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pmid:34276718

Comparative Label-Free Quantitative Proteomics Analysis Reveals the Essential Roles of N-Glycans in Salt Tolerance by Modulating Protein Abundance in Arabidopsis.

Chuanfa Liu · Guanting Niu · Xiaowen Li · Huchen Zhang · Huawei Chen · Dongxia Hou · Ping Lan · Zhi Hong

Frontiers in plant science · 2021 doi:10.3389/fpls.2021.646425

Paper

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
id
pmid:34276718
kind
science-record
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sha256:f429a59ae839e8f030d7cf310c5f7ff1a17e8dbc004d9bf241b5dc60d38322ec
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:44Z
updated_at
2026-11-01T21:25:48Z
generator object · 2 fields
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corpus-assay-engine
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paper object · 10 fields
state
complete
title
Comparative Label-Free Quantitative Proteomics Analysis Reveals the Essential Roles of N-Glycans in Salt Tolerance by Modulating Protein Abundance in Arabidopsis.
doi
10.3389/fpls.2021.646425
pmid
34276718
authors array · 8 items
[0]
Chuanfa Liu
[1]
Guanting Niu
[2]
Xiaowen Li
[3]
Huchen Zhang
[4]
Huawei Chen
[5]
Dongxia Hou
[6]
Ping Lan
[7]
Zhi Hong
journal
Frontiers in plant science
year
2021
abstract
Many pieces of evidence show that the adaptive response of plants to salt stress requires the maturation of N-glycan on associated proteins. However, it is still little known about the salt-responsive glycoproteins that function in this process. In the present study, we identified salt-responsive glycoproteins in wild-type (WT) Arabidopsis and two mutants defective in N-glycan maturation, mns1 mns2 and cgl1. A total of 97 proteins with abundance changes of >1.5- or <0.67-fold were identified against salt stress by label-free liquid chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparison of differentially abundant glycoproteins (DAGs) indicated the substrate preferences regulated by MNS1/MNS2 and CGL1. In addition, the DAGs in mns1 mns2 hardly form functional regulatory networks in STRING analysis. Comparably, the regulatory network in cgl1 was visible and shared overlapping with that in WT. Such difference may supply the evidence to partially explain the lower salt sensitivity of mutant cgl1 than mns1 mns2. We further confirmed that two N-glycosylation clients, peroxidases PRX32 and PRX34, were involved in the salt stress response since the double mutants showed enhanced salt sensitivity. Together, our study provided proteomic evidence that N-glycans are crucial for modulating stress-responsive protein levels, and several novel glycoproteins responsible for salt stress tolerance in Arabidopsis were listed. Data are available via ProteomeXchange with identifier PXD006893.
claims array · 2 items
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claim-method
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**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test).
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methodological
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null
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source:pmid:34276718
locator
sections[21] "Biological Validation of Quantitative Proteomics Results" paragraph 4
quote
**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.
kind
methodological
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null
evidence array · 1 item
[0] object · 3 fields
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sections[23] "Data Availability Statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.
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experiment object · 8 fields
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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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source:pmid:34276718
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[0]
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 source data with its repository provenance
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run_analysis
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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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data:geo:PXD006893
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the replicated result and its comparison
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source:pmid:34276718
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https://doi.org/10.3389/fpls.2021.646425
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10.3389/fpls.2021.646425
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Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC8283305
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europe_pmc_fulltext
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rendered_section_body
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data:geo:PXD006893
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD006893
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The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.
structure object · 15 fields
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GEO accession URL
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The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.
access_statement_kind
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sample_accessions array · 0 items
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title
Arabidopsis thaliana seedling lectin enriched LC-MS
resolution_checked_at
2026-10-31T18:35:55Z
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Statistical analysis of differentially abundant N-glycopeptides and N-glycoproteins in response to salt stress.
structure object · 5 fields
pmcid
PMC8283305
section_index
18
section_title
Global Changes of Protein Abundance in Response to Salt Stress
row_count
5
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7
table object · 8 fields
label
Table 1
caption
Statistical analysis of differentially abundant N-glycopeptides and N-glycoproteins in response to salt stress.
rows array · 5 items
[0] array · 3 items
[0]
NaCl: control
[1]
# of quantified
[2]
# of regulated (fold changes > 1.5, p < 0.05)
[1] array · 4 items
[0]
N-glyco-peptides
[1]
N-glyco-proteins
[2]
N-glycopeptides*
[3]
N-glycoproteins*
[2] array · 7 items
[0]
WT
[1]
163
[2]
141
[3]
40 ↑
[4]
4 ↓
[5]
32 ↑
[6]
5 ↓
[3] array · 7 items
[0]
mns1 mns2
[1]
340
[2]
236
[3]
36 ↑
[4]
17 ↓
[5]
33 ↑
[6]
12 ↓
[4] array · 7 items
[0]
cgl1-3
[1]
294
[2]
207
[3]
12 ↑
[4]
51 ↓
[5]
13 ↑
[6]
29 ↓
locator
section[18]/table-wrap[1]#tab1
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asset:table:pmid:34276718:2
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jats-table
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8432
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read_table
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available
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section[18]/table-wrap[2]#tab2
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null
note
Differentially abundant glycoproteins were identified in the WT, mns1 mns2, and cgl1-3 in response to salt stress.
structure object · 5 fields
pmcid
PMC8283305
section_index
18
section_title
Global Changes of Protein Abundance in Response to Salt Stress
row_count
109
column_count
5
table object · 8 fields
label
Table 2
caption
Differentially abundant glycoproteins were identified in the WT, mns1 mns2, and cgl1-3 in response to salt stress.
