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pmid:31001297

Molecular Mechanisms of Tungsten Toxicity Differ for Glycine max Depending on Nitrogen Regime.

Julian Preiner · Stefanie Wienkoop · Wolfram Weckwerth · Eva Oburger

Frontiers in plant science · 2019 doi:10.3389/fpls.2019.00367

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complete

Experiment

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Data

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Analysis

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:31001297
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science-record
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:44Z
updated_at
2026-11-01T22:43:55Z
generator object · 2 fields
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corpus-assay-engine
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paper object · 10 fields
state
complete
title
Molecular Mechanisms of Tungsten Toxicity Differ for Glycine max Depending on Nitrogen Regime.
doi
10.3389/fpls.2019.00367
pmid
31001297
authors array · 4 items
[0]
Julian Preiner
[1]
Stefanie Wienkoop
[2]
Wolfram Weckwerth
[3]
Eva Oburger
journal
Frontiers in plant science
year
2019
abstract
Tungsten (W) finds increasing application in military, aviation and household appliance industry, opening new paths into the environment. Since W shares certain chemical properties with the essential plant micronutrient molybdenum (Mo), it is proposed to inhibit enzymatic activity of molybdoenzymes [e.g., nitrate reductase (NR)] by replacing the Mo-ion bound to the co-factor. Recent studies suggest that W, much like other heavy metals, also exerts toxicity on its own. To create a comprehensive picture of tungsten stress, this study investigated the effects of W on growth and metabolism of soybean (Glycine max), depending on plant nitrogen regime [nitrate fed (N fed) vs. symbiotic N2 fixation (N fix)] by combining plant physiological data (biomass production, starch and nutrient content, N2 fixation, nitrate reductase activity) with root and nodule proteome data. Irrespective of N regime, NR activity and total N decreased with increasing W concentrations. Nodulation and therefore also N2 fixation strongly declined at high W concentrations, particularly in N fix plants. However, N2 fixation rate (g N fixed g-1 nodule dwt) remained unaffected by increasing W concentrations. Proteomic analysis revealed a strong decline in leghemoglobin and nitrogenase precursor levels (NifD), as well as an increase in abundance of proteins involved in secondary metabolism in N fix nodules. Taken together this indicates that, in contrast to the reported direct inhibition of NR, N2 fixation appears to be indirectly inhibited by a decrease in nitrogenase synthesis due to W induced changes in nodule oxygen levels of N fix plants. Besides N metabolism, plants exhibited a strong reduction of shoot (both N regimes) and root (N fed only) biomass, an imbalance in nutrient levels and a failure of carbon metabolic pathways accompanied by an accumulation of starch at high tungsten concentrations, independent of N-regime. Proteomic data (available via ProteomeXchange with identifier PXD010877) demonstrated that the response to high W concentrations was independent of nodule functionality and dominated by several peroxidases and other general stress related proteins. Based on an evaluation of several W responsive proteotypic peptides, we identified a set of protein markers of W stress and possible targets for improved stress tolerance.
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An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio.
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methodological
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null
evidence array · 1 item
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source:pmid:31001297
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sections[14] "Statistical Analysis and Data Mining" paragraph 3
quote
An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio.
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complete
[1] object · 6 fields
id
claim-data-access
statement
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.
kind
methodological
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null
evidence array · 1 item
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sections[38] "Data Availability" paragraph 2
quote
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.
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Read the published estimate from the source
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The claim, method and evidence span published with the source article.
