Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:32701143

Dipeptidyl peptidase like 6 promoter methylation is a potential prognostic biomarker for pancreatic ductal adenocarcinoma.

Xin Zhao · Di Cao · Zhangyong Ren · Zhe Liu · Shaocheng Lv · Jiqiao Zhu · Lixin Li · Ren Lang · Qiang He

Bioscience reports · 2020 doi:10.1042/BSR20200214

Paper

complete

Experiment

partial

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:32701143
kind
science-record
content_hash
sha256:4195eea45507f050ca330ad3516a8fe4ea032f2f6ca8dc932aca60f04c43aecd
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:06Z
updated_at
2026-11-01T22:01:56Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Dipeptidyl peptidase like 6 promoter methylation is a potential prognostic biomarker for pancreatic ductal adenocarcinoma.
doi
10.1042/BSR20200214
pmid
32701143
authors array · 9 items
[0]
Xin Zhao
[1]
Di Cao
[2]
Zhangyong Ren
[3]
Zhe Liu
[4]
Shaocheng Lv
[5]
Jiqiao Zhu
[6]
Lixin Li
[7]
Ren Lang
[8]
Qiang He
journal
Bioscience reports
year
2020
abstract
BACKGROUND: Hypermethylation of gene promoters plays an important role in tumorigenesis. The present study aimed to identify and validate promoter methylation-driven genes (PMDGs) for pancreatic ductal adenocarcinoma (PDAC). METHODS: Based on GSE49149 and the PDAC cohort of The Cancer Genome Atlas (TCGA), differential analyses of promoter methylation, correlation analysis, and Cox regression analysis were performed to identify PMDGs. The promoter methylation level was assessed by bisulfite sequencing polymerase chain reaction (BSP) in paired tumor and normal tissues of 72 PDAC patients. Kaplan-Meier survival analyses were performed to evaluate the clinical value of PMDGs. RESULTS: In GSE49149, the β-value of the dipeptidyl peptidase like 6 (DPP6) promoter was significantly higher in tumor compared with normal samples (0.50 vs. 0.24, P<0.001). In the PDAC cohort of TCGA, the methylation level of the DPP6 promoter was negatively correlated with mRNA expression (r = -0.54, P<0.001). In a multivariate Cox regression analysis, hypermethylation of the DPP6 promoter was an independent risk factor for PDAC (hazard ratio (HR) = 543.91, P=0.002). The results of BSP revealed that the number of methylated CG sites in the DPP6 promoter was greater in tumor samples than in normal samples (7.43 vs. 2.78, P<0.001). The methylation level of the DPP6 promoter was moderately effective at distinguishing tumor from normal samples (area under ROC curve (AUC) = 0.74, P<0.001). Hypermethylation of the DPP6 promoter was associated with poor overall (HR = 3.61, P<0.001) and disease-free (HR = 2.01, P=0.016) survivals for PDAC patients. CONCLUSION: These results indicate that DPP6 promoter methylation is a potential prognostic biomarker for PDAC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32701143
locator
sections[5] "Identification of PMDGs" paragraph 3
quote
To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32701143
locator
sections[3] "DNA methylation datasets of the derivation cohort" paragraph 2
quote
In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
null
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:32701143
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE49149
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
blocked
blocked_on
method:group_comparison_wilcoxon
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE49149
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
[0]
step:run_analysis blocked on method:group_comparison_wilcoxon
data object · 3 fields
state
partial
assets array · 5 items
[0] object · 15 fields
id
source:pmid:32701143
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1042/BSR20200214
sha256
sha256:10bbc30779e9e8e3283eb557eb9a781fa298b06d63d73a98f9c6fa9570b885af
bytes
27768
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1042/BSR20200214
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC7396423
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE49149
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=GSE49149
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE49149
version
null
note
In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].
