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pmid:33731794

A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients.

Xing Wei · Xiaochong Zhou · Yun Zhao · Yang He · Zhen Weng · Chunfang Xu

Scientific reports · 2021 doi:10.1038/s41598-021-85680-x

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Experiment

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Data

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A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients.
doi
10.1038/s41598-021-85680-x
pmid
33731794
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Xing Wei
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Xiaochong Zhou
[2]
Yun Zhao
[3]
Yang He
[4]
Zhen Weng
[5]
Chunfang Xu
journal
Scientific reports
year
2021
abstract
To identify a gemcitabine resistance-associated gene signature for risk stratification and prognosis prediction in pancreatic cancer. Pearson correlation analysis was performed with gemcitabine half maximal inhibitory concentration (IC50) data of 17 primary pancreatic cancer lines from Genomics of Drug Sensitivity in Cancer (GDSC) and the transcriptomic data from GDSC and Broad Institute Cancer Cell Line Encyclopedia, followed by risk stratification, expression evaluation, overall survival (OS) prediction, clinical data validation and nomogram establishment. Our biomarker discovery effort identified a 14-gene signature, most of which featured differential expression. The 14-gene signature was associated with poor OS in E-MTAB-6134 (HR 2.37; 95% CI 1.75-3.2; p < 0.0001), pancreatic cancer-Canada (PACA-CA) (HR 1.76; 95% CI 1.31-2.37; p = 0.00015), and 4 other independent validation cohorts: pancreatic cancer-Australia (PACA-AU) (HR 1.9; 95% CI 1.38-2.61; p < 0.0001), The Cancer Genome Atlas (TCGA) (HR 1.73; 95% CI 1.11-2.69; p = 0.014), GSE85916 (HR 1.97; 95% CI 1.14-3.42; p = 0.014) and GSE62452 (HR 1.82; 95% CI 1.02-3.24; p = 0.039). Multivariate analysis revealed that the 14-gene risk score was an independent pancreatic cancer outcome predictor in E-MTAB-6134 (p < 0.001) and TCGA (p = 0.006). A nomogram including the 14-gene was established for eventual clinical translation. We identified a novel gemcitabine resistance gene signature for risk stratification and robust categorization of pancreatic cancer patients with poor prognosis.
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Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package.
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sections[11] "Identification of survival-related genes from gemcitabine resistance-related genes and establishment of the prognostic gene signature" paragraph 2
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Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package.
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Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
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sections[10] "Acquisition of gene expression, half maximal inhibitory concentration (IC50) of gemcitabine and clinical data" paragraph 2
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Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71729
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null
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identifier
GSE71729
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null
note
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
access_statement_kind
repository_route_statement
sample_accessions array · 357 items
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[320]
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[322]
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[323]
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[325]
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[328]
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[330]
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[331]
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[332]
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[333]
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[336]
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[338]
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[340]
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[341]
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[342]
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[343]
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[344]
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[345]
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[346]
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[348]
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[349]
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[350]
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[351]
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[352]
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[353]
GSM1844248
[354]
GSM1844249
[355]
GSM1844250
[356]
GSM1844251
sample_count
357
group_sizes
null
group_sizes_basis
null
platform
20769
taxon
Homo sapiens
title
Virtual Microdissection of Pancreatic Ductal Adenocarcinoma Reveals Tumor and Stroma Subtypes.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE85916
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=GSE85916
sha256
null
bytes
null
access
open
state
resolved
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null
reader_status
reader_required
identifier
GSE85916
version
null
note
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
access_statement_kind
repository_route_statement
sample_accessions array · 80 items
[0]
GSM2287304
[1]
GSM2287305
[2]
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[3]
GSM2287307
[4]
GSM2287308
[5]
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[6]
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[7]
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[8]
GSM2287312
[9]
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[10]
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[11]
