015) and the associations between each single
frailty phenotype measure and the FI were rather weak, in
contrast to others (Hoogendijk et al. 2015). Fourth, we were unable to apply the exact parameters as
those proposed in the Cardiovascular Health Study to
measure the frailty phenotype. This could have led to an
unknown shift in its predictive validity (Theou et al. 2015). In addition, the analyses were applied to participants with
at least three elements of the frailty phenotype measured. It
is likely that this caused an underestimation of the true
frailty prevalence. Measurements that are more feasible for
the ID population might have increased the predictive
validity of the frailty phenotype. For example, it is known
that physical activity is hard to measure with pedometers in
people with ID (Hilgenkamp et al. 2012). Using an
instrument such as the StepWatch or GPS could have led to
more valid results for the element ‘physical activity’ (van
Schijndel-Speet et al. submitted). In accordance with findings in the general population, we
found that the predictive value and thereby the criterion
validity for the FI is stronger than that of the frailty phenotype
(Blodgettetal.2015;Hoganetal.2012;Kulminskietal.2008;
Rockwood etal. 2007; Theou and Rockwood2015; Woo et al. 2012). There are several explanations for our results. Nevertheless, overall the frailty phenotype showed a
strong relation with mortality, indicating that physical fit-
ness and mobility are important to lengthen the lifespan. Discussion explain part of the variance. Indeed, our forward regression
analysis implies that, although physical variables are
extremely important, disabilities, diseases, and cognition
independently add to the explained variance of the model. In this prospective population-based study, we compared
two concepts of frailty in older people with ID: the frailty
phenotype and the FI. The FI was more often feasible in the
ID population than the frailty phenotype. Both instruments
were valid in terms of predicted value for survival; partici-
pants classified as frail by either instrument had increased
5-year mortality risks. Even so, people designated as frail by
the FI were more likely to decease than those designated as
frail by the frailty phenotype. However, the CIs for the FI
were wider than the CIs observed for the frailty phenotype,
indicating a larger uncertainty in the estimation. Motor dis-
abilities are an important risk factor for mortality. After
adjusting the survival models for motor disability, both, but
mainly the frailty phenotype, lost predictive value. Previ-
ously, we suggested that the FI might be a more suit-
able concept for this population because of lifelong
disabilities (Evenhuis et al. 2013). The current results con-
firm this suggestion. Second, and in line with the first suggestion, the frailty
phenotype seems to be too determined by mobility limi-
tations. Indeed, in our study the frailty phenotype had only
limited additional predictive value to motor disabilities
alone. This limits the predictive value of the frailty phe-
notype, because motor disabilities appear to be less strong
predictors for mortality in our ID sample than observed in
the general population (Feeny et al. 2012; Majer et al. 2011). Lifelong or early motor impairment, which is
common in this population, is likely to be less predictive
than motor impairment acquired in later life. Third, the phenotype approach has the advantage that it
focuses on five core clinical features, that are, in theory,
easy to measure. Nevertheless, these pre-defined elements
are not measurable in all individuals with an ID. This
appears less of a problem with the FI approach, which does
not require the use of a pre-defined set of variables or even
the same number of variables (Rockwood et al. 2006). We
were therefore able to design an FI for the ID population,
whereas the elements of the frailty phenotype are designed
for the general population. Motor disability and frailty dependent were 4.10 (95 % CI = 2.83–5.96) times, more
likely to have deceased during the follow-up compared to
those who walked independently. The last column in Table 3
shows the relation of the two frailty approaches with survival,
independent of motor disability at baseline. Although both
approaches remain significantly related with mortality, the
frailty phenotype loses much of its predictive value. Information on mobility was known for 989 participants. At
baseline, 731 (74 %) participants walked independently, 151
(15 %)walkedwithsupport,and107(11 %)werewheelchair
dependent. Those who walked with support were 2.03 (95 %
CI = 1.40–2.97) times, and those who were wheelchair 123 Eur J Ageing (2017) 14:63–79 69 Discussion Specifically, the mobility-related frailty phenotype items
(e.g., walking speed and physical inactivity) were most
strongly associated with both mortality and the FI. The
group with low physical activity and low walking speed
also includes those bound to a wheelchair. These results
indicate that even though mobility impairment is less
predictive for mortality than observed in the general pop-
ulation, it is a very important risk factor for mortality and
overall health (e.g., the FI). It has been shown in the HA-ID First, the FI has a much broader approach than the frailty
phenotype. It includes all factors that are considered
important for frailty (e.g., nutritional status, physical
activity, energy, cognition) (de Vries et al. 2011; Gobbens
et al. 2010). In contrast, the frailty phenotype focuses on
physical frailty only. It appears that, among the highly
heterogeneous ID population, physical parameters do only 12 3 Eur J Ageing (2017) 14:63–79 70 study that elements from the frailty phenotype (e.g., grip
strength, walking speed) predict disability in mobility and
activities of daily living (Oppewal et al. 2014). In the
general population, physical activity and fitness can reduce
or prevent frailty (Liu and Fielding 2011; Theou et al. 2011). Whether increased physical fitness and activity will
also reduce or delay frailty in people with ID needs to be
investigated. observed. Using the robust group as a reference group was
therefore complicated and resulted in underpowered HRs. We therefore placed most emphasis on the first applied cut
value (robust if FI was below 0.20). In order to better
understand the agreement and validation of different cut
points, a longer follow-up and/or more participants are
required. The two frailty concepts used in our study have a dif-
ferent purpose and different underlying justification. Nev-
ertheless, by comparing the two different concepts, we
tried to improve the understanding of frailty in people with
ID. The cycle of frailty, which serves as the biological
basis of the frailty phenotype, might not be the only rele-
vant aspect in the ID population. Mainly because in this
cycle of age-related decline, it is supposed that its indi-
vidual components are associated with each other and with
further physiological losses, disability, dependency, and
eventually death. In contrast, in our population motor dis-
abilities can be lifelong and congenital and childhood
disabilities are more likely to contribute to frailty than the
other way around. Discussion For example, it was observed that,
according to the frailty phenotype, people with motor
disabilities were very likely to also be frail or pre-frail;
only 8 % of the participants using a walking aid or
wheelchair were classified as robust (Evenhuis et al.,
2012). The FI, within clearly defined borders, simply
counts how many things are wrong with an individual. Even though the FI also includes lifelong disabilities, it
seems that these lifelong problems less influence its
validity. Nevertheless, also in people with ID, disabilities
increase as a consequence of aging and frailty (Schoufour
et al. 2014, 2015). Therefore, identifying frail individuals
can assist clinicians in identifying people at risk for adverse
health
outcomes,
who
may
thereafter
benefit
from
interventions. The main strength of our study is its large-scale and
prospective population-based design, in which we used
standardized and internationally accepted methods to
measure frailty. Nevertheless, several limitations need to
be taken into account. First, although the population was
near-representative, older people with ID using specialized
support, living independently or with relatives were
slightly underrepresented in the HA-ID study. Because of
the high correlation between frailty and more severe ID,
this underrepresentation might have caused slightly higher
prevalence of frailty (Hilgenkamp et al. 2011). Second, we
did not take into account time and costs as feasibility
aspects. It is very likely that regarding costs, the frailty
phenotype is more feasible for clinical practice. Never-
theless, with this study we mainly wanted to better
understand frailty and its consequences in this population. For the clinical implementation of any frailty instrument,
time and cost should be taken into account. Third, we
studied the relation between frailty and survival because
mortality is an easily verifiable, dichotomous, and non-
arbitrary outcome. Nevertheless, other health outcomes
including care need, hospitalization, and disabilities are
needed to obtain full insight into the negative consequences
of frailty in people with ID. Fourth, the frailty phenotype
and the FI are the two most commonly applied concepts. Nevertheless, there are other concepts and frailty instru-
ments that were not included in this study. These measures
were chosen because they allow objective measurements,
which are needed in a population where only about 25 % is
capable of reliable, self-report. In addition, the baseline
data of the HA-ID study were already collected before
frailty became of interest. Therefore, we were limited to
frailty instruments that could be constructed using the
available data. Discussion 57000003, 314030302). Further support was provided by the three
participating care organizations (Abrona, Ipse de Bruggen, and
Amarant). With this study, we aimed to better understand frailty in
people with ID by applying two different frailty instru-
ments. Our results imply that the used FI is a stronger pre-
dictor for mortality than our adaptation of the phenotype in
the population of older people with ID. Possible explana-
tions of our findings are that we did not use the exact frailty
phenotype variables or that the FI includes multiple health
domains. The differences between the two frailty approa-
ches may also be caused by the FI being less determined by
lifelong disability and mobility, compared to the frailty
phenotype. We suggest that future studies on frailty in
people with ID take into account that the feasibility of frailty
instruments can be hampered, and adapted instruments are
required. Furthermore, lifelong disabilities, such as mobility
impairment, could influence the prevalence of frailty and
the validity of frailty instruments. Although we acknowl-
edge mobility impairment as a very important aspect of
frailty, we suggest using multiple frailty domains, in order
to capture the risk for mortality the best. Future research
needs to focus on the clinical feasibility of the FI. Particu-
larly, it should be studied whether routinely collected data
can be used to construct an FI for people with ID. Compliance with ethical standards Conflict of interests The authors declare that there is no conflict of
interest. Ethics approval This study was approved by the Ethics Committee
of the Erasmus Medical Center Rotterdam (MEC-2008-234) and the
ethics committees of the participating care organizations (Abrona,
Ipse de Bruggen, and Amarant). Open Access This article is distributed under the terms of the
Creative Commons Attribution 4.0 International License (http://crea
tivecommons.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. Discussion In addition, there is value using the two
most commonly used measurements in connecting to a
large body of published work in order to compare popu-
lation characteristics. Last, it has been advised to use the FI
as a continuous scale, and not apply cut points. Even so, for
the sake of comparing the FI with the three frailty strata,
proposed by Fried et al., we created three frailty groups
applying three different cut points. Nevertheless, the cut
points that classified individuals as robust if the FI was
below 0.10 or 0.08 resulted in small groups of robust
participants and, in line with expectations regarding these
robust
individuals,
limited
number
of
deaths
were Although efforts have been made, there is not yet a
validated frailty screening instrument for the ID population
(Brehmer-Rinderer et al. 2013). Screening and monitoring
the health status of people with ID can potentially have
great beneficial effects because recovering from a frail state
is complicated, putting more emphasis on early detection
and prevention (Rockwood et al. 2011). As the FI provides
the highest feasibility and the highest predictive validity,
we advise to screen for frailty using an FI like approach. Nevertheless, several steps need to be taken into account
before the FI can be applicable to clinical practice. The
original FI is composed of 51 items, of which some are not
applicable to clinical practice (for example, the block test
to measure manual dexterity and the DDS questionnaire to
diagnose dysphagia). It should be studied whether the FI
remains valid after the removal of less clinically applicable
measures. Also, the stability of the FI should be tested by
determining the test–retest reliability. Additionally, it is yet 123 123 Eur J Ageing (2017) 14:63–79 71 unclear if the FI is sensitive to changes over time. In the
long run, routinely collected data might be used to calcu-
late an FI and monitor frailty status over time. Funding This study was supported by a grant from the National Care
for the Elderly Programme (NPO) which is part of the Netherlands
Organisation for Health Research and Development (ZonMW; Nos. 57000003, 314030302). Further support was provided by the three
participating care organizations (Abrona, Ipse de Bruggen, and
Amarant). Funding This study was supported by a grant from the National Care
for the Elderly Programme (NPO) which is part of the Netherlands
Organisation for Health Research and Development (ZonMW; Nos. Appendix See Tables 4, 5, 6, and 7. Table 4 Overview of deficits included in the frailty index (n = 982) Table 4 Overview of deficits included in the frailty index (n = 982)
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for trend)
1
Bladder control
ADL, Completed by
professional caregivers
of the participants
Incontinent = 1
23.1
3.86 (2.70–5.52)
\0.001
Sometimes continent = 0.5
24.1
1.39 (0.92–2.08)
Continent = 0
52.7
–
2
Dressing
ADL, Completed by
professional caregivers
of the participants
Needs help = 1
19.0
5.48 (3.70-8.13)
\0.001
Partly with help = 0.5
25.8
2.04 (1.38–3.02)
No help = 0
55.2
–
3
Walking stairs
ADL, Completed by
professional caregivers
of the participants
Needs help = 1
27.6
4.53 (3.12–6.58)
\0.001
Partly with help = 0.5
20.7
1.75 (1.12–2.73)
No help = 0
51.7
–
4
Bathing
ADL, Completed by
professional caregivers
of the participants
With help = 1
64.3
2.50 (1.65–3.80)
\0.001
No help = 0
35.7
–
5
Transfer bed to chair
ADL, Completed by
professional caregivers
of the participants
Unable, no sitting balance = 1
9.4
4.79 (3.22–7.12)
\0.001
Major help = 0.66
3.0
5.17 (3.00–8.90)
Minor help = 0.33
13.2
2.71 (1.82–4.01)
No help = 0
74.4
–
6
Groceries
IADL, completed by
professional caregivers
of the participants
Not independently = 1
51.2
3.08 (1.93–4.93)
\0.001
With help = 0.5
20.9
1.12 (0.63–1.98)
Can do groceries = 0
27.9
–
7
Housekeeping
IADL, completed by
professional caregivers
of the participants
Not independently = 1
74.6
3.75 (1.51–9.29)
0.001
With help = 0.5
15.2
1.58 (0.56–4.51)
Can do housekeeping = 0
10.2
– 12 123 Eur J Ageing (2017) 14:63–79 72 Table 4 continued
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for trend)
8
Falling
Number of falls in the last
three months. Appendix Information gathered
via the professional care
giver
[11 falls = 1
1.3
2.61 (1.07–6.41)
0.016
6–10 falls = 0.75
1.0
1.60 (0.39–6.56)
3–5 falls = 0.5
3.8
2.27 (1.27–4.06)
1–2 falls = 0.25
17.4
1.31 (0.91–1.87)
0 falls = 0
76.4
–
9
Present at the care
center (max 10
shifts per week)
Information gathered via
the professional care
giver
\3 visits a week = 1
15.7
1.82 (1.27–2.59)
0.001
C3 visits a week = 0
84.3
–
10
Fatigued
ADESS (Dutch
translation of the
Anxiety, Depression
And Mood Scale) over
the past six months. Completed by
professional caregivers
Very often = 1
6.0
3.36 (3.36–2.06)
\0.001
Often = 0.66
17.3
1.85 (1.85–1.24)
Sometimes = 0.33
30.9
1.67 (1.67–1.17)
Never = 0
45.8
–
11
Listless
ADESS (Dutch
translation of the
Anxiety, Depression
And Mood Scale) over
the past six months. Completed by
professional caregivers
Very often = 1
3.2
3.54 (2.05–6.13)
\0.001
Often = 0.66
8.6
1.87 (1.19–2.95)
Sometimes = 0.33
23.7
1.46 (1.04–2.04)
Never = 0
64.5
–
12
Panic attacks
ADESS (Dutch
translation of the
Anxiety, Depression
And Mood Scale) over
the past six months. Completed by
professional caregivers
Very often = 1
3.4
3.47 (2.00–6.06)
\0.001
Often = 0.66
6.8
1.44 (0.85–2.43)
Sometimes = 0.33
13.7
1.71 (1.17–2.50)
Never = 0
76.1
–
13
Decreased food
intake, due to loss of
appetite, digestive
problems, chewing
of swallowing
difficulties
Mini Nutritional
Assessment (MNA)
over the past three
months. Completed by
professional caregivers
Severe decrease in food
intake = 1
4.3
2.61 (1.61–4.22)
\0.001
Moderate decrease in food
intake = 0.5
9.5
1.94 (1.31–2.87)
No decrease in food intake = 0
86.2
–
14
Weight loss
Mini Nutritional
Assessment (MNA)
over the past three
months. Completed by
professional caregivers
Weight loss greater than
3 kg = 1
Does not know = 0.5
4.7
–
0.023
Weight loss 1–3 kg = 0.5
24.2
2.05 (1.20–3.52)
No weight loss = 0
71.0
1.24 (0.90–1.73)
15
Fluid intake per day
(water, juice, coffee,
tea, milk)
Mini Nutritional
Assessment (MNA)
over the past three
months. Appendix Completed by
professional caregivers
Less than 3 cups = 1
0.5
10.9 (3.94–30.0)
\0.001
1 to 5 cups = 0.5
14.8
1.13 (0.77–1.65)
[5 cups = 0
84.6
–
16
Calf circumference
(CC) in cm
Mini Nutritional
Assessment (MNA)
Completed by
professional caregivers
CC \ 31 = 1
21.3
1.92 (1.39–2.67)
\0.001
CC C 31 = 0
78.7
–
17
Only eats selected
types of food (e.g.,
pudding, rice)
Screening Tool of Eating
Problems (STEP) over
the last month. Completed by
professional caregivers
[ 10 times = 1
4.5
1.73 (1.04–2.90)
\0.001
Between 1–10 times = 0.5
3.9
2.84 (1.68–4.79)
Not at all/not a problem = 0
91.6
–
18
Only eats small
amounts of the
presented food
Screening Tool of Eating
Problems (STEP) over
the last month. Completed by
professional caregivers
[ 10 times = 1
4.2
1.95 (1.12–3.41)
0.025
Between 1–10 times = 0.5
12.2
1.39 (0.95–2.04)
Not at all/not a problem = 0
83.6
– 12 3 Eur J Ageing (2017) 14:63–79 73 Table 4 continued
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for trend
19
Only eats foods of
certain textures
Screening Tool of Eating
Problems (STEP) over
the last month. Appendix Completed by
professional caregivers
[ 10 times = 1
5.4
2.61 (1.65–4.14)
\0.001
Between 1–10 times = 0.5
2.5
2.36 (1.26–4.39)
Not at all/not a problem = 0
92.1
–
20
Mobility
Provided by professional
caregivers
Wheelchair = 1
10.9
4.10 (2.83–5.96)
\0.001
Walks with support = 0.5
15.3
2.04 (1.40–2.97)
Walks independently = 0
73.8
–
21
CVA
Medical file, last
24 months
Yes = 1
94.0
1.57 (0.95–2.59)
0.080
No = 0
6.0
–
22
Coronary heart
diseases/heart
failure/cardiac
dysrhythmia/
pacemaker
Medical file, last
24 months
Yes = 1
9.2
2.26 (1.51–3.38)
\0.001
No = 0
90.8
–
23
Cancer
Medical file, entire life
Yes = 1
4.9
1.27 (0.70–2.31)
0.43
No = 0
95.1
–
24
Asthma/COPD
Medical file, last
24 months, mediation
Yes = 1
13.2
2.27 (1.60–3.24)
\0.001
No = 0
86.8
–
25
GERD
Medical file, last
24 months
Yes = 1
20.0
1.52 (1.07–2.15)
0.02
No = 0
80.0
–
26
Obstipation
Medical file, last
24 months, medication
Yes = 1
39.7
2.02 (1.48–2.76)
\0.001
No = 0
60.3
–
27
Risk for Diabetes
Mellitus (DM) or
known DM
Medical file, blood
glucose levels,
medication
DM according to medical file or
taking drugs for DM and/or
serum glucose C 7 mmol/
l = 1
12.4
1.17 (0.76–1.80)
0.75
No DM according to medial file,
no DM drugs and blood
glucose 6.1–6.9 = 0.5
2.7
0.90 (0.33–2.43)
No DM according to medial file,
no DM drugs and blood
glucose \ 6.1 = 0
84.8
–
28
Scoliosis
Medical file
Yes = 1
10.6
1.27 (0.81–1.99)
0.30
No = 0
89.4
–
29
Visual/Hearing
impairments
(V/H impairment)
Medical file
At least one severe V/H
impairment = 1
24.6
1.76 (1.16–2.67)
0.023
Two moderate V/H
impairment = 1
One moderate V/H
impairment = 0.5
29.9
1.56 (1.04–2.33)
No V/H impairment = 0
45.5
–
30
Medication use
(polypharmacy)
Medical file
C 7 drugs = 1
19.8
3.12 (2.13–4.67)
\0.001
4–6 drugs = 0.5
31.2
1.75 (1.21–2.52)
0–3 drugs = 0
48.9
–
31
Over or under weight
Medical examination
BMI \ 18.5 OR [ 30 = 1
27.7
1.44 (0.93–2.23)
0.15
BMI 18.5–20 OR 25–30 = 0.5
41.0
1.01 (0.68–1.51)
BMI 20–25 = 0
31.3
–
32
High blood pressure
Medical file
Yes = 1
21.5
0.94 (0.64–1.39)
0.76
No = 0
78.5
–
33
Peripheral
atherosclerosis
Medical examination
Ankle Arm index
0.005
[0.9 = 1
9.9
1.90 (1.15–3.15)
0.8–0.9 = 0.5
12.2
1.86 (1.17–2.97)
\0.8 = 0
78.0
– 12 23 Eur J Ageing (2017) 14:63–79 74 Table 4 continued
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for tren
34
Osteoporosis (t-score)
Medical examination
\2.5 = 1
32.7
1.14 (0.72–1.81)
0.109
-1 till -2.5 = 0.5
38.8
0.72 (0.45–1.14)
[-1 = 0
28.6
–
35
Manual Dexterity
(BBT)
Fitness assessment
The participants were
asked to move as many
colored blocks as
possible in one minute. Hypercholesterolemia
Medical registry Appendix The blocks were
2.5 cm3 and needed to
be moved from one side
of a wooden box to the
other side
Lowest quartile = 1
26.8
2.75 (1.51–5.00)
\0.001
Second quartile = 0.66
21.6
1.04 (0.55–1.97)
Third quartile = 0.33
26.1
0.83 (0.45–1.53)
Highest quartile = 0
25.7
–
36
Walking speed
Fitness assessment
Comfortable walking
speed was measured by
the average of three
records of the time
needed to complete 5
meters after 3 meters
for acceleration
Slow walking speed was
Stratified for height and gender
64.7
3.27 (2.27–4.71)
\0.001
Male
height B 173 cm C 7 s = 1
Male
height [ 173 cm C 6 s = 1
Females
height B 159 cm C 7 s = 1
Females [ 159 cm C 6 s = 1
Faster = 0
35.3
–
Participant who were not able to
succeed the walking speed
assessment due to physical
limitations were scored positive
(score 1) as well
Slow walking speed was
Stratified for height and gender
37
Grip strength
Fitness assessment
Measured with a Jamar
Hand Dynamometer
(#5030J1, Sammons
Preston Rolyan, USA)
Grip strength was stratified for
gender and BMI
52.9
47.1
1.32 (0.86–2.03)
0.21
Below cut-off values = 1
Male
BMI B24: C29 kg = 0
BMI 24.1–26: C30 kg = 0
BMI 26.1–28: C30 kg = 0
BMI [28: C32 kg = 0
Female
BMI B23: C17 kg = 0
BMI 23.1–26: C17.3 kg = 0
BMI 26.1–29: C18 kg = 0
BMI [29: C21 kg = 0
Participant who were not able to
succeed the grip strength
assessment due to physical
limitations were scored positive
(score 1) as well
38
Hypercholesterolemia
Medical registry
Yes = 1
10.0
0.58 (0.30–1.11)
0.58
No = 0
90.0
– BMI B24: C29 kg = 0
BMI 24.1–26: C30 kg = 0
BMI 26.1–28: C30 kg = 0
BMI [28: C32 kg = 0 38 123 123 75 Eur J Ageing (2017) 14:63–79 Eur J Ageing (2017) 14:63–79 Table 4 continued
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for trend)
39
HDL
Blood examination
HDL was stratified for gender
24.6
1.17 (0.69–1.98)
0.49
Male
59.0
0.92 (0.56–1.50)
0–0.9 mmol/l = 1
16.4
–
0.9–1.55 mmol/L = 0.5
[1.55 mmol/L = 0
Female
0–1.1 mmol/l = 1
1.1–1.55 mmol/L = 0.5
[1.55 mmol/L = 0
40
Hemoglobin
Blood examination
Stratified for gender
23.8
2.67 (1.87–3.08)
\0.001
Male
76.2
–
8.6–10.5 mmol/L = 0
\8.6 OR [ 10.5 mmol/L = 1
Female
7.5–9.5 mmol/L = 0
\7.5 OR [ 9.5 mmol/L = 1
41
Dysphagia
Diagnosis via DDS
questionnaire
Severe dysphagia = 1
52.0
2.10 (1.29–3.42)
0.006
Moderate dysphagia = 0.5
26.1
1.52 (0.88–2.63)
No Dysphagia = 0
21.8
–
42
Hospitalization
Asked in informed
consent form. Appendix Hospitalization is the
past 12 months
[2 = 1
0.6
8.57 (2.59–28.3)
\0.001
1–2 = 0.5
11.0
1.74 (1.16–2.62)
No = 0
88.4
–
43
Makes a sad/
depressing
impression
SDZ, completed by
professional caregivers
Last three months
Often = 1
4.6
4.54 (2.48–7.94)
\0.001
Several times = 0.66
12.9
1.97 (1.23–3.15)
Sometimes = 0.33
36.9
1.87 (1.31–2.68)
Never/very rare = 0
45.6
–
44
Has fun and interest in
daily activities
SDZ, completed by
professional caregivers
Last three months
Never/very rare = 1
4.7
3.06 (1.68–5.57)
0.001
Sometimes = 0.66
19.2
1.99 (1.30–3.06)
Several times = 0.33
39.1
1.40 (0.94–2.08)
Often = 0
36.9
–
45
Sleeps more than
regularly (trouble
getting out of bed,
falls asleep during
the day)
SDZ, completed by
professional caregivers
Last three months
Often = 1
4.5
4.55 (2.68–7.72)
\0.001
Several times = 0.66
9.8
2.85 (1.84–4.42)
Sometimes = 0.33
22.8
1.96 (1.35–2.85)
Never/very rare = 0
62.9
–
46
Fast fatigued/listless
SDZ, completed by
professional caregivers
Last three months
Often = 1
6.4
4.57 (2.82–7.39)
\0.001
Several times = 0.66
13.5
2.03 (1.28–3.21)
Sometimes = 0.33
35.3
1.62 (1.11–2.37)
Never/very rare = 0
44.8
–
47
Is slow or passive in
his/her movements
SDZ, completed by
professional caregivers
Last three months
Never/very rare = 0
Sometimes = 0.33
Several times = 0.66
Often = 1
6.5
12.1
26.5
54.9
4.66 (2.89–7.50)
2.73 (1.78–4.20)
1.64 (1.11–2.42)
\0.001
48
Knowing which year
it is
The Dementia
Questionnaire for
Mentally Retarded
Persons (DMR)
Normally No = 1
57.4
1.55 (1.04–2.27)
0.09
Sometimes = 0.5
5.3
1.18 (0.57–2.45)
Normally Yes = 0
37.2
–
49
Knowing the way to
familiar places
The Dementia
Questionnaire for
Mentally Retarded
Persons (DMR)
Normally No = 1
12.6
3.43 (2.36–5.00)
\0.001
Sometimes = 0.5
7.6
2.44 (1.56–3.97)
Normally Yes = 0
79.8
– 12 123 Eur J Ageing (2017) 14:63–79 76 Table 4 continued
#
Deficit
Additional information
Cut-off values and FI scores
Percentage per
category
HR (95 % CI)a
p (for trend)
50
Is seeing group mates
The Dementia
Questionnaire for
Mentally Retarded
Persons (DMR)
Normally No = 1
36.2
2.50 (1.59–3.91)
\0.001
Sometimes = 0.5
36.5
1.59 (1.03–2.46)
Normally Yes = 0
27.3
–
51
Knowing that today is
a weekend or a
week day
The Dementia
Questionnaire for
Mentally Retarded
Persons (DMR)
Normally No = 1
23.5
3.56 (2.46–5.16)
\0.001
Sometimes = 0.5
9.7
2.06 (1.28–3.30)
Normally Yes = 0
66.8
–
a HR Hazard ratio, calculated for each provided category using the ‘healthiest’ option as a reference group; HR are adjusted for age, gender, level
of ID, and the presence of Down syndrome a HR Hazard ratio, calculated for each provided category using the ‘healthiest’ option as a reference group; HR are adjusted for age, gender, level
of ID, and the presence of Down syndrome Table 5 Frailty phenotype variables as originally intended by Fried et al. Appendix (2001, 2012) and the adapted frailty phenotype by Evenhuis et al. (2012)
O i i
l
t
A
li d t
th HA ID t d Table 5 Frailty phenotype variables as originally intended by Fried et al. (2001, 2012) and the adapted frailty phenotype by Evenhuis et al. (2012)
Original measurement
Applied to the HA-ID study
Weakness
Grip strength: lowest 20 % (by
gender, body mass index)
As originally suggested using the Jamar Hand Dynamometer [#5030J1, Sammons
Preston Rolyan, Dolgeville, NY]
Shrinking:
Weight loss
[10 lbs (4.54 kg) lost
unintentionally in prior year
An item of the Mini Nutritional Assessment,
weight loss during the past 3 months was assessed on a
4-point rating scale. Losses [3 kg were scored
Exhaustion
Exhaustion by self-report
Exhaustion was estimated using the
item ‘‘Lacks energy’’ of the Anxiety, Depression and
Mood Scale, using a 4-point rating scale. No exhaustion was classified as no problems or
mild problems and exhaustion was classified as moderate problem and severe problem. Because self-report is difficult for a large part of the intellectual disabled population,
proxy-based answers were used
Slowness
Walking time/15 ft: slowest 20 %
(by gender, height)
As originally suggested. Appendix In addition, all participants in a wheelchair and all participants
who could not engage in the walking speed assessment because of physical limitations
were classified as ‘slow’
Low activity
kcal/week: lowest 20 %
males: \383 kcal/week
females: \270 kcal/week
All participants walking fewer than 5000 steps/day (sedentary lifestyle) were scored as
‘low activity,’ as were all participants in a wheelchair and all participants who could
not engage in the walking speed assessment because of physical limitations 123 123 123 Eur J Ageing (2017) 14:63–79 77 Table 6 Hazard ratio’s for 5-year all-cause mortality according to the three level frailty index and frailty phenotype for all participants
Frailty measure
Status
n cat
cat
Single frailty instrument
Both frailty instruments
Motor disability
HR (95 % CI)
Wald
p
HR (95 % CI)
Wald
p
HR (95 % CI)
Wald
p
Frailty phenotype
Non-frail
227
20
Reference
Trend: \0.001
Reference
Trend: 0.90
Reference
Trend: 0.04
Pre-frail
492
100
1.96 (1.10–3.21)
7.21
0.007
1.12 (0.65–1.92)
0.17
0.68
1.62 (0.98–2.68)
3.52
0.06
Frail
109
45
4.09 (2.35–7.13)
24.8
\0.001
1.16 (0.62–2.19)
0.22
0.64
2.23 (1.20–4.12)
6.48
0.011
Frailty Index
\0.2
320
19
Reference
Trend: \0.001
Reference
\0.001
Reference
\0.001
0.2–0.35
382
52
2.48 (1.45–4.24)
11.0
\0.001
2.19 (1.24–3.87)
7.20
0.007
2.40 (1.40–4.12)
10.2
\0.001
[0.35
259
122
11.0 (6.49–18.9)
78.3
\0.001
9.66 (5.23–17.8)
52.5
\0.001
9.13 (5.18–16.1)
58.5
\0.001
Frailty phenotype
Non-frail
227
20
Reference
Trend: \0.001
Reference
Trend: 0.019
Reference
Trend: 0.04
Pre-frail
492
100
1.96 (1.10–3.21)
7.21
0.007
1.42 (0.84–2.38)
1.71
0.008
1.62 (0.98–2.68)
3.52
0.06
Frail
109
45
4.09 (2.35–7.13)
24.8
\0.001
2.21 (1.23–4.00)
6.93
0.02
2.23 (1.20–4.12)
6.48
0.011
Frailty Index
B0.08
33
2
Reference
Trend: \0.001
Reference
Trend: \0.001
Reference
Trend: \0.001
0.08–0.25
437
33
1.09 (0.26–4.60)
0.02
0.90
0.84 (0.20–3.58)
0.06
0.81
1.09 (0.26–4.59)
0.01
0.91
C0.25
491
158
5.07 (1.22–21.0)
5.01
0.025
2.93 (0.67–12.7)
2.06
0.15
4.02 (0.96–16.8)
3.64
0.06
Frailty phenotype
Non-frail
227
20
Reference
Trend: \0.001
Reference
Trend: 0.001
Reference
Trend: 0.04
Pre-frail
492
100
1.96 (1.10–3.21)
7.21
0.007
1.46 (0.87–2.43)
2.05
0.54
1.62 (0.98–2.68)
3.52
0.06
Frail
109
45
4.09 (2.35–7.13)
24.8
\0.001
2.56 (1.44–4.56)
10.2
0.03
2.23 (1.20–4.12)
6.48
0.011
Frailty index
B0.10
64
2
Reference
Trend: \0.001
Reference
Trend: \0.001
Reference
Trend: \0.001
0.10–0.21
281
19
1.94 (0.45–8.38)
0.79
0.37
1.59 (0.36–6.96)
0.39
0.15
1.97 (0.46–8.51)
0.83
0.36
C0.21
616
172
7.80 (1.90–32.0)
8.12
0.004
4.79 (1.12–20.4)
4.48
0.001
6.28 (1.52–26.0)
6.44
0.01
Note HR hazard ratio, CI confidence interval, the total number of deceased participants, the non-frail state was used a reference category for each frailty instrument. References Blodgett J, Theou O, Kirkland S, Andreou P, Rockwood K (2015)
Frailty in NHANES: comparing the frailty index and phenotype. Arch Gerontol Geriatr 60:464–470. doi:10.1016/j.archger.2015. 01.016 Evenhuis HM, Schoufour JD, Echteld MA (2013) Frailty and
intellectual disability: a different operationalization? Dev Disabil
Res Rev 18:17–21. doi:10.1002/ddrr.1124 Feeny D, Huguet N, McFarland BH, Kaplan MS, Orpana H, Eckstrom
E (2012) Hearing, mobility, and pain predict mortality: a
longitudinal
population-based
study. J
Clin
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Evenhuis HM (2011) Study healthy ageing and intellectual
disabilities:
recruitment
and
design. Res
Dev
Disabil
32:1097–1106. Appendix All models were adjusted
for age, gender, level of ID, and Down syndrome. The model motor disability was adjusted for the level of motor impairment, ‘no walking impairment’ was used as a reference category; the
model for motor disability included only the frailty phenotype or the frailty index. For the analysis with both frailty instruments, 818 participants were included. For the Motor disability
analysis, 7 participants were excluded because they had no data on motor disabilities 12 Eur J Ageing (2017) 14:63–79 78 Table 7 Forward Cox
proportional Hazard model
using all available frailty
variables as independent
predictors for survival
Frailty item
Wald
p value
HR
Lower CI
Upper CI
Walking stairs
20.2
\0.001
2.39
1.63
3.49
Present at day care center
22.0
\0.001
2.17
1.57
3.00
Panic attacks
4.30
\0.001
1.66
1.03
2.67
Weight loss
9.50
0.002
2.09
1.31
3.33
Cardiovascular
19.8
\0.001
2.27
1.58
3.25
Asthma/COPD
12.2
\0.001
1.86
1.31
2.62
Visual/hearing impairments
8.88
0.003
1.74
1.21
2.50
hemoglobin
16.7
\0.001
1.89
1.39
2.56
Sleeps more than regularly
15.3
\0.001
2.69
1.64
4.42
Slow or passive
15.4
\0.001
2.70
1.64
4.42
Knowing week day or weekend day
19.2
\0.001
2.08
1.50
2.88
Hospitalization
4.96
0.026
2.13
1.10
4.14
Fast fatigue
5.87
0.015
0.47
0.26
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and frailty across the adult lifespan: evidence from the canadian 123 123 12
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A note on Bridgeland moduli spaces and moduli spaces of sheaves on $$X_{14}$$ and $$Y_3$$
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Mathematische Zeitschrift (2022) 302:803–837
https://doi.org/10.1007/s00209-022-03074-9 Mathematische Zeitschrift (2022) 302:803–837
https://doi.org/10.1007/s00209-022-03074-9 Mathematische Zeitschrift This note is part of the Undergraduate Mathematcial Research Project of Zhiyu Liu mentored by Shizhuo
Zhang. Shizhuo Zhang is supported by ERC Consolidator Grant WallCrossAG, no. 819864. A note on Bridgeland moduli spaces and moduli spaces of
sheaves on X14 and Y3 Zhiyu Liu1 · Shizhuo Zhang2 Received: 11 July 2021 / Accepted: 9 June 2022 / Published online: 20 July 2022
© The Author(s) 2022 B Shizhuo Zhang
Shizhuo.Zhang@ed.ac.uk Zhiyu Liu
zhiyuliu@stu.scu.edu.cn 1
Department of Mathematics, Sichuan University, Chengdu 610064, Sichuan , People’s Republic of
China 2
School of Mathematics, The University of Edinburgh, JCMB Building, Kings Building, Edinburgh EH9
3FD, UK B Shizhuo Zhang
Shizhuo.Zhang@ed.ac.uk
Zhiyu Liu
zhiyuliu@stu.scu.edu.cn
1
Department of Mathematics, Sichuan University, Chengdu 610064, Sichuan , People’s Republic of
China
2
School of Mathematics, The University of Edinburgh, JCMB Building, Kings Building, Edinburgh EH9
3FD, UK Mathematics Subject Classification Primary 14F05; Secondary 14J45 · 14D20 · 14D23 1.1 Background The notion of stability on a triangulated category was introduced by Bridgeland in [14]. It
enables us to construct moduli spaces of semistable objects in a general triangulated category,
which provides a powerful machinery to study the geometry of classical moduli spaces. One
of the most striking progress is made in [4, 5], where the authors construct moduli space
of Bridgeland stable objects on a K3 surface S with respect to a stability condition σ in
the stability manifold Stab(S). They realized each birational model of a moduli space of
stable sheaves on such a K3 surface S as Bridgeland moduli space. They showed that the
minimal model program for this moduli space corresponds to a wall-crossing in Stab(S) in a
precise way. On the other hand, it has been widely accepted that a non-trivial semi-orthogonal
component Ku(X) (called the Kuznetsov component) of a bounded derived category Db(X)
of a smooth projective variety X encodes essential information of its birational geometry
and classical moduli spaces on it. Recently, in [7], the authors provide a criterion to induce a
stabilityconditionσ ontheKuznetsovcomponents Ku(X)ofaseriesprimeFanothreefolds X
from weak stability conditions on Db(X). Thus, it becomes possible to construct Bridgeland
moduli spaces Mσ (Ku(X), c) of σ-stable objects of class c in Ku(X) to study birational
geometry of classical moduli spaces of semistable sheaves on X. In the present note, we
make an attempt in this direction. Let Yd be a prime Fano threefold of index 2 and degree d. We consider the semiorthogonal
decomposition of Yd given by Db(Yd) = ⟨Ku(Yd), OYd , OYd (1)⟩ The numerical Grothendieck group N(Ku(Yd)) of Ku(Yd) is a rank two lattice spanned The numerical Grothendieck group N(Ku(Yd)) of Ku(Yd) is a rank two lattice spanned by v := [IL] = 1 −1
d H2, w := H −1
2 H2 +
1
6 −1
d
H3 where IL is an ideal sheaf of a line L on Yd. Let X2g−2 be an index one prime Fano threefold of genus g and degree 2g −2. The
semi-orthogonal decomposition of X2g−2 are given in [25, 26]: Db(X2g−2) = ⟨AX2g−2, OX2g−2, E∨⟩. Abstract We study Bridgeland moduli spaces of semistable objects of (−1)-classes and (−4)-classes
in the Kuznetsov components on index one prime Fano threefold X4d+2 of degree 4d + 2
and index two prime Fano threefold Yd of degree d for d = 3, 4, 5. For every Serre-invariant
stability condition on the Kuznetsov components, we show that the moduli spaces of stable
objectsof(−1)-classeson X4d+2 andYd areisomorphic.Weshowthatmodulispacesofstable
objects of (−1)-classes on X14 are realized by Fano surface C(X) of conics, moduli spaces
of semistable sheaves MX(2, 1, 6) and MX(2, −1, 6) and the correspondent moduli spaces
on cubic threefold Y3 are realized by moduli spaces of stable vector bundles Mb
Y (2, 1, 2) and
Mb
Y (2, −1, 2). We show that moduli spaces of semistable objects of (−4)-classes on Yd are
isomorphic to the moduli spaces of instanton sheaves Minst
Y
when d ̸= 1, 2, and show that
there are open immersions of Minst
Y
into moduli spaces of semistable objects of (−4)-classes
when d = 1, 2. Finally, when d = 3, 4, 5 we show that these moduli spaces are all isomorphic
to Mss
X (2, 0, 4). Keywords Derived categories · Bridgeland moduli spaces · Kuznetsov components Keywords Derived categories · Bridgeland moduli spaces · Kuznetsov components Mathematics Subject Classification Primary 14F05; Secondary 14J45 · 14D20 · 14D23 2
School of Mathematics, The University of Edinburgh, JCMB Building, Kings Building, Edinburgh EH9
3FD, UK 123 Z. Liu , S. Zhang 804 1.1 Background The numerical Grothendieck group N(AX2g−2) of AX2g−2 is a rank two lattice spanned
by The numerical Grothendieck group N(AX2g−2) of AX2g−2 is a rank two lattice spanned
by by s := [IC] = 1 −
1
g −1 H2, t := H −
g
2 + 1
L −16 −g
12
P where IC is an ideal sheaf of a conic C on X2g−2. We call u ∈N(Ku(Yd)) (or N(X2g−2)) a (−r)-class if χ(u, u) = −r, where χ(−, −) is
the Euler pair. As noted in [26, Proposition 3.9], the Chern character map identifies the numer-
ical Grothendieck group with the lattice generated by Chern characters of some sheaves, then
we will use notations of numerical class and Chern character alternatively. In [26, 28], the author established equivalences of triangulated categories Ku(Yd) ∼=
AX4d+2 for some pairs (Yd, X4d+2) ∈Zd ⊂MF2
d × MF1
4d+2. Theorem 1.1 [26, 28] Let MFi
d be the moduli space of index i degree d prime Fano threefold. Then for each 3 ≤d ≤5, there is a correspondence Zd ⊂MF2
d × MF1
4d+2 which 123 A note on Bridgeland moduli spaces and moduli... 805 is dominant over each factor and such that for any point (Yd, X4d+2) ∈Zd there is an
equivalence is dominant over each factor and such that for any point (Yd, X4d+2) ∈Zd there is an
equivalence : Ku(Yd) ∼= AX4d+2. Moreover, this equivalence induces an isometry between numerical Grothendieck
groups, and maps the class of the ideal sheaves of lines v := [IL] to the class of the ideal
sheaves of conics s := [IC]. Using this, [28] proved the isomorphisms of Fano surface (Yd)
of lines and Fano surface C(X4d+2) of conics. In the present note, we mainly study various
classical moduli spaces on these Fano threefolds from a modern point of view. We apply the
techniques developed in [1, 9, 35, 40] to identify several interesting classical moduli spaces
of sheaves with Bridgeland moduli spaces of stable objects in Kuznetsov components of
prime Fano threefolds of index one and two. Then we use equivalence in Theorem 1.1 to
study moduli spaces on index one prime Fano threefolds via the ones on index two Fano
threefold. We focus on moduli space Mσ ′(AX, c′)(or Mσ (Ku(Y), c)) of stable objects of
(−1)-classes and (−4)-classes in Kuznetsov component AX and Ku(Y). 1.1 Background The former ones
provide moduli spaces of minimal dimension. Typical stable object of (−1)-class in Ku(Y)
are given by the ideal sheaves of lines v up to auto-equivalences of Ku(Y). The latter ones
can be regarded as moduli spaces of stable objects of twice of (−1)-classes. We denote by
Mss
σ ′(AX, c′) the moduli space of S-equivalence classes of σ ′-semistable objects. Mb
Y (2, 1, 2) ∼= (Y) Mb
Y (2, 1, 2) ∼= (Y) Next, we focus on moduli spaces of stable objects of (−4)-class in AX and Ku(Y). Typical
examples of these moduli spaces are moduli space of instanton sheaves on del Pezzo threefold
Y and compactification of ACM sheaves on prime Fano threefolds of index one studied in
[12]. Originally, instanton bundles appeared in [3] as a way to describe Yang-Mills instantons
on a 4-sphere S4, which play an important role in Yang-Mills gauge theory. They provide
extremelyinterestinglinksbetweenphysicsandalgebraicgeometry.Themathematicalnotion
of an instanton bundle was first introduced on P3 and generalized to Fano threefolds in [18,
27]. On Y = Y3 and Y4, the instantonic condition is automatically satisfied for stable bundles
of rank 2 with c1 = 0, c2 = 2, c3 = 0 (for precise definitions, see Sect. 6), as proved in [17,
37]. On Y5, this is conjectured in [39, Conjecture 3.7] and we will prove this in Lemma 6.8. On
the index one side, there are also some interesting moduli spaces of sheaves. As shown in [12],
when X is a non-hyperelliptic prime Fano threefold, there are some arithmetically Cohen-
Macaulay (ACM) bundles in the moduli space Mss
X (2, 0, 4), and the sheaves in Mss
X (2, 0, 4)
are classified when genus g ≥7. We denote the moduli space of S-equivalence classes of
instanton sheaves by Minst
Y
and study its relation with the moduli space and the Bridgeland
moduli spaces of S-equivalence classes of semistable objects of (−4)-classes in Ku(Y). More
precisely, we have: Next, we focus on moduli spaces of stable objects of (−4)-class in AX and Ku(Y). Typical
examples of these moduli spaces are moduli space of instanton sheaves on del Pezzo threefold
Y and compactification of ACM sheaves on prime Fano threefolds of index one studied in
[12]. Originally, instanton bundles appeared in [3] as a way to describe Yang-Mills instantons
on a 4-sphere S4, which play an important role in Yang-Mills gauge theory. They provide
extremelyinterestinglinksbetweenphysicsandalgebraicgeometry.Themathematicalnotion
of an instanton bundle was first introduced on P3 and generalized to Fano threefolds in [18, 1.2 Main results Let Mss
X (r, c1, c2) be the moduli space of S-equivalence classes of rank r torsion-free
Gieseker-semistable sheaves with Chern classes c1, c2 and ci
= 0 for i
≥3, and
MX(r, c1, c2) be its stable locus. We first focus on the moduli spaces of (−1)-classes. Up to sign, there are three (−1)-
classes in N(AX): s, 3s −t and 2s −t, and three (−1)-classes in N(Ku(Y)): v, v −w and
2v −w. We realize all these Bridgeland moduli spaces as classical moduli spaces. Theorem 1.2 (1) Let X be a prime Fano threefold of index 1 and degree 14. Let σ ′ be a
Serre-invariant stability condition on AX. Then we have the following isomorphisms
between classical moduli spaces and Bridgeland moduli spaces of stable objects: (a) (Proposition 4.4) C(X)
∼=
−→Mσ ′(AX, s). (b) (Proposition 5.8) MX(2, 1, 6)
∼=
−→Mσ ′(AX14, 3s −t). (c) (Proposition 5.11) MX(2, −1, 6)
∼=
−→Mσ ′(AX14, 2s −t). (a) (Proposition 4.4) C(X)
∼=
−→Mσ ′(AX, s). ∼ (b) (Proposition 5.8) MX(2, 1, 6)
∼=
−→Mσ ′(AX14, 3s −t). ∼ (b) (Proposition 5.8) MX(2, 1, 6)
∼=
−→Mσ ′(AX14, 3s −t). ∼ (c) (Proposition 5.11) MX(2, −1, 6)
∼=
−→Mσ ′(AX14, 2s −t) (c) (Proposition 5.11) MX(2, −1, 6)
∼=
−→Mσ ′(AX14, 2s −t). (2) Let Y be a cubic threefold. Let σ be a Serre-invariant stability condition on Ku(Y).Then
we have the following isomorphisms between moduli spaces of stable sheaves and Bridge-
land moduli spaces of stable objects: (2) Let Y be a cubic threefold. Let σ be a Serre-invariant stability condition on Ku(Y).Then
we have the following isomorphisms between moduli spaces of stable sheaves and Bridge-
land moduli spaces of stable objects: (a) (Proposition 5.15) Mb
Y (2, 1, 2)
∼=
−→Mσ (Ku(Y), v −w). (b) (Proposition 5.18) Mb
Y (2, −1, 2)
∼=
−→Mσ (Ku(Y), 2v −w). Using the equivalence in Theorem 1.1 for degree 14 prime Fano threefold X14 and associ-
ated cubic threefold Y3 and the properties of Serre-invariant stability conditions on Kuznetsov
components, we recover two classical results: 806 Z. Liu , S. Zhang Corollary 1.3 [23, Theorem 7.2] Let X be a prime Fano threefold of index 1 and degree 14. Then we have the following isomorphism: Corollary 1.3 [23, Theorem 7.2] Let X be a prime Fano threefold of index 1 and degree 14. 1.2 Main results Then we have the following isomorphism: MX(2, 1, 6) ∼= C(X) Corollary 1.4 [10, Theorem 1] Let Y be a cubic threefold. Then we have the following iso-
morphism: Theorem 1.5 (Theorems 7.6, 7.7, 9.4) (1) Let Y := Yd be a prime Fano threefold of index 2 and degree d. When d ̸= 1, 2, we have
an isomorphism between moduli space of S-equivalence classes of instanton sheaves and
Bridgeland moduli space: Minst
Y
∼=
−→Mss
σ (Ku(Y), 2v) for every Serre-invariant stability condition σ on Ku(Yd). When d = 1, 2, we have an open immersion: When d = 1, 2, we have an open immersion: Minst
Y
→Mss
σ (Ku(Y), 2v) for every stability condition σ ∈K, where K is a certain family of stability conditions. for every stability condition σ ∈K, where K is a certain family of stability conditions. (2) L t X b
i
F
th
f ld f i d
1
d d
14 18
22 Th
h for every stability condition σ ∈K, where K is a certain family of stability conditions. (2) Let X be a prime Fano threefold of index 1 and degree 14, 18 or 22. Then we have an for every stability condition σ ∈K, where K is a certain family of stability conditions. (2) Let X be a prime Fano threefold of index 1 and degree 14, 18 or 22. Then we have an
isomorphism between moduli space of S-equivalence classes of semistable sheaves and
d
l
d
d l (2) Let X be a prime Fano threefold of index 1 and degree 14, 18 or 22. Then we have an
isomorphism between moduli space of S-equivalence classes of semistable sheaves and
Bridgeland moduli space: (2) Let X be a prime Fano threefold of index 1 and degree 14, 18 or 22. Then we have an
isomorphism between moduli space of S-equivalence classes of semistable sheaves and
Bridgeland moduli space: Mss
X (2, 0, 4)
∼=
−→Mss
σ ′(AX, 2s) such that the restriction gives such that the restriction gives MX(2, 0, 4)
∼=
−→Mσ ′(AX, 2s) for every Serre-invariant stability condition σ ′ on AX. 12 A note on Bridgeland moduli spaces and moduli... 807 In fact, one is able to show that there is an open immersion Minst
Y2
→Mss
σ (Ku(Y2), 2v) for
every Serre-invariant stability condition σ on Ku(Y2). As a corollary, we have the following
isomorphisms of moduli spaces of sheaves: Corollary 1.6 Let (Y, X) ∈Zd ⊂MF2
d × MF1
4d+2 and 3 ≤d ≤5. Theorem 1.5 (Theorems 7.6, 7.7, 9.4) Then we have the
following isomorphism of moduli spaces Minst
Y
∼= Mss
X (2, 0, 4) More generally, we prove following results. Theorem 1.7 Let (Y, X) ∈Zd ⊂MF2
d × MF1
4d+2 and 3 ≤d ≤5. Let σ ′, σ be two
Serre-invariant stability conditions on AX and Ku(Y) respectively. Then the equivalence in
Theorem 1.1 induces the following isomorphisms between Bridgeland moduli spaces: Theorem 1.1 induces the following isomorphisms between Bridgeland moduli spaces: (1) (Corollary 4.2) Mσ (Ku(Y), a)
∼=
−→Mσ ′(AX, a′) where a′, a are (−1)-classes in AX
and Ku(Y) respectively. (1) (Corollary 4.2) Mσ (Ku(Y), a)
∼=
−→Mσ ′(AX, a′) where a′, a are (−1)-classes in AX
and Ku(Y) respectively. (2) (Corollary 8.5) When d ̸= 4, we have Mss
σ (Ku(Y), b)
∼=
−→Mss
σ ′(AX, b′) where b′, b are
two (−4)-classes in AX and Ku(Y) respectively. (2) (Corollary 8.5) When d ̸= 4, we have Mss
σ (Ku(Y), b)
∼=
−→Mss
σ ′(AX, b′) where b′, b are
two (−4)-classes in AX and Ku(Y) respectively. (3) (Theorem 8.4) When d = 4, we have Mss
σ (Ku(Y), 2v)
∼=
−→Mss
σ ′(AX, 2s). (3) (Theorem 8.4) When d = 4, we have Mss
σ (Ku(Y), 2v)
∼=
−→Mss
σ ′(AX, 2s). (3) (Theorem 8.4) When d = 4, we have Mss
σ (Ku(Y), 2v)
∼=
−→Mss
σ ′(AX, 2s). 1.3 Related work The first example of stability conditions constructed in the Kuznetsov component of a cubic
threefold is given in [9]. After a direct construction of stability conditions in the Kuznetsov
components of a series Fano threefolds in [7], the various Bridgeland moduli space of stable
objects in the Kuznetsov components of index two and three Fano threefolds are studied in
[1, 8, 11, 35, 36]. In [35], the Fano surface of lines on Yd, d ̸= 1 is identified with moduli
space of stable objects with (−1)-class v in Ku(Yd), where d = 1 case is treated in [36]. In [24, 40], the authors dealt with Bridgeland moduli spaces for Gushel-Mukai threefolds,
and used them to study several conjectures. In particular, the Bridgeland moduli spaces of
stable objects with (−1)-classes in AX10 are realized as Cm(X) and MX(2, 1, 5), while in our
note, in Theorem 1.2, we realize Bridgeland moduli space of stable objects of (−1)-classes
in AX14 as C(X), MX(2, 1, 6) and MX(2, 1, −6). In our note, we identify moduli space of instanton sheaves with minimal charge on Yd, d =
3, 4, 5 with moduli space of (semi)stable objects of (−4)-class 2v in Ku(Yd). On cubic
threefolds, these Bridgeland moduli spaces were studied in [29] via derived category of
coherent sheaves of P2 with the action of a sheaf of Clifford algebras, and on Y4, Y5 these
were studied in [37, 39] via classical stability of sheaves on curves and representations of
quivers. q
When the first draft of our paper was finished, we learned that Xuqiang Qin independently
proved similar results in [38] to Theorem 7.6. He studied Minst
Yd
for d = 3, 4, 5 and showed
the isomorphism between Minst
Yd
and Mss
σ (Ku(Yd), 2v) for a family of stability conditions K
constructed in [35], while we show this for every Serre invariant stability condition defined
on Ku(Yd). Thus, we use slightly different techniques in proving Theorem 7.6. In [38], the
author applies wall-crossing techniques developed in [8, 35], while we have to not only use
wall-crossing techniques but also use weak Mukai lemma to prove stability for all Serre-
invariant stability conditions. He also showed the stability of instanton bundles of minimal
charge, while we prove this for all instanton sheaves in Proposition 7.2. Moreover, in [38], 123 Z. Liu , S. 1.5 Structure of the paper In Sects. 2 and 3, we recall some basic definitions and properties of Kuznetsov component
and (weak)stability conditions. Fix Serre-invariant stability conditions σ and σ ′ on Ku(Y)
and AX respectively. In Sect. 4, we first show that all moduli spaces of stable objects of
(−1)-classes in Ku(Y) and AX are isomorphic. Then we show that there is an isomorphism
C(X) ∼= Mσ ′(AX, s) for every X := X4d+2 and d = 3, 4, 5. In Sect. 5 we focus on Y3 and
X14. Using similar arguments in Sect. 4, we realize three moduli spaces of stable objects
of (−1)-classes as classical moduli space. In Sect. 6 we first recall some definitions and
properties of instanton sheaves, and show that the instantonic condition is closely related
to the walls of Bridgeland stability conditions. In Sect. 7, we use the results in Sect. 6 to
show that for Y := Yd there are isomorphisms Minst
Y
→Mss
σ (Ku(Y), 2v) when d ̸= 1, 2
and open immersions when d = 1, 2. In Sect. 8 we show that for every pair (Yd, X4d+2) ∈
Zd ⊂MF2
d × MF1
4d+2 and d = 3, 4, 5, the equivalence Ku(Yd) ∼= AX4d+2 gives an
isomorphism Mσ (Ku(Y), 2v) ∼= Mσ ′(AX, 2s). As a corollary, when d = 3, 5 we show that
all moduli spaces of semistable objects of (−4)-classes in Ku(Y) and AX are isomorphic. As an application, in Sect. 9 we show that for X := X4d+2 and d = 3, 4, 5 the projection
functor gives an isomorphism Mss
X (2, 0, 4) ∼= Mss
σ ′(AX, 2s). 2.1 Prime Fano threefolds A complex smooth projective variety with ample anticanonical bundle is called Fano. A Fano
variety is called prime if it has Picard number 1. For a prime Fano variety X, we can choose
a unique ample divisor such that Pic(X) ∼= Z · H, which is called the fundamental divisor
of X. The index of a prime Fano variety is the least integer i such that −K X = i · H. The
degree of a prime Fano variety is d := H3. The genus g is defined as 2g −2 = d. 1.4 Further questions It is an interesting question to classify instanton sheaves on a general quartic double solid Y2
and prove similar result as Theorem 7.6. On the other hand, in [40], it is shown that Ku(Y2)
is not equivalent to AX10, so it is interesting to study the relation between Bridgeland moduli
spaces Mσ (Ku(Y2), 2v) and Mσ ′(AX10, 2s) for Serre invariant stability conditions. 1.3 Related work Zhang 808 the author makes use of the notion of 2-Gieseker stability while we do not but apply more
elementary techniques. In addition we prove Lemmas 7.11, 7.12 and Proposition 7.13 to
make the theorem work for every Serre-invariant stability condition. the author makes use of the notion of 2-Gieseker stability while we do not but apply more
elementary techniques. In addition we prove Lemmas 7.11, 7.12 and Proposition 7.13 to
make the theorem work for every Serre-invariant stability condition. 2.2 Derived category of Fano threefolds Let Yd be a prime Fano threefold of index 2 and degree d. We consider the semiorthogonal
decomposition of Yd given by Db(Yd) = ⟨Ku(Yd), OYd , OYd (1)⟩ 123 A note on Bridgeland moduli spaces and moduli... 809 The numerical Grothendieck group N(Ku(Yd)) of Ku(Yd) is a rank 2 lattice spanned by v := [IL] = 1 −1
d H2, w := H −1
2 H2 +
1
6 −1
d
H3 where IL is an ideal sheaf of a line L on Yd. The Euler form is given by where IL is an ideal sheaf of a line L on Yd. The Euler form is given by −1
−1
1 −d −d
(2.1) (2.1) In the case of index one, the semiorthogonal decomposition of X2g−2 of even genus 6 ≤g ≤
12 are given in [25, 26]. In the case of index one, the semiorthogonal decomposition of X2g−2 of even genus 6 ≤g ≤
12 are given in [25, 26]. Db(X2g−2) = ⟨Ku(X2g−2), E, OX2g−2⟩ Db(X2g−2) = ⟨Ku(X2g−2), E, OX2g−2⟩ where E is a rank 2 stable vector bundle with ch(E) = 2 −H + g−4
2 L + 10−g
12 P. However
we will use another semiorthogonal decomposition in [28, Section B.2], which is given by Db(X2g−2) = ⟨AX2g−2, OX2g−2, E∨⟩ Db(X2g−2) = ⟨AX2g−2, OX2g−2, E∨⟩ The numerical Grothendieck group N(AX2g−2) of AX2g−2 is a rank 2 lattice spanned by The numerical Grothendieck group N(AX2g−2) of AX2g−2 is a rank 2 lattice spanned by s := [IC] = 1 −
1
g −1 H2, t := H −
g
2 + 1
L −16 −g
12
P where IC is an ideal sheaf of a conic C on X2g−2. The Euler form is given by where IC is an ideal sheaf of a conic C on X2g−2. The Euler form is given by −1
−2
1 −g
2 1 −g
(2.2) (2.2) As noted in [26, Proposition 3.9], the Chern character map identify the numerical
Grothendieck group with the lattice generated by Chern characters of some sheaves. We
will use notations of numerical class and Chern character alternatively. Up to sign, there are three (−1)-classes s, 3s −t and 2s −t in N(AX14), and three (−1)-
classes v, 2v −w and v −w in N(Ku(Y3)). And there are three (−4)-classes, which are the
twice of three (−1)-classes. μ −stable ⇒Gieseker stable ⇒Gieseker semistable ⇒μ −semistable μ −stable ⇒Gieseker stable ⇒Gieseker semistable ⇒μ −semistable We denote the moduli space of S-equivalence classes of rank r torsion-free Gieseker-
semistable sheaves with Chern classes c1, c2 and c3 = 0 by Mss
X (r, c1, c2). And we denote