access_statement_kind
repository_route_statement
sample_accessions array · 196 items
[0]
GSM1194354
[1]
GSM1194355
[2]
GSM1194356
[3]
GSM1194357
[4]
GSM1194358
[5]
GSM1194359
[6]
GSM1194360
[7]
GSM1194361
[8]
GSM1194362
[9]
GSM1194363
[10]
GSM1194364
[11]
GSM1194365
[12]
GSM1194366
[13]
GSM1194367
[14]
GSM1194368
[15]
GSM1194369
[16]
GSM1194370
[17]
GSM1194371
[18]
GSM1194372
[19]
GSM1194373
[20]
GSM1194374
[21]
GSM1194375
[22]
GSM1194376
[23]
GSM1194377
[24]
GSM1194378
[25]
GSM1194379
[26]
GSM1194380
[27]
GSM1194381
[28]
GSM1194382
[29]
GSM1194383
[30]
GSM1194384
[31]
GSM1194385
[32]
GSM1194386
[33]
GSM1194387
[34]
GSM1194388
[35]
GSM1194389
[36]
GSM1194390
[37]
GSM1194391
[38]
GSM1194392
[39]
GSM1194393
[40]
GSM1194394
[41]
GSM1194395
[42]
GSM1194396
[43]
GSM1194397
[44]
GSM1194398
[45]
GSM1194399
[46]
GSM1194400
[47]
GSM1194401
[48]
GSM1194402
[49]
GSM1194403
[50]
GSM1194404
[51]
GSM1194405
[52]
GSM1194406
[53]
GSM1194407
[54]
GSM1194408
[55]
GSM1194410
[56]
GSM1194411
[57]
GSM1194412
[58]
GSM1194413
[59]
GSM1194414
[60]
GSM1194415
[61]
GSM1194416
[62]
GSM1194417
[63]
GSM1194418
[64]
GSM1194419
[65]
GSM1194420
[66]
GSM1194421
[67]
GSM1194422
[68]
GSM1194423
[69]
GSM1194424
[70]
GSM1194425
[71]
GSM1194426
[72]
GSM1194427
[73]
GSM1194428
[74]
GSM1194429
[75]
GSM1194430
[76]
GSM1194431
[77]
GSM1194432
[78]
GSM1194433
[79]
GSM1194434
[80]
GSM1194435
[81]
GSM1194436
[82]
GSM1194437
[83]
GSM1194438
[84]
GSM1194439
[85]
GSM1194440
[86]
GSM1194441
[87]
GSM1194442
[88]
GSM1194443
[89]
GSM1194444
[90]
GSM1194445
[91]
GSM1194446
[92]
GSM1194447
[93]
GSM1194448
[94]
GSM1194449
[95]
GSM1194450
[96]
GSM1194451
[97]
GSM1194452
[98]
GSM1194453
[99]
GSM1194454
[100]
GSM1194455
[101]
GSM1194456
[102]
GSM1194457
[103]
GSM1194458
[104]
GSM1194459
[105]
GSM1194461
[106]
GSM1194463
[107]
GSM1194464
[108]
GSM1194465
[109]
GSM1194466
[110]
GSM1194467
[111]
GSM1194468
[112]
GSM1194469
[113]
GSM1194470
[114]
GSM1194471
[115]
GSM1194472
[116]
GSM1194473
[117]
GSM1194474
[118]
GSM1194475
[119]
GSM1194476
[120]
GSM1194479
[121]
GSM1194480
[122]
GSM1194481
[123]
GSM1194482
[124]
GSM1194483
[125]
GSM1194484
[126]
GSM1194485
[127]
GSM1194486
[128]
GSM1194487
[129]
GSM1194488
[130]
GSM1194489
[131]
GSM1194490
[132]
GSM1194491
[133]
GSM1194492
[134]
GSM1194493
[135]
GSM1194494
[136]
GSM1194495
[137]
GSM1194496
[138]
GSM1194497
[139]
GSM1194498
[140]
GSM1194499
[141]
GSM1194500
[142]
GSM1194501
[143]
GSM1194502
[144]
GSM1194503
[145]
GSM1194504
[146]
GSM1194505
[147]
GSM1194506
[148]
GSM1194507
[149]
GSM1194508
[150]
GSM1194509
[151]
GSM1194510
[152]
GSM1194511
[153]
GSM1194512
[154]
GSM1194513
[155]
GSM1194514
[156]
GSM1194515
[157]
GSM1194516
[158]
GSM1194517
[159]
GSM1194518
[160]
GSM1194519
[161]
GSM1194520
[162]
GSM1194521
[163]
GSM1194522
[164]
GSM1194523
[165]
GSM1194524
[166]
GSM1194525
[167]
GSM1194526
[168]
GSM1194527
[169]
GSM1194528
[170]
GSM1194529
[171]
GSM1194530
[172]
GSM1194531
[173]