GSM2287315
[12]
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[13]
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[14]
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[15]
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[16]
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[17]
GSM2287321
[18]
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[19]
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[20]
GSM2287324
[21]
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[22]
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[23]
GSM2287327
[24]
GSM2287328
[25]
GSM2287329
[26]
GSM2287330
[27]
GSM2287331
[28]
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[29]
GSM2287333
[30]
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[31]
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[32]
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[33]
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[34]
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[35]
GSM2287339
[36]
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[37]
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[38]
GSM2287342
[39]
GSM2287343
[40]
GSM2287344
[41]
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[42]
GSM2287346
[43]
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[44]
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[45]
GSM2287349
[46]
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[47]
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[48]
GSM2287352
[49]
GSM2287353
[50]
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[51]
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[52]
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[53]
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[54]
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[55]
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[56]
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[57]
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[58]
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[59]
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[60]
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[61]
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[62]
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[63]
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[64]
GSM2287368
[65]
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[66]
GSM2287370
[67]
GSM2287371
[68]
GSM2287372
[69]
GSM2287373
[70]
GSM2287374
[71]
GSM2287375
[72]
GSM2287376
[73]
GSM2287377
[74]
GSM2287378
[75]
GSM2287379
[76]
GSM2287380
[77]
GSM2287381
[78]
GSM2287382
[79]
GSM2287383
sample_count
80
group_sizes
null
group_sizes_basis
null
platform
13667
taxon
Homo sapiens
title
Patients with human resected pancreatic cancer
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] object · 15 fields
id
data:geo:GSE91035
role
raw
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geo-series
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE91035
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null
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null
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reader_required
identifier
GSE91035
version
null
note
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
access_statement_kind
repository_route_statement
sample_accessions array · 50 items
[0]
GSM2419974
[1]
GSM2419975
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[3]
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[5]
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[6]
GSM2419980
[7]
GSM2419981
[8]
GSM2419982
[9]
GSM2419983
[10]
GSM2419984
[11]
GSM2419985
[12]
GSM2419986
[13]
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[14]
GSM2419988
[15]
GSM2419989
[16]
GSM2419990
[17]
GSM2419991
[18]
GSM2419992
[19]
GSM2419993
[20]
GSM2419994
[21]
GSM2419995
[22]
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[23]
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[24]
GSM2419998
[25]
GSM2419999
[26]
GSM2420000
[27]
GSM2420001
[28]
GSM2420002
[29]
GSM2420003
[30]
GSM2420004
[31]
GSM2420005
[32]
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[33]
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[34]
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[35]
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[36]
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[37]
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[38]
GSM2420012
[39]
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[40]
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[41]
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[42]
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[43]
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[44]
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[45]
GSM2420019
[46]
GSM2420020
[47]
GSM2420021
[48]
GSM2420022
[49]
GSM2420023
sample_count
50
group_sizes
null
group_sizes_basis
null
platform
22763
taxon
Homo sapiens
title
The gene expression signatures of human normal, benign and PDAC pancreatic tisssues.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 16 fields
id
asset:table:pmid:33731794:1
role
table
format
jats-table
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application/vnd.jats.table+json
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null
sha256
sha256:4e2a0e5a07e8c004c36de19e96a9945e64bbfc8c7f6f563a81e7df1c8c0ea2e1
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read_table
reader_status
available
identifier
section[3]/table-wrap[1]#Tab1
version
null
note
Detailed information of the correlated genes.
structure object · 5 fields
pmcid
PMC7969955
section_index
3
section_title
Identification of the gemcitabine resistance- and survival-related gene signature, establishment of the prognostic signature and evaluation of the expression of the identified genes
row_count
15
column_count
3
table object · 8 fields
label
Table 1
caption
Detailed information of the correlated genes.