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the published estimate and its evidence
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obtain_source_data
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Obtain the source data from the named repository
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The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
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the source data with its repository provenance
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Run the published analysis
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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source:pmid:31001297
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https://doi.org/10.3389/fpls.2019.00367
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10.3389/fpls.2019.00367
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PMC6454624
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The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.
structure object · 15 fields
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GEO
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GEO accession URL
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The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.
access_statement_kind
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title
Tungsten stress response of soy bean (glycine max), LC-MSMS
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2026-10-31T18:35:55Z
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Shoot (A) and root (B) concentrations of tungsten, as well as macro- and micronutrients of soybean (Glycine max cv Primus) grown semi-hydroponically with increasing W concentrations (control, 0.1, 0.5 mM W supplied as sodium tungstate) and under differing nitrogen supply regimes (N fix: week 2&3 0. 25 mM KNO3 & week 4-7 zero N; N fed: week 2–7 10 mM KNO3).
structure object · 5 fields
pmcid
PMC6454624
section_index
20
section_title
Macro- and Micro-Nutrients
row_count
26
column_count
14
table object · 8 fields
label
Table 1
caption
Shoot (A) and root (B) concentrations of tungsten, as well as macro- and micronutrients of soybean (Glycine max cv Primus) grown semi-hydroponically with increasing W concentrations (control, 0.1, 0.5 mM W supplied as sodium tungstate) and under differing nitrogen supply regimes (N fix: week 2&3 0. 25 mM KNO3 & week 4-7 zero N; N fed: week 2–7 10 mM KNO3).
rows array · 26 items
[0] array · 8 items
[0]
[1]
unit
[2]
N fix
[3]
N fix
[4]
N fix
[5]
N fed
[6]
N fed
[7]
N fed
[1] array · 8 items
[0]
[1]
[2]
Control
[3]
0.1 mM W
[4]
0.5 mM W
[5]
Control
[6]
0.1 mM W
[7]
0.5 mM W
[2] array · 1 item
[0]
(A) SHOOT
[3] array · 14 items
[0]
W
[1]
mg kg−1
[2]