the moduli space of S-equivalence classes of rank r torsion-free Gieseker-stable sheaves with
Chern classes c1, c2 and c3 = 0 by MX(r, c1, c2). 3 Review on Bridgeland stability conditions In this section, we recall the definition and some properties of (weak)stability conditions on
triangulated category. 2.2 Derived category of Fano threefolds It is also easy to see that there are infinitely many (0)-class, (−1)-class and (−4)-class, and
no (−2)-class and (−3)-class in Ku(Y4) ∼= AX18; And there are infinitely many (−1)-class
and (−4)-class, and no (0)-class, (−2)-class and (−3)-class in Ku(Y5) ∼= AX22. We also need some results from [12, 28, 33]. Recall that a bundle F on a polarised smooth
projective variety (X, H) of dimension n is called arithmetically Cohen–Macaulay (ACM)
if Hi(F( j H)) = 0 for all 1 ≤i ≤n −1 and all j. Lemma 2.1 Let Db(X2g−2) = ⟨AX2g−2, OX, E∨⟩as above, then (1) For each g = 8, 10, 12 there is a closed immersion X2g−2 →Gr(2, g
2 + 2) such that E
is the pullback of the tautological bundle on Gr(2, g
2 + 2). (1) For each g = 8, 10, 12 there is a closed immersion X2g−2 →Gr(2, g
2 + 2) such that E
is the pullback of the tautological bundle on Gr(2, g
2 + 2). (2) E∨is the unique rank 2 stable vector bundle with c1 = H, c2 = g+2
2 L, c3 = 0, cal
Mukai bundle. Moreover, E∨is globally generated and ACM. 123 810 Z. Liu , S. Zhang 2.3 Moduli spaces of sheaves In this subsection, we recall some definitions about (semi)stable sheaves. We refer to the
book [22] for a more detailed account of notions. Let (X, H) be a smooth polarized n-dimensional projective variety. Recall that a torsion-
free sheaf F is Gieseker-semistable if for any coherent subsheaf E with 0 < rk(E) < rk(F),
one has p(E,t)
rk(E) ≤p(F,t)
rk(F) for t ≫0. The sheaf F is called Gieseker-stable if the inequality
above is always strict. 1 The slope of a sheaf F with positive rank is defined as μ(F) := c1(F)Hn−1
rk(F)Hn . We recall
that a torsion-free coherent sheaf F is μ-semistable if for any coherent subsheaf E with
0 < rk(E) < rk(F), on has μ(E) ≤μ(F). The sheaf F is called μ-stable if the above
inequality is always strict. The two notions are related as following: 3.1 (Weak)stability conditions σ-stable) if for every non-zero
proper subobject B ⊂A, we have μσ (B) ≤μσ (A) (resp. μσ (B) < μσ (A)). An object
F ∈T is called σ-(semi)stable if F[k] ∈A is σ-(semi)stable for some k ∈Z. (3) Every object A ∈A has a Harder-Narasimhan filtration in σ-semistble objects. (3) Every object A ∈A has a Harder-Narasimhan filtration in σ-semistble objects. (4) There is a quadratic form Q on ⊗R such that Q|Ker(Z) is negative definite, and
Q(A) ≥0 for all σ-semistable A ∈A. (4) There is a quadratic form Q on ⊗R such that Q|Ker(Z) is negative definite, and
Q(A) ≥0 for all σ-semistable A ∈A. A weak stability condition σ = (A, Z) on T with respect to the lattice is called a
Bridgeland stability condition if Z ◦v is a stability function on A. Definition 3.4 The phase of a σ-semistable object A ∈A is Definition 3.4 The phase of a σ-semistable object A ∈A is φ(A) := 1
π arg(Z(A)) ∈(0, 1] and for A[n], we set φ(A[n]) := φ(A) + n. A slicing Pσ of T is a collection of full additive subcategories Pσ (φ) ⊂T for φ ∈R,
such that the subcategory Pσ (φ) is given by the zero object and all σ-semistable objects with
phase φ. We both use the notation σ = (Pσ , Z) and σ = (Aσ , Z) for a (weak)stability condition
with heart Aσ := Pσ ((0, 1]), where Pσ is a slicing and Pσ ((0, 1]) is the extension closure
of subcategories {Pσ (φ) | φ ∈(0, 1]}. We denote by Stab(T ) the set of stability conditions on T . The universal covering space
˜
GL+
2 (R) of GL+
2 (R) has a right action on Stab(T ), defined in [14, Lemma 8.2]. 2
2
Starting from a weak stability condition σ = (A, Z) on T , we can produce a new heart
of a bounded t-structure, by tilting A. Let μ ∈R, we define following subcategoies of A: T μ
σ := {A ∈A : all HN factors B of A have slope μσ (B) > μ}
Fμ
σ := {A ∈A : all HN factors B of A have slope μσ (B) ≤μ} Thus by [19], the category Aμ
σ := ⟨T μ
σ , Fμ
σ [1]⟩is the heart of a bounded t-structure on T . 3.1 (Weak)stability conditions Let T be a triangulated category. Definition 3.1 A heart of a bounded t-structure on T is a full subcategory A ⊂T such that (1) for A, B ∈A and n < 0 we have Hom(A, B[n]) = 0, and (2) for every object F ∈T there exists a sequence of morphisms 0 = F0
φ1
−→F1 →· · ·
φm
−→Fm = F such that cone(φi) is of form Ai[ki] for some sequence k1 > k2 > · · · > km of integers
and objects Ai ∈A. We denote Ai by H−ki (F). Definition 3.2 Let A be an abelian category. A weak stability function on A is a group
homomorphism Z : K(A) →C such that for every non-zero object A ∈A, we have
ImZ(A) ≥0, and ImZ(A) = 0 ⇒ReZ(A) ≤0. We say Z is a stability function if
ImZ(A) ≥0, and ImZ(A) = 0 ⇒ReZ(A) < 0. Fix a finite rank lattice and a surjective homomorphism v : K(A) ↠. Definition 3.3 A weak stability condition on T with respect to the lattice is a pair σ =
(A, Z), where Z : →C is a group homomorphism and A is the heart of a bounded
t-structure, satisfying the following conditions: 123 A note on Bridgeland moduli spaces and moduli... 811 (1) The composition K(A) = K(T )
v→
Z→C is a weak stability function on A; we
denote Z(A) := Z(v(A)). We define the slope for any object A ∈A as (1) The composition K(A) = K(T )
v→
Z→C is a weak stability function on A; we
denote Z(A) := Z(v(A)). We define the slope for any object A ∈A as (1) The composition K(A) = K(T )
v→
Z→C is a weak stability function on A; we
denote Z(A) := Z(v(A)). We define the slope for any object A ∈A as μσ (A) := −ReZ(A)
ImZ(A) μσ (A) := −ReZ(A)
ImZ(A) for ImZ(A) > 0 and μσ (A) := +∞otherwise. (2) A non-zero object A ∈A is called σ-semistable (resp. σ-stable) if for every non-zero
proper subobject B ⊂A, we have μσ (B) ≤μσ (A) (resp. μσ (B) < μσ (A)). An object
F ∈T is called σ-(semi)stable if F[k] ∈A is σ-(semi)stable for some k ∈Z. (2) A non-zero object A ∈A is called σ-semistable (resp. 3.1 (Weak)stability conditions We say that the heart Aμ
σ is obtained by tilting A with respect to the weak stability condition
σ at the slope μ. 3.2 Weak stability condition on Db(X) Let X be a smooth projective variety of dimension n and H be an ample divisor on X. Following [7, Section 2], we review the construction of weak stability conditions on Db(X). For any j ∈{0, 1, 2, ..., n}, we consider the lattice j
H ∼= Z j+1 generated by (Hnch0, Hn−1ch1, ..., Hn−jch j) ∈Q j+1 with surjective map v j
H : K(X) → j
H induced by Chern character. The pair σH :=
(Coh(X), Z H) where Z H : 1
H →C is given by Z H(F) := −Hn−1ch1(F) + i Hnch0(F) 123 812 Z. Liu , S. Zhang defines a weak stability condition on Db(X) with respect to the lattice 1
H (see [7, Example
2.8]). Moreover, any μH-semistable sheaf F satisfies the following Bogomolov–Gieseker
inequality: defines a weak stability condition on Db(X) with respect to the lattice 1
H (see [7, Example
2.8]). Moreover, any μH-semistable sheaf F satisfies the following Bogomolov–Gieseker
inequality: H(F) := (Hn−1ch1(F))2 −2Hnch0(F) · Hn−2ch2(F) ≥0. Given a parameter β ∈R, we denote by Cohβ(X) the heart of bounded t-structure obtained
by tilting the weak stability condition σH at the slope μH = β. For F ∈Db(X), we set
chβ(F) := e−βch(F). Explicitly, for each non-negative integer k we have chβ
k (F) =
k
i=0
(−β)i Hi
i! chk−i(F). Proposition 3.5 [7, Proposition 2.12]
For any (α, β) ∈R>0 × R, the pair σα,β
=
(Cohβ(X), Zα,β) with Proposition 3.5 [7, Proposition 2.12]
For any (α, β) ∈R>0 × R, the pair σα,β
=
(Cohβ(X), Zα,β) with Zα,β(F) := 1
2α2Hnchβ
0 (F) −Hn−2chβ
2 (F) + i Hn−1chβ
1 (F) defines a weak stability condition on Db(X) with respect to 2
H. The quadratic form Q can be
given by the discriminant
H. Moreover, these weak stability conditions vary continuously
as (α, β) ∈R>0 × R varies. defines a weak stability condition on Db(X) with respect to 2
H. The quadratic form Q can be
given by the discriminant
H. Moreover, these weak stability conditions vary continuously
as (α, β) ∈R>0 × R varies. We can visualize the weak stability conditions σα,β in the upper half plane R>0 × R. Definition 3.6 Let v be a vector in 2
H. Definition 3.6 Let v be a vector in 2
H. (1) A numerical wall for v is the set of pairs (α, β) ∈R>0 × R such that there is a vector
w ∈2
H verifying the numerical relation μα,β(v) = μα,β(w). β H
(2) A wall for E ∈Cohβ(X) is a numerical wall for v := ch≤2(E), where ch≤2(E) :=
(ch0(E), ch1(E), ch2(E)),suchthatforevery(α, β)onthewallthereisanexactsequence
of semistable objects 0 →F →E →G →0 in Cohβ(X) such that μα,β(F) =
μα,β(E) = μα,β(G) gives rise to the numerical wall. β (3) A wall for E ∈Cohβ(X) is called an actual wall if E becomes unstable after crossing
the wall. (4) A chamber is a connected component in the complement of the union of walls in the
upper half-plane. (4) A chamber is a connected component in the complement of the union of walls in the
upper half-plane. An important property is that the weak stability conditions σα,β satisfy well-behaved
wall-crossing: walls respect to a class v ∈2
H are locally finite. By [6, Proposition B.5], if
v = ch≤2(E) with E ∈Cohβ(X), then the stability of E remains unchanged as (α, β) varies
in a chamber. According to [31], a numerical wall for v ∈2
H is either a semicircle centered along the
β-axis or a vertical wall parallel to the α-axis. No two walls intersect. Finally, we recall the following variant of the weak stability conditions of Proposition 3.5,
which will be used frequently. Fix μ ∈R and let u be the unit vector in upper half plane
with μ = −Reu
Imu . We denote by Cohμ
α,β(X) the heart obtained by tilting the weak stability
condition σα,β = (Cohβ(X), Zα,β) at the slope μα,β = μ. Proposition 3.7 [7, Proposition 2.15] The pair σ μ
α,β := (Cohμ
α,β(X), Zμ
α,β), where Zμ
α,β := 1
u Zα,β is a weak stability condition on Db(X). 123 A note on Bridgeland moduli spaces and moduli... 813 3.3 Serre-invariant stability conditions on Kuznetsov component Hence K = V ·
˜
GL+
2 (R) = σ(α0, −1
2) ·
˜
GL+
2 (R). (2) Fix 0 < α0 < 1
2. For every (α, β) ∈V , there is a ˜g ∈
˜
GL+
2 (R) such that σ(α, β) =
σ(α0, −1
2) · ˜g. Hence K = V ·
˜
GL+
2 (R) = σ(α0, −1
2) ·
˜
GL+
2 (R). 2
2
(3) Every stability condition in K is Serre-invariant. 2
2
(3) Every stability condition in K is Serre-invariant. (3) Every stability condition in K is Serre-invariant. (3) Every stability condition in K is Serre-invariant. Thus via the equivalences Ku(Yd) ∼= AX4d+2 for d = 3, 4, 5, since this equivalence
commutes with Serre functor, a Serre-invariant stability condition on Ku(Yd) induces a
Serre-invariant stability condition on AX4d+2. Thus via the equivalences Ku(Yd) ∼= AX4d+2 for d = 3, 4, 5, since this equivalence
commutes with Serre functor, a Serre-invariant stability condition on Ku(Yd) induces a
Serre-invariant stability condition on AX4d+2. As shown in [35, Section 5.2], there are some useful numerical properties for Serre-
invariant stability condition on Ku(Y). Note that in the proof of following lemmas in [35],
the only properties of Y they used is that S3
Ku(Y) ∼= [5], hence via the equivalence in
Theorem [28], these properties also hold for Serre-invariant stability conditions on AX. For X = X14, we have: As shown in [35, Section 5.2], there are some useful numerical properties for Serre-
invariant stability condition on Ku(Y). Note that in the proof of following lemmas in [35],
the only properties of Y they used is that S3
Ku(Y) ∼= [5], hence via the equivalence in
Theorem [28], these properties also hold for Serre-invariant stability conditions on AX. For X = X14, we have: Lemma 3.10 For every Serre-invariant stability condition σ on AX14, if F ∈AX14 is
a σ-semistable object of phase φ(F), then the phase of SAX14 (F) satisfies φ(F) <
φ(SAX14 (F)) < φ(F) + 2. In particular, we have Ext2(F, F) = 0. Lemma 3.11 The heart of a Serre-invariant stability condition σ on AX14 has homological
dimension 2. Lemma 3.12 For every Serre-invariant stability condition σ = (A, Z) on AX14 and every
non-zero object F ∈A, we have χ(F, F) ≤−1 and ext1(F, F) ≥2. 3.3 Serre-invariant stability conditions on Kuznetsov component In this subsection, we recall some results in [35], which we will use frequently in the next
sections. Assume that T is a triangulated category with the Serre functor ST . Definition 3.8 A stability σ on T is called Serre-invariant if ST (σ) = σ · ˜g for some
˜g ∈
˜
GL+
2 (R). Recall that Ku(Y4) ∼= AX18 ∼= Db(C2) and Ku(Y5) ∼= AX22 ∼= Db(Q3). Here C2 is a
smooth curve of genus 2 and Q3 is the 3-Kronecker quiver (see [28]). Stability conditions
on these two categories are studied in [16, 32]. Following [35], we define Following [35], we define V := {(α, β) ∈R>0 × R | −1
2 ≤β < 0, α < −β, or −1 < β < −1
2, α ≤1 + β}
and let K be the orbit of V by
˜
GL+(R) We set Z(α β) :
Z0
|
and A(α β) : V := {(α, β) ∈R>0 × R | −1
2 ≤β < 0, α < −β, or −1 < β < −1
2, α ≤1 + β} and let K be the orbit of V by
˜
GL+
2 (R). We set Z(α, β) := Z0
α,β|Ku(Y), and A(α, β) :=
Coh0
α,β(Y) ∩Ku(Y). We define a lattice 2
H,Ku(Y) := Im(K(Ku(Y)) →K(Y) →2
H) ∼=
Z2. and let K be the orbit of V by
˜
GL+
2 (R). We set Z(α, β) := Z0
α,β|Ku(Y), and A(α, β) :=
Coh0
α,β(Y) ∩Ku(Y). We define a lattice 2
H,Ku(Y) := Im(K(Ku(Y)) →K(Y) →2
H) ∼=
Z2. Theorem 3.9 [7], [35, Theorem 3.3, Proposition 3.6, Corollary 5.5] Let Y be a prime Fano
threefold of index 2. (1) The pair σ(α, β) := (A(α, β), Z(α, β)) is a Bridgeland stability condition on Ku(Y)
with respect to 2
H,Ku(Y) ∼= Z2 for every (α, β) ∈V . (2) Fix 0 < α0 < 1
2. For every (α, β) ∈V , there is a ˜g ∈
˜
GL+
2 (R) such that σ(α, β) =
σ(α0, −1
2) · ˜g. Hence K = V ·
˜
GL+
2 (R) = σ(α0, −1
2) ·
˜
GL+
2 (R). (2) Fix 0 < α0 < 1
2. For every (α, β) ∈V , there is a ˜g ∈
˜
GL+
2 (R) such that σ(α, β) =
σ(α0, −1
2) · ˜g. 4 Isomorphisms between Bridgeland moduli spaces of (−1)-classes In this section, we fix (Y, X) = (Yd, X4d+2) ∈Zd ⊂MF2
d × MF1
4d+2 as in [28] for
d = 3, 4, 5. We denote the closed point in Mσ ′ that corresponds to E ∈AX by [E]. In this section, we fix (Y, X) = (Yd, X4d+2) ∈Zd ⊂MF2
d × MF1
4d+2 as in [28] for
d = 3, 4, 5. We denote the closed point in Mσ ′ that corresponds to E ∈AX by [E]. Proposition 4.1 The equivalence : Ku(Y)
∼=
−→AX in Theorem 1.1 induces an isomorphism
between moduli spaces Proposition 4.1 The equivalence : Ku(Y)
∼=
−→AX in Theorem 1.1 induces an isomorphism
between moduli spaces Mσ (Ku(Y), 1 −L)
∼=
−→Mσ ′(AX, 1 −2L) such that maps [E] to [(E)] on the level of closed points. Here σ, σ ′ are Serre-invariant
stabilityconditionson Ku(Y), AX respectively.Inparticular, Mσ ′(AX, 1−2L)isirreducible
and smooth of dimension 2. Proof From [35, Theorem 1.1] we know that (Y) ∼= Mσ (Ku(Y), 1 −L), hence there
is a universal family on Mσ (Ku(Y), 1 −L). Since is of Fourier-Mukai type, the same
argument in Lemma 4.3 shows that induces a morphism such that maps [E] to [(E)]. By
Lemma 3.14 we know that this morphism is a bijection between closed points. Now since
is an equivalence, the induced morphism is étale. Therefore, this morphism is bijective and
étale, which is an isomorphism. The last statement also follows from [35, Theorem 1.1]. ⊓⊔ Corollary 4.2 Let a be a (−1)-class in N(Ku(Y)) and a′ be a (−1)-class in N(AX). Then the
Bridgeland moduli spaces Mσ (Ku(Y), a) ∼= Mσ ′(AX, a′) for any Serre invariant stability
condition σ, σ ′ on Ku(Y), AX respectively. Corollary 4.2 Let a be a (−1)-class in N(Ku(Y)) and a′ be a (−1)-class in N(AX). Then the
Bridgeland moduli spaces Mσ (Ku(Y), a) ∼= Mσ ′(AX, a′) for any Serre invariant stability
condition σ, σ ′ on Ku(Y), AX respectively. Proof (1) When d = 3, all (−1)-classes in AX14 up to signs are [IC] = 1 −2L, [SAX (IC)]
and [S2
AX (IC)], and all (−1)-classes in Ku(Y3) up to signs are [IL] = 1−L, [SKu(Y3)(IL)]
and [S2
Ku(Y3)(IL)]. Now σ and σ ′ are Serre-invariant stability conditions, thus Bridgeland
moduli spaces of stable objects with these (−1)-classes are all isomorphic. 3.3 Serre-invariant stability conditions on Kuznetsov component Lemma 3.13 (Weak Mukai Lemma) Let σ be a Serre-invariant stability condition on AX2g−2. Let A →F →B be a triangle in the heart Aσ such that hom(A, B) = Hom(B, A[2]) = 0. Then ext1(A, A) + ext1(B, B) ≤ext1(F, F) ext1(A, A) + ext1(B, B) ≤ext1(F, F) 123 123 123 814 Z. Liu , S. Zhang When g = 8, as in [35], Hom(B, A[2]) = 0 if σ-semistable factors of A have phases
greater or equal than the phases of the σ-semistable factors of B. When g = 10 and 12, since every heart of a stability condition on A2g−2 has homological
mension 1, hence automatically we have Hom(B, A[2]) = 0. When g = 10 and 12, since every heart of a stability condition on A2g−2 has homological
dimension 1, hence automatically we have Hom(B, A[2]) = 0. The same argument in [35, Lemma 5.13] shows that: Lemma 3.14 Let X := X14 or X22. Let σ be a Serre-invariant stability condition on AX. Then every F ∈AX with ext1(F, F) = 2 is σ-stable. If X = X18, then every F ∈AX with
ext1(F, F) = 1 or χ(F, F) = −1 and ext1(F, F) = 2 is σ-stable. eorem 3.15 [35, Theorem 1.2] Let X := X14, X18 or X22. Every non-empty m
σ ′-stable objects in AX with respect to a Serre-invariant stability condition σ 4 Isomorphisms between Bridgeland moduli spaces of (−1)-classes On the other hand, the
linear isometry of N(Ku(Y5)) on (−1)-classes, given by (x, y) →(−4x −5y, x + y) is
induced by the rotation functor R : Ku(Y5) →Ku(Y5). It is straightforward to check its
action on (x, y)(representing a (−1)-class) corresponds to the multiplication by η. This
means that all (−1)-classes in N(Ku(Y5)) are given by action of rotation functor R on
1−L(up to sign). Thus desired result follows from similar arguments in Proposition 4.1. it is the Pell’s equation x2 −5y2 = 1, which is a Diophantine equation of the form
x2−Ny2 = 1 with a positive non-square integer N. It is a norm equation in the sense that
allsolutions of the equation is the setof allelements in the ringQ(
√
5)of the form x+
√
5y
whose norm is 1. Then by Dirichlet unit theorem, the set of the solutions is an index 2
subgroup of the unit group of the ring of algebraic integers in Q(
√
5), which is isomorphic
to Z(up to sign), generated by the fundamental unit η = 1
2(3 +
√
5) by [15]. Thus all the
integer solutions (x, y) are parametrised by ηi, i ∈Z, up to sign. On the other hand, the
linear isometry of N(Ku(Y5)) on (−1)-classes, given by (x, y) →(−4x −5y, x + y) is
induced by the rotation functor R : Ku(Y5) →Ku(Y5). It is straightforward to check its
action on (x, y)(representing a (−1)-class) corresponds to the multiplication by η. This
means that all (−1)-classes in N(Ku(Y5)) are given by action of rotation functor R on
1−L(up to sign). Thus desired result follows from similar arguments in Proposition 4.1. 4.1 Hilbert schemes of conics as Bridgeland moduli spaces In this subsection, we show that there is an isomorphism between the Fano surface of conics
C(X) and the Bridgeland moduli space p : C(X)
∼=
→Mσ ′(AX, 1 −2L). for X := X14, X18 or X22 and every Serre-invariant stability condition σ ′ on AX. y
y
Let σ ′ be a Serre-invariant Bridgeland stability condition on AX. First, we construct a
natural morphism p : C(X) →Mσ ′(AX, 1 −2L): Let σ ′ be a Serre-invariant Bridgeland stability condition on AX. First, we construct a
ural morphism p : C(X) →Mσ ′(AX, 1 −2L): 4 Isomorphisms between Bridgeland moduli spaces of (−1)-classes (2) When d = 4, there are infinitely many (−1)-classes in N(Ku(Y4)) and N(AX18) respec-
tively. Note that Ku(Y4) ∼= AX18 ∼= Db(C2). All (−1)-classes in Ku(Y4) are permuted by
rotation functor R : E →LOY (E ⊗OY (H)) and the functor preserves the stability con-
ditions on Ku(Y4) by [35, Proposition 5.7]. Then by similar arguments in Proposition 4.1,
all the moduli spaces are isomorphic. (2) When d = 4, there are infinitely many (−1)-classes in N(Ku(Y4)) and N(AX18) respec-
tively. Note that Ku(Y4) ∼= AX18 ∼= Db(C2). All (−1)-classes in Ku(Y4) are permuted by
rotation functor R : E →LOY (E ⊗OY (H)) and the functor preserves the stability con-
ditions on Ku(Y4) by [35, Proposition 5.7]. Then by similar arguments in Proposition 4.1,
all the moduli spaces are isomorphic. (3) d = 5. Let xv + yw ∈N(Ku(Y5)) be a (−1)-class, then the pair of integers (x, y) are
solutions of equation x2+5xy+5y2 = 1. Up to a linear transform: X = x+ 5
2 y, Y = 1
2 y, (3) d = 5. Let xv + yw ∈N(Ku(Y5)) be a (−1)-class, then the pair of integers (x, y) are
solutions of equation x2+5xy+5y2 = 1. Up to a linear transform: X = x+ 5
2 y, Y = 1
2 y, (3) d = 5. Let xv + yw ∈N(Ku(Y5)) be a (−1)-class, then the pair of integers (x, y) are
solutions of equation x2+5xy+5y2 = 1. Up to a linear transform: X = x+ 5
2 y, Y = 1
2 y, 123 A note on Bridgeland moduli spaces and moduli... 815 it is the Pell’s equation x2 −5y2 = 1, which is a Diophantine equation of the form
x2−Ny2 = 1 with a positive non-square integer N. It is a norm equation in the sense that
allsolutions of the equation is the setof allelements in the ringQ(
√
5)of the form x+
√
5y
whose norm is 1. Then by Dirichlet unit theorem, the set of the solutions is an index 2
subgroup of the unit group of the ring of algebraic integers in Q(
√
5), which is isomorphic
to Z(up to sign), generated by the fundamental unit η = 1
2(3 +
√
5) by [15]. Thus all the
integer solutions (x, y) are parametrised by ηi, i ∈Z, up to sign. Next, we show that p is an isomorphism. Lemma 4.3 The projection functor pr induces a morphism Lemma 4.3 The projection functor pr induces a morphism p : C(X) →Mσ ′(AX, 1 −2L) where p([C]) = [pr(IC)] = [IC] on the level of closed points. 5 Bridgeland moduli spaces of (−1)-classes on X14 and Y3 In this section we fix X := X14 and Y := Y3. We show that MX(2, 1, 6) ∼= Mσ ′(AX14, 3s−t)
and MX(2, −1, 6) ∼= Mσ ′(AX14, 2s−t) on X. And we have Mb
Y (2, 1, 2) ∼= Mσ (Ku(Y), v−
w) and Mb
Y (2, −1, 2) ∼= Mσ (Ku(Y), 2v −w) on Y. In this section we fix X := X14 and Y := Y3. We show that MX(2, 1, 6) ∼= Mσ ′(AX14, 3s−t)
and MX(2, −1, 6) ∼= Mσ ′(AX14, 2s−t) on X. And we have Mb
Y (2, 1, 2) ∼= Mσ (Ku(Y), v−
w) and Mb
Y (2, −1, 2) ∼= Mσ (Ku(Y), 2v −w) on Y. where p([C]) = [pr(IC)] = [IC] on the level of closed points. Hence we know that dp is an isomorphism
at every closed point, and therefore p is étale. Now since C(X) is projective and Mσ ′(AX, 1 −2L) is proper, p is projective. Thus p is
an embedding. But Mσ ′(AX, 1 −2L) is irreducible and smooth by Proposition 4.1, hence
p is actually an isomorphism. ⊓⊔ Corollary 4.5 If F ∈AX is a σ ′-stable object for some Serre-invariant stability conditions
σ ′ on AX with [F] = [IC] ∈N(AX), then F ∼= IC[2k] for some conics C on X and k ∈Z. 5.1 MX(2, 1, 6) as Bridgeland moduli space As shown in [23], there are two classes of sheaves in MX(2, 1, 6): globally generated locally
free sheaves and non-locally free sheaves. We first deal with locally free sheaves. When E ∈MX(2, 1, 6) is a locally free sheaf, by
[23, Section 5.2] we have an exact sequence: 0 →OX →E →IC(1) →0 where C is an
elliptic sextic. p
First, we determine the image of E under the projection functor pr. Recall that for a rank
two locally free sheaf F, we have F∨∼= F ⊗det F∨. Lemma 5.1 Let E ∈MX(2, 1, 6) be a locally free sheaf, then we have: Lemma 5.1 Let E ∈MX(2, 1, 6) be a locally free sheaf, then we have:
(1) h0(E) = 5, h1(E) = h2(E) = h3(E) = 0. (2) h0(E∨) = h1(E∨) = h2(E∨) = h3(E∨) = 0. (3) hom(E, E) = 1, ext1(E, E) = 2, ext2(E, E) = ext3(E, E) = 0. ( )
( )
,
( )
( )
( )
(2) h0(E∨) = h1(E∨) = h2(E∨) = h3(E∨) = 0. (3) hom(E, E) = 1, ext1(E, E) = 2, ext2(E, E) = ext3(E, E) = 0. Proof (1) is from [23, Lemma 5.1, Proposition 5.2] and the fact χ(E) = 5. Proof (1) is from [23, Lemma 5.1, Proposition 5.2] and the fact χ(E) = 5. For (2), by Serre duality we have h1(E∨) = h2(E(−1)) = h2(E∨), hence h1(E∨) =
h2(E∨) = 0 by [23, Proposition 5.2]. And h0(E∨) = 0 from stability of E, therefore by
Serre duality we have h0(E∨) = h3(E(−1)) = h3(E∨) = 0. ⊓⊔ (3) is from [23, Proposition 5.10]. ⊓⊔ Lemma 5.2 Let E ∈MX(2, 1, 6) be a locally free sheaf, then we have exti(E∨, E) = 0 for
all i. Lemma 5.2 Let E ∈MX(2, 1, 6) be a locally free sheaf, then we have exti(E∨, E) = 0 for
all i. Proof From the stability and Serre duality, we know exti(E∨, E) = 0 for i = 0, 3. Since E
is globally generated, a general section of E will vanish along an elliptic sextic C in Gr(2, 6). Then we have an exact sequence as in [23]: Proof From the stability and Serre duality, we know exti(E∨, E) = 0 for i = 0, 3. where p([C]) = [pr(IC)] = [IC] on the level of closed points. where p([C]) = [pr(IC)] = [IC] on the level of closed points. Proof From [28, Lemma B.3.3] we know that IC ∈AX for every conic C on X. Hence
pr(IC) = IC. On the other hand, we know that ext1(IC, IC) = 2, hence by Lemma 3.14 IC
is in the heart Aσ ′ up to a shift and σ ′-stable. Similar arguments in [9, Section 5.1] and [1,
Section 5.1] shows that this shift can be chosen uniformly. Now we are going to show that there is a natural morphism p induced by functor pr. Since the projection functor pr : Db(X) →AX is of Fourier-Mukai type, we can assume
K ∈Db(X × X) is the integral kernel and ψK : Db(X)
pr
−→AX →Db(X) be the Fourier-
Mukai transform defined by K. Let I be the universal ideal sheaf on C(X) × X. We define ψ′ := ψK × idC(X) = ψK⊠O
C(X) : Db(X × C(X)) →Db(X × C(X)) Then ψ′(I) is a family of objects in AX parametrised by C(X), which defines a morphism
p : C(X) →Mσ ′(AX, 1 −2L). Then ψ′(I) is a family of objects in AX parametrised by C(X), which defines a morphism
p : C(X) →Mσ ′(AX, 1 −2L). To show p([C]) is given by pr(IC) for any closed point c = [C] ∈C(X), we denote
ic : {c} × X →C(X) × X. Then we have: ψK (i∗
c (I)) ∼= pr(IC) and i∗
c (ψK⊠O
C(X) (I)) ∼= ψi∗c K⊠O
C(X) (IC) ∼= ψK (IC) = pr(IC) This means p([C]) is given by [pr(IC)]. ⊓⊔ Next, we show that p is an isomorphism. 123 816 Z. Liu , S. Zhang Proposition 4.4 The morphism p : C(X) →Mσ ′(AX, 1 −2L) defined in Lemma 4.3 is an
isomorphism. Proposition 4.4 The morphism p : C(X) →Mσ ′(AX, 1 −2L) defined in Lemma 4.3 is an
isomorphism. Proof It is clear that p is injective. The tangent map dp at a closed point [C] is given by dp[C] : Ext1(IC, IC) →Ext1(pr(IC), pr(IC)) dp[C] : Ext1(IC, IC) →Ext1(pr(IC), pr(IC)) Since IC is already in AX, we have pr(IC) = IC. Hence we know that dp is an isomorphism
at every closed point, and therefore p is étale. Since IC is already in AX, we have pr(IC) = IC. 5.1 MX(2, 1, 6) as Bridgeland moduli space Since E
is globally generated, a general section of E will vanish along an elliptic sextic C in Gr(2, 6). Then we have an exact sequence as in [23]: Then we have an exact sequence as in [23]: 0 →OX →E →IC(1) →0 123 A note on Bridgeland moduli spaces and moduli... 817 Applying Hom(E∨, −) to this sequence, and since exti(E∨, OX) = 0 for every i, we have
Exti(E∨, E) = Exti(E∨, IC(1)) = Hi(X, E∨⊗IC), ∀i ≥0. Applying Hom(E∨, −) to this sequence, and since exti(E∨, OX) = 0 for every i, we have
Exti(E∨, E) = Exti(E∨, IC(1)) = Hi(X, E∨⊗IC), ∀i ≥0. As in [23, Section 5.2], E∨|C is split of type (3, 3) or unsplit. When E∨|C is split, it is clear
that h0(E∨|C) = 6. When E∨|C is unsplit, in this case E∨|C is the tensor of a degree 3 line
bundle N with a unique vector bundle F obtained as a non-trivial extension of OC. Thus
E∨|C is a non-trivial extension of N, which gives h0(E∨|C) = 6. Now if the restriction map
H0(E∨) →H0(E∨|C) is not injective, then C is contained in a copy of Gr(2, 5). But this
is impossible since C is of degree 6 and Gr(2, 5) has degree 5. Then the restriction map
H0(E∨) →H0(E∨|C) is an isomorphism from the injectivity. Now applying (X, E∨⊗−)
to the standard exact sequence of C, we obtain Exti(E∨, E) = Hi(E∨⊗IC) = 0. ⊓⊔ ⊓⊔ Therefore by Lemma 5.2, we have pr(E) = LOX (E). From Lemma 5.1 we know that
pr(E) = LOX (E) is given by ker(ev)[1], where ev is the evaluation map: 0 →ker(ev) →H0(E) ⊗OX
ev
−→E →0
(5.1)
It is clear that ch(ker(ev)) = 3−H −L+ 2
3 P. We are going to check that pr(E) = ker(ev)[1]
is σ ′-stable. 0 →ker(ev) →H0(E) ⊗OX
ev
−→E →0
(5.1)
2 (5.1) It is clear that ch(ker(ev)) = 3−H −L+ 2
3 P. We are going to check that pr(E) = ker(ev)[1]
is σ ′-stable. Lemma 5.3 We have ext1(ker(ev), ker(ev)) = 2. Hence pr(E) = ker(ev)[1] ∈AX is σ ′-
stable with respect to every Serre-invariant stability condition σ ′ on AX. Proof The second statement follows from the first one and Lemma 3.14, hence we only need
to show the first statement. TensoringOX(−1)withthesequence5.1andtakingcohomology,wehavehi(ker(ev)(−1))
= 5 · hi(O(−1)) for all i by Lemma 5.1. 5.1 MX(2, 1, 6) as Bridgeland moduli space Zhang Lemma 5.4 Let E ∈MX(2, 1, 6) be a non-locally free sheaf, then we have: Lemma 5.4 Let E ∈MX(2, 1, 6) be a non-locally free sheaf, then we have: (1) h0(E) = 5, h1(E) = h2(E) = h3(E) = 0. (2) h0(E(−1)) = h1(E(−1)) = h2(E(−1)) = h3(E(−1)) = 0. (3) hom(E, E) = 1, ext1(E, E) = 2, ext2(E, E) = ext3(E, E) = 0. (2) h0(E(−1)) = h1(E(−1)) = h2(E(−1)) = h3(E(−1)) = 0. 1
2
3 Proof (1) and (2) both follow from Lemma 2.1 and the above exact sequence 5.2. (3) is from
[23, Proposition 5.12]. ⊓⊔ Proof (1) and (2) both follow from Lemma 2.1 and the above exact sequence 5.2. (3) is from
[23, Proposition 5.12]. ⊓⊔ Lemma 5.5 Let E ∈MX(2, 1, 6) be a non-locally free sheaf, then we have Exti(E∨, E) = 0
for every i. Proof By Proposition 2.1, we know ext1(T , T ) = ext2(T , T ) = ext3(T , T ) = 0 and
hom(T , T ) = 1. From [23, Proposition 5.11] we have T ∨⊗OL ∼= OL ⊕OL(−1), hence
we obtain hom(T , OL) = 1 and ext1(T , OL) = 0. Since Hom(T , T ) →Hom(T , OL) is
induced by the surjective map T ↠OL, this map is non-trivial, hence for dimensional reason
it is an isomorphism. Thus applying Hom(T , −) to the sequence 5.2 above, from the long
exact sequence we obtain that Exti(T , E) = 0, ∀i ≥0. ⊓⊔ ⊓⊔ Therefore by Lemma 5.5, pr(E) = LOX (E), which is given by ker(ev)[1], where ev is
the evaluation map: 0 →ker(ev) →H0(E) ⊗OX
ev
−→E →0. Since H0(E) ⊗E is locally free and E is torsion free, by [20, Proposition 1.1] we know that
in this case ker(ev) is reflexive. Now we want to check pr(E) = ker(ev)[1] is σ ′-stable. This
is almost the same as locally free case: Lemma 5.6 We have ext1(ker(ev), ker(ev)) = 2. Hence pr(E) = ker(ev)[1] ∈AX is σ ′-
stable with respect to every Serre-invariant stability condition σ ′ on AX. Proof The second statement follows from Lemma 3.14, hence we only need to show
the first statement. Using Lemma 5.4, the same arguments in Lemma 5.3 shows that
exti(ker(ev), ker(ev)) = 0 for i = 2, 3. 5.1 MX(2, 1, 6) as Bridgeland moduli space Hence we know h3(ker(ev)(−1)) = 5 and
hi(ker(ev)(−1)) = 0 for i ̸= 3. Thus by Serre duality we have hom(ker(ev), H0(E) ⊗
OX) = 25, exti(ker(ev), H0(E) ⊗OX) = 0 for i ̸= 0. By Serre duality we have Exti(ker(ev), E) = Ext3−i(E(1), ker(ev)). Again by Serre
duality, we have exti(E(1), H0(E) ⊗OX) = 0 when i ̸= 3 and ext3(E(1), H0(E) ⊗
OX) = 25. Also we have Exti(E(1), E) = Ext3−i(E, E), hence by Lemma 5.1 we
know that hom(E(1), E) = ext1(E(1), E) = 0. Therefore applying Hom(E(1), −) to
the exact sequence 5.1 and taking long exact sequence, we obtain hom(E(1), ker(ev)) =
ext1(E(1), ker(ev)) = ext2(E(1), ker(ev)) = 0. Finally, applying Hom(ker(ev), −) to the sequence 5.1, we obtain a long exact sequence. From computations above, we have exti(ker(ev), ker(ev)) = 0 for i
= 2, 3. Since
χ(ker(ev), ker(ev)) = −1, we only need to show hom(ker(ev), ker(ev)) = 1. Note that
H0(X, ker(ev)) = 0, then via the inclusion p ker(ev) →p−1 ker(ev) ⊗H0(E) we
know that H0(X, p ker(ev)) = 0 for all p ≥1. And we have −1 < μ(p ker(ev)) =
pμ(ker(ev)) < 0 for every 1 ≤p ≤2. Therefore ker(ev) is a stable bundle by Hoppe’s
criterion [21] (see also [2, Theorem 1.2]). Hence we obtain that hom(ker(ev), ker(ev)) = 1
and ext1(ker(ev), ker(ev)) = 2. ⊓⊔ ⊓⊔ When E ∈MX(2, 1, 6) is not locally free, by [23, Proposition 5.11], there is an exact
sequence: When E ∈MX(2, 1, 6) is not locally free, by [23, Proposition 5.11], there is an exact
sequence: 0 →E →T →OL →0
(5.2) (5.2) where L is a line on X. By [13, Proposition 3.5], we know T is a rank 2 globally generated
stable vector bundle with c1(T ) = H, c2(T ) = 5L. Thus from Proposition 2.1, we have
T ∼= E∨. where L is a line on X. By [13, Proposition 3.5], we know T is a rank 2 globally generated
stable vector bundle with c1(T ) = H, c2(T ) = 5L. Thus from Proposition 2.1, we have
T ∼= E∨. 818 Z. Liu , S. 5.1 MX(2, 1, 6) as Bridgeland moduli space Since χ(ker(ev), ker(ev)) = −1, we only need
to show hom(ker(ev), ker(ev)) = 1. Note that ker(ev) is reflexive, hence is determined by the complement of any closed subset
of codimension ≥2 (see for example, [20]). And since the non-locally free locus of ker(ev)
has codimension ≥3, without loss of generality we can assume ker(ev) is locally free. Hence
the same argument in Lemma 5.3 shows that hom(ker(ev), ker(ev)) = 1. ⊓⊔ Lemma 5.7 The projection functor induces a morphism Lemma 5.7 The projection functor induces a morphism q : MX(2, 1, 6) →Mσ ′(AX, 3s −t) for every Serre-invariant stability condition σ ′ on AX, such that q([E]) = [pr(E)]. Proof Since χ(E, E) = −1, by [22, Theorem 4.6.5] we know MX(2, 1, 6) is a fine moduli
space. Thus using Lemmas 5.3 and 5.6, this lemma follows from the same argument in
Lemma 4.3. ⊓⊔ Proposition 5.8 The morphism q : MX(2, 1, 6) →Mσ ′(AX, 3s −t) defined in Lemma 5.7
is an isomorphism. Proposition 5.8 The morphism q : MX(2, 1, 6) →Mσ ′(AX, 3s −t) defined in Lemma 5.7
is an isomorphism. 123 A note on Bridgeland moduli spaces and moduli... 819 Proof It is clear that q is injective. Let [E] ∈MX(2, 1, 6) be a closed point, then
T[E]MX(2, 1, 6) = Ext1(E, E). And we know T[q(E)]Mσ ′ = Ext1(ker(ev), ker(ev)) =
Ext1(ker(ev)[1], ker(ev)[1]) = Ext1(pr(E), pr(E)). By definition of projection, we have an
exact triangle H0(E) ⊗OX
ev
−→E →pr(E) H0(E) ⊗OX
ev
−→E →pr(E) ying Hom(E, −) to this triangle and using Lemma 5.4, we obtain a long exact sequence: Applying Hom(E, −) to this triangle and using Lemma 5.4, we obtain a long exact sequence:
0 →Hom(E, E) →Hom(E, pr(E)) →0 →Ext1(E, E)
d[E]q
−−−→Ext1(E, pr(E))
= Ext1(pr(E), pr(E)) →0 0 →Hom(E, E) →Hom(E, pr(E)) →0 →Ext1(E, E)
d[E]q
−−−→Ext1(E, pr(E))
= Ext1(pr(E), pr(E)) →0 The last equality is from the adjunction of pr and i, where i is the embedding AX →Db(X). Thus the tangent map d[E]q : Ext1(E, E) →Ext1(E, pr(E)) = Ext1(pr(E), pr(E)) is an
isomorphism. The last equality is from the adjunction of pr and i, where i is the embedding AX →Db(X). Thus the tangent map d[E]q : Ext1(E, E) →Ext1(E, pr(E)) = Ext1(pr(E), pr(E)) is an
isomorphism. Finally, we know that MX(2, 1, 6) and Mσ ′(AX, 3s −t) are both proper, hence q is
also proper. And since q is injective and étale, it is an embedding. By Proposition 4.1 and
Corollary 4.2, we know that Mσ ′(AX, 3s −t) is irreducible and smooth, therefore q is
actually an isomorphism. ⊓⊔ ⊓⊔ 5.2 MX(2, −1, 6) as Bridgeland moduli space Zhang Proposition 5.11 The projection functor pr induces an isomorphism p′ : MX(2, −1, 6)
∼=
−→Mσ ′(AX, 2s −t) Proposition 5.15 The projection functor pr induces an isomorphism Proposition 5.15 The projection functor pr induces an isomorphism Proposition 5.15 The projection functor pr induces an isomorphism Mb
Y (2, 1, 2)
∼=
−→Mσ (Ku(Y), v −w) Proof Using Lemmas 5.13 and 5.14, a similar argument in Lemma 5.7 shows that pr induces
a morphism Mb
Y (2, 1, 2) →Mσ (Ku(Y), v −w) such that maps [E] to [pr(E)]. And as
in Proposition 5.8, we know that this morphism is étale, injective and proper, hence is an
embedding. Since Mσ (Ku(Y), v −w) is irreducible and smooth by Corollary 4.2, this is an
isomorphism. ⊓⊔ 5.2 MX(2, −1, 6) as Bridgeland moduli space Lemma 5.9 Let E ∈MX(2, −1, 6), then we have:
(1) Hi(E) = 0, ∀i ≥0. (2) Exti(E∨, E) = 0, ∀i ≥0. (2) Exti(E∨, E) = 0, ∀i ≥0. Proof (1): Since E(1) ∈MX(2, 1, 6), this follows from Lemmas 5.1 and 5.4. 3 (2): When E is locally free, we have Exti(E∨, E) = Ext3−i(E∨, E∨). Then the statem
follows from Lemma 5.2. (2): When E is locally free, we have Exti(E∨, E) = Ext3−i(E∨, E∨). Then the statement
follows from Lemma 5.2. When E is not locally free, by Maruyama’s restriction theorem we can choose a sufficiently
general linear section S, such that E(1)|S and E∨|S are both μ-semistable. Since these two
sheaves correspond to primitive vectors, E(1)|S and E∨|S are actually μ-stable. From Lemma 5.5 we know exti(E∨, E(1)) = 0 for all i. Since E∨|S and E(1)|S are stable
and not isomorphic to each other, we have Hom(E∨, E(1)|S) = 0 and Ext2(E∨, E(1)|S) =
Ext2(E∨|S, E(1)|S) = Hom(E(1)|S, E∨|S) = 0. Now since χ(E∨, E(1)|S) = 0, we have
Ext1(E∨, E(1)|S) = 0. Thus applying Hom(E∨, −) to the short exact sequence 0 →E →
E(1) →E(1)|S →0, we obtain Exti(E∨, E) = 0, ∀i ≥0. ⊓⊔ Therefore we know that E ∈AX, which means pr(E) = E. Lemma 5.10 Let E
∈
MX(2, −1, 6), then hom(E, E)
=
1, ext1(E, E)
=
2 and
exti(E, E) = 0 for i ≥2. Hence E is σ ′-stable for every Serre-invariant stability con-
dition σ ′ on AX. Lemma 5.10 Let E
∈
MX(2, −1, 6), then hom(E, E)
=
1, ext1(E, E)
=
2 and
exti(E, E) = 0 for i ≥2. Hence E is σ ′-stable for every Serre-invariant stability con-
dition σ ′ on AX. Proof The second statement follows from Lemma 3.14 and the first one. For the first state-
ment, we have Exti(E, E) = Exti(E(−1), E(−1)), hence the statement follows from
Lemmas 5.1 and 5.4. ⊓⊔ Proof The second statement follows from Lemma 3.14 and the first one. For the first state-
ment, we have Exti(E, E) = Exti(E(−1), E(−1)), hence the statement follows from
Lemmas 5.1 and 5.4. ⊓⊔ Now using Lemmas 5.9, 5.10 and the same argument in the proof of Proposition 5.8, we
obtain the following proposition. 12 820 Z. Liu , S. 5.3 Mb
Y(2, 1, 2) as Bridgeland moduli space Recall that a vector bundle is called normalised if h0(E(−1)) = 0 and h0(E) ̸= 0. We
denote by Mb
Y (2, 1, 2) the moduli space of (semi)stable bundle of rank 2 and Chern class
c1 = 1, c2 = 2, c3 = 0 on Y. Lemma 5.12 Every E ∈Mb
Y (2, 1, 2) is normalised. Proof Since E is stable, we have h0(E(−1)) = hom(O(1), E) = 0. A similar argument in
[23, Lemma 5.1] shows that h2(E) = h3(E) = 0, hence h0(E) ̸= 0 follows from χ(E) = 3. ⊓⊔ Proof Since E is stable, we have h0(E(−1)) = hom(O(1), E) = 0. A similar argument in
[23, Lemma 5.1] shows that h2(E) = h3(E) = 0, hence h0(E) ̸= 0 follows from χ(E) = 3. ⊓⊔ Thus by [10, Lemma 1], every E ∈Mb
Y (2, 1, 2) is ACM, i.e. Hi(E( j)) = 0 for all
1 ≤i ≤2 and all j. Lemma 5.13 For every E ∈Mb
Y (2, 1, 2), we have h∗(E(−1)) = 0 and h0(E) = 3, hi(E) =
0 for i ̸= 0. Proof Since E is ACM, we have hi(E(−1)) = hi(E) = 0 for i ̸= 0, 3. And from stability we
have h0(E(−1)) = 0. By Serre duality and stability of E, we have h3(E) = h0(E∨(−2)) =
h0(E(−3)) = 0. Since χ(E(−1)) = 0 and χ(E) = 3, we know that h3(E(−1)) = 0 and
h0(E) = 3. ⊓⊔ Therefore by Lemma 5.13, pr(E) is given by cone(ev), where ev : H0(E) ⊗OY →E is
the evaluation map. Lemma 5.14 We have ext1(cone(ev), cone(ev)) = 2. Hence pr(E) = cone(ev) is σ-stable
for every Serre-invariant stability condition σ on Ku(Y). Proof Using [10, Lemma 3], a similar argument in Lemma 5.3 shows that ext2(cone(ev),
cone(ev)) = ext3(cone(ev), cone(ev)) = 0.Thusthestatementfollowsfromhom(cone(ev),
cone(ev)) = 1. ⊓⊔ Proof Using [10, Lemma 3], a similar argument in Lemma 5.3 shows that ext2(cone(ev),
cone(ev)) = ext3(cone(ev), cone(ev)) = 0.Thusthestatementfollowsfromhom(cone(ev),
cone(ev)) = 1. ⊓⊔ 5.4 Mb
Y(2, −1, 2) as Bridgeland moduli space We denote by Mb
Y (2, −1, 2) the moduli space of (semi)stable bundle of rank 2 and Chern
class c1 = −1, c2 = 2, c3 = 0 on Y. 123 A note on Bridgeland moduli spaces and moduli... 821 Lemma 5.16 For every E ∈Mb
Y (2, −1, 2), we have E ∈Ku(Y). Proof Since E(1) ∈Mb
Y (2, 1, 2), by Lemma 5.13 we have h∗(E) = 0. And by Serre dual-
ity we have hi(E(−1)) = h3−i(E∨(−1)) = h3−i(E), thus from Lemma 5.13 we know
h∗(E(−1)) = 0. ⊓⊔ Proof Since E(1) ∈Mb
Y (2, 1, 2), by Lemma 5.13 we have h∗(E) = 0. And by Serre dual-
ity we have hi(E(−1)) = h3−i(E∨(−1)) = h3−i(E), thus from Lemma 5.13 we know
h∗(E(−1)) = 0. ⊓⊔ Lemma 5.17 For every E ∈Mb
Y (2, −1, 2), we have hom(E, E) = 1, ext1(E, E) =
2, ext2(E, E) = ext3(E, E) = 0. Hence pr(E) = E is σ-stable with respect to every
Serre-invariant stability condition σ on Ku(Y). Lemma 5.17 For every E ∈Mb
Y (2, −1, 2), we have hom(E, E) = 1, ext1(E, E) =
2, ext2(E, E) = ext3(E, E) = 0. Hence pr(E) = E is σ-stable with respect to every
Serre-invariant stability condition σ on Ku(Y). Proof Since E(1) ∈Mb
Y (2, 1, 2), this is from hom(E, E) = 1 and [10, Lemma 3]. Proposition 5.18 The projection functor pr induces an isomorphism Mb
Y (2, −1, 2)
∼=
−→Mσ (Ku(Y), 2v −w) Proof Using Lemmas 5.16 and 5.17, a similar argument in Proposition 5.11 shows that pr
induces a morphism Mb
Y (2, −1, 2) →Mσ (Ku(Y), 2v−w) such that maps [E] to [pr(E)] =
[E]. And as in Proposition 5.11, we know that this morphism is étale, injective and proper,
hence is an embedding. Since Mσ (Ku(Y), 2v −w) is irreducible and smooth by Corollary
4.2, this is an isomorphism. ⊓⊔ ⊓⊔ 6 Instanton sheaves and wall-crossing Let Y := Yd be a prime Fano threefold of index 2 and degree d. The notion of mathematical
instanton bundle was first introduced on P3 and generalized to Y in [18, 27]. Definition 6.1 Let Y be a prime Fano threefold of index 2. An instanton bundle of charge n
on Y is a Gieseker-stable vector bundle E of rank 2 with c1(E) = 0, c2(E) = n, and satisfies
the instantonic condition: H1(Y, E(−1)) = 0 As shown in [17, 37], every Gieseker-semistable sheaf with (r, c1, c2, c3) = (2, 0, 2, 0)
on Y3 and Y4 automatically satisfies H1(E(−1)) = 0. Therefore, we can give a more general
definition: Definition 6.2 Let Y be a prime Fano threefold of index 2. An instanton sheaf on Y is a
Gieseker-semistable sheaf E of rank 2 with c1(E) = 0, c2(E) = 2 c3(E) = 0, and satisfies
the instantonic condition: H1(Y, E(−1)) = 0 6.1 Wall-crossing Proof If there is a wall, then it is given by a short exact sequence 0 →A →E →B →0 0 →A →E →B →0 such that: (1) μα,−1
2 (A) = μα,−1
2 (B) = μα,−1
2 (E);
(2)
H(A) ≥0,
H(B) ≥0;
(3)
H(A) ≤
H(E),
H(B) ≤
H(E)
(4) ch−1
2 (A) + ch−1
2 (B) = ch−1
2 (E); (1) μα,−1
2 (A) = μα,−1
2 (B) = μα,−1
2 (E); (3)
H(A) ≤
H(E),
H(B) ≤
H(E)
(4) ch−1
2 (A) + ch−1
2 (B) = ch−1
2 (E); For (4) we can assume For (4) we can assume
2, H, d −8
4d
H2
=
a, b
2 H, c
8d H2
+
2 −a, 2 −b
2
H, 2d −16 −c
8d
H2
for some a, b, c ∈Z such that 2|b −a (this is from ch
−1
2
1
−a
2 H = ch1 = c1 ∈Z · H). Since
A, B ∈Coh−1
2 (Y), we have Im(Z(A)) ≥0 and Im(Z(B)) ≥0. Thus b ≥0 and 2 −b ≥0,
which implies b = 0 or b = 1 or b = 2. d
8
2
8
3 2 p
Since μα,−1
2 (E) = d−8
4d −α2,
H(E) = 8
d (H3)2, the previous conditions can be written
as: as: (1)
1
b
c
4d −α2a
= d−8
4d −α2 =
1
2−b
2d−16−c
4d
−α2(2 −a)
;
(2)
b2
4 −ac
4d ≥0, (2−b)2
4
+ (2−a)(c+16−2d)
4d
≥0;
(3)
b2
4 −ac
4d ≤8
d , (2−b)2
4
+ (2−a)(c+16−2d)
4d
≤8
d Now from d−8
4d −α2 < ∞for all α > 0, we know that b ̸= 0 or 2. Then b = 1, and
therefore c −d + 8 = 4d(a −1)α2 by (1). Since 2|b −a, we have a is odd. By (2) and (3)
we have d −32 ≤ac ≤d and d −32 ≤(a −2)(c + 16 −2d) ≤d. 1 Now note that ch
−1
2
1
(A) = 1
2 H = ch1(A) + 1
2aH, thus ch1(A) = c1(A) = 1−a
2 H. 6.1 Wall-crossing In this subsection, we show that when d ̸= 2, the instantonic condition is equivalent to the
non-existence of the maximal semicircle wall with respect to σα,β. Lemma 6.3 Let E ∈Coh−1
2 (Y) be a σα,−1
2 -semistable object for some α > 0 with
ch≤2(E) = (1, 0, −1
d H2). Then E is σα,−1
2 -semistable for every α > 0 and ch(E) =
1 −L + x P for x ∈Z≤0 when d ̸= 1, and x ∈Z≤1 when d = 1. 123 822 Z. Liu , S. Zhang Z. Liu , S. Zhang Proof Assume ch(E) = 1 −L + x P for x ∈Z. From the wall-crossing argument in [35,
Proposition 4.1] we know that E is σα,−1
2 -semistable for every α > 0. Hence by [30], [6,
Conjecture 4.1] holds for E and α = 0. Therefore when d ̸= 1, we have x < 1, which means
x ≤0. When d = 1, we have x ≤3
2, which means x ≤1
⊓⊔ Proof Assume ch(E) = 1 −L + x P for x ∈Z. From the wall-crossing argument in [35,
Proposition 4.1] we know that E is σα,−1
2 -semistable for every α > 0. Hence by [30], [6,
Conjecture 4.1] holds for E and α = 0. Therefore when d ̸= 1, we have x < 1, which means
x ≤0. When d = 1, we have x ≤3
2, which means x ≤1
⊓⊔ Next we rule out all possible walls of [E] = 2 −2L on β = −1
2. Next we rule out all possible walls of [E] = 2 −2L on β = −1
2. Proposition 6.4 When d ̸= 5, the only possible walls for ch(E) = 2 −2L on β = −1
2 are
realized by extensions of ideal sheaves of lines. 1 When d = 5, there are two possible walls on β = −1
2, realized by extensions of ideal
sheaves of lines and object O(−1)[1]. A note on Bridg
After solv
when d ̸= 5,
When (a,
where ch
−1
2
≤2 (
Lemma 6.3 w
α > 0. Henc
sheaves, hen
Whend =
or ch
−1
2
≤2 (B) =
that A ∼= O(
From a sim
Lemma 6.5 L
wall intersec
d+2
2d )2 + α2
The follow
walls:
Lemma 6.6 L
(1) E satisfie
(2) The wall
When d = 1,
Proof Since
tonic conditi
is equivalent
(1) ⇒(2
the wall by d
(2) ⇒(1) (2) The wall given by O(−1)[1] with respect to σα,β is not an actual wall for E. When d = 1, we have (1) implies (2). When d = 1, we have (1) implies (2). When d = 1, we have (1) implies (2). Proof Since χ(E(−1)) = 0 and h0(E(−1)) = h3(E(−1)) = 0 from stability, the instan-
tonic condition is equivalent to H2(E(−1)) = 0. By Serre duality, the instantonic condition
is equivalent to H2(E(−1)) = Hom(O(1), E[2]) = Hom(E, O(−1)[1]) = 0. Proof Since χ(E(−1)) = 0 and h0(E(−1)) = h3(E(−1)) = 0 from stability, the instan-
tonic condition is equivalent to H2(E(−1)) = 0. By Serre duality, the instantonic condition
is equivalent to H2(E(−1)) = Hom(O(1), E[2]) = Hom(E, O(−1)[1]) = 0. (1) ⇒(2): Since we have Hom(O(−1)[1], E) = 0, these lead to the non-existence of
the wall by definition. y
(2) ⇒(1): The instantonic condition is equivalent to H2(E(−1)) = Hom(E, O(−1)[1])
= 0. By [8, Proposition 4.8] we know E is σα,β-semistable for α ≫0 and β < 0. Now by
Lemma 6.5, we know that O(−1)[1] gives the biggest semicircle wall. So if O(−1)[1] is
not an actual wall, then after crossing this wall, E remains σα,β-semistable. But when d =
3, 4, 5, under this wall we have E ∈Cohβ(Y) and O(−1)[1] ∈Cohβ(Y), and μα,β(E) >
μα,β(O(−1)[1]), which gives Hom(E, O(−1)[1]) = 0. ⊓⊔ Corollary 6.7 Let E be an instanton sheaf. Then E ∈Cohβ(Y) is σα,β-semistable for every
α > 0 and β = −1
2, −1. Corollary 6.7 Let E be an instanton sheaf. Then E ∈Cohβ(Y) is σα,β-semistable for every
α > 0 and β = −1
2, −1. Proof This immediately follows from Proposition 6.4, Lemmas 6.5 and 6.6. Proof This immediately follows from Proposition 6.4, Lemmas 6.5 and 6.6. A note on Bridg
After solv
when d ̸= 5,
When (a,
where ch
−1
2
≤2 (
Lemma 6.3 w
α > 0. Henc
sheaves, hen
Whend =
or ch
−1
2
≤2 (B) =
that A ∼= O(
From a sim
Lemma 6.5 L
wall intersec
d+2
2d )2 + α2
The follow
walls:
Lemma 6.6 L
(1) E satisfie
(2) The wall
When d = 1,
Proof Since
tonic conditi
is equivalent
(1) ⇒(2
the wall by d
(2) ⇒(1) A note on Bridgeland moduli spaces and moduli... 823 After solving this, we find that the only possible solutions are (a, c, α) = (1, d −8, R>0)
when d ̸= 5, and (a, c, α) = (1. −3, R>0), (−1, −5,
1
√
20), (3, −1,
1
√
20) when d = 5. When (a c) = (1 d
8) the destabilizing sequence is given by √
20
√
20
When (a, c) = (1, d −8), the destabilizing sequence is given by 0 →A →E →B →0 where ch
−1
2
≤2 (A) = ch
−1
2
≤2 (B) = (1, 1
2 H, d−8
8d H2). Since ch3(A)+ch3(B) = ch3(E) = 0, by
Lemma 6.3 we know actually ch(A) = ch(B) = 1 −1
d H2 and σα,−1
2 -semistable for every
α > 0. Hence from [6, Lemma 2.7] and Pic(Y) ∼= Z, we know that A and B are μ-semistable
sheaves, hence both isomorphic to ideal sheaves of lines. 1 Whend = 5and(a, c) = (−1, −5), (3, −1),wehaveeitherch
−1
2
≤2 (A) = (−1, 1
2 H, −1
8 H2)
or ch
−1
2
≤2 (B) = (−1, 1
2 H, −1
8 H2). Thus by a standard result in [7, Proposition 2.14] we know
that A ∼= O(−1)[1] or B ∼= O(−1)[1]. ⊓⊔ From a similar computation in Proposition 6.4, we have: Lemma 6.5 Let d ̸= 2 and E ∈Coh−1(Y) with ch(E) = 2−2L. Then there is no semicircle
wall intersect with β = −1. Therefore, the maximal possible semicircle wall for E is (β −
d+2
2d )2 + α2 = ( d−2
2d )2 realized by O(−1)[1]. The following lemma gives another description of instantonic condition as existence of
walls: Lemma 6.6 Let d ̸= 1, 2 and E ∈Mss
Y (2, 0, 2). Then the following are equivalent:
(1) E satisfies instantonic condition. Lemma 6.6 Let d ̸= 1, 2 and E ∈Mss
Y (2, 0, 2). Then the following are equivalent:
(1) E satisfies instantonic condition. Lemma 6.6 Let d ̸= 1, 2 and E ∈Mss
Y (2, 0, 2). Then the following are equivalent:
(1) E satisfies instantonic condition. (1) E satisfies instantonic condition. (1) E satisfies instantonic condition. fi
(2) The wall given by O(−1)[1] with respect to σα,β is not an actual wall for E. 6.1 Wall-crossing And ch
−1
2
2
(A) =
c
8d H2 = ch2 + 1
2ch1H + 1
8ch0H2 = c2
1−2c2
2
+ 1−a
4 H2 + 1
8aH2, hence
( c
8d −(1−a)2
8
−2−a
8 )H2 = −c2 ∈Z·H.Insummary,wehavefollowingsystemofinequalities: (1) d = 1, 2, 3, 4, 5 and a, c ∈Z, a odd and α > 0;
2 (1) d = 1, 2, 3, 4, 5 and a, c ∈Z, a odd and α > 0;
2 (2) c −d + 8 = 4d(a −1)α2; (3) d −32 ≤ac ≤d;
(4) d −32 ≤(a −2)(c + 16 −2d) ≤d;
(5)
c
8 −d(1−a)2
8
−d(2−a)
8
∈Z. 123 123 Proof This immediately follows from Proposition 6.4, Lemmas 6.5 and 6.6. ⊓⊔ We denote the moduli space of instanton sheaves by Minst
Y
. Let Y = Y3, Y4 or Y5. We
collect some properties and classifications of instanton sheaves from [17, 27, 37, 39]. Recall
that on a smooth conic C ∼= P1, the theta-characteristic is given by θ ∼= OP1(−1). Lemma 6.8 Let Y = Y3, Y4 or Y5. Let E ∈Mss
Y (2, 0, 2). 123 Z. Liu , S. Zhang 824 (1) E is an instanton sheaf. (2) If E is Gieseker-stable, then E is either locally free or defined by 0 →E →H0(θ(1)) ⊗OY →θ(1) →0 where θ is a theta-characteristic of a smooth conic C ⊂Y3. If E is strictly Gieseker-
semistable, then E is an extension of two ideal sheaves of lines. i (3) For every E ∈Minst
Y
, we have E ∈Ku(Y). (4) Minst
Y
is irreducible, projective and smooth of dimension 5. Proof (1): When Y = Y3, this is proved in the proof of [17, Theorem 2.4]. When Y = Y4,
this is from [37, Theorem 1.2]. When Y = Y5, if E is not an instanton sheaf, then O(−H)[1]
gives an actual wall on β = −1
2 by Lemma 6.6, and we have an exact sequence in Coh−1
2 (Y) 0 →F →E →O(−H)[1] →0 where F ∈Coh−1
2 (Y) is σα,−1
2 -semistable for some α > 0. In this case we have ch≤2(F) =
1 where F ∈Coh−1
2 (Y) is σα,−1
2 -semistable for some α > 0. In this case we have ch≤2(F) =
(3 −H
1 H2) which contradicts [30 Proposition 3 2] (3, −H, 1
10 H2), which contradicts [30, Proposition 3.2]. 10
p
(2): This is from [17, Theorem 3.5], [37, Theorem 1.4] and [39, Theorem 1.2]. 10
(2): This is from [17, Theorem 3.5], [37, Theorem 1.4] and [39, Theorem 1.2]. (3): This is from the classification of such sheaves and the same argument as in [37,
mma 4.1]. (3): This is from the classification of such sheaves and the same argument as in [37,
Lemma 4.1]. (4): This is from [17, Theorem 4.6], [37, Theorem 5.4] and [39, Theorem 5.6]. (4): This is from [17, Theorem 4.6], [37, Theorem 5.4] and [39, Theorem 5.6]. 7 Moduli of instanton sheaves on Yd as Bridgeland moduli space Let Y := Yd. In this section, we are going to show that the projection functor pr induces
an isomorphism Minst
Y
∼=
−→Mss
σ (Ku(Y), 2 −2L) for d ̸= 1, 2 and an open immersion
Minst
Y
→Mss
σ (Ku(Y), 2 −2L) for d = 1, 2. (1) E is an instanton sheaf. 7.2 Bridgeland (semi)stable objects are (semi)stable sheaves In this subsection we assume 3 ≤d ≤5. We show that for every σ(α, −1
2)-(semi)stable
object F ∈A(α, −1
2) with [F] = 2L −2, we have F[−1] is Gieseker-(semi)stable sheaf. Our argument is as follows: 2
Our argument is as follows: First, using Proposition 6.4, a similar argument in [7, Lemma 6.11] shows that when
starting at (α0, β0) = ( d−2
2d , −d+2
2d ) and β0 approaching to −1
2, the only wall we will meet
is the wall C realized by O(−1)⊕a[2] for some a ∈Z>0. Then following the argument in
[35, Proposition 4.6], if C is not an actual wall, we can show that F[−1] ∈Coh−1
2 (Y) is
σα,−1
2 -semistable for every α > 0. Then again by [6, Lemma 2.7], F[−1] is a μ-semistable
sheaf. Therefore, by Lemma 7.4, Lemma 6.8 and the standard slope-comparison argument,
F[−1] is actually an instanton sheaf. When C is an actual wall, we also follow the argument in [35, Proposition 4.6] and show
that crossing this wall will lead to a contradiction. Lemma 7.3 Let (α0, β0) = ( d−2
2d , −d+2
2d ) and F ∈Coh0
α0,β0(Y) be a σ 0
α0,β0-semistable object
with ch(F) = 2L −2. Then when β0 approaching β = −1
2, the only wall of F with respect
to σ 0
α,β can be only realized by O(−1)⊕a[2] for some a ∈Z>0. Proof We consider the location of possible walls for F. As shown in Lemma 6.5, there is no
semicircle wall intersecting with β = −1. Thus the point (α0, β0) already lies on the maximal
numerical wall C, and we only need to show that this wall is realized by O(−1)⊕a[2] for
some a ∈Z>0. Proof We consider the location of possible walls for F. As shown in Lemma 6.5, there is no
semicircle wall intersecting with β = −1. Thus the point (α0, β0) already lies on the maximal
numerical wall C, and we only need to show that this wall is realized by O(−1)⊕a[2] for
some a ∈Z>0. We assume that C is given by a sequence 0 →A →F →B →0 such that when (α, β) lies on the wall, then Z0
α,β(A) and Z0
α,β(B) lie on the open line
segment connecting 0 and Z0
α,β(F). By continuity, this still holds at the end point (α, β) =
(0, −1). 7.1 In Kuznetsov component Thus taking α = 1
2 −ϵ for 0 < ϵ ≪1 gives μα,−3
2 (E) > μα,−3
2 (O(−2)[1]), which implies
hom(E, O(−2)[1]) = hom(O(−2)[1], E(−2)[3]) = h2(E) = 0. ⊓⊔ ⊓⊔ Proposition 7.2 Let E ∈Minst
Y
be an instanton sheaf. Then we have E[1] ∈A(α, −1
2) is
σ(α, −1
2)-semistable for every 0 < α < 1
2. If d ̸= 1 and E is Gieseker-stable, then E[1] is
σ(α, −1
2)-stable for every 0 < α < 1
2. Proof This is from Lemma 7.1 and Corollary 6.7. When d ̸= 1 and E[1] is strictly σ(α, −1
2)-
semistable, by Lemmas 7.11, 7.12 and [35, Theorem 1.1] we know that E is an extension of
ideal sheaf of lines, hence is strictly Gieseker-semistable. ⊓⊔ 7.1 In Kuznetsov component First, we show that every instanton sheaf E is in the Kuznetsov component Ku(Y). When
d = 3, 4 and 5, this is shown in [17, 37, 39] by using the classifications of instanton sheaves. We give another proof, which does not need classification results on Y1 and Y2, and also
works for d = 3, 4, 5. Lemma 7.1 For every E ∈Minst
Y
, we have H∗(E) = H∗(E(−1)) = 0. Thus E ∈Ku(Y). Lemma 7.1 For every E ∈Minst
Y
, we have H∗(E) = H∗(E(−1)) = 0. Thus E ∈Ku(Y) Proof When d = 3, 4, 5, this is from Lemma 6.8. Assume d = 1, 2. From the stability and Serre duality, we have h0(E) = h0(E(−1)) =
h3(E) = h3(E(−1)) = 0. By the instantonic condition and χ(E(−1))=0, we have
h1(E(−1)) = 0. Since χ(E) = 0, we only need to show h2(E) = 0. Assume d = 1, 2. From the stability and Serre duality, we have h0(E) = h0(E(−1)) =
h3(E) = h3(E(−1)) = 0. By the instantonic condition and χ(E(−1))=0, we have
h1(E(−1)) = 0. Since χ(E) = 0, we only need to show h2(E) = 0. When d = 2, from Corollary 6.7 we know that E ∈Coh−1(Y) is σα,−1-semistable for
every α > 0. By [7, Proposition 2.14] we have that O(−2)[1] ∈Coh−1(Y) is σα,−1-stable for
every α > 0. Thus taking 0 < α ≪1 gives μα,−1(E) > μα,−1(O(−2)[1]), which implies
hom(E, O(−2)[1]) = hom(O(−2)[1], E(−2)[3]) = h2(E) = 0. 3 When d = 1, from Lemma 6.4, 6.6 and Corollary 6.7, we know that E ∈Coh−3
2 (Y) is
σα,−3
2 -semistable for α ≫0, and remain semistable when α = 1
2 −ϵ for 0 < ϵ ≪1. By 123 A note on Bridgeland moduli spaces and moduli... 825 [7, Proposition 2.14] we have that O(−2)[1] ∈Coh−3
2 (Y) is σα,−3
2 -stable for every α > 0. Thus taking α = 1
2 −ϵ for 0 < ϵ ≪1 gives μα,−3
2 (E) > μα,−3
2 (O(−2)[1]), which implies
hom(E, O(−2)[1]) = hom(O(−2)[1], E(−2)[3]) = h2(E) = 0. ⊓⊔ [7, Proposition 2.14] we have that O(−2)[1] ∈Coh−3