rows array · 109 items
[0] array · 5 items
[0]
Accession number
[1]
Protein descriptions
[2]
Ratio* (T/NT)
[3]
Ratio* (D/ND)
[4]
Ratio* (C/NC)
[1] array · 1 item
[0]
Post-translational modification, protein folding, and chaperones (10)
[2] array · 5 items
[0]
AT1G56340
[1]
Calreticulin 1a, CRT1a
[2]
2.14 ± 0.19
[3]
-
[4]
-
[3] array · 5 items
[0]
AT1G09210
[1]
Calreticulin 1b, CRT1b
[2]
0.13 ± 0.02
[3]
-
[4]
-
[4] array · 5 items
[0]
AT2G38960
[1]
Endoplasmic reticulum oxidoreductins 2, ERO2
[2]
2.17 ± 0.03
[3]
-
[4]
-
[5] array · 5 items
[0]
AT3G07770
[1]
Heat shock protein 89.1, Hsp89.1
[2]
-
[3]
3.60 ± 1.30
[4]
-
[6] array · 5 items
[0]
AT3G54960
[1]
PDIL1-3, a protein disulfide isomerase-like protein
[2]
1.91 ± 0.28
[3]
-
[4]
-
[7] array · 5 items
[0]
AT4G27080
[1]
PDI-like 5-4, PDI7, PDIL5-4
[2]
-
[3]
-
[4]
0.24 ± 0.03
[8] array · 5 items
[0]
AT5G19690
[1]
Staurosporin and temperature sensitive 3-like A, STT3A
[2]
2.03 ± 0.22
[3]
0.56 ± 0.05
[4]
0.26 ± 0.05
[9] array · 5 items
[0]
AT1G76400
[1]
Ribophorin I, an oligosaccharyl transferase subunit
[2]
2.23 ± 0.47
[3]
-
[4]
-
[10] array · 5 items
[0]
AT1G67490
[1]
Glucosidase 1, GCS1, KNF
[2]
-
[3]
2.54 ± 0.28
[4]
-
[11] array · 5 items
[0]
AT1G71220
[1]
UDP-glucose:glycoprotein glucosyltransferases, EBS1
[2]
2.78 ± 0.71
[3]
-
[4]
0.41 ± 0.18
[12] array · 1 item
[0]
Carbohydrate metabolism and energy production (16)
[13] array · 5 items
[0]
AT3G26650
[1]
GAPDH A subunit, GAPA
[2]
0.29 ± 0.16
[3]
-
[4]
0.25 ± 0.02
[14] array · 5 items
[0]
AT1G42970
[1]
GAPDH B subunit, GAPB
[2]
-
[3]
-
[4]
0.37 ± 0.17
[15] array · 5 items
[0]
AT1G09780
[1]
Phosphoglycerate mutase
[2]
0.32 ± 0.16
[3]
-
[4]
-
[16] array · 5 items
[0]
ATCG00680
[1]
Photosystem II reaction center protein B, PSBB
[2]
0.32 ± 0.10
[3]
-
[4]
0.08 ± 0.00
[17] array · 5 items
[0]
ATCG00480
[1]
ATP synthase subunit beta, ATPB
[2]
-
[3]
3.39 ± 0.38
[4]
-
[18] array · 5 items
[0]
AT2G28470
[1]
Beta-galactosidase 8, BGAL8
[2]
2.67 ± 0.13
[3]
-
[4]
0.34 ± 0.20
[19] array · 5 items
[0]
AT5G63810
[1]
Beta-galactosidase 10, BGAL10
[2]
1.85 ± 0.11
[3]
-
[4]
0.42 ± 0.13
[20] array · 5 items
[0]
AT5G13640
[1]
Phospholipid:diacylglycerol acyltransferase, PDAT
[2]
2.19 ± 0.30
[3]
-
[4]
-
[21] array · 5 items
[0]
AT1G66970
[1]
SVL2, a member of GDPD-like family
[2]
-
[3]
-
[4]
0.27 ± 0.17
[22] array · 5 items
[0]
AT1G74380
[1]
Xyloglucan xylosyltransferase 5, XXT5
[2]
-
[3]
0.52 ± 0.06
[4]
0.28 ± 0.02
[23] array · 5 items
[0]
AT3G26720
[1]
Glycosyl hydrolase family 38 protein
[2]
-
[3]
-
[4]
0.52 ± 0.12
[24] array · 5 items
[0]
AT2G44450
[1]
Beta glucosidase 15, BGLU15
[2]
-
[3]
0.23 ± 0.09
[4]
-
[25] array · 5 items
[0]
AT1G52400
[1]
Beta glucosidase 18, BGLU18
[2]
2.57 ± 0.37
[3]
2.21 ± 0.59
[4]
-
[26] array · 5 items
[0]
AT3G18080
[1]
B-S glucosidase 44, BGLU44
[2]
-
[3]
3.36 ± 0.36
[4]
0.25 ± 0.02
[27] array · 5 items
[0]
AT1G65590
[1]
Beta-hexosaminidase 3, HEXO3
[2]
-
[3]
-
[4]
4.63 ± 0.97
[28] array · 5 items
[0]
AT1G07230
[1]
Non-specific phospholipase C1, NPC1
[2]
-
[3]
4.31 ± 0.71
[4]
-
[29] array · 1 item
[0]
Putative uncharacterized protein (14)
[30] array · 5 items
[0]
AT5G14030
[1]
TRAPB family protein
[2]
0.54 ± 0.11
[3]
0.49 ± 0.10
[4]
-
[31] array · 5 items
[0]
AT5G15350
[1]
Early nodulin-like protein 17, ENODL17
[2]
1.52 ± 0.02
[3]
-
[4]
-
[32] array · 5 items
[0]
AT4G12880
[1]
Early nodulin-like protein 19, ENODL19
[2]
-
[3]
1.55 ± 0.03
[4]
-
[33] array · 5 items
[0]
AT3G62730
[1]
Unknown protein, desiccation-like protein
[2]
3.99 ± 0.41
[3]
-
[4]
-