< LOQ
[3]
B
[4]
379 ± 80.1
[5]
A
[6]
535 ± 108
[7]
A
[8]
< LOQ
[9]
B
[10]
446 ± 92.2
[11]
A
[12]
704 ± 137
[13]
A
[4] array · 14 items
[0]
Mo
[1]
mg kg−1
[2]
2.12 ± 0.82
[3]
B
[4]
5.14 ± 2.11
[5]
A
[6]
18.60 ± 8.28
[7]
A
[8]
1.32 ± 0.50
[9]
B
[10]
1.95 ± 0.75
[11]
B
[12]
10.28 ± 4.41
[13]
A
[5] array · 14 items
[0]
Cu
[1]
mg kg−1
[2]
9.5 ± 1.75
[3]
A
[4]
2.6 ± 2.47
[5]
B
[6]
11.5 ± 1.7
[7]
A
[8]
6.4 ± 1.95
[9]
B
[10]
4.8 ± 2.10
[11]
B
[12]
6.5 ± 1.94
[13]
B
[6] array · 14 items
[0]
Cr
[1]
mg kg−1
[2]
3.4 ± 1.06
[3]
B
[4]
13.2 ± 4.86
[5]
A
[6]
40.8 ± 17.0
[7]
A
[8]
2.2 ± 0.66
[9]
B
[10]
2.7 ± 0.82
[11]
B
[12]
22.0 ± 8.6
[13]
A
[7] array · 14 items
[0]
Mn
[1]
mg kg−1
[2]
66.5 ± 9.94
[3]
A
[4]
59.1 ± 9.27
[5]
A
[6]
27.8 ± 5.92
[7]
B
[8]
42.5 ± 7.62
[9]
B
[10]
31.66 ± 6.4
[11]
B
[12]
26.4 ± 5.74
[13]
B
[8] array · 14 items
[0]
Fe
[1]
mg kg−1
[2]
220 ± 68.9
[3]
B
[4]
667 ± 218
[5]
A
[6]
774 ± 255
[7]
A
[8]
200 ± 62.4
[9]
B
[10]
126 ± 38.5
[11]
B
[12]
575 ± 187
[13]
A
[9] array · 14 items
[0]
P
[1]
g kg−1
[2]
3.79 ± 0.30
[3]
A
[4]
3.94 ± 0.32
[5]
A
[6]
3.81 ± 0.30
[7]
A
[8]
1.82 ± 0.07
[9]
C
[10]
2.14 ± 0.10
[11]
B
[12]
2.25 ± 0.11
[13]
B
[10] array · 14 items
[0]
Mg
[1]
g kg−1
[2]
7.59 ± 0.26
[3]
A
[4]
7.30 ± 0.26
[5]
A
[6]
4.74 ± 0.26
[7]
C
[8]
6.53 ± 0.26
[9]
B
[10]
6.63 ± 0.26
[11]
B
[12]
4.56 ± 0.26
[13]
C
[11] array · 14 items
[0]
S
[1]
g kg−1
[2]
5.63 ± 0.78
[3]
A
[4]
6.80 ± 1.05
[5]
A
[6]
4.16 ± 0.48
[7]
A
[8]
2.49 ± 0.21
[9]
B
[10]
4.85 ± 0.61
[11]
A
[12]
4.91 ± 0.62
[13]
A
[12] array · 14 items
[0]
Ca
[1]
g kg−1
[2]
7.13 ± 0.21
[3]
A
[4]
5.83 ± 0.20
[5]
B
[6]
2.62 ± 0.17
[7]
D
[8]
4.2 ± 0.19
[9]
C
[10]
5.9 ± 0.20
[11]
B
[12]
2.91 ± 0.17
[13]
D
[13] array · 14 items
[0]
K
[1]
g kg−1
[2]
26.1 ± 1.40
[3]
C
[4]
22.1 ± 1.06
[5]
D
[6]
17.20 ± 0.70
[7]
E
[8]
35.7 ± 2.36
[9]
B
[10]
48.3 ± 3.91
[11]
A
[12]
37.1 ± 2.52
[13]
B
[14] array · 1 item
[0]
(B) ROOT
[15] array · 14 items
[0]
W
[1]
mg kg−1
[2]
< LOQ
[3]
B
[4]
619 ± 70.0
[5]
A
[6]
1,097 ± 361
[7]
A
[8]
< LOQ
[9]
B
[10]
436 ± 23.2
[11]
A
[12]
1,021 ± 263
[13]
A
[16] array · 14 items
[0]
Mo
[1]
mg kg−1
[2]
5.39 ± 1.27
[3]
A
[4]
2.47 ± 1.69
[5]
A
[6]
7.19 ± 2.31
[7]
A
[8]
2.21 ± 1.07
[9]
A
[10]
3.48 ± 1.05
[11]
A
[12]
4.88 ± 2.23
[13]
A
[17] array · 14 items
[0]
Cu
[1]
mg kg−1
[2]
14.2 ± 4.49
[3]
B
[4]
11.9 ± 4.48
[5]
B
[6]
72.1 ± 14.3
[7]
A
[8]
20.7 ± 5.71
[9]
B
[10]
32.7 ± 7.67
[11]
B
[12]
36.4 ± 8.22
[13]
B
[18] array · 14 items
[0]
Cr
[1]
mg kg−1
[2]
33.4 ± 7.21
[3]
A
[4]
25.1 ± 4.85
[5]
A
[6]
56.9 ± 20.7
[7]
A
[8]
14.6 ± 1.66
[9]
B
[10]
24.9 ± 4.28
[11]
A
[12]
50.9 ± 15.2
[13]
A
[19] array · 14 items
[0]
Mn
[1]
mg kg−1
[2]
48.2 ± 5.98
[3]
B
[4]
56.9 ± 7.91
[5]
B
[6]
60.2 ± 8.39
[7]
B
[8]
42.1 ± 5.20
[9]
B
[10]
101 ± 12.8
[11]
A
[12]
52.9 ± 6.57
[13]
B