2 (Y) is σα,−3
2 -stable for every α > 0. ⊓⊔ Proposition 7.5 Assume d ̸= 1, 2. For every object F ∈A(α, −1
2) with [F] = 2L −2 and
σ(α, −1
2)-(semi)stable for some 0 < α < 1
2, we have F[−1] is a (semi)stable instanton
sheaf. Proof We argue as [35, Proposition 4.6]. By [35, Proposition 3.6], without loss of generality
we can assume F is in the heart Coh0
α,β(Y) for (α, β) ∈V . ,β
From d ≥3 we can find a point (α0, β0) = ( d−2
2d , −d+2
2d ) ∈V such that F ∈Coh0
α0,β0(Y)
and μ0
α0,β0 = +∞. By Lemmas 6.5 and 7.3, this is the top point of the semicircle wall,
denoted by C, realized by O(−1)⊕a[2]. Assume that C is not an actual wall for F. Thus F is σ 0
α0,β0-semistable and remains
semistable when β0 approaches −1
2. By the definition of Coh0
α,−1
2 (Y), there is an exact triangle A[1] →F →B such that A (resp. B) ∈Coh−1
2 (Y) with σα,−1
2 -semistable factors having slope μα,−1
2 ≤0
(resp. μα,−1
2 > 0). Since F is σ 0
α,−1
2 -semistable, we have that Zα,−1
2 (B) = 0. Hence either
B is supported on a point or B = 0, and therefore ch(A) = (2, 0, −2
d H2, mP) where m ≥0
is the length of B. Moreover, A[1] is σ 0
α,−1
2 -semistable and, since A ∈Coh−1
2 (Y), we have
that A is σα,−1
2 -semistable. such that A (resp. B) ∈Coh−1
2 (Y) with σα,−1
2 -semistable factors having slope μα,−1
2 ≤0
(resp. μα,−1
2 > 0). Since F is σ 0
α,−1
2 -semistable, we have that Zα,−1
2 (B) = 0. Hence either
B is supported on a point or B = 0, and therefore ch(A) = (2, 0, −2
d H2, mP) where m ≥0
is the length of B. Moreover, A[1] is σ 0
α,−1
2 -semistable and, since A ∈Coh−1
2 (Y), we have
that A is σα,−1
2 -semistable. 2
But as we showed in Proposition 6.4, A is actually σα,−1
2 -semistable for every α > 0
when d = 3, 4 and σα,−1
2 -semistable for α >
1
√
20 when d = 5. Hence A is a μ-semistable
sheaf by [6, Lemma 2.7]. 7.2 Bridgeland (semi)stable objects are (semi)stable sheaves Assume ch−1
≤2(A) = (a, bH, c
2d H2) for a, b, c ∈Z. Since μ0
α0,β0(F) = +∞,
we have Re(Z0
α0,β0(A)) ≤0 and Re(Z0
α0,β0(A)) ≤0. Thus we have b = −2, −1, 0. First
we assume b = −1, then we have μ0,−1(A) = −c
2d . Since ch−1
≤2(O(−1)) = (1, 0, 0), we
have μ0
0,−1(O(−1)) = +∞. Therefore, μ0
0,−1(A) = μ0
0,−1(O(−1)) implies c = 0. Hence
we have ch−1
≤2(A) = (a, −H, 0) and ch−1
≤2(B) = (−2 −a, −H, ( 2
d −1)H2). But this is
impossible since we must have μ0
0,−1(B) = +∞. 123 826 Z. Liu , S. Zhang Thus we have b = 0 or 2, and in these cases either ch≤2(A) = (a, −aH, a
2 H2) or
ch≤2(B) = (a, −aH, a
2 H2). By a standard argument, we conclude that A ∼= O(−1)⊕a[2]
or B ∼= O(−1)⊕a[2]. ⊓⊔ Lemma 7.4 Let A be a μ-semistable sheaf with ch(A) = 2−2L, such that σα,−1
2 -semistable
for α ≫0, then A is Gieseker-semistable. Proof If A is not Gieseker-semistable, let G ⊂A be the destabilizing sheaf. Then rk(G) = 1,
χ(G(n)) > χ(A(n))/2 when n ≫0 and G is Gieseker-semistable. Assume that ch(G) =
1 + aH + b
2 L + c
2 P where a, b, c ∈Z. 2
2
We know that χ(G(n)) = (1 + d+3
3 a + b+c
2 ) + ( d+3
3
+ da + b
2)n + (a + 1) d
2 n2 + d
6 n3
and χ(A(n))/2 = d
3 n + d
2 n2 + d
6 n3. From χ(G(n)) > χ(A(n))/2 for n ≫0, we have: (1) a > 0;
(2) a = 0, −2 < b;
(3) a = 0, b = −2, c > 0. By the μ-semistability of A, (1) is impossible. For (2) we have μα,−1
2 (G) > μα,−1
2 (A), which
contradicts the σα,−1
2 -semistability of A. Hence the only possible case is ch(G) = 1−L+ c
2 P
and c > 0. Since χ(G) ∈Z, we can assume that ch(G) = 1 −L + x P for x ∈Z+. By the μ-semistability of A, (1) is impossible. For (2) we have μα,−1
2 (G) > μα,−1
2 (A), which
contradicts the σα,−1
2 -semistability of A. 7.2 Bridgeland (semi)stable objects are (semi)stable sheaves Hence the only possible case is ch(G) = 1−L+ c
2 P
and c > 0. Since χ(G) ∈Z, we can assume that ch(G) = 1 −L + x P for x ∈Z+. Since 1 −L + x P is a primitive class, G is actually μ-stable. Then by [6, Lemma 2.7], G
is σα,−1
2 -stable for α ≫0. But by Lemma 6.3 this contradicts x ∈Z+. Hence we conclude
that A is Gieseker-semistable. ⊓⊔ Since 1 −L + x P is a primitive class, G is actually μ-stable. Then by [6, Lemma 2.7], G
is σα,−1
2 -stable for α ≫0. But by Lemma 6.3 this contradicts x ∈Z+. Hence we conclude
that A is Gieseker-semistable. ⊓⊔ ⊓⊔ By [30], after taking α →0, [6, Conjecture 4.1] holds for A and
α = 0, β = −1
2. And when d = 5 we take α =
1
√
20, β = −1
2. 123 A note on Bridgeland moduli spaces and moduli... 827 Thus we have m ≤1 when d = 3, 4, and m = 0 when d = 5. Assume m = 1,
then we apply Hom(OY , −) to A[1] →F →B and obtain hom(OY , A[2]) = 1 and
hom(OY , A[i]) = 0 for i ̸= 2. By Serre duality we have hom(A, O(−2)[1]) = 1. But using Lemma 6.5, a similar slope-comparison argument in Lemma 7.1 shows that
hom(A, O(−2)[1]) = 0, which makes a contradiction. Thus we conclude that F = A[1], hence F[−1] is σα,−1
2 -semistable for every α > 0. By Lemma 7.4, F[−1] = A is actually a Gieseker-semistable sheaf. If F is σ(α, −1
2)-
stable, it can not be an extension of ideal sheaves of lines up to some shifts. Hence F[−1] is
Gieseker-stable in this case. When d = 3, 4, by Lemma 6.8 we know that F[−1] is an instanton sheaf. When
d
= 5, from Lemma 6.5 we know that the only wall intersecting with β
= −1
2
is realized by O(−1)[2], and this is not an actual wall for F by assumption. Since
μα,−1
2 (O(−1)[1]) = α2 −1
4 and μα,−1
2 (F[−1]) = −3
20 −α2, if we take α <
1
√
20, we
obtain F, O(−1)[2] ∈Coh0
α,−1
2 (Y) and μ0
α,−1
2 (F) > μ0
α,−1
2 (O(−1)[2]), which implies
Hom(F[−1], O(−1)[1]) = 0. Hence F[−1] is an instanton sheaf. 1 Now we assume that C is an actual wall. Then F becomes unstable when β0 →−1
2, and
F is strictly σ 0
α0,β0-semistable and there is a sequence in 0 →P →F →Q →0 Coh0
α0,β0(Y), where P, Q are σ 0
α0,β0-semistable with the same slope +∞. From Lemma 7.3
we know that P ∼= O(−1)⊕a[2]. Coh0
α0,β0(Y), where P, Q are σ 0
α0,β0-semistable with the same slope +∞. From Lemma 7.3
we know that P ∼= O(−1)⊕a[2]. Therefore, we have χ(P, Q) < 0. Since P, Q are in the same heart, we know
that Hom(P, Q[i]) = 0 for i ≤0. ⊓⊔ And by Serre duality we have Hom(P, Q[i]) =
Hom(Q, O(−3H)⊕a[5 −i]) = 0 for i ≥3, since O(−3H)[2] ∈Coh0
α0,β0(Y) is σ 0
α0,β0-
stable with slope μ0
α0,β0(Q) = +∞> μ0
α0,β0(O(−3H)[2]). So Hom(P, Q[1]) ̸= 0 and we
can define an object G as the non-trivial extension 0 →Q →G →P →0 in Coh0
α0,β0(Y). Now G is σ 0
α,β-semistable when β →−1
2. The argument in previous
cases shows that G[−1] is an instanton sheaf. Thus we have Hom(G[−1], O(−1)[1]) =
Hom(G, O(−1)[2]) = 0 and makes a contradiction. ⊓⊔ in Coh0
α0,β0(Y). Now G is σ 0
α,β-semistable when β →−1
2. The argument in previous
cases shows that G[−1] is an instanton sheaf. Thus we have Hom(G[−1], O(−1)[1]) =
Hom(G, O(−1)[2]) = 0 and makes a contradiction. ⊓⊔ ⊓⊔ Now we construct isomorphisms between moduli spaces: Theorem 7.6 Let Y = Y3, Y4, Y5. The projection functor pr induces an isomorphism Minst
Y
∼=
−→Mss
σ (Ku(Y), 2L −2) for every Serre-invariant stability condition σ on Ku(Y). for every Serre-invariant stability condition σ on Ku(Y). Proof By Proposition 7.13, we can assume σ = σ(α, −1
2) for 0 < α <
1
2. Using
Proposition 7.2 and the GIT construction of Mss
Y (2, 0, 2), a similar argument in [37, Sec-
tion 5] and [39, Section 5] shows that the projection functor pr induces a morphism
Minst
Y
→Mss
σ (Ku(Y), 2L −2). Y
By Proposition 7.2 and Proposition 7.5, we know that this morphism is bijective on closed
points. Since the functor pr is the identity on E, we know that this morphism is étale. Thus
the projection functor induces a bijective étale morphism, which is an isomorphism. ⊓⊔ 828 Z. Liu , S. Zhang Theorem 7.7 Let Y = Y1, Y2. The projection functor pr induces an open immersion Theorem 7.7 Let Y = Y1, Y2. The projection functor pr induces an open immersion Minst
Y
→Mss
σ (Ku(Y), 2L −2) for every Serre-invariant stability condition σ ∈K. Proof By [35, Proposition 3.6], we can assume σ = σ(α, −1
2). Using Proposition 7.2 and
the GIT construction of Mss
Y (2, 0, 2), a similar argument in [37, Section 5] and [39, Section
5] shows that the projection functor pr induces a morphism Minst
Y
→Mss
σ (Ku(Y), 2L −2). Y
By Proposition 7.2, we know that this is injective on closed points. Since the functor pr is
the identity on E, we know that this morphism is étale. Thus the projection functor induces
an injective étale morphism, which is an open immersion. ⊓⊔ 7.3 All Serre-invariant stability conditions 829 The table of dimension of page 2 is: The table of dimension of page 2 is: on of page 2 is: dim E p,q
2
=
0 0 0
a b c
2 4 0
d e f dim E p,q
2
=
0 0 0
a b c
2 4 0
d e f From the convergence of spectral sequence, we know c = 0, b = 0. And from χ(N, M) =
−1 we know a −b + c = −1, which implies a = −1, thus makes a contradiction. p
Next we assume d = 4, 5. In both cases the heart of a stability condition on Ku(Y) has
homological dimension 1, hence E p,q
2
= E p,q
∞. If we take q = 0, we obtain 5 = ext1(F, F) ≥
i
ext1(Hi(F), Hi(F)) ≥r If r = 1 then we are done. Otherwise if r ≥2, then this is also impossible since 1 =
hom(F, F) = dim E0,0
2
+ dim E1,−1
2
≥dim E0,0
2
= 2 from the convergence of spectral
sequence, which makes a contradiction. ⊓⊔ From some elementary computations, we have: Lemma 7.9 Let A, B ∈Ku(Y). Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w for
ai, bi ∈Z, then μα,−1
2 (A) = μα,−1
2 (B) if and only if one of the following holds:
(1) a1 = a2 = 0 or b1 = b2 = 0
(2) a1, a2, b1, b2 ̸= 0, and a1
b1 = a2
b2 . Lemma 7.9 Let A, B ∈Ku(Y). Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w for
ai, bi ∈Z, then μα,−1
2 (A) = μα,−1
2 (B) if and only if one of the following holds:
(1) a1 = a2 = 0 or b1 = b2 = 0
(2) a1, a2, b1, b2 ̸= 0, and a1
b1 = a2
b2 . Proposition 7.10 Let F ∈Ku(Y) be an object with ch(F) = 2 −2L and hom(F, F) =
1, ext1(F, F) = 5, ext2(F, F) = ext3(F, F) = 0, then F is σ-stable for every Serre-
invariant stability condition on Ku(Y). In particular, every E ∈MY (2, 0, 2) is σ-stable. Proof By Lemma 7.8, without loss of generality we can assume that F ∈Aσ . 7.3 All Serre-invariant stability conditions In this subsection, we assume Y := Yd for d = 3, 4, 5. We can consider all Serre-invariant
stability conditions, not only for σ ∈K. Lemma 7.8 Let F ∈Ku(Y) be an object with [F] = 2v = 2 −2L and hom(F, F) =
1, ext1(F, F) = 5, ext2(F, F) = ext3(F, F) = 0. Then F is in the heart of every Serre-
invariant stability on Ku(Y) up to some shifts. Proof As in [9, Lemma 4.5], we consider the spectral sequence for objects in Ku(Y) whose
second page is given by E p,q
2
=
i
Hom p(Hi(F), Hi+q(F)) ⇒Hom p+q(F, F) where the cohomology is taken with respect to the heart. 1
1 where the cohomology is taken with respect to the heart. 1
1 where the cohomology is taken with respect to the heart. 1
1 First we assume d = 3. Then E1,q
2
= E1,q
∞by Lemma 3.11. Thus ext1(∗, ∗) ≥2 for
∗∈Ku(Y). If we take q = 0, we obtain 5 = ext1(F, F) ≥
i
ext1(Hi(F), Hi(F)) ≥2r where r is the number of non-zero cohomology objects of F. where r is the number of non-zero cohomology objects of F. If r = 1. then F is already in the heart up to some shifts. Otherwise if r = 2, we denote
these two cohomology objects by M, N. Thus we have ext1(M, M) = ext1(N, N) = 2 or
ext1(M, M) = 2, ext1(N, N) = 3 or ext1(M, M) = 3, ext1(N, N) = 2. But χ(M, M) ≤
−1 and χ(N, N) ≤−1, hence if ext1(M, M) = 2, ext1(N, N) = 3, then χ(M, M) = −1
and −2 ≤χ(N, N) ≤−1. Since there is no (-2)-class in Ku(Y3), we have χ(M, M) =
χ(N, N) = −1. In other two cases we also have χ(M, M) = χ(N, N) = −1, i.e. M and N
are always (-1)-classes. Now since ch(F) = 2 −2L = 2v, by classifications of (−1)-classes
we know ch(M) = ch(N) = 1 −L = v. Thus the second page is: E p,q
2
=
0
0
0
Hom(N, M)
Ext1(N, M)
Ext2(N, M)
Hom(M, M) ⊕Hom(N, N) Ext1(M, M) ⊕Ext1(N, N)
0
Hom(M, N)
Ext1(M, N)
Ext2(M, N) 123 123 A note on Bridgeland moduli spaces and moduli... 7.3 All Serre-invariant stability conditions If F is not σ-semistable, then there is an exact triangle If F is not σ-semistable, then there is an exact triangle A →F →B such that A, B are both σ-semistable with φ(A) > φ(B). Hence we have Hom(A, B) = 0
and ext2(B, A) = ext2(A, A) = ext2(B, B) = 0. such that A, B are both σ-semistable with φ(A) > φ(B). Hence we have Hom(A, B) = 0
and ext2(B, A) = ext2(A, A) = ext2(B, B) = 0. First we assume d = 3. By Lemma 3.13 we have ext1(A, A) + ext1(B, B) ≤ext1(F, F) = 5 ext1(A, A) + ext1(B, B) ≤ext1(F, F) = 5 By Lemma 3.12, the only possible cases are ext1(A, A) = ext1(B, B) = 2 or ext1(A, A) =
2, ext1(B, B) = 3 or ext1(A, A) = 3, ext1(B, B) = 2. But χ(A, A) ≤−1 and χ(B, B) ≤
−1, hence if ext1(A, A) = 2, ext1(B, B) = 3, then −1 ≤χ(A, A) ≤−1 and −2 ≤
χ(B, B) ≤−1. Since there is no (-2)-class in Ku(Y3), we have χ(A, A) = χ(B, B) = −1. In other two cases we also have χ(A, A) = χ(B, B) = −1, i.e. A and B are always (-1)-
classes. Now since ch(F) = 2−2L = 2v, by classification of (−1)-classes we know ch(A) =
ch(B) = 1 −L = v. But in this case we have φ(A) = φ(B), which is a contradiction. When d = 4, 5, the heart Aσ of Ku(Y) has homological dimension 1, then it is easy to
make contradictions by the spectral sequence in [40, Proposition 4.16] and Mukai Lemma. First we assume d = 5, then the only possible cases are ext1(A, A) = ext1(B, B) = 2 or
ext1(A, A) = 2, ext1(B, B) = 3 or ext1(A, A) = 3, ext1(B, B) = 2. 123 830 Z. Liu , S. 7.3 All Serre-invariant stability conditions Zhang From the triangle B[−1] →A →F we have a spectral sequence which degenerates at
E3 converging to Ext∗(F, F) with E1-page being E p,q
1
=
⎧
⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎩
Extq(A, B[−1]) = Extq−1(A, B), p = −1
Extq(A, A) ⊕Extq(B, B), p = 0
Extq(B[−1], A) = Extq+1(B, A), p = 1
0, p /∈[−1, 1] When ext1(A, A) + ext1(B, B) = 4, the dimension of E1 page looks like: When ext1(A, A) + ext1(B, B) = 4, the dimension of E1 page looks like: dim E p,q
1
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 4 0
0 0 2 b
0 0 0 a dim E p,q
1
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 4 0
0 0 2 b
0 0 0 a
The dimension of E2 page looks like:
dim E p,q
2
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 4 0
0 0 x y
0 0 0 a dim E p,q
1
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 4 0
0 0 2 b
0 0 0 a The dimension of E2 page looks like: The dimension of E2 page looks like: dim E p,q
2
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 4 0
0 0 x y
0 0 0 a Hence we have x + a = 1, y + c = 1, x −y = 2 −b and all variables are non-negative. Whenever x = 0 or x = 1, we have χ(A, B) = −1, χ(B, A) = −1 or χ(A, B) =
0, χ(B, A) = −2. Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w, we have a1 +
a2 = 2, b1 + b2 = 0 and ai, bi ∈Z. When χ(A, B) = 0, χ(B, A) = −2, we have
−a2(a1 + b1) + b2((1 −d)a1 −db1) = 0 and −a1(a2 + b2) + b1((1 −d)a2 −db2) = −2,
which has no solution under our assumptions. 7.3 All Serre-invariant stability conditions When χ(A, B) = −1, χ(B, A) = −1, we
have −a2(a1+b1)+b2((1−d)a1−db1) = −1 and −a1(a2+b2)+b1((1−d)a2−db2) = −1,
which has the only solution a1 = a2 = 1, b1 = b2 = 0. 1
1 nce we have x + a = 1, y + c = 1, x −y = 2 −b and all variables are non-negative. Hence we have x + a = 1, y + c = 1, x −y = 2 −b and all variables are non-negative. Whenever x = 0 or x = 1, we have χ(A, B) = −1, χ(B, A) = −1 or χ(A, B) =
0, χ(B, A) = −2. Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w, we have a1 +
a2 = 2, b1 + b2 = 0 and ai, bi ∈Z. When χ(A, B) = 0, χ(B, A) = −2, we have
−a2(a1 + b1) + b2((1 −d)a1 −db1) = 0 and −a1(a2 + b2) + b1((1 −d)a2 −db2) = −2, Hence we have x + a = 1, y + c = 1, x −y = 2 −b and all variables are non-negative. Whenever x = 0 or x = 1, we have χ(A, B) = −1, χ(B, A) = −1 or χ(A, B) =
0 χ(B A) = −2 Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w we have a1 + Hence we have x + a = 1, y + c = 1, x −y = 2 −b and all variables are non-negative. Whenever x = 0 or x = 1, we have χ(A, B) = −1, χ(B, A) = −1 or χ(A, B) =
0, χ(B, A) = −2. Assume ch(A) = a1v + b1w and ch(B) = a2v + b2w, we have a1 +
a2 = 2, b1 + b2 = 0 and ai, bi ∈Z. When χ(A, B) = 0, χ(B, A) = −2, we have
−a2(a1 + b1) + b2((1 −d)a1 −db1) = 0 and −a1(a2 + b2) + b1((1 −d)a2 −db2) = −2,
which has no solution under our assumptions. When χ(A, B) = −1, χ(B, A) = −1, we
have −a2(a1+b1)+b2((1−d)a1−db1) = −1 and −a1(a2+b2)+b1((1−d)a2−db2) = −1,
which has the only solution a1 = a2 = 1, b1 = b2 = 0. 7.3 All Serre-invariant stability conditions Since ch(A) + ch(B) =
ch(F) = 2v, we know that only possible case is ch(A) = ch(B) = v. When d = 4, since
there is only one orbit in Stab(Ku(Y4)), we can assume σ = σ(α, −1
2). Then by Lemma 7.9
we know that only possible case is ch(A) = ch(B) = v. But as shown in [35, Proposition
4.6], this implies that A ∼= IL[2k] and B ∼= IL′[2k] for some lines L, L′ on Y and k ∈Z. If
all stable factors of F are isomorphic to S, then χ(F, F) = n2χ(S, S) = −4, which implies
n = 2. This means F is also an extension of S ∼= IL[2k]. But both cases contradict our
assumptions by [17, Lemma 4.3]. ⊓⊔ ⊓⊔ By [35, Remark 5.14], for every pair of Serre-invariant stability conditions σ1 = (P1, Z1)
and σ2 = (P2, Z2) on Ku(Y) we have Z1 = T ◦Z2 for some T = (ti j)1≤i, j≤2 ∈GL+
2 (R). Thus an elementary computation shows that: By [35, Remark 5.14], for every pair of Serre-invariant stability conditions σ1 = (P1, Z1)
and σ2 = (P2, Z2) on Ku(Y) we have Z1 = T ◦Z2 for some T = (ti j)1≤i, j≤2 ∈GL+
2 (R). Thus an elementary computation shows that: Lemma 7.11 Let σ1 = (P1, Z1) and σ2 = (P2, Z2) be two Serre-invariant stability condi-
tions on Ku(Y). Let E, E′ ∈Ku(Y) be any two objects, then μ1(E) = μ1(E′) if and only if
μ2(E) = μ2(E′); And μ1(E) > μ1(E′) if and only if μ2(E) > μ2(E′). Lemma 7.12 Let σ1 = (P1, Z1) be a Serre-invariant stability condition on Ku(Y) and E ∈
P1(φ1(E)) be a σ1-stable object with [E] = av for a ∈Z. Then for any σ1-stable object
F ∈P1(φ1(E)) we have [F] = bv for b ∈Z and ab > 0. Proof When F ∼= E, this is clear. Assume E and F are not isomorphic. Then by Lemmas
7.11 and 7.9 we know [F] = bv for b ∈Z. It is clear that ab ̸= 0. If ab < 0, then
χ(F, E) = hom(F, E) −ext1(F, E) = −ab > 0. This means hom(F, E) > 0. But this is
impossible since E and F are both stable and not isomorphic. 7.3 All Serre-invariant stability conditions When ext1(A, A) + ext1(B, B) = 5, since there is no (−2)-class, the dimension of E1
page looks like: dim E p,q
1
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 5 0
0 0 3 b
0 0 0 a
The dimension of E2 page looks like:
dim E p,q
2
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 5 0
0 0 x y
0 0 0 a
123 dim E p,q
1
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 5 0
0 0 3 b
0 0 0 a
The dimension of E2 page looks like:
dim E p,q
2
=
0 0 0 0
0 0 0 0
0 c 0 0
0 0 5 0
0 0 x y
0 0 0 a
123 123 A note on Bridgeland moduli spaces and moduli... 831 Hence we have c = y = 0, x+a = 1, x = 3−b and all variables are non-negative. Whenever
x = 0 or x = 1, we have χ(A, B) = 0, χ(B, A) = −2. Assume ch(A) = a1v + b1w
and ch(B) = a2v + b2w, we have a1 + a2 = 2, b1 + b2 = 0 and ai, bi ∈Z. Since
χ(A, B) = 0, χ(B, A) = −2, we have −a2(a1 + b1) + b2((1 −d)a1 −db1) = 0 and
−a1(a2 + b2) + b1((1 −d)a2 −db2) = −2, which has no solution under our assumptions. Next we assume d = 4. In this case we must have χ(A, A) + χ(B, B) = −4, hence ext1(A, A) + ext1(B, B) =
4 + hom1(A, A) + hom1(B, B) ≥6, which contradicts the Mukai lemma. Now we are going to show that F is σ-stable. By [35, Proposition 3.6] we can assume σ =
σ(α, −1
2). Assume that F is strictly σ-semistable. If F has more than one non-isomorphic
stable factors, then there is an exact sequence 0 →A →F →B →0 where φ(A) = φ(B) = φ(F) and A, B are σ-semistable with Hom(A, B)=0. When d =
3, 5, by Mukai Lemma we know χ(A, A) = χ(B, B) = −1. 7.3 All Serre-invariant stability conditions ⊓⊔ ⊓⊔ Proposition 7.13 Let σ1 = (P1, Z1) and σ2 = (P2, Z2) = σ(α, −1
2) be two Serre-invariant
stability conditions on Ku(Y). Let E ∈Ku(Y) be an object with [E] = ±2v. Then E ∈
P1((0, 1]) is σ1-(semi)stable if and only if E[m] ∈P2((0, 1]) is σ2-(semi)stable for m =
m(σ1) ∈Z. Proof Without loss of generality, we can assume [E] = −2v. As shown in [35], if F ∈Ku(Y)
is a σ1-stable object with [F] = −v, then F is isomorphic to an ideal sheaf of line up to
some shifts, and this shifts only depend on σ1; And if F ∈Ku(Y) is a σ2-stable object with
[F] = −v, then F ∼= IL[1] where L is a line on Y. We can assume IL[1 −m] ∈P1((0, 1]),
where m = m(σ1) ∈Z only depends on σ1. Thus if F ∈Ku(Y) is an object with [F] = −v,
then F ∈P1((0, 1]) is σ1-stable if and only if F[m] ∈P2((0, 1]) is σ2-stable. 123 123 832 Z. Liu , S. Zhang By Proposition 7.10, E ∈P1((0, 1]) is σ1-stable if and only if E is σ2-stable up to
some shifts. To show E[m] is in the heart of σ2, we can do as in [1, Section 5.1]: Let
F = IL[1 −m]. Since Hom(F, E[1]) = Ext1(F, E) ̸= 0, we have φ2(F) < φ2(E) + 1. Since Hom(E, F[1]) = Ext1(E, F) ̸= 0, we have φ2(E) < φ2(F) + 1. Thus −1 <
φ2(E)−φ2(F) < 1. But by Lemma 7.11 we know μ2(E) = μ2(F), thus φ2(E)−φ2(F) ∈Z,
which shows φ2(E) = φ2(F). Thus since F[m] ∈P2((0, 1]), we have E[m] ∈P2((0, 1]). Now we assume E ∈P1((0, 1]) is strictly σ1-semistable, let E1, ..., En be the JH-factors
under σ1 of E. Then Ei are σ1-stable with φ1(E1) = ... = φ1(En). Since
ch(Ei) =
ch(E) = −2v, by Lemmas 7.9, 7.11 and 7.12 we have n = 2 and ch(E1) = ch(E2) = −v. This means E1 ∼= IL1[1 −m] and E2 ∼= IL2[1 −m], where L1, L2 are two lines on Y. Thus
we know that E[m] is an extension of IL1[1] and IL2[1], hence is σ2-semistable. 1
2
Conversely, if E is σ2-stable, then by Proposition 7.10 and the same argument above
shows that E[−m] is σ1-stable. 7.3 All Serre-invariant stability conditions If E is strictly σ2-semistable, then E is an extension of two
ideal sheaves of lines up to shift by 1. Thus we also have E[−m] is σ1-semistable. ⊓⊔ 8 Isomorphisms between Bridgeland moduli spaces of (−4)-classes Proof From Theorem 7.6 we know Minst
Y
∼= Mss
σ (Ku(Y), 2L −2). Since the equivalences
in [28] map the numerical class 2(1 −L) to 2(1 −2L), hence using Corollary 8.3, a similar
argument in Theorem 7.6 shows that induces a morphism s. This is a proper morphism
since moduli spaces on both sides are proper. From Corollary 8.3 we know that s is bijective at closed points and Mσ (Ku(Y), 2−2L) =
s−1(Mσ ′(AX, 2 −4L)). Since s is induced by equivalence, it is étale. Now we know s is a
bijective étale proper morphism, which is an isomorphism. ⊓⊔ From Corollary 8.3 we know that s is bijective at closed points and Mσ (Ku(Y), 2−2L) =
s−1(Mσ ′(AX, 2 −4L)). Since s is induced by equivalence, it is étale. Now we know s is a
bijective étale proper morphism, which is an isomorphism. ⊓⊔ Corollary 8.5 Let b be any (−4)-class in N(Ku(Yd)) and b′ be any (−4)-class in N(AX4d+2). Then the Bridgeland moduli spaces Mss
σ (Ku(Yd), b) ∼= Mss
σ ′(AX4d+2, b′) for any Serre
invariant stability condition σ, σ ′ and for each d = 3, 5. Proof When d = 3, 5, note that (x0, y0) is an integer solution of x2 + dxy + dy2 = 4
if and only if (x0/2, y0/2) is an integer solution of x2 + dxy + dy2 = 1, Thus the result
follows from a similar argument in Corollary 4.2. Indeed, if d = 3, then there are three (−4)-
classes in N(Ku(Y3)): 2[IL], 2[SKu(Y3)(IL)], 2[S2
Ku(Y3)(IL)] up to sign. Similarly, there are
three (−4)-classes in N(AX14): 2[IC], 2[SKu(Y3)(IC)], 2[S2
Ku(Y3)(IC)] up to sign, where C
is a conic on X14. Now σ and σ ′ are Serre-invariant stability conditions, thus Bridgeland
moduli spaces of stable objects with these (−4)-classes are all isomorphic. If d = 5, then
we have an equation x2 + 5xy + 5y2 = 1, then by exactly the same argument in Corollary
4.2, the solutions of the equation x2 + 5xy + 5y2 = 1 and hence x2 + 5xy + 5y2 = 4 are
parametrised by Z, generated by the fundamental unit, up to sign. Then all the moduli space
of stable objects of (−4)-classes are isomorphic since stability condition σ are invariant
under rotation functor. ⊓⊔ 8 Isomorphisms between Bridgeland moduli spaces of (−4)-classes Let X = X4d+2 for d = 3, 4, 5. In this section we are going to show that Mss
σ (Ku(Y), 2 −
2L) ∼= Mss
σ ′(AX, 2 −4L) and this isomorphism restricts to the isomorphism of stable locus. σ
Almost the same as Lemma 7.8 and Proposition 7.10, but using Corollary 4.5 instead of
[35, Proposition 4.6], we have: Lemma 8.1 Let F ∈AX be an object with [F] = 2s = 2 −4L and hom(F, F) =
1, ext1(F, F) = 5, ext2(F, F) = ext3(F, F) = 0. Then up to some shifts F is in the
heart of every Serre-invariant stability on AX. Proposition 8.2 Let F ∈AX be an object with ch(F) = 2 −4L and hom(F, F) =
1, ext1(F, F) = 5, ext2(F, F) = ext3(F, F) = 0, then F is σ ′-stable with respect to
every Serre-invariant stability condition σ ′ on AX. Using the equivalence in [28], Proposition 7.13 holds for AX4d+2 and d = 3, 4, 5 if we
replace σ(α, −1
2) by (σ(α, −1
2)). In summary, we have: Corollary 8.3 Let (Y, X) ∈Zd ⊂MF2
d × MF1
4d+2 for d = 3, 4, 5. Let E be an object
in Ku(Y) with [E] = 2 −2L. Let σ and σ ′ be two Serre-invariant stability conditions on
Ku(Y) and AX respectively. Then E ∈Pσ ((0, 1]) is σ-(semi)stable if and only if (E)[m] ∈
Pσ ′((0, 1]) is σ ′-(semi)stable for m = m(σ, σ ′) ∈Z. Theorem 8.4 Let (Y, X) ∈Zd ⊂MF2
d × MF1
4d+2 for d = 3, 4, 5. Let σ and σ ′ be
Serre-invariant stability conditions on Ku(Y) and AX respectively. Then the equivalence
: Ku(Y) ∼= AX in Theorem 1.1 induces an isomorphism between moduli spaces: s : Mss
σ (Ku(Y), 2 −2L)
∼=
−→Mss
σ ′(AX, 2 −4L) such that the restriction Mσ (Ku(Y), 2 −2L)
∼=
−→Mσ ′(AX, 2 −4L) is also an isomorphism. A note on Bridgeland moduli spaces and moduli... 833 Proof From Theorem 7.6 we know Minst
Y
∼= Mss
σ (Ku(Y), 2L −2). Since the equivalences
in [28] map the numerical class 2(1 −L) to 2(1 −2L), hence using Corollary 8.3, a similar
argument in Theorem 7.6 shows that induces a morphism s. This is a proper morphism
since moduli spaces on both sides are proper. 9 Moduli space Mss
X (2, 0, 4) on X4d+2 as Bridgeland moduli space In this section, we are going to show that there is an isomorphism between Mss
X (2, 0, 4) and
Mss
σ ′(AX, 2 −4L) for X = X14, X18 or X22. σ (
)
As shown in [12], we have the following classification of sheaves in Mss
X (2, 0, 4): (1) E is strictly Gieseker-semistable if and only if E is an extension of ideal sheaves of
conics. (2) E is Gieseker-stable and locally free. (2) E is Gieseker-stable and locally free. (3) E is Gieseker-stable but not locally free, and fit into an exact sequence 0 →IC →E →IL →0 where C is a cubic and L is a line. In this case χ(IC) = 0, ch(IC) = 1 −3L + 1
2 P. where C is a cubic and L is a line. In this case χ(IC) = 0, ch(IC) = 1 −3L + 1
2 P. (4) E is Gieseker stable but not locally free and fit into an exact sequence where C is a cubic and L is a line. In this case χ(IC) = 0, ch(IC) = 1 −3L + 1
2 P. (4) E is Gieseker-stable but not locally free, and fit into an exact sequence E is Gieseker-stable but not locally free, and fit into an exact sequence 0 →IC →E →Ix →0 where C is a quartic and x ∈C is a point. In this case χ(IC) = 0, ch(IC) = 1 −4L + P. (5) E i Gi
k
bl b
l
ll f
d fii where C is a quartic and x ∈C is a point. In this case χ(IC) = 0, ch(IC) = 1 −4L + P. (5) E is Gieseker-stable but not locally free, and fit into an exact sequence where C is a quartic and x ∈C is a point. In this case χ(IC) = 0, ch(IC) = 1 −4L + P. (5) E is Gieseker-stable but not locally free, and fit into an exact sequence where C is a quartic and x ∈C is a point. In this case χ(IC) = 0, ch(IC) = 1 −4L + P. (5) E is Gieseker-stable but not locally free, and fit into an exact sequence (5) E is Gieseker-stable but not locally free, and fit into an exact sequence 0 →IC →E →OX →0 where C is of degree 4 with χ(OC) = 2. 9 Moduli space Mss
X (2, 0, 4) on X4d+2 as Bridgeland moduli space Since
χ(E∨, IC) = 2, we only need to show that ext1(E∨, IC) = 0, that is h0(E|C) = 0. If E is in case (4), from stability we have hom(E∨, IC) = ext3(E∨, IC) = hom(E∨, Ix) =
ext3(E∨, Ix) = 0. From the long exact sequence we have ext1(E∨, Ix) = 2. Since
χ(E∨, IC) = 2, we only need to show that ext1(E∨, IC) = 0, that is h0(E|C) = 0. If E is in case (5), we have ext∗(E∨, OX) = 0 and hom(E∨, IC) = ext3(E∨, IC) = 0. Since χ(E∨, IC) = 0, we only need to show that ext1(E∨, IC) = 0, that is h0(E|C) = 0. Now for all these three cases, a similar argument in [28, Lemma B.3.3] shows that these
cohomology groups are vanishing as we want. If E is in case (5), we have ext∗(E∨, OX) = 0 and hom(E∨, IC) = ext3(E∨, IC) = 0. Since χ(E∨, IC) = 0, we only need to show that ext1(E∨, IC) = 0, that is h0(E|C) = 0. Now for all these three cases, a similar argument in [28, Lemma B.3.3] shows that these
cohomology groups are vanishing as we want. omology groups are vanishing as we want. When E is locally free, from stability and Serre duality we have hom(E∨, E) = 0 and
ext3(E∨, E) = 0. 1 When E is locally free, from stability and Serre duality we have hom(E∨, E) = 0 and
ext3(E∨, E) = 0. Since χ(E∨, E) = 0, we only need to show ext1(E∨, E) = hom(E∨, E[1]) = 0. To this
end,
1 Since χ(E∨, E) = 0, we only need to show ext1(E∨, E) = hom(E∨, E[1]) = 0. To this
end, by [6, Lemma 2.7 (ii)] we know that E∨and E[1] are in Coh
1
4 (X) and are σα, 1
4 -stable
for α ≫0. But μα, 1
4 (E∨) > μα, 1
4 (E[1]) when α ≫0, which gives hom(E∨, E[1]) =
ext1(E∨, E) = 0. ⊓⊔ by [6, Lemma 2.7 (ii)] we know that E∨and E[1] are in Coh
1
4 (X) and are σα, 1
4 -stable
for α ≫0. But μα, 1
4 (E∨) > μα, 1
4 (E[1]) when α ≫0, which gives hom(E∨, E[1]) =
ext1(E∨, E) = 0. 9 Moduli space Mss
X (2, 0, 4) on X4d+2 as Bridgeland moduli space In this case χ(IC) = −1, ch(IC) = 1 −4L. When E is strictly Gieseker-semistable, it is clear from the classification above that E ∈
AX and is semistable with respect to every Serre-invariant stability condition. When E is
Gieseker-stable, this is also true. 123 834 Z. Liu , S. Zhang Lemma 9.1 Let E ∈MX(2, 0, 4), then hi(E) = 0 and exti(E∨, E) = 0 for every i. Thus
E ∈AX. Lemma 9.1 Let E ∈MX(2, 0, 4), then hi(E) = 0 and exti(E∨, E) = 0 for every i. Thus
E ∈AX. Proof By [12, Lemma 4.3] we know h2(E) = 0. From the stability and Serre duality, we
have h3(E) = ext3(OX, E) = hom(E, OX(−1)) = 0 and h0(E) = hom(OX, E) = 0. Since χ(E) = 0, we know h1(E) = 0. Thus hi(E) = 0 for every i. y
To prove exti(E∨, E) = 0, we assume X = X14 for simplicity, but other cases are almost
the same. First we assume that E is in case (3). From stability we have hom(E∨, IC)
=
ext3(E∨, IC) = hom(E∨, IL) = ext3(E∨, IL) = 0. From E|L = OL ⊕OL(−1) we know
ext1(E∨, IL) = 1 and ext2(E∨, IL) = 0. Since χ(E∨, IC) = 1, we only need to show that
ext1(E∨, IC) = 0, that is h0(E|C) = 0. First we assume that E is in case (3). From stability we have hom(E∨, IC)
=
ext3(E∨, IC) = hom(E∨, IL) = ext3(E∨, IL) = 0. From E|L = OL ⊕OL(−1) we know
ext1(E∨, IL) = 1 and ext2(E∨, IL) = 0. Since χ(E∨, IC) = 1, we only need to show that
ext1(E∨, IC) = 0, that is h0(E|C) = 0. ∨
3
∨
∨ If E is in case (4), from stability we have hom(E∨, IC) = ext3(E∨, IC) = hom(E∨, Ix) =
ext3(E∨, Ix) = 0. From the long exact sequence we have ext1(E∨, Ix) = 2. Since
χ(E∨, IC) = 2, we only need to show that ext1(E∨, IC) = 0, that is h0(E|C) = 0. If E is in case (4), from stability we have hom(E∨, IC) = ext3(E∨, IC) = hom(E∨, Ix) =
ext3(E∨, Ix) = 0. From the long exact sequence we have ext1(E∨, Ix) = 2. for every Serre-invariant stability condition σ ′ on AX. Proof A similar argument in Theorem 7.6 shows that the projection functor pr induces a
morphism s′ : Mss
X (2, 0, 4) →Mss
σ ′(AX, 2 −4L). We know that Mss
X (2, 0, 4) is projective
and Mss
σ ′(AX, 2 −4L) is proper, hence s′ is also projective. By Proposition 9.3, we have
s′−1(Mσ ′(AX, 2 −4L)) = MX(2, 0, 4) and s′ is injective. From the fact that the functor pr is the identity on E ∈Mss
X (2, 0, 4), we know s′ is étale. Thus s′ is an embedding. Since Mss
σ ′(AX, 2 −4L) is irreducible and smooth by Lemma 6.8,
Theorems 7.6 and 8.4, s′ is an isomorphism. ⊓⊔ ⊓⊔ Acknowledgements This note originated from a seminar talk given by the second author in Tianyuan Mathe-
matical Center in Southwest China(TMCSC), Sichuan University. It is part of the Undergraduate Mathematical
Research Project of the first author mentored by the second author. We would like to thank professor Xiaojun
Chen for the invitation and TMCSC for their hospitality. We thank Daniele Faenzi, Li Lai, Girivaru Ravin-
dra, Junyan Xu, and Song Yang for answering us several questions. We also thank Arend Bayer, Augustinas
Jacovskis for useful conversations on several related topics. The first author would like to thank Jiahui Gao,
Songtao Ma, Rui Xiong, and Jiajin Zhang for useful discussion. The second author thanks Tingyu Sun for
support. We also would like to thank the referee for the careful reading of the manuscript, and for providing
detailed and interesting comments. In addition, we would like to thank Laura Pertusi and Xuqiang Qin for
informing us the very recent preprint [38] and giving useful comments on the earlier draft of our paper. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence,
and indicate if changes were made. The images or other third party material in this article are included in the
article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. and the restriction gives an isomorphism MX(2, 0, 4)
∼=
−→Mσ ′(AX, 2 −4L) for every Serre-invariant stability condition σ ′ on AX. for every Serre-invariant stability condition σ ′ on AX. 9 Moduli space Mss
X (2, 0, 4) on X4d+2 as Bridgeland moduli space Thus the only
possible case is ch≤2(A) = ch≤2(B) = (1, 0, −2L), which does not effect the semi-stability
of E.Therefore,thereisnowallfor E withrespecttoσα,β onβ = −ϵ whereϵ > 0 sufficiently
small. Thus E is σα,β-semistable for every α > 0 and β < 0 with −β sufficiently small. Hence E[1] ∈Coh0
α,β(X) is σ 0
α,β-semistable, and E[1] ∈A(α, β) is σ(α, β)-semistable for
such (α, β). ⊓⊔ a = 0, 1, 2, and μα,β(A) = μα,β(E) = μα,β(B) < +∞implies a ̸= 0, 2. Thus the only
possible case is ch≤2(A) = ch≤2(B) = (1, 0, −2L), which does not effect the semi-stability
of E.Therefore,thereisnowallfor E withrespecttoσα,β onβ = −ϵ whereϵ > 0 sufficiently
small. Thus E is σα,β-semistable for every α > 0 and β < 0 with −β sufficiently small. Hence E[1] ∈Coh0
α,β(X) is σ 0
α,β-semistable, and E[1] ∈A(α, β) is σ(α, β)-semistable for
such (α, β). ⊓⊔ ⊓⊔ Proposition 9.3 Let E ∈Mss
X (2, 0, 4). Then E ∈AX and if E is Gieseker-(semi)stable, then
E is σ ′-(semi)stable. Proposition 9.3 Let E ∈Mss
X (2, 0, 4). Then E ∈AX and if E is Gieseker-(semi)stable, then
E is σ ′-(semi)stable. Proof First we assume that E is strictly Gieseker-semistable. Then from the classification
we know that E is an extension of ideal sheaves of conics. Thus the statement follows
from Lemma 4.3. When E is Gieseker-stable, the result follows from Lemmas 9.1, 9.2 and
Proposition 8.2. ⊓⊔ ⊓⊔ eorem 9.4 Let X = X14, X18 or X22. Then the projection functor induces an isomorphism s′ : Mss
X (2, 0, 4)
∼=
−→Mss
σ ′(AX, 2 −4L) s′ : Mss
X (2, 0, 4)
∼=
−→Mss
σ ′(AX, 2 −4L) and the restriction gives an isomorphism 9 Moduli space Mss
X (2, 0, 4) on X4d+2 as Bridgeland moduli space ⊓⊔ Now we are going to show that E ∈MX(2, 0, 4) is stable with respect to every Serre-
invariant stability condition σ ′ on AX. Lemma 9.2 Let E ∈MX(2, 0, 4), then hom(E, E) = 1, ext1(E, E) = 5, ext2(E, E) =
ext3(E, E) = 0. Lemma 9.2 Let E ∈MX(2, 0, 4), then hom(E, E) = 1, ext1(E, E) = 5, ext2(E, E) =
ext3(E, E) = 0. Proof It is clear χ(E, E) = −4. And ext3(E, E) = hom(E, E(−1)) = 0 from stability. Hence we only need to show ext2(E, E) = 0. Proof It is clear χ(E, E) = −4. And ext3(E, E) = hom(E, E(−1)) = 0 from stability. Hence we only need to show ext2(E, E) = 0. By [7, Section 6], σ(α, β) = σ 0
α,β|AX is a stability condition on AX for every β < 0
and 0 < α with −β, α both sufficiently small. When d = 4, 5, the heart A(α, β) has
homological dimension 1. When d = 3, from [34] we know that these stability conditions
are Serre-invariant. Thus by Lemma 3.10, to show ext2(E, E) = 0, we only need to show
E ∈AX is σ(α, β)-semistable. To this end, from [8, Proposition 4.8] we know that E is σα,β-semistable for all β < 0 and
α ≫0. Thus by locally-finiteness of walls, to show E is σα,β-semistable for every α > 0
and β < 0 with −β sufficiently small, we only need to show that there is no semicircle wall
tangent with line β = 0. If there is a such semicircle wall C, then it is given by a sequence 0 →A →E →B →0 in Cohβ(X) for (α, β) ∈C, such that μα,β(A) = μα,β(E) = μα,β(B). Assume ch≤2(A) =
(a, bH, c
d H2) for a, b, c ∈Z. By continuity, we have μ0,0(A) = μ0,0(E) = μ0,0(B). Thus
we have b = 0. But as in Proposition 6.4, chβ
1 (A) ≥0 and chβ
1 (B) ≥0 for β < 0 implies 123 A note on Bridgeland moduli spaces and moduli... 835 a = 0, 1, 2, and μα,β(A) = μα,β(E) = μα,β(B) < +∞implies a ̸= 0, 2. for every Serre-invariant stability condition σ ′ on AX. If material is
not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
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Impact of small-scale disturbances on geochemical conditions, biogeochemical processes and element fluxes in surface sediments of the eastern Clarion-Clipperton Zone, Pacific Ocean
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Impact of small-scale disturbances on geochemical conditions,
biogeochemical processes and element fluxes in surface sediments
of the eastern Clarion–Clipperton Zone, Pacific Ocean
Jessica B. Volz1, Laura Haffert2, Matthias Haeckel2, Andrea Koschinsky3, and Sabine Kasten1,4
1Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, 27570 Bremerhaven, Germany
2GEOMAR Helmholtz Centre for Ocean Research Kiel, 24148 Kiel, Germany
3Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
4Faculty of Geosciences, University of Bremen, Klagenfurter Strasse, 28359 Bremen, Germany Correspondence: Jessica B. Volz (jessica.volz@awi.de) Received: 12 August 2019 – Discussion started: 20 August 2019
Revised: 18 December 2019 – Accepted: 14 January 2020 – Published: 28 February 2020 iments was removed during various small-scale disturbance
experiments in the different exploration contract areas. Tran-
sient transport-reaction modeling for the Polish and German
contract areas reveals that the removal of the surface sedi-
ments is associated with the loss of the reactive labile to-
tal organic carbon (TOC) fraction. As a result, oxygen con-
sumption rates decrease significantly after the removal of the
surface sediments, and, consequently, oxygen penetrates up
to 10-fold deeper into the sediments, inhibiting denitrifica-
tion and Mn(IV) reduction. Our model results show that the
return to steady-state geochemical conditions after the dis-
turbance is controlled by diffusion until the reactive labile
TOC fraction in the surface sediments is partly re-established
and the biogeochemical processes commence. While the re-
establishment of bioturbation is essential, steady-state geo-
chemical conditions are ultimately controlled by the deliv-
ery rate of organic matter to the seafloor. Hence, under cur-
rent depositional conditions, new steady-state geochemical
conditions in the sediments of the CCZ are reached only on
a millennium scale even for these small-scale disturbances
simulating deep-sea mining activities. Abstract. The thriving interest in harvesting deep-sea min-
eral resources, such as polymetallic nodules, calls for en-
vironmental impact studies and, ultimately, for regulations
for environmental protection. Industrial-scale deep-sea min-
ing of polymetallic nodules most likely has severe conse-
quences for the natural environment. However, the effects
of mining activities on deep-sea ecosystems, sediment geo-
chemistry and element fluxes are still poorly understood. Pre-
dicting the environmental impact is challenging due to the
scarcity of environmental baseline studies as well as the lack
of mining trials with industrial mining equipment in the deep
sea. Thus, currently we have to rely on small-scale distur-
bances simulating deep-sea mining activities as a first-order
approximation to study the expected impacts on the abyssal
environment. Here, we investigate surface sediments in disturbance
tracks of seven small-scale benthic impact experiments,
which have been performed in four European contract areas
for the exploration of polymetallic nodules in the Clarion–
Clipperton Zone (CCZ) in the NE Pacific. These small-scale
disturbance experiments were performed 1 d to 37 years prior
to our sampling program in the German, Polish, Belgian and
French contract areas using different disturbance devices. Biogeosciences, 17, 1113–1131, 2020
https://doi.org/10.5194/bg-17-1113-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License. Biogeosciences, 17, 1113–1131, 2020
https://doi.org/10.5194/bg-17-1113-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License. Impact of small-scale disturbances on geochemical conditions,
biogeochemical processes and element fluxes in surface sediments
of the eastern Clarion–Clipperton Zone, Pacific Ocean
Jessica B. Volz1, Laura Haffert2, Matthias Haeckel2, Andrea Koschinsky3, and Sabine Kasten1,4
1Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, 27570 Bremerhaven, Germany
2GEOMAR Helmholtz Centre for Ocean Research Kiel, 24148 Kiel, Germany
3Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
4Faculty of Geosciences, University of Bremen, Klagenfurter Strasse, 28359 Bremen, Germany We
show that the depth distribution of solid-phase Mn in the up-
per 20 cm of the sediments in the CCZ provides a reliable
tool for the determination of the disturbance depth, which has
been proposed in a previous study from the SE Pacific (Paul
et al., 2018). We found that the upper 5–15 cm of the sed- Introduction The accelerating global demand for metals and rare-earth el-
ements drives the economic interest in deep-sea mining (e.g.,
Glasby, 2000; Hoagland et al., 2010; Wedding et al., 2015). J. B. Volz et al.: Impact of small-scale disturbances Based on the observation that bulk solid-phase Mn contents
decrease over depth in the surface sediments of the Distur-
bance and Recolonization Experiment (DISCOL) area in the
Peru Basin, SE Pacific, Paul et al. (2018) have suggested that
the depth distribution of solid-phase Mn and associated met-
als (e.g., Mo, Ni, Co, Cu) could be used to trace the sediment
removal by disturbances. In addition, other solid-phase prop-
erties such as total organic carbon (TOC) contents, porosity
and radioisotopes may be suitable for the determination of
the disturbance depth. Although a considerable number of environmental impact
studies have been conducted in different nodule fields, the
prediction of environmental consequences of potential future
deep-sea mining is still difficult (e.g., Ramirez-Llodra et al.,
2011; Jones et al., 2017; Gollner et al., 2017; Cuvelier et al.,
2018). In case of the CCZ, the evaluation of the environmen-
tal impact of deep-sea mining activities is challenging due to
the fact that baseline data on the natural spatial heterogeneity
and temporal variability in depositional conditions, benthic
communities and the biogeochemical processes in the sedi-
ments are scarce (e.g., Mewes et al., 2014, 2016; Vanreusel et
al., 2016; Mogollón et al., 2016; Juan et al., 2018; Volz et al.,
2018, 2020; Menendez et al., 2018; Hauquier et al., 2019). In addition, there is no clear consensus on the most appro-
priate mining techniques for the commercial exploitation of
nodules, and technical challenges due to the inaccessibility
of nodules at great water depths between 4000 and 5000 m
have limited the deployment of deep-sea mining systems un-
til today (e.g., Chung, 2010; Jones et al., 2017). The most reactive TOC compounds, found in the biotur-
bated uppermost sediment layer, are the main drivers for
early diagenetic processes (e.g., Froelich et al., 1979; Berner,
1981) and are expected to be removed during mining ac-
tivities (König et al., 2001). Thus, strong biogeochemical
implications can be expected in the sediments after deep-
sea mining activities. König et al. (2001) have applied nu-
merical modeling to study the consequences of the removal
of the upper 10 cm of the sediments in the DISCOL area. They showed that the degradation of TOC during aerobic
respiration, denitrification and Mn(IV) reduction may be
decreased for centuries, increasing the oxygen penetration
depth (OPD). J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances 1114 Seafloor minerals of interest include (1) polymetallic nod-
ules (e.g., Mero, 1965), (2) massive sulfide deposits (e.g.,
Scott, 1987) and (3) cobalt-rich crusts (e.g., Halkyard, 1985). As the seafloor within the Clarion–Clipperton Zone (CCZ)
in the NE Pacific holds one of the most extensive deposits
of polymetallic nodules with considerable base metal quan-
tities, commercial exploitation of seafloor mineral deposits
may focus on the CCZ (e.g., Mero, 1965; Halbach et al.,
1988; Rühlemann et al., 2011; Hein et al., 2013; Kuhn et al.,
2017a). The exploration and, ultimately, industrial exploita-
tion of polymetallic nodules demand international regula-
tions for the protection of the environment (e.g., Halfar and
Fujita, 2002; Glover and Smith, 2003; Davies et al., 2007;
van Dover, 2011; Ramirez-Llodra et al., 2011; Boetius and
Haeckel, 2018). The International Seabed Authority (ISA)
is responsible for regulating the exploration and exploita-
tion of marine mineral resources as well as for protecting
and conserving the marine environment beyond the exclusive
economic zones of littoral states from harmful effects (ISA,
2010). The ISA has granted temporal contracts for the explo-
ration of polymetallic nodules in the CCZ, engaging all con-
tract holders to explore resources, test mining equipment and
assess the environmental impacts of deep-sea mining activi-
ties (ISA, 2010; Lodge et al., 2014; Madureira et al., 2016). ments; (2) the re-deposition of material from the suspended
sediment plume; and (3) potentially also the compaction of
the surface sediments due to weight of the nodule collector
(Thiel and Forschungsverband Tiefsee-Umweltschutz, 2001;
Oebius et al., 2001; König et al., 2001; Grupe et al., 2001;
Radziejewska, 2002; Khripounoff et al., 2006; Cronan et al.,
2010; Paul et al., 2018; Gillard et al., 2019). The wide range
of estimates for the disturbance depth may be associated with
(1) various devices used for the deep-sea disturbance exper-
iments (Brockett and Richards, 1994; Oebius et al., 2001;
Jones et al., 2017), (2) distinct sediment properties in differ-
ent nodule fields of the Pacific Ocean (e.g., Cronan et al.,
2010; Hauquier et al., 2019) and (3) different approaches
for the determination of the disturbance depth (e.g., Oebius
et al., 2001; Grupe et al., 2001; Khripounoff et al., 2006). Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. www.biogeosciences.net/17/1113/2020/ 2.1.1
Small-scale disturbances Since the 1970s, several comprehensive environmental im-
pact studies of deep-sea mining simulations have been car-
ried out in the CCZ, including the Benthic impact experi-
ment (BIE; e.g., Trueblood and Ozturgut, 1997; Radziejew-
ska, 2002) and the Japan deep-sea impact experiment
(JET; Fukushima, 1995). In addition, numerous small-scale
seafloor disturbances have been carried out in the CCZ in the
past 40 years using various tools such as epibenthic sledge
(EBS) and dredges (e.g., Vanreusel et al., 2016; Jones et al.,
2017). The EBS is towed along the seabed for the collec-
tion of benthic organisms (and nodules), thereby also remov-
ing the upper few centimeters of the sediments (e.g., Brenke,
2005). In 2015, some of these disturbances that were up to
37 years old were revisited as part of the BMBF–EU JPI
Oceans pilot action “Ecological aspects of deep-sea min-
ing (MiningImpact)” project in order to evaluate the long-
term consequences of such small-scale disturbances on the
abyssal benthic ecosystem (Table 1; Fig. 2; Martínez Arbizu
and Haeckel, 2015). For comparison, DISCOL, which was
conducted in a nodule field in the Peru Basin (PB) in 1989,
was revisited as part of MiningImpact (Boetius, 2015; Grein-
ert, 2015). In the framework of DISCOL, a seafloor area of
∼11 km2 was disturbed with a plow harrow. The impact of
the DISCOL experiment was studied 0.5, 3 and 7 years after
the disturbance had been set (e.g., Thiel and Forschungsver-
band Tiefsee-Umweltschutz, 2001). Furthermore, new small-
scale disturbance tracks were created during SO239 in the
BGR-RA and in the GSR area “B6” using an EBS in or-
der to add also initial temporal datasets (Table 1; Fig. 2;
Martínez Arbizu and Haeckel, 2015). The EBS weighed
about 400 kg and created a disturbance track of about 1.5 m
width (Brenke, 2005). The fresh EBS disturbance tracks in
the BGR-RA and GSR areas were revisited 1 d after their
creation. Eight months prior to the cruise SO239, towed g
The different investigated European contract areas within
the CCZ include the BGR, IOM, GSR and IFREMER areas. Comprehensive pore-water and solid-phase analyses on the
MUC and GC sediment cores from undisturbed sites have
been conducted in previous baseline studies and are pre-
sented elsewhere (Volz et al., 2018, 2020). J. B. Volz et al.: Impact of small-scale disturbances zonation, sedimentation rates, fluxes of particulate organic
carbon (POC) to the seafloor and bioturbation depths, we
summarized these key parameters, which are originally pre-
sented elsewhere, in Table 2 (Volz et al., 2018). Steady-state
transport-reaction models have shown that aerobic respira-
tion is the dominant biogeochemical process at all investi-
gated sites, consuming more than 90 % of the organic matter
delivered to the seafloor (Mogollón et al., 2016; Volz et al.,
2018). Below the OPD at more than 0.5 m depth, Mn(IV) and
nitrate reduction succeed in the suboxic zone, where oxygen
and sulfide are absent (e.g., Mewes et al., 2014; Mogollón et
al., 2016; Kuhn et al., 2017b; Volz et al., 2018). At several
sites investigated in this study, including the BGR “reference
area” (BGR-RA) and IOM sites, decreasing Mn2+ concen-
trations at depth are probably associated with the oxidation
of Mn2+ by upwardly diffusing oxygen circulating through
the underlying basaltic crust (Mewes et al., 2016; Kuhn et al.,
2017b; Volz et al., 2018). bances on redox zonation and element fluxes and (2) deter-
mine how much time is needed for the re-establishment of a
new steady-state geochemical system in the sediments after
the disturbances. Our work includes pore-water and solid-
phase analyses as well as the application of a transient one-
dimensional transport-reaction model. 2
Material and methods As part of the European JPI Oceans pilot action “Ecological
aspects of deep-sea mining (MiningImpact)”, multiple-corer
(MUC) and gravity-corer (GC) sediment cores were taken
during the RV SONNE cruise SO239 in March–April 2015
from undisturbed sites in various European contract areas
for the exploration of polymetallic nodules (Fig. 1; Table 1;
Martínez Arbizu and Haeckel, 2015). These undisturbed ref-
erence sites were chosen in close proximity (< 5 km) to
small-scale disturbance experiments for the simulation of
deep-sea mining, which were created up to 37 years ago
and revisited during cruise SO239 (Table 1; see Sect. 2.1.1.;
Martínez Arbizu and Haeckel, 2015). The sampling of sedi-
ments in the disturbance tracks of these experiments was con-
ducted by video-guided push coring (PC) between 1 d and
37 years after the initial disturbances using the ROV Kiel
6000 (Table 1; Fig. 2; Martínez Arbizu and Haeckel, 2015). 2.1.1
Small-scale disturbances These analyses in-
clude the determination of pore-water oxygen; NO−
3 , Mn2+
and NH+
4 concentrations; and TOC contents for MUC and
GC sediment cores (Volz et al., 2018) as well as solid-phase
bulk Mn contents for the MUC sediment cores (Volz et al.,
2020). In the framework of this study, we used these pre-
viously published pore-water and solid-phase data as undis-
turbed reference data for geochemical conditions and sedi-
ment composition (Table 1). On this basis, here we inves-
tigate seven small-scale disturbances for the simulation of
deep-sea mining (Table 1; see Sect. 2.1.1.; Martínez Arbizu
and Haeckel, 2015). J. B. Volz et al.: Impact of small-scale disturbances p
Here, we investigate the impact of various small-scale dis-
turbances on geochemical conditions, biogeochemical pro-
cesses and element fluxes in surface sediments of the CCZ. These small-scale disturbance tracks were created up to
37 years ago in four different European contract areas for the
exploration of polymetallic nodules, including the German
BGR (Bundesanstalt für Geowissenschaften und Rohstoffe)
area, the Belgian GSR (Global Sea Mineral Resources NV)
area, the French IFREMER (Institut Français de Recherche
pour l’Exploitation de la Mer) area and the Polish IOM (In-
teroceanmetal) area. In order to determine the disturbance
depths of the different small-scale disturbances in the differ-
ent European contract areas, we correlate the depth distri-
butions of solid-phase Mn and TOC between disturbed sites
and undisturbed reference sites using the Pearson product–
moment correlation coefficient. On this basis, we (1) assess
the short- and long-term consequences of small-scale distur- The physical removal of nodules as hard-substrate habitats
has severe consequences for the nodule-associated sessile
fauna as well as the mobile fauna (Bluhm, 2001; Smith et al.,
2008; Purser et al., 2016; Vanreusel et al., 2016). With slow
nodule growth rates of a few millimeters per million years
(e.g., Halbach et al., 1988; Kuhn et al., 2017a), the deep-sea
fauna may not recover for millions of years (Vanreusel et al.,
2016; Jones et al., 2017; Gollner et al., 2017; Stratmann et al.,
2018). In addition to the removal of deep-sea fauna as well
as seafloor habitats, the exploitation of nodules is associated
with (1) the removal, mixing and re-suspension of the upper
4 cm to more than several tens of centimeters of the sedi- Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ 1115 2.1
Site description The CCZ is defined by two transform faults, the Clarion Frac-
ture Zone in the north and the Clipperton Fracture Zone in
the south, and covers an area of about 6×106 km2 (Fig. 1;
e.g., Halbach et al., 1988). The sediments at the investigated
sites (Table 1) are dominated by clayey siliceous oozes, with
Mn nodules varying in size (1–10 cm) and spatial density (0–
30 kg m−2) at the sediment surface (Berger, 1974; Kuhn et
al., 2012; Mewes et al., 2014; Volz et al., 2018). In order to
characterize the investigated sediments with respect to redox Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ www.biogeosciences.net/17/1113/2020/ 1116 J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances Figure 1. Sampling sites (black circles; black star) in various European contract areas for the exploration of manganese nodules within the
Clarion–Clipperton Zone (CCZ). Investigated stations are located in the German BGR area (blue), eastern European IOM area (yellow),
Belgian GSR area (green) and French IFREMER area (red). The two stations within the German BGR area are located in the “prospective
area” (BGR-PA; black star) and in the “reference area” (BGR-RA; black circle). The contract areas granted and governed by the International
Seabed Authority (ISA; white areas) are surrounded by nine areas of particular environmental interest (APEIs), which are excluded from any
mining activities (green shaded squares). Geographical data provided by the ISA. Figure 1. Sampling sites (black circles; black star) in various European contract areas for the exploration of manganese nodules within the
Clarion–Clipperton Zone (CCZ). Investigated stations are located in the German BGR area (blue), eastern European IOM area (yellow),