GSM1194532
[174]
GSM1435224
[175]
GSM1435225
[176]
GSM1435226
[177]
GSM1435227
[178]
GSM1435228
[179]
GSM1435229
[180]
GSM1435230
[181]
GSM1435231
[182]
GSM1435232
[183]
GSM1435233
[184]
GSM1435234
[185]
GSM1435235
[186]
GSM1435236
[187]
GSM1435237
[188]
GSM1435238
[189]
GSM1435239
[190]
GSM1435240
[191]
GSM1435241
[192]
GSM1435242
[193]
GSM1435243
[194]
GSM1435244
[195]
GSM1435245
sample_count
196
group_sizes
null
group_sizes_basis
null
platform
13534
taxon
Homo sapiens
title
Genome-wide DNA methylation patterns in pancreatic ductal adenocarcinoma (PDAC)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:32701143:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:115a5486f84e84ef25909000ba3c0ed8460072860ef45daa893d3575eef2d42d
bytes
623
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[1]#T1
version
null
note
The primer sequence of four PMDGs
structure object · 5 fields
pmcid
PMC7396423
section_index
7
section_title
Bisulfite sequencing polymerase chain reaction
row_count
9
column_count
3
table object · 8 fields
label
Table 1
caption
The primer sequence of four PMDGs
rows array · 9 items
[0] array · 3 items
[0]
Gene
[1]
Primer sequence (5′–3′)
[2]
Product size (bp)
[1] array · 3 items
[0]
DPP6-F
[1]
TTG(C/T)GTT(C/T)GTTTAATTTTGATGTAG
[2]
512
[2] array · 3 items
[0]
DPP6-R
[1]
AAAAATCTTCCAAATCTTCAATT
[2]
[3] array · 3 items
[0]
ZFP28-F
[1]
TATTTTGGAGGATGGGAGGTT
[2]
389
[4] array · 3 items
[0]
ZFP28-R
[1]
TAACCAAC(G/A)CTAAACCTAAATATAAC
[2]
[5] array · 3 items
[0]
MTMR7-F
[1]
GGGAAAAGTGT(C/T)GTTTGTAATAGTG
[2]
411
[6] array · 3 items
[0]
MTMR7-R
[1]
CTAAAATTACC(G/A)AAAC(G/A)AAAACTACT
[2]
[7] array · 3 items
[0]
HIST1H4E-F
[1]
ATTTTATTTAGTTGTTAAAATATGTT
[2]
373
[8] array · 3 items
[0]
HIST1H4E-R
[1]
AACTTAATAATACCCTAAATATTATCT
[2]
locator
section[7]/table-wrap[1]#T1
[3] object · 16 fields
id
asset:table:pmid:32701143:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:e9250a9e37ed59a693190692d3ff42ec39e6b5f4441c28abe2669345753a6a32
bytes
1739
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#T2
version
null
note
Univariate and multivariate Cox regression analyses according to clinicopathological variables and seven PMDGs in the PDAC cohort of TCGA
structure object · 5 fields
pmcid
PMC7396423
section_index
12
section_title
Identification of potential prognostic biomarkers among PMDGs
row_count
18
column_count
5
table object · 8 fields
label
Table 2
caption
Univariate and multivariate Cox regression analyses according to clinicopathological variables and seven PMDGs in the PDAC cohort of TCGA
rows array · 18 items
[0] array · 3 items
[0]
Clinical parameters
[1]
Univariate Cox regression analysis
[2]
Multivariate Cox regression analysis
[1] array · 5 items
[0]
[1]
HR (95% CI)
[2]
P
[3]
HR (95% CI)
[4]
P
[2] array · 5 items
[0]
Age
[1]
1.03 (1.00–1.05)
[2]
0.006
[3]
1.01 (0.98–1.04)
[4]
0.563
[3] array · 5 items
[0]
Resection status (R0, R1)
[1]
1.79 (1.17–2.74)