[34] array · 5 items
[0]
AT2G12400
[1]
Unknown protein, plasma membrane fusion protein
[2]
4.22 ± 0.60
[3]
-
[4]
-
[35] array · 5 items
[0]
AT1G19370
[1]
Unknown protein, membrane protein
[2]
-
[3]
0.07 ± 0.00
[4]
-
[36] array · 5 items
[0]
AT5G58100
[1]
Unknown protein, transmembrane protein
[2]
-
[3]
0.28 ± 0.05
[4]
-
[37] array · 5 items
[0]
AT3G56750
[1]
Unknown protein, transferase activity
[2]
-
[3]
2.38 ± 0.23
[4]
-
[38] array · 5 items
[0]
AT1G05070
[1]
Protein of unknown function (DUF1068)
[2]
-
[3]
1.76 ± 0.15
[4]
-
[39] array · 5 items
[0]
AT2G01310
[1]
Hypothetical protein
[2]
-
[3]
-
[4]
3.60 ± 0.32
[40] array · 5 items
[0]
AT3G13410
[1]
2-C-methyl-D-erythritol 4-phosphate cytidylyltransferase
[2]
-
[3]
2.23 ± 0.35
[4]
-
[41] array · 5 items
[0]
AT1G10950
[1]
Transmembrane nine 1, TMN1
[2]
-
[3]
-
[4]
0.21 ± 0.15
[42] array · 5 items
[0]
AT1G09870
[1]
Histidine acid phosphatase family protein
[2]
-
[3]
1.59 ± 0.26
[4]
-
[43] array · 5 items
[0]
AT1G17100
[1]
HBP1, SOUL heme-binding family protein
[2]
-
[3]
2.30 ± 0.03
[4]
1.59 ± 0.16
[44] array · 1 item
[0]
Protein transport and metabolism (9)
[45] array · 5 items
[0]
AT2G35780
[1]
Serine carboxypeptidase-like 26, SCPL26
[2]
1.67 ± 0.37
[3]
-
[4]
-
[46] array · 5 items
[0]
AT5G23210
[1]
Serine carboxypeptidase-like 34, SCPL34
[2]
-
[3]
2.83 ± 0.96
[4]
-
[47] array · 5 items
[0]
AT2G33530
[1]
Serine carboxypeptidase-like 46, SCPL46
[2]
-
[3]
1.86 ± 0.23
[4]
0.62 ± 0.09
[48] array · 5 items
[0]
AT1G78680
[1]
Gamma-glutamyl hydrolase 2, GGH2
[2]
2.73 ± 0.71
[3]
-
[4]
-
[49] array · 5 items
[0]
AT3G62020
[1]
Germin-like protein 10, GLP10
[2]
3.74 ± 0.59
[3]
3.85 ± 1.27
[4]
3.56 ± 0.06
[50] array · 5 items
[0]
AT1G59970
[1]
Matrixin family protein
[2]
-
[3]
0.55 ± 0.00
[4]
0.60 ± 0.04
[51] array · 5 items
[0]
AT1G13900
[1]
PAP2, a dual-localized acid phosphatase that modulates protein targeting to mitochondrion
[2]
3.77 ± 0.01
[3]
2.27 ± 0.45
[4]
0.47 ± 0.16
[52] array · 5 items
[0]
AT3G52850
[1]
Vacuolar sorting receptor homolog 1, VSR1
[2]
-
[3]
3.22 ± 0.68
[4]
-
[53] array · 5 items
[0]
AT4G20110
[1]
Vacuolar sorting receptor 7, VSR7
[2]
-
[3]
2.55 ± 0.02
[4]
-
[54] array · 1 item
[0]
Defense response (11)
[55] array · 5 items
[0]
AT1G79340
[1]
Metacaspase 4, MC4, MCP2d
[2]
2.02 ± 0.32
[3]
3.17 ± 0.40
[4]
-
[56] array · 5 items
[0]
AT1G52410
[1]
TSK-associating protein 1, TSA1
[2]
2.88 ± 0.63
[3]
-
[4]
-
[57] array · 5 items
[0]
AT2G39730
[1]
Rubisco activase, RCA
[2]
3.02 ± 0.05
[3]
-
[4]
-
[58] array · 5 items
[0]
AT5G06860
[1]
Polygalacturonase inhibiting protein 1, PGIP1
[2]
-
[3]
-
[4]
0.49 ± 0.04
[59] array · 5 items
[0]
AT5G06870
[1]
Polygalacturonase inhibiting protein 2, PGIP2
[2]
-
[3]
3.53 ± 0.70
[4]
-
[60] array · 5 items
[0]
AT3G11650
[1]
NDR1/HIN1-like 2, NHL2
[2]
-
[3]
-
[4]
1.59 ± 0.11
[61] array · 5 items
[0]
AT5G37780
[1]
CAM1, calmodulin 1
[2]
-
[3]
-
[4]
11.11 ± 2.63
[62] array · 5 items
[0]
AT5G26000
[1]
Thioglucoside glucohydrolase 1, TGG1, BGLU38
[2]
1.80 ± 0.17
[3]
-
[4]
-
[63] array · 5 items
[0]
AT5G25980
[1]
Glucoside glucohydrolase 2, TGG2, BGLU37
[2]
-
[3]
2.84 ± 0.34
[4]
-
[64] array · 5 items
[0]
AT3G14210
[1]
Epithiospecifier modifier 1, ESM1
[2]
2.13 ± 0.24
[3]
1.50 ± 0.17
[4]
-
[65] array · 5 items
[0]
AT1G08470
[1]
Strictosidine synthase-like 3, SSL3
[2]
-
[3]
-
[4]
0.43 ± 0.15
[66] array · 1 item
[0]
Cell wall biosynthesis and modification (14)
[67] array · 5 items
[0]
AT5G49720
[1]
Endo-1,4-glucanase, GH9A1, KORRIGAN/RSW2
[2]
2.13 ± 0.15
[3]
-
[4]
0.28 ± 0.15