Belgian GSR area (green) and French IFREMER area (red). The two stations within the German BGR area are located in the “prospective
area” (BGR-PA; black star) and in the “reference area” (BGR-RA; black circle). The contract areas granted and governed by the International
Seabed Authority (ISA; white areas) are surrounded by nine areas of particular environmental interest (APEIs), which are excluded from any
mining activities (green shaded squares). Geographical data provided by the ISA. 1. MUC and PC cores investigated in this study, including information on geographic position, water depth, type and age
bances (years: yr; months: mth; days: d). 2.2
Sediment sampling and solid-phase analyses Total organic carbon (TOC) contents were determined using
an Eltra CS-2000 element analyzer. Approximately 100 mg
of freeze-dried, homogenized sediment was transferred into
a ceramic cup and decalcified with 0.5 mL of 10 % HCl at
250 ◦C for 2 h before analysis. Based on an in-house refer-
ence material, precision of the analysis was better than 3.7 %
(n = 83). ROV-operated push cores were sampled at intervals of 1 cm
for solid-phase analyses. Bulk sediment data and TOC con-
tents have been corrected after Kuhn (2013) for the interfer-
ence of the pore-water salt matrix with the sediment com-
position (Volz et al., 2018). The mass percentage of the
pore water was determined gravimetrically before and af-
ter freeze-drying of the wet sediment samples. The salt-
corrected sediment composition c′ was calculated from the
measured solid-phase composition c using the mass percent-
age of H2O of the wet sediment (w), which contains 96.5 % J. B. Volz et al.: Impact of small-scale disturbances During the BIONOD cruises aboard
RV L’Atalante in 2012, the same EBS setup as used during
cruise SO239 was deployed in the BGR “prospective area”
(BGR-PA) and in the IFREMER area (Table 1; Rühlemann et
al., 2013; Menot et al., 2013; Martínez Arbizu and Haeckel,
2015). In 1995, the deep-sea sediment re-suspension system
(DSSRS) was used during the IOM-BIE (Benthic Impact Ex-
periment) disturbance in the IOM area (Table 1; e.g., Kotlin-
ski and Stoyanova, 1998). The DSSRS weighed 3.2 t under
normal atmospheric pressure and was designed to dredge
the seafloor while producing a re-suspended particle plume
about 5 m above the seafloor (Brockett and Richards, 1994;
Sharma, 2001). Based on the dimensions of the DSSRS de-
vice, the disturbance track created during the IOM-BIE dis-
turbance experiment is about 2.5 m wide (Fig. 2; Brockett
and Richards, 1994). In 1978, the Ocean Mineral Company
(OMCO) created disturbance tracks in the French IFREMER
area by towed dredge sampling (Table 1; e.g., Spickermann,
2012). (1) (1) 2.2.1
Total acid digestions Total acid digestions were performed in the microwave sys-
tem MARS Xpress (CEM) after the protocols by Kretschmer
et al. (2010) and Nöthen and Kasten (2011). Approximately
50 mg of freeze-dried, homogenized bulk sediment was di-
gested in an acid mixture of 65 % sub-boiling distilled HNO3
(3 mL), 30 % sub-boiling distilled HCl (2 mL) and 40 %
Suprapur® HF (hydrofluoric acid; 0.5 mL) at ∼230 ◦C. Di-
gested solutions were fumed off to dryness; the residue was
re-dissolved under pressure in 1 M HNO3 (5 mL) at ∼200 ◦C
and then filled up to 50 mL with 1 M HNO3. Total bulk Mn
and Al contents were determined using inductively coupled
plasma optical emission spectrometry (ICP-OES; IRIS In-
trepid ICP-OES Spectrometer, Thermo Elemental). Based on
the standard reference material NIST 2702, accuracy and
precision of the analysis were 3.7 % and 3.5 % for Mn, re-
spectively (n = 67). www.biogeosciences.net/17/1113/2020/ Area
Site
Coring
Disturbance device and
Disturbance
Latitude
Longitude
Water depth
SO239-
device
type
age
(N)
(W)
(m)
BGR-PA
39
MUC
–
–
11◦50.64′
117◦03.44′
4132.0
BGR-PA
41
PC
EBS1
3 yr
11◦50.92′
117◦03.77′
4099.2
BGR-RA
62
GC
–
–
11◦49.12′
117◦33.22′
4312.2
BGR-RA
64
PC
EBS2
1 d
11◦48.27′
117◦30.18′
4332
BGR-RA
66
MUC
–
–
11◦49.13′
117◦33.13′
4314.8
IOM
84
MUC
–
–
11◦04.73′
119◦39.48′
4430.8
IOM
87
GC
–
–
11◦04.54′
119◦39.83′
4436
IOM
101
PC
IOM-BIE3
20 yr
11◦04.38′
119◦39.38′
4387.4
GSR
121
MUC
–
–
13◦51.25′
123◦15.3′
4517.7
GSR
131
PC
EBS2
1 d
13◦52.38′
123◦15.1′
4477.6
GSR
141
PC
Dredge4
8 mth
13◦51.95′
123◦15.33′
4477
IFREMER
157
PC
Dredge5
37 yr
14◦02.06′
130◦07.23′
4944.5
IFREMER
161
PC
EBS1
3 yr
14◦02.20′
130◦05.87′
4999.1
IFREMER
175
MUC
–
–
14◦02.45′
130◦05.11′
5005.5
1 Epibenthic sledge (EBS) during BIONOD cruises in 2012 aboard L’Atalante (Brenke, 2005; Rühlemann et al., 2013; Menot et al., 2013). 2 Epibenthic
sledge (EBS) during RV SONNE cruise SO239 in 2015 (Brenke, 2005; Martínez Arbizu and Haeckel, 2015). 3 Benthic impact experiment (BIE);
disturbance created with the deep-sea sediment re-suspension system (DSSRS; e.g., Brocket and Richards, 1994; Kotlinski and Stoyanova, 1998). 4 Towed
dredge sampling during GSR cruise in 2014 aboard MV Mt. Mitchell (Jones et al., 2017). 5 Towed dredge sampling by the Ocean Minerals Company
(OMCO) in 1978 aboard Hughes Glomar Explorer (Morgan et al., 1993; Spickermann, 2012). es investigated in this study, including information on geographic position, water depth, type and age of th
ths: mth; days: d). 1 Epibenthic sledge (EBS) during BIONOD cruises in 2012 aboard L’Atalante (Brenke, 2005; Rühlemann et al., 2013; Menot et al., 2013). 2 Epibenthic
sledge (EBS) during RV SONNE cruise SO239 in 2015 (Brenke, 2005; Martínez Arbizu and Haeckel, 2015). 3 Benthic impact experiment (BIE);
disturbance created with the deep-sea sediment re-suspension system (DSSRS; e.g., Brocket and Richards, 1994; Kotlinski and Stoyanova, 1998). 4 Towed
dredge sampling during GSR cruise in 2014 aboard MV Mt. Mitchell (Jones et al., 2017). 5 Towed dredge sampling by the Ocean Minerals Company
(OMCO) in 1978 aboard Hughes Glomar Explorer (Morgan et al., 1993; Spickermann, 2012). www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ 1117 J. B. Volz et al.: Impact of small-scale disturbances Table 2. Information of sedimentation rate (Sed. rate), flux of particulate organic carbon (POC) to the seafloor, bioturbation depth (Bioturb. depth), and oxygen penetration depth (OPD) based on GC cores from the investigated sites and determined in the study by Volz et al. (2018). Information for the BGR-PA area is taken from an adjacent site (A5-2-SN; 11◦57.22′ N, 117◦0.42′ W) studied by Mewes et al. (2014) and
Mogollón et al. (2016). Area
Sed. rate
POC flux
Bioturb. depth
OPD
(cm kyr−1)
(mg Corg m−2 d−1)
(cm)
(m)
BGR-PA
∼0.53a
∼6.9a
∼5a
∼2a,b
BGR-RA
0.65
1.99
7
0.5
IOM
1.15
1.54
13
3
GSR
0.21
1.51
8
> 7.4
IFRE-1
0.64
1.47
7
4.5
IFRE-2
0.48
1.5
8
3.8
APEI3
0.2
1.07
6
> 5.7
a Mogollón et al. (2016). b Mewes et al. (2014). H2O (Eq. 1):
c′ = c ·
100
100 −
100 · (w· 100
96.5 )−w
100−w
. (1)
2 2 1
T t l
id di
ti dredge sampling was performed in the GSR area by the
Belgian contractor (Martínez Arbizu and Haeckel, 2015;
Jones et al., 2017). During the BIONOD cruises aboard
RV L’Atalante in 2012, the same EBS setup as used during
cruise SO239 was deployed in the BGR “prospective area”
(BGR-PA) and in the IFREMER area (Table 1; Rühlemann et
al., 2013; Menot et al., 2013; Martínez Arbizu and Haeckel,
2015). In 1995, the deep-sea sediment re-suspension system
(DSSRS) was used during the IOM-BIE (Benthic Impact Ex-
periment) disturbance in the IOM area (Table 1; e.g., Kotlin-
ski and Stoyanova, 1998). The DSSRS weighed 3.2 t under
normal atmospheric pressure and was designed to dredge
the seafloor while producing a re-suspended particle plume
about 5 m above the seafloor (Brockett and Richards, 1994;
Sharma, 2001). Based on the dimensions of the DSSRS de-
vice, the disturbance track created during the IOM-BIE dis-
turbance experiment is about 2.5 m wide (Fig. 2; Brockett
and Richards, 1994). In 1978, the Ocean Mineral Company
(OMCO) created disturbance tracks in the French IFREMER
area by towed dredge sampling (Table 1; e.g., Spickermann,
2012). dredge sampling was performed in the GSR area by the
Belgian contractor (Martínez Arbizu and Haeckel, 2015;
Jones et al., 2017). 2.3
Pearson correlation coefficient In order to determine the disturbance depths, solid-phase
bulk Mn contents were correlated between disturbed sedi-
ments and undisturbed reference sediments using the Pearson Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 1118 J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances J
p
Figure 2. Examples of undisturbed reference sediments in the German BGR-PA area and the French IFREMER area and pictures of small-
scale disturbances for the simulation of deep-sea mining within the CCZ, which are investigated in the framework of this study (years: yr;
months: mth; days: d). Copyright: ROV KIEL 6000 Team, GEOMAR Helmholtz Centre for Ocean Research Kiel, Germany. Figure 2. Examples of undisturbed reference sediments in the German BGR-PA area and the French IFREMER area and pictur
cale disturbances for the simulation of deep-sea mining within the CCZ, which are investigated in the framework of this study
months: mth; days: d) Copyright: ROV KIEL 6000 Team GEOMAR Helmholtz Centre for Ocean Research Kiel Germany Figure 2. Examples of undisturbed reference sediments in the German BGR-PA area and the French IFREMER area and pictures of small-
scale disturbances for the simulation of deep-sea mining within the CCZ, which are investigated in the framework of this study (years: yr;
months: mth; days: d). Copyright: ROV KIEL 6000 Team, GEOMAR Helmholtz Centre for Ocean Research Kiel, Germany. product–moment correlation coefficient r (Eq. 1; Table 1;
Pearson, 1895). The Pearson correlation coefficient is a sta-
tistical measure of the linear relationship between two arrays
of variables, with solid-phase bulk Mn contents from undisturbed reference
sediments were taken from Volz et al. (2020). The high-
est positive linear correlations of solid-phase Mn contents
(rMn ∼1) between the disturbed sites and the respective
undisturbed reference sites (Table 1) were used to determine
the depths of the disturbances. In a second step, the same cor-
relation was applied to the TOC contents (rTOC) in order to
verify the depth of disturbance. While the TOC contents in
the disturbed sediments were determined in the framework
of this study, TOC contents from undisturbed reference sed-
iments were taken from Volz et al. (2018). y = 1
n
Pn
i=1yi. www.biogeosciences.net/17/1113/2020/ rxy =
Pn
i=1 (xi −x)(yi −y)
qPn
i=1(xi −x)2Pn
i=1(yi −y)2
,
(2) (2) (2) where n is the sample size, x and y are individual sample
points, and x and y are the sample means x = 1
n
Pn
i=1xi and where n is the sample size, x and y are individual sample
points, and x and y are the sample means x = 1
n
Pn
i=1xi and
y = 1
n
Pn
i=1yi. While the solid phase bulk Mn contents of the disturbed y = 1
n
Pn
i=1yi. y = 1
n
Pn
i=1yi. n
While the solid-phase bulk Mn contents of the disturbed
sediments were determined in the framework of this study, www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 2.4
Geochemical model setup and reaction network Assuming steady-state compaction, the model applies an
exponential function that is parameterized according to the
available porosity data at each station (e.g., Berner, 1980;
Supplement Fig. S1): A transient one-dimensional transport-reaction model (Eq. 3;
e.g., Boudreau, 1997; Haeckel et al., 2001) was used (1) to
assess the impact of small-scale disturbances on biogeo-
chemical processes, geochemical conditions and element
fluxes in sediments of the CCZ and (2) to estimate the time
required to establish a new steady-state geochemical sys-
tem after a small-scale disturbance. We applied a transient
transport-reaction model for the sites in the BGR-RA and
IOM areas (Table 1). These sites were chosen due to distinc-
tively different sedimentation rates and OPD (Table 2). We
adapted the code of the steady-state transport-reaction model,
which was originally presented by Volz et al. (2018), and
used pore-water oxygen, NO−
3 , Mn2+ and NH+
4 data as well
as TOC contents of GC sediment cores from the same study
as undisturbed reference data (Tables 1, 2). Thus, the model
parameters and baseline input data used for the transient
transport-reaction model are the same as presented in the
study by Volz et al. (2018). The transient transport-reaction
model consists of four aqueous species (O2, NO−
3 , Mn2+,
NH+
4 ), four solid species (TOC1, TOC2, TOC3, MnO2) and
six reactions (R1–R6; Supplement Table S1), with ϕi = ϕ∞(ϕ0 −ϕ∞)exp(−βz),
(6) (6) where ϕ∞is the porosity at the “infinite depth”, at which
point compaction is completed, ϕ0 is the porosity at the
sediment water interface (z = 0), and β is the porosity-
attenuation coefficient. Organic matter was treated in three reactive fractions (3G-
model) with first-order kinetics. The rate expressions for the
reactions (R1–R6) include inhibition terms, which are listed
together with the rate constants (Table S3). Based on the Pearson correlation coefficient rMn, we re-
moved the upper 7 cm of sediments in the transport-reaction
model for the IOM-BIE site and the upper 10 cm of sedi-
ments in the transport-reaction model for the BGR-RA site. Due to the lack of data on the re-establishment of bioturba-
tion, i.e., the recovery of the bioturbation “pump” after small-
scale disturbance experiments, we tested the effect of dif-
ferent bioturbation scenarios in the transport-reaction model. 3.1
Characterization of disturbed sites Bi = B0 exp
zmix −zi
zatt
.
1 + exp
zmix −zi
zatt
,
(4)
αi = α0 exp
zmix −zi
zatt
.
1 + exp
zmix −zi
zatt
,
(5) Most of the small-scale disturbances investigated in the
framework of this study were created with an EBS (Table 1;
Fig. 2). Based on the visual impact inspection of the EBS
disturbance tracks in the CCZ, the sediments were mostly
pushed aside by the EBS and piled up next to the left and
right side of the tracks (Fig. 2). In particular, the freshly cre-
ated 1 d old EBS tracks in the BGR-RA and GSR areas indi-
cate that the sediments were mostly scraped off and accumu-
lated next to the freshly exposed sediment surfaces (Fig. 2). Small sediment lumps occur on top of the exposed sediment
surfaces on the EBS tracks, which indicates that some sedi- where α0 and B0 are constants indicating the maximum bioir-
rigation and bioturbation intensity at the sediment–water in-
terface (SWI), the depth where the bioturbation and bioir-
rigation intensity is halved is denoted by zmix, and the at-
tenuation of the biogenically induced mixing with depth is
controlled by zatt. Biogeosciences, 17, 1113–1131, 2020 Biogeosciences, 17, 1113–1131, 2020 2.4
Geochemical model setup and reaction network For the different post-disturbance bioturbation scenarios, we
assumed that bioturbation is inhibited immediately after the
disturbance with a linear increase to undisturbed reference
bioturbation coefficients (Volz et al., 2018). Based on the
work by Miljutin et al. (2011) and Vanreusel et al. (2016), we
assumed that bioturbation should be fully re-established after
100, 200 and 500 years. As the modeling results for the dif-
ferent time spans were almost identical, we only present here
the model that assumes that bioturbation is at pre-disturbance
intensity 100 years after the impact (Volz et al., 2018; Ta-
ble S2). We applied the transient transport-reaction model
under the assumption that the sedimentation rates as well
as the POC fluxes to the seafloor remain constant over time
(Table 2). The model was coded in MATLAB, with a dis-
cretization and reaction setup closely following the steady-
state model (Volz et al., 2018). ∂(θiCi,j)
∂t
= ∂Di,jθi
∂Ci,j/∂z
∂z
−∂ωiθiCi,j
∂z
+ αiθi
Ci,j −C0,j
+ θi
X
Ri,j,
(3) (3) where z is sediment depth, and subscripts i and j represent
depth and species dependence, respectively; aqueous or solid
species concentration is denoted by C (Table S2), and D is, in
the case of solutes, the effective diffusive mixing coefficient,
which has been corrected for tortuosity (Dm,i,j; Boudreau,
1997). In the case of solids, D represents the bioturbation
coefficient (Bi; Eq. 4), ϑ is the volume fraction represent-
ing the porosity ϕ for the aqueous phase and 1 −ϕ for the
solid phase, the velocity of either the aqueous (v) or the solid
phase (w) is denoted by the symbol ω, αi is the bioirrigation
coefficient (0 for solid species; Eq. 5), and PRi,j is the sum
of the reactions affecting the given species. The bioturbation and bioirrigation profiles, i.e., biologi-
cally induced mixing of sediment and pore water, respec-
tively, are represented by a modified logistic function: Biogeosciences, 17, 1113–1131, 2020 1119 3.2
Sediment porosity and solid-phase composition The sediment porosity shows little lateral variability and
ranges between 0.65 and 0.8 throughout the upper 25 cm of
the sediments at all investigated disturbed sites (Fig. 3). At
the disturbed IOM-BIE site, sediment porosity is about 5 %
higher in the upper 4 cm of the sediments than below. Bulk
Mn contents in the upper 25 cm of the sediments at the dis-
turbed sites are between 0.1 and 0.9 wt % (Fig. 3). Solid-
phase Mn contents decrease with depth at all investigated
sites. Total organic carbon (TOC) contents in the upper 25 cm
of the sediments at the disturbed sites are within 0.2 wt % and
0.5 wt % (Fig. 3). The TOC contents slightly decrease with
depth at all investigated sites. 3.4
Transport-reaction modeling The removal of the surface sediments in the transient
transport-reaction model for the BGR-RA and IOM-BIE
sites is associated with the loss of the reactive labile or-
ganic matter (Figs. 5 and 6). About 10 kyr after the removal
of the upper 10 cm of the sediments in the model for the
BGR-RA site, oxygen penetrates about 10-fold deeper into
the disturbed sediments than in undisturbed sediments (Ta-
ble 2; Fig. 5; Volz et al., 2018). At the IOM-BIE site, oxy-
gen reaches the maximum OPD at about 100 years after the
removal of the upper 7 cm of the sediments. At this site,
the oxygen front migrates only ∼1 m deeper than the cor-
responding OPD in undisturbed sediments (Table 2; Fig. 5;
Volz et al., 2018). As a consequence of deeper OPDs at
both sites, the oxic–suboxic redox boundary is located at
greater depth, with a significant consumption of pore-water
Mn2+ in the path of the oxygen front. The NH+
4 concen-
trations are also being diminished, reaching minima within
100–1000 years and 1–10 years after the disturbance experi-
ments in the BGR-RA and IOM areas, respectively. The trend
for the NO−
3 is more complicated, with lower concentrations
during the downward migration of the OPD and augmented
concentrations once oxygen concentrations reach their max-
imum (Figs. 5 and 6). J. B. Volz et al.: Impact of small-scale disturbances Table 3. Calculated Pearson correlation coefficients rMn and rTOC for the determination of the disturbance depth of various small-scale dis-
turbances investigated in the framework of this study (compare Table 1). For both correlations, the highest positive linear Pearson coefficient
for solid-phase Mn contents (rMn ∼1) between the disturbed sites and the respective undisturbed reference sites was used. Table 3. Calculated Pearson correlation coefficients rMn and rTOC for the determination of the disturbance depth of various small-scale dis-
turbances investigated in the framework of this study (compare Table 1). For both correlations, the highest positive linear Pearson coefficient
for solid-phase Mn contents (rMn ∼1) between the disturbed sites and the respective undisturbed reference sites was used. Exploration
Disturbance device and
Disturbed
Reference
rMn
Disturbance depth
rTOC
area
type
site SO239-
site SO239-
(cm)
BGR-PA
EBS
41
39
0.86
5
–
BGR-RA
EBS
64
66
0.82
15
−0.4
IOM
IOM-BIE
101
87
0.97
7
0.77
GSR
EBS
131
121
0.72
6
0.88
GSR
Dredge
141
121
0.88
6
0.91
IFREMER
Dredge
157
175
0.74
10
0.73
IFREMER
EBS
161
175
0.93
7
0.74 ment slid off from the adjacent flanks of the sediment accu-
mulation after the disturbances (Fig. 2). However, the mostly
smooth sediment surfaces of the EBS tracks suggest that sed-
iment mixing during the EBS disturbance experiments may
be mostly negligible (Fig. 2; Table 1). In the 8-month-old
dredge track in the GSR area, small furrows occur at the dis-
turbed sediment surface, most likely caused by the shape of
the dredge (Fig. 2). in the disturbed sediments correlates well with the porosity in
the respective undisturbed reference sediments (Fig. 4), sedi-
ment compaction due to the weight of the disturbance device
may be negligible during the small-scale disturbances inves-
tigated in the framework of this study. www.biogeosciences.net/17/1113/2020/ 1120 J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small scale disturbances
1121
Figure 3. Solid-phase Mn and TOC contents for all disturbed sites investigated in the framework of this study (years: yr; months: mth; days:
d). Figure 3. Solid-phase Mn and TOC contents for all disturbed sites investigated in the framework of this study (years: yr; months: mth; days:
d). Figure 3. Solid-phase Mn and TOC contents for all disturbed sites investigated in the framework of this study
d). 4
Discussion ment, which was conducted in the DISCOL area in the
Peru Basin in 2015 (Greinert, 2015). The freshly created
EBS track in the DISCOL area was revisited 5 weeks
after the disturbance experiment, where the surface sed-
iment was mostly removed and deeper sediment layers
were exposed without visible sediment mixing (Boetius,
2015; Paul et al., 2018). In a study on the geochemi-
cal regeneration in disturbed sediments of the DISCOL
area, Paul et al. (2018) have shown that the bulk Mn-rich
top sediment layer, which has been observed in undis-
turbed sediments, is removed in the 5-week old EBS
disturbance track. Thus, an important prerequisite for
this method is met, and the authors have proposed that
the depth distribution of solid-phase Mn may be suit-
able for the evaluation of the impact as well as for the 4.1
Depths of small-scale disturbance experiments Our work demonstrates that the depth distribution of solid-
phase Mn provides a reliable tool for the determination of
the disturbance depths in the sediments of the CCZ (Fig. 4;
Table 3). The success of the correlation of solid-phase Mn
contents between disturbed and undisturbed reference sedi-
ments benefits from several factors. 1. Sediment mixing during the small-scale disturbance ex-
periments is negligible: the visual impact assessment of
the investigated disturbance tracks in the CCZ suggests
that sediment mixing during the small-scale disturbance
experiments was insignificant (Fig. 2). This observation
is in agreement with a recent EBS disturbance experi- Biogeosciences, 17, 1113–1131, 2020 Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ www.biogeosciences.net/17/1113/2020/ 3.3
Pearson correlation coefficient and disturbance
depths The Pearson correlation coefficient rMn for the correlation of
solid-phase Mn contents between the disturbed sites and the
respective reference sites ranges between 0.72 and 0.97 (Ta-
ble 3). Based on rMn, 5–15 cm of sediment was removed by
various disturbance experiments in the different contract ar-
eas (Fig. 4). Applying these rMn-derived disturbance depths
for the correlation of the TOC depth distributions between
disturbed sites and respective adjacent reference sites gives
Pearson correlation coefficients rTOC within 0.73 and 0.91
(Table 3; Fig. 4), which may support the estimates for the dis-
turbance depth based on rMn. At the BGR-RA site, the corre-
lation of TOC contents between the disturbed site and the ref-
erence site shows negative values. As the sediment porosity Naturally, the solute fluxes across the SWI are strongly
affected after the surface sediment removal (Fig. 7). The
transient transport-reaction model suggests that the oxygen
fluxes into the sediments are lowered by a factor of 3–6 af-
ter 10–100 years at the IOM-BIE and BGR-RA sites, respec-
tively. This trend is mirrored by the decreased release of NH+
4
and NO−
3 into the bottom water. Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 1121 www.biogeosciences.net/17/1113/2020/ 1122 www.biogeosciences.net/17/1113/2020/ J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances p
Figure 4. Correlation of solid-phase Mn and TOC contents between the disturbed sites and the respective undisturbed reference sediments
(grey shaded profiles) using the disturbance depths determined with the Pearson correlation coefficient (compare Table 3). For the undisturbed
reference sediments, solid-phase Mn contents are taken from Volz et al. (2020) and TOC contents are taken from Volz et al. (2018; years: yr;
months: mth; days: d). Figure 4. Correlation of solid-phase Mn and TOC contents between the disturbed sites and the respective undisturbed reference sediments
(grey shaded profiles) using the disturbance depths determined with the Pearson correlation coefficient (compare Table 3). For the undisturbed
reference sediments, solid-phase Mn contents are taken from Volz et al. (2020) and TOC contents are taken from Volz et al. (2018; years: yr;
months: mth; days: d). monitoring of the recovery of small-scale disturbance
experiments. monitoring of the recovery of small-scale disturbance
experiments. tinctly decreasing contents below this level (Fig. 4; Volz
et al., 2020). Similar bulk solid-phase Mn distribution
patterns have been reported for other sites within the
CCZ (e.g., Khripounoff et al., 2006; Mewes et al., 2014;
Widmann et al., 2015). Volz et al. (2020) have suggested
that the widely observed solid-phase Mn enrichments
in CCZ surface sediments formed in association with a
more compressed oxic zone, which may have prevailed
as a result of lower bottom-water oxygen concentrations
during the last glacial period than today. Strong indica-
tion for lower glacial bottom-water oxygen concentra-
tions throughout the eastern Pacific Ocean have been
provided by a number of independent proxies (e.g., An- 2. The solid-phase Mn maxima in the surface sediments
appear to be a regional phenomenon across the CCZ
area as has been observed throughout the different ex-
ploration areas studied in the framework of this study
(Volz et al., 2020): the investigated disturbed sediments
as well as the undisturbed reference sediments in the
CCZ show decreasing solid-phase Mn contents with
depth in the upper 20–30 cm of the sediments (Figs. 3;
4; Volz et al., 2020). In the undisturbed reference sedi-
ments, solid-phase Mn contents show maxima of up to
1 wt % in the upper 10 cm of the sediments, with dis- www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances 1123 results of the transient transport-reaction model showing depth profiles of TOC, O2, NO−
3 , Mn2+ and NH+
4 for (a) the EBS
e German BGR-RA area and (b) the IOM-BIE disturbance in the eastern European IOM area. The model is adapted after
ransport-reaction model presented in Volz et al. (2018) and shows the response of the geochemical system in the sediments
nditions are disturbed by the removal of the upper 10 cm (BGR-RA; average disturbance depth of BGR-PA and BGR-RA;
7 cm (IOM; see Table 3) of the sediments while maintaining the same boundary conditions but with reduced bioturbation
years after the disturbance. Figure 5. Model results of the transient transport-reaction model showing depth profiles of TOC, O2, NO−
3 , Mn2+ and NH+
4 for (a) the EBS
disturbance in the German BGR-RA area and (b) the IOM-BIE disturbance in the eastern European IOM area. monitoring of the recovery of small-scale disturbance
experiments. The model is adapted after
the steady-state transport-reaction model presented in Volz et al. (2018) and shows the response of the geochemical system in the sediments
if steady-state conditions are disturbed by the removal of the upper 10 cm (BGR-RA; average disturbance depth of BGR-PA and BGR-RA;
see Table 3) and 7 cm (IOM; see Table 3) of the sediments while maintaining the same boundary conditions but with reduced bioturbation
over the first 100 years after the disturbance. Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ www.biogeosciences.net/17/1113/2020/ 1124 J. B. Volz et al.: Impact of small-scale disturbances The development of a re-suspended particle plume during the
disturbance experiments highly depends on various factors,
such as sediment properties, seafloor topography, bottom-
water currents and the disturbance device (e.g., Gillard et al.,
2019). Although local and regional variations in these factors
have been reported for the CCZ, they are not well constrained
(e.g., Mewes et al., 2014; Aleynik et al., 2017; Volz et al.,
2018; Gillard et al., 2019; Hauquier et al., 2019). As the dis-
turbance tracks investigated in the framework of this study
are relatively small, with a maximum width of 2.5 m (Fig. 2;
Brockett and Richards, 1994; Brenke, 2005), re-suspended
particles may (1) only partly deposit on the disturbance track
and (2) mostly be transported laterally by currents and de-
posit on top of undisturbed sediments in the proximity of
the disturbance tracks (e.g., Fukushima, 1995; Aleynik et al.,
2017; Gillard et al., 2019). This is in accordance with the
close correlation of the sediment porosity between the dis-
turbed and undisturbed reference sites, which indicates that
the deposition of re-settling particles with higher porosity at
the sediment surface in the disturbance tracks is insignificant
at all sites, except for the IOM-BIE site (Fig. 4). The poros-
ity data further show that sediment compaction, potentially
caused by the weight of the disturbance device (Cuvelier et
al., 2018; Hauquier et al., 2019), is insignificant at all dis-
turbed sites. Figure 7. Pore-water fluxes of oxygen (O2), nitrate (NO−
3 ) and am-
monia (NH+
4 ) at the sediment–water interface obtained by the ap-
plication of the transient transport-reaction model. Oxygen fluxes
into the sediment and fluxes of nitrate and ammonia towards the
sediment surface are shown as a function of time after the EBS and
IOM-BIE disturbances in the German BGR-RA area (blue) and in
the eastern European IOM area (black), respectively. derson et al., 2019, and references therein). As a conse-
quence of the condensed oxic zone, upwardly diffusing
pore-water Mn2+ may have precipitated as authigenic
Mn(IV) at a shallow oxic–suboxic redox boundary in
the upper few centimeters of the sediments. After the
last glacial period, the authigenic Mn(IV) peak was con-
tinuously mixed into subsequently deposited sediments
by bioturbation, causing the observed broad solid-phase
Mn(IV) enrichment in the surface sediments (Fig. 4;
Volz et al., 2020). 3. J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances Figure 7. Pore-water fluxes of oxygen (O2), nitrate (NO−
3 ) and am-
monia (NH+
4 ) at the sediment–water interface obtained by the ap-
plication of the transient transport-reaction model. Oxygen fluxes
into the sediment and fluxes of nitrate and ammonia towards the
sediment surface are shown as a function of time after the EBS and
IOM-BIE disturbances in the German BGR-RA area (blue) and in
the eastern European IOM area (black), respectively. other estimates for small-scale disturbances by similar gear
in the CCZ and in the DISCOL area, which suggest that the
upper 4–20 cm of the sediments was removed (e.g., Thiel and
Forschungsverband Tiefsee-Umweltschutz, 2001; Oebius et
al., 2001; König et al., 2001; Grupe et al., 2001; Radziejew-
ska, 2002; Khripounoff et al., 2006; Paul et al., 2018). How-
ever, as the disturbed sites investigated in this study and the
respective undisturbed reference sites are located up to 5 km
apart from each other, the correlation of solid-phase Mn may
be influenced by some spatial heterogeneities in solid-phase
Mn contents (Table 1; Mewes et al., 2014). Furthermore, it
should be noted that for the correlation of solid-phase Mn
contents between the disturbed and undisturbed reference
sites, we did not consider that (1) particles may have re-
settled on the freshly exposed sediment surfaces from re-
suspended particle plumes (e.g., Jankowski and Zielke, 2001;
Thiel and Forschungsverband Tiefsee-Umweltschutz, 2001;
Radziejewska, 2002; Gillard et al., 2019), (2) sediment slid
off from adjacent flanks of the sediment accumulation after
the disturbances (Fig. 2), and (3) sediments were deposited
after the small-scale disturbances at sedimentation rates be-
tween 0.2 and 1.2 cm kyr−1 (Table 2; Volz et al., 2018). How-
ever, only in the case of the IOM-BIE disturbance, the vi-
sual impact assessment suggested that the disturbance sur-
face was concealed, here by re-settling sediments (Fig. 2). The development of a re-suspended particle plume during the
disturbance experiments highly depends on various factors,
such as sediment properties, seafloor topography, bottom-
water currents and the disturbance device (e.g., Gillard et al.,
2019). Although local and regional variations in these factors
have been reported for the CCZ, they are not well constrained
(e.g., Mewes et al., 2014; Aleynik et al., 2017; Volz et al.,
2018; Gillard et al., 2019; Hauquier et al., 2019). J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances d model results of the transient transport-reaction model (Fig. 5) showing depth profiles of TOC, O2, NO−
3 , Mn2+ and
r 1 m of the sediments with the fit of the simulated profiles with the analytical data for undisturbed sediments at current
emical conditions and for the new steady-state geochemical system after the disturbance (dark blue profiles) for (a) EBS
German BGR-RA area and (b) the IOM-BIE disturbance in the eastern European IOM area. Figure 6. Detailed model results of the transient transport-reaction model (Fig. 5) showing depth profiles of TOC, O2, NO−
3 , Mn2+ and
NH+
4 for the upper 1 m of the sediments with the fit of the simulated profiles with the analytical data for undisturbed sediments at current
steady-state geochemical conditions and for the new steady-state geochemical system after the disturbance (dark blue profiles) for (a) EBS
disturbance in the German BGR-RA area and (b) the IOM-BIE disturbance in the eastern European IOM area. Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ 1125 J. B. Volz et al.: Impact of small-scale disturbances As the dis-
turbance tracks investigated in the framework of this study
are relatively small, with a maximum width of 2.5 m (Fig. 2;
Brockett and Richards, 1994; Brenke, 2005), re-suspended
particles may (1) only partly deposit on the disturbance track
and (2) mostly be transported laterally by currents and de-
posit on top of undisturbed sediments in the proximity of
the disturbance tracks (e.g., Fukushima, 1995; Aleynik et al.,
2017; Gillard et al., 2019). This is in accordance with the
close correlation of the sediment porosity between the dis-
turbed and undisturbed reference sites, which indicates that
the deposition of re-settling particles with higher porosity at
the sediment surface in the disturbance tracks is insignificant
at all sites, except for the IOM-BIE site (Fig. 4). The poros-
ity data further show that sediment compaction, potentially
caused by the weight of the disturbance device (Cuvelier et
al., 2018; Hauquier et al., 2019), is insignificant at all dis- other estimates for small-scale disturbances by similar gear
in the CCZ and in the DISCOL area, which suggest that the
upper 4–20 cm of the sediments was removed (e.g., Thiel and
Forschungsverband Tiefsee-Umweltschutz, 2001; Oebius et
al., 2001; König et al., 2001; Grupe et al., 2001; Radziejew-
ska, 2002; Khripounoff et al., 2006; Paul et al., 2018). How-
ever, as the disturbed sites investigated in this study and the
respective undisturbed reference sites are located up to 5 km
apart from each other, the correlation of solid-phase Mn may
be influenced by some spatial heterogeneities in solid-phase
Mn contents (Table 1; Mewes et al., 2014). Furthermore, it
should be noted that for the correlation of solid-phase Mn
contents between the disturbed and undisturbed reference
sites, we did not consider that (1) particles may have re-
settled on the freshly exposed sediment surfaces from re-
suspended particle plumes (e.g., Jankowski and Zielke, 2001;
Thiel and Forschungsverband Tiefsee-Umweltschutz, 2001;
Radziejewska, 2002; Gillard et al., 2019), (2) sediment slid
off from adjacent flanks of the sediment accumulation after
the disturbances (Fig. 2), and (3) sediments were deposited
after the small-scale disturbances at sedimentation rates be-
tween 0.2 and 1.2 cm kyr−1 (Table 2; Volz et al., 2018). How-
ever, only in the case of the IOM-BIE disturbance, the vi-
sual impact assessment suggested that the disturbance sur-
face was concealed, here by re-settling sediments (Fig. 2). 4.2
Impact of small-scale disturbances on the
geochemical system The geochemical conditions found at the study sites in the
CCZ are the result of a balanced interplay of key factors,
such as the input of fresh, labile TOC, sedimentation rate
and bioturbation intensity (e.g., Froelich et al., 1979; Berner,
1981; Zonneveld et al., 2010; Mogollón et al., 2016; Volz
et al., 2018). Together they characterize the upper reactive
layer, which in turn plays a crucial role in the location of the
OPD in the sediments of the CCZ (e.g., Mewes et al., 2014;
Mogollón et al., 2016; Volz et al., 2018). Oxygen is con-
sumed via aerobic respiration during the degradation of or-
ganic matter, while bioturbation transports fresh, labile TOC
into deeper sediments (e.g., Haeckel et al., 2001; König et
al., 2001). The presence of labile TOC throughout the biotur-
bated zone significantly enhances the consumption of oxy-
gen with depth, where oxygen is not as easily replenished
by seawater oxygen. Thus, the availability of labile TOC
in the bioturbated layer controls the amount of oxygen that
passes through the reactive layer into deeper sediments (e.g.,
König et al., 2001). Below the highly reactive layer, refrac-
tory organic matter degradation and secondary redox reac-
tions – such as oxidation of Mn2+ – control the consump-
tion of oxygen (Table S1; Mogollón et al., 2016; Volz et al.,
2018). The oxygen profile, more precisely the position of the
OPD, in turn, strongly influences the distribution of other so-
lutes. Below the OPD, denitrification and Mn(IV) reduction
commence, albeit at much lower rates, consuming pore-water
NO−
3 and releasing Mn2+ (Mogollón et al., 2016; Volz et al.,
2018). The study sites in the CCZ provide an excellent ex-
ample for how slight differences in key environmental factors
can profoundly change the overall solute profiles, with OPDs
ranging between 0.5 m (BGR-RA) and > 7.4 m (GSR), as
outlined by Volz et al. (2018). Figure 8. Conceptual model for time-dependent pore-water fluxes
of oxygen (O2), nitrate (NO−
3 ) and ammonia (NH+
4 ) at the
sediment–water interface after the removal of the upper 7–10 cm
of the sediments. The re-establishment of bioturbation, the maxi-
mum oxygen penetration depth (OPD) and the re-establishment of
the surface sediment layer dominated by the reactive labile organic
matter fraction are indicated as a function of time after the sediment
removal (years: yr). J. B. Volz et al.: Impact of small-scale disturbances J. B. Volz et al.: Impact of small-scale disturbances
Figure 8. Conceptual model for time-dependent pore-water fluxes
of oxygen (O2), nitrate (NO−
3 ) and ammonia (NH+
4 ) at the
sediment–water interface after the removal of the upper 7–10 cm
of the sediments. The re-establishment of bioturbation, the maxi-
mum oxygen penetration depth (OPD) and the re-establishment of
the surface sediment layer dominated by the reactive labile organic
matter fraction are indicated as a function of time after the sediment
removal (years: yr). 4.2
Impact of small-scale disturbances on the
geochemical system main driver shaping solute profiles towards a new geo-
chemical steady-state system in the absence of the re-
active layer (Figs. 5 and 6). This entails the downward
migration of the OPD, as oxygen is no longer effectively
consumed in the upper sediment layer. The presence of
oxygen outcompetes denitrification and Mn(IV) reduc-
tion and induces NH+
4 and Mn2+ oxidation instead, thus
minimizing pore-water NH+
4 and Mn2+ concentrations
(Figs. 5 and 6). At the same time, NO−
3 , produced dur-
ing nitrification in the presence of oxygen (e.g., Froelich
et al., 1979; Berner, 1981; Haeckel et al., 2001; Mogol-
lón et al., 2016; Volz et al., 2018), is accordingly re-
duced during denitrification, and NO−
3 concentrations
are lowered during this first phase. The removal of the upper 5–15 cm of the sediment re-
sults, on one hand, in an almost complete loss of the labile
TOC fraction (Fig. 4), as this fraction is restricted to the
upper 20 cm of the sediment in the CCZ (e.g., Müller and
Mangini, 1980; Emerson, 1985; Müller et al., 1988; Mewes
et al., 2014; Mogollón et al., 2016; Volz et al., 2018). On the
other hand, studies on faunal diversity and density in small-
scale disturbances in the sediments of the CCZ and in the
DISCOL area show that most of the biota is lost immediately
after the disturbance experiment (Borowski and Thiel, 1998;
2001; Bluhm et al., 2001; Thiel et al., 2001; Vanreusel et al.,
2016; Jones et al., 2017; Gollner et al., 2017). Thus, a dras-
tic decline or standstill of bioturbation can be expected in the
surface sediments. 2. The second phase is characterized by the increasing in-
fluence of reactive fluxes across the seafloor. It takes ap-
proximately 1000 years before any significant build-up
of an upper labile TOC layer is re-established (Fig. 6),
at which point solute profiles slowly shift towards their
pre-disturbance shape (Fig. 7). Interestingly, during the
transition time, when oxygen is still present at depth but
aerobic respiration in the upper sediments has already
began to pick up, NO−
3 concentrations are strongly ele-
vated in the BGR sediments (Figs. 5 and 6). This is due
to the fact that NO−
3 is not consumed during denitrifi-
cation or the Mn–anammox reaction in the presence of
oxygen (Mogollón et al., 2016; Volz et al., 2018). 2. 1. Since the labile TOC fraction and bioturbating fauna are
mostly removed, downward diffusion of oxygen is the J. B. Volz et al.: Impact of small-scale disturbances Lastly, the OPD at all sites is located at sediment depths
greater than 0.5 m, and, thus, diagenetic precipitation of
Mn(IV) in the surface sediments (e.g., Gingele and Kas-
ten, 1994) since the last glacial period can be ruled out
(Table 2; Mewes et al., 2014; Volz et al., 2020). Based on the depth distribution of solid-phase Mn, our
work suggests that between 5 and 15 cm of the surface sedi-
ments was removed and pushed aside by the different small-
scale disturbance experiments in the CCZ (Table 3; Fig. 4). This range of disturbance depths is in good agreement with Biogeosciences, 17, 1113–1131, 2020 Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ 1126 J. B. Volz et al.: Impact of small-scale disturbances 5
Conclusion Through correlation of solid-phase
Mn contents of disturbed and undisturbed reference sedi-
ments, we (1) propose that the depth distribution of solid-
phase Mn in the sediments of the CCZ provides a reliable
tool for the estimation of the disturbance depth and (2) show
that 5–15 cm of the sediments was removed during the small-
scale disturbance experiments investigated in this study. As
the small-scale disturbances are associated with the removal
of the surface sediments characterized by reactive labile or-
ganic matter, the disturbance depth ultimately determines the
impact on the geochemical system in the sediments. The ap-
plication of a transient transport-reaction model reveals that
the removal of the upper 7–10 cm of the surface sediments
is associated with a meter-scale downward extension of the
oxic zone and the shutdown of denitrification and Mn(IV) re-
duction. As a consequence of lower respiration rates after the
disturbance experiments, the geochemical system in the sed-
iments is controlled by downward oxygen diffusion. While
the re-establishment of bioturbation within centuries after the
disturbance is important for the development of steady-state
geochemical conditions in the disturbed sediments, the rate
at which geochemical steady-state conditions are reached ul-
timately depends on the delivery rate of organic matter to the
seafloor. Assuming the accumulation of labile organic matter
to proceed at current Holocene sedimentation rates in the dis-
turbed sediments, biogeochemical reactions resume in the re-
active surface sediment layer, and, thus, the new steady-state
geochemical system in the disturbed sediments in the CCZ is
reached on a millennial timescale after the disturbance of the
surface sediments. It should be noted that while bioturbation has a pivotal in-
fluence on the undisturbed steady-state profile, it only plays
a secondary role in re-establishing the steady-state geochem-
ical system at the disturbed sites in the CCZ. Studies sug-
gest that faunal abundances fully recover within centuries af-
ter the disturbance even though the benthic community may
be different than prior to the disturbance (e.g., Miljutin et
al., 2011; Vanreusel et al., 2016). Due to the extremely slow
build-up of the reactive layer with labile TOC, the bioturba-
tion “pump” is active again before any significant amount
of labile TOC is present about 1–100 kyr after the distur-
bance. Thus, full recovery is mainly controlled by the re-
establishment of the upper reactive layer, i.e., the delivery
rate of labile TOC to the seafloor. 5
Conclusion considered. The release of nutrients complements the close
link between sediment geochemistry and the food web struc-
ture (e.g., Smith et al., 1979; Dunlop et al., 2016; Stratmann
et al., 2018) and further emphasizes their interdependencies. Figure 7 depicts fluxes of oxygen, NO−
3 and NH+
4 across the
seafloor. As expected, with the reactive layer being mostly
absent, fluxes across the seafloor are severely reduced, which
particularly affects the oxygen uptake of the sediments as
well as the release of NO−
3 and NH+
4 into the bottom wa-
ter. At about 100 to 1000 years after the disturbance, concur-
rent with the build-up of an upper sediment layer containing
significant amounts of labile organic matter, fluxes begin to
increase again, albeit much slower than the rate of the de-
crease in fluxes subsequently after the disturbances (Fig. 7;
note the logarithmic scale). considered. The release of nutrients complements the close
link between sediment geochemistry and the food web struc-
ture (e.g., Smith et al., 1979; Dunlop et al., 2016; Stratmann
et al., 2018) and further emphasizes their interdependencies. Figure 7 depicts fluxes of oxygen, NO−
3 and NH+
4 across the
seafloor. As expected, with the reactive layer being mostly
absent, fluxes across the seafloor are severely reduced, which
particularly affects the oxygen uptake of the sediments as
well as the release of NO−
3 and NH+
4 into the bottom wa-
ter. At about 100 to 1000 years after the disturbance, concur-
rent with the build-up of an upper sediment layer containing
significant amounts of labile organic matter, fluxes begin to
increase again, albeit much slower than the rate of the de-
crease in fluxes subsequently after the disturbances (Fig. 7;
note the logarithmic scale). We studied surface sediments from seven small-scale dis-
turbance experiments for the simulation of deep-sea mining,
which were performed between 1 d and 37 years prior to our
sampling in the NE Pacific Ocean. These small-scale distur-
bance tracks were created using various disturbance devices
in different European contract areas for the exploration of
polymetallic nodules within the eastern part of the Clarion–
Clipperton Zone (CCZ). 4.2
Impact of small-scale disturbances on the
geochemical system The second phase is characterized by the increasing in-
fluence of reactive fluxes across the seafloor. It takes ap-
proximately 1000 years before any significant build-up
of an upper labile TOC layer is re-established (Fig. 6),
at which point solute profiles slowly shift towards their
pre-disturbance shape (Fig. 7). Interestingly, during the
transition time, when oxygen is still present at depth but
aerobic respiration in the upper sediments has already
began to pick up, NO−
3 concentrations are strongly ele-
vated in the BGR sediments (Figs. 5 and 6). This is due
to the fact that NO−
3 is not consumed during denitrifi-
cation or the Mn–anammox reaction in the presence of
oxygen (Mogollón et al., 2016; Volz et al., 2018). Based on the results of the transient transport-reaction
model, geochemical recovery after small-scale sediment dis-
turbances can be divided into two main phases (Fig. 8). With the importance of bioturbation and the mining-
related removal of associated fauna in mind, solute and in
particular nutrient fluxes across the seafloor should also be 1. Since the labile TOC fraction and bioturbating fauna are
mostly removed, downward diffusion of oxygen is the Biogeosciences, 17, 1113–1131, 2020 www.biogeosciences.net/17/1113/2020/ www.biogeosciences.net/17/1113/2020/ 1127 www.biogeosciences.net/17/1113/2020/ Biogeosciences, 17, 1113–1131, 2020 References Supplement. The supplement related to this article is available on-
line at: https://doi.org/10.5194/bg-17-1113-2020-supplement. Aleynik,
D.,
Inall,
M. E.,
Dale,
A.,
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Im-
pact of remotely generated eddies on plume dispersion at
abyssal mining sites in the Pacific, Sci. Rep.-UK, 7, 1–14,
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RV SONNE cruise SO239 and the analytical work in the labora-
tories at the Alfred Wegener Institute (AWI) in Bremerhaven. LH
and MH modified the numerical transport-reaction model presented
in Volz et al. (2018) and provided model results for the long-term
effects of small-scale disturbances on geochemical conditions and
biogeochemical processes. JBV prepared the paper, with substantial
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vironments, J. Sediment. Petrol., 51, 359–365, 1981. Competing interests. The authors declare that they have no conflict
of interest. Bluhm H.: Re-establishment of an abyssal megabenthic community
after experimental physical disturbance of the seafloor, Deep-Sea
Res. Pt. II, 48, 3841–3868, 2001. Special issue statement. This article is part of the special issue
“Assessing environmental impacts of deep-sea mining – revisiting
decade-old benthic disturbances in Pacific nodule areas”. It is not
associated with a conference. Boetius, A.: RV SONNE Fahrtbericht/Cruise Report SO242-2: JPI
OCEANS Ecological Aspects of Deep-Sea Mining, DISCOL
Revisited, Guayaquil-Guayaquil (Equador), 28 August–1 Octo-
ber 2015, GEOMAR Helmholtz-Zentrum für Ozeanforschung,
Kiel, 2015. Boetius, A. and Haeckel, M.: Mind the seafloor, Science, 359, 34–
36, https://doi.org/10.1126/science.aap7301, 2018. Acknowledgements. We thank captain Lutz Mallon, the crew and
the scientific party of RV SONNE cruise SO239 for the technical
and scientific support. Thanks to Jennifer Ciomber, Benjamin Löf-
fler and Vincent Ozegowski for their participation in sampling and
analysis onboard. For analytical support in the home laboratory and
during data evaluation we are grateful to Ingrid Stimac, Olaf Kreft,
Dennis Köhler and Ingrid Dohrmann (all at AWI). J. B. Volz et al.: Impact of small-scale disturbances with ongoing natural environmental changes (e.g., bottom-
water warming, acidification, changes in the POC flux to the
seafloor), it is difficult to assess whether the surface sediment
removal may trigger a tipping point for deep-sea ecosys-
tems. This study also provides valuable data for further in-
vestigations on the environmental impact of deep-sea mining,
such as during the launched JPI Oceans follow-up project
MiningImpact 2. Financial support. This research was funded by the Bundesmin-
isterium für Bildung und Forschung (grant no. 03F0707A+G) as
part of the JPI Oceans pilot action “Ecological aspects of deep-sea
mining (MininigImpact). Further financial support was provided
by the Alfred Wegener Institute Helmholtz Centre for Polar and
Marine Research. The article processing charges for this open-access The article processing charges for this open-access
publication were covered by a Research publication were covered by a Research Centre of the Helmholtz Association. Centre of the Helmholtz Association. Data availability. The data are available via the data man-
agement
portal
OSIS-Kiel
and
the
WDC
database
PAN-
GAEA,
including
the
solid-phase
bulk
sediment
Mn
and
TOC
contents
(https://doi.org/10.1594/PANGAEA.904560;
Volz
et
al.,
2019a)
as
well
as
the
porosity
data
(https://doi.org/10.1594/PANGAEA.904578; Volz et al., 2019b). Data availability. The data are available via the data man-
agement
portal
OSIS-Kiel
and
the
WDC
database
PAN-
GAEA,
including
the
solid-phase
bulk
sediment
Mn
and
TOC
contents
(https://doi.org/10.1594/PANGAEA.904560;
Volz
et
al.,
2019a)
as
well
as
the
porosity
data
(https://doi.org/10.1594/PANGAEA.904578; Volz et al., 2019b). Review statement. This paper was edited by Jack Middelburg and
reviewed by two anonymous referees. Review statement. This paper was edited by Jack Middelburg and
reviewed by two anonymous referees. 5
Conclusion The transport-reaction model reveals that under current de-
positional conditions, the new steady-state geochemical sys-
tem is established after 1–10 kyr at the IOM-BIE site, while
the re-establishment of steady-state geochemical conditions
at the BGR-RA site takes 10–100 kyr (Figs. 5 and 6). Shorter
recovery times at the IOM site compared to the BGR-RA
site are related to higher sedimentation rates (1.15 instead of
0.65 cm kyr−1) and shallower impact on the sediment (7 cm
instead of 10 cm sediment removal). Accordingly, the maxi-
mum OPD is reached after 100 years and 10 kyr at the IOM
and BGR-RA site, respectively (Figs. 5 and 6), while the
reactive layer is clearly established sooner at the IOM site
compared to the BGR-RA site (Fig. 7). Thus, the disturbance
depth clearly has a strong influence on the recovery pro-
cess of the geochemical system of the sediments, highlight-
ing the importance of low-impact mining equipment. Con-
sidering that in the CCZ areas of about 8500 km2 could be
commercially mined in 20 years per individual mining op-
eration (Madureira et al., 2016), this impact assessment of
small-scale disturbance experiments may only represent a
first approach for the prediction of the environmental impact
of large-scale deep-sea mining activities. Our study represents the first study on the impact of small-
scale disturbance experiments on the sedimentary geochem-
ical system in the prospective areas for polymetallic nodule
mining in the CCZ. Our findings on the evaluation of the
disturbance depths using solid-phase Mn contents as well as
the quantification of the development of a new geochemi-
cal steady-state system in the sediments advance our knowl-
edge about the potential long-term consequences of deep-sea
mining activities. We propose that mining techniques poten-
tially used for the potential commercial exploitation of nod-
ules in the CCZ may remove less than 10 cm of the sur-
face sediments in order to minimize the impact on the geo-
chemical system in the sediments. The depth distribution of
solid-phase Mn may be used for environmental monitoring
purposes during future mining activities in the CCZ. How-
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Impact of Bottle Aging on the Composition and Sensory Properties of Flavored Chardonnay and Shiraz Wines
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Received: 13 August 2020; Accepted: 27 August 2020; Published: 1 September 2020 Abstract: Natural flavorings could potentially be used to enhance the intensity of wine aroma