rows array · 15 items
[0] array · 3 items
[0]
Gene symbol
[1]
Coefficient number
[2]
Gene function
[1] array · 3 items
[0]
CCDC148
[1]
− 0.275
[2]
Diseases associated include Tyrosinemia, Type Ii
[2] array · 3 items
[0]
SH3RF2
[1]
− 0.1514
[2]
Gene Ontology (GO) annotations include ligase activity and protein phosphatase inhibitor activity
[3] array · 3 items
[0]
CACNA1D
[1]
− 0.1332
[2]
GO annotations include ion channel activity and ankyrin binding
[4] array · 3 items
[0]
POLD3
[1]
− 0.125
[2]
GO annotations include DNA-directed DNA polymerase activity
[5] array · 3 items
[0]
PARP1
[1]
− 0.0932
[2]
GO annotations include protein kinase binding
[6] array · 3 items
[0]
AP1M2
[1]
− 0.0244
[2]
Among its related pathways are Clathrin derived vesicle budding and Nef-mediates down modulation of cell surface receptors by recruiting them to clathrin adapters
[7] array · 3 items
[0]
C4orf19
[1]
− 0.0105
[2]
NA
[8] array · 3 items
[0]
ANO1
[1]
0.0238
[2]
GO annotations include protein homodimerization activity and intracellular calcium activated chloride channel activity
[9] array · 3 items
[0]
VGLL1
[1]
0.0387
[2]
GO annotations include transcription coactivator activity
[10] array · 3 items
[0]
SCEL
[1]
0.11
[2]
Diseases associated with SCEL include Extrahepatic Bile Duct Adenocarcinoma
[11] array · 3 items
[0]
INPP4B
[1]
0.1158
[2]
GO annotations include lipid binding and phosphatidylinositol trisphosphate phosphatase activity
[12] array · 3 items
[0]
NET1
[1]
0.1943
[2]
GO annotations include guanyl-nucleotide exchange factor activity and GTP-Rho binding
[13] array · 3 items
[0]
INSIG2
[1]
0.2316
[2]
GO annotations include transcription factor binding
[14] array · 3 items
[0]
BVES
[1]
0.3211
[2]
GO annotations include structural molecule activity and cAMP binding
locator
section[3]/table-wrap[1]#Tab1
[11] object · 16 fields
id
asset:table:pmid:33731794:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:a3653f126649fc298fe9a332117ab0a92a59189b680a169c338a37c7d0c51f4f
bytes
648
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[2]#Tab2
version
null
note
Detailed information of the expression pattern of the correlated genes.
structure object · 5 fields
pmcid
PMC7969955
section_index
3
section_title
Identification of the gemcitabine resistance- and survival-related gene signature, establishment of the prognostic signature and evaluation of the expression of the identified genes
row_count
5
column_count
4
table object · 8 fields
label
Table 2
caption
Detailed information of the expression pattern of the correlated genes.
rows array · 5 items
[0] array · 4 items
[0]
Genes
[1]
Downregulated genes
[2]
Upregulated genes
[3]
Total numbers
[1] array · 4 items
[0]
14-gene in GSE140077
[1]
ANO1, NET1, PARP1, POLD3, SCEL,
[2]
C4orf19, CACNA1D, CCDC148, INPP4B, SH3RF2
[3]
10
[2] array · 4 items
[0]
14-gene in GSE62165
[1]
C4orf19
[2]
ANO1, BVES, CACNA1D, INPP4B, NET1, SCEL
[3]
7
[3] array · 4 items
[0]
14-gene in GSE91035
[1]
C4orf19, PARP1
[2]
ANO1, CACNA1D, INPP4B, NET1, SCEL
[3]
7
[4] array · 4 items
[0]
14-gene in GSE19650
[1]
VGLL1
[2]
ANO1, C4orf19, CACNA1D, INPP4B, NET1, SCEL, SH3RF2
[3]
10*
locator
section[3]/table-wrap[2]#Tab2
[12] object · 16 fields
id
asset:table:pmid:33731794:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:98f2646f3dc03b2efb06050a305098a43557ca25aebfb94c4984806bd9ca90a8
bytes
1522
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#Tab3
version
null
note
Basic information of patient from the included datasets.