[68] array · 5 items
[0]
AT3G14310
[1]
Pectin methylesterase 3, PME3
[2]
-
[3]
-
[4]
2.45 ± 0.43
[69] array · 5 items
[0]
AT4G33220
[1]
Pectin methylesterase 44, PME44
[2]
-
[3]
2.32 ± 0.43
[4]
-
[70] array · 5 items
[0]
AT2G35610
[1]
Xyloglucanase 113, XEG113
[2]
-
[3]
0.27 ± 0.02
[4]
-
[71] array · 5 items
[0]
AT4G37800
[1]
Xyloglucan endotransglucosylase/hydrolase 7, XTH7
[2]
-
[3]
0.10 ± 0.03
[4]
-
[72] array · 5 items
[0]
AT3G16860
[1]
COBRA-like protein 8 precursor, COBL8
[2]
-
[3]
-
[4]
0.50 ± 0.11
[73] array · 5 items
[0]
AT1G68560
[1]
Alpha-xylosidase 1, XYL1
[2]
-
[3]
-
[4]
0.46 ± 0.03
[74] array · 5 items
[0]
AT5G64570
[1]
Beta-D-xylosidase 4, XYL4
[2]
-
[3]
-
[4]
0.49 ± 0.04
[75] array · 5 items
[0]
AT4G01080
[1]
TRICHOME BIREFRINGENCE-LIKE 26, TBL26
[2]
-
[3]
2.34 ± 0.35
[4]
-
[76] array · 5 items
[0]
AT5G55730
[1]
FASCICLIN-like arabinogalactan 1, FLA1
[2]
-
[3]
1.83 ± 0.10
[4]
-
[77] array · 5 items
[0]
AT2G04780
[1]
FASCICLIN-like arabinogalactan 7, FLA7
[2]
-
[3]
2.36 ± 0.36
[4]
-
[78] array · 5 items
[0]
AT1G03870
[1]
FASCICLIN-like arabinogalactan 9, FLA9
[2]
-
[3]
3.38 ± 0.17
[4]
1.97 ± 0.14
[79] array · 5 items
[0]
AT1G28290
[1]
Arabinogalactan protein 31, AGP31
[2]
-
[3]
2.90 ± 0.36
[4]
-
[80] array · 5 items
[0]
AT3G09090
[1]
Defective in exine formation protein, DEX1
[2]
-
[3]
-
[4]
0.46 ± 0.13
[81] array · 1 item
[0]
Signal transduction (8)
[82] array · 5 items
[0]
AT1G28340
[1]
Receptor like protein 4, RLP4
[2]
2.35 ± 0.37
[3]
-
[4]
-
[83] array · 5 items
[0]
AT1G73080
[1]
PEP1 receptor 1, PEPR1, LRR receptor kinase
[2]
1.79 ± 0.29
[3]
-
[4]
-
[84] array · 5 items
[0]
AT3G51740
[1]
Inflorescence meristem receptor-like kinase 2, IMK2
[2]
3.34 ± 0.74
[3]
-
[4]
-
[85] array · 5 items
[0]
AT4G33430
[1]
BRI1-associated receptor kinase, BAK1
[2]
3.07 ± 0.87
[3]
-
[4]
0.54 ± 0.06
[86] array · 5 items
[0]
AT5G48380
[1]
BAK1-interacting receptor-like kinase 1, BIR1
[2]
-
[3]
-
[4]
0.48 ± 0.14
[87] array · 5 items
[0]
AT3G17840
[1]
Receptor-like kinase 902, RLK902
[2]
-
[3]
-
[4]
2.16 ± 0.03
[88] array · 5 items
[0]
AT1G21270
[1]
Wall-associated kinase 2, WAK2
[2]
-
[3]
0.64 ± 0.06
[4]
-
[89] array · 5 items
[0]
AT4G22130
[1]
STRUBBELIG-receptor family 8, SRF8
[2]
-
[3]
1.80 ± 0.28
[4]
-
[90] array · 1 item
[0]
Oxidation-reduction process (11)
[91] array · 5 items
[0]
AT5G62630
[1]
hipl2 protein precursor, HIPL2
[2]
3.72 ± 0.70
[3]
-
[4]
-
[92] array · 5 items
[0]
AT5G63910
[1]
Farnesylcysteine lyase, FCLY
[2]
4.26 ± 0.81
[3]
3.11 ± 0.62
[4]
-
[93] array · 5 items
[0]
AT5G21105
[1]
Plant L-ascorbate oxidase
[2]
2.11 ± 0.28
[3]
-
[4]
1.95 ± 0.03
[94] array · 5 items
[0]
AT3G32980
[1]
Peroxidase 32, PRX32
[2]
-
[3]
-
[4]
2.04 ± 0.33
[95] array · 5 items
[0]
At3g49120
[1]
Peroxidase 34, PRX34
[2]
-
[3]
1.35 ± 0.05
[4]
1.34 ± 0.03
[96] array · 5 items
[0]
AT5G67400
[1]
Root hair specific 19, RHS19
[2]
-
[3]
0.27 ± 0.16
[4]
0.16 ± 0.03
[97] array · 5 items
[0]
AT1G74790
[1]
Catalytics
[2]
2.96 ± 0.18
[3]
-
[4]
-
[98] array · 5 items
[0]
AT2G01270
[1]
Quiescin-sulfhydryl oxidase 2, QSOX2
[2]
-
[3]
-
[4]
0.29 ± 0.04
[99] array · 5 items
[0]
AT1G76160
[1]
SKU5 similar 5, SKS5
[2]
-
[3]
-
[4]
0.31 ± 0.08
[100] array · 5 items
[0]
AT1G41830
[1]
SKU5-similar 6, SKS6
[2]
-
[3]
-
[4]
0.24 ± 0.03
[101] array · 5 items
[0]
AT4G39640
[1]
Gamma-glutamyl transpeptidase 1, GGT1
[2]
-
[3]
1.77 ± 0.27
[4]
-
[102] array · 1 item
[0]
ER and ribosome biogenesis (2)
[103] array · 5 items
[0]
AT2G39780
[1]
Ribonuclease 2, RNS2, the main endoribonuclease activity in plant cells.