and flavor; albeit since flavor additives are not legally permitted winemaking aids, flavored wines
would need to be labeled as wine products. In this study, changes in the composition and sensory
profiles of flavored Chardonnay (n = 2) and Shiraz (n = 2) wines were compared at bottling, and then
again after 12 months of bottle aging. Flavorings and flavored wines were also analyzed by gas
chromatography-mass spectrometry (GC-MS) to determine the key constituents responsible for
changes to aroma and flavor profiles. However, many of the volatile compounds identified in
flavor additives were not detected at appreciably higher concentrations in flavored wines, which was
attributed to the very small quantities of flavorings that were added to base wines. The sensory
profiles of control and flavored wines were determined by descriptive analysis, and the addition
of flavorings to base wines significantly influenced the perception of some sensory attributes. Flavored Chardonnay wines exhibited enhanced fruit aromas and flavors, while fruit and developed
attributes were enhanced in flavored Shiraz wines. Differences in sensory profiles were less apparent
in Chardonnay wines following bottle aging, but depending on the flavorings added, flavored
Shiraz wines could still be discriminated from their corresponding control wines after bottle aging. Results from this study demonstrate the potential for flavor additives to be used to enhance desirable
attributes and/or mitigate wine sensory deficiencies. Keywords: bottle aging; descriptive analysis; flavor additives; GC-MS; wine; wine product Impact of Bottle Aging on the Composition and
Sensory Properties of Flavored Chardonnay and
Shiraz Wines Yaelle Saltman, Julie A. Culbert, Trent E. Johnson
, Renata Ristic
, Kerry L. Wilkinson *
an
Susan E. P. Bastian School of Agriculture, Food and Wine, Waite Campus, The University of Adelaide, PMB 1, Glen Osmond,
SA 5064, Australia; yaelle.saltman@adelaide.edu.au (Y.S.); julie.culbert@adelaide.edu.au (J.A.C.);
trent.johnson@adelaide.edu.au (T.E.J.); renata.ristic@adelaide.edu.au (R.R.);
sue.bastian@adelaide.edu.au (S.E.P.B.) * Correspondence: kerry.wilkinson@adelaide.edu.au; Tel.: +61-8-8313-7360 foods foods foods www.mdpi.com/journal/foods 1. Introduction Aroma and flavor intensity are important indicators of wine quality, and can be attributed
to the presence of volatile compounds derived from grapes, primary and secondary fermentation,
maturation and/or aging [1,2]. Whereas, flavor additives can be used to moderate aroma and flavor
intensity in food and beverage production [3], regulations governing the use of additives and processing
aids in most wine-producing countries prevent their use during winemaking. In Australia, the addition
of flavorings to wine renders it a ‘wine product’, according to the Australian and New Zealand Food
Standard Code [4]. However, research suggests a significant proportion of consumers (up to 50%)
do not understand the meaning of this term, and they may, therefore, be misled by ‘wine product’
labeling [5]. Whilst it is unlikely that flavor additives would ever be used in the production of
premium quality wines, they might offer winemakers the ability to moderate the sensory properties
of commodity wines or address wines with sensory deficiencies. For example, flavorings could be Foods 2020, 9, 1208; doi:10.3390/foods9091208 www.mdpi.com/journal/foods www.mdpi.com/journal/foods Foods 2020, 9, 1208 2 of 14 used to: (i) Enhance the aroma and flavor intensity of wines affected by adverse weather conditions;
(ii) mask undesirable ‘green’ (unripe) characters; or (iii) introduce oak-related characters to wine,
without the investment in time or capital associated with traditional barrel maturation. Recent studies
have, therefore, explored consumer attitudes towards the addition of flavorings to wine [6] and the
potential for flavor additives to influence the sensory profiles and consumer acceptance of wine [7]. An online survey (with 1031 participants) concerning attitudes towards the use of additives in
food and wine production found Australian wine consumers were generally more accepting of the
addition of natural flavorings to wine, than many of the (legally permitted) additives currently used in
winemaking (e.g., tartaric acid and sulfur dioxide) [6]. A subsequent study evaluated consumer liking
of control (unflavored) and flavored Chardonnay and Shiraz wines, and identified consumer segments
who accepted, and in some cases preferred, the flavored wines [7]. The flavorings added to wines
were chosen according to findings from previous studies on wine consumers’ flavor preferences [8,9],
with flavor combinations optimized via bench-top trials, then refined using feedback obtained from
consumers via focus panels [7]. The composition of wine evolves with time, as a consequence of chemical transformations
that occur after bottling [10]. These compositional changes can be either desirable or undesirable. 1. Introduction For example, hydrolysis of esters during aging of wine can result in the loss of varietal expression, i.e.,
a decrease in the intensity of fruity, floral characters [11,12], while the formation of phenylacetaldehyde
and methional, due to oxidative effects can give rise to over-ripe fruit or cooked vegetable notes [13]. In other cases, pleasant toasty, biscuit, honey, nutty, and/or toffee characters may arise with the aging
of white wine [14–16]. Similarly, temporal changes in the volatile compounds present in red wines
can result in primary fruit characters giving way to caramel, savory, truffle, leather, chocolate, cedar,
and/or coffee developed notes [17,18]. Aging of red wine is also associated with modifications in the
wine color and mouthfeel properties, due to reactions of polyphenolic compounds [19]. Whereas,
some wine styles benefit from extended aging in the bottle, many inexpensive (commodity) wines are
intended to be consumed soon after bottling, when varietal expression is at its peak. The stability of
flavor additives in the acidic wine medium has not yet been investigated, but the sensory perception
of flavorings would be expected to diminish with time. As such, this study sought to determine the
impact of bottle aging on the composition and sensory profiles of flavored wines, using a combination
of gas chromatography-mass spectrometry (GC-MS) and descriptive sensory analysis. 2.1. Flavorings and Reagents Flavor additives were sourced from the Product Makers Pty. Ltd. (Melbourne, VIC, Australia;
chocolate1039, cinnamon1525, custard1989, orange1883, raspberry228 and vanilla1729) and FlavorSense
Corporation (San Rafael, CA, USA; apricotWW3, berry8819, butter10-1206, honey, oak and passion
fruit77116). Analytical grade reagents, solvents, and standards used in GC-MS analysis were purchased
from Sigma Aldrich (Castle Hill, NSW, Australia), CDN Isotopes (Pointe-Claire, QC, Canada) and
Chem-Supply (Gillman, SA, Australia). 2.4.2. GC-MS Instrumentation Samples were analyzed by gas chromatography-mass spectrometry (GC-MS), with a 7890A
GC coupled to a 5975C inert XL mass selective detector (Agilent Technologies, Santa Clara, CA,
USA) and equipped with a Gerstel MPS2 Multipurpose autosampler (Gerstel, Mülheim an der Ruhr,
Germany). Instrument control and data analysis were performed with Agilent ChemStation software
(E.02.02.1431, Agilent Technologies, Santa Clara, CA, USA) and Gerstel MASter software (version 1.3,
Lasersan Australiasia Pty. Ltd., Robina, QLD, Australia). Samples were incubated with agitation for
10 min at 50 ◦C, prior to headspace solid-phase micro-extraction (HS-SPME) for 30 min at 50 ◦C (with
agitation) using a Supelco 50/30 µm divinylbenzene/carboxen/polydimethylsiloxane 1 cm SPME fiber. The SPME fiber was desorbed in the GC inlet containing an ultra-inert glass SPME liner (straight taper
with 0.75 mm i.d.), operating in splitless mode at a temperature of 240 ◦C. The SPME fiber remained in
the inlet for 10 min, but with a purge, flow to split vent of 20 mL/min after 3 min. Separation of volatile
compounds was achieved using an Agilent J&W DB-WAX capillary column (60 m × 0.25 mm i.d. ×
0.25 µm) with ultrapure helium (Coregas, Cavan, SA, Australia) as the carrier gas at a constant flow
rate of 1.5 mL/min. The oven program was as follows: 40 ◦C (held for 5 min), increased to 210 ◦C at
2 ◦C/min (held for 5 min), and then to 240 ◦C at 5 ◦C/min (held for 10 min), giving a total runtime of
111 min. The MS was operated using positive ion electron impact at 70 eV in either full scan mode (m/z
35–350) or select ion monitoring (SIM), with MS source and quad temperatures of 230 ◦C and 150 ◦C,
respectively. The MS transfer line was held at 240 ◦C. 2.2. Preparation and Aging of Wines The preparation of flavored wines has previously been reported in full [7]. Briefly, four inexpensive
commercial wines (retailing at ≤AUD$10 per 750 mL bottle), two 2011 Chardonnay wines from the
Riverland and South Eastern Australia (hereafter CH1 and CH2) and two 2011 Shiraz wines, both from
South Eastern Australia (hereafter SH1 and SH2), were sourced from Australian wineries and spiked
with different combinations of flavorings (Table S1) to generate two flavored versions of each wine (on
a 20 L scale). Flavor combinations were selected and optimized based on consumer surveys, bench-top
trials, and focus panels described previously [6,7]. Control and flavored wines were then bottled Foods 2020, 9, 1208 3 of 14 (in 375 mL dark green colored glass bottles) under metal screwcap closures, with minimal ullage
(<1–2 mL) and carbon dioxide blanketing, and cellared (in an upright position), in darkness at 15 ◦C. 2.4.1. Sample Preparation For analysis of flavorings, flavor additives (2–3 drops, approx. 0.1 g) were added to 20 mL
screw-cap autosampler vials (Sigma Aldrich), together with Milli-Q water (5 mL) and sodium chloride
(2.0 g). Vials were sealed and thoroughly mixed with a vortex mixer prior to GC-MS analysis. For analysis of flavored wines, wine (0.5 mL) was placed in a 20 mL screw-cap autosampler vial
containing sodium chloride (2.0 g) and Milli-Q water (4.5 mL) and 2-octanol (10 µL, 50 mg/L in ethanol)
added as an internal standard. Vials were sealed and thoroughly mixed using a vortex mixer prior to
GC-MS analysis. Flavorings were analyzed five weeks after bottling (i.e., at t = 0), whereas wines were
analyzed five weeks after bottling, then again following 12 months of bottle aging (i.e., at t = 0 and
t = 1). 2.4. Volatile Composition of Flavorings and Wines 2.4. Volatile Composition of Flavorings and Wines 2.3. Basic Wine Composition The pH, titratable acidity (TA, as g/L of tartaric acid) alcohol (% v/v), residual sugar (as g/L of
glucose and fructose) and volatile acidity (VA, as g/L of acetic acid) of wines were measured (in
duplicate) according to published methodology [20]. Results from chemical analyses performed five
weeks after bottling (hereafter ‘t = 0’) were reported previously [7]; in the current study, analyses were
repeated following 12 months bottle aging of wines (hereafter ‘t = 1’). 2.5. Sensory Analysis of Wines The sensory profiles of control and flavored wines were determined by descriptive analysis (DA). The sensory analyses performed five weeks after bottling (i.e., at ‘t = 0’) have previously been described
in full [7]; in the current study, analyses were repeated following 12 months bottle aging of wines (i.e.,
at ‘t = 1’). A DA panel comprising twelve panelists (seven females and five males, aged between 22 and
60 years), all of whom had previous DA experience and six of whom participated in DA at t = 0,
was assembled. Panelists underwent five training sessions (1 × 2 h session per week, held over
five consecutive weeks). During training sessions, the panel evaluated the aroma, flavor, taste,
and mouthfeel attributes of wines, according to standard DA protocol [21], and were introduced
to the tasting booths in which formal evaluations would be held (i.e., under controlled ventilation,
light conditions, and temperature, being 22–23 ◦C). The panel generated twelve aroma, seven flavor,
and five taste and mouthfeel descriptors for Chardonnay wines and eleven aroma, eight flavor, and five
taste and mouthfeel descriptors for Shiraz wines (Table S3); these included the same aroma, flavor,
taste, and mouthfeel attributes used for DA of wines at t = 0, but several additional descriptors
were generated for the bottle-aged wines. Reference standards were developed during early training
sessions and were freshly prepared (in covered, opaque black glasses) for use at subsequent training
sessions and throughout formal evaluations. Examples of taste and mouthfeel attributes (from low to
high) were also provided and comprised creaminess (low-fat milk to full cream milk), acidity (base
wine spiked with 0.5 to 2 g/L tartaric acid), bitterness (base wine spiked with 5 to 20 mg/L quinine
sulfate), and astringency (felt material to sandpaper). The aftertaste was defined as the length of time
for which fruit and/or phenolic attributes were perceived after expectoration. During training, panelists practiced rating the intensity of each descriptor, and their performance
was evaluated using SENPAQ (version 5.01, Qi Statistics, Reading, UK). Further training was provided
to panelists for any attributes with the significant judge by sample interactions. Panel performance
was considered to be satisfactory once interactions were minimized, after which, formal evaluations
commenced. Four formal evaluation sessions were held (two each for Chardonnay and Shiraz
wines), with nine wines presented per session, such that three replicates of each wine were assessed. 2.4.2. GC-MS Instrumentation SIM parameters were as follows: Group 1 (Start
time 0.00 min) m/z 43.1, 70.1, 71.1, 86.0, 88.1, 101.1 and 116.1; Group 2 (start time 18.01 min) m/z 68.1,
79.1, 93.0 and 136.1; Group 3 (start time 30.00 min) m/z 39.1, 41.1, 55.1, 57.1, 67.1, 70.1, 71.1, 82.1, 83.1,
84.1, 89.1, 93.1, 95.0, 96.0, 105.0, 106.0, 121.1, 129.1 and 136.1; Group 4 (start time 48.00 min) m/z 59.1,
65.1, 69.1, 91.1, 93.1, 104.1, 121.1, 123.1, 136.1, 138.1, 156.1, 163.0, 164.1 and 192.1; Group 5 (start time
of 62.00 min) m/z 43.1, 55.1, 57.1, 65.1, 77.1, 85.0, 91.1, 92.1, 93.1, 103.1, 104.1, 121.1, 122.1, 128.1, 131.1,
132.1, 135.1, 136.1, 147.1, 176.1, 177.1, and 192.1. Ions in groups 1 and 2 had a dwell time of 100 ms,
while those in groups 3, 4, and 5 had a dwell time of 50 ms. Compound identification was achieved
using the National Institute of Standards and Technology (NIST) 05 Mass Spectral library database 4 of 14 Foods 2020, 9, 1208 and by comparing retention times and mass spectra with those of reference standards (Table S2),
when available. Compound peak areas were corrected relative to 2-octanol. and by comparing retention times and mass spectra with those of reference standards (Table S2),
when available. Compound peak areas were corrected relative to 2-octanol. 2.6. Data Analysis Sensory data were analyzed using a mixed model analysis of variance (ANOVA) with wine
sample and replicate as fixed factors and panelists as random factors, including two-way interactions
(Tables S4–S7). Fisher’s least significant difference (LSD) was applied as post-hoc comparison p < 0.05. Data analyses were performed with XLSTAT (version 2020.1., Addinsoft, New York, NY, USA). 2.5. Sensory Analysis of Wines Wines (30 mL) were assigned random three-digit codes and served in XL5 (ISO standard) 215 mL wine
glasses covered with plastic lids, using a randomized presentation order, with wines presented in
brackets of four or five samples. Chardonnay wines were served at 14–16 ◦C and Shiraz wines were
served at 22–24 ◦C. Panelists evaluated wines and recorded the intensity of each sensory attribute using
FIZZ data acquisition software (Version 2.47b, Biosystèms, Couternon, France) on 15 cm unstructured
line scales with anchor points of ‘low’ and ‘high’ placed at 0% and 100% on the scale, respectively. Between samples, panelists cleansed their palate with filtered water and unsalted crackers during a
one min break. Panelists were required to have five min breaks after each bracket. DA panelists gave informed consent before participating in the study, which was approved by the
Human Research Ethics Committee of The University of Adelaide (Project No. H-174-2011). 2.7. Ethical Statement DA panelists gave informed consent before participating in the study, which was approved by the
Human Research Ethics Committee of The University of Adelaide (Project No. H-174-2011). 5 of 14 Foods 2020, 9, 1208 3. Results and Discussion 3.1. Influence of Flavoring and Aging on Basic Wine Composition
Foods 2020, 9, x FOR PEER REVIEW The pH, TA, alcohol, residual sugar, and VA of control and flavored wines were measured after
12 months of bottle aging (t = 1), to investigate compositional differences amongst wines attributable
to the addition of natural flavorings (Table S8). As expected, compositional differences were observed
between the four wines, but no significant differences were observed between control wines and their
corresponding flavored wines. Nor were there significant differences between wines after bottling and
bottle aging (i.e., at t = 0 and t = 1, data not shown). Neither the addition of natural flavorings nor
bottle aging significantly influenced the basic wine parameters that were measured. 3.1. Influence of Flavoring and Aging on Basic Wine Composition
The pH, TA, alcohol, residual sugar, and VA of control and flavored wines were measured after
12 months of bottle aging (t = 1), to investigate compositional differences amongst wines attributable
to the addition of natural flavorings (Table S8). As expected, compositional differences were observed
between the four wines, but no significant differences were observed between control wines and their
corresponding flavored wines. Nor were there significant differences between wines after bottling
and bottle aging (i.e., at t = 0 and t = 1, data not shown). Neither the addition of natural flavorings nor
bottle aging significantly influenced the basic wine parameters that were measured 3.2. Volatile Composition of Flavor Additives and Flavored Wines
g
g
g
y
p
3 2 Volatile Composition of Flavor Additives and Flavored Wines The composition of flavor additives was analyzed by GC-MS in an attempt to identify the key
volatile compounds responsible for their characteristic aromas and flavors. The complexity of flavorings
varied considerably, with some flavor additives comprising relatively few volatile compounds, e.g.,
the raspberry flavor additive (Figure 1a), while others contained an array of constituents; around 20,
in the case of the passion fruit flavoring (Figure 1b). The most abundant flavoring constituents were
isoprenoids, furans, esters, alcohols and volatile phenols (Table 1), all of which have previously been
identified as constituents of grapes and/or wine [22–25]. 3.2. Volatile Composition of Flavor Additives and Flavored Wines
The composition of flavor additives was analyzed by GC-MS in an attempt to identify the key
volatile compounds responsible for their characteristic aromas and flavors. The complexity of
flavorings varied considerably, with some flavor additives comprising relatively few volatile
compounds, e.g., the raspberry flavor additive (Figure 1a), while others contained an array of
constituents; around 20, in the case of the passion fruit flavoring (Figure 1b). The most abundant
flavoring constituents were isoprenoids, furans, esters, alcohols and volatile phenols (Table 1), all of
which have previously been identified as constituents of grapes and/or wine [22–25]. (a)
(b)
Figure 1. Chromatograms of (a) raspberry and (b) passion fruit flavor additives. 0
10,000,000
20,000,000
30,000,000
0
10
20
30
40
50
60
70
80
90
100
110
Abundance
Time (min)
Ethyl butanoate
Ethyl 2-methylbutyrate
Ethyl 3-methylbutyrate
Linalool
β-Ionone
0
10,000,000
20,000,000
30,000,000
0
10
20
30
40
50
60
70
80
90
100
110
Abundance
Time (min)
Ethyl butanoate
unidentified
unidentified
unidentified
D-Limonene
Ethyl hexanoate
(Z)-3-Hexen-1-ol acetate
(Z)-3-Hexen-1-ol
3-Hexenyl butyrate
Linalool
α-Terpineol
Phenyl isovalerate
Figure 1. Chromatograms of (a) raspberry and (b) passion fruit flavor additives. 0
10,000,000
20,000,000
30,000,000
0
10
20
30
40
50
60
70
80
90
100
110
Abundance
Time (min)
Ethyl butanoate
Ethyl 2-methylbutyrate
Ethyl 3-methylbutyrate
Linalool
β-Ionone (a)
(b)
0
10,000,000
20,000,000
30,000,000
0
10
20
30
40
50
60
70
80
90
100
110
Abundance
Time (min)
Ethyl butanoate
unidentified
unidentified
unidentified
D-Limonene
Ethyl hexanoate
(Z)-3-Hexen-1-ol acetate
(Z)-3-Hexen-1-ol
3-Hexenyl butyrate
Linalool
α-Terpineol
Phenyl isovalerate (b) Figure 1. Chromatograms of (a) raspberry and (b) passion fruit flavor additives. Figure 1. Chromatograms of (a) raspberry and (b) passion fruit flavor additives. 6 of 14 Foods 2020, 9, 1208 Table 1. Volatiles identified as abundant constituents of natural flavor additives by GC-MS analysis. 3.2. Volatile Composition of Flavor Additives and Flavored Wines
g
g
g
y
p
3 2 Volatile Composition of Flavor Additives and Flavored Wines Table 1. Volatiles identified as abundant constituents of natural flavor additives by GC-MS analys
Flavor Additives
Volatile Compounds
apricot
linalool, hexyl butanoate
berry
linalool, α-terpineol, α-ionone
butter
ethyl butanoate
chocolate
2-ethyl-1-hexanol, ethyl butanoate
cinnamon
cinnamaldehyde, ethyl cinnamate, benzaldehyde
custard
ethyl butanoate
honey
2-phenylethyl acetate, ethyl acetate
oak
2-phenylethyl alcohol, furfural
orange
linalool, ethyl butanoate, limonene
passion fruit
2-phenethyl isovalerate, cis-3-hexenyl butyrate
raspberry
β-ionone, linalool
vanilla
vanillin, 2-ethyl-1-hexanol Control and flavored wines were also analyzed by GC-MS (at both t = 0 and t = 1), to determine
compositional changes attributable to the addition of flavorings and/or bottle aging. However,
flavorings were added to wines in such small quantities, i.e., as 1% solutions prepared from ≤3.0 g/L
standards of flavor additives (Table S1), that many of the volatile compounds identified as constituents
of flavor additives were either not detected in flavored wines or were present at similar concentrations
to those of corresponding control wines (data not shown); irrespective of whether samples were
analyzed using full scan mode or following the development of SIM methods to improve selectivity
and sensitivity. However, there were some notable exceptions (Table 2). Similar levels of cis-3-hexenyl butyrate were found in CH1 and CH1 + PF at t = 0, but almost
30-fold higher concentrations were observed in CH1 + PF, than in CH1, at t = 1. Comparable results
were obtained following the addition of passion fruit flavoring to CH2; approximately 50-fold higher
cis-3-hexenyl butyrate concentrations were found in CH2 + PF, than in CH2 at t = 1. Although similar
levels of linalool were found in CH1 and CH1 + PF at t = 0, CH1+PF contained approximately double
the linalool content of CH1 at t = 1. The linalool and limonene concentrations of SH1 + C and SH1 +
R were similarly found to increase (relative to SH1) following bottle aging. Significant quantities of
2-ethyl hexanol were detected in all control and flavored SH1 wines; levels were higher in SH1 + C than
SH1 at t = 0, but lower in SH1 + C (than SH1) at t = 1. The addition of berry flavoring to SH2 resulted
in significantly higher concentrations of linalool and α- and β-ionone in SH2 + B (approximately 55%,
1900% and 360% higher levels, respectively, at t = 0). 3.2. Volatile Composition of Flavor Additives and Flavored Wines
g
g
g
y
p
3 2 Volatile Composition of Flavor Additives and Flavored Wines Linalool levels remained similar for control and
flavored SH2 wines following bottle aging, but the α- and β-ionone content of SH2 + B increased
(by an additional 50–100%) during bottle aging. Approximately two-fold higher concentrations of
phenethyl acetate were found in CH2 + H than in CH2. In some instances, compositional differences
between control and flavored wines were directly attributable to the addition of flavor additives,
but changes observed after bottle aging likely reflect chemical transformations of wine and/or flavor
constituents [10]. The detection of volatile compounds derived from flavor additives could be improved through
various method development strategies, for example, through the extraction of larger volumes
of flavored wine, different sampling methods, and/or the use of more specific standards (i.e.,
isotopically labeled internal standards). In this study, the impact of flavor addition and bottle
aging was instead assessed via sensory analysis. However, it should be acknowledged that challenges
associated with detecting flavor constituents in wine could have implications for policing the use of
flavor additives by industry; i.e., where their use is legally prohibited, flavorings can seemingly impact
wine aroma and flavor at concentrations that cannot be readily detected. 7 of 14 Foods 2020, 9, 1208 Table 2. Peak areas for selected volatile constituents of control and flavored Chardonnay (CH1 and
CH2) and Shiraz (SH1 and SH2) wines, after bottling (t = 0) and then after 12 months of bottle aging
(t = 1) (t = 1). 3.2. Volatile Composition of Flavor Additives and Flavored Wines
g
g
g
y
p
3 2 Volatile Composition of Flavor Additives and Flavored Wines Flavor Target
Compound
Wine Composition
berry
linalool
SH2 (t = 0): 77,936
SH2 + B (t = 0): 120,887
SH2 (t = 1): 74,909
SH2 + B (t = 1): 110,252
α-ionone
SH2 (t = 0): 1797
SH2 + B (t = 0): 35,769
SH2 (t = 1): 1842
SH2 + B (t = 1): 53,500
β-ionone
SH2 (t = 0): 2686
SH2 + B (t = 0): 12,429
SH2 (t = 1): 2416
SH2 + B (t = 1): 27,276
chocolate
2-ethyl-1-hexanol
SH1 (t = 0): 693,470
SH1 + C (t = 0): 880,936
SH1 (t = 1): 903,129
SH1 + C (t = 1): 783,384
linalool
SH1 (t = 0): 65,153
SH1 + C (t = 0): 67,702
SH1 (t = 1): 66,725
SH1 + C (t = 1): 430,975
limonene
SH1 (t = 0): 14,347
SH1 + C (t = 0): 18,966
SH1 (t = 1): 18,458
SH1 + C (t = 1): 50,955
honey
2-phenylethyl acetate
CH2 (t = 0): 327,217
CH2 + H (t = 0): 734,763
CH2 (t = 1): 325,031
CH2 + H (t = 1): 511,441
passion fruit
cis-3-hexenyl butyrate
CH1 (t = 0): 4309
CH1 + PF (t = 0): 3232
CH1 (t = 1): 3272
CH1 + PF (t = 1): 87,350
CH2 (t = 0): 3531
CH2 + PF (t = 0): 2990
CH2 (t = 1): 3400
CH2 + PF (t = 1): 161,211
linalool
CH1 (t = 0): 46,231
CH1 + PF (t = 0): 43,152
CH1 (t = 1): 45,623
CH1 + PF (t = 1): 95,449
raspberry
linalool
SH1 (t = 0): 65,153
SH1 + R (t = 0): 62,545
SH1 (t = 1): 66,725
SH1 + R (t = 1): 282,633
limonene
SH1 (t = 0): 14,347
SH1 + R (t = 0): 19,719
SH1 (t = 1): 18,458
SH1 + R (t = 1): 41,333
Peak areas were corrected against the internal standard (i.e., 2-octanol). 3.3. Sensory Profiles of Control and Flavored Wines Results from descriptive analysis of control and flavored Chardonnay and Shiraz wines performed
at t = 0 and t = 1 were compared to determine the impact of flavor addition and bottle aging on wine
sensory profiles. As previously reported, the addition of flavorings influenced the sensory profiles of
Chardonnay and Shiraz wines [7], but bottle aging also influenced wine aroma, flavor, and/or mouthfeel
attributes. The addition of apricot and passion fruit flavorings to CH1 enhanced the intensity of
selected fruit and/or floral characters, and diminished the perception of astringency (Table 3). However,
after 12 months of bottle aging, differences between control and flavored wines were less apparent;
only melon aroma and caramel-lolly flavor were found to be significantly higher in flavored CH1
wines at t = 1. The intensity of other sensory attributes increased for CH1, CH1 + A, and CH1 + PF
alike. This likely reflects the development of some complexity, due to aging, i.e., increases in the
intensity of vanilla, butter, mixed spice, caramel, and oak characters, as well as the occurrence of
dried fruit, toast and green notes (Table 3). However, it should be acknowledged that this could also
reflect differences in the composition and/or performance of the DA panels between t = 0 and t = 1. LSD values were higher at t = 1 compared to t = 0 (data not shown), despite each panel undergoing
training. Increased LSD values might also reflect the DA panel’s broader use of the intensity scales at
t = 1. Foods 2020, 9, 1208 8 of 14 Table 3. Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Chardonnay 1 (CH1) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). Chardonnay 1 (CH1) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). 3.3. Sensory Profiles of Control and Flavored Wines Values are mean scores from 4 replicates per treatment, determined by 11 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. Less favorable results were achieved following the addition of flavor additives to Chardonnay
2 (Table 4). The honey flavoring had little impact on wine aroma or flavor; the honey aroma was
not significantly enhanced, and only the perception of oak flavor increased. The addition of passion
fruit flavoring surprisingly resulted in less intense fruit characters (including passion fruit aroma),
while bitterness, acidity, and astringency were perceived to be more prominent. This may reflect
cross-modal interactions [26], as previous studies have shown certain aromas can enhance taste
perceptions without directly imparting taste properties [27–29]. Certainly, the enhanced acidity
perceived in CH2+PF at t = 0 was not indicative of any differences in pH or TA (data not shown). p
y
p
Bottle aging of CH2 gave similar outcomes to those observed for CH1; i.e., more intense vanilla,
butter, orange blossom, mixed spice, caramel-lolly, and oak characters, together with dried fruit,
toast and green vegetable notes (Table 4). Interestingly, the bitterness, acidity, and astringency observed
in CH2 + PF at t = 0 were no longer prominent after bottle aging. At t = 1, control and flavored CH2
wines had quite similar sensory profiles, albeit CH2 + H exhibited more intense honey and oak notes,
than CH2 (at t = 1). Again, the emergence of additional attributes, dried fruit and toast, in particular
(Table 4), was consistent with the developed notes associated with bottle age in white wine. The addition of flavorings to SH1 significantly increased the perception of confectionary and
chocolate-vanilla characters, and diminished the earthy aroma of SH1 + R, but there were few statistically
significant sensory differences between SH1 and SH1 + C (Table 5). This was surprising given the
chocolate flavoring was intended to enhance chocolate notes, i.e., to mimic oak characters. In the case
of SH1 + R, sensory differences were attributed to the butter and custard flavor additives present
in the raspberry flavoring. 3.3. Sensory Profiles of Control and Flavored Wines Attributes
CH1
t = 0
CH1 + A
t = 0
CH1 + PF
t = 0
p
CH1
t = 1
CH1 + A
t = 1
CH1 + PF
t = 1
p
Aroma
passion fruit
7.4
7.4
8.9
ns
10.2
11.8
10.4
ns
tropical fruit
8.6
9.8
9.7
ns
9.5
9.4
9.0
ns
stone fruit
7.3 b
9.1 a
9.6 a
0.017
8.5
10.3
9.2
ns
citrus
3.6 b
6.3 a
5.8 a
0.001
6.7
6.3
5.9
ns
green
2.3
1.9
2.0
ns
2.9
1.5
1.0
ns
honey
5.1
5.3
4.1
ns
7.7
9.6
8.7
ns
vanilla
4.4
4.4
4.5
ns
7.5
10.5
8.1
ns
butter
3.8 a
3.2 a
2.1 b
0.002
8.0
9.3
8.6
ns
orange blossom
3.1 b
5.7 a
4.0 b
0.010
7.5
8.3
8.1
ns
dried stone fruit a
-
-
-
-
8.5
10.6
10.3
ns
Melon a
-
-
-
-
4.0 b
5.3 ab
6.5 a
0.009
Toast a
-
-
-
-
6.4
6.9
5.8
ns
Flavor
passion fruit
9.5
9.2
9.2
ns
11.1
10.6
9.6
ns
stone fruit
9.0
9.5
9.6
ns
10.2
9.4
10.1
ns
mixed spice
4.6 b
5.9 a
3.6 c
<0.001
8.8
8.2
8.8
ns
caramel-lolly
4.3 b
5.3 a
3.7 b
0.005
6.8 b
10.0 a
9.5 a
0.017
oak
3.3 b
4.8 a
3.3 b
0.013
8.7
9.9
9.1
ns
dried stone fruit a
-
-
-
-
10.0
12.5
11.7
ns
green vegetable a
-
-
-
-
3.1
1.9
2.7
ns
Taste and mouthfeel
bitterness
5.5
5.6
5.2
ns
6.4
6.9
6.0
ns
acidity
8.0
7.9
8.3
ns
9.0
9.7
8.9
ns
astringency
6.1 a
3.9 c
4.9 b
<0.0001
8.4
7.1
7.2
ns
creaminess
5.8 a
3.8 b
4.0 b
<0.0001
6.3 b
9.5 a
7.5 ab
0.044
aftertaste
10.9 a
6.4 b
7.1 b
<0.0001
10.0
10.8
10.1
ns
Values are mean scores from 4 replicates per treatment, determined by 11 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. 3.3. Sensory Profiles of Control and Flavored Wines This combination of flavors (i.e., butter, orange, custard, and raspberry)
seemingly maintained its influence on wine aroma and flavor during bottle aging, and the intensity of 9 of 14 Foods 2020, 9, 1208 confectionary and chocolate-vanilla characters were still significantly different from SH1 at t = 1. Again,
additional attributes were observed at t = 1, i.e., plum, licorice and dried herb aromas, and cherry and
green vegetable flavors, possibly due to aging (Table 5). The sensory profiles of SH1 and SH1 + C
were still similar. These results suggest the raspberry flavoring that was added to SH1 had greater
persistence than any of the flavorings added to the Chardonnay base wines. Table 4. Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Chardonnay 2 (CH2) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). 3.3. Sensory Profiles of Control and Flavored Wines Attributes
CH2
t = 0
CH2 + H
t = 0
CH2 + PF
t = 0
p
CH2
t = 1
CH2 + H
t = 1
CH2 + PF
t = 1
p
Aroma
passion fruit
10.0 a
9.5 a
7.6 b
<0.001
11.7
10.4
11.3
ns
tropical fruit
10.5
10.5
10.1
ns
10.2
8.8
10.8
ns
stone fruit
6.5 ab
8.2 a
6.0 b
ns
8.0 b
8.9 ab
10.8 a
0.016
citrus
6.2 a
3.3 b
2.6 b
<0.0001
7.7
7.1
8.7
ns
green
1.7 a
1.0 b
1.0 b
0.012
3.3
2.1
3.0
ns
honey
5.1 a
5.2 a
3.2 b
0.029
6.1 b
9.5 a
7.3 b
0.010
vanilla
5.5
4.1
5.3
ns
7.0
8.9
6.5
ns
butter
3.5 a
2.9 a
1.7 b
<0.001
8.1
8.0
7.6
ns
orange blossom
2.4
2.1
2.7
ns
7.3
8.1
9.3
ns
dried stone fruit a
-
-
-
-
8.4
10.2
8.3
ns
Melon a
-
-
-
-
5.6
5.6
6.1
ns
Toast a
-
-
-
-
5.2 ab
6.6 a
4.5 b
0.026
Flavor
passion fruit
9.8
10.8
9.5
ns
12.0 a
10.1 b
12.1 a
0.036
stone fruit
7.7
8.8
7.1
ns
10.0
9.6
11.6
ns
mixed spice
2.5 b
3.3 b
2.4 b
ns
5.7
6.3
7.0
ns
caramel-lolly
3.1
3.5
3.2
ns
6.2
9.0
7.0
ns
oak
2.3 b
3.7 a
2.9 b
0.008
6.6 b
9.3 a
6.0 b
0.004
dried stone fruit a
-
-
-
-
9.6
11.0
9.9
ns
green vegetable a
-
-
-
-
3.5
2.0
4.1
ns
Taste and
mouthfeel
bitterness
3.0 c
5.3 b
9.7 a
<0.0001
6.1
4.8
4.9
ns
acidity
7.2 b
6.7 b
11.2 a
<0.0001
10.0
9.8
11.3
ns
astringency
5.4 b
5.0 b
9.3 a
<0.0001
6.6
6.6
7.4
ns
creaminess
7.3 ab
6.4 b
8.5 a
0.006
7.2
7.8
6.3
ns
aftertaste
7.9 b
9.6 ab
10.7 a
<0.001
8.9 b
11.2 a
10.0 ab
0.0003
Values are mean scores from 4 replicates per treatment, determined by 11 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. 3.3. Sensory Profiles of Control and Flavored Wines These results demonstrate that flavorings could be used to influence the
sensory profiles of wine, but the optimization of the concentration and composition of flavorings
would be needed to achieve lasting sensory outcomes. Table 5. Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Shiraz 1 (SH1) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). 3.3. Sensory Profiles of Control and Flavored Wines Table 4. Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Chardonnay 2 (CH2) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). Values are mean scores from 4 replicates per treatment, determined by 11 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. The addition of berry flavoring, which comprised berry, custard, and butter flavor additives,
to SH2 enhanced the perception of confectionary flavor and diminished the perceived intensity of oak
flavor at t = 0 (Table 6). After bottle aging, the intensity of red berry and confectionary aromas and
chocolate-vanilla flavor were still significantly higher than in SH2. In contrast, the raspberry flavoring
did not significantly influence wine aroma or flavor, at either t = 0 or t = 1. This suggests a higher dose
of flavor additives might have been needed to modify wine sensory properties. A key aim of this study was to determine the impact of bottle aging on the sensory profiles
of flavored Chardonnay and Shiraz wines, and the persistence of sensory qualities imparted by
flavorings. In some, but not all cases, the addition of flavor additives did modify the perception of
wine aroma and/or flavor. Where flavorings had limited impact on wine sensory profiles, the addition
of more concentrated flavorings, or flavorings comprised of different combinations of flavor additives,
might achieve more apparent sensory outcomes. Regardless, bottle aging seemingly influenced
flavored Chardonnay and Shiraz wines differently. The differences observed between the sensory
profiles of control and flavored Chardonnay wines after bottling (i.e., at t = 0) were not as apparent
after 12 months bottle aging (i.e., at t = 1); which may have reflected the development of secondary
vanilla, butter, spice, caramel and/or honey characters in both control and flavored wines. In contrast, 10 of 14 Foods 2020, 9, 1208 sensory differences observed between some control and flavored Shiraz wines, SH1+R in particular,
persisted during bottle aging, such that the sensory impact of flavor additives on wine aroma and/or
flavor was still apparent. 3.3. Sensory Profiles of Control and Flavored Wines Attributes
SH1
t = 0
SH1 + C
t = 0
SH1 + R
t = 0
p
SH1
t = 1
SH1 + C
t = 1
SH1 + R
t = 1
p
Aroma
red berry
5.2
6.4
6.1
ns
4.9
6.2
5.0
ns
dark berry
7.7
8.1
7.6
ns
6.9
6.4
7.1
ns
confectionary
5.4 b
5.8 b
8.3 a
<0.001
3.6 b
4.6 b
6.5 a
<0.0001
chocolate-vanilla
5.4 b
5.3 b
8.4 a
<0.0001
4.7 b
4.8 b
7.8 a
<0.0001
mixed spice
6.4
6.1
5.5
ns
4.4
4.8
4.9
ns
earthy
2.2 b
3.0 a
1.7 b
0.003
4.8
3.5
4.2
ns
green
2.1
2.8
1.6
ns
4.6 a
3.4 ab
2.5 b
0.006
black pepper
4.8
5.2
4.6
ns
5.7
4.8
4.3
ns
Plum a
-
-
-
-
5.2
4.8
4.9
ns
Licorice a
-
-
-
-
4.1
4.0
4.0
ns
dried herbs a
-
-
-
-
3.5
3.0
3.5
ns
Flavor
red berry
6.7
6.4
7.0
ns
6.5
6.3
6.7
ns
dark berry
9.2
8.7
9.3
ns
7.7
7.1
7.2
ns
confectionary
5.2 ab
4.8 b
6.6 a
0.043
4.4 b
5.1 b
6.5 a
0.003
mixed spice
6.5
6.0
6.3
ns
5.2 ab
4.7 b
6.0 a
0.021
chocolate-vanilla
4.2 b
3.9 b
6.4 a
<0.0001
5.0 b
5.2 b
7.1 a
<0.001
oak
7.4
7.0
7.9
ns
5.8 b
5.6 b
6.8 a
0.020
Cherry a
-
-
-
-
6.4 a
4.8 b
6.8 a
0.013
green vegetable a
-
-
-
-
4.2
3.4
2.8
ns
Taste and
mouthfeel
bitterness
6.5
6.1
5.2
0.006
5.9
6.3
4.8
0.045
acidity
7.4
7.9
7.5
ns
6.0
6.0
6.2
ns
astringency
7.9
7.8
8.4
ns
7.8
8.3
7.5
ns
alcohol
8.4
7.7
7.7
ns
7.3
7.4
6.6
0.040
length
10.6
10.4
10.9
ns
7.0
7.1
7.5
ns
Values are mean scores from 4 replicates per treatment, determined by 12 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. Table 5. 3.3. Sensory Profiles of Control and Flavored Wines Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Shiraz 1 (SH1) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). Values are mean scores from 4 replicates per treatment, determined by 12 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. Although flavor additives are routinely used in many food and beverage industries, they are not
legally permitted winemaking aids [4], so their use in wine is currently prohibited. It is unlikely that
flavorings would ever be used in the production of premium quality wines, for which winemakers and
consumers alike value traditional approaches to winemaking. However, this study demonstrates the
potential for flavorings to be used to mitigate sensory deficiencies in lower quality and/or commodity
wines, if the regulations governing winemaking additives were reviewed. For example, flavorings
could be used to enhance the aroma and/or flavor of wines which lack intensity (e.g., due to adverse
weather conditions, such as unusually cool seasons, or prolonged drought or heat), or to mask the
presence of undesirable characters (e.g., green or earthy notes) or even mild faults or taints (e.g.,
reductive characters or mustiness). Given the current (global) trend towards producing wines of lower
alcohol content [30], there might also be opportunities for flavor additives to be used in conjunction
with various alcohol adjustment strategies, which can also affect wine aroma, flavor, and body. Additionally, flavorings could be used to introduce oak characters to wine (e.g., vanilla, coconut, 11 of 14 Foods 2020, 9, 1208 or spice notes), without the investment in time or capital associated with traditional barrel maturation. Findings could also be applied in the production of wine products, i.e., wine made with the addition
of flavorings, legally defined in Australia as ‘food containing no less than 700 mL/L of wine which has
been formulated, processed, modified or mixed with other foods’ [4]. Table 6. 3.3. Sensory Profiles of Control and Flavored Wines Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Shiraz 2 (SH2) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). Attributes
SH2
t = 0
SH2 + B
t = 0
SH2 + R
t = 0
p
SH2
t = 1
SH2 + B
t = 1
SH2 + R
t = 1
p
Aroma
red berry
6.3
7.0
6.8
ns
5.4 b
7.7 a
6.2 b
<0.001
dark berry
7.9
7.7
8.4
ns
6.0
6.6
7.1
ns
confectionary
6.4
8.0
6.7
ns
4.1 b
6.4 a
5.0 b
0.002
chocolate-vanilla
4.6
5.3
4.9
ns
3.9
5.2
4.4
ns
mixed spice
6.0
5.5
5.6
ns
3.6
3.7
4.9
ns
earthy
2.3
2.7
2.1
ns
4.7 a
3.0 b
4.2 a
0.013
green
2.4
2.6
2.8
ns
4.5
4.0
3.6
ns
black pepper
5.2
4.7
4.8
ns
4.3
5.3
4.5
ns
Plum a
-
-
-
-
5.4
4.8
6.0
ns
Licorice a
-
-
-
-
4.6
5.0
4.1
ns
dried herbs a
-
-
-
-
3.1
2.9
2.9
ns
Flavor
red berry
7.5
8.7
7.8
ns
7.3
8.2
7.7
ns
dark berry
9.2
9.8
9.7
ns
7.4
7.6
7.4
ns
confectionary
7.5 ab
8.8 a
6.7 b
0.035
6.6
7.1
7.1
ns
mixed spice
5.4
5.4
5.5
ns
4.1
5.2
5.3
ns
chocolate-vanilla
4.8
5.5
4.4
ns
4.3 b
5.8 a
4.9 ab
0.016
oak
8.2 a
6.2 b
7.6 a
0.002
4.9
4.9
4.9
ns
Cherry a
-
-
-
-
6.7
6.9
4.9
ns
green vegetable a
-
-
-
-
3.7
3.7
2.9
ns
Taste and
mouthfeel
bitterness
5.3
4.6
5.0
ns
5.3 a
4.4 b
4.4 b
0.050
acidity
6.8
7.3
7.3
ns
6.2
5.8
6.4
ns
astringency
7.9
7.9
7.9
ns
7.0
6.0
6.6
ns
alcohol
7.1 b
8.1 a
7.9 a
0.040
6.7
6.4
6.9
ns
length
9.8
10.3
10.1
ns
7.1
7.5
7.4
ns
Values are mean scores from 4 replicates per treatment, determined by 12 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. Table 6. 4. Conclusions The natural flavorings used in this study were found to contain volatile compounds previously
identified in grapes and/or wine, but their addition to base wines did not always significantly impact
wine composition; i.e., many of the volatile compounds identified as constituents of flavor additives
were not detected at appreciably higher concentrations in flavored wines, which likely reflects the
extremely small quantities of flavorings added to base wines. However, the addition of flavorings
significantly modified the sensory profiles of wines, with flavored wines, CH1 + A, CH1 + PF, CH2 + PF,
SH1 + R and SH2 + B in particular, exhibiting enhanced fruit and/or developed aromas and flavors, as a
consequence of the use of flavor additives. In the case of Chardonnay wines, the variation in sensory
properties resulting from the addition of flavorings diminished with time. However, the sensory
impact arising from the addition of selected flavorings to Shiraz persisted after 12 months of bottle
aging. This demonstrates the potential for flavor additives to be used to enhance desirable sensory
attributes and/or mitigate sensory deficiencies. Supplementary Materials: The following are available online at http://www.mdpi.com/2304-8158/9/9/1208/s1,
Table S1: Flavorings added to Chardonnay and Shiraz wines. Table S2: Aroma descriptors and GC-MS method
characteristics (retention times and ions) of key constituents of flavor additives. Table S3: Attributes and standards
used in the descriptive analysis of Chardonnay and Shiraz wines. Table S4: Analysis of variance p values for
sensory attributes of Chardonnay 1 (CH1) wines after bottling (at t = 0) and after 12 months bottle aging (at t = 1). Table S5: Analysis of variance p values for sensory attributes of Chardonnay 2 (CH2) wines after bottling (at t = 0)
and after 12 months bottle aging (at t = 1). Table S6: Analysis of variance p values for sensory attributes of Shiraz 1
(SH1) wines after bottling (at t = 0) and after 12 months bottle aging (at t = 1). Table S7: Analysis of variance
p values for sensory attributes of Shiraz 2 (SH2) wines after bottling (at t = 0) and after 12 months bottle aging
(at t = 1). Table S8: pH, titratable acidity (TA), alcohol, residual sugar, and volatile acidity (VA) of control and
flavored Chardonnay and Shiraz wines after 12 months bottle aging (t = 1). Author Contributions: All authors were involved in conceptualization; formal analysis, Y.S., J.A.C., T.E.J. 3.3. Sensory Profiles of Control and Flavored Wines Mean intensity ratings for aroma, flavor, taste, and mouthfeel attributes of control and flavored
Shiraz 2 (SH2) wines after bottling (t = 0) and then after 12 months of bottle aging (t = 1). Values are mean scores from 4 replicates per treatment, determined by 12 judges at t = 0 and from 3 replicates per
treatment, determined by 12 judges at t = 1. Mean values followed by a different letter within a row (by treatment for
each time point) are significantly different (p ≤0.05, one way ANOVA, Fisher’s LSD post hoc); ns = not significant. a Attributes associated with aged wines only. As indicated above, differences in the composition and/or performance of the DA panel between
t = 0 and t = 1 are acknowledged as an inherent limitation of the study. The differences observed in the
sensory profiles of control and flavored wines between time points may, in part, have been attributable
to the DA panel. Nonetheless, significant differences were still observed between the sensory properties
of some control and flavored wines at each time point. The DA panels identified several new attributes
in bottle-aged wines, some of which were consistent with descriptors associated with bottle aging, i.e.,
dried fruit and toast for white wine and licorice and plum for red wine. Most importantly, there was no
evidence to suggest that any chemical transformation of natural flavorings that might have occurred
resulted in the formation of off-odors during bottle aging; i.e., at t = 1, the flavor additives had not
negatively impacted wine sensory profiles. Foods 2020, 9, 1208 12 of 14 12 of 14 4. Conclusions and
R.R.; investigation, Y.S.; resources, S.E.P.B.; writing—original draft preparation, Y.S. and K.L.W.; writing—review
and editing, J.A.C., T.E.J., R.R. and S.E.P.B.; supervision, K.L.W. and S.E.P.B.; project administration, S.E.P.B.;
funding acquisition, Y.S., K.L.W. and S.E.P.B. All authors have read and agreed to the published version of
the manuscript. Funding: This research was funded by Wine Australia and Y.S. held a Wine Australia PhD scholarship
(GWR Ph1102). ding: This research was funded by Wine Australia and Y.S. held a Wine Australia PhD scholarship
R Ph1102). Acknowledgments:
The authors gratefully acknowledge:
the industry partners who contributed wine;
FlavorSense and The Product Makers for the provision of flavor additives; Laura Fassier for assistance with wine
analysis; and the University of Adelaide staffand students involved in DA. Conflicts of Interest: The authors declare no conflict of interest. The funders had no role in the design of the
study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to
publish the results. References 1. Fischer, U. Wine aroma. In Flavours and Fragrances; Berger, R.G., Ed.; Springer: Berlin/Heidelberg, Germany,
2007; pp. 241–267. 2. Rapp, A.; Mandery, H. Wine aroma. Experientia 1986, 42, 873–884. [CrossRef] 3. Sinki, G.S.; Gordon, R.J. Flavoring agents. In Food Additives, 2nd ed.; Branen, A.L., Davidson, P.M., Salminen, S.,
Thorngate, J.H., Eds.; Marcel Dekker: New York, NY, USA, 2001; pp. 349–408. 3. Sinki, G.S.; Gordon, R.J. Flavoring agents. In Food Additives, 2nd ed.; Branen, A.L.,
Thorngate, J.H., Eds.; Marcel Dekker: New York, NY, USA, 2001; pp. 349–408. 4. Food Standards Australia New Zealand. Food Standards Codes 2.7.4 and 4.5.1. Available online: http:
//www.foodstandards.gov.au/ (accessed on 1 August 2020). 4. Food Standards Australia New Zealand. Food Standards Codes 2.7.4 and 4.5.1. Available online: http:
//www.foodstandards.gov.au/ (accessed on 1 August 2020). 5. Mueller, S.C.; Umberger, W.J. Are consumers indeed misled? Congruency in consumers’ attitudes towards
wine labeling information versus revealed preferences from a choice experiment. Paper presented at the
Annual Meeting of the Agricultural and Applied Economics Association. In Proceedings of the Agricultural
and Applied Economics Association, Denver, CO, USA, 25–27 July 2010. [CrossRef] 6. Saltman, Y.; Johnson, T.E.; Wilkinson, K.L.; Bastian, S.E.P. Australian wine consumers’ acceptance of and
attitudes toward the use of additives in wine and food production. Int. J. Wine Res. 2015, 7, 83–92. [CrossRef] 13 of 14 Foods 2020, 9, 1208 13 of 14 7. Saltman, Y.; Johnson, T.; Wilkinson, K.L.; Ristic, R.; Norris, L.M.; Bastian, S.E.P. Natural flavor additives
influence the sensoy perception and consumer liking of Australian Chardonnay and Shiraz wines. Am. J. Enol. Vitic. 2017, 68, 243–251. [CrossRef] 8. Lattey, K.A.; Bramley, B.R.; Francis, I.L.; Herderich, M.J.; Pretorius, S. Wine quality and consumer pref
Understanding consumer needs. Aust. N. Z. Wine Ind. J. 2007, 22, 31–39. 9. Lattey, K.A.; Bramley, B.R.; Francis, I.L. Consumer acceptability, sensory properties and expert quality
judgements of Australian Cabernet Sauvignon and Shiraz wines. Aust. J. Grape Wine Res. 2010, 16, 189–202. [CrossRef] 10. Rapp, A. Volatile flavour of wine: Correlation between instrumental analysis and sensory perception. Die Nahrung 1998, 42, 351–363. [CrossRef] 11. Ramey, D.D.; Ough, C.S. Volatile ester hydrolysis or formation during storage of model solutions and wines. J. Agric. Food Chem. 1980, 28, 928–934. [CrossRef] 12. Pérez-Coello, M.; González-Viñas, M.; Garcıa-Romero, E.; Dıaz-Maroto, M.; Cabezudo, M. Influence of
storage temperature on the volatile compounds of young white wines. Food Control 2003, 14, 301–306. [CrossRef] 13. References Bueno, M.; Culleré, L.; Cacho, J.; Ferreira, V. Chemical and sensory characterization of oxidative behavior in
different wines. Food Res. Int. 2010, 43, 1423–1428. [CrossRef] 14. Recamales, A.F.; Sayago, A.; González-Miret, M.L.; Hernanz, D. The effect of time and storage conditions on
the phenolic composition and colour of white wine. Food Res. Int. 2006, 39, 220–229. [CrossRef] 15. Hernanz, D.; Gallo, V.; Recamales, Á.F.; Meléndez-Martínez, A.J.; González-Miret, M.L.; Heredia, F.J. Effect of
storage on the phenolic content, volatile composition and colour of white wines from the varieties Zalema
and Colombard. Food Chem. 2009, 113, 530–537. [CrossRef] 16. Rapp, A.; Marais, J. Shelf life of wine: Changes in aroma substances during storage and ageing of white wines. In Shelf Life Studies of Foods and Beverages; Charakanbous, G., Ed.; Elsevier: Amsterdam, The Netherlands,
1993; pp. 891–921. 17. Perez-Prieto, L.; López-Roca, J.; Gómez-Plaza, E. Differences in major volatile compounds of red wines
according to storage length and storage conditions. J. Food Comp. Anal. 2003, 16, 697–705. [CrossRef] 18. Picard, M.; Tempere, S.; de Revel, G.; Marchand, S. A sensory study of the ageing bouquet of red Bordeaux
wines: A three-step approach for exploring a complex olfactory concept. Food Qual. Pref. 2015, 42, 110–122. [CrossRef] 19. Monagas, M.; Bartolomé, B.; Gómez-Cordovés, C. Evolution of polyphenols in red wines from Vitis vinifera L. during aging in the bottle. Eur. Food Res. Technol. 2005, 220, 331–340. [CrossRef] 20. Iland, P.; Bruer, N.; Edwards, G.; Weeks, S.; Wilkes, E. Chemical Analysis of Grapes and Wine: Techniques and
Concepts; Patrick Iland Wine Promotions: Campbelltown, Australia, 2004. 21. Lawless, H.T.; Heymann, H. Descriptive analysis. In Sensory Evaluation of Food: Principles and Practices;
Springer: Cham, Switzerland, 1999; pp. 341–378. 22. Wang, J.; Capone, D.L.; Wilkinson, K.L.; Jeffery, D.W. Chemical and sensory profiles of rosé wines from
Australia. Food Chem. 2016, 196, 682–693. [CrossRef] 23. Smyth, H.E. The Compositional Basis of the Aroma of Riesling and Unwooded Chardonnay Wine. Ph.D. Thesis, The University of Adelaide, Adelaide, Australia, 2005. 4. Francis, I.; Newton, J. Determining wine aroma from compositional data. Aust. J. Grape Wine Res. 2005
114–126. [CrossRef] 25. Robinson, A.L.; Boss, P.K.; Solomon, P.S.; Trengove, R.D.; Heymann, H.; Ebeler, S.E. Origins of grape and
wine aroma. Part 1. Chemical components and viticultural impacts. Am. J. Enol. Vitic. 2014, 65, 1–24. [CrossRef] 26. Auvray, M.; Spence, C. The multisensory perception of flavor. Conscious Cogn. 2008, 17, 1016–1031. [C 26. 30.
Pham, D.-T.; Stockdale, V.J.; Wollan, D.; Jeffery, D.W.; Wilkinson, K.L. Compositional consequences of
partial dealcoholization of red wine by reverse osmosis-evaporative perstraction. Molecules 2019, 24, 1404.
[CrossRef] [PubMed] 29.
Niimi, J.; Liu, M.; Bastian, S.E.P. Flavour-tactile cross-modal sensory interactions: The case for astringency.
Food. Qual. Pref. 2017, 62, 106–110. [CrossRef] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References Auvray, M.; Spence, C. The multisensory perception of flavor. Conscious Cogn. 2008, 17, 1016–1031. [CrossRef]
27. Clark, C.C.; Lawless, H.T. Limiting response alternatives in time-intensity scaling: An examination of the
halo dumping effect. Chem. Senses 1994, 19, 583–594. [CrossRef] 27. Clark, C.C.; Lawless, H.T. Limiting response alternatives in time-intensity scaling: An examination of the
halo dumping effect. Chem. Senses 1994, 19, 583–594. [CrossRef] 28. Stevenson, R.J.; Boakes, R.A.; Prescott, J. Changes in odor sweetness resulting from implicit learning of a
simultaneous odor-sweetness association: An example of learned synesthesia. Learn Motiv. 1998, 29, 113–132. [CrossRef] Foods 2020, 9, 1208 14 of 14 14 of 14
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Behaviour change intervention tailoring
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Definitions
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cc-by
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Qeios · Definition, February 14, 2024
Open Peer Review on Qeios
Behaviour change intervention tailoring
Behaviour Change Intervention Ontology (BCIO)
Source
Behaviour Change Intervention Ontology (BCIO)
Definition: A BCI attribute in which the content or delivery of a BCI for some member of the BCI population varies
according to their characteristics or setting.
Informal definition: An attribute of a behaviour change intervention (BCI) or a BCI component whereby its content or
delivery is varied according to characteristics of members of the target population or setting.
Comment: Tailoring can be static (i.e., conducted before intervention delivery in a case case), or dynamic (i.e., conducted
one or more times after the intervention has started in a given case based on population or setting characteristics present
at that time. Population and setting characteristics include the historical factors such as prior exposure to the intervention.
This definition was imported from the Behaviour Change Intervention Ontology (seehttps://bciosearch.org/). Comments
and suggestions for improvements are welcome using the Qeios review system.
Definitions imported from the Behaviour Change Intervention Ontology (BCIO) are what are known as ‘ontological
definitions’. See this article in Qeios for an explanation https://www.qeios.com/read/YGIF9B.
Ontological definitions can sometimes be hard to read. In those cases we also include an informal definition.
Definitions also often require elaboration to make it clear how they should be used and what they include. In those cases
we include a comment.
Qeios ID: 038K9H.2 · https://doi.org/10.32388/038K9H.2
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alternative definitions. In those cases we include a curator note.