[2]
0.007
[3]
1.28 (0.80–2.00)
[4]
0.304
[4] array · 5 items
[0]
T stage (T1/T2, T3/T4)
[1]
2.01 (1.07–3.82)
[2]
0.031
[3]
1.32 (0.64–2.70)
[4]
0.455
[5] array · 5 items
[0]
Lymph node invasion (no, yes)
[1]
2.00 (1.19–3.37)
[2]
0.009
[3]
2.04 (1.11–3.80)
[4]
0.023
[6] array · 5 items
[0]
Histologic grade (Gx, G1, G2, G3, G4)
[1]
1.46 (1.08–1.98)
[2]
0.014
[3]
1.41 (0.99–2.00)
[4]
0.059
[7] array · 5 items
[0]
Neoplasm recurrence (no, NA, yes)
[1]
1.26 (1.01–1.58)
[2]
0.042
[3]
1.28 (0.99–1.70)
[4]
0.057
[8] array · 5 items
[0]
Molecular targeting drugs using (no, yes)
[1]
0.58 (0.38–0.88)
[2]
0.011
[3]
0.76 (0.42–1.40)
[4]
0.351
[9] array · 5 items
[0]
Radiotherapy (no, NA, yes)
[1]
0.72 (0.54–0.96)
[2]
0.024
[3]
0.70 (0.51–9.97)
[4]
0.034
[10] array · 5 items
[0]
Postoperative chemotherapy (no, yes)
[1]
0.58 (0.37–0.89)
[2]
0.013
[3]
0.38 (0.20–0.71)
[4]
0.003
[11] array · 5 items
[0]
HIST1H4E
[1]
14.11 (4.47–44.55)
[2]
0.000
[3]
5.92 (1.19–29.00)
[4]
0.030
[12] array · 5 items
[0]
DPP6
[1]
6.77 (1.70–27.00)
[2]
0.007
[3]
543.91 (9.50–31000.00)
[4]
0.002
[13] array · 5 items
[0]
MTMR7
[1]
5.66 (1.61–19.95)
[2]
0.007
[3]
4.00 (0.16–99.00)
[4]
0.397
[14] array · 5 items
[0]
LINGO3
[1]
9.17 (1.83–45.89)
[2]
0.007
[3]
7.01 (0.79–62.00)
[4]
0.08
[15] array · 5 items
[0]
GRM6
[1]
4.07 (1.15–14.49)
[2]
0.030
[3]
0.04 (0.00–1.40)
[4]
0.073
[16] array · 5 items
[0]
ZFP28
[1]
3.09 (1.06–9.02)
[2]
0.039
[3]
1.04 (0.20–5.30)
[4]
0.967
[17] array · 5 items
[0]
RGS22
[1]
3.48 (1.02–11.94)
[2]
0.047
[3]
0.05 (0.00–1.10)
[4]
0.054
locator
section[12]/table-wrap[1]#T2
[4] object · 16 fields
id
asset:table:pmid:32701143:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c24c7c76af6f1654b6c1d8898b7cc5d858b7bcb24bf5cdd7d73ab23097dcf165
bytes
1705
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#T3
version
null
note
Kaplan–Meier survival analyses for PDAC patients stratified with clinicopathological parameters, and the association between the methylation level of the DPP6 promoter and clinicopathological features
structure object · 5 fields
pmcid
PMC7396423
section_index
14
section_title
Association of the methylation level of the DPP6 promoter with clinicopathological parameters of PDAC
row_count
29
column_count
7
table object · 8 fields
label
Table 3
caption
Kaplan–Meier survival analyses for PDAC patients stratified with clinicopathological parameters, and the association between the methylation level of the DPP6 promoter and clinicopathological features
rows array · 29 items
[0] array · 3 items
[0]
Clinical parameters
[1]
OS (30 months)
[2]
Methylation of DPP6 promoter
[1] array · 7 items
[0]
[1]
n
[2]
HR (95% CI)
[3]
P
[4]
Low level (n=36)
[5]
High level (n=36)
[6]
P
[2] array · 7 items
[0]
Age (years)
[1]
[2]
[3]
0.599
[4]
631
[5]
611
[6]
0.522
[3] array · 7 items
[0]
≤62
[1]
36
[2]
1
[3]
[4]
[5]
[6]
[4] array · 7 items
[0]
>62
[1]
36
[2]
1.18 (0.63–2.21)
[3]
[4]
[5]