structure object · 5 fields
pmcid
PMC7969955
section_index
10
section_title
Acquisition of gene expression, half maximal inhibitory concentration (IC50) of gemcitabine and clinical data
row_count
34
column_count
7
table object · 8 fields
label
Table 3
caption
Basic information of patient from the included datasets.
rows array · 34 items
[0] array · 7 items
[0]
[1]
E-MTAB-6134 (n = 288)
[2]
PACA-CA (n = 214)
[3]
PACA-AU* (n = 266)
[4]
TCGA (n = 148)
[5]
GSE85916 (n = 79)
[6]
GSE62452 (n = 65)
[1] array · 1 item
[0]
Sex
[2] array · 7 items
[0]
Male
[1]
166
[2]
128
[3]
142
[4]
79
[5]
NA
[6]
NA
[3] array · 7 items
[0]
Female
[1]
122
[2]
86
[3]
124
[4]
69
[5]
NA
[6]
NA
[4] array · 7 items
[0]
Age (mean ± SD, years)
[1]
NA
[2]
65.2 ± 11.0
[3]
66.6 ± 10.6
[4]
65.0 ± 10.8
[5]
NA
[6]
NA
[5] array · 1 item
[0]
Status
[6] array · 7 items
[0]
Alive
[1]
107
[2]
34
[3]
106
[4]
67
[5]
22
[6]
16
[7] array · 7 items
[0]
Dead
[1]
181
[2]
180
[3]
160
[4]
81
[5]
57
[6]
49
[8] array · 7 items
[0]
Follow-up (mean ± SD, Months)
[1]
29.8 ± 26.9
[2]
22.6 ± 20.8
[3]
18.3 ± 13.7
[4]
17.5 ± 13.9
[5]
28.0 ± 30.5
[6]
20.2 ± 16.7
[9] array · 1 item
[0]
T-stage
[10] array · 7 items
[0]
T1
[1]
12
[2]
NA
[3]
NA
[4]
5
[5]
NA
[6]
NA
[11] array · 7 items
[0]
T2
[1]
39
[2]
NA
[3]
3
[4]
16
[5]
NA
[6]
NA
[12] array · 7 items
[0]
T3
[1]
237
[2]
NA
[3]
4
[4]
123
[5]
NA
[6]
NA
[13] array · 7 items
[0]
T4
[1]
0
[2]
NA
[3]
NA
[4]
3
[5]
NA
[6]
NA
[14] array · 1 item
[0]
N-stage
[15] array · 7 items
[0]
N0
[1]
72
[2]
NA
[3]
5
[4]
39
[5]
NA
[6]
NA
[16] array · 7 items
[0]
N1
[1]
216
[2]
NA
[3]
1
[4]
108
[5]
NA
[6]
NA
[17] array · 7 items
[0]
Nx
[1]
0
[2]
NA
[3]
6
[4]
1
[5]
NA
[6]
NA
[18] array · 1 item
[0]
M-stage
[19] array · 7 items
[0]
M0
[1]
NA
[2]
NA
[3]
NA
[4]
67
[5]
NA
[6]
NA
[20] array · 7 items
[0]
M1
[1]
NA
[2]
NA
[3]
NA
[4]
4
[5]
NA
[6]
NA
[21] array · 7 items
[0]
Mx
[1]
NA
[2]
NA
[3]
NA
[4]
77
[5]
NA
[6]
NA
[22] array · 1 item
[0]
AJCC stage
[23] array · 7 items
[0]
I
[1]
NA
[2]
55
[3]
1
[4]
12
[5]
NA
[6]
4
[24] array · 7 items
[0]
II
[1]
NA
[2]
89
[3]
2
[4]
127
[5]
NA
[6]
44
[25] array · 7 items
[0]
III
[1]
NA
[2]
8
[3]
NA
[4]
3
[5]
NA
[6]
10
[26] array · 7 items
[0]
IV
[1]
NA
[2]
0
[3]
NA
[4]
4
[5]
NA
[6]
6
[27] array · 7 items
[0]
Uncertain
[1]
NA
[2]
62
[3]
NA
[4]
2
[5]
NA
[6]
1
[28] array · 1 item
[0]
Grade
[29] array · 7 items
[0]
G1
[1]
110
[2]
NA
[3]
NA
[4]
20
[5]
NA
[6]
2
[30] array · 7 items
[0]
G2
[1]
130
[2]