Qeios ID: 038K9H.2 · https://doi.org/10.32388/038K9H.2
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Mewujudkan Generasi Emas dengan Optimalisasi Bounding Attachment Melalui Pijat Bayi oleh Ibu & Kader Posyandu di Kelurahan Sepanjang Jaya Kecamatan Rawalumbu, Bekasi
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Abstrak Pertumbuhan dan perkembangan anak merupakan hal yang sangat penting dan salah satu aspek yang
harus diperhatikan secara serius sejak usia dini. Upaya yang dapat dilakukan dalam mengoptimalkan di
samping nutrisi yang diberikan oleh ibu dan salah satu cara lain perlu adanya rangsangan stimulasi pijat
bayi. Metode kegiatan pengabdian masyarakat dilakukan dengan cara melakukan pendidikan kesehatan
dan praktik mengajarkan pijat bayi untuk optimalisasi bounding attachment ibu dan bayi serta
keterampilan seputar pijat bayi dan memberikan edukasi mengenai manfaat pijat bayi. Bertempat di
Kelurahan Sepanjang Jaya Kecamatan Rawalumbu dan waktu pelaksanaan bulan Desember 2022. Hasil
kegiatan terjadi peningkatan Pengetahuan Ibu sebelum dan sesudah Pendidikan Kesehatan dan
Mempraktekkan Pijat Bayi Optimalisasi Bounding Attachment. Pengetahuan definisi, tujuan dan manfaat
pijat bayi hasil pretest sebanyak 60% peserta menyatakan jawaban benar, hasil posttest sebanyak 100%
peserta menyatakan benar. Pengetahuan tentang indikasi dan kontraindikasi pijat hasil pretest sebanyak
36,7% peserta menyatakan jawaban benar, hasil posttest sebanyak 96,5% peserta menyatakan benar. Pengetahuan persiapan yang dilakukan pijat bayi hasil pretest sebanyak 53,3% peserta menyatakan
jawaban benar, kemudian hasil postest sebanyak 97% peserta menyatakan benar. Pengetahuan prosedur
dan tata cara pijat bayi hasil 33,3% peserta menyatakan jawaban benar, kemudian hasil posttest 100%
peserta menyatakan benar. Pijat bayi sebagai aplikasi stimulasi sentuhan, karena dalam pijat bayi terdapat
unsur sentuhan berupa kasih sayang, perhatian, suara atau bicara, pandangan mata, gerakan, dan pijat. Kata Kunci: Asuhan, komplementer, pijat bayi, optimalisasi, bounding attachment ORIGINAL ARTICLE HEALTH CARE: JOURNAL OF COMMUNITY SERVICE / VOL 1 NO. 1 FEBRUARY 2024 ORIGINAL ARTICLE HEALTH CARE: JOURNAL OF COMMUNITY SERVICE / VOL 1 NO. 1 FEBRUARY 2024 HEALTH CARE: JOURNAL OF COMMUNITY SERVICE / VOL 1 NO. 1 FEBRUARY 2024 ORIGINAL ARTICLE | Health Care: Journal of Community Service
5 Mewujudkan Generasi Emas dengan Optimalisasi Bounding
Attachment Melalui Pijat Bayi oleh Ibu & Kader Posyandu
di Kelurahan Sepanjang Jaya Kecamatan Rawalumbu, Bekasi
Wiwit Desi Intarti1*, Evi Nur Akhiriyanti2, Lenny Irmawaty3, Puri Kresna Wati4, Wiwit Desi Intarti1*, Evi Nur Akhiriyanti2, Lenny Irmawaty3, Puri Kresna Wati4,
Farida Simanjutak5, Renince Siregar6, Hainun Nisa7, Tetty Rina Aritonang8, Marni Br. Karo9, Riyen Sari Manullang10, Friska Junita11, Rupdi Lumban Siantar12,
Dewi Rostianingsih13, Maslan Pangaribuan14, Siti Munawaroh15 1-15 STIKES Medistra Indonesia, Bekasi, Indonesia
*e-mail: wiwit.desti1982@gmail.com1
DOI : 10.62354/healthcare.v1i1.2 1-15 STIKES Medistra Indonesia, Bekasi, Indonesia
*e-mail: wiwit.desti1982@gmail.com1
DOI : 10.62354/healthcare.v1i1.2 Abstract The growth and development of children is very important and an aspect that must be taken seriously
from an early age. Efforts that can be made to optimize the nutrition provided by the mother and one other
way include the stimulation of baby massage. The method of community service activities is carried out by
conducting health education and practicing teaching baby massage to optimize the bonding attachment of
mother and baby as well as skills regarding baby massage and providing education about the benefits of baby
massage. Located in the Lulu Jaya Subdistrict, Rawalumbu District and the implementation time is December
2022. The results of the activity are an increase in Mother's Knowledge before and after Health Education and
Practicing Baby Massage Optimizing Bounding Attachment. Knowledge of the definition, purpose and benefits
of baby massage, 60% of participants stated the correct answer in the pretest, and 100% of participants stated | Health Care: Journal of Community Service
5 ISSN 3046-6075 the correct answer in the posttest. Knowledge about indications and contraindications for massage, 36.7% of
participants stated the correct answer in the pretest, and 96.5% of participants stated the correct answer in
the posttest. Knowledge of preparations for baby massage, 53.3% of participants stated the correct answer in
the pretest, then 97% of participants stated the correct answer in the posttest. Knowledge of procedures and
procedures for baby massage resulted in 33.3% of participants stating the correct answer, then posttest results
100% of participants stated correctly. Baby massage is an application of tactile stimulation, because in baby
massage there are elements of touch in the form of affection, attention, sound or speech, eye gaze, movement
and massage. Keyword: Complementary care, baby massage, optimization, bonding attachment 2. METODE Kegiatan pengabdian masyarakat dilakukan dengan cara melakukan pendidikan
kesehatan dan praktik pijat bayi untuk optimalisasi bounding attachment ibu dan bayi
serta keterampilan seputar pijat bayi dan memberikan edukasi mengenai manfaat
pijat bayi, kegiatan dilaksanakan oleh Mahasiswa STIKes Medistra Indonesia dan
didampingi oleh dosen pengampu dengan memberikan materi yang mudah
dimengerti dan menggunakan bahasa yang mudah dipahami oleh sasaran. Mengajarkan cara melakukan pijat bayi dengan sentuhan yang mempererat bounding
attachment bertempat di Kelurahan Sepanjang Jaya Kecamatan Rawalumbu dan
waktu pelaksanaan bulan Desember 2022. 1. PENDAHULUAN Upaya kesehatan anak diatur dalam Permenkes Nomor 25 Tahun 2014 bahwa
setiap anak berhak atas kelangsungan hidup, tumbuh dan berkembang serta berhak
atas perlindungan dari kekerasan dan diskriminasi, sehingga perlu dilakukan upaya
kesehatan anak secara terpadu, menyeluruh, dan berkesinambungan. Upaya
kesehatan anak dimulai sejak bayi dari kesehatan bayi terlihat dari penurunan angka
kesakitan dan kematian dari tahun ke tahun. Angka Kematian Bayi (AKB) atau Infant
Mortality Rate (IMR) merupakan indikator yang sangat sensitif terhadap upaya
pelayanan kesehatan terutama yang berhubungan dengan bayi baru lahir perinatal
dan neonatal. Dari kematian bayi sebesar 3,26/1.000 kelahiran hidup, 82 % terjadi
pada saat neonatal (0-28 hari), 17,39 % post neonatal (29 hari -11 bulan) (Gefrianti,
2019). Dari hasil penelitian yang ada, angka kematian bayi ini tidak berdiri sendiri,
melainkan terkait dengan faktor- faktor lain terutama gizi. Bayi atau anak balita yang
kekurangan gizi sangat rentan terhadap penyakit-penyakit infeksi, termasuk diare
dan infeksi saluran akut, utamanya pneumonia (Notoatmodjo, 2010) dalam
(Khairunnisa, 2021). Berat badan adalah salah satu indikator antropometri untuk
menilai tumbuh pada bayi atau anak (Marlina & Lestari, 2019) dalam (Khairunnisa,
2021). World Health Organization (WHO) 2017 menyatakan angka kejadian berat
badan bayi di dunia masih di bawah standar yaitu lebih dari 5% dengan prevalensi
underweight di asia tenggara 26,9%, sedangkan prevalensi underweight di dunia
secara global sebesar 14% (Carolin, 2020) dalam (Khairunnisa, 2021). Pertumbuhan dan perkembangan anak merupakan hal yang sangat penting dan
salah satu aspek yang harus diperhatikan secara serius sejak usia dini. Salah satu
penyebab permasalahan berat badan adalah nafsu makan anak yang turun. Upaya
yang dapat dilakukan dalam mengoptimalkan berat badan pada bayi di samping
nutrisi yang diberikan oleh ibu dan salah satu cara lain perlu adanya rangsangan
stimulus atau yang biasa dikenal dengan pijat bayi (Roesli, 2016) dalam (Khairunnisa,
2021). | Health Care: Journal of Community Service
6 ISSN 3046-6075 | Health Care: Journal of Community Service
7 3. HASIL DAN PEMBAHASAN Pendidikan kesehatan dalam bentuk ceramah dan demonstrasi. Untuk mengukur
pengetahuan peserta tentang pijat bayi pemateri juga melakukan pretest dan post test. Hasil rekapitulasi pretest sebelum dilakukan penyampaian materi diinterpretasikan
dalam tabel sebagai berikut: Tabel 1. Rekapitulasi Pengetahuan Ibu Sebelum dan Sesudah Pendidikan Kesehatan
dan Mempraktekkan Pijat Bayi Optimalisasi Bounding Attachment Tabel 1. Rekapitulasi Pengetahuan Ibu Sebelum dan Sesudah Pendidikan Kesehatan
dan Mempraktekkan Pijat Bayi Optimalisasi Bounding Attachment abe
e ap tu as
e geta ua
bu Sebe u
da Sesuda
e d d
a
ese ata
dan Mempraktekkan Pijat Bayi Optimalisasi Bounding Attachment
Pertanyaan
Prosentase Hasil Jawaban Benar (%)
Sebelum
Sesudah
Definisi, tujuan, manfaat
60
100
Indikasi dan kontraindikasi
36,7
96,5
Persiapan yang dilakukan
53,3
97
Prosedur dan tata cara
33,3
100
Sumber: Data Olahan Sendiri (Desember, 2022) Berdasarkan Tabel 1 menyatakan bahwa terjadi peningkatan pengetahuan saat
sebelum dan sesudah pendidikan kesehatan serta demonstrasi pijat bayi, hal ini
terlihat dari jawaban benar pada peserta pengabdian masyarakat pada saat menjawab
pertanyaan sebelum dan sesudah. Pengetahuan tentang definisi, tujuan dan manfaat
pijat bayi hasil pretest sebanyak 60% peserta menyatakan jawaban benar, kemudian
hasil posttest sebanyak 100% peserta menyatakan benar. Pengetahuan tentang
indikasi dan kontraindikasi pijat hasil pretest sebanyak 36,7% peserta menyatakan
jawaban benar, kemudian hasil posttest sebanyak 96,5% peserta menyatakan benar. Pengetahuan tentang persiapan apa saja yang dilakukan pijat bayi hasil pretest
sebanyak 53,3% peserta menyatakan jawaban benar, kemudian hasil postest
sebanyak 97% peserta menyatakan benar. Pengetahuan tentang prosedur dan tata
cara pijat bayi hasil 33,3% peserta kegiatan pengabdian masyarakat menyatakan
jawaban benar, kemudian hasil posttest sebanyak 100% peserta menyatakan benar. | Health Care: Journal of Community Service
7 ISSN 3046-6075 Pijat bayi dapat digolongkan sebagai aplikasi stimulasi sentuhan, karena dalam pijat
bayi terdapat unsur sentuhan berupa kasih sayang, perhatian, suara atau bicara,
pandangan mata, gerakan, dan pijat. Stimulasi ini akan merangsang perkembangan
struktur maupun fungsi sel - sel otak (Soedjatmiko, 2006) dalam (Triana, 2017). Pijat
bayi merupakan terapi sentuh kontak langsung dengan tubuh yang dapat memberikan
rasa aman dan nyaman pada bayi. Sentuhan dan pelukan dari seorang ibu adalah
kebutuhan dasar bayi. Jika pijat bayi dilakukan secara teratur akan meningkatkan
hormon katekolamin (epinefrin dan norepinefrin) yang dapat memicu stimulasi
tumbuh kembang karena dapat meningkatkan nafsu makan, meningkatkan berat
badan, dan merangsang perkembangan struktur maupun fungsi otak (Riksani, 2018)
dalam (Sinaga & Laowo, 2020). | Health Care: Journal of Community Service
8 3. HASIL DAN PEMBAHASAN Masa tumbuh kembang bayi merupakan masa keemasan sekaligus masa kritis
perkembangan seseorang yaitu pada usia 0-12 bulan, masa ini dibutuhkan bounding
attachment antara ibu dan bayi sejak dini. Dikatakan masa keemasan karena masa
bayi berlangsung sangat singkat dan tidak dapat diulang kembali. Dikatakan masa
kritis karena pada masa ini bayi sangat peka terhadap lingkungan dan membutuhkan
asupan gizi serta stimulasi yang baik untuk pertumbuhan dan perkembangannya. Kenaikan berat badan anak pada tahun pertama kehidupan apabila anak mendapat
gizi yang baik yaitu dari bayi lahir sampai 6 bulan pertama pertambahan berat badan
setiap minggu 140-200 gram. Berat badan bayi menjadi 2 kali lipat berat badan lahir
pada akhir 6 bulan pertama. Sedangkan pada umur 6-12 bulan pertambahan berat
badan setiap minggu berkisar antara 85-400 gram. Berat badan akan meningkat
sebesar 3 kali berat badan lahir pada akhir tahun pertama (Wong, Hockenberry,
Wilson, Perry, & Lowdermilk; Hidayat, 2018) dalam (Irva et al, 2014). Pertumbuhan adalah perubahan fisik dan peningkatan ukuran bagian tubuh dari
seorang individu yang masing-masing berbeda, sedangkan perkembangan adalah
bertambah sempurnanya kemampuan, keterampilan, dan fungsi tubuh yang lebih
kompleks dalam motorik kasar, motorik halus, bicara dan bahasa, serta sosialisasi dan
kemandirian yang dimiliki individu untuk beradaptasi dengan lingkungan. Stimulasi
pijat bayi merupakan salah satu cara untuk meningkatkan perkembangan pada bayi,
agar bayi dapat berkembang dengan baik (Nugrohowati & Nurhidayati, 2015) dalam
(Susanti, 2019). Hasil peningkatan pengetahuan tentang pijat bayi sejalan dengan teori yang
disampaikan oleh Roesli (2016) dalam (Khairunnisa, 2021) yang mengemukakan
tentang manfaat dari pemijatan bayi yaitu merangsang nafsu makan bayi. Dengan
dilakukan pemijatan bayi merangsang aktivitas nervus vagus, di mana saraf ini (saraf
otak ke-10) yang akan menyebabkan peningkatan kadar enzim penyerapan gastrin
dan insulin, sehingga penyerapan makanan akan lebih baik serta meningkatkan
peristaltik usus dan pengosongan lambung meningkat yang dapat merangsang nafsu
makan bayi Salah satu mekanisme dasar pijat bayi adalah aktivitas Nervus Vagus
meningkatkan volume ASI yaitu penyerapan makanan menjadi lebih baik karena | Health Care: Journal of Community Service
8 ISSN 3046-6075 peningkatan Aktivitas Nervus Vagus menyebabkan bayi cepat lapar sehingga akan
lebih sering menyusu pada ibunya. Seperti diketahui, ASI akan semakin banyak
diproduksi jika semakin banyak diminta. 3. HASIL DAN PEMBAHASAN selain itu, ibu yang memijat bayinya akan
merasa lebih tenang dan hal ini berdampak positif pada peningkatan volume ASI
(Julianti, 2017) dalam (Harahap, 2019), Sesuai dengan penelitian yang dilakukan
Yuliana, Suharto, dan Handayani (2013) dalam Triana (2017), kepada bayi usia 3-5
bulan didapatkan peningkatan berat badan bayi yang dipijat selama 4 minggu yang
dilakukan secara rutin lebih tinggi dibandingkan berat badan bayi yang tidak dipijat. Hal ini terjadi karena hormon stress pada bayi menurun, maka bayi dapat menghisap
ASI lebih banyak, sehingga produksi ASI meningkat dan berat badan akan meningkat. Beberapa penelitian telah menunjukan bahwa 31-49% pijat bayi pada prematur
dapat meningkatkan 31- 49% berat badan yang diikuti juga dengan peningkatan besar
lingkar kepala dan tinggi badan. Hasil penelitian yang dilakukan Astriana & Suryani
(2017), pada bayi cukup bulan usia 1-6 bulan dipijat 15 menit, dalam dua kali
seminggu, akan mengalami kenaikan berat badan lebih baik dari pada bayi yang tidak
dipijat. Namun hasil ini tidak sejalan dengan penelitian Fauziyah & Wijayanti (2018)
dalam Khairunnisa (2021), yang menyatakan bahwa tidak terdapat pengaruh
pemberian pijat bayi terhadap perubahan berat badan bayi. 4. SIMPULAN Pengabdian Masyarakat dengan tema “Mewujudkan Generasi Emas dengan
Optimalisasi Bounding Attachment melalui Pijat Bayi oleh Ibu dan Kader Posyandu di
Wilayah Kelurahan Sepanjang Jaya, Kota Bekasi” berhasil meningkatkan pengetahuan
Ibu dan Kader tentang Optimalisasi Bounding Attachment melalui Pijat Bayi. | Health Care: Journal of Community Service
9 ISSN 3046-6075 ISSN 3046-6075 ISSN 3046-6075 | Health Care: Journal of Community Service
9 Daftar Pustaka Fida, M. 2012. Pengantar Ilmu Kesehatan Anak. Jakarta : D Medika Gelenia, 2014. Home
Baby Spa. Jakarta: Prevarication Gefrianti, S. (2019) Profil Kesehatan Jawa Barat. Bandung. Hanifah, L. dan Febriani, M., 2014. Gambaran Pengetahuan Ibu Tentang Perkembangan
Bayi Harahap, N.R. (2019) ‘Pijat Bayi Meningkatkan Berat Badan Bayi Usia 0-6 Bulan’, Jurnal
Kesehatan
Prima,
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p. 99. Available
at:
https://doi.org/10.32807/jkp.v13i2.226. Hutasuhut, A.S. (2018) ‘Pengaruh Pijat Bayi terhadap Pertumbuhan (Berat Badan) Bayi
Usia 1-3 Bulan di Wilayah Kerja Puskesmas Pematang Pasir Kota Tanjung
Balai Tahun 2018’, Journal of Chemical Information and Modeling, 53(9),
pp. 1689–1699 Irva, T.S., Hasanah, O. and Worfest, R. (2014) ‘Pengaruh Terapi Pijat terhadap Peningkatan
Berat Badan Bayi’, JOM PSIK, 1(2), pp. 1–9. Julianti, 2017. Rahasia Baby Spa. Jakarta: Writerpreneur Club Kartini. 2014. Pijat Bayi. Diakses pada tanggal 25 Januari 2018 Kaisa, A. (2020) Hubungan SPA Bayi dengan Perubahan Berat Badan pada Bayi di Ummi
Humairah Makassar. Sekolah Tinggi Ilmu Kesehatan Panakkukang
Makassar. Kementerian Kesehatan RI. 2009. Pedoman pelaksanaan stimulasi, deteksi dan intervensi
dini tumbuh kembang anak di tingkat pelayanan kesehatan dasar. Jakarta: Kementerian Kesehatan RI Keputusan Menteri Kesehatan Republik Indonesia Nomor 369/MENKES/SK/III/ 2007. Standar Profesi Bidan. Jakarta: Kepmenkes RI Khairunnisa (2021) Pengaruh Pemberian Stimulasi Pijat Bayi terhadap Berat Badan pada
Bayi. Politeknik Kesehatan Kemenkes Bengkulu. Latif, H.H.A. (2017) ‘Hubungan Pijat Bayi Terhadap Kenaikan Berat Badan Pada Bayi Berat
Lahir Rendah (Bblr)Di Rskia Ummi Khasanah Yogyakarta’, Journal of Chemical Information and Modeling, pp. 26–54. Lilis Suryani, I. (2017) ‘Pengaruh Pijat Bayi Terhadap Peningkatan Berat Badan Pada Bayi
Di Bps Masnoni Teluk Betung Utara Kota Bandar Lampung’, The Journal
of Holistic Healthcare), 11(2), pp. 72–76. Marni (2019) ‘Pengaruh Pijat Bayi terhadap Peningkatan Berat Badan pada Bayi’,
Jurnal Kebidanan Indonesia, 10(1), pp. 12–18. Marni (2019) ‘Pengaruh Pijat Bayi terhadap Peningkatan Berat Badan pada Bayi’,
Jurnal Kebidanan Indonesia, 10(1), pp. 12–18. Maryunani, Anik. 2011. Ilmu Kesehatan Anak Dalam Kebidanan. Jakarta: CV. Trans Info
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Media Media Muslihatun, Wafi Nur. 2011. Asuhan Neonatus Bayi dan Balita. Yogyakarta: Fitramaya
Notoatmodjo, Soekidjo. 2012. Metodologi Penelitian Kesehatan. Jakarta: Rineka Cipta Muslihatun, Wafi Nur. 2011. Asuhan Neonatus Bayi dan Balita. Yogyakarta: Fitramaya
Notoatmodjo, Soekidjo. 2012. Metodologi Penelitian Kesehatan. Jakarta: Rineka Cipta Noviyanti, I.S. (2017) Perbandingan Kualitas Tidur Bayi yang dilakukan Pijat (Baby
Massage) dan Bayi yang tidak dilakukan Pijat (Baby Massage) (Studi di Noviyanti, I.S. (2017) Perbandingan Kualitas Tidur Bayi yang dilakukan Pijat (Baby
Massage) dan Bayi yang tidak dilakukan Pijat (Baby Massage) (Studi di | Health Care: Journal of Community Service
10 ISSN 3046-6075 Mojo Baby Spa Kota Malang dan di Posyandu Bina Sejahtera 04 Desa
Wonorejo Lawang). Universitas Muhammadiyah Malang. Prasetyono, D. . (2013). Buku Pintar Pijat Bayi. Buku Biru. ———. 2016. Pengaruh Pijat Bayi Dengan Kualitas Tidur Bayi Usia 3-6 Bulan Di Desa
Bandung
Kecamatan
Diwek
Kabupaten
Jombang.Jurnal
Ilmiah
Kebidanan 3(1): 77–83. https://jurnal.uns.ac.id/placentum/article/viewFile/22834/16948. Prasetyono, D.S. 2017. Buku Pintar Pijat Bayi. Yogyakarta: Buku Biru Prasetyono, D.S. 2017. Buku Pintar Pijat Bayi. Yogyakarta: Buku Biru
Profil Kesehatan Sumatera Utara. 2012. Tumbuh Kembang Bayi dan Balita. Medan: Dinas kesehatan Sumatera Utara y
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Kusmini, Melyana Nurul Widyawati, and Sutarmi. 2014. Mom Massage,
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Usia 1 - 4 Bulan Di Puskesmas Tamalanrea Makassar. Universitas
Hasanuddin | Health Care: Journal of Community Service
11 ISSN 3046-6075
|
https://openalex.org/W2109918527
|
https://ccsenet.org/journal/index.php/mas/article/download/476/426
|
English
| null |
Kinematics and Dynamics of a Master Maipulator
|
Modern applied science
| 2,009
|
cc-by
| 4,641
|
1. Introduction The first telerobotic system was developed by Raymond C. Goertz in 1940s to let an operator handle radioactive
materials behind a shielded wall, at National Argonne Laboratory in the US. In the past decades, teleoperation has found
applications in many areas including space technologies, underwater explorations and assistance, surgery and
rehabilitations, nuclear/toxic material handling and waste disposal, military/firefighting operation, mining. Recently, the
applications of teleoperation systems have been extended to training, education, entertainment, and virtual reality areas
as well. As can be seen in figure 1, a teleoperation system generally has five components: operator, master, control system, slave,
and environment. The main function of the system can be explained as follows: a control command is sent through the
control system to the slave to make the remote manipulator perform a task as desired; to prevent damage, to reduce task
completion time and to enhance performance, contact interaction from the remote site has to be transmitted to the
operator. As shown in figure 1, throughout an interaction, the master mechanism must perform the dual task of position
measurement and force display. The kinematics especially the forward kinematics is of great importance for the control
of the telerobotic system. While, when dealing with the dynamics of robotic manipulators, frictional effects is often
neglected. This paper mainly discusses the forward kinematics using Denavit-Hartenberg method, and derives the
dynamic equations incorporating frictional effects in the joints. Kinematics and Dynamics of a Master Maipulator Yechu Hu
College of Mechanical and Electronic Engineering
Tianjin Polytechnic University
Tianjin 300160, China
E-mail: hyc820815@yahoo.cn Modern App Modern App Abstract I analyze the kinematics and Dynamics of Phantom Premium 1.5 made and sold by SenSable Technologies Inc., which
is widely-used as the master manipulator in telerobotic systems. The forward kinematics is studied using
Denavit-Hartenberg method, the manipulator Jacobian is also presented. The dynamic equations incorporating frictional
effects of Premium 1.5 are derived. Keywords: Master manipulator, Kinematics analysis, Dynamic model, Frictional effects 2. Kinematics analysis Figure 2 is the photo and structural sketch of a typical master manipulator (PHANToM Premium 1.5), which can
provide the operator with 3 DOF motion and three dimensional force feedbacks. As shown in figure 2(b), Premium 1.5
consists of three rotational joints, zero configuration of Premium 1.5 is shown in figure 2(b), spatial frame and tool
frame are superposed in zero configuration. Figure 3 depicts the side and top views of the configuration of Premium 1.5. And, the reference frames are shown in figure 4, the D-H parameter is listed in table 1, where ai represents the distance from Zi to Zi+1 measured along Xi, ai represents the distance from Zi to Zi+1 measured along Xi, αi represents the angle from Zi to Zi+1 measured about Xi, αi represents the angle from Zi to Zi+1 measured about Xi, di represents the distance from Xi-1 to Xi along Zi, di represents the distance from Xi-1 to Xi along Zi, resents the distance from Xi-1 to Xi along Zi, θi represents the angle from Xi-1 to Xi measured about Zi. Vol. 3, No. 3 Modern Applied Science And the final transformation matrix can be written in equation 2 with some mediated matrixes from
0
wT to
3
t T omitted. And the final transformation matrix can be written in equation 2 with some mediated matrixes from
0
wT to
3
t T omitted. 0
1
2
3
0
1
2
3
( )
( )
1
0
s
w
t
t
T
T T T T T
θ
θ
⎡
⎤
=
= ⎢
⎥
⎣
⎦
R
p
(2) 0
1
2
3
0
1
2
3
( )
( )
1
0
s
w
t
t
T
T T T T T
θ
θ
⎡
⎤
=
= ⎢
⎥
⎣
⎦
R
p
(2)
Where (2) Where Where Where 1
1
3
1
3
3
3
1
1
3
1
3
cos
sin
sin
sin
cos
( )
0
cos
sin
sin
cos
sin
cos
cos
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
−
⎛
⎞
⎜
⎟
= ⎜
⎟
⎜
⎟
−
−
⎝
⎠
R θ
(3)
1
1
2
2
3
2
1
2
2
3
1
1
1
2
2
3
sin
( cos
sin
)
( )
sin
cos
cos
( cos
sin
)
l
l
l
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
+
⎛
⎞
⎜
⎟
=
+
−
⎜
⎟
⎜
⎟
−+
+
⎝
⎠
p θ
(4) 1
1
3
1
3
3
3
1
1
3
1
3
cos
sin
sin
sin
cos
( )
0
cos
sin
sin
cos
sin
cos
cos
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
−
⎛
⎞
⎜
⎟
= ⎜
⎟
⎜
⎟
−
−
⎝
⎠
R θ
(3)
1
1
2
2
3
2
1
2
2
3
1
1
1
2
2
3
sin
( cos
sin
)
( )
sin
cos
cos
( cos
sin
)
l
l
l
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
+
⎛
⎞
⎜
⎟
=
+
−
⎜
⎟
⎜
⎟
−+
+
⎝
⎠
p θ
(4) (3) (4) Except the forward kinematics of the manipulator, the velocity relationship between the rotational joints and the end
effector is often concerned. θi represents the angle from Xi-1 to Xi measured about Zi. The general transformation matrix 1 comes directly from the D-H parameters (Craig, 2005 & Murray, 1998). The general transformation matrix 1 comes directly from the D-H parameters (Craig, 2005 & Murray, 1
1
1
1
1
1
1
1
1
1
cos
sin
0
sin
cos
cos
cos
sin
sin
sin
sin
cos
sin
cos
cos
0
0
0
1
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
a
d
T
d
θ
θ
θ
α
θ
α
α
α
θ
α
θ
α
α
α
−
−
−
−
−
−
−
−
−
−
⎡
⎤
⎢
⎥
−
−
⎢
⎥
= ⎢
⎥
⎢
⎥
⎣
⎦
(1) 1
1
1
1
1
1
1
1
1
1
cos
sin
0
sin
cos
cos
cos
sin
sin
sin
sin
cos
sin
cos
cos
0
0
0
1
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
i
a
d
T
d
θ
θ
θ
α
θ
α
α
α
θ
α
θ
α
α
α
−
−
−
−
−
−
−
−
−
−
⎡
⎤
⎢
⎥
−
−
⎢
⎥
= ⎢
⎥
⎢
⎥
⎣
⎦
(1) (1) 155 Vol. 3, No. 3 Vol. 3, No. 3 1
1
1
2
1
2
1
2
1
2
1
1
2
1
1
2
1
2
1
2
1
1
sin
sin
sin
(
sin
)
0
cos
(cos
cos
)
0
cos
sin
cos
(
sin
)
( )
0
0
cos
1
0
0
0
0
sin
s
l
l
l
l
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
−
+
⎛
⎞
⎜
⎟
−
⎜
⎟
⎜
⎟
−
+
= ⎜
⎟
−
⎜
⎟
⎜
⎟
⎜
⎟
⎜
⎟
⎝
⎠
J θ
(5)
1
2
2
3
1
2
3
1
2
3
2
3
3
cos
sin
0
0
0
cos(
)
0
0
sin(
)
( )
0
0
1
cos
0
0
sin
0
0
b
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
+
⎛
⎞
⎜
⎟
−
⎜
⎟
⎜
⎟
−
−
= ⎜
⎟
−
⎜
⎟
⎜
⎟
⎜
⎟
⎜
⎟
⎝
⎠
J
θ
(6)
er Manipulator 1
1
1
2
1
2
1
2
1
2
1
1
2
1
1
2
1
2
1
2
1
1
sin
sin
sin
(
sin
)
0
cos
(cos
cos
)
0
cos
sin
cos
(
sin
)
( )
0
0
cos
1
0
0
0
0
sin
s
l
l
l
l
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
θ
−
+
⎛
⎞
⎜
⎟
−
⎜
⎟
⎜
⎟
−
+
= ⎜
⎟
−
⎜
⎟
⎜
⎟
⎜
⎟
⎜
⎟
⎝
⎠
J θ
(5)
1
2
2
3
1
2
3
1
2
3
2
3
3
cos
sin
0
0
0
cos(
)
0
0
sin(
)
( )
0
0
1
cos
0
0
sin
0
0
b
l
l
l
l
l
θ
θ
θ
θ
θ
θ
θ
θ
+
⎛
⎞
⎜
⎟
−
⎜
⎟
⎜
⎟
−
−
= ⎜
⎟
−
⎜
⎟
⎜
⎟
⎜
⎟
⎜
⎟
⎝
⎠
J
θ
(6)
3 D
i M d l f th M
t
M
i
l t (5) (6) 3. Dynamic Model of the Master Manipulator M. C. Vol. 3, No. 3 So, the spatial and body manipulator Jacobian is written here, moreover, they can be used to
describe the relationship between the end point wrench and the joint torque. Except the forward kinematics of the manipulator, the velocity relationship between the rotational joints and the end
effector is often concerned. So, the spatial and body manipulator Jacobian is written here, moreover, they can be used to
describe the relationship between the end point wrench and the joint torque. Vol. 3, No. 3 Cavusoglu (Cavusoglu, 2001) identified the mechanical structure of Premium 1.5 into seven segments A through
G shown on figure 5. Note that the spatial frame used in dynamic calculations is centered at the intersection point of
three axises of rotational joints. M. C. Cavusoglu (Cavusoglu, 2001) identified the mechanical structure of Premium 1.5 into seven segments A through
G shown on figure 5. Note that the spatial frame used in dynamic calculations is centered at the intersection point of
three axises of rotational joints. And he calculated the kinetic and potential energy of each segment in the spatial frame, then wrote the dynamic
equation of the system using Lagrange method. And he calculated the kinetic and potential energy of each segment in the spatial frame, then wrote the dynamic
equation of the system using Lagrange method. ( )
( , )
( )
M
C
N
&&
& &
+
+
=
θ θ
θ θ θ
θ
τ (7) (7) In equation 7,
( )
M
&&
θ θ is inertial force,
( , )
C
& &
θ θ θ is Coriolis and centrifugal force,
( )
N θ is gravitational force, τ is
the vector of joint torque, each element of the matrix of M, C, and N is listed in Cavusoglu’s paper (Cavusoglu, 2001). Note that the inertial force, Coriolis and centrifugal force and gravitational force are highly non-linear, making it
difficult for dynamic parameter identification and controller algorithm design (McJunkin, 2007). 4. Inclusion of Frictional Effects Including the friction effect of the device and combing equation 8 with 12, I could write f
f
Including the friction effect of the device and combing equation 8 with 12, I could write (
)
, ,& &&
=
τ
θ θ θ π
Y
(15) (
)
, ,& &&
=
τ
θ θ θ π
Y
(15) (
)
, ,& &&
=
τ
θ θ θ π
Y (
)
, ,& &&
=
τ
θ θ θ π
Y
(15)
where
d
f
M
⎡
⎤
⎢
⎥
⎣
⎦
Y = Y Y
(16)
T
d
f
M
⎡
⎤
= ⎢
⎥
⎣
⎦
π
π
π
(17) (15) where d
f
M
⎡
⎤
⎢
⎥
⎣
⎦
Y = Y Y
(16)
T
d
f
M
⎡
⎤
= ⎢
⎥
⎣
⎦
π
π
π
(17) (16) T
d
f
M
⎡
⎤
= ⎢
⎥
⎣
⎦
π
π
π
(17) (17) Equation 15 is named the dynamic model of Premium 1.5 with joint friction. Each of the element of the parameter
vector is identified as shown in table 2. Vol. 3, No. 3 3, No. 3 Vol. 3, No. 3 Modern Applied Science 11
1
1
4
1
2
a
b
cd
m gl
m gl
m gl
π =
+
−
(10k)
12
2
3
5
1
2
a
b
ef
m gl
m gl
m gl
π
=
+
−
(10l) (10k) 12
2
3
5
1
2
a
b
ef
m gl
m gl
m gl
π
=
+
−
(10l) (10l) The physical and geometric parameters Iaxx, Iayy, Iazz, Ibxx, Ibyy, Ibzz, Icdxx, Icdyy, Icdzz, Iefxx, Iefyy, Iefzz, Igyy, ma, mb, mcd, mef, l1, l2,
l3, l4, l5 can be found in the literature (Cavusoglu, 2001), while g is the acceleration gravity. The physical and geometric parameters Iaxx, Iayy, Iazz, Ibxx, Ibyy, Ibzz, Icdxx, Icdyy, Icdzz, Iefxx, Iefyy, Iefzz, Igyy, ma, mb, mcd, mef, l1, l2,
l3, l4, l5 can be found in the literature (Cavusoglu, 2001), while g is the acceleration gravity. 5. Conclusion In telerobotic systems, the kinematics especially the forward kinematics is of great importance for the control of
teleoperaton, frictional effects is often neglected in dynamic equations. This paper mainly discusses the forward
kinematics using D-H method, the manipulator Jacobian is also presented. And I derive the dynamic equations
incorporating frictional effects in the joints. Vol. 3, No. 3 So, equation 7 could be linearly parameterized as follows: quation 7 could be linearly parameterized as follows: (
)
, ,
d
d
d
& &&
=
τ
θ θ θ π
Y
(8) (
)
, ,
d
d
d
& &&
=
τ
θ θ θ π
Y (8) where Y is the regressor matrix and π is the vector 12 dynamic parameters defined as: where Y is the regressor matrix and π is the vector 12 dynamic parameters defined as: 156 March, 2009 Modern Applied Science 12
3
1
3 1 3
13
3
1
3 1 3
15
2
1
2 1 2
16
2
1
2 1 2
17
1
18
2
1
2 1 2
19
3
1
3 1 3
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
y
y
y
y
y
y
y
&&
& &
&&
& &
&&
& &
&&
& &
&&
&&
& &
&&
& &
θ θ
θ θ θ
θ θ
θ θ θ
θ θ
θ θ θ
θ θ
θ θ θ
θ
θ θ
θ θ θ
θ θ
θ θ θ
=
+
−
=
−
+
=
+
−
=
−
+
=
=
+
−
=
−
+
10
2
3 1
2
3 1 2
2
3 1 3
2cos
sin
2sin
sin
2cos
cos
y
&&
& &
& &
θ
θ θ
θ
θ θ θ
θ
θ θ θ
=
−
+
(9a) 12
3
1
3 1 3
13
3
1
3 1 3
15
2
1
2 1 2
16
2
1
2 1 2
17
1
18
2
1
2 1 2
19
3
1
3 1 3
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
y
y
y
y
y
y
y
&&
& &
&&
& &
&&
& &
&&
& &
&&
&&
& &
&&
& &
θ θ
θ θ θ
θ θ
θ θ θ
θ θ
θ θ θ
θ θ
θ θ θ
θ
θ θ
θ θ θ
θ θ
θ θ θ
=
+
−
=
−
+
=
+
−
=
−
+
=
=
+
−
=
−
+
10
2
3 1
2
3 1 2
2
3 1 3
2cos
sin
2sin
sin
2cos
cos
y
&&
& &
& &
θ
θ θ
θ
θ θ θ
θ
θ θ θ
=
−
+
(9a) (9a) 18
2
1
2 1 2
19
3
1
3 1 3
(1
cos2
)
2sin 2
(1
cos2
)
2sin 2
y
y
&&
& &
&&
& &
θ θ
θ θ θ
θ θ
θ θ θ
=
+
−
=
−
+ 24
2
2
25
2 1
2
26
2 1
2
28
2
2 1
2
210
2
3
3
2
3 1
2
2
3
3
211
2
sin 2
sin 2
2
sin 2
sin(
)
sin
sin
cos(
)
cos
y
y
y
y
y
y
&&
&
&
&&
&
&&
&
&
θ
θ θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
=
=
= −
=
+
= −
−
+
+
−
=
31
3
2
32
3 1
2
33
3 1
2
39
3
3 1
2
310
2
3
2
2
3 1
2
2
3
2
312
3
sin 2
sin 2
2
sin 2
sin(
)
cos
cos
cos(
)
sin
y
y
y
y
y
y
&&
&
&
&&
&
&&
&
&
θ
θ θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
=
=
= −
=
−
= −
−
−
+
−
= 24
2
2
25
2 1
2
26
2 1
2
28
2
2 1
2
210
2
3
3
2
3 1
2
2
3
3
211
2
sin 2
sin 2
2
sin 2
sin(
)
sin
sin
cos(
)
cos
y
y
y
y
y
y
&&
&
&
&&
&
&&
&
&
θ
θ θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
=
=
= −
=
+
= −
−
+
+
−
=
31
3
2
32
3 1
2
33
3 1
2
39
3
3 1
2
310
2
3
2
2
3 1
2
2
3
2
312
3
sin 2
sin 2
2
sin 2
sin(
)
cos
cos
cos(
)
sin
y
y
y
y
y
y
&&
&
&
&&
&
&&
&
&
θ
θ θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
θ θ
θ
=
=
= −
=
−
= −
−
−
+
−
= (9b) (9c) 312
3
sin
y
θ
= and 1
axx
efxx
I
I
π =
+
(
)
2
1
2
ayy
efyy
I
I
π =
+
(
)
3
1
2
azz
efzz
I
I
π =
+
4
bxx
cdxx
I
I
π =
+
(
)
5
1
2
byy
cdyy
I
I
π =
+
(
)
6
1
2
bzz
cdzz
I
I
π =
+
7
gyy
I
π =
2
2
8
1
1
1
1
2
8
a
b
m l
m l
π =
+
2
2
9
2
3
1
1
8
2
a
b
m l
m l
π =
+
10
1 2
1 3
1
1
2
2
a
b
m l l
m l l
π
=
+ 1
axx
efxx
I
I
π =
+
(
)
2
1
2
ayy
efyy
I
I
π =
+
(
)
3
1
2
azz
efzz
I
I
π =
+
4
bxx
cdxx
I
I
π =
+
(
)
5
1
2
byy
cdyy
I
I
π =
+
(
)
6
1
2
bzz
cdzz
I
I
π =
+
7
gyy
I
π =
2
2
8
1
1
1
1
2
8
a
b
m l
m l
π =
+
2
2
9
2
3
1
1
8
2
a
b
m l
m l
π =
+
10
1 2
1 3
1
1
2
2
a
b
m l l
m l l
π
=
+ (10a) (10j) 157 Vol. 4. Inclusion of Frictional Effects Friction effect in the joints of Premium 1.5 is neglected in Equation 7 and 8, as a matter of fact, the friction effect
should not be ignored. Here I use Coulomb friction plus viscous damping (Armstrong, 1994 & Olsson, 1998) to include
friction effect in the dynamic model of the device (Tahmasebi, 2005). 4. Inclusion of Frictional Effects sgn( )
f
fc
fv
&
&
=
+
τ
π
θ
π θ (11) sgn( )
f
fc
fv
&
&
=
+
τ
π
θ
π θ (11) sgn( )
f
fc
fv
&
&
=
+
τ
π
θ
π θ (11) or 1
1
1
1 1
2
2
2
2
2
3
3
3
3 3
sgn( )
sgn(
)
sgn(
)
f
fc
fv
f
f
fc
fv
f
f
f
fc
fv
&
&
&
&
&
&
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
⎡
⎤
⎡
⎤
+
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
=
=
+
=
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
+
⎢
⎥
⎢
⎥
⎣
⎦
⎣
⎦
τ
π
Y
(12) 1
1
1
1 1
2
2
2
2
2
3
3
3
3 3
sgn( )
sgn(
)
sgn(
)
f
fc
fv
f
f
fc
fv
f
f
f
fc
fv
&
&
&
&
&
&
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
⎡
⎤
⎡
⎤
+
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
=
=
+
=
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
+
⎢
⎥
⎢
⎥
⎣
⎦
⎣
⎦
τ
π
Y
(12)
where
1
1
2
2
3
3
sgn( )
0
0
0
0
0
sgn(
)
0
0
0
0
0
sgn(
)
0
0
f
&
&
&
&
&
&
θ
θ
θ
θ
θ
θ
⎛
⎞⎟
⎜
⎟
⎜
⎟
⎜
⎟
= ⎜
⎟
⎜
⎟
⎜
⎟⎟
⎜
⎟
⎜⎝
⎠
Y
(13)
1
2
3
1
2
3
T
f
f
f
f
f
f
f
π
π
π
π
π
π
⎡
⎤
= ⎢
⎥
⎣
⎦
π
(14) 1
1
1
1 1
2
2
2
2
2
3
3
3
3 3
sgn( )
sgn(
)
sgn(
)
f
fc
fv
f
f
fc
fv
f
f
f
fc
fv
&
&
&
&
&
&
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
τ
τ
θ
τ
θ
⎡
⎤
⎡
⎤
+
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
=
=
+
=
⎢
⎥
⎢
⎥
⎢
⎥
⎢
⎥
+
⎢
⎥
⎢
⎥
⎣
⎦
⎣
⎦
τ
π
Y
(12) (12) where 1
1
2
2
3
3
sgn( )
0
0
0
0
0
sgn(
)
0
0
0
0
0
sgn(
)
0
0
f
&
&
&
&
&
&
θ
θ
θ
θ
θ
θ
⎛
⎞⎟
⎜
⎟
⎜
⎟
⎜
⎟
= ⎜
⎟
⎜
⎟
⎜
⎟⎟
⎜
⎟
⎜⎝
⎠
Y
(13) (13) 1
2
3
1
2
3
T
f
fc
fc
fc
fv
fv
fv
π
π
π
π
π
π
⎡
⎤
= ⎢
⎥
⎣
⎦
π
(14) (14) Yf is the regressor matrix, πf is 6 dimensional parameter vector. References Armstrong Brian, Dupont Pierre, Canudas de Wit C. ( 1994). A Survey of Models, Analysis Tools and Compensation
Methods for the Control of Machines with Friction[J]. Automatica, 30(7): 1083-1138. Armstrong Brian, Dupont Pierre, Canudas de Wit C. ( 1994). A Survey of Models, Analysis Tools a
Methods for the Control of Machines with Friction[J]. Automatica, 30(7): 1083-1138. Cavusoglu M C, Feygin D. ( 2001). Kinematics and Dynamics of Phantom(TM) Model 1.5 Haptic Interface. [R]. Berkeley: University of California at Berkeley, Electronics Research Laboratory Memo M01/15. Cavusoglu M C, Feygin D. ( 2001). Kinematics and Dynamics of Phantom(TM) Model 1.5 Haptic Interface. [R]. Berkeley: University of California at Berkeley, Electronics Research Laboratory Memo M01/15. Craig J J. Introduction to Robotics. (2005). Mechanics and Control (3rd Editon)[M]. Upper Saddle River:
Addison-Wesley. Craig J J. Introduction to Robotics. (2005). Mechanics and Control (3rd Editon)[M]. Upper Saddle River:
Addison-Wesley. Haptic Device. [A]. Proceedings of the 2005 IEEE Conference on Control Applications[C]. Toronto, Canada: IEEE,
1251-1256. Haptic Device. [A]. Proceedings of the 2005 IEEE Conference on Control Applications[C]. Toronto, Canada: IEEE,
1251-1256. McJunkin S T. (2007). Transparency Improvement for Haptic Interfaces. [D]. Houston: Rice University McJunkin S T. (2007). Transparency Improvement for Haptic Interfaces. [D]. Houston: Rice University. 158 March, 2009 Modern Applied Science Olsson H, Astrom K J, Canudas de Wit C, et al. (1998). Friction Models and Friction Compensation[J]. European
Journal of Control, 4(3): 176-195. Tahmasebi A M, Taati B, Mobasser F, et al. (2005). Dynamic Parameter Identification and Analysis of a
PHANToM(TM) Olsson H, Astrom K J, Canudas de Wit C, et al. (1998). Friction Models and Friction Compensation[J]. European
Journal of Control, 4(3): 176-195. Tahmasebi A M, Taati B, Mobasser F, et al. (2005). Dynamic Parameter Identification and Analysis of a
PHANToM(TM) Journal of Control, 4(3): 176-195. Tahmasebi A M, Taati B, Mobasser F, et al. (2005). Dynamic Parameter Identification and Analysis of a
PHANToM(TM) Table 1. D-H parameter of Premium 1.5
Frame
αi-1
ai-1
θi
di
0
-π/2
0
-π/2
0
1
0
-l1
θ1
l2
2
π/2
0
θ2
0
3
0
l1
-π/2-θ2+θ3
0
tool
-π/2
l2
π/2
0
Table 2. Dynamic Parameter of Premium 1.5(×10-4)
π1
π2
π3
π4
π5
π6
7.5784
0.3154
3.3572
12.0490
5.5095
0.2981
π7
Π8
π9
π10
π11
π12
11.8700
6.1644
0.8572
4.5693
-160
-739
π13
π14
π15
π16
π17
π18
707
251
248
-57
-35
-5
Ope. Mas. Con. Sys. Sla. References Tip Force
Position Command
Env. θ1
θ3
θ2
l1
l2
z
x
z
x
y
y
S
T
Figure 1. Diagram of the master-slave teleoperation system Figure 2. Photo and structural sketch of Premium1.5
x
z3
zt
xt
π/2+θ2-θ3 Table 1. D-H parameter of Premium 1.5 θ1
θ3
θ2
l1
l2
z
x
z
x
y
y
S
T
Figure 2. Photo and structural sketch of Premium1.5 θ1
θ3
θ2
l1
l2
z
x
z
x
y
y
S
T
Figure 2. Photo and structural sketch of Premium1.5 Figure 2. Photo and structural sketch of Premium1.5 Figure 1. Diagram of the master-slave teleoperation system zs, x0
xs
z0
z1
x1
z2
x3
z3
zt
xt
l1
l2
l1
l2
x2
θ2
π/2+θ2-θ3 θ3
θ2
z
x
x
z
y
S
T
θ2
θ3
y
θ1
z
x
y
S
z
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Towards risk-based flood management in highly productive paddy rice cultivation – concept development and application to the Mekong Delta
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Natural hazards and earth system sciences
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Nguyen Van Khanh Triet1,2, Nguyen Viet Dung1, Bruno Merz1,3, and Heiko Apel1
1GFZ German Research Centre for Geosciences, Section 5.4 Hydrology, Potsdam, 14473, Germany
2SIWRR Southern Institute of Water Resources Research, Ho Chi Minh City, Vietnam
3Institute of Earth and Environmental Science, University of Potsdam, Potsdam, 14476, Germany Correspondence: Nguyen Van Khanh Triet (triet@gfz-potsdam.de) Correspondence: Nguyen Van Khanh Triet (triet@gfz-potsdam.de) Correspondence: Nguyen Van Khanh Triet (triet@gfz-potsdam.de) Received: 25 July 2018 – Discussion started: 6 August 2018
Accepted: 14 October 2018 – Published: 5 November 2018 Abstract. Flooding is an imminent natural hazard threaten-
ing most river deltas, e.g. the Mekong Delta. An appropri-
ate flood management is thus required for a sustainable de-
velopment of the often densely populated regions. Recently,
the traditional event-based hazard control shifted towards a
risk management approach in many regions, driven by inten-
sive research leading to new legal regulation on flood man-
agement. However, a large-scale flood risk assessment does
not exist for the Mekong Delta. Particularly, flood risk to
paddy rice cultivation, the most important economic activ-
ity in the delta, has not been performed yet. Therefore, the
present study was developed to provide the very first insight
into delta-scale flood damages and risks to rice cultivation. The flood hazard was quantified by probabilistic flood haz-
ard maps of the whole delta using a bivariate extreme value
statistics, synthetic flood hydrographs, and a large-scale hy-
draulic model. The flood risk to paddy rice was then quan-
tified considering cropping calendars, rice phenology, and
harvest times based on a time series of enhanced vegeta-
tion index (EVI) derived from MODIS satellite data, and a
published rice flood damage function. The proposed concept
provided flood risk maps to paddy rice for the Mekong Delta
in terms of expected annual damage. The presented concept
can be used as a blueprint for regions facing similar prob-
lems due to its generic approach. Furthermore, the changes
in flood risk to paddy rice caused by changes in land use
currently under discussion in the Mekong Delta were esti-
mated. Two land-use scenarios either intensifying or reduc-
ing rice cropping were considered, and the changes in risk
were presented in spatially explicit flood risk maps. The ba- sic risk maps could serve as guidance for the authorities to
develop spatially explicit flood management and mitigation
plans for the delta. The land-use change risk maps could fur-
ther be used for adaptive risk management plans and as a
basis for a cost–benefit of the discussed land-use change sce-
narios. Additionally, the damage and risks maps may sup-
port the recently initiated agricultural insurance programme
in Vietnam. Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018
https://doi.org/10.5194/nhess-18-2859-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 4.0 License. 1
Introduction Characterized by low topography, the Mekong Delta (MD)
is subjected to flooding caused by high river discharge, tidal
backwater effects, and storm surges. Floods in the Mekong
Delta are annual events, mainly triggered by the Asian mon-
soons, but also by tropical cyclones (typhoons). On the pos-
itive side, floods bring various benefits to the MD with an
estimated annual value of USD 8–10 billion (MRC, 2012). These benefits include provision of sediment to counter delta
subsidence, increase in wild fish catch and enhancement of
soil fertility through deposited sediment (Manh et al., 2014). On the other hand, extreme floods can result in extensive
damages as recorded during the floods in 2011 and 2000. For example, the 2000 flood, considered as a 20-year flood
(Le et al., 2007), resulted in over 450 fatalities and economic
losses of USD 250 million (MRC, 2012). Recent studies sug-
gest that the frequency of such extreme events is likely to in-
crease (Delgado et al., 2010; Hirabayashi et al., 2013). For
instance, the 100-year flood in the Mekong basin in the 20th Towards risk-based flood management in highly productive paddy
rice cultivation – concept development and application to the
Mekong Delta Nguyen Van Khanh Triet1,2, Nguyen Viet Dung1, Bruno Merz1,3, and Heiko Apel1
1GFZ German Research Centre for Geosciences, Section 5.4 Hydrology, Potsdam, 14473, Germany
2SIWRR Southern Institute of Water Resources Research, Ho Chi Minh City, Vietnam
3Institute of Earth and Environmental Science, University of Potsdam, Potsdam, 14476, Germany Nguyen Van Khanh Triet1,2, Nguyen Viet Dung1, Bruno Merz1,3, and Heiko Apel1
1GFZ German Research Centre for Geosciences, Section 5.4 Hydrology, Potsdam, 14473, Germany
2SIWRR Southern Institute of Water Resources Research, Ho Chi Minh City, Vietnam
3Institute of Earth and Environmental Science, University of Potsdam, Potsdam, 14476, Germany N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation yield reduction as consequence of
physical contact with floodwater. The methodological nov-
elty is the detailed consideration of cropping calendar and
plant phenology in combination with synthetic probabilis-
tic flood hydrographs mapping different flood regimes of the
Mekong. By this, the important aspect of plant phenology
and temporal occurrence of flood peaks is introduced into
the probabilistic flood risk assessment approach. The majority of the literature on flood hazard assessments
for the VMD focusses on changes in delta inundation haz-
ards driven by upstream infrastructure development (e.g. hy-
dropower dams), local flood control (e.g. dyke systems), cli-
mate change impacts, and sea level rise by hydrodynamic
modelling (Le et al., 2007; Van, 2009; Dinh et al., 2012; Van
et al., 2012; Toan, 2014; Triet et al., 2017; Dang et al., 2018). A comprehensive flood hazard analysis for the whole MD
can only be found in the study of Dung et al. (2015). They
developed different copula-based bivariate statistical models
to quantify the probability of joint occurrence of peak dis-
charge and flood volume of the Mekong River at Kratie, com-
monly defined as the upstream entrance of the MD. Apel et
al. (2016) presented a detailed probabilistic fluvial–pluvial
flood hazard assessment for the city of Can Tho in the centre
of VMD using the results of Dung et al. (2015) as a boundary
condition for a fluvial 2-D urban flood model. The flood hazard is quantified following the methodology
of Dung et al. (2015). To obtain spatially explicit flood haz-
ard maps, a large-scale hydraulic inundation model is driven
by synthetic flood discharge time series, which are associ-
ated with probabilities of occurrences. Based on these haz-
ard maps, crop damages are estimated using published dam-
age functions, and explicitly considering the temporal occur-
rence of high water levels, the cropping calendar, and plant
phenology. Finally, the consequences of two land-use devel-
opment scenarios proposed in the Mekong Delta Plan were
estimated in terms of crop damages by floods. Studies on flood damage are rare for the VMD. Damage
assessments require rather extensive data sets, such as land-
use, cropping systems and crop timing, asset values, damage
functions for the different land-use types, and damage data
to calibrate and validate the damage models. Consequently,
flood damage and risk assessments have been conducted on
the scale of districts or provinces only. For example, Chinh
et al. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2860 century is projected to occur every 10–20 years in the 21st
century due to impacts of climate change (Hirabayashi et al.,
2013). Therefore, assessing hazards and risks induced by ex-
treme floods is a crucial task for developing flood manage-
ment strategies and climate change adaptation measures. tions were developed using observed maximum water levels
at two gauging stations, and statistical damage data for the
period of 2000–2007. These depth-damage functions were
then applied to estimate flood losses for the period 1910–
2006. Since this model requires only the water level as in-
put, it can provide a quick assessment of flood damage to
rice crops. Applying these damage functions to the current
situation is, however, not recommended due to the massive
changes in land use and cropping system over the last two
decades. For example, Le et al. (2018) calculated an annual
rate of change in land use in the VMD of 14.9 % during
2001–2012. Hence, to our best knowledge, large-scale eco-
nomic assessments of flood damage to agriculture crops for
the whole delta and appropriate damage models are missing. g
g
p
Traditionally, flood management in the Vietnamese
Mekong Delta (VMD) has focussed on engineering solutions
aiming at flood control. Structural flood defence measures,
such as sluice gates and dyke lines, were implemented across
the whole delta. The water level of the flood in 2000 was
commonly chosen as the design flood event. Flood risk as-
sessments, taking into account not only flood probabilities
and water levels, but also flood losses, were not undertaken
to support flood management. Recently, non-structural mea-
sures (e.g. shifting of cropping calendar) have gained more
interest. This alteration is in agreement with the global trend
of moving from flood hazard control toward flood risk man-
agement (Merz et al., 2010). By definition, risk assessment is
the evaluation of the frequency and magnitude of floods, or
flood hazard, and their consequences. Hence, damage assess-
ment is an essential task for the transition from traditional
hazard control to flood risk management. Against this background, we provide the first large-scale
flood risk assessment for the agricultural sector covering the
whole VMD. Our assessment is focussed on paddy rice, the
predominant land-use type in the delta. We limit our calcu-
lation to direct losses, i.e. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation (2017) developed a model to estimate flood losses us-
ing surveyed damage data of the flood in 2011 and assessed
flood risk for an urban district of Can Tho city. Similarly,
publications on agro-economic flood damage are practically
non-existent for the VMD. The literature search on damage
to agriculture in the VMD resulted in a single publication, a
report by the Mekong River Commission (MRC, 2009). The
MRC developed a loss model for paddy rice in two provinces
in the VMD: An Giang and Dong Thap. Two damage func- Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 2.1
Study area The VMD covers an area of approximately 40 500 km2 in the
south of Vietnam, where the Mekong River discharges into
the South China Sea through a number of estuary branches. The landscape is dominated by flat floodplains formed by
deposited river sediments. Floodplain sedimentation is esti-
mated to approximately 9.5 mmyr−1 on average (Manh et
al., 2013). The properties of the deposits and the associated
nutrients in combination with the tropical climate form ideal
conditions for high agricultural productivity. Official statis-
tics indicate that over 64 % of the delta (2.6 million ha) is
used for agriculture, with rice as the dominant crop (three-
quarters of the total cultivation land), followed by orchard www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation et et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2861 Province border
River/canal
Shallow inundation region
Deep inundation region
Vietnamese Mekong Delta
! Tidal gauge
! Hydrological gauge
Tha La - Tra Su dams
Xuan To weir
Country border
Nu
Da
Lancang
Hong
Yalong
Tuo
Za
Chi
Zi
Dadu
Yom
Mun
Han
Ou
Ayeyarwady
Ma
Wu
Jialing
Jinsha
Ba
Zuo
Ping
Kong
You
Salween
Chang Jiang
Mekong
Yuan
N’Mai
Chindwin
Tongtian
Dam
Yu
Nanpan
Kaladan
Duliu
Luhit
Mytinge
Balak
Min
Hongshui
Mae Klong
Yarlung
Krong
Dihang
Rong
Liu
Srepok
Sreng
Ngun
Zayü
Chao Phraya
Irrawaddy Delta
Tonle Sap
0
250
500
125
km
0 m
5000 m
105°0’0"E
105°0’0" E
100°0’0"E
100°0’0" E
95°0’0"E
95°0’0" E
30°0’0" N
30°0’0" N
25°0’0" N
25°0’0" N
20°0’0" N
20°0’0" N
15°0’0" N
15°0’0" N
10°0’0" N
10°0’0" N
Lower
Mekong Basin
Upper
Mekong Basin
Tibetan Plateau
Gulf of
Thailand
Andaman
Sea
South
China
Sea
¬
! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! 2.1
Study area 9
8
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106°0’0" E
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10°0’0" N
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9°0’0" N
0
50
100
25
km
South China Sea
Thailand
Gulf
of
Bassac River
Tra
Vinh
Tien Giang
Kien Giang
Ca Mau
Can
Tho
Soc Trang
Bac Lieu
Ben Tre
Vinh
Long
Long An
An
Giang
Thap
Dong
Hau
Giang
Mekong River
Long Xuyen
Quadrangle
(LXQ)
Plain of Reeds
(PoR)
¬
Kratie
(a)
(b)
Figure 1. Geographical location of the Mekong Basin (a). The Vietnamese Mekong Delta and its flood-prone area (b). Deep-inundation
region (above 1.5 m) marked in yellow, shallow-inundation region (below 1.5 m) presented in green. Red dots are locations of tidal gauges. Blue dots are locations of water level gauges. The numbers above blue and red dots present station codes. ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! 9
8
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10°0’0" N
10°0’0" N
9°0’0" N
9°0’0" N
0
50
100
25
km
South China Sea
Thailand
Gulf
of
Bassac River
Tra
Vinh
Tien Giang
Kien Giang
Ca Mau
Can
Tho
Soc Trang
Bac Lieu
Ben Tre
Vinh
Long
Long An
An
Giang
Thap
Dong
Hau
Giang
Mekong River
Long Xuyen
Quadrangle
(LXQ)
Plain of Reeds
(PoR)
¬
(b) 20°0’0" N Figure 1. Geographical location of the Mekong Basin (a). The Vietnamese Mekong Delta and its flood-prone area (b). Deep-inundation
region (above 1.5 m) marked in yellow, shallow-inundation region (below 1.5 m) presented in green. Red dots are locations of tidal gauges. Blue dots are locations of water level gauges. The numbers above blue and red dots present station codes. farms and sugar cane (GSO, 2015). Covering only 12 % of
the total land area of Vietnam, the delta contributes 52 % to
the national food production and over 80 % to the Vietnamese
rice export (GSO, 2015). mally falls from mid-July to mid-August. The second, often
higher peak, arrives from September to October. Floodwater
from Cambodia enters the VMD via three main routes. The
mainstream branches of the Mekong, i.e. Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 2.1
Study area Mekong and Bassac
rivers, convey 90 % of the total flood volume. The remaining
10 % are the transboundary overland flow from Cambodian
lowlands to the PoR east of the Mekong River, and the LXQ
west of the Bassac River (Hung et al., 2012; Tri, 2012). Be-
sides inundation caused by high river discharge, tidal floods
occur in the vicinity of rivers/canals in the coastal areas, char-
acterized by short but repeated durations following the high
tides of the South China Sea and the Gulf of Thailand (Apel
et al., 2016). From July to December, high discharge of the Mekong
River triggered by the Asian monsoons cause a large-scale
inundation in the delta. Our study area, referred to as the delta
flood-prone region in Vietnam, comprises 2 million hectares
of nine provinces. The area is commonly divided into two
ecological regions on the basis of inundation depth, named
“deep inundation” (above 1.5 m) and “shallow inundation”
(below 1.5 m). The deep-inundation areas (marked in yellow
in Fig. 1) encompass the two most important floodplains in
the delta, i.e. the Plain of Reeds (PoR), and the Long Xuyen
Quadrangle (LXQ). Flooding in the VMD is characterized by slowly rising
and receding rates, with a mean value of 5–10 cmday−1. The
flood hydrograph at Tan Chau and Chau Doc (blue points 1
and 2 in Fig. 1) usually has two peaks. The first peak nor- 2.2
Data dykes can be, however, completely cut off from floodwater. The design level of the dykes was chosen to withstand water
levels observed during the historical flood in 2000 (Triet et
al., 2017). The inundation of those areas is thus controlled
by the operation of sluice gates included in the dyke lines. 2.2.1
Topography data, tidal levels and operation
schemes of flood control structures Tidal level data are used as downstream boundary condition
of the flood propagation model. Hourly tidal level records
at 10 gauge stations were collected, covering the entire
flood season of the year 2011 from 1 June to 30 Novem-
ber. The locations of these tidal gauges are given in Fig. 1. These data were provided by the Southern Regional Hydro-
Meteorology Centre of Vietnam (SHRMC). To generate in-
undation maps, a high-resolution (5 × 5 m) lidar-based digi-
tal elevation model (DEM) for the whole VMD was acquired
from the Ministry of Environment and Natural Resources of
Vietnam (MONRE). The lidar data were collected and pro-
cessed during 2009–2010. Operation schemes of the flood
control structures in 2011 were collected from the Depart-
ments of Agriculture and Rural Development (DARD) of the
delta provinces. Traditionally, farmers were only able to grow a single rice
crop per year during the wet season. This crop was known
as rainfed crop. Today, the majority of rainfed crops have
been replaced by irrigated rice, except for small areas af-
fected by saline water intrusion or poor soil quality (acid sul-
phate soil). Farmers are able to grow two or even three crops
per year. One crop is planted in the dry season in November–
December and harvested in February–March (called winter–
spring crop or Ðông Xuân). During the wet season, farm-
ers plant one or two crops. The first crop (summer–autumn
crop or Hè Thu) is planted in April–early June and har-
vested by July–early August. The second crop (autumn–
winter crop or Thu Ðông) depends on how farmlands are
protected against floodwater. Farmlands with full protection
(located in the deep-inundation region) plant in August and
harvest in November–December. In the shallow-inundation
region, farmers harvest in late August–early September, be-
fore the arrival of the main flood peak. www.nat-hazards-earth-syst-sci.net/18/2859/2018/ www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2862 Rice growth stage:
Seedling
Vegetation phase (transplanting, tiller and panicle formation)
Flowering
Maturity & harvest
Planting calendar deep inundation region
Planting calendar shallow inundation region
Summer–autumn
crop
Summer–autumn
crop
Winter–spring
crop
Winter–spring
crop
Summer–autumn
crop
Summer–autumn
crop
Winter–spring
crop
Winter–spring
crop
Autumn–winter
crop
Autumn–winter
crop
J
F
M
A
M
J
J
A
S
O
N
D
N
D
EVI value
0
0.2
0.4
0.6
0.8
1.0
(b)
Peak EVI
Peak EVI
Peak EVI
Triple rice cropping field
Month in year
0
0.2
0.4
0.6
0.8
1.0
EVI value
(a)
Peak EVI
Peak EVI
J
F
M
A
M
J
J
A
S
O
N
D
N
D
Double rice cropping field
Month in year
Figure 2. Time series of the smoothed enhanced vegetation index (EVI) for double (a) and triple (b) rice cropping fields in the Vietnamese
Mekong Delta. The blue lines denote paddy fields in the shallow-inundation zone. Red lines represent paddy fields in the deep-inundation
zone. The cropping season ends 40 days after the EVI peak (Kotera et al., 2016). J
F
M
A
M
J
J
A
S
O
N
D
N
D
EVI value
0
0.2
0.4
0.6
0.8
1.0
(b)
Peak EVI
Peak EVI
Peak EVI
Triple rice cropping field
Month in year
0
0.2
0.4
0.6
0.8
1.0
EVI value
(a)
Peak EVI
Peak EVI
J
F
M
A
M
J
J
A
S
O
N
D
N
D
Double rice cropping field
Month in year Double rice cropping field Figure 2. Time series of the smoothed enhanced vegetation index (EVI) for double (a) and triple (b) rice cropping fields in the Vietnamese
Mekong Delta. The blue lines denote paddy fields in the shallow-inundation zone. Red lines represent paddy fields in the deep-inundation
zone. The cropping season ends 40 days after the EVI peak (Kotera et al., 2016). 2.2.2
Rice cropping system and planting calendar The rice cropping system in the VMD is strongly related to
water availability, soil fertility and irrigation/drainage facil-
ities (e.g. flood control structures). Rice fields are generally
encircled by dyke systems to protect them against the regular
flood pulse of the Mekong. These dyke systems can be clas-
sified as low dykes and high dykes. Low dykes protect the
summer–autumn crop against the early flood peak from mid-
July to mid-August. They are regularly overtopped during the
later stages of the flood period. Farmlands protected by high The rice cropping system and planting calendar in the
VMD have been well studied using optical and radar satel-
lite data (e.g. Bouvet et al., 2009; Bouvet and Le Toan, 2011;
Nguyen et al., 2015). Figure 2 illustrates the planting calen-
dar in 2011 for four paddy fields positioned in the deep ver-
sus shallow-inundation region for double- and triple-season
rice fields. There is a shift of 1–1.5 months in the planting
calendar between the shallow- and deep-inundation regions. The enhanced vegetation index (EVI) time series used to con- www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 et et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2863 ¬
(a)
(b)
(c)
Plantation area
Summer-Autumn
crop (SAC)
Plantation area
Autumn-Winter
crop (AWC)
Rice pixels
Non-rice pixels
Rice pixels
Non-rice pixels
Land-use
VMD 2014
Unclassified
Water bodies
Aquaculture
Aquaculture/mangroves
Single-season rice
Double-season rice
Triple-season rice
Orchards/plantations
Sugar cane
Eucalyptus
Mangrove forests
Urban and built-up lands
1
2
3
4
5
6
7
8
9
10
11
12
25
Km
50
0
100
Study area
Figure 3. Panel (a) presents the land-use map of the Vietnamese Mekong Delta in 2014. Panels (b) and (c) show plantation areas of the
summer–autumn crop (SAC) and the autumn–winter crop (AWC). (b)
(c)
Plantation area
Summer-Autumn
crop (SAC)
Plantation area
Autumn-Winter
crop (AWC)
Rice pixels
Non-rice pixels
Rice pixels
Non-rice pixels (b) (c) Figure 3. Panel (a) presents the land-use map of the Vietnamese Mekong Delta in 2014. Panels (b) and (c) show plantation areas of the
summer–autumn crop (SAC) and the autumn–winter crop (AWC). Figure 3. Panel (a) presents the land-use map of the Vietnamese Mekong Delta in 2014. Panels (b) and (c
summer–autumn crop (SAC) and the autumn–winter crop (AWC). 2.2.2
Rice cropping system and planting calendar where G is the gain factor (G = 2.5). C1 and C2 are the coef-
ficients of the aerosol resistance term, which uses the 500 m
blue band of MODIS to correct aerosol influences on the red
band (C1 = 6.0 and C2 = 7.5). L is the canopy background
adjustment (L = 1) (Huete et al., 2002). struct this plot were provided by Akihiko Kotera (personal