[2]
2.31 ± 0.33
[3]
-
[4]
-
[104] array · 5 items
[0]
AT3G15950
[1]
DNA topoisomerase related, NAI2, loss of function mutations lacks ER bodies.
[2]
-
[3]
0.54 ± 0.03
[4]
4.15 ± 0.27
[105] array · 1 item
[0]
Auxin biosynthesis and signaling (3)
[106] array · 5 items
[0]
AT3G07390
[1]
Auxin-responsive family protein, AIR12
[2]
-
[3]
-
[4]
6.00 ± 0.39
[107] array · 5 items
[0]
AT4G24670
[1]
TAR2, auxin biosynthetic process
[2]
-
[3]
2.77 ± 0.28
[4]
-
[108] array · 5 items
[0]
AT4G02980
[1]
Auxin binding protein 1, ABP1
[2]
-
[3]
2.87 ± 0.72
[4]
-
row_count
109
locator
section[18]/table-wrap[2]#tab2
gaps array · 2 items
[0]
asset:data:geo:PXD006893 not downloaded
[1]
asset:data:geo:PXD006893 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
Student’s t-test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test).
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (Student’s t-test), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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]
PXD006893
resolved_accessions array · 1 item
[0]
PXD006893
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.
basis
The paper names PXD006893 in ProteomeXchange and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 4 items
[0]
source:pmid:34276718
[1]
data:geo:PXD006893
[2]
asset:table:pmid:34276718:1
[3]
asset:table:pmid:34276718:2
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:PXD006893
gaps array · 1 item
[0]
method:not_determinable
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
2026-10-31T18:32:22Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
52320
completion_tokens
1052
cached_tokens
784
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:34276718
type
paper
label
pmid:34276718
[1] object · 3 fields
id
source:pmid:34276718
type
manuscript
label
PMID 34276718 full text
[2] object · 3 fields
id
data:geo:PXD006893
type
dataset
label
GEO PXD006893
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:34276718
type
paper
label
pmid:34276718
[1] object · 3 fields
id
source:pmid:34276718
type
manuscript
label
PMID 34276718 full text
[2] object · 3 fields
id
data:geo:PXD006893
type
dataset
label
GEO PXD006893
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34276718
type
extraction
used array · 1 item
[0]
source:pmid:34276718
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD006893
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD006893
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:34276718
parent_hash
sha256:b414239eabf9648b20da0b8c69c12eec018bd1a774f88e2dc33fd4ca25da295b
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD006893 licence not read
[1]
asset:data:geo:PXD006893 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
data_generation
definition_id
mass_spectrometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
Comparative Label-Free Quantitative Proteomics Analysis Reveals the Essential Roles of N-Gl
[1]
lt sensitivity. Together, our study provided proteomic evidence that N-glycans are crucial for modu
[2]
by label-free liquid chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparis
[3]
id chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparison of diff
order_basis
paper_text_order:0
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34276718", "kind": "science-record", "revision": 4, "content_hash": "sha256:f429a59ae839e8f030d7cf310c5f7ff1a17e8dbc004d9bf241b5dc60d38322ec", "created_at": "2026-11-01T15:41:44Z", "updated_at": "2026-11-01T21:25:48Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comparative Label-Free Quantitative Proteomics Analysis Reveals the Essential Roles of N-Glycans in Salt Tolerance by Modulating Protein Abundance in Arabidopsis.", "doi": "10.3389/fpls.2021.646425", "pmid": "34276718", "authors": ["Chuanfa Liu", "Guanting Niu", "Xiaowen Li", "Huchen Zhang", "Huawei Chen", "Dongxia Hou", "Ping Lan", "Zhi Hong"], "journal": "Frontiers in plant science", "year": 2021, "abstract": "Many pieces of evidence show that the adaptive response of plants to salt stress requires the maturation of N-glycan on associated proteins. However, it is still little known about the salt-responsive glycoproteins that function in this process. In the present study, we identified salt-responsive glycoproteins in wild-type (WT) Arabidopsis and two mutants defective in N-glycan maturation, mns1 mns2 and cgl1. A total of 97 proteins with abundance changes of >1.5- or <0.67-fold were identified against salt stress by label-free liquid chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparison of differentially abundant glycoproteins (DAGs) indicated the substrate preferences regulated by MNS1/MNS2 and CGL1. In addition, the DAGs in mns1 mns2 hardly form functional regulatory networks in STRING analysis. Comparably, the regulatory network in cgl1 was visible and shared overlapping with that in WT. Such difference may supply the evidence to partially explain the lower salt sensitivity of mutant cgl1 than mns1 mns2. We further confirmed that two N-glycosylation