[20] array · 14 items
[0]
Fe
[1]
g kg−1
[2]
2.20 ± 0.34
[3]
A
[4]
1.27 ± 0.16
[5]
B
[6]
2.12 ± 0.36
[7]
A
[8]
0.95 ± 0.09
[9]
B
[10]
1.02 ± 0.10
[11]
B
[12]
1.43 ± 0.17
[13]
B
[21] array · 14 items
[0]
P
[1]
g kg−1
[2]
2.56 ± 0.17
[3]
C
[4]
4.64 ± 0.44
[5]
A
[6]
3.71 ± 0.31
[7]
B
[8]
1.58 ± 0.08
[9]
D
[10]
3.16 ± 0.24
[11]
B
[12]
3.50 ± 0.28
[13]
B
[22] array · 14 items
[0]
Mg
[1]
g kg−1
[2]
5.54 ± 0.56
[3]
A
[4]
2.95 ± 0.39
[5]
B
[6]
2.31 ± 0.35
[7]
B
[8]
5.65 ± 0.57
[9]
A
[10]
4.06 ± 0.45
[11]
A
[12]
2.93 ± 0.38
[13]
B
[23] array · 14 items
[0]
S
[1]
g kg−1
[2]
6.03 ± 0.44
[3]
A
[4]
7.14 ± 0.55
[5]
A
[6]
2.89 ± 0.18
[7]
C
[8]
6.28 ± 0.47
[9]
A
[10]
6.27 ± 0.46
[11]
A
[12]
3.80 ± 0.25
[13]
B
[24] array · 14 items
[0]
Ca
[1]
g kg−1
[2]
7.99 ± 0.80
[3]
B
[4]
9.73 ± 0.61
[5]
B
[6]
9.69 ± 0.61
[7]
B
[8]
13.5 ± 0.34
[9]
A
[10]
10.3 ± 0.56
[11]
B
[12]
9.98 ± 0.58
[13]
B
[25] array · 14 items
[0]
K
[1]
g kg−1
[2]
15.6 ± 1.44
[3]
C
[4]
19.5 ± 1.80
[5]
B
[6]
8.32 ± 0.77
[7]
D
[8]
38.7 ± 3.55
[9]
A
[10]
33.1 ± 3.04
[11]
A
[12]
13.4 ± 1.24
[13]
C
locator
section[20]/table-wrap[1]#T1
[3] object · 16 fields
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asset:table:pmid:31001297:2
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jats-table
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application/vnd.jats.table+json
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read_table
reader_status
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section[26]/table-wrap[1]#T2
version
null
note
List of significantly changed proteins in both organs (roots, nodules) and N regimes (N fix: week 2&3 0. 25 mM KNO3 & week 4–7 zero N; N fed: week 2–7 10 mM KNO3) between control and high tungsten (0.5 mM W, supplied as sodium tungstate) that show the same trend and were included in PC1 of their respective organ.
structure object · 5 fields
pmcid
PMC6454624
section_index
26
section_title
Overall Response
row_count
27
column_count
17
table object · 8 fields
label
Table 2
caption
List of significantly changed proteins in both organs (roots, nodules) and N regimes (N fix: week 2&3 0. 25 mM KNO3 & week 4–7 zero N; N fed: week 2–7 10 mM KNO3) between control and high tungsten (0.5 mM W, supplied as sodium tungstate) that show the same trend and were included in PC1 of their respective organ.
rows array · 27 items
[0] array · 7 items
[0]
[1]
[2]
[3]
[4]
[5]
N fix
[6]
N fed
[1] array · 7 items
[0]
ORGAN
[1]
Uniprot ID
[2]
Proteotypic evaluation
[3]
Mercator categories
[4]
Annotation (UniprotKB/Uniref100)
[5]
ztrans LFQ int.
[6]
ztrans LFQ int.
[2] array · 17 items
[0]
[1]
[2]
[3]
[4]
[5]
C
[6]
W 500
[7]
ratio
[8]
p-value
[9]
BH adj. p-value
[10]
sig.
[11]
C
[12]
W 500
[13]
ratio
[14]
p-value
[15]
BH adj. p-value
[16]
sig.