[6]
[5] array · 7 items
[0]
Tumor size (cm)
[1]
[2]
[3]
0.218
[4]
3.341
[5]
4.34
[6]
0.021
[6] array · 7 items
[0]
<4
[1]
40
[2]
1
[3]
[4]
[5]
[6]
[7] array · 7 items
[0]
≥4
[1]
32
[2]
1.47 (0.78–2.76)
[3]
[4]
[5]
[6]
[8] array · 7 items
[0]
Resection
[1]
[2]
[3]
0.240
[4]
[5]
[6]
0.003
[9] array · 7 items
[0]
R0
[1]
57
[2]
1
[3]
[4]
34
[5]
23
[6]
[10] array · 7 items
[0]
R1 and R2
[1]
15
[2]
1.71 (0.79–3.72)
[3]
[4]
2
[5]
13
[6]
[11] array · 7 items
[0]
Invasion of reginal lymph node
[1]
[2]
[3]
0.234
[4]
[5]
[6]
<0.001
[12] array · 7 items
[0]
Negative
[1]
21
[2]
1
[3]
[4]
20
[5]
1
[6]
[13] array · 7 items
[0]
Postitive
[1]
51
[2]
1.57 (0.79–3.15)
[3]
[4]
16
[5]
35
[6]
[14] array · 7 items
[0]
Vascular invasion
[1]
[2]
[3]
0.243
[4]
[5]
[6]
0.153
[15] array · 7 items
[0]
Negative
[1]
41
[2]
1
[3]
[4]
24
[5]
17
[6]
[16] array · 7 items
[0]
Postitive
[1]
31
[2]
1.44 (0.75–2.75)
[3]
[4]
12
[5]
19
[6]
[17] array · 7 items
[0]
TNM stage
[1]
[2]
[3]
0.022
[4]
[5]
[6]
<0.001
[18] array · 7 items
[0]
II
[1]
38
[2]
1
[3]
[4]
35
[5]
3
[6]
[19] array · 7 items
[0]
III and IV
[1]
34
[2]
2.37 (1.26–4.47)
[3]
[4]
1
[5]
33
[6]
[20] array · 7 items
[0]
T stage
[1]
[2]
[3]
0.196
[4]
[5]
[6]
0.020
[21] array · 7 items
[0]
T1 and T2
[1]
50
[2]
1
[3]
[4]
30
[5]
20
[6]
[22] array · 7 items
[0]
T3 and T4
[1]
22
[2]
1.51 (0.76–3.01)
[3]
[4]
6
[5]
16
[6]
[23] array · 7 items
[0]
N stage
[1]
[2]
[3]
0.001
[4]
[5]
[6]
<0.001
[24] array · 7 items
[0]
N0 and N1
[1]
44
[2]
1
[3]
[4]
20
[5]
1
[6]
[25] array · 7 items
[0]
N2
[1]
28
[2]
2.63 (1.35–5.12)
[3]
[4]
16
[5]
35
[6]
[26] array · 7 items
[0]
M stage
[1]
[2]
[3]
0.575
[4]
[5]
[6]
0.011
[27] array · 7 items
[0]
Negative
[1]
65
[2]
1
[3]
[4]
36
[5]
29
[6]
[28] array · 7 items
[0]
Postitive
[1]
7
[2]
1.30 (0.46–3.66)
[3]
[4]
0
[5]
7
[6]
locator
section[14]/table-wrap[1]#T3
gaps array · 2 items
[0]
asset:data:geo:GSE49149 not downloaded
[1]
asset:data:geo:GSE49149 licence not read
analysis object · 4 fields
state
partial
methods array · 7 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
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
Wilcoxon
[1] object · 10 fields
id
method-2
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
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
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
0.7
band
medium
quote
Cox regression
[3] object · 10 fields
id
method-4
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.8
band
high
quote
Limma
[4] object · 10 fields
id
method-5
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
0.8
band
high
quote
Pearson correlation
[5] object · 10 fields
id
method-6
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.7
band
medium
quote
ROC curve
[6] object · 10 fields
id
method-7
family
null
specific
null
label
Kaplan–Meier survival analysis
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
To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis).