NA
[3]
NA
[4]
84
[5]
NA
[6]
32
[31] array · 7 items
[0]
G3
[1]
48
[2]
NA
[3]
NA
[4]
43
[5]
NA
[6]
29
[32] array · 7 items
[0]
G4
[1]
0
[2]
NA
[3]
NA
[4]
1
[5]
NA
[6]
1
[33] array · 7 items
[0]
Gx
[1]
0
[2]
NA
[3]
NA
[4]
0
[5]
NA
[6]
1
locator
section[10]/table-wrap[1]#Tab3
gaps array · 18 items
[0]
asset:data:geo:E-MTAB-3610 not downloaded
[1]
asset:data:geo:E-MTAB-3610 licence not read
[2]
asset:data:geo:E-MTAB-6134 not downloaded
[3]
asset:data:geo:E-MTAB-6134 licence not read
[4]
asset:data:geo:GSE140077 not downloaded
[5]
asset:data:geo:GSE140077 licence not read
[6]
asset:data:geo:GSE19650 not downloaded
[7]
asset:data:geo:GSE19650 licence not read
[8]
asset:data:geo:GSE62165 not downloaded
[9]
asset:data:geo:GSE62165 licence not read
[10]
asset:data:geo:GSE62452 not downloaded
[11]
asset:data:geo:GSE62452 licence not read
[12]
asset:data:geo:GSE71729 not downloaded
[13]
asset:data:geo:GSE71729 licence not read
[14]
asset:data:geo:GSE85916 not downloaded
[15]
asset:data:geo:GSE85916 licence not read
[16]
asset:data:geo:GSE91035 not downloaded
[17]
asset:data:geo:GSE91035 licence not read
analysis object · 4 fields
state
partial
methods array · 6 items
[0] object · 10 fields
id
method-1
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
1
band
verbatim
quote
Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
student_t_test
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Student's t-test
[2] object · 10 fields
id
method-3
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
0.8
band
high
quote
ANOVA
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
KM
[4] object · 10 fields
id
method-5
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Cox regression
[5] object · 10 fields
id
method-6
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log rank
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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 · 1 item
[0]
pearson_r
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: pearson.
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 · 9 items
[0]
E-MTAB-3610
[1]
E-MTAB-6134
[2]
GSE140077
[3]
GSE62165
[4]
GSE91035
[5]
GSE19650
[6]
GSE85916
[7]
GSE62452
[8]
GSE71729
resolved_accessions array · 9 items
[0]
E-MTAB-3610
[1]
E-MTAB-6134
[2]
GSE140077
[3]
GSE62165
[4]
GSE91035
[5]
GSE19650
[6]
GSE85916
[7]
GSE62452
[8]
GSE71729
statements array · 1 item
[0]
Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).