[3] array · 17 items
[0]
ROOT
[1]
C6SYB8
[2]
x
[3]
stress
[4]
Stress-basic secretory protein PR
[5]
−0.8
[6]
0.5
[7]
0.08
[8]
0.02
[9]
0.12
[10]
*
[11]
−0.8
[12]
1.2
[13]
0.06
[14]
0.00
[15]
0.01
[16]
***
[4] array · 17 items
[0]
NODULE
[1]
C6SYB8
[2]
x
[3]
stress
[4]
Stress-basic secretory protein PR
[5]
−1.1
[6]
1.0
[7]
0.06
[8]
0.04
[9]
0.19
[10]
*
[11]
−0.6
[12]
0.7
[13]
0.30
[14]
0.19
[15]
1.00
[16]
[5] array · 17 items
[0]
ROOT
[1]
C6T3A2
[2]
[3]
stress
[4]
SAM22
[5]
−0.8
[6]
0.6
[7]
0.21
[8]
0.02
[9]
0.12
[10]
*
[11]
−0.9
[12]
1.1
[13]
0.13
[14]
0.00
[15]
0.02
[16]
***
[6] array · 17 items
[0]
NODULE
[1]
C6T3A2
[2]
[3]
stress
[4]
SAM22
[5]
−0.7
[6]
1.4
[7]
0.00
[8]
0.05
[9]
0.23
[10]
*
[11]
−0.7
[12]
0.1
[13]
0.03
[14]
0.66
[15]
1.00
[16]
[7] array · 17 items
[0]
ROOT
[1]
C7S8D4
[2]
[3]
stress
[4]
Germin-like protein subfamily 1 member 7
[5]
−0.9
[6]
1.0
[7]
0.01
[8]
0.00
[9]
0.03
[10]
**
[11]
−0.9
[12]
0.7
[13]
0.01
[14]
0.01
[15]
0.07
[16]
**
[8] array · 17 items
[0]
NODULE
[1]
C7S8D4
[2]
[3]
stress
[4]
Germin-like protein subfamily 1 member 7
[5]
−0.7
[6]
1.4
[7]
0.17
[8]
0.02
[9]
0.13
[10]
*
[11]
−0.7
[12]
0.0
[13]
0.36
[14]
0.56
[15]
1.00
[16]
[9] array · 17 items
[0]
ROOT
[1]
I1J7M4
[2]
(X)
[3]
peroxidases (GST)
[4]
Peroxidase P7
[5]
−0.8
[6]
0.5
[7]
0.02
[8]
0.10
[9]
0.33
[10]
[11]
−0.8
[12]
1.2
[13]
0.01
[14]
0.01
[15]
0.06
[16]
**
[10] array · 17 items
[0]
NODULE
[1]
I1J7M4
[2]
(X)
[3]
peroxidases (GST)
[4]
Peroxidase P7
[5]
−0.8
[6]
1.3
[7]
0.04
[8]
0.00
[9]
0.00
[10]
***
[11]
−0.7
[12]
0.2
[13]
0.15
[14]
0.01
[15]
0.50
[16]
*
[11] array · 17 items
[0]
ROOT
[1]
I1K6M2
[2]
(X)
[3]
stress
[4]
Protein P21-like
[5]
−0.8
[6]
1.0
[7]
0.05
[8]
0.00
[9]
0.03
[10]
**
[11]
−0.9
[12]
0.8
[13]
0.02
[14]
0.00
[15]
0.04
[16]
**
[12] array · 17 items
[0]
NODULE
[1]
I1K6M2
[2]
(X)
[3]
stress
[4]
Protein P21-like
[5]
−0.8
[6]
1.4
[7]
0.08
[8]
0.01
[9]
0.08
[10]
**
[11]
−0.7
[12]
0.1
[13]
0.21
[14]
0.42
[15]
1.00
[16]
[13] array · 17 items
[0]
ROOT
[1]
I1KW54
[2]
[3]
protease inhibitor
[4]
Kunitz-trypsin inhibitor
[5]
−0.8
[6]
0.7
[7]
0.02
[8]
0.01
[9]
0.10
[10]
*
[11]
−0.9
[12]
1.1
[13]
0.01
[14]
0.00
[15]
0.03
[16]
**
[14] array · 17 items
[0]
NODULE
[1]
I1KW54
[2]
[3]
protease inhibitor
[4]
Kunitz-trypsin inhibitor
[5]
−0.8
[6]
0.7
[7]
0.10
[8]
0.07
[9]
0.28
[10]
[11]
−0.9
[12]
1.0
[13]
0.02
[14]
0.01
[15]
0.39
[16]
**
[15] array · 17 items
[0]
ROOT
[1]
I1L927
[2]
[3]
stress
[4]
Thaumatin-like protein 1a
[5]
−0.9
[6]
1.1
[7]
0.00
[8]
0.00
[9]
0.05
[10]
**
[11]
−0.9
[12]
0.6
[13]
0.00
[14]
0.02
[15]
0.15
[16]
*
[16] array · 17 items
[0]
NODULE
[1]
I1L927
[2]
[3]
stress
[4]
Thaumatin-like protein 1a
[5]
−0.7
[6]
1.4
[7]
0.13
[8]
0.00
[9]
0.02
[10]
**
[11]
−0.7
[12]
0.0
[13]
0.33
[14]
0.35
[15]
1.00
[16]
[17] array · 17 items
[0]
ROOT
[1]
I1LEI5
[2]
[3]
stress
[4]
Stress-basic secretory protein PR
[5]
−0.9
[6]
0.9
[7]
0.07
[8]
0.01
[9]
0.06
[10]
**
[11]
−0.9