communication, 1 March 2017). An EVI value of 0 indicates
no vegetation cover, whereas a value of 1 means complete
vegetation cover. The methodology used to derive the data
set has been presented in Kotera et al. (2016) and applied
to assess economic flood damage to rice crop in the Chao
Phraya delta in Thailand from 2000 to 2011. Land-use classification was performed on the basis of the
EVI time series from 2001 to 2011 (for a detailed descrip-
tion see Leinenkugel et al. (2013). Within the 12 classes of
the VMD land-use raster, three classes indicate rice cultiva-
tion areas: single-season rice, double-season rice, and triple-
season rice (values 5–7 in Fig. 3a). 3
Methodology that were tested, the Gumbel–Hougaard copula was selected
as most suitable, with log-normal distributions describing the
marginals of Qmax and FV . The outcomes of the mentioned
study is the very first publication on flood frequency analy-
sis for the MD, considering both peak discharge and flood
volume. We refer readers to the original paper for a detailed
description. For the large-scale flood risk assessment, the temporal rela-
tionship between the inundation hazard and the rice planting
calendar was taken into consideration. The next sections de-
scribe the procedure that derives the area of rice crops ex-
posed to floods, flood damage (D) from a given extreme
event, and the expected annual damage (EAD). These risk in-
dicators were estimated for the current situation and for two
land-use development scenarios, namely the reduction or ex-
pansion of the triple-season rice area as given in the Mekong
Delta Plan of the Vietnamese government. The methodology
is outlined in Fig. 4a. Four pairs of peak discharge (Qmax) and volume at Kratie
(FV ), corresponding to T10, T20, T50 and T100 floods were
selected from the bivariate copula model. The most proba-
ble pairs were selected from the Qmax/FV pairs with equal
joint probabilities corresponding to the return periods speci-
fied above. A full probabilistic analysis using a large number
of Qmax/FV pairs with equal joint probabilities was not per-
formed due to the high computational demand of the large-
scale hydraulic model (on average, 2–3 h are required for
one simulation of the whole flood season June–November
on a PC installed with Intel i7-CPU 3.0 GHz, 16 GB RAM). The selected Qmax and FV values range from 56 500 to
66 000 m3 s−1 and from 459 to 525 km3, from the different
return periods. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2864 20
40
60
80
Percentage of yield reduction
Inundation duration (in days)
2
1
3
5
4
6
8
7
9
Inundation depth < 0.5 m
Inundation depth 0.5–1.0 m
Inundation depth >1.0 m
(c)
0.2
0.4
0.6
0.8
1.0
Percentage of peak discharge
Jun 01
Jul 01
Aug 01
Sep 01
Oct 01
Nov 01
Dec 01
Shape 1 p = 21 %
Shape 2 p = 22 %
Shape 3 p = 34 %
Shape 4 p = 23 %
(b)
Flood risk maps rice crop in
the VMD
Damage function
Exposed areas
Cropping calendar
Inundated areas
Land-use map
Tidal level
in 2011
Lidar-based DEM
Quasi-2-D
flood routing model
Q
/F for T
flood
max
V
yr
Flow series (Q)
at Kratie
(a)
Figure 4. (a) Procedure for estimating flood risk to rice production in the Vietnamese Mekong Delta. (b) The four normalized discharge
hydrographs at Kratie, together with their probability of occurrence (Dung et al., 2015) used for the derivation of synthetic flood events as
the upper boundary of the hydraulic model. (c) Stage-damage curve for paddy rice (Dutta et al., 2003). (a) 20
40
60
80
Percentage of yield reduction
Inundation duration (in days)
2
1
3
5
4
6
8
7
9
Inundation depth < 0.5 m
Inundation depth 0.5–1.0 m
Inundation depth >1.0 m
(c) (c) Flood risk maps rice crop in
the VMD Figure 4. (a) Procedure for estimating flood risk to rice production in the Vietnamese Mekong Delta. (b) The four normalized discharge
hydrographs at Kratie, together with their probability of occurrence (Dung et al., 2015) used for the derivation of synthetic flood events as
the upper boundary of the hydraulic model. (c) Stage-damage curve for paddy rice (Dutta et al., 2003). 2.2.3
Land-use data The land-use map of 2014, with a resolution of 250 ×
250 m, covering all 13 provinces in the VMD was pro-
vided by the German Aerospace Centre (DLR). The VMD
land use is part of the product MEKONG LC2010, cover-
ing the entire Mekong Basin at a spatial resolution of 500 m. MEKONG LC2010 was developed within the German–
Vietnamese project “Water-related Information System for a
Sustainable Development of the Mekong Delta” (WISDOM,
http://www.wisdom.eoc.dlr.de/, last access: 20 July 2018). Land cover data were derived using the Moderate Resolution
Imaging Spectroradiometer (MODIS) instrument aboard the
Terra and Aqua satellites. Different MODIS products were
combined to provide cloud free composites. The enhanced
vegetation index (EVI) was calculated following Eq. (1). We reclassified the original product to two raster images
presenting the summer–autumn crop, hereafter referred as
SAC, and the autumn–winter crop, hereafter referred to as
AWC, since their growth stages partially or fully fall in the
flood season. The SAC image was created by merging all pix-
els with double-season and triple-season rice. The other land-
use classes (e.g. orchards, sugar cane) were considered non-
rice pixels (presented in Fig. 3b). To produce the AWC im-
age, which is only grown in triple-season cropping schemes,
only pixels with original values of 7 were considered (see
Fig. 3c). EVI = G ×
NIR −RED
NIR + C1 · RED −C2 · BLUE + L,
(1) (1) Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 www.nat-hazards-earth-syst-sci.net/18/2859/2018/ www.nat-hazards-earth-syst-sci.net/18/2859/2018/ 3.2
Transformation of discharge to water levels To transform the discharge series into spatially distributed
inundation water levels and associated timing in the VMD, a
quasi-2-D, large-scale hydraulic model was used. The model
domain covers the entire MD, including the VMD and Cam-
bodia lowlands and the Tonle Sap Lake. It uses Kratie as
the upper boundary condition and the tidal level monitoring
gauges along the South China Sea and the Gulf of Thailand
as downstream boundaries. All these procedures were performed using Python scripts
(Python version 2.7) and the Python-supported module of Ar-
cGIS (ArcGIS 10.4). The model was initially developed by Dung et al. (2011),
using the 1-D river model modelling package MIKE11-HD
developed by Danish Hydraulic Institute (DHI). The hydro-
dynamic module (HD) provides the full dynamic solution of
the 1-D Saint-Venant equations. The solution is based on an
implicit finite difference scheme developed by Abbott and
Ionescu (1967). Floodplain inundation (2-D flow) was pre-
sented by the 1-D model through wide cross sections for
the Cambodian part of the model domain, which is appro-
priate for the comparatively low anthropogenic impacts on
the channel network, and natural inundation dynamics of in
this part of the MD. In the Vietnamese part of the delta, flood
compartments were represented by virtual canals and con-
trol structures presenting the dykes. The original model was
later refined and updated by Manh et al. (2014) and Triet et
al. (2017) (see Fig. 5). The model was calibrated and val-
idated with gauged data and maximum inundation extents
derived from satellite data for a number of flood events, in-
cluding the moderate flood of 2009, the low flood of 2010,
and the extreme floods in 2011 and 2000. For a detailed de-
scription of the 2-D model see the original paper by Dung et
al. (2011). N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2865 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 3.3
Transformation of water levels to flood hazard
indicators and, consequently, different possible damages. These shapes
were adapted from Dung et al. (2015) (see Fig. 4b). The
shape shp3 has the highest possibility of occurrence (p =
0.34). The flood in 2000 closely followed this shape, with
a minor alteration as the first peak arrived some days ear-
lier. The other three hydrograph shapes have equal probabil-
ities of occurrence (p = 0.21–0.23). The shape shp2 has an
early flood peak, while shp1 shows a late peak. The disas-
trous flood in 2011 resembled shp1. The hydraulic simulations provided discharge and water level
time series at the model calculation nodes. Inverse distance
weighting (IDW) was applied to interpolate between nodes
for complete spatial coverage. Inundation extent and depth
were then obtained by intersecting the water levels with the
lidar-based DEM. Based on the rice cropping system and cropping calendar,
three gridded inundation maps were produced for each sim-
ulation scenario. The first map, labelled “July”, was gener-
ated using the maximum water level of 61 days from the
beginning of simulation from 1 June to 31 July. It was ap-
plied to calculate damage to the summer–autumn crop (SAC)
in both shallow- and deep-submergence regions. The second
map (August) was based on the maximum water level from
1 June to 15 September in order to calculate damage to the
autumn–winter crop (AWC) in the shallow-submergence re-
gion. For the AWC in the deep-submergence region, we used
the map defined by the maximum annual submergence (an-
nual) within 1 September to 30 November. The inundation
grid cells of these maps were classified into three inundation
depth classes to assign a stage-damage curve (Fig. 4c) to each
grid cell. Exposed areas of rice crops were calculated by in-
tersecting the inundation maps with the two land-use maps
presenting the SAC and the AWC, as summarized in Table 1. This procedure results in 16 synthetic discharge time series
at Kratie. They serve as the upper boundary condition for
the flood propagation model. In each simulation, the lower
boundaries (i.e. tidal levels), dyke scenarios and operation
schemes of flood control structures were fixed as recorded in
2011, i.e. the most recent damaging flood. The scenarios are
denoted using the return period and the hydrograph shape. For example, scenario T100shp3 corresponds to the 100-year
return period of Qmax/FV and the hydrograph shp3. 3.1
Determining event hydrographs corresponding to
the T -year flood Synthetic flood events were estimated for station Kratie
(Fig. 1, left panel) with 10-, 20-, 50-, and 100-year return
periods, referred to as T10, T20, T50, and T100. This station is
commonly defined as the upstream entrance of the MD and
is used as upper boundary of the hydraulic inundation model
of the MD. The estimation of flood events is based on Dung
et al. (2015). The authors developed and tested different bi-
variate copula-based statistical models on extreme values, us-
ing annual maximum discharge Qmax and flood volume FV . Both variables are important for the characterization of the
long-lasting annual floods in the MD. From different models Damages to agriculture crops are highly dependent on the
time of occurrence of flooding (Penning-Rowsell et al., 2003;
Förster et al., 2008; Klaus et al., 2016). To account for the
timing, each of the four Qmax/FV pairs were scaled to syn-
thetic flood hydrographs covering the whole flood season
from 1 June to 30 November using four typical hydrograph
shapes (shpi, i = 1–4), representing different flood patterns www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 3.4
Calculation of flood damage (D) and expected
annual damage (EAD) Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2866 0
50
100
150
25
km
Miss
sim.wet / obs.wet + sim.dry / obs.dry
False
11 %
15 %
74 %
Hit
Sim. dry / obs. wet
Sim. wet / obs. wet
Sim. dry / obs. dry
Sim. wet / obs. dry
(b)
TONLE SAP LAKE
Kratie
Wide cross section
Real channels
Cross sections
extracted
from DEM
Virtual channels
Control structures
to present dykes
(a)
Study area
(c)
Sim.dry / obs.wet
Sim.wet / obs.dry
¬
Figure 5. (a) Schematization of the quasi-2-D flood propagation model for the Mekong Delta and the concept of simulation of compartmented
floodplains in the VMD. Comparison of observed inundation extent derived from satellite data and simulated maximum inundation extent
for the flood event in 2011 for the whole delta (b), and evaluation of inundation simulation (c) adapted from Triet et al. (2017). TONLE SAP LAKE
Kratie
Wide cross section
Real channels
Cross sections
extracted
from DEM
Virtual channels
Control structures
to present dykes
(a) 0
50
100
150
25
km
Miss
sim.wet / obs.wet + sim.dry / obs.dry
False
11 %
15 %
74 %
Hit
Sim. dry / obs. wet
Sim. wet / obs. wet
Sim. dry / obs. dry
Sim. wet / obs. dry
(b)
Study area
(c)
Sim.dry / obs.wet
Sim.wet / obs.dry
¬ (b) Sim. dry / obs. wet
Sim. wet / obs. wet
Sim. dry / obs. dry
Sim. wet / obs. dry Miss
sim.wet / obs.wet + sim.dry / obs.dry
False
11 %
15 %
74 %
Hit
(c)
Sim.dry / obs.wet
Sim.wet / obs.dry Cross sections
extracted
from DEM Real channels (a) (c) Figure 5. (a) Schematization of the quasi-2-D flood propagation model for the Mekong Delta and the concept of simulation of compartmented
floodplains in the VMD. Comparison of observed inundation extent derived from satellite data and simulated maximum inundation extent
for the flood event in 2011 for the whole delta (b), and evaluation of inundation simulation (c) adapted from Triet et al. (2017). Table 1. Inundation maps for estimating damage to rice crops in the Vietnamese Mekong Delta. 3.4
Calculation of flood damage (D) and expected
annual damage (EAD) Flood damage (D) was calculated on a pixel basis following
equation (Eq. 2) and aggregated to damage per province and
to the whole study area. (2) D = Y × MP × (A1 · RD1 + A2 · RD2),
(2) where D is the total monetary damage (in USD). Y and MP
are the average rice yield and market prices taken from of-
ficial statistical data for 2011: Y = 5.0 ton per hectare, and
MP = USD 280 per ton. A1 and A2 are the total exposed ar-
eas classified as partial and full losses. RD1 and RD2 are the
relative damage factors specified on the basis of the damage
curves adopted from Dutta et al. (2003) (see Fig. 4c). The
percentage of damage (i.e. in terms of yield reduction) de-
pends on the duration of contact with floodwater (in days)
and inundation depth, which was classified into two groups,
i.e. below 0.5 m and above 0.5 m. Because flooding in the
VMD is characterized with a long duration of submergence
of 2–5 months (Toan, 2014), loss factor RD2 was set to 1 for
the areas where inundation depth is above 0.5 m (A2), while
the partial loss factor RD1 was set to 0.5, which is the maxi- where D is the total monetary damage (in USD). Y and MP
are the average rice yield and market prices taken from of-
ficial statistical data for 2011: Y = 5.0 ton per hectare, and
MP = USD 280 per ton. A1 and A2 are the total exposed ar-
eas classified as partial and full losses. RD1 and RD2 are the
relative damage factors specified on the basis of the damage
curves adopted from Dutta et al. (2003) (see Fig. 4c). The
percentage of damage (i.e. in terms of yield reduction) de-
pends on the duration of contact with floodwater (in days)
and inundation depth, which was classified into two groups,
i.e. below 0.5 m and above 0.5 m. Because flooding in the
VMD is characterized with a long duration of submergence
of 2–5 months (Toan, 2014), loss factor RD2 was set to 1 for
the areas where inundation depth is above 0.5 m (A2), while
the partial loss factor RD1 was set to 0.5, which is the maxi- www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 www.nat-hazards-earth-syst-sci.net/18/2859/2018/ 3.4
Calculation of flood damage (D) and expected
annual damage (EAD) Inundation region
Cropping system
Rice crop
Planting calendar
Input inundated raster
raster name
period
Shallow
double-season rice
Summer–autumn (SAC)
mid-April–mid-July
July
1 Jun–31 Jul
(below 1.5 m)
triple-season rice
Summer–autumn (SAC)
March–May/early June
July
1 Jun–31 Jul
Autumn–winter (AWC)
mid-June–mid September
August
1 Jun–15 Sep
Deep
double-season rice
Summer–autumn (SAC)
May–July
July
1 Jun–31 Jul
(above 1.5 m)
triple-season rice
Summer–autumn (SAC)
May–July
July
1 Jun–31 Jul
Autumn–winter (AWC)
September–November
Annual
1 Sep–30 Nov Table 1. Inundation maps for estimating damage to rice crops in the Vietnamese Mekong Delta. mum damage of this class in the damage functions, for areas
with inundation depth below 0.5 m (A1). mum damage of this class in the damage functions, for areas
with inundation depth below 0.5 m (A1). We calculated the EADs for each of the four hydrograph
shapes following Apel et al. (2016). EAD is defined as the
product of probability of exceedance of a given flood event 3.5
Estimation of risk variation as a result of two
land-use scenarios In the final step, we investigated how flood risk will change
in two land-use scenarios. Triet et al. (2017) proved that
the construction of high-dyke areas in the northern delta
provinces An Giang and Dong Thap increased the flood haz-
ard in the centre of the delta. Thus, the first scenario con-
siders the opening of the sluice gates in the high-dyke areas
in these two provinces to introduce floodwater to the paddy
fields during the main flood period, September–October. In
response to this change in the flood management the farming
system also changes: farmlands with triple-season cropping
are converted to double-season cropping, i.e. no cultivation
of the AWC. The second scenario considers an expansion of
high dykes, i.e. an increase in the height of the existing low
dykes, in these two provinces to enlarge the area with triple
rice crop production. This scenario follows the development
scenario, the so-called “food production scenario”, proposed
in the Mekong Delta Plan (Deltares, 2013). Dyke height was
increased using information of dyke elevation from neigh-
bouring compartments and maximum water level of the his-
torical flood in 2000, which was chosen as the design event
for flood control infrastructures in the delta. p
g
A large share of the overestimated exposed area of rice
crops can be attributed to the simulated inundation extents,
although efforts have been made to update, refine, and cali-
brate the model (Dung et al., 2011; Manh et al., 2014; Triet et
al., 2017). The main source of uncertainty stems from the in-
terpolation of 1-D model results to a 2-D raster, which could
not be reduced even by the high-resolution lidar DEM. Triet
et al. (2017) reported a flood area index (FAI) of 0.64 for the
comparison of modelled and observed inundated areas for the
whole VMD. The FAI was computed by dividing the sets of
pixels presenting the intersection of observed and simulated
inundation with the set of pixels presenting the union of ob-
served and simulated (Eq. 3 in Aronica et al., 2002). This
value increased to 0.74 only if the flood-prone area of the
VMD was considered. According to Aronica et al. 4.1
Validation of estimated damage ¯Di = 1
2(Di + Di+1)
(4)
1Pi = pi+1 −pi,
(5) The damage estimation was validated by comparing the es-
timated damage for the flood in 2011 with official damage
data. The exposed cropping area was overestimated by 18 %,
i.e. 32 500 ha in comparison with a reported area of 27 000 ha
(Tinh, 2012). We estimated rice crop losses of USD 42.7 mil-
lion. This number is equivalent to 81 % of the reported agri-
cultural damages from the National Steering Committee for
Flood and Storm Prevention and Control (USD 52.8 mil-
lion) (MRC, 2011). Flood damages to other agriculture crops
and facilities, e.g. farmhouses, which were included in the
reported damages (lumped into a single value categorized
as agriculture losses), were not yet incorporated in the pre-
sented damage estimation. Considering that paddy rice is the
predominant crop in the delta, it is very likely to share a
large part of the reported losses. Paddy fields derived from
the land-use LC2014 raster account for 72 % of whole agri-
culture land within the focus area of this study (deep- and
shallow-inundation areas). Assuming a linear distribution of
damages in the lumped official reported damages with land-
use proportion, it can be reasoned that the simulated dam-
ages are in the range of the reported. However, it has to be
acknowledged that spatial distribution and market prices of
different crops are likely to be important for the damage esti-
mation. In any case, although not the ideal piece of informa-
tion, the reported agriculture losses were the only available
data with which to evaluate our rice crop damage calculation. (5) where 1P is the increment of annual probability of ex-
ceedance = 1(1 −p), with p as the annual probability of
non-exceedance. In this work p = 0.90, 0.95, 0.98 and 0.99
according to the selected return periods; D is the calculated
damage induced by the given event; i is the numerator of the
probability levels considered, and n is the number of proba-
bility levels. The average estimated annual damage (EAD) of the four
hydrograph shapes was computed as the weighed sum of the
EAD values, with the probability of occurrence of the hydro-
graph (Pr) as weights (Eq. 6). The average crop risk indicator
was computed by dividing the average EAD by the total an-
nual rice plantation area. 4.1
Validation of estimated damage EAD =
4
X
i=1
Pr(shp = shpi)EADi
(6) (6) 4
Results and discussion 1Pi and ¯Di are calculated as follows: 1Pi and ¯Di are calculated as follows: N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation and its damage: and its damage:
flo flood for three scenarios (current situation, expansion and re-
moval of high dykes). EAD =
n
X
i=1
1Pi · ¯Di. (3) (3) Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2867 3.5
Estimation of risk variation as a result of two
land-use scenarios (2002),
who suggested that a FAI higher than 0.7 is considered ac-
ceptable for an inundation simulation model, it can be con-
cluded that the performance of the inundation model for the
VMD is acceptable for the flood-prone area of the VMD,
where the bulk of flood damages occur. The flood propagation model simulated the 16 synthetic
floods for these two dyke scenarios, while the lower bound-
ary conditions were preserved as in 2011. Figure 6 exemplar-
ily illustrates the simulated inundation extent for the 10-year Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 4.2
Flood hazard assessment A small share of the overestimation of the 2011 flood
might stem from the land-use data. Considering the rapid
expansion of the triple-season rice areas in the delta (Le et
al., 2018), it can be expected that the used land-use prod-
uct of 2014 overestimates the spatial coverage of triple-
season rice paddies, possibly resulting in an overestimation
of the flood damage. Also, land-use data have a resolution of
250 × 250 m; therefore the majority of inland canals (width
10–30 m) were likely classified as rice pixels (see Fig. 3). Considered the channel density in the delta of 14 mha−1
(Hung et al., 2012), not separating these inland water pix-
els might contribute with a small share to the overestimation. Additionally, other important factors were not considered,
such as dyke failures and local flood management measures,
i.e. early harvesting of rice crops despite not being 100 %
ripe or local raising of dyke segments with sandbags. The flood event time series at Kratie were transformed into
four hazard indicators: maximum water level, date of occur-
rence, inundation extent, and depth. The simulated annual
maximum water levels (AMWLs) at locations with water
level gauges in the VMD are summarized in Table 2. Figure 7
presents the date of occurrence (DO) of the AMWLs at these
points. The chosen locations encompass nine gauges in the
mainstream Mekong (i.e. Mekong River and Bassac River),
and seven inland gauges in the two most important flood-
plains, i.e. LXQ (Long Xuyen Quadrangle) and PoR (Plain
of Reeds). Inundated areas were calculated for the three pe-
riods specified in Table 1 and aggregated to the flood-prone
area of the VMD on the basis of the four hydrograph shapes
(Fig. 8). Some of these error sources might be resolved by further
refining the model. For instance, the land-use data set can
be improved by considering the inland canals when the crop
areas are extracted. Enhancing model performance is, how-
ever, not that straightforward considering the huge amount
of data required for the large-scale model domain. Despite
these deficiencies, the flood damage assessment proposed in
this study can produce reliable results, particularly when the
typically large errors in flood damage estimation are taken as
a reference (e.g. Schröter et al., 2014). Thus, the proposed
method is judged to be appropriate to estimate flood hazard
and risk to rice cropping in the VMD. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2868 An Giang
Dong
Thap
Expansion of AWC
in An Giang & Dong Thap
(c)
¬ Inundation depth
No inundation
< 0.5 m
0.5 ÷ 1.0 m
1.0 ÷ 1.5 m
1.5 ÷ 2.0 m
2.0 ÷ 2.5 m
> 2.5 m
Study area
(a)
No AWC in An Giang & Dong Thap
An Giang
Dong
Thap
¬
An Giang
Dong
Thap
Current situation
(b)
¬
An Giang
Dong
Thap
Expansion of AWC
in An Giang & Dong Thap
(c)
¬
0
50
100
25
km
Scale:
Figure 6. Simulated maximum inundation extent for a 10-year return period flood (T10shp1) for three land-use scenarios. (a) No plantation
of autumn–winter crop in An Giang and Dong Thap, (b) present condition as of 2011, and (c) expansion of high-dyke areas in An Giang and
Dong Thap to enlarge triple-season rice crops. Inundation depth
No inundation
(a)
No AWC in An Giang & Dong Thap
An Giang
Dong
Thap
¬
0
50
100
25
km
Scale: Expansion of AWC
in An Giang & Dong Thap No AWC in An Giang & Dong Thap (b) (a) (c) Figure 6. Simulated maximum inundation extent for a 10-year return period flood (T10shp1) for three land-use scenarios. (a) No plantation
of autumn–winter crop in An Giang and Dong Thap, (b) present condition as of 2011, and (c) expansion of high-dyke areas in An Giang and
Dong Thap to enlarge triple-season rice crops. www.nat-hazards-earth-syst-sci.net/18/2859/2018/ www.nat-hazards-earth-syst-sci.net/18/2859/2018/ N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 et et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2869 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
2869
Red
Magneta
Cyan
Blue
Shape 1, p =21 %
Shape 2, p = 22 %
Shape 3, p = 34 %
Shape 4, p = 23 %
Hydrograph shape
T = 10 years
T = 20 years
T = 100 years
T = 50 years
Flood magnitude
Gauge stations
Xuan To
Tri Ton
Tan Hiep
Vi Thanh
(d)
Gauge stations
Moc Hoa
Hung Thanh
Kien Binh
Tan An
(c)
Gauge stations
Long Xuyen
Can Tho
Phung Hiep
Chau Doc
(b)
15 Sep
01 Oct
15 Oct
01 Nov
Date
Gauge stations
Tan Chau
Vam Nao
Cao Lanh
My Thuan
(a)
15 Sep
01 Oct
15 Oct
01 Nov
Date
15 Sep
01 Oct
15 Oct
01 Nov
Date
15 Sep
01 Oct
15 Oct
01 Nov
Date
Figure 7. Date of occurrence (DO) of the annual maximum water level at key monitoring gauges in the Vietnamese Mekong Delta (a) stations
in the Mekong branch, (b) stations in the Bassac branch, (c) stations in the Plain of Reeds, and (d) stations in the Long Xuyen Quadrangle. The four hydrograph shapes (indicated by colours) are shown in combination with different flood magnitudes (indicated by markers). Gauge stations
Long Xuyen
Can Tho
Phung Hiep
Chau Doc
(b)
15 Sep
01 Oct
15 Oct
01 Nov
Date 15 Sep
01 Oct
15 Oct
01 Nov
Date
Gauge stations
Tan Chau
Vam Nao
Cao Lanh
My Thuan
(a)
D t (b) Gauge stations
Xuan To
Tri Ton
Tan Hiep
Vi Thanh
(d)
g
5 Sep
01 Oct
15 Oct
01 Nov Gauge stations
Moc Hoa
Hung Thanh
Kien Binh
Tan An
(c)
15 Sep
01 Oct
15 Oct
01 Nov
Date
D t (d) (c) Figure 7. Date of occurrence (DO) of the annual maximum water level at key monitoring gauges in the Vietnamese Mekong Delta (a) stations
in the Mekong branch, (b) stations in the Bassac branch, (c) stations in the Plain of Reeds, and (d) stations in the Long Xuyen Quadrangle. The four hydrograph shapes (indicated by colours) are shown in combination with different flood magnitudes (indicated by markers). plain compartments, and coincides with the period of highest
tidal levels in the year (October–November). et et al.: Towards risk-based flood management in highly productive paddy rice cultivation Therefore, the
highest AMWL is caused by the hydrodynamic interaction
between the upstream and downstream boundaries, and pre-
ceding inundation dynamics. Our simulation thus provides
numerical evidence to confirm the statement in Tri (2012)
and Triet et al. (2017) that the superposition of river flood
peaks with high tide periods results in substantial backwater
effects and higher water levels up to the border with Cambo-
dia. 50
100
20
10
0
250
500
750
1000
1250
1500
1750
Return period [years]
Inundated area [10³ ha]
Fitted curves
Shape 1, p = 21 %
Shape 2, p = 22 %
Shape 3, p = 34 %
Shape 4, p = 23 %
Annual inundation
August inundation
July inundation
Simulated values
Figure 8. Frequency distributions of the maximum inundated area
in July (squares), in August (diamonds), and over the whole year
(circles) corresponding to the four flood patterns (different colours). 50
100
20
10
0
250
500
750
1000
1250
1500
1750
Return period [years]
Inundated area [10³ ha]
Fitted curves
Shape 1, p = 21 %
Shape 2, p = 22 %
Shape 3, p = 34 %
Shape 4, p = 23 %
Annual inundation
August inundation
July inundation
Simulated values The date of occurrence (DO) of the AMWL in the VMD
is less sensitive to changes in flood peak discharge and shape
of hydrograph than the actual AMWL (see Fig. 7). The DO
can be divided into two groups. The first group is composed
of stations with prevailing tidal influence, e.g. Can Tho, My
Thuan, and Vi Thanh. For this group AMWL occurs in late
October, similarly to the period of maximum tidal levels in
2011, the downstream boundary conditions of the flood prop-
agation model. The second group contains gauges further
north or gauges far from the main rivers, where the tidal in-
fluence is largely reduced. These gauges have the DO in the
first half of October. Figure 8. Frequency distributions of the maximum inundated area
in July (squares), in August (diamonds), and over the whole year
(circles) corresponding to the four flood patterns (different colours). The hydrograph shape also influences the AMWL: higher
AMWL were obtained for events with shp1 and shp3. The
shape shp3 resulted in higher AMWL in the DSR, while shp1
yielded higher AMWL in the SSR of the delta. In contrast to
this, shp2 and shp4 caused lower water levels. 4.2
Flood hazard assessment The simulation results show that the AMWLs in the VMD
vary substantially depending on flood magnitude (TF) and
hydrograph shapes. We estimated a relative change of 10 %–
20 % (40–60 cm) in simulated AMWL for an event with T100
compared to T10 in the deep-submergence region (DSR),
and 4 %–8 % (5–10 cm) in the shallow-submergence region
(SSR). The minor increase in the SSR can be attributed to
the strong tidal influence at these stations. Hung et al. (2012)
and Triet et al. (2017) reported a tidal influence of 70 %–
80 % to the river flow and water level at Can Tho and My
Thuan during the flood season. Towards the northern part
of the VMD the tidal influence reduces to below 2 % at Tan
Chau and Chau Doc at the border with Cambodia (Hung et
al., 2012). Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Table 2. Simulated annual maximum water level at key gauge stations in the Vietnamese Mekong Delta in correspondence with T -year flood event.
Simulation
Mekong River
Bassac River
Plain of Reeds
Long Xuyen Quadrangle year flood with shp4. This result proves the necessity to in-
corporate the temporal evolution of flood events into flood
hazard and risk assessments in the MD. Our estimation of in-
undated areas from the T10 to the T100 event changed from
5 % to 10 % of the size of the flood-prone region of the VMD
(2.0 million ha) in July, from 30 % to 50 % in August, and
from 60 % to 75 % for the annual maximum extent. This
means that even for the 100-year flood, 25 %–40 % of the
flood-prone region was cut off from inundation by the imple-
mentation of high dykes, initiated after the flood in 2000. Table 2. Simulated annual maximum water level at key gauge stations in the Vietnamese Mekong Delta in correspondence with T -year flood event. Table 2. Simulated annual maximum water level at key gauge stations in the Vietnamese Mekong Delta in correspondence with T -year flood event.
Simulation
Mekong River
Bassac River
Plain of Reeds
Long Xuyen Quadrangle Simulation
Mekong River
Bassac River
Plain of Reeds
Long Xuyen Quadrangle
Inland stations
Tan Chau
Vam Nao
Cao Lanh
My Thuan
Chau Doc
Long Xuyen
Can Tho
Moc Hoa
Hung Thanh
Kien Binh
Tan An
Xuan To
Tri Ton
Tan Hiep
Vi Thanh
Phung Hiep
[1]*
[5]
[3]
[7]
[2]
[4]
[6]
[14]
[13]
[15]
[16]
[8]
[9]
[10]
[11]
[12]
T10Shp1
4.94
3.71
2.69
2.04
4.71
2.78
2.27
3.20
3.29
2.09
1.58
4.69
2.90
1.80
1.01
2.01
T20Shp1
5.15
3.88
2.83
2.07
4.92
2.89
2.30
3.45
3.51
2.30
1.61
4.90
3.05
1.91
1.04
2.03
T50Shp1
5.37
4.06
2.98
2.09
5.12
3.02
2.33
3.71
3.74
2.49
1.64
5.12
3.20
2.02
1.08
2.05
T100Shp1
5.50
4.17
3.07
2.11
5.26
3.10
2.35
3.87
3.89
2.61
1.67
5.25
3.29
2.09
1.11
2.07
T10Shp2
4.54
3.41
2.53
1.99
4.33
2.66
2.22
2.75
2.91
1.76
1.50
4.31
2.75
1.66
0.96
1.98
T20Shp2
4.72
3.55
2.64
2.02
4.51
2.74
2.25
2.99
3.11
1.94
1.54
4.49
2.89
1.74
0.99
2.00
T50Shp2
4.92
3.70
2.76
2.05
4.70
2.84
2.28
3.24
3.32
2.15
1.58
4.68
3.02
1.83
1.02
2.02
T100Shp2
5.05
3.81
2.84
2.06
4.82
2.91
2.30
3.39
3.45
2.27
1.60
4.81
3.11
1.91
1.03
2.03
T10Shp3
4.93
3.75
2.79
1.95
4.68
2.87
2.21
3.22
3.29
2.09
1.50
4.66
3.05
1.83
0.94
1.95
T20Shp3
5.13
3.91
2.92
1.98
4.87
2.98
2.25
3.46
3.51
2.29
1.53
4.85
3.19
1.95
0.96
1.97
T50Shp3
5.35
4.09
3.06
2.01
5.08
3.10
2.28
3.72
3.75
2.50
1.56
5.06
3.34
2.07
0.99
1.99
T100Shp3
5.49
4.20
3.17
2.04
5.21
3.19
2.33
3.88
3.89
2.62
1.60
5.19
3.43
2.14
1.02
2.03
T10Shp4
4.54
3.44
2.55
1.96
4.31
2.67
2.19
2.73
2.87
1.72
1.47
4.28
2.77
1.65
0.94
1.96
T20Shp4
4.73
3.59
2.67
1.99
4.49
2.77
2.22
2.99
3.08
1.90
1.51
4.46
2.92
1.74
0.96
1.98
T50Shp4
4.94
3.76
2.80
2.02
4.69
2.88
2.25
3.26
3.32
2.13
1.55
4.66
3.07
1.85
0.99
2.00
T100Shp4
5.09
3.87
2.89
2.04
4.82
2.95
2.27
3.42
3.47
2.27
1.57
4.79
3.16
1.93
1.01
2.01
* The numbers below the station names refer to the codes in Fig. 1b. Deep-inundation regions are indicated by plain text, shallow-inundation regions are indicated in bold. Stations are listed from upstream to downstream and grouped according to their location as Mekong River, Bassac River, Plain of Reeds, Long Xuyen Quadrangle, and inland stations. www.nat-hazards-earth-syst-sci.net/18/2859/2018/ N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2870 4.3
Exposed rice cropping area and flood damage Exposed areas and flood damage (D) to rice crop were cal-
culated on a pixel basis and then aggregated to the eight
provinces located in the study area (Fig. 9 and Table 3). The average damage ranged from USD 39.0 million for a 10-
year flood to USD 75.0 million for a 100-year flood. These
numbers account for 0.23 %–0.45 % of the total gross do-
mestic product (GDP) of the eight provinces in 2011. Since
such assessments are not available for neighbouring deltas
in South Asia, e.g. Chao Phraya in Thailand or Irrawaddy
in Myanmar, a comparison of these deltas is not possible. Our worst scenario, i.e. T100shp3, resulted in damages of
USD 115.7 million. This value is less than half of the re-
ported overall damage of the flood in 2000 (USD 250 mil-
lion; reported in MRC (2012), scaled to USD 500 million
with 2011 price levels by Chinh et al., 2016), which is con-
sidered a 20-year flood in the MD (Le et al., 2007). Al-
though the damage figures from the event in 2000 were the
overall damages, of which agricultural damages were an un-
known part, this indicates that a large reduction in flood
losses can be linked to the flood management and adapta-
tion measures being implemented in the VMD following the
Decision No. 99/1996 from the Government of Vietnam (The
Government of Viet Nam, 1996). Note that the plan was ini-
tiated in 1996, but was implemented to a large extent after
the flood in 2000 had occurred. The hydrograph shape has a substantial effect on damage
to rice crops in the VMD. The shape shp3 resulted in a high
amount of damage, roughly 1.5 times higher than the aver-
age damage. Flood hydrograph shp2 closely matched the av-
erage damage (85 %–90 %), while shp1 and shp4 resulted in
approximately 60 %–70 % of the average damage (Fig. 9b). These findings support our hazard and risk assessment ap-
proach and point to the relevance of the temporal evolution
of the flood event for damage estimation. For example, the to-
tal flood damage from T10shp3 (USD 57.8 million) was about
10 % higher than the T100shp1 event (USD 51.0 million). et et al.: Towards risk-based flood management in highly productive paddy rice cultivation We found a dif-
ference in AMWL ranges from 9 cm at SSR to 45 cm at the
DSR induced by the shapes shp2 and shp4 compared to the
other two hydrograph shapes. These results are explained by
the date of Qmax at Kratie: shp1 and shp3 have the second
and higher peak in mid-September (shp3) or mid-October
(shp1), about 1 month later than the other FP. When this peak
is routed to the VMD, it already meets partly filled flood- Figure 8 illustrates the frequency distribution of maximum
inundation extent for three periods: July, August, and the
whole year. This indicator varies strongly depending on the
hydrograph shapes. A 10-year flood event with hydrograph
shape shp1 results in the same maximum extent as the 100- www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
T bl 3 Fl
d d
i
d
h
i
l
l
d
d
f h
l d the extremely high damages during the flood in 2000, which
had a first peak at Tan Chau (point 1 in Fig. 1) on 2 August,
i.e. 1 month earlier than usual (Xo et al., 2015). In contrast,
damage from late flood events, i.e. shp1 or shp4, are limited
to the AWC in the DSR due to failure of dyke structure, or
flood levels overtopping the current dyke height, similar to
the flood damages recorded in 2011. the extremely high damages during the flood in 2000, which
had a first peak at Tan Chau (point 1 in Fig. 1) on 2 August,
i.e. 1 month earlier than usual (Xo et al., 2015). In contrast,
damage from late flood events, i.e. shp1 or shp4, are limited
to the AWC in the DSR due to failure of dyke structure, or
flood levels overtopping the current dyke height, similar to
the flood damages recorded in 2011. ences, with ∼16 % of the total flood damage calculated for
Long An located in the Plain of Reeds. This is 10–15 times
higher than the share of Kien Giang (D in Kien Giang is less
than 2 % of the total D), although the rice cropping area is
larger in Kien Giang (Bouvet and Le Toan, 2011; Nguyen et
al., 2015). The remaining SSR provinces accounted for about a quar-
ter of the total D, which can be linked to their smaller rice
cultivation areas in combination with their flood control mea-
sures. Our calculated flood damage to rice crop for Can Tho
is, on average, in the range USD 2.9–6.3 million from the
10-year to the 100-year flood. These figures amount to about
60 % of the estimated urban damages of Can Tho (USD 5.0-
9.7 million) for events with similar magnitudes (Chinh et al.,
2017). Since Can Tho has the highest urban/rural area ratio
compared to the other delta provinces, it is likely that agri- Aggregating the mean D values per province showed that
the two northern provinces, An Giang and Dong Thap, ac-
counted for about two-thirds of the total D of the VMD, with
flood damage in An Giang being about 1.5 times higher than
in Dong Thap. This difference increases up to a factor of 3 in
the case of late flood peaks (Table 3). This can be explained
by the larger areas with triple rice crops in An Giang. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
T bl 3 Fl
d d
i
d
h
i
l
l
d
d
f h
l d N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2871 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
2871
Table 3. Flood damage to rice crop aggregated to the province level and converted to a percentage of the total damage. Simulation
Return period
An Giang
Dong Thap
Long An
Kien Giang
Can Tho
Hau Giang
Tien Giang
Vinh Long
T10shp1
10 year
50.5
18.0
13.6
0.2
6.2
1.8
0.9
8.9
T10shp2
30.3
22.7
21.1
1.3
11.2
2.5
3.6
7.2
T10shp3
36.3
29.8
18.9
0.5
6.5
1.6
1.7
4.7
T10shp4
42.9
23.3
14.6
0.2
7.3
2.0
1.0
8.8
T20shp1
20 year
54.1
16.9
12.1
0.2
6.4
1.7
1.0
7.5
T20shp2
27.7
21.7
20.9
2.1
13.3
2.9
5.0
6.3
T20shp3
37.5
27.7
19.9
0.8
6.7
1.5
2.0
3.9
T20shp4
41.2
25.1
14.4
0.2
7.7
2.1
1.2
8.1
T50shp1
50 year
61.0
14.1
10.4
0.2
5.7
1.5
1.3
5.7
T50shp2
25.1
19.7
21.2
2.9
14.3
3.4
7.7
5.9
T50shp3
40.6
24.6
19.5
1.0
7.0
1.6
2.3
3.2
T50shp4
43.4
25.2
13.3
0.2
7.6
2.0
1.6
6.6
T100shp1
100 year
62.2
13.7
10.0
0.2
5.9
1.5
1.3
5.1
T100shp2
26.8
18.0
19.6
4.2
14.4
3.4
8.4
5.2
T100shp3
40.1
23.8
20.2
1.3
7.2
1.7
2.9
2.9
T100shp4
44.5
24.7
13.6
0.3
7.6
2.0
1.6
5.8
10
20
50
100
0
25
50
75
100
125
150
Return period [years]
Flood damage [million US$]
(b)
10
20
50
100
0
25
50
75
100
Return period [years]
Exposed area [10³ ha]
(a)
Simulated values
Fitted curves
Shape 1, p = 21 %
Shape 2, p = 22 %
Shape 3, p = 34 %
Shape 4, p = 23 %
Mean
Figure 9. (a) Total exposed areas of rice crop in the Vietnamese Mekong Delta to floods of different return periods, calculated for the second
and third rice crops and aggregated to the whole year. (b) Total damage for floods of different return periods. 10
20
50
100
0
25
50
75
100
125
150
Return period [years]
Flood damage [million US$]
(b) Figure 9. (a) Total exposed areas of rice crop in the Vietnamese Mekong Delta to floods of different return periods, calculated for the second
and third rice crops and aggregated to the whole year. (b) Total damage for floods of different return periods. Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 Long Xuyen Quadrangle The results provide evidence that rice cropping in the
VMD is most vulnerable to flooding stemming from the early
flood pulse in August–September when the total plantation
area is expected to be at its maximum. During this period
damage occurs to the second crop (SAC) in both DSR and
SSR, and the AWC in the SSR. This finding is in line with www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
2871
Table 3. Flood damage to rice crop aggregated to the province level and converted to a percentage of the total damage. Simulation
Return period
An Giang
Dong Thap
Long An
Kien Giang
Can Tho
Hau Giang
Tien Giang
Vinh Long
T10shp1
10 year
50.5
18.0
13.6
0.2
6.2
1.8
0.9
8.9
T10shp2
30.3
22.7
21.1
1.3
11.2
2.5
3.6
7.2
T10shp3
36.3
29.8
18.9
0.5
6.5
1.6
1.7
4.7
T10shp4
42.9
23.3
14.6
0.2
7.3
2.0
1.0
8.8
T20shp1
20 year
54.1
16.9
12.1
0.2
6.4
1.7
1.0
7.5
T20shp2
27.7
21.7
20.9
2.1
13.3
2.9
5.0
6.3
T20shp3
37.5
27.7
19.9
0.8
6.7
1.5
2.0
3.9
T20shp4
41.2
25.1
14.4
0.2
7.7
2.1
1.2
8.1
T50shp1
50 year
61.0
14.1
10.4
0.2
5.7
1.5
1.3
5.7
T50shp2
25.1
19.7
21.2
2.9
14.3
3.4
7.7
5.9
T50shp3
40.6
24.6
19.5
1.0
7.0
1.6
2.3
3.2
T50shp4
43.4
25.2
13.3
0.2
7.6
2.0
1.6
6.6
T100shp1
100 year
62.2
13.7
10.0
0.2
5.9
1.5
1.3
5.1
T100shp2
26.8
18.0
19.6
4.2
14.4
3.4
8.4
5.2
T100shp3
40.1
23.8
20.2
1.3
7.2
1.7
2.9
2.9
T100shp4
44.5
24.7
13.6
0.3
7.6
2.0
1.6
5.8
10
20
50
100
0
25
50
75
100
125
150
Return period [years]
Flood damage [million US$]
(b)
10
20
50
100
0
25
50
75
100
Return period [years]
Exposed area [10³ ha]
(a)
Simulated values
Fitted curves
Shape 1, p = 21 %
Shape 2, p = 22 %
Shape 3, p = 34 %
Shape 4, p = 23 %
Mean
Figure 9. (a) Total exposed areas of rice crop in the Vietnamese Mekong Delta to floods of different return periods, calculated for the second
and third rice crops and aggregated to the whole year. (b) Total damage for floods of different return periods. 4.5
Uncertainties, limitation and future research
directions One of the major sources of uncertainties in our estimation
of D and EAD is associated with the inundation maps. The
process of interpolating from 1-D water levels to 2-D inun-
dation raster inherits uncertainties from the hydraulic model
and from the DEM used for interpolation (Brandt, 2016). A
full 2-D modelling approach might enhance the quality of
flood inundation mapping, but this comes at a cost: the set-
up of a full 2-D hydraulic model on that scale is challeng-
ing because of the high density of man-made channels and
hydraulic infrastructure, which need to be implemented in
the model with high accuracy to substantially improve the
simulations. Additionally, model runtime becomes critical in
detailed large-scale 2-D hydraulic simulations within a risk
assessment requiring a large number of model simulations. Large-scale approaches building on coarse-resolution mod-
elling with sub-grid parameterization (Sampson et al., 2015)
still cannot provide sufficient accuracy to properly map the
hydraulic dynamics in such a complex system with flat to-
pography, where details matter a lot. However, refining this
approach in high resolution, including all relevant hydraulic
structures, and implementation in a highly parallelized en-
vironment (e.g. on GPUs) could provide a viable path for
reducing the uncertainties in hydraulic modelling of the MD. The second development scenario – introducing floodwa-
ter to the paddy fields after the SAC and no cultivation of
AWC in An Giang and Dong Thap – resulted in smaller D
and EAD values, as expected. Abandoning AWC cultivation
would result in an EAD decrease of about 40 % (Fig. 10b). The majority of these changes in both scenarios stems from
changes in An Giang and Dong Thap. The other provinces
account for 5 %–15 % of the changes in EAD only. The full flood control measures (high dykes) supporting
the expansion of AWC areas in An Giang and Dong Thap
after the flood in 2000 have been continuously debated. Triet
et al. (2017) revealed that the change from low-dyke to high-
dyke systems in this upstream part of the delta increased the
inundation hazard in downstream areas, e.g. by an increase
of 9–13 cm in AMWL at Can Tho and My Thuan. 4.4
Rice cropping flood risk For the current land use, the EAD for rice cropping in the
whole delta amounts to USD 4.5 million (see Fig. 10b), with
an average crop risk of USD 1.0–4.6 for each unit of land
[ha] (see Fig. 11a). The highest risk was calculated for the
provinces located in the deep-submergence region (DSR),
except for Kien Giang, where the EAD was very low. p
g
y
An expansion of areas with triple rice cropping in An Gi-
ang and Dong Thap, as defined in the expansion develop-
ment scenario, would increase the exposure to flooding. Fig-
ure 10b shows that this expansion of AWC would triple the
EAD to above USD 15.0 million. The expansion of triple
rice cropping also means that the current low-dyke system
must be raised to a higher design level in order to support
the cultivation of AWC during September–November. This,
in turn, would lead to higher inundation hazards and risks in
downstream provinces (Triet et al., 2017). Figure 11c shows
both effects: a substantial increase in EAD in Dong Thap and
An Giang, and a slight increase in EAD in the downstream
provinces resulting from a higher-inundation hazard caused
by the high-dyke development. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2872 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation culture losses have an equal or higher share in flood damages
compared to urban losses in the other provinces of the delta. Minderhoud et al., 2017). Expansion of AWC in the northern
part of the delta is an option for countering such losses and
ensuring food security. Our results could support an evalu-
ation of the costs and benefits of further high-dyke devel-
opment and triple rice cropping expansion and thus provide
important information for future flood management and land-
use planning in the delta. Additionally, the damage and risks
maps can serve as a basis for flood management. They could
support the agricultural insurance, initiated in 2011 by the de-
cision of the Prime Minister of Vietnam. In this programme
the insurance premium depends on the rice yield only, and
the spatial pattern of the flood hazard is not considered (The
Government of Viet Nam, 2011). N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation
T bl 3 Fl
d d
i
d
h
i
l
l
d
d
f h
l d This
third crop in the DSR is particularly vulnerable to inundation
in October–November (see Fig. 3b). Damages for the other
two provinces in the DSR also showed remarkable differ- www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 4.5
Uncertainties, limitation and future research
directions 4.2
2.6
3.4
1.3
3.3
2.8
1.0
An
Giang
Tien Giang
Hau
Giang
Dong
Thap
Long An
Vinh Long
Can
Tho
Kien
Giang
Current land-use
0.1
¬
(a)
12.0
2.9
12.0
1.7
3.5
2.9
1.1
An
Giang
Tien Giang
Hau
Giang
Dong
Thap
Long An
Vinh Long
Can
Tho
Kien
Giang
Expansion of third rice crop
in An Giang and Dong Thap
¬
(c)
0.2
1.6
2.3
2.1
1.1
3.3
3.0
0.9
An
Giang
Tien Giang
Hau
Giang
Dong
Thap
Long An
Vinh Long
Can
Tho
Kien
Giang
No third rice crop
in An Giang and Dong Thap
¬
(b)
0.1
No data
< 1.0
1–5
5–10
10–15
Average rice risk [$ ha a ]:
0
km
50
100
Scale:
-1
Figure 11. Flood risk for rice crops in the Vietnamese Mekong Delta. Specific loss is calculated in USD/ha/a for three land-use scenarios: (a)
current land use, (b) no autumn–winter crop (AWC) in An Giang and Dong Thap, and (c) expansion of the AWC in these two provinces. 12.0
2.9
12.0
1.7
3.5
2.9
1.1
An
Giang
Tien Giang
Hau
Giang
Dong
Thap
Long An
Vinh Long
Can
Tho
Kien
Giang
Expansion of third rice crop
in An Giang and Dong Thap
¬
(c)
0.2
1–5
5–10
10–15 Current land-use Expansion of third rice crop
in An Giang and Dong Thap Expansion of third rice crop
in An Giang and Dong Thap No third rice crop
in An Giang and Dong Thap 4.2
2.6
3.4
1.3
3.3
2.8
1.0
An
Giang
Tien Giang
Hau
Giang
Dong
Thap
Long An
Vinh Long
Can
Tho
Kien
Giang
Current land-use
0.1
¬
(a)
Averag
0
km
50
100
Scale: (b) (a) (c) Figure 11. Flood risk for rice crops in the Vietnamese Mekong Delta. Specific loss is calculated in USD/ha/a for three land-use scenarios: (a)
current land use, (b) no autumn–winter crop (AWC) in An Giang and Dong Thap, and (c) expansion of the AWC in these two provinces. tem in the MD is well adapted to frequently occurring floods
(in fact these floods are the basis for the current practice of
paddy rice cropping), this effect is likely not as important as
in the European studies listed above. ture type and area, plantation calendar, and their vulnerabil-
ity to inundation. 4.5
Uncertainties, limitation and future research
directions Howie
(2005) and Käkönen (2008) challenged the claim that farm-
ers could have greater benefit by being able to add another
harvest to the cropping system, because of more investment
cost for mineral fertilizers to counter the losses of natural
fertilization by deposited sediment (Manh et al., 2014), to-
gether with negative social and environmental consequences. The profitability of triple rice farming was reported to reduce
from initially 57 % to 6 % after 15 years compared to double
rice counterparts due to higher production costs (Tran et al.,
2018). These arguments and findings might make the expan-
sion of AWC less attractive. Another uncertainty source is the land-use maps used to
quantify flood exposure of rice crops. The land-use raster was
produced using satellite data from 2014; thus it is somewhat
outdated considering the dynamics of agricultural land-use
change in the MD. The area of triple-season rice has very
likely increased from 2014 to the present. An updated and
higher-resolution land-use data set would certainly provide
more up-to-date results. Another uncertainty source is the limited number of return
periods used to calculate EAD. Ward et al. (2011) showed
that the number and choice of the selected return periods can
introduce a significant bias in the EAD estimates. They also
pointed out the importance of considering damages to fre-
quently occurring low damage floods, in line with the find-
ings of Merz et al. (2009). However, as the agricultural sys- On the other hand, rice cultivation areas in the southern
part of the delta are likely to decrease due to increased salin-
ity intrusion following higher sea levels (Smajgl et al., 2015;
Hak et al., 2016) and land subsidence (Laura et al., 2014; www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2873 Figure 10. (a) Total flood damage for different return periods corresponding to two land-use scenarios. (b) Average crop risk as specific loss
for each hydrograph shape. Figure 10. (a) Total flood damage for different return periods corresponding to two land-use scenarios. (b) A
for each hydrograph shape. Figure 10. (a) Total flood damage for different return periods corresponding to two land-use scenarios. (b) Average crop risk as specific loss
for each hydrograph shape. 4.5
Uncertainties, limitation and future research
directions Such risk assessments could then be used
for scenario planning by varying land-use types and cropping
patterns or changing boundary conditions by climate change
and upstream developments. In addition, dedicated efforts
for validation and development of crop damage curves for
the VMD based on recorded flood damages at the plot scale
would increase the credibility of the presented risk analysis. Our study is validated against large scale, aggregated dam-
age data only, and it is open to ensuring that small-scale vari-
ations, which could be important for local adaptation mea-
sures, are represented sufficiently well. Our work does not consider flood damage to other agricul-
ture crops (e.g. orchard farms) or land-use types (e.g. shrimp
farms). Although these production types are smaller than rice
cropping in terms of area, they generate much higher eco-
nomic value per cultivation unit. Therefore, it is highly rec-
ommended to include these crops in future studies on agricul-
tural flood risk in the VMD. To facilitate such assessments,
efforts need to be made to collect data on crop and aquacul- Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 5
Conclusions such a scheme, a reliable seasonal forecasts of the expected
floods are required. Our estimation of flood damage (D) can
be used as reference for developing such management plans
based on a thorough cost–benefit analysis including a quan-
titative consideration of the benefits of natural fertilization
vs. mineral fertilizers. (3) The current pilot programme on
agriculture insurance should be revised, at least for rice crop-
ping in the VMD. Insurance premiums are preferably calcu-
lated based on the average rice yield per province. Using our
spatially explicit results would include the actual flood haz-
ard of the insured area. However, the damages should be up-
dated to current economic values, as the values of 2011 were
used. such a scheme, a reliable seasonal forecasts of the expected
floods are required. Our estimation of flood damage (D) can
be used as reference for developing such management plans
based on a thorough cost–benefit analysis including a quan-
titative consideration of the benefits of natural fertilization
vs. mineral fertilizers. (3) The current pilot programme on
agriculture insurance should be revised, at least for rice crop-
ping in the VMD. Insurance premiums are preferably calcu-
lated based on the average rice yield per province. Using our
spatially explicit results would include the actual flood haz-
ard of the insured area. However, the damages should be up-
dated to current economic values, as the values of 2011 were
used. A top-down approach to estimate flood damages and risks
to rice cropping in the flood-prone areas of the Vietnamese
Mekong Delta (VMD) is presented. The work was moti-
vated by recent publications stating that extreme floods in
the Mekong are likely to occur more frequently in the 21st
century (Delgado et al., 2010; Hirabayashi et al., 2013), but
also by the perceived need to shift flood management towards
a risk-based approach. The presented quantification of flood
risks to rice crops, the predominant land use in the region,
is the first step in this direction, as a large-scale flood risk
assessment has not been implemented to date. This work is
thus the very first publication on a large-scale flood risk as-
sessment for the agricultural sector in the VMD. Finally, our inundation hazard maps can be used to quan-
tify flood damages and risks to other agricultural crops and
land use in the MD if appropriate land-use maps and dam-
age models are available. 5
Conclusions In a similar manner changes in
flood hazard and risk inflicted by impacts of climate change,
sea level rise, the pronounced deltaic land subsidence, land-
use changes, and upstream hydropower development can be
quantified systematically. These issues will be addressed in
future work. The results showed that the timing of the floods, the high
tides and the cropping calendar are crucial factors for agri-
cultural crop damage. Although the cropping calendars are
adapted to the general flood dynamics in the different areas
of the MD, large damages might still occur in the case of
extreme events. A reliable seasonal forecast of the annual
floods would thus be very helpful for a risk-based adaptive
flood management of agricultural production. The study sug-
gests that flood mitigation measures by the government and
farmers, e.g. shifting of the cropping calendar and construc-
tion of dykes and sluice gates, before and after the histori-
cal flood in 2000 have greatly reduced potential agricultural
flood damage. Data availability. The data used in this paper are not publicly
accessible; however, the authors can be contacted by email
(triet@gfzpotsdam.de or heiko.apel@gfz-potsdam.de) for help in
contacting the persons or authorities to acquire such data and how
this should be acknowledged. The risk indicators, expected annual damage (EAD), and
average crop risk per province can serve as the basis on which
to develop spatially explicit flood management and mitiga-
tion plans for the delta. The crop risk maps, corresponding to
two land-use change scenarios which are frequently used in
the public and academic discussion, could be used as input
for a cost–benefit analysis to evaluate the alternative of en-
largement of the third rice crop in the two northern provinces. Author contributions. All authors contributed to the preparation of
this paper. Competing interests. The authors declare that they have no conflict
of interest. Based on our findings, the following suggestions can be
made to support flood management in the region: (1) appro-
priate maintenance is necessary for the flood control systems,
with a strong emphasis on the low-dyke systems providing
protection against the early flood wave before September. (2) The rice cropping scheme referred to as “ba nam tam vu”,
meaning eight rice crops every 3 years, should be reviewed. N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation 2874 www.nat-hazards-earth-syst-sci.net/18/2859/2018/ www.nat-hazards-earth-syst-sci.net/18/2859/2018/ Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 5
Conclusions According to this scheme, sluice gates will be opened to al-
low floodwater to inundate the compartments in order to re-
plenish the natural fertilization with deposited sediment at
least once every 3 consecutive years. However, the study of
Manh et al. (2014) revealed that during low flood years the
estimated deposited sediment in the VMD was ∼14 times
smaller than in years of extreme floods. Thus, opening flood
compartments during low flood year might result in little sed-
iment deposition in paddy fields. We propose to open the
flood compartments protected with high dykes in An Giang
and Dong Thap during extreme events (i.e. larger than a 10-
year return period). However, for a proper implementation of Special issue statement. This article is part of the special issue
“Flood risk assessment and management”. It is a result of the EGU
General Assembly 2018, Vienna, Austria, 8–13 April 2018. Acknowledgements. The work leading to this publication was
supported by the German Academic Exchange Service (DAAD)
with funds from the German Federal Ministry of Education and