targets array · 0 items
gaps array · 2 items
[0]
method.reader_named_unmapped
[1]
method.group_comparison_wilcoxon
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
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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]
GSE49149
resolved_accessions array · 1 item
[0]
GSE49149
statements array · 1 item
[0]
In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].
basis
The paper names GSE49149 in Gene Expression Omnibus (GEO) 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 · 5 items
[0]
source:pmid:32701143
[1]
data:geo:GSE49149
[2]
asset:table:pmid:32701143:1
[3]
asset:table:pmid:32701143:2
[4]
asset:table:pmid:32701143:3
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_wilcoxon
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE49149
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
2026-10-31T18:21:21Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
21584
completion_tokens
2474
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:32701143
type
paper
label
pmid:32701143
[1] object · 3 fields
id
source:pmid:32701143
type
manuscript
label
PMID 32701143 full text
[2] object · 3 fields
id
data:geo:GSE49149
type
dataset
label
GEO GSE49149
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:32701143
type
paper
label
pmid:32701143
[1] object · 3 fields
id
source:pmid:32701143
type
manuscript
label
PMID 32701143 full text
[2] object · 3 fields
id
data:geo:GSE49149
type
dataset
label
GEO GSE49149
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32701143
type
extraction
used array · 1 item
[0]
source:pmid:32701143
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE49149
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE49149
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:32701143
parent_hash
sha256:1ce5d02bd67834dc4ae32d64b91032da29952433404c49ab08434ef44fb0ff8e
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE49149 licence not read
[1]
asset:data:geo:GSE49149 not downloaded
[2]
execution.not_run
[3]
method.group_comparison_wilcoxon
[4]
method.reader_named_unmapped
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
[8]
step:run_analysis blocked on method:group_comparison_wilcoxon
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
methylation_array
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
e promoter methylation level was assessed by bisulfite sequencing polymerase chain reaction (BSP) i
order_basis
paper_text_order:563
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Wilcoxon
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32701143", "kind": "science-record", "revision": 8, "content_hash": "sha256:4195eea45507f050ca330ad3516a8fe4ea032f2f6ca8dc932aca60f04c43aecd", "created_at": "2026-11-01T15:41:06Z", "updated_at": "2026-11-01T22:01:56Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Dipeptidyl peptidase like 6 promoter methylation is a potential prognostic biomarker for pancreatic ductal adenocarcinoma.", "doi": "10.1042/BSR20200214", "pmid": "32701143", "authors": ["Xin Zhao", "Di Cao", "Zhangyong Ren", "Zhe Liu", "Shaocheng Lv", "Jiqiao Zhu", "Lixin Li", "Ren Lang", "Qiang He"], "journal": "Bioscience reports", "year": 2020, "abstract": "BACKGROUND: Hypermethylation of gene promoters plays an important role in tumorigenesis. The present study aimed to identify and validate promoter methylation-driven genes (PMDGs) for pancreatic ductal adenocarcinoma (PDAC).\nMETHODS: Based on GSE49149 and the PDAC cohort of The Cancer Genome Atlas (TCGA), differential analyses of promoter methylation, correlation analysis, and Cox regression analysis were performed to identify PMDGs. The promoter methylation level was assessed by bisulfite sequencing polymerase chain reaction (BSP) in paired tumor and normal tissues of 72 PDAC patients. Kaplan-Meier survival analyses were performed to evaluate the clinical value of PMDGs.