[12]
0.8
[13]
0.07
[14]
0.01
[15]
0.08
[16]
**
[18] array · 17 items
[0]
NODULE
[1]
I1LEI5
[2]
[3]
stress
[4]
Stress-basic secretory protein PR
[5]
−1.0
[6]
0.3
[7]
0.15
[8]
0.23
[9]
0.60
[10]
[11]
−0.6
[12]
1.3
[13]
0.23
[14]
0.03
[15]
0.71
[16]
*
[19] array · 17 items
[0]
ROOT
[1]
I1MI59
[2]
x
[3]
protease inhibitor
[4]
Kunitz-trypsin inhibitor
[5]
−0.9
[6]
0.9
[7]
0.02
[8]
0.00
[9]
0.00
[10]
***
[11]
−0.9
[12]
0.8
[13]
0.01
[14]
0.00
[15]
0.00
[16]
***
[20] array · 17 items
[0]
NODULE
[1]
I1MI59
[2]
x
[3]
protease inhibitor
[4]
Kunitz-trypsin inhibitor
[5]
−0.8
[6]
1.3
[7]
0.00
[8]
0.00
[9]
0.00
[10]
***
[11]
−0.8
[12]
0.3
[13]
0.01
[14]
0.00
[15]
0.04
[16]
***
[21] array · 17 items
[0]
ROOT
[1]
I1MV71
[2]
x
[3]
cell wall
[4]
Expansin-like B1
[5]
−0.8
[6]
0.4
[7]
0.01
[8]
0.00
[9]
0.00
[10]
***
[11]
−0.8
[12]
1.2
[13]
0.00
[14]
0.00
[15]
0.00
[16]
***
[22] array · 17 items
[0]
NODULE
[1]
I1MV71
[2]
x
[3]
cell wall
[4]
Expansin-like B1
[5]
−0.8
[6]
1.3
[7]
0.03
[8]
0.00
[9]
0.00
[10]
***
[11]
−0.8
[12]
0.3
[13]
0.02
[14]
0.00
[15]
0.00
[16]
***
[23] array · 17 items
[0]
ROOT
[1]
K7KJM5
[2]
x
[3]
metal handling
[4]
Polyphenol oxidase
[5]
−0.9
[6]
0.7
[7]
0.07
[8]
0.01
[9]
0.08
[10]
**
[11]
−0.8
[12]
1.0
[13]
0.08
[14]
0.00
[15]
0.03
[16]
**
[24] array · 17 items
[0]
NODULE
[1]
K7KJM5
[2]
x
[3]
metal handling
[4]
Polyphenol oxidase
[5]
−0.7
[6]
0.0
[7]
0.33
[8]
0.70
[9]
1.00
[10]
[11]
−0.7
[12]
1.4
[13]
0.15
[14]
0.02
[15]
0.65
[16]
*
[25] array · 17 items
[0]
ROOT
[1]
Q9XFI8
[2]
[3]
peroxidases
[4]
Peroxidase 4
[5]
−0.8
[6]
0.3
[7]
0.09
[8]
0.10
[9]
0.32
[10]
[11]
−0.8
[12]
1.3
[13]
0.04
[14]
0.00
[15]
0.02
[16]
***
[26] array · 17 items
[0]
NODULE
[1]
Q9XFI8
[2]
[3]
peroxidases
[4]
Peroxidase 4
[5]
−0.9
[6]
0.6
[7]
0.07
[8]
0.00
[9]
0.02
[10]
***
[11]
−0.8
[12]
1.1
[13]
0.09
[14]
0.00
[15]
0.02
[16]
***
locator
section[26]/table-wrap[1]#T2
gaps array · 2 items
[0]
asset:data:geo:PXD010877 not downloaded
[1]
asset:data:geo:PXD010877 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
band
verbatim
quote
An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio.
[1] object · 10 fields
id
method-2
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
principal component analysis
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
PXD010877
resolved_accessions array · 1 item
[0]
PXD010877
statements array · 1 item
[0]
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.
basis
The paper names PXD010877 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 4 items
[0]
source:pmid:31001297
[1]
data:geo:PXD010877
[2]
asset:table:pmid:31001297:1
[3]
asset:table:pmid:31001297:2
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:PXD010877
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:14:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
89345
completion_tokens
1077
cached_tokens
792
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:31001297