basis
The paper names E-MTAB-3610, E-MTAB-6134, GSE140077, GSE62165, GSE91035, GSE19650, GSE85916, GSE62452, GSE71729 in ArrayExpress and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
pearson_r
assets array · 5 items
[0]
source:pmid:33731794
[1]
data:geo:E-MTAB-3610
[2]
asset:table:pmid:33731794:1
[3]
asset:table:pmid:33731794:2
[4]
asset:table:pmid:33731794:3
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:E-MTAB-3610
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
2026-10-31T18:28:18Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
30575
completion_tokens
3487
cached_tokens
10376
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:33731794
type
paper
label
pmid:33731794
[1] object · 3 fields
id
source:pmid:33731794
type
manuscript
label
PMID 33731794 full text
[2] object · 3 fields
id
data:geo:E-MTAB-3610
type
dataset
label
GEO E-MTAB-3610
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:33731794
type
paper
label
pmid:33731794
[1] object · 3 fields
id
source:pmid:33731794
type
manuscript
label
PMID 33731794 full text
[2] object · 3 fields
id
data:geo:E-MTAB-3610
type
dataset
label
GEO E-MTAB-3610
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33731794
type
extraction
used array · 1 item
[0]
source:pmid:33731794
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-E-MTAB-3610
type
accession_resolution
used array · 1 item
[0]
data:geo:E-MTAB-3610
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
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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:33731794
parent_hash
sha256:3336e5d2d8c468e13222ac48f71267858cc0bf5f21c7cd7e18026a1a03f96d46
fork_of
null
gaps array · 23 items
[0]
asset:data:geo:E-MTAB-3610 licence not read
[1]
asset:data:geo:E-MTAB-3610 not downloaded
[2]
asset:data:geo:E-MTAB-6134 licence not read
[3]
asset:data:geo:E-MTAB-6134 not downloaded
[4]
asset:data:geo:GSE140077 licence not read
[5]
asset:data:geo:GSE140077 not downloaded
[6]
asset:data:geo:GSE19650 licence not read
[7]
asset:data:geo:GSE19650 not downloaded
[8]
asset:data:geo:GSE62165 licence not read
[9]
asset:data:geo:GSE62165 not downloaded
[10]
asset:data:geo:GSE62452 licence not read
[11]
asset:data:geo:GSE62452 not downloaded
[12]
asset:data:geo:GSE71729 licence not read
[13]
asset:data:geo:GSE71729 not downloaded
[14]
asset:data:geo:GSE85916 licence not read
[15]
asset:data:geo:GSE85916 not downloaded
[16]
asset:data:geo:GSE91035 licence not read
[17]
asset:data:geo:GSE91035 not downloaded
[18]
execution.not_run
[19]
method.reader_differs_from_extractor
[20]
review.human_critique
[21]
review.independent_reader
[22]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
correlation_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pearson_r
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package.
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:33731794", "kind": "science-record", "revision": 8, "content_hash": "sha256:9cdd50384c999bc7028171b6419d9dc69a8a763a56392f20ab3d7aab089258da", "created_at": "2026-11-01T15:41:29Z", "updated_at": "2026-11-01T22:03:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients.", "doi": "10.1038/s41598-021-85680-x", "pmid": "33731794", "authors": ["Xing Wei", "Xiaochong Zhou", "Yun Zhao", "Yang He", "Zhen Weng", "Chunfang Xu"], "journal": "Scientific reports", "year": 2021, "abstract": "To identify a gemcitabine resistance-associated gene signature for risk stratification and prognosis prediction in pancreatic cancer. Pearson correlation analysis was performed with gemcitabine half maximal inhibitory concentration (IC50) data of 17 primary pancreatic cancer lines from Genomics of Drug Sensitivity in Cancer (GDSC) and the transcriptomic data from GDSC and Broad Institute Cancer Cell Line Encyclopedia, followed by risk stratification, expression evaluation, overall survival (OS) prediction, clinical data validation and nomogram establishment. Our biomarker discovery effort identified a 14-gene signature, most of which featured differential expression. The 14-gene signature was associated with poor OS in E-MTAB-6134 (HR 2.37; 95% CI 1.75-3.2; p < 0.0001), pancreatic cancer-Canada (PACA-CA) (HR 1.76; 95% CI 1.31-2.37; p = 0.00015), and 4 other independent validation cohorts: pancreatic cancer-Australia (PACA-AU) (HR 1.9; 95% CI 