clients, peroxidases PRX32 and PRX34, were involved in the salt stress response since the double mutants showed enhanced salt sensitivity. Together, our study provided proteomic evidence that N-glycans are crucial for modulating stress-responsive protein levels, and several novel glycoproteins responsible for salt stress tolerance in Arabidopsis were listed. Data are available via ProteomeXchange with identifier PXD006893.", "claims": [{"id": "claim-method", "statement": "**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34276718", "locator": "sections[21] \"Biological Validation of Quantitative Proteomics Results\" paragraph 4", "quote": "**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34276718", "locator": "sections[23] \"Data Availability Statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893."}], "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:34276718"], "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. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD006893"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD006893"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34276718", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fpls.2021.646425", "sha256": "sha256:f3f98ace9028e96224b698e479a0984d1e13dd4dc84176755b586d415db9f805", "bytes": 64017, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fpls.2021.646425", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8283305", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD006893", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD006893", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD006893", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Arabidopsis thaliana seedling lectin enriched LC-MS", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34276718:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:1d476a1df8bcd63d50be6dd648c881de5b144f4edc4069db0824d4a497564445", "bytes": 597, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#tab1", "version": null, "note": "Statistical analysis of differentially abundant N-glycopeptides and N-glycoproteins in response to salt stress.", "structure": {"pmcid": "PMC8283305", "section_index": 18, "section_title": "Global Changes of Protein Abundance in Response to Salt Stress", "row_count": 5, "column_count": 7}, "table": {"label": "Table 1", "caption": "Statistical analysis of differentially abundant N-glycopeptides and N-glycoproteins in response to salt stress.", "rows": [["NaCl: control", "# of quantified", "# of regulated (fold changes > 1.5, p < 0.05)"], ["N-glyco-peptides", "N-glyco-proteins", "N-glycopeptides*", "N-glycoproteins*"], ["WT", "163", "141", "40 ↑", "4 ↓", "32 ↑", "5 ↓"], ["mns1 mns2", "340", "236", "36 ↑", "17 ↓", "33 ↑", "12 ↓"], ["cgl1-3", "294", "207", "12 ↑", "51 ↓", "13 ↑", "29 ↓"]], "row_count": 5, "column_count": 7, "numeric_cells": 20, "header_rows": 2, "locator": "section[18]/table-wrap[1]#tab1"}}, {"id": "asset:table:pmid:34276718:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2badcb6f1046e741645610166bb8406f97569c7d97391510ca649b11bc25648d", "bytes": 8432, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[2]#tab2", "version": null, "note": "Differentially abundant glycoproteins were identified in the WT, mns1 mns2, and cgl1-3 in response to salt stress.", "structure": {"pmcid": "PMC8283305", "section_index": 18, "section_title": "Global Changes of Protein Abundance in Response to Salt Stress", "row_count": 109, "column_count": 5}, "table": {"label": "Table 2", "caption": "Differentially abundant glycoproteins were identified in the WT, mns1 mns2, and cgl1-3 in response to salt stress.", "rows": [["Accession number", "Protein descriptions", "Ratio* (T/NT)", "Ratio* (D/ND)", "Ratio* (C/NC)"], ["Post-translational modification, protein folding, and chaperones (10)"], ["AT1G56340", "Calreticulin 1a, CRT1a", "2.14 ± 0.19", "-", "-"], ["AT1G09210", "Calreticulin 1b, CRT1b", "0.13 ± 0.02", "-", "-"], ["AT2G38960", "Endoplasmic reticulum oxidoreductins 2, ERO2", "2.17 ± 0.03", "-", "-"], ["AT3G07770", "Heat shock protein 89.1, Hsp89.1", "-", "3.60 ± 1.30", "-"], ["AT3G54960", "PDIL1-3, a protein disulfide isomerase-like protein", "1.91 ± 0.28", "-", "-"], ["AT4G27080", "PDI-like 5-4, PDI7, PDIL5-4", "-", "-", "0.24 ± 0.03"], ["AT5G19690", "Staurosporin and temperature sensitive 3-like A, STT3A", "2.03 ± 0.22", "0.56 ± 0.05", "0.26 ± 0.05"], ["AT1G76400", "Ribophorin I, an oligosaccharyl transferase subunit", "2.23 ± 0.47", "-", "-"], ["AT1G67490", "Glucosidase 1, GCS1, KNF", "-", "2.54 ± 0.28", "-"], ["AT1G71220", "UDP-glucose:glycoprotein glucosyltransferases, EBS1", "2.78 ± 0.71", "-", "0.41 ± 0.18"], ["Carbohydrate metabolism and energy production (16)"], ["AT3G26650", "GAPDH A subunit, GAPA", "0.29 ± 0.16", "-", "0.25 ± 0.02"], ["AT1G42970", "GAPDH B subunit, GAPB", "-", "-", "0.37 ± 0.17"], ["AT1G09780", "Phosphoglycerate mutase", "0.32 ± 0.16", "-", "-"], ["ATCG00680", "Photosystem II reaction center protein B, PSBB", "0.32 ± 0.10", "-", "0.08 ± 0.00"], ["ATCG00480", "ATP synthase subunit beta, ATPB", "-", "3.39 ± 0.38", "-"], ["AT2G28470", "Beta-galactosidase 8, BGAL8", "2.67 ± 0.13", "-", "0.34 ± 0.20"], ["AT5G63810", "Beta-galactosidase 10, BGAL10", "1.85 ± 0.11", "-", "0.42 ± 0.13"], ["AT5G13640", "Phospholipid:diacylglycerol acyltransferase, PDAT", "2.19 ± 0.30", "-", "-"], ["AT1G66970", "SVL2, a member of GDPD-like family", "-", "-", "0.27 ± 0.17"], ["AT1G74380", "Xyloglucan xylosyltransferase 5, XXT5", "-", "0.52 ± 0.06", "0.28 ± 0.02"], ["AT3G26720", "Glycosyl hydrolase family 38 protein", "-", "-", "0.52 ± 0.12"], ["AT2G44450", "Beta glucosidase 15, BGLU15", "-", "0.23 ± 0.09", "-"], ["AT1G52400", "Beta glucosidase 18, BGLU18", "2.57 ± 0.37", "2.21 ± 0.59", "-"], ["AT3G18080", "B-S glucosidase 44, BGLU44", "-", "3.36 ± 0.36", "0.25 ± 0.02"], ["AT1G65590", "Beta-hexosaminidase 3, HEXO3", "-", "-", "4.63 ± 0.97"], ["AT1G07230", "Non-specific phospholipase C1, NPC1", "-", "4.31 ± 0.71", "-"], ["Putative uncharacterized protein (14)"], ["AT5G14030", "TRAPB family protein", "0.54 ± 0.11", "0.49 ± 0.10", "-"], ["AT5G15350", "Early nodulin-like protein 17, ENODL17", "1.52 ± 0.02", "-", "-"], ["AT4G12880", "Early nodulin-like protein 19, ENODL19", "-", "1.55 ± 0.03", "-"], ["AT3G62730", "Unknown protein, desiccation-like protein", "3.99 ± 0.41", "-", "-"], ["AT2G12400", "Unknown protein, plasma membrane fusion protein", "4.22 ± 0.60", "-", "-"], ["AT1G19370", "Unknown protein, membrane protein", "-", "0.07 ± 0.00", "-"], ["AT5G58100", "Unknown protein, transmembrane protein", "-", "0.28 ± 0.05", "-"], ["AT3G56750", "Unknown protein, transferase activity", "-", "2.38 ± 0.23", "-"], ["AT1G05070", "Protein of unknown function (DUF1068)", "-", "1.76 ± 0.15", "-"], ["AT2G01310", "Hypothetical protein", "-", "-", "3.60 ± 0.32"], ["AT3G13410", "2-C-methyl-D-erythritol 4-phosphate cytidylyltransferase", "-", "2.23 ± 0.35", "-"], ["AT1G10950", "Transmembrane nine 1, TMN1", "-", "-", "0.21 ± 0.15"], ["AT1G09870", "Histidine acid phosphatase family protein", "-", "1.59 ± 0.26", "-"], ["AT1G17100", "HBP1, SOUL heme-binding family protein", "-", "2.30 ± 0.03", "1.59 ± 0.16"], ["Protein transport and metabolism (9)"], ["AT2G35780", "Serine carboxypeptidase-like 26, SCPL26", "1.67 ± 0.37", "-", "-"], ["AT5G23210", "Serine carboxypeptidase-like 34, SCPL34", "-", "2.83 ± 0.96", "-"], ["AT2G33530", "Serine carboxypeptidase-like 46, SCPL46", "-", "1.86 ± 0.23", "0.62 ± 0.09"], ["AT1G78680", "Gamma-glutamyl hydrolase 2, GGH2", "2.73 ± 0.71", "-", "-"], ["AT3G62020", "Germin-like protein 10, GLP10", "3.74 ± 0.59", "3.85 ± 1.27", "3.56 ± 0.06"], ["AT1G59970", "Matrixin family protein", "-", "0.55 ± 0.00", "0.60 ± 0.04"], ["AT1G13900", "PAP2, a dual-localized acid phosphatase that modulates protein targeting to mitochondrion", "3.77 ± 0.01", "2.27 ± 0.45", "0.47 ± 0.16"], ["AT3G52850", "Vacuolar sorting receptor homolog 1, VSR1", "-", "3.22 ± 0.68", "-"], ["AT4G20110", "Vacuolar sorting receptor 7, VSR7", "-", "2.55 ± 0.02", "-"], ["Defense response (11)"], ["AT1G79340", "Metacaspase 4, MC4, MCP2d", "2.02 ± 0.32", "3.17 ± 0.40", "-"], ["AT1G52410", "TSK-associating protein 1, TSA1", "2.88 ± 0.63", "-", "-"], ["AT2G39730", "Rubisco activase, RCA", "3.02 ± 0.05", "-", "-"], ["AT5G06860", "Polygalacturonase inhibiting protein 1, PGIP1", "-", "-", "0.49 ± 0.04"], ["AT5G06870", "Polygalacturonase inhibiting protein 2, PGIP2", "-", "3.53 ± 0.70", "-"], ["AT3G11650", "NDR1/HIN1-like 2, NHL2", "-", "-", "1.59 ± 0.11"], ["AT5G37780", "CAM1, calmodulin 1", "-", "-", "11.11 ± 2.63"], ["AT5G26000", "Thioglucoside glucohydrolase 1, TGG1, BGLU38", "1.80 ± 0.17", "-", "-"], ["AT5G25980", "Glucoside glucohydrolase 2, TGG2, BGLU37", "-", "2.84 ± 0.34", "-"], ["AT3G14210", "Epithiospecifier modifier 1, ESM1", "2.13 ± 0.24", "1.50 ± 0.17", "-"], ["AT1G08470", "Strictosidine synthase-like 3, SSL3", "-", "-", "0.43 ± 0.15"], ["Cell wall biosynthesis and modification (14)"], ["AT5G49720", "Endo-1,4-glucanase, GH9A1, KORRIGAN/RSW2", "2.13 ± 0.15", "-", "0.28 ± 0.15"], ["AT3G14310", "Pectin methylesterase 3, PME3", "-", "-", "2.45 ± 0.43"], ["AT4G33220", "Pectin methylesterase 44, PME44", "-", "2.32 ± 0.43", "-"], ["AT2G35610", "Xyloglucanase 113, XEG113", "-", "0.27 ± 0.02", "-"], ["AT4G37800", "Xyloglucan endotransglucosylase/hydrolase 7, XTH7", "-", "0.10 ± 0.03", "-"], ["AT3G16860", "COBRA-like protein 8 precursor, COBL8", "-", "-", "0.50 ± 0.11"], ["AT1G68560", "Alpha-xylosidase 1, XYL1", "-", "-", "0.46 ± 0.03"], ["AT5G64570", "Beta-D-xylosidase 4, XYL4", "-", "-", "0.49 ± 0.04"], ["AT4G01080", "TRICHOME BIREFRINGENCE-LIKE 26, TBL26", "-", "2.34 ± 0.35", "-"], ["AT5G55730", "FASCICLIN-like arabinogalactan 1, FLA1", "-", "1.83 ± 0.10", "-"], ["AT2G04780", "FASCICLIN-like arabinogalactan 7, FLA7", "-", "2.36 ± 0.36", "-"], ["AT1G03870", "FASCICLIN-like arabinogalactan 9, FLA9", "-", "3.38 ± 0.17", "1.97 ± 0.14"], ["AT1G28290", "Arabinogalactan protein 31, AGP31", "-", "2.90 ± 0.36", "-"], ["AT3G09090", "Defective