type
paper
label
pmid:31001297
[1] object · 3 fields
id
source:pmid:31001297
type
manuscript
label
PMID 31001297 full text
[2] object · 3 fields
id
data:geo:PXD010877
type
dataset
label
GEO PXD010877
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:31001297
type
paper
label
pmid:31001297
[1] object · 3 fields
id
source:pmid:31001297
type
manuscript
label
PMID 31001297 full text
[2] object · 3 fields
id
data:geo:PXD010877
type
dataset
label
GEO PXD010877
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31001297
type
extraction
used array · 1 item
[0]
source:pmid:31001297
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD010877
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD010877
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:31001297
parent_hash
sha256:4747ac17f31470ba15e421b0eff17998545a34afbfeccf85e3ebfe2375850244
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:PXD010877 licence not read
[1]
asset:data:geo:PXD010877 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31001297", "kind": "science-record", "revision": 8, "content_hash": "sha256:6e9bbd9fa7ef8875201f814d6ec8c0ae84cbf006c210613d294c4a6f49c42dc5", "created_at": "2026-11-01T15:40:44Z", "updated_at": "2026-11-01T22:43:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Molecular Mechanisms of Tungsten Toxicity Differ for Glycine max Depending on Nitrogen Regime.", "doi": "10.3389/fpls.2019.00367", "pmid": "31001297", "authors": ["Julian Preiner", "Stefanie Wienkoop", "Wolfram Weckwerth", "Eva Oburger"], "journal": "Frontiers in plant science", "year": 2019, "abstract": "Tungsten (W) finds increasing application in military, aviation and household appliance industry, opening new paths into the environment. Since W shares certain chemical properties with the essential plant micronutrient molybdenum (Mo), it is proposed to inhibit enzymatic activity of molybdoenzymes [e.g., nitrate reductase (NR)] by replacing the Mo-ion bound to the co-factor. Recent studies suggest that W, much like other heavy metals, also exerts toxicity on its own. To create a comprehensive picture of tungsten stress, this study investigated the effects of W on growth and metabolism of soybean (Glycine max), depending on plant nitrogen regime [nitrate fed (N fed) vs. symbiotic N2 fixation (N fix)] by combining plant physiological data (biomass production, starch and nutrient content, N2 fixation, nitrate reductase activity) with root and nodule proteome data. Irrespective of N regime, NR activity and total N decreased with increasing W concentrations. Nodulation and therefore also N2 fixation strongly declined at high W concentrations, particularly in N fix plants. However, N2 fixation rate (g N fixed g-1 nodule dwt) remained unaffected by increasing W concentrations. Proteomic analysis revealed a strong decline in leghemoglobin and nitrogenase precursor levels (NifD), as well as an increase in