Research (BMBF). We acknowledge Akihiko Kotera at Vietnam
Japan University for providing processed EVI data. The authors
want to specially thank Pham The Vinh and various colleagues at
SIWRR for their support in providing the DEM and survey data. We would like to thank Jorge Ramirez and the two anonymous
referees who reviewed the manuscript for their comments and
suggestions that helped to improve the paper. The article processing charges for this open-access
publication were covered by a Research Author contributions. All authors contributed to the preparation of
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change impacts on fluvial flood propagation in the Viet-
namese Mekong Delta, Hydrol. Earth Syst. Sci., 16, 4637–4649,
https://doi.org/10.5194/hess-16-4637-2012, 2012. MRC: The Impact and Management of Floods and Droughts in the
Lower Mekong Basin and The Implications of Possible Climate
Change, Mekong River Commission, 129 pp., 2012. Nguyen, D. B., Clauss, K., Cao, S. M., Naeimi, V., Kuenzer, C.,
and Wagner, W.: Mapping Rice Seasonality in the Mekong Delta
with Multi-Year Envisat ASAR WSM Data, Remote Sensing, 7,
15868–15893, https://doi.org/10.3390/rs71215808, 2015. Van, T. C.: Identification of sea level rise impacts on the Mekong
Delta and orientation of adaptation activities, 2009. Penning-Rowsell, E. C., Wilson, T., and Centre, F. H. R.: The ben-
efits of flood and coastal defence: techniques and data for 2003,
Middlesex University, London, UK, 2003. Ward, P. J., de Moel, H., and Aerts, J. C. J. H.: How are flood risk
estimates affected by the choice of return-periods?, Nat. Hazards
Earth Syst. Sci., 11, 3181–3195, https://doi.org/10.5194/nhess-
11-3181-2011, 2011. Sampson, C. C., Smith, A. M., Bates, P. B., Neal, J. C.,
Alfieri,
L.,
and
Freer,
J. E.:
A
high-resolution
global
flood hazard model, Water Resour. Res., 51, 7358–7381,
https://doi.org/10.1002/2015WR016954, 2015. Xo, L. Q., Hien, N. X., Thanh, N. D., Ngoc, B., Khoi, N. H., Lam,
D. T., Khoi, T. M., Tien, H. T., and Uyen, N. T.: Mekong Delta
flood management plan to 2020 and 2030, Southern Institute of
Water Resources Planning, Hochiminh City, Vietnam, 2015 (in
Vietnamese). Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 N. V. K. Triet et al.: Towards risk-based flood management in highly productive paddy rice cultivation Schröter, K., Kreibich, H., Vogel, K., Riggelsen, C., Scherbaum, F.,
and Merz, B.: How useful are complex flood damage models?,
Water Resour. Res., 50, 3378–3395, 2014. Smajgl, A., Toan, T. Q., Nhan, D. K., Ward, J., Trung, N. H., Tri,
L. Q., Tri, V. P. D., and Vu, P. T.: Responding to rising sea
levels in the Mekong Delta, Nat. Clim. Change, 5, 167–174,
https://doi.org/10.1038/nclimate2469, 2015. Nat. Hazards Earth Syst. Sci., 18, 2859–2876, 2018 www.nat-hazards-earth-syst-sci.net/18/2859/2018/
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A preliminary study for early breast cancer detection with microwaves
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1
INTRODUCTION Another method used in breast cancer detection is
Ultrasound imaging (USI) in which transient waves are
used. In USI, imaging is done by collecting back-reflections
from the sound waves sent into the tissue. USI consists of
disadvantages due to the pressure application with
measuring probe and the necessity of using coupling gel to
increase the amount of wave penetrating into the tissue by
preventing the reflection of sound waves. The breast cancer, which is especially common among
women, occurs on the breast tissue covering the wide area
between collarbone and armpit and extending on the chest
muscles including the chest. Breast cancer emerges from
occurrences of mutations and abnormal changes on genes
that control the growth and regeneration of cells. Healthy
cell, which has the ability of knowing the way and time of
division, multiplies uncontrollably by losing this ability due
to gene problems and generates cancerous tissues. Unhealthy tissue formation usually occurs at the tip of the
breast lobules or milk channels [1]. Microwave imaging is seen as an alternative method to
the above mentioned X-mammography, MRI and USG
methods [6-9]. The advantage of microwave imaging is that
it allows imaging without the need for any compression or
pressure application at lower frequencies than X-rays. With
increasing momentum in recent years, microwave imaging
located at the center of interest of researchers is still in the
research and development phase and prototypes have begun
to be created by various research groups [10, 11]. A study in 2009 has shown that deaths in Turkey are
mostly due to cardiovascular disorders and cancer and also
women with cancer have the most breast cancer [2, 3]. Again according to the same research, deaths caused by
cancer are expected to rise to the first place from 2015. Early diagnosis is important for reduction of cancer-related
deaths and treatment. While early stage diagnosis is to help
of the cancer treatment, delay of diagnosis reduces chances
of treatment [4]. In the literature, there are some theoretical and
simulation studies. Li et al. [12] presented co-focal
microwave imaging algorithm. In the presented study [12],
malignant tumor with a diameter of 2mm at the bottom of
3.1 cm deep is placed to developed two-dimensional,
anatomically realistic, MRI-derived FDTD (finite difference
time Domain, finite differences in time domain) model and
developed image creation algorithm is applied. A PRELIMINARY STUDY FOR EARLY BREAST CANCER DETECTION WITH MICROWAVES Emine AVŞAR AYDIN Abstract: Breast cancer is the most common type of cancer in female all over the world. Early detection and treatment gives a chance to overcome this cancer. In breast cancer
detection, there are many methods such as X-ray mammography, Magnetic Resonance Imaging, and Ultrasound Imaging. However, existing these methods have limitations such as X-
rays, disturbing pressure on the breast, and high cost of devices, etc. Because of all the reasons mentioned, microwave breast imaging has the potential to overcome from some of the
limitations of conventional breast cancer screening systems. The physical basis breast cancer detection by microwaves depends on the difference between the dielectric properties of
normal and malignant breast tissue. Microwave breast cancer imaging is also a noninvasive method and it has low cost. Therefore, microwave imaging technology for breast cancer
detection has attracted much attention by many researchers in these days. By using Computer Simulation Technology Microwave Studio and Antenna Magus Software, breast model
with tumor and antennas were generated in this study. The presence of the tumor was investigated using a receiver and a transmitting antenna. While the transmitting antenna was
stationary, the receiving antenna was moved to different positions. S11 (return loss) results were evaluated. This study is a preliminary study to determine the location and characteristic
features of the tumor. Furthermore, this study will show that scanning methods will determine the location and size of the tumor at higher accuracy and the reconstruction of the reflected
waves will allow to clearly determining the location of the tumor. Keywords: antenna design; breast cancer; computer simulation technology (CST); dielectric properties; microwaves ISSN 1846-6168 (Print), ISSN 1848-5588 (Online)
https://doi.org/10.31803/tg-20180316133537 ISSN 1846-6168 (Print), ISSN 1848-5588 (Online)
https://doi.org/10.31803/tg-20180316133537 Preliminary communication 2.2 Breast Model As shown in Fig. 2, the breast has hemispherical model
and the dimensions of the breast tissues and tumor are
shown in Tab. 2. The dielectric properties of each tissue are
shown in Tab. 2 [11]. One of the dielectric properties is the
conductivity (σ), other is the relative permittivity (ɛr). 2
MATERIAL AND METHOD Figure 2 Breast structure in CST Microwave Studio
Table 2 Features of breast structure
Tissue Portion
Size
Breast Diameter
100 mm
Skin Thickness
2 mm
Tumor Radius
5 mm
Table 3 Dielectric properties of breast tissues and tumor
Tissue Portion
Conductivity (S/m)
Relative Permittivity
Skin
1.49
37.9
Fat
0.14
5.14
Tumor
1.4
50 Figure 2 Breast structure in CST Microwave Studio Figure 2 Breast structure in CST Microwave Studio The physical basis for microwave imaging lies in the
significant contrast in the dielectric properties between the
normal breast tissue and the malignant tissue at microwave
frequencies [15]. Microwave imaging (MWI) techniques
consist of tomography based and radar based imaging. Communication of through breast is saved by microwave
tomography. At the same time, an electrical property map of
the region of interest is created using radar-based imaging
[16, 17]. By transmitting electromagnetic waves through the
female breast, the scattered field is obtained on the breast in
MWI method. While the transmitting antennas are fed by
the electromagnetic signals, the receiving antennas collect
the electromagnetic signals and define by scattering
parameters "S-parameters". Figure 2 Breast structure in CST Microwave Studio Figure 2 Breast structure in CST Microwave Studio Table 2 Features of breast structure
Tissue Portion
Size
Breast Diameter
100 mm
Skin Thickness
2 mm
Tumor Radius
5 mm Figure 1 Antenna structure in Antenna Magus Software Table 3 Dielectric properties of breast tissues and tumor
Tissue Portion
Conductivity (S/m)
Relative Permittivity
Skin
1.49
37.9
Fat
0.14
5.14
Tumor
1.4
50 Emine AVŞAR AYDIN: A PRELIMINARY STUDY FOR EARLY BREAST CANCER DETECTION WITH MICROWAVES are collected and a filtered imaging algorithm is applied to
these data. Simulation results confirm with measurement
results [14]. in Tab. 1. On the other hand, microstrip patch antenna with
breast model was designed in CST and simulation was
performed in CST Design Studio. In this article, the presence of the tumor was
investigated using a receiver and a transmitting antenna. While the transmitting antenna was stationary, the receiving
antenna was moved to different positions. This study is a
preliminary
study
to
determine
the
location
and
characteristic features of the tumor. 3
RESULTS In this article, the presence of the tumor was investigated
using a receiver and a transmitting antenna. As shown in
Figure 3 that while the transmitting antenna was stationary,
the receiving antenna was moved to different positions. Figure 1 Antenna structure in Antenna Magus Software Figure 3 Data collection process using the receiving circular patch antenna moving
vertically along two red dots antenna as the transmitting antenna is stationary Table 1 Features of used antenna
Parameter
Values
Dielectric substrate
2.0
Antenna length
54.2428 mm
Antenna width
54.2428 mm
Antenna height
1 mm
Diameter of patch antenna
18.08095 mm
Feed-pin radius
0.25 mm
Coaxial diameter
1.15128 mm Table 1 Features of used antenna
Parameter
Values
Dielectric substrate
2.0
Antenna length
54.2428 mm
Antenna width
54.2428 mm
Antenna height
1 mm
Diameter of patch antenna
18.08095 mm
Feed-pin radius
0.25 mm
Coaxial diameter
1.15128 mm 1
INTRODUCTION As a result
of the application, the tumor is found to be 6 mm in
diameter and 3.3 cm deep. Widespread and primary method used for the screening
of breast cancer is X-ray mammography which uses low
power X-rays. The breast is compressed for better imaging
and exposed to ionizing X-rays even if low-power in X-ray
mammography. This method is painful due to compression
and there is a possibility of damaging the tissue because it
uses ionizing X-rays. [5]. The method presented by Xie et al. [13] as multistatic
adaptive microwave imaging (MAMI) demonstrates high
resolution
and
low
side
lobe
performance. The
characteristics of the method in presented study are shown
on a three dimensional breast model simulated by the FDTD
method. Magnetic resonance imaging (MRI) is an alternative
method to X-ray mammography in breast cancer imaging. MRI overcomes the disadvantages of X-ray mammography
and can produce successful results about the presence of the
tumor in the tissue. But it cannot demonstrate the same
success in terms of whether the tumor is good or bad. [5]. Another study in the literature is by Zhou [14]. In
microwave imaging studies based on broadband profiles,
electric field data scattered from multiple objects in a target TEHNIČKI GLASNIK 12, 2(2018), 109-112 109 Emine AVŞAR AYDIN: A PRELIMINARY STUDY FOR EARLY BREAST CANCER DETECTION WITH MICROWAVES 2.1 Antenna Model Figure 5 The magnitude of two signals (with tumor and without tumor)
Figure 6 Comparison of two S11 (with and without tumors) the antenna is placed away
from the axis the tumor [18]
4
CONCLUSION
In this study, a microwave imaging system was preferred
to detect breast cancer. CST software was used to create a life-
like breast phantoms and a circular pin-fed linearly polarized
microstrip patch antenna which generates a microwave signal. The receiver antenna was moved up from the bottom of the
breast structure to generate scatter signals. This movement
repeated for breast model with tumor and without tumor. The
difference between tumor and without tumor showed that
microwave imaging system is successful for breast cancer
detection. In future work, a viable 3D image reconstruction
process will be applied and will be repeated experimentally at
the same time. This study will show that scanning methods
will determine the location and size of the tumor at higher
accuracy and the reconstruction of the reflected waves will
allow to clearly determining the location of the tumor. 5
REFERENCES
[1] Meme Kanseri, Wikipedia, http://tr.wikipedia.org/wiki/Meme
_kanseri, Feb. 2014. recognized. a)
b)
c)
d)
e)
f)
Figure 4 The S11 results (return loss) in frequency domain for each different position
In a study, the S11 simulations with and without tumors
were compared at some antenna positions [18]. The positions
where the antenna is on the axis of a tumor, S11 of the two
simulations with tumor and without tumor were differentiated,
i th
b b
d f 6 t 8 GH
(Fi
6) Figure 5 The magnitude of two signals (with tumor and without tumo Figure 5 The magnitude of two signals (with tumor and without tumor) Figure 6 Comparison of two S11 (with and without tumors) the antenna is placed away
from the axis the tumor [18] Figure 6 Comparison of two S11 (with and without tumors) the antenna is placed away Figure 6 Comparison of two S11 (with and without tumors) the antenna is placed away
from the axis the tumor [18] [1] Meme Kanseri, Wikipedia, http://tr.wikipedia.org/wiki/Meme
_kanseri, Feb. 2014. 4
CONCLUSION In this study, a microwave imaging system was preferred
to detect breast cancer. CST software was used to create a life-
like breast phantoms and a circular pin-fed linearly polarized
microstrip patch antenna which generates a microwave signal. The receiver antenna was moved up from the bottom of the
breast structure to generate scatter signals. This movement
repeated for breast model with tumor and without tumor. The
difference between tumor and without tumor showed that
microwave imaging system is successful for breast cancer
detection. In future work, a viable 3D image reconstruction
process will be applied and will be repeated experimentally at
the same time. This study will show that scanning methods
will determine the location and size of the tumor at higher
accuracy and the reconstruction of the reflected waves will
allow to clearly determining the location of the tumor. f)
Figure 4 The S11 results (return loss) in frequency domain for each different position In a study, the S11 simulations with and without tumors
were compared at some antenna positions [18]. The positions
where the antenna is on the axis of a tumor, S11 of the two
simulations with tumor and without tumor were differentiated,
in the same sub-band of 6 to 8 GHz, (Fig. 6). 2.1 Antenna Model Figure 3 Data collection process using the receiving circular patch antenna moving
vertically along two red dots antenna as the transmitting antenna is stationary A circular pin-fed linearly polarized microstrip patch
antenna was preferred in this paper. This antenna was put
into Computer Simulation Technology (CST) platform from
Antenna Magus Software, a tool for modeling and
designing antennas (Fig. 1). The reason for choosing this
antenna in this study is its low cost, low profile, lightweight,
and high efficiency [17]. Features of the antenna are shown As shown in Fig. 3, the receiver antenna was moved up
from the bottom of the breast structure to generate scatter
signals. S11 (return loss) results were obtained at each antenna
position from the bottom of breast structure to top. Graphics
(a, b, c, d, e, and f) in Fig. 4 represent different positions of
receiving antenna. When the antenna is in the same position as TECHNICAL JOURNAL 12, 2(2018), 109-112 110 Emine AVŞAR AYDIN: A PRELIMINARY STUDY FOR EARLY BREAST CANCER DETECTION WITH MICROWAVES Figure 5 The magnitude of two signals (with tumor and without tumor)
Figure 6 Comparison of two S11 (with and without tumors) the antenna is placed away
from the axis the tumor [18] Fi
5 Th
it d
f t
i
l ( ith t
d ith
t t
) the tumor or different position, the results vary. For instance; b
graphic shows that the antenna is in the same positon as the
tumor and also is different from others. On the other hand,
Fig. 5 shows two signals at the same position from two
simulation models (one of them is with tumor, other is without
tumor). It is clear that two signals’ magnitude can be
recognized. tumor). It is clear that two signals magnitude can be
recognized. a)
b)
c)
d)
e)
f)
Figure 4 The S11 results (return loss) in frequency domain for each different position
In a study, the S11 simulations with and without tumors
were compared at some antenna positions [18]. The positions
where the antenna is on the axis of a tumor, S11 of the two
simulations with tumor and without tumor were differentiated,
in the same sub-band of 6 to 8 GHz, (Fig. 6). Author’s contact: [5] Hassan, A. M. & El-Shenawee, M. (2011). Review of
electromagnetic techniques for breast cancer detection. IEEE
Reviews in Biomedical Engineering, 4, 103-118. https://doi.org/10.1109/RBME.2011.2169780 Emine AVŞAR AYDIN
Adana Science and Technology University,
Department of Aeronautical Engineering
Adana Bilim ve Teknoloji Üniversitesi,
Gültepe Mh., Sarıçam/Adana, Turkey
eaydin@adanabtu.edu.tr
rasvaenime@gmail.com Emine AVŞAR AYDIN
Adana Science and Technology University,
Department of Aeronautical Engineering
Adana Bilim ve Teknoloji Üniversitesi,
Gültepe Mh., Sarıçam/Adana, Turkey
eaydin@adanabtu.edu.tr
rasvaenime@gmail.com g
[6] Xu, M., Thulasiraman, P., & Noghanian, S., (2011). Microwave Tomography for Breast Cancer Detection on Cell
Broadband Engine Processors. J. Parallel Distrib. Comput.,
72, 1106-1116. https://doi.org/10.1016/j.jpdc.2011.10.013 [7] Santorelli, A. & Popovic, M. (2011). SAR Distribution in
Microwave Breast Screening: Results with TWTLTLA
Wideband Antenna. Intelligent Sensors, Sensor Networks and
Information Processing (ISSNIP) / Adelaide, 11-16. https://doi.org/10.1109/ISSNIP.2011.6146531 [8] Lazaro, A., Girbau, D., & Villarino, R. (2010). Simulated and
Experimental Wavelet-based Detection of Breast Tumor using
a UWB Radar. 40th European Microwave Conference / Paris,
373-376. [9] Zhang, D. & Mase, A. (2011). Ultrashort-Pulse Radar System
for Breast Cancer Detection Experiment: Imaging in
Frequency
Band. Microwave
Conference
Proceedings
(CJMW) / Hangzhou, 1-3. [10] Meaney, P. M., Fanning, M. W., Li, D., Poplack, S. P., &
Paulsen K. D. (2000). A Clinical Prototype for Active
Microwave Imaging of the Breast. IEEE Transactions on
Microwave Theory and Techniques, 48(11), 1841-1853. https://doi.org/10.1109/22.883861 [11] Klemm, M., Craddock, I. J., Leendertz, J. A., Preece, A.,
Gibbins, D. R., Shere, M., & Benjamin, R. (2010). Clinical
Trials of a UWB Imaging Radar for Breast Cancer. Antennas
and Propagation (EuCAP), 2010 Proceedings of the Fourth
European Conference on. [12] Li, X. & Hagness S. C. (2001). A Confocal Microwave
Imaging Algorithm for Breast Cancer Detection. IEEE
Microwave and Wireless Components Letters, 11(3), 130-132. https://doi.org/10.1109/7260.915627 [13] Xie, Y., Guo, B., Xu, L., Li, J., & Stoica, P. (2006). Multistatic Adaptive Microwave Imaging for Early Breast
Cancer Detection. IEEE Transactions on Biomedical
Engineering, 53(8), 1647-1657. https://doi.org/10.1109/TBME.2006.878058 [14] Zhou, Y. (2010). Microwave Imaging based on Wideband
Range Profiles. Progress in Electromagnetics Research
Letters, 19, 57-65. https://doi.org/10.2528/PIERL10100608 [15] Xie, Y., Guo, B., Xu, L., Li, J., & Stoica, P. (2006). Multistatic adaptive microwave imaging for early breast
cancer detection. IEEE Trans. Biomed. Eng., 53(8), 1647-
1657. https://doi.org/10.1109/TBME.2006.878058 [16] Bahramiabarghouei, H., Porter, E., Santorelli, A., Gosselin,
B., Popovi, M., & Rusch, L. A. (2015). Flexible 16 antenna
array for microwave breast cancer detection. IEEE Trans. Biomed. Eng., 62(10), 2516-2525. 5
REFERENCES TEHNIČKI GLASNIK 12, 2(2018), 109-112 111 Emine AVŞAR AYDIN: A PRELIMINARY STUDY FOR EARLY BREAST CANCER DETECTION WITH MICROWAVES / Khartoum, Sudan. https://doi.org/10.1109/ICCCCEE.2017.7866083
[18] Chouiti, S. M., Merad, L., & Meriah, S. M. A Microwave
Imaging Technique Implementation for Early Detection of
Breast Tumors. Advances in Circuits, Systems, Signal
Processing and Telecommunications, pp. 233-236. / Khartoum, Sudan. https://doi.org/10.1109/ICCCCEE.2017.7866083
[18] Chouiti, S. M., Merad, L., & Meriah, S. M. A Microwave
Imaging Technique Implementation for Early Detection of
Breast Tumors. Advances in Circuits, Systems, Signal
Processing and Telecommunications, pp. 233-236. [2] Kanser Kayıtçılığı, Türkiye Halk Sağlığı Kurumu Kanser
Daire Başkanlığı, http://www.kanser.gov.tr/daire-faaliyetleri/
kanser-kayitciligi/108-t%C3%BCrkiyede-kanser-kayitcigi. html#sthash.rW1OWNl4.dpuf, Dec. 2013. / Khartoum, Sudan. https://doi.org/10.1109/ICCCCEE.2017.7866083
[18] Chouiti, S. M., Merad, L., & Meriah, S. M. A Microwave
Imaging Technique Implementation for Early Detection of
Breast Tumors. Advances in Circuits, Systems, Signal
Processing and Telecommunications, pp. 233-236. p
[3] Gültekin, M. (2013). Kanser Dairesi Faaliyetleri. [4] Kanser Türleri: Meme Kanseri, Türkiye Halk Sağlığı Kurumu
Kanser Daire Başkanlığı, http://www.kanser.gov.tr/kanser/
kanser-turleri/49-memekanseri.html#sthash.RFWV7MIA. dpuf (2013). TECHNICAL JOURNAL 12, 2(2018), 109-112 Author’s contact: https://doi.org/10.1109/TBME.2015.2434956 [17] Eltigani, F. M., Yahya, M. A. A., & Osman, M. E. (2017). Microwave Imaging System for Early Detection of Breast
Cancer. 2017 International Conference on Communication,
Control, Computing and Electronics Engineering (ICCCCEE) TECHNICAL JOURNAL 12, 2(2018), 109-112 112
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Relationship of Hyperglycaemia, Hypoglycaemia, and Glucose Variability to Atherosclerotic Disease in Type 2 Diabetes
|
Journal of diabetes research
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cc-by
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Hindawi
Journal of Diabetes Research
Volume 2018, Article ID 7464320, 9 pages
https://doi.org/10.1155/2018/7464320 Correspondence should be addressed to Stephen Fava; stephen.fava@um.edu.mt Correspondence should be addressed to Stephen Fava; stephen.fava@um.edu.mt Correspondence should be addressed to Stephen Fava; stephen.fava@um.edu.mt Received 2 January 2018; Revised 1 June 2018; Accepted 24 June 2018; Published 22 July 2018 Academic Editor: Andrea Flex Academic Editor: Andrea Flex Copyright © 2018 Caroline Jane Magri 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. Objective. Type 2 diabetes mellitus (T2DM) is known to be associated with increased cardiovascular risk. The aim of this study was
therefore to investigate the independent effects of hyperglycaemia, hypoglycaemia, and glucose variability on microvascular and
macrovascular disease in T2DM. Methods. Subjects with T2DM of <10 years duration and on stable antiglycaemic treatment
underwent carotid intima-media thickness (CIMT), ankle-brachial index (ABI), albumin-creatinine ratio (ACR), and HbA1c
measurement, as well as 72-hour continuous glucose monitoring. Macrovascular disease was defined as one or more of the
following: history of ischaemic heart disease (IHD), cerebrovascular accident (CVA), ABI < 0.9, or abnormal CIMT. Results. The
study population comprised 121 subjects with T2DM (89 males : 32 females). The mean age was 62.6 years, and the mean DM
duration was 3.7 years. Macrovascular disease was present in 71 patients (58.7%). In multivariate logistic regression analysis, body
surface area (BSA) (OR 18.88 (95% CI 2.20–156.69), p = 0 006) and duration of blood glucose (BG) < 3.9 mmol/L (OR 1.12 (95%
CI 1.014–1.228), p = 0 024) were independent predictors of macrovascular disease. BSA (OR 12.6 (95% CI 1.70–93.54), p = 0 013)
and duration of BG < 3.9 mmol/L (OR 1.09 (95% CI 1.003–1.187), p = 0 041) were independent predictors of abnormal CIMT. Area under the curve for BG > 7.8 mmol/L (β = 15.83, p = 0 005) was the sole independent predictor of albuminuria in generalised
linear regression. Conclusions. This study demonstrates that hypoglycaemia is associated with the occurrence of atherosclerotic
disease while hyperglycaemia is associated with microvascular disease in a Caucasian population with T2DM of recent duration. Caroline Jane Magri
,1,2 Dillon Mintoff
,3 Liberato Camilleri
,4 Robert G. Xuereb,2
Joseph Galea,5 and Stephen Fava
5 Caroline Jane Magri
,1,2 Dillon Mintoff
,3 Liberato Camilleri
,4 Robert G. Xuereb,2
Joseph Galea,5 and Stephen Fava
5
1Department of Cardiology, Mater Dei Hospital and University of Malta, Msida, Malta
2Department of Cardiology, Mater Dei Hospital, Msida, Malta
3Mater Dei Hospital, Msida, Malta
4Statistics & Operations Research, Faculty of Science, University of Malta, Msida, Malta
5Mater Dei Hospital and University of Malta, Msida, Malta Caroline Jane Magri
,1,2 Dillon Mintoff
,3 Liberato Camilleri
,4 Robert G. Xuereb,2
Joseph Galea,5 and Stephen Fava
5 1Department of Cardiology, Mater Dei Hospital and University of Malta, Msida, Malta
2Department of Cardiology, Mater Dei Hospital, Msida, Malta
3M t
D i H
it l M id
M lt 1Department of Cardiology, Mater Dei Hospital and University of Malta, Msida, Malta
2Department of Cardiology, Mater Dei Hospital, Msida, Malta p
4Statistics & Operations Research, Faculty of Science, University of Malta, Msida, Malta
5Mater Dei Hospital and University of Malta, Msida, Malta 4Statistics & Operations Research, Faculty of Science, University of Malta, Msida, Malta
5Mater Dei Hospital and University of Malta, Msida, Malta 4Statistics & Operations Research, Faculty of Science, University of Malta, Msida, Malta
5Mater Dei Hospital and University of Malta, Msida, Malta 1. Introduction associated with a twofold increased risk of cardiovascular dis-
ease in type 2 diabetes [5]. Furthermore, both hyperglycae-
mia and hypoglycaemia following acute coronary syndrome
have been associated with increased mortality [6, 7] The tra-
ditional explanations of these observations are the proar-
rhythmogenic effect of hypoglycaemia as a consequence of
catecholamine release and QTc prolongation [8, 9] and the
unavailability of an energy substrate to the myocardium dur-
ing hypoglycaemia leading to an ischaemia equivalent [10]. However, the increased mortality extends beyond the hypo-
glycaemic episode itself. Although a hypoglycaemic episode
is known to predict future ones [11], this is unlikely to be Diabetes is known to be associated with both microvascular
and macrovascular disease [1]. Whilst good glycaemic con-
trol has been consistently shown to reduce microvascular dis-
ease, most intervention studies have failed to document a
reduction in macrovascular disease outcomes [2, 3]. One possible explanation for this discrepancy is the det-
rimental effect of hypoglycaemia. Östgren and colleagues
have recently reported a U-shaped relationship of HbA1c
with cardiovascular events, including mortality [4]. A recent
meta-analysis has also confirmed that hypoglycaemia is Journal of Diabetes Research Journal of Diabetes Research 2 of Malta Research Ethics Committee. All participants gave
written informed consent. the sole mechanism. Another possible contributory mecha-
nism that has not been well investigated is the possibility that
hypoglycaemia may accelerate atherosclerosis, as suggested
by some animal studies. For example, Yasunari and colleagues
reported that repeated hypoglycaemia worsens injury-
provoked intimal thickening in a male Goto-Kakizaki rat
carotid artery [12], whilst Jin and colleagues reported that
hypoglycaemiainducedmonocyteadhesiontorataorticendo-
thelium [13]. Furthermore, a small study found higher carotid
and femoral intima-media thickness in 25 subjects with type 1
diabetes and with repeated hypoglycaemic episodes when
comparedto20subjectswithtype1diabetesbutwithouthypo-
glycaemia [14]. However, continuous glucose monitoring was
not performed, and therefore, hyperglycaemic episodes were
not captured. Since the two groups had similar HbA1c, it is
likely that the hypoglycaemic group also had more hyper-
glycaemia, which might conceivably have contributed to
increased intima-media thickness. 2.1. Clinical and Laboratory Measurements. The presence of
history of ischaemic heart disease and of cerebrovascular dis-
ease was ascertained by use of a questionnaire and by review
of medical notes. Height and weight were measured using a
calibrated balance and a stadiometer, with the subjects wear-
ing light clothing and without shoes. Body mass index (BMI)
was calculated as weight divided by height squared. 1. Introduction Waist
circumference was measured to the nearest 0.5 cm in the hor-
izontal plane at the midpoint between the lowest rib and the
iliac crest [17]. The waist index was calculated as waist cir-
cumference (cm) divided by 94 for men and 80 for women
[18] Office blood pressure was measured in the supine posi-
tion after 5 min of rest. All subjects underwent routine blood investigations in
the fasting state on the day of the clinical examination. No medication was taken on the morning of the examina-
tion. Patients who were treated with insulin discontinued
injections after 22:00 on the day preceding the examina-
tion. Estimated glomerular filtration rate (eGFR) was calcu-
lated using the Modified Diet in Renal Disease (MDRD)
formula (National Kidney Foundation Calculator for Health-
care Professionals). Haemoglobin A1c (measured using high-
performance liquid chromatography) and fructosamine were
taken as markers of glycaemic control. Urine albumin was
measured by an immunoturbidometric technique (Roche
Diagnostics, Mannheim, Germany). Creatinine was mea-
sured by a kinetic colorimetric test using the Jaffe reaction
(Roche Diagnostics). Albumin-creatinine ratio (ACR) was
assessed in all patients as a marker of microvascular disease. Body surface area was provided by the Esaote machine used
to perform CIMT by inputting weight and height. Another possible explanation of the failure of clinical tri-
als to demonstrate a beneficial effect of glycaemic control is
that none of them targeted reducing fluctuations in blood
glucose. Indeed, many forms of treatment may increase
blood glucose fluctuations. Acute fluctuations in blood glu-
cose have been shown to be associated with increased mortal-
ity [15]. This may be mediated by endothelial dysfunction,
oxidative stress, and endothelial cell apoptosis [16]. Such
effects of glucose fluctuations could predispose to both
microvascular and macrovascular disease. The aim of this study was therefore to investigate the
independent
effects of hyperglycaemia,
hypoglycaemia,
and glucose variability on microvascular and macrovascu-
lar disease in type 2 diabetes. Urinary albumin-creatinine
served as a marker of microvascular disease. Ankle-brachial
index, carotid intima-media thickness, and documented car-
diovascular disease served as markers of macrovascular
disease. 72-hour continuous glucose monitoring was used
to assess hypoglycaemia, hyperglycaemia, and glucose var-
iability. HBA1c and fructosamine served as additional gly-
caemic indexes. 2.2. Continuous Glucose Monitoring. Seventy-two-hour sub-
cutaneous continuous glucose monitoring (CGM) was per-
formed in all study participants on an ambulatory basis
using the iPro2 continuous glucose-monitoring system
(Medtronic MiniMed, Northridge, CA, USA). 1. Introduction Participants
were advised to pursue their normal daily living without
alterations in their usual diet, exercise, and medications
taken. Data from the iPro2 were uploaded online via the
CareLink iPro software. The following parameters were
extracted for each patient: mean blood glucose (MBG),
standard deviation of blood glucose (SD), the highest
and lowest blood glucose values, the number of high and
low excursions, the area under the curve when the blood
glucose was higher than 7.8 mmol/L (AUC >7.8), the area
under the curve when the blood glucose was lower than
3.9 mmol/L (AUC <3.9), the duration (%) when the blood
glucose was higher than 7.8 mmol/L, the duration (%)
when the blood glucose was lower than 3.9 mmol/L, and
the duration (%) when the blood glucose was between
3.9 mmol/L and 7.8 mmol/L. 3. Results 3.1. Characteristics of Study Population. The study popula-
tion comprised 121 T2DM subjects of Caucasian origin. The baseline characteristics are outlined in Table 1, whilst
continuous glucose-monitoring data are shown in Table 2. Patients had reasonably well-controlled diabetes with a
median HbA1c of 6.8% (45 mmol/mol), a median fasting
plasma glucose of 7.08 mmol/L, and a mean blood glucose
(MBG) during CGM of 7.9 mmol/L. Hyperglycaemic epi-
sodes were more prevalent than hypoglycaemic episodes as
shown by the number of high and low excursions, the
AUC>7.8 mmol/L and AUC< 3.9 mmol/L, as well as dura-
tion of BG >7.8 mmol/L, between 3.9 and 7.8 mmol/L,
and <3.9 mmol/L. However, none of the study participants
reported hypoglycaemic episodes, indicating that all these
episodes were subclinical. There were no patients with
missing data. 2.4. Clinical Definitions. eGFR was defined as being low if
it was <60mL/min/1.73m2. PAD was defined as an ABI
of ≤0.9. The mean arterial pressure was the average arterial
pressure during a single cardiac cycle and pulse pressure
the difference between the systolic and diastolic blood pres-
sure readings. Macrovascular disease was defined as the pres-
ence of one or more of the following: history of ischaemic
heart disease (IHD) or cerebrovascular accident (CVA),
ABI <0.9, or abnormal CIMT. 3.2. Predictors of Macrovascular Disease. Seventy-two sub-
jects exhibited macrovascular disease. Univariate followed
by multivariate analysis was performed to identify predictors
of macrovascular disease in the study population. The results
of univariate analysis are shown in Tables 3–5. In univariate
analysis, the following variables had a p value < 0.1 and were
thus included in the multivariate model: body surface
area (BSA), smoking pack years, HDL cholesterol, triglyc-
erides, ESR, lowest blood glucose (BG) value, AUC for
BG <3.9 mmol/L, and duration of BG< 3.9 mmol/L. In multi-
variate logistic regression analysis, BSA (OR 18.88 (95% CI
2.20–156.69), p = 0 006) and duration of BG< 3.9 mmol/L
(OR 1.12 (95% CI 1.014–1.228), p = 0 024) were shown to be
independentpredictorsofmacrovasculardisease.Therelation
between presence of cardiovascular disease and duration of
BG <3.9 mmol/L is shown in Figure 1. 2.5. Statistical Analysis. All data were analysed using SPSS ver-
sion 24.0 for Windows. Results are presented as mean ± stan-
dard deviation (SD) or median (interquartile range (IQR)). Continuous variables were checked for normality of distri-
bution using the Kolmogorov-Smirnov method. 2. Methods The study was cross-sectional in nature; data collection was
performed over a one-year period, from April 2015 to April
2016. Patients were randomly selected from the list of outpa-
tients attending the Diabetes Centre, Mater Dei Hospital,
Malta, during the year 2014. The inclusion criteria were sub-
jects who were diagnosed with type 2 DM according to
World Health Organization criteria within the last ten years
and were on stable antiglycaemic treatment. Patients suffer-
ing from dementia or mental illnesses with the consequent
inability to give an informed consent with regard to partici-
pation in the study were excluded from the study. Other
exclusion criteria included recent admission to hospital with
a diabetes-related complication such as hyperglycaemic
hyperosmolar ketoacidosis, liver failure, or kidney failure,
as well as any other factors that result in glycaemic fluctua-
tions. The study protocol was approved by the University 2.3. Carotid Intima-Media Thickness Measurement. Carotid
intima-media thickness (CIMT) was assessed in both com-
mon carotid arteries in each participant using the Esaote Journal of Diabetes Research 3 Quality intima media thickness (QIMT®). The common
carotid artery was utilised since, according to the Mannheim
consensus, it increases the accuracy and reproducibility of
the measurements obtained. The Esaote QIMT utilises a
radio frequency signal to enable measurement of the CIMT
with high spatial resolution. The QIMT tool automatically
provides accurate measurements of all the parameters which
are independent from both the investigator and device set-
tings. Results were categorised as normal or abnormal using
age-specific cut-offs, which have been validated in large
worldwide databases [19]. Furthermore, all study partici-
pants were screened for the presence of carotid plaques in
view that the combination of plaque area and thickness have
greater value in predicting CVD compared to the thickness
alone [17]. Patients with an increased CIMT as assessed by
QIMT and/or presence of carotid plaque were categorised
as having an abnormal CIMT. 2.6. Role of Funding Source. The study sponsor had no role in
study design; in the collection, analysis, and interpretation of
data; in the writing of the report; and in the decision to sub-
mit the paper for publication. The authors had full access to
the data. 3. Results Generalised
linear regression model revealed AUC for BG> 7.8 mmol/L
(β = 15 83, p = 0 005) to be the sole independent predictor
of albuminuria. Table 1: Continued. Patient characteristics (n = 121)
Values
Non-HDL cholesterol (mmol/L)†
2.8 (2.26–3.82)
Triglycerides (mmol/L)†
1.36 (0.97–1.7)
Alkaline phosphatase (mmol/L)†
69 (55–83.5)
Alanine transaminase (mmol/L)†
23 (18–32.5)
Uric acid (μmol/L)∗
313.05 ± 79.98
Erythrocyte sedimentation rate
(mm 1st hr)†
10.5 (6–18)
Albumin-creatinine ratio
(mg/mmol)†
7.08 (1–23.34)
Fasting plasma glucose (mmol/L)†
7.08 (6.11–8.18)
Fructosamine (μmol/L)†
278 (257–303)
Glycated haemoglobin (%)†
6.8 (6.3–7.6)
Values are expressed as number (%) of patients, ∗mean ± SD, or †median
(IQR). Table 2: Baseline continuous glucose-monitoring findings of study
population. Patient characteristics (n = 121)
Values
Highest value (mmol/L)
13.2 (11.3–15.5)
Lowest value (mmol/L)
3.95 (2.93–5.1)
Mean blood glucose (mmol/L)
7.35 (6.63–8.65)
Standard deviation (mmol/L)
1.9 (1.5–2.3)
Number of high excursions
8 (5–10)
Number of low excursions
0 (0–2)
AUC above 7.8 mmol/L
0.63 (0.23–1.43)
AUC below 3.9 mmol/L
0 (0–0.02)
Duration during 72 hr period
with BG above 7.8 mmol/L (%)
37 (19.25–60.75)
Duration during 72 hr period
with BG within 3.9–7.8 mmol/L (%)
60 (37.5–77)
Duration during 72 hr period
with BG below 3.9 mmol/L (%)
0 (0–4)
Values are expressed as median (IQR). AUC: area under curve. Table 1: Continued. Patient characteristics (n = 121)
Values
Non-HDL cholesterol (mmol/L)†
2.8 (2.26–3.82)
Triglycerides (mmol/L)†
1.36 (0.97–1.7)
Alkaline phosphatase (mmol/L)†
69 (55–83.5)
Alanine transaminase (mmol/L)†
23 (18–32.5)
Uric acid (μmol/L)∗
313.05 ± 79.98
Erythrocyte sedimentation rate
(mm 1st hr)†
10.5 (6–18)
Albumin-creatinine ratio
(mg/mmol)†
7.08 (1–23.34)
Fasting plasma glucose (mmol/L)†
7.08 (6.11–8.18)
Fructosamine (μmol/L)†
278 (257–303)
Glycated haemoglobin (%)†
6.8 (6.3–7.6)
Values are expressed as number (%) of patients, ∗mean ± SD, or †median
(IQR). Table 1: Baseline demographic and clinical findings of study
population. Table 1: Continued. 3. Results BMI, WI, MBG, SD, AUC for BG >7.8 mmol/L, duration
of BG> 7.8 mmol/L, duration of BG between 3.9 and
7.8 mmol/L, and highest BG value recorded. Generalised
linear regression model revealed AUC for BG> 7.8 mmol/L
(β = 15 83, p = 0 005) to be the sole independent predictor
of albuminuria. 3. Results Patient characteristics (n = 121)
Values
Age (years)†
64 (57–68)
Male : female (n (%))
89 (73.6) : 32 (26.4)
Diabetes duration (years)†
3 (2–5)
Smoking (current/ex/
nonsmokers) (n (%))
22 (18.2)/41 (33.9)/58 (47.9
Hypertension (n (%))
80 (66.1)
Hyperlipidaemia (n (%))
87 (71.9)
Ischaemic heart disease (n (%))
15 (12.4)
Peripheral arterial disease (n (%))
7 (5.8)
Cerebrovascular accident/transient
ischaemic attack (n (%))
3 (2.5)
Abnormal carotid intima-media
thickness (n (%))
64 (52.9)
Macrovascular disease (n (%))
72 (59.5)
Chronic kidney disease (n (%))
9 (7.4)
On metformin (n (%))
109 (90.1)
On sulphonylurea (n (%))
36 (29.8)
On gliptins (n (%))
6 (5)
On insulin (n (%))
6 (5)
On angiotensin-converting enzyme
inhibitor/on angiotensin receptor
blocker (n (%))
77 (63.6)
On β-blocker (n (%))
22 (18.2)
On calcium channel blocker (n (%))
23 (19)
On diuretic (n (%))
33 (23.7)
On aspirin (n (%))
38 (31.4)
On statin (n (%))
81 (66.9)
On fibrate (n (%))
7 (5.8)
On allopurinol (n (%))
5 (4.1)
Body mass index (kg/m2)†
31.22 (27.94–34.53)
Body surface area (m2)∗
1.89 ± 0.21
Waist index∗
1.19 ± 0.14
Pulse rate (bpm)†
68 (61.5–78.5)
Mean systolic pressure (mmHg)∗
144.19 ± 17.82
Mean diastolic pressure (mmHg)∗
84.60 ± 8.76
Pulse pressure (mmHg)∗
61.53 ± 13.66
Mean arterial pressure (mmHg)†
107 (93–113)
White cell count (×109/L)†
7.16 (6.26–8.69)
Haemoglobin (g/dL)†
14.35 (13.33–15.18)
Platelet count (×109/L)†
240.5 (206–284.75)
Red blood cell distribution
width (%)†
13.1 (12.53–13.7)
Mean platelet volume (fL)†
10.9 (10.2–11.6)
Estimated glomerular filtration
rate (mL/min/1.73 m2)∗
91.22 ± 24.61
Total cholesterol (mmol/L)†
4.12 (3.55–5.15)
HDL cholesterol (mmol/L)†
1.24 (1.06–1.51)
LDL cholesterol (mmol/L)†
2.19 (1.67–3.19) Table 2: Baseline continuous glucose-monitoring findings of study
population. Table 2: Baseline continuous glucose-monitoring findings of study
population. Patient characteristics (n = 121)
Values
Highest value (mmol/L)
13.2 (11.3–15.5)
Lowest value (mmol/L)
3.95 (2.93–5.1)
Mean blood glucose (mmol/L)
7.35 (6.63–8.65)
Standard deviation (mmol/L)
1.9 (1.5–2.3)
Number of high excursions
8 (5–10)
Number of low excursions
0 (0–2)
AUC above 7.8 mmol/L
0.63 (0.23–1.43)
AUC below 3.9 mmol/L
0 (0–0.02)
Duration during 72 hr period
with BG above 7.8 mmol/L (%)
37 (19.25–60.75)
Duration during 72 hr period
with BG within 3.9–7.8 mmol/L (%)
60 (37.5–77)
Duration during 72 hr period
with BG below 3.9 mmol/L (%)
0 (0–4)
Values are expressed as median (IQR). AUC: area under curve. 3. Results Compari-
sons of continuous variables between two groups were made
using independent sample t-test for normally distributed var-
iables.Fornonparametricvariables,theMann–WhitneyUtest
was used for comparison of 2 groups. Categorical variables
were compared using the χ2 test. The Pearson test was used
to test correlation of normally distributed variables, and the
Spearman test was used for comparison of non-normally dis-
tributed variables. Univariate followed by multivariate analyses (logistic
regression analyses) were performed to identify independent
determinants of both the occurrence of macrovascular
disease and abnormal CIMT in the study population. Variables were entered into the regression model if their
p value was <0.1 in univariate analysis. Predictors were
removed from the model if their p value exceeded 0.05. 3.3. Predictors of Abnormal Carotid Intima-Media Thickness. In the study population, 64 subjects had abnormal CIMT
(composite of increased CIMT and presence of carotid
plaque). In univariate analysis, the following variables had a
p value <0.1: age, DM duration, smoking pack years, BSA,
white cell count, eGFR, ESR, and duration of BG<3.9mmol/L. These variables were consequently included in the multi-
variate model. With regard to ACR, univariate followed by multi-
variate analysis was again performed with variables with a
p value <0.1 in univariate analysis being included in the mul-
tivariate model; however, a generalised linear model was per-
formed as multivariate analysis in view that ACR exhibited a
gamma distribution (a right-skewed distribution). All tests
were two-sided, and a p value of <0.05 was considered to be
statistically significant. Binary logistic regression analysis revealed that BSA
(OR 12.6 (95% CI 1.70–93.54), p = 0 013) and duration
of BGM <3.9 mmol/L (OR 1.09 (95% CI 1.003–1.187),
p = 0 041) were independent predictors of abnormal CIMT. The relation between abnormal CIMT and duration of
BG <3.9 mmol/L is shown in Figure 1. Sample size was determined so as to have statistical
power of 90% to detect a moderate effect size (f 2 = 0 15)
at α = 0 05. 3.4. Predictors of Albuminuria. The following had p value < 0.1
in univariate analysis: low eGFR (<60mL/min/1.73m2),
white cell count, HDL cholesterol, triglycerides, uric acid, Journal of Diabetes Research Journal of Diabetes Research 4 BMI, WI, MBG, SD, AUC for BG >7.8 mmol/L, duration
of BG> 7.8 mmol/L, duration of BG between 3.9 and
7.8 mmol/L, and highest BG value recorded. MAP (mmHg)† Values are expressed as number (%) of patients, ∗mean ± SD, or †median (IQR). ACEI: angiotensin-converting enzyme inhibitor; ARB: angiotensin receptor
blocker; BMI: body mass index; BSA: body surface area; CCB: calcium channel blocker; CKD: chronic kidney disease; CVD: cardiovascular disease; DM:
diabetes mellitus; DBP: diastolic blood pressure; MAP: mean arterial pressure; SBP: systolic blood pressure. Values are expressed as number (%) of patients, ∗mean ± SD, or †median (IQR). ACEI: angiotensin-converting enzyme inhibitor; ARB: angiotensin receptor
blocker; BMI: body mass index; BSA: body surface area; CCB: calcium channel blocker; CKD: chronic kidney disease; CVD: cardiovascular disease; DM:
diabetes mellitus; DBP: diastolic blood pressure; MAP: mean arterial pressure; SBP: systolic blood pressure. associated with ACR. These observations may be related to
the short median duration of diabetes in our patients. Our
findings are consistent with clinical trial data which have
shown that lowering blood glucose for a few years is effective
in reducing microvascular but not macrovascular disease
[2, 3]. In the UKPDS, it took 10 years of intensive control
and a further 10 years of follow-up to demonstrate a
beneficial effect of lowering blood glucose on macrovascu-
lar outcomes [20]. Another reason could be the relatively
good glycaemic control in our cohort. These findings are consistent with those of the Diabetes
Control and Complications Trial (DCCT), which reported
that the rate of severe hypoglycaemic episodes in subjects
with type 1 diabetes was associated with increased coro-
nary calcium score in those with a HbA1c below 7.5%
(58 mmol/L) [18]. It is, however, possible that severe hypo-
glycaemia was acting as a marker for increased glucose
fluctuations. Since we performed CGM, we can exclude
this possibility in our study. Furthermore, whilst the DCCT
data showed an association of severe hypoglycaemia with
increased coronary calcium score in type 1 diabetes, the
present study shows a relationship of mild asymptomatic
hypoglycaemia, as detected by CGM, to atherosclerosis in
type 2 diabetes. These findings are consistent with those of the Diabetes
Control and Complications Trial (DCCT), which reported
that the rate of severe hypoglycaemic episodes in subjects
with type 1 diabetes was associated with increased coro-
nary calcium score in those with a HbA1c below 7.5%
(58 mmol/L) [18]. It is, however, possible that severe hypo-
glycaemia was acting as a marker for increased glucose
fluctuations. Since we performed CGM, we can exclude
this possibility in our study. 4. Discussion The present study found that the duration of blood glu-
cose <3.9 mmol/L was significantly and independently asso-
ciated with abnormal CIMT and with the composite of
abnormal CIMT, ABI, coronary artery disease, and cerebro-
vascular disease in subjects with type 2 diabetes. This sug-
gests that hypoglycaemia may predispose to atherosclerosis. Journal of Diabetes Research 5 Table 3: Demographic and clinical findings of subjects with and without macrovascular disease. Table 3: Demographic and clinical findings of subjects with and without macrovascular disease. Variable
No macrovascular disease (n = 49)
Macrovascular disease (n = 72)
p value
Age (years)†
66 (62–69)
61 (54.25–67)
0.001
Male : female (n (%))
34 (69.4) : 15 (30.6)
55 (76.4) : 17 (23.6)
0.41
Diabetes duration (years)†
3.5 (2–5)
3 (2–4)
0.23
Smoking (current/ex/nonsmokers) (n (%))
4 (8.1)/19 (38.8)/26 (53.1)
18 (25.0)/22 (30.6)/32 (44.4)
0.06
Hypertension (n (%))
29 (59.18)
51 (70.83)
0.24
Hyperlipidaemia (n (%))
36 (73.47)
51 (70.83)
0.84
CKD (n (%))
2 (4.08)
7 (9.72)
0.31
Metformin (n (%))
44 (89.80)
65 (90.28)
1.00
Sulphonylurea (n (%))
14 (28.57)
50 (69.44)
0.84
Gliptins (n (%))
4 (8.16)
2 (2.77)
0.22
Insulin (n (%))
1 (2.04)
5 (6.94)
0.40
ACEI/ARB (n (%))
29 (59.18)
48 (66.67)
0.44
β-blocker (n (%))
7 (14.29)
15 (20.83)
0.47
CCB (n (%))
11 (22.45)
12 (16.67)
0.48
Diuretic (n (%))
14 (28.57)
19 (26.39)
0.84
Aspirin (n (%))
9 (18.36)
29 (40.28)
0.02
Statin (n (%))
29 (59.18)
52 (72.22)
0.17
Fibrate (n (%))
6 (12.24)
1 (1.39)
0.02
Allopurinol (n (%))
2 (4.08)
3 (4.17)
1.00
BMI (kg/m2)†
31.22 (27.67–33.97)
31.31 (27.9–35.19)
0.35
BSA (m2)∗
1.83 ± 0.20
1.93 ± 0.21
0.007
Waist index∗
1.17 ± 0.15
1.20 ± 0.13
0.22
Pulse rate (bpm)†
65 (61–80.25)
71 (62–78)
0.84
Mean SBP (mmHg)∗
146 ± 18.28
142.96 ± 17.54
0.36
Mean DBP (mmHg)∗
85.66 ± 7.34
83.88 ± 9.58
0.25
Pulse pressure (mmHg)∗
62.18 ± 15.6
61.07 ± 12.22
0.68
MAP (mmHg)†
106 (97.5–112.5)
90.75 (107.5–113)
0.77
Values are expressed as number (%) of patients, ∗mean ± SD, or †median (IQR). ACEI: angiotensin-converting enzyme inhibitor; ARB: angiotensin receptor
blocker; BMI: body mass index; BSA: body surface area; CCB: calcium channel blocker; CKD: chronic kidney disease; CVD: cardiovascular disease; DM:
diabetes mellitus; DBP: diastolic blood pressure; MAP: mean arterial pressure; SBP: systolic blood pressure. MAP (mmHg)† Table 4: Laboratory findings of subjects with and without macrovascular disease. Values are expressed as ∗mean ± SD or †median (IQR). Abbreviations: ALP: alkaline phosphatase; ALT: alanine transaminase; eGFR: estimated glomerular
filtration rate; ESR: erythrocyte sedimentation rate; FPG: fasting plasma glucose; HbA1c: glycated haemoglobin; MPV: mean platelet volume; RDW: red
blood cell distribution width. Table 5: Continuous glucose-monitoring findings of subjects with and without macrovascular disease. Table 5: Continuous glucose-monitoring findings of subjects with and without macrovascular disease. us glucose-monitoring findings of subjects with and without macrovascular disease. Table 5: Continuous glucose-monitoring findings of subjects with and without macrovascular disease. Variable
No macrovascular disease
(n = 49)
Macrovascular disease
(n = 72)
p value
Highest value (mmol/L)†
13.4 (11.3–15.85)
13.0 (11.3–15)
0.35
Lowest value (mmol/L)†
4.4 (3.2–5.25)
3.7 (2.8–5)
0.09
Mean blood glucose (mmol/L)†
7.6 (6.85–9.0)
7.3 (6.6–8.4)
0.3
Standard deviation (mmol/L)†
3.0 (1.3–2.3)
1.8 (1.5–2.4)
0.9
Number of high excursions†
8 (6–10)
8 (5–10)
0.49
Number of low excursions†
0 (0–2)
1 (0–2)
0.10
AUC above 7.8 mmol/L†
0.64 (0.24–1.76)
0.57 (0.21–1.35)
0.39
AUC below 3.9 mmol/L†
0 (0–0.01)
0 (0–0.03)
0.05
Duration during 72 hr period with BG above 7.8 mmol/L (%)†
37 (18.5–66.5)
35 (20–58)
0.39
Duration during 72 hr period with BG within 3.9–7.8 mmol/L (%)†
58 (31.5–79)
60 (41–77)
0.63
Duration during 72 hr period with BG below 3.9 mmol/L (%)†
0 (0-1)
1 (0–5)
0.02
Values are expressed as number (%) of patients or †median (IQR). AUC: area under curve. Values are expressed as number (%) of patients or †median (IQR). AUC: area under curve. interleukin-6 [26, 28]. Many of these effects may extend to
beyond the hypoglycaemic period [26]. Furthermore, Fadini
and colleagues have recently reported that hypoglycaemia
may impair endothelial progenitor cell response [29]. Inter-
estingly, Peña and colleagues have reported that hypoglycae-
mia, but not glucose variability, is associated with endothelial
dysfunction in children with type 1 diabetes [30]. as sulphonylureas [22, 23]and insulin [24] which are
prone to cause hypoglycaemia have also been associated
with increased mortality and cardiovascular events by
some authors. Hypoglycaemia can promote atherogenesis in a number
of ways. MAP (mmHg)† Furthermore, whilst the DCCT
data showed an association of severe hypoglycaemia with
increased coronary calcium score in type 1 diabetes, the
present study shows a relationship of mild asymptomatic
hypoglycaemia, as detected by CGM, to atherosclerosis in
type 2 diabetes. Our data suggest that hypoglycaemia may have a more
rapid effect in promoting atherosclerosis than mild hypergly-
caemia or glucose fluctuations. They may help explain the
relationship between hypoglycaemia and adverse cardio-
vascular outcomes even in the short term and why these
deleterious effects extend well beyond the period of hypo-
glycaemia itself. They may also explain why too aggressive
lowering of blood glucose in the Action to Control Car-
diovascular Risk in Diabetes (ACCORD) trial was associ-
ated with increased mortality [21] and why agents such We did not find significant associations of any of the
hyperglycaemic indexes (including HbA1c, fructosamine,
AUC > 7.8 mmol/L, and duration >7.8 mmol/L) or of glucose
fluctuations (as assessed by standard deviation of blood glu-
cose during CGM) with macrovascular disease. However,
duration of blood glucose >7.8 mmol/L was independently Journal of Diabetes Research 6 Table 4: Laboratory findings of subjects with and without macrovascular disease. Variable
No macrovascular disease (n = 49)
Macrovascular disease (n = 72)
p value
White cell count (×109/L)†
7.09 (5.88–7.87)
7.29 (6.42–9.24)
0.13
Haemoglobin (g/dL)†
14.2 (13.3–15.1)
14.4 (13.6–15.2)
0.48
Platelet count (×109/L)†
242 (204.5–283.5)
239 (206–287)
0.78
RDW (%)†
13 (12.5–13.45)
13.1 (12.6–13.8)
0.13
MPV (fL)†
10.95 (10.23–11.5)
10.9 (10.1–11.6)
0.53
eGFR (mL/min/1.72 m2)∗
87.76 ± 22.21
93.58 ± 26.0
0.19
Total cholesterol (mmol/L)†
4.14 (3.65–5.25)
4.1 (3.53–5.11)
0.80
HDL cholesterol (mmol/L)†
1.32 (1.1–1.58)
1.24 (1.04–1.46)
0.07
LDL cholesterol (mmol/L)†
2.3 (1.65–3.36)
2.18 (1.7–3.13)
0.81
Non-HDL cholesterol (mmol/L)†
2.74 (2.18–3.86)
2.83 (2.29–3.78)
0.67
Triglycerides (mmol/L)†
1.13 (0.91–1.64)
1.47 (1.14–1.85)
0.03
ALP (mmol/L)†
66 (52–93)
69 (59.25–80)
0.89
ALT (mmol/L)†
22 (17.5–32)
24 (18–32.75)
0.6
Uric acid (μmol/L)∗
319.56 ± 83.19
308.65 ± 78.03
0.47
ESR (mm 1st hr)†
13 (7–23)
9 (5–17)
0.08
FPG (mmol/L)†
7.14 (6.02–8.53)
7.08 (6.23–8.05)
0.55
Fructosamine (μmol/L)†
281 (259.25–305)
277 (256–303.5)
0.77
HbA1c (%)†
7.0 (6.3–8.1)
6.7 (6.3–7.4)
0.23
HbA1c (mmol/L)†
53 (45–65)
50 (45–57)
0.23
Values are expressed as ∗mean ± SD or †median (IQR). Abbreviations: ALP: alkaline phosphatase; ALT: alanine transaminase; eGFR: estimated glomerular
filtration rate; ESR: erythrocyte sedimentation rate; FPG: fasting plasma glucose; HbA1c: glycated haemoglobin; MPV: mean platelet volume; RDW: red
blood cell distribution width. Disclosure The study was presented in abstract form at the EuroPrevent
meeting held in Ljubljana, Slovenia, April 19–21, 2017. Conflicts of Interest Figure 1: Box-and-whisker plot demonstrating relation of duration
of glucose < 3.9 mmol/L (expressed as percentage of the entire
72 hr period) and macrovascular disease and carotid intima-media
thickness. ∗denoting outliers. The authors have no conflict of interest to declare. Data Availability The data used to support the findings of this study are avail-
able from the corresponding author upon request. MAP (mmHg)† Acute hypoglycaemia has been shown to result in
decreased nitric oxide bioavailability, increased oxidative
stress [25], platelet activation [26], and release of proinflam-
matory [27], proatherogenic, and prothrombotic cytokines
such as PAI-1, VEGF, vascular adhesion molecules, and Body surface area was also found to be independently
associated with atherosclerotic markers. This is probably
related to insulin resistance and/or hyperinsulinaemia. Journal of Diabetes Research 7 30
25
20
15
10
5
0
Absent
Present
Duration with BG < 3.9 mmol/L (%)
Macrovascular disease
Duration with BG < 3.9 mmol/L (%)
30
25
20
15
10
5
0
Carotid intima-media thickness
Normal
Abnormal
p = 0.041
p = 0.024
Figure 1: Box-and-whisker plot demonstrating relation of duration
of glucose < 3.9 mmol/L (expressed as percentage of the entire
72 hr period) and macrovascular disease and carotid intima-media
thickness. ∗denoting outliers. patients are less likely to have variation in their glycaemic
parameters over the course of their disease. Thirdly, we per-
formed blind, rather than real-time, CGM so that patients
did not alter their behaviour as result of the glucose readings. Additionally, patients were instructed not to change their
usual routines. In this way, the CGM data are more likely
to be representative of the patients’ usual glycaemic profile. Furthermore, many glycaemic indices such as HbA1c [32]
and hypoglycaemia [11] have been shown to exhibit signifi-
cant temporal tracking. Another limitation is that in view
of the cross-sectional nature of our study, we cannot prove
causal relationships. It is possible that those with macrovas-
cular disease were treated more aggressively, hence causing
more hypoglycaemia. However, this would not explain the
observed relationship with CIMT, which is a subclinical
marker of atherosclerosis. 30
25
20
15
10
5
0
Absent
Present
Duration with BG < 3.9 mmol/L (%)
Macrovascular disease
p = 0.024 In conclusion, the study suggests that mild asymptomatic
hypoglycaemia in subjects with type 2 diabetes is associated
with atherosclerotic disease. This cannot be explained by an
association of hypoglycaemia with hyperglycaemia or glucose
fluctuations. Hyperglycaemic load, as measured by AUC for
BG >7.8 mmol/L, was associated with microalbuminuria. Duration with BG < 3.9 mmol/L (%)
30
25
20
15
10
5
0
Carotid intima-media thickness
Normal
Abnormal
p = 0.041 Acknowledgments The study was sponsored by the Dean’s Funds of the Univer-
sity of Malta Medical School. The patients with macrovascular disease were on average
younger than those without macrovascular disease. This
could be due to the cross-sectional nature of our study. Macrovascular disease shortens life expectancy resulting in
a lower average age of subjects with macrovascular disease
compared to subjects without. Furthermore, macrovascular
disease was associated with hypoglycaemia, which is also
known to decrease survival [21]. Duration of diabetes was
similar in both groups, meaning that those with macrovascu-
lar disease had younger onset type 2 diabetes, which might be
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but not glucose variability, relates to vascular function in Journal of Diabetes Research 9 9 children with type 1 diabetes,” Diabetes Technology & Thera-
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no. 11, pp. 1284–1288, 2010. References Stem Cells
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