in exine formation protein, DEX1", "-", "-", "0.46 ± 0.13"], ["Signal transduction (8)"], ["AT1G28340", "Receptor like protein 4, RLP4", "2.35 ± 0.37", "-", "-"], ["AT1G73080", "PEP1 receptor 1, PEPR1, LRR receptor kinase", "1.79 ± 0.29", "-", "-"], ["AT3G51740", "Inflorescence meristem receptor-like kinase 2, IMK2", "3.34 ± 0.74", "-", "-"], ["AT4G33430", "BRI1-associated receptor kinase, BAK1", "3.07 ± 0.87", "-", "0.54 ± 0.06"], ["AT5G48380", "BAK1-interacting receptor-like kinase 1, BIR1", "-", "-", "0.48 ± 0.14"], ["AT3G17840", "Receptor-like kinase 902, RLK902", "-", "-", "2.16 ± 0.03"], ["AT1G21270", "Wall-associated kinase 2, WAK2", "-", "0.64 ± 0.06", "-"], ["AT4G22130", "STRUBBELIG-receptor family 8, SRF8", "-", "1.80 ± 0.28", "-"], ["Oxidation-reduction process (11)"], ["AT5G62630", "hipl2 protein precursor, HIPL2", "3.72 ± 0.70", "-", "-"], ["AT5G63910", "Farnesylcysteine lyase, FCLY", "4.26 ± 0.81", "3.11 ± 0.62", "-"], ["AT5G21105", "Plant L-ascorbate oxidase", "2.11 ± 0.28", "-", "1.95 ± 0.03"], ["AT3G32980", "Peroxidase 32, PRX32", "-", "-", "2.04 ± 0.33"], ["At3g49120", "Peroxidase 34, PRX34", "-", "1.35 ± 0.05", "1.34 ± 0.03"], ["AT5G67400", "Root hair specific 19, RHS19", "-", "0.27 ± 0.16", "0.16 ± 0.03"], ["AT1G74790", "Catalytics", "2.96 ± 0.18", "-", "-"], ["AT2G01270", "Quiescin-sulfhydryl oxidase 2, QSOX2", "-", "-", "0.29 ± 0.04"], ["AT1G76160", "SKU5 similar 5, SKS5", "-", "-", "0.31 ± 0.08"], ["AT1G41830", "SKU5-similar 6, SKS6", "-", "-", "0.24 ± 0.03"], ["AT4G39640", "Gamma-glutamyl transpeptidase 1, GGT1", "-", "1.77 ± 0.27", "-"], ["ER and ribosome biogenesis (2)"], ["AT2G39780", "Ribonuclease 2, RNS2, the main endoribonuclease activity in plant cells.", "2.31 ± 0.33", "-", "-"], ["AT3G15950", "DNA topoisomerase related, NAI2, loss of function mutations lacks ER bodies.", "-", "0.54 ± 0.03", "4.15 ± 0.27"], ["Auxin biosynthesis and signaling (3)"], ["AT3G07390", "Auxin-responsive family protein, AIR12", "-", "-", "6.00 ± 0.39"], ["AT4G24670", "TAR2, auxin biosynthetic process", "-", "2.77 ± 0.28", "-"], ["AT4G02980", "Auxin binding protein 1, ABP1", "-", "2.87 ± 0.72", "-"]], "row_count": 109, "column_count": 5, "numeric_cells": 302, "header_rows": 1, "locator": "section[18]/table-wrap[2]#tab2"}}], "gaps": ["asset:data:geo:PXD006893 not downloaded", "asset:data:geo:PXD006893 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Student’s t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "**Indicated a significant difference from the value of the WT (NaCl) with p < 0.001, n > 20 (Student’s t-test)."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (Student’s t-test), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "capability": {"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": {"tier": "R1", "reachable": true, "accessions": ["PXD006893"], "resolved_accessions": ["PXD006893"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: http://www.proteomexchange.org/, PXD006893."], "basis": "The paper names PXD006893 in ProteomeXchange and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:34276718", "data:geo:PXD006893", "asset:table:pmid:34276718:1", "asset:table:pmid:34276718:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD006893"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:32:22Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 52320, "completion_tokens": 1052, "cached_tokens": 784}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:34276718", "type": "paper", "label": "pmid:34276718"}, {"id": "source:pmid:34276718", "type": "manuscript", "label": "PMID 34276718 full text"}, {"id": "data:geo:PXD006893", "type": "dataset", "label": "GEO PXD006893"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34276718", "type": "paper", "label": "pmid:34276718"}, {"id": "source:pmid:34276718", "type": "manuscript", "label": "PMID 34276718 full text"}, {"id": "data:geo:PXD006893", "type": "dataset", "label": "GEO PXD006893"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34276718", "type": "extraction", "used": ["source:pmid:34276718"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD006893", "type": "accession_resolution", "used": ["data:geo:PXD006893"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"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": {"parent_id": "pmid:34276718", "parent_hash": "sha256:b414239eabf9648b20da0b8c69c12eec018bd1a774f88e2dc33fd4ca25da295b", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD006893 licence not read", "asset:data:geo:PXD006893 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Comparative Label-Free Quantitative Proteomics Analysis Reveals the Essential Roles of N-Gl", "lt sensitivity. Together, our study provided proteomic evidence that N-glycans are crucial for modu", "by label-free liquid chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparis", "id chromatography coupled mass spectrometry (LC-MS/MS) quantitative analyses. A comparison of diff"], "order_basis": "paper_text_order:0", "id": "assay:1"}]}