abundance of proteins involved in secondary metabolism in N fix nodules. Taken together this indicates that, in contrast to the reported direct inhibition of NR, N2 fixation appears to be indirectly inhibited by a decrease in nitrogenase synthesis due to W induced changes in nodule oxygen levels of N fix plants. Besides N metabolism, plants exhibited a strong reduction of shoot (both N regimes) and root (N fed only) biomass, an imbalance in nutrient levels and a failure of carbon metabolic pathways accompanied by an accumulation of starch at high tungsten concentrations, independent of N-regime. Proteomic data (available via ProteomeXchange with identifier PXD010877) demonstrated that the response to high W concentrations was independent of nodule functionality and dominated by several peroxidases and other general stress related proteins. Based on an evaluation of several W responsive proteotypic peptides, we identified a set of protein markers of W stress and possible targets for improved stress tolerance.", "claims": [{"id": "claim-method", "statement": "An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31001297", "locator": "sections[14] \"Statistical Analysis and Data Mining\" paragraph 3", "quote": "An analysis of variance (ANOVA) followed by a Tukey HSD post hoc test, indicating a statistical significant difference at p < 0.05, was performed using R-studio."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31001297", "locator": "sections[38] \"Data Availability\" paragraph 2", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (Vizcaíno et al., 2016) partner repository (https://www.ebi.ac.uk/pride/archive/) with the dataset identifier PXD010877."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:31001297"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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(control, 0.1, 0.5 mM W supplied as sodium tungstate) and under differing nitrogen supply regimes (N fix: week 2&3 0. 25 mM KNO3 & week 4-7 zero N; N fed: week 2–7 10 mM KNO3).", "rows": [["", "unit", "N fix", "N fix", "N fix", "N fed", "N fed", "N fed"], ["", "", "Control", "0.1 mM W", "0.5 mM W", "Control", "0.1 mM W", "0.5 mM W"], ["(A) SHOOT"], ["W", "mg kg−1", "< LOQ", "B", "379 ± 80.1", "A", "535 ± 108", "A", "< LOQ", "B", "446 ± 92.2", "A", "704 ± 137", "A"], ["Mo", "mg kg−1", "2.12 ± 0.82", "B", "5.14 ± 2.11", "A", "18.60 ± 8.28", "A", "1.32 ± 0.50", "B", "1.95 ± 0.75", "B", "10.28 ± 4.41", "A"], ["Cu", "mg kg−1", "9.5 ± 1.75", "A", "2.6 ± 2.47", "B", "11.5 ± 1.7", "A", "6.4 ± 1.95", "B", "4.8 ± 2.10", "B", "6.5 ± 1.94", "B"], ["Cr", "mg kg−1", "3.4 ± 1.06", "B", "13.2 ± 4.86", "A", "40.8 ± 17.0", "A", "2.2 ± 0.66", "B", "2.7 ± 0.82", "B", "22.0 ± 8.6", "A"], ["Mn", "mg kg−1", "66.5 ± 9.94", "A", "59.1 ± 9.27", "A", "27.8 ± 5.92", "B", "42.5 ± 7.62", "B", "31.66 ± 6.4", "B", 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