1.38-2.61; p < 0.0001), The Cancer Genome Atlas (TCGA) (HR 1.73; 95% CI 1.11-2.69; p = 0.014), GSE85916 (HR 1.97; 95% CI 1.14-3.42; p = 0.014) and GSE62452 (HR 1.82; 95% CI 1.02-3.24; p = 0.039). Multivariate analysis revealed that the 14-gene risk score was an independent pancreatic cancer outcome predictor in E-MTAB-6134 (p < 0.001) and TCGA (p = 0.006). A nomogram including the 14-gene was established for eventual clinical translation. We identified a novel gemcitabine resistance gene signature for risk stratification and robust categorization of pancreatic cancer patients with poor prognosis.", "claims": [{"id": "claim-method", "statement": "Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33731794", "locator": "sections[11] \"Identification of survival-related genes from gemcitabine resistance-related genes and establishment of the prognostic gene signature\" paragraph 2", "quote": "Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33731794", "locator": "sections[10] \"Acquisition of gene expression, half maximal inhibitory concentration (IC50) of gemcitabine and clinical data\" paragraph 2", "quote": "Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/)."}], "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:33731794"], "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:E-MTAB-3610"], "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:E-MTAB-3610"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33731794", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-021-85680-x", "sha256": 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annotations include protein homodimerization activity and intracellular calcium activated chloride channel activity"], ["VGLL1", "0.0387", "GO annotations include transcription coactivator activity"], ["SCEL", "0.11", "Diseases associated with SCEL include Extrahepatic Bile Duct Adenocarcinoma"], ["INPP4B", "0.1158", "GO annotations include lipid binding and phosphatidylinositol trisphosphate phosphatase activity"], ["NET1", "0.1943", "GO annotations include guanyl-nucleotide exchange factor activity and GTP-Rho binding"], ["INSIG2", "0.2316", "GO annotations include transcription factor binding"], ["BVES", "0.3211", "GO annotations include structural molecule activity and cAMP binding"]], "row_count": 15, "column_count": 3, "numeric_cells": 16, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:33731794:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": 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"asset:data:geo:GSE140077 licence not read", "asset:data:geo:GSE19650 not downloaded", "asset:data:geo:GSE19650 licence not read", "asset:data:geo:GSE62165 not downloaded", "asset:data:geo:GSE62165 licence not read", "asset:data:geo:GSE62452 not downloaded", "asset:data:geo:GSE62452 licence not read", "asset:data:geo:GSE71729 not downloaded", "asset:data:geo:GSE71729 licence not read", "asset:data:geo:GSE85916 not downloaded", "asset:data:geo:GSE85916 licence not read", "asset:data:geo:GSE91035 not downloaded", "asset:data:geo:GSE91035 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Genes related to gemcitabine resistance were identified with gemcitabine IC50 data of pancreatic cancer cell lines from GDSC and the gene expression data from both the E-MTAB-3610 and CCLE datasets using Pearson correlation with the criterion of p < 0.05 as determined cor.test () function in the R base package."}}, {"id": "method-2", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student's t-test"}}, {"id": "method-3", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-4", "family": "survival_analysis", 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["E-MTAB-3610", "E-MTAB-6134", "GSE140077", "GSE62165", "GSE91035", "GSE19650", "GSE85916", "GSE62452", "GSE71729"], "resolved_accessions": ["E-MTAB-3610", "E-MTAB-6134", "GSE140077", "GSE62165", "GSE91035", "GSE19650", "GSE85916", "GSE62452", "GSE71729"], "statements": ["Gene expression data and gemcitabine IC50 data of specific pancreatic cancer lines were obtained from GDSC (https://www.cancerrxgene.org/)."], "basis": "The paper names E-MTAB-3610, E-MTAB-6134, GSE140077, GSE62165, GSE91035, GSE19650, GSE85916, GSE62452, GSE71729 in ArrayExpress and the accession resolves in the repository. 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