\nRESULTS: In GSE49149, the β-value of the dipeptidyl peptidase like 6 (DPP6) promoter was significantly higher in tumor compared with normal samples (0.50 vs. 0.24, P<0.001). In the PDAC cohort of TCGA, the methylation level of the DPP6 promoter was negatively correlated with mRNA expression (r = -0.54, P<0.001). In a multivariate Cox regression analysis, hypermethylation of the DPP6 promoter was an independent risk factor for PDAC (hazard ratio (HR) = 543.91, P=0.002). The results of BSP revealed that the number of methylated CG sites in the DPP6 promoter was greater in tumor samples than in normal samples (7.43 vs. 2.78, P<0.001). The methylation level of the DPP6 promoter was moderately effective at distinguishing tumor from normal samples (area under ROC curve (AUC) = 0.74, P<0.001). Hypermethylation of the DPP6 promoter was associated with poor overall (HR = 3.61, P<0.001) and disease-free (HR = 2.01, P=0.016) survivals for PDAC patients.\nCONCLUSION: These results indicate that DPP6 promoter methylation is a potential prognostic biomarker for PDAC.", "claims": [{"id": "claim-method", "statement": "To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32701143", "locator": "sections[5] \"Identification of PMDGs\" paragraph 3", "quote": "To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32701143", "locator": "sections[3] \"DNA methylation datasets of the derivation cohort\" paragraph 2", "quote": "In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14]."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "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:32701143"], "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:GSE49149"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE49149"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32701143", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1042/BSR20200214", "sha256": "sha256:10bbc30779e9e8e3283eb557eb9a781fa298b06d63d73a98f9c6fa9570b885af", "bytes": 27768, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1042/BSR20200214", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7396423", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE49149", "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=GSE49149", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE49149", "version": null, "note": "In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14].", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1194354", "GSM1194355", "GSM1194356", "GSM1194357", "GSM1194358", "GSM1194359", "GSM1194360", "GSM1194361", "GSM1194362", "GSM1194363", "GSM1194364", "GSM1194365", "GSM1194366", "GSM1194367", "GSM1194368", "GSM1194369", "GSM1194370", "GSM1194371", "GSM1194372", "GSM1194373", "GSM1194374", "GSM1194375", "GSM1194376", "GSM1194377", "GSM1194378", "GSM1194379", "GSM1194380", "GSM1194381", "GSM1194382", "GSM1194383", "GSM1194384", "GSM1194385", "GSM1194386", "GSM1194387", "GSM1194388", "GSM1194389", "GSM1194390", "GSM1194391", "GSM1194392", "GSM1194393", "GSM1194394", "GSM1194395", "GSM1194396", "GSM1194397", "GSM1194398", "GSM1194399", "GSM1194400", "GSM1194401", "GSM1194402", "GSM1194403", "GSM1194404", "GSM1194405", "GSM1194406", "GSM1194407", "GSM1194408", "GSM1194410", "GSM1194411", "GSM1194412", "GSM1194413", "GSM1194414", "GSM1194415", "GSM1194416", "GSM1194417", "GSM1194418", "GSM1194419", "GSM1194420", "GSM1194421", "GSM1194422", "GSM1194423", "GSM1194424", "GSM1194425", "GSM1194426", "GSM1194427", "GSM1194428", "GSM1194429", "GSM1194430", "GSM1194431", "GSM1194432", "GSM1194433", "GSM1194434", "GSM1194435", "GSM1194436", "GSM1194437", "GSM1194438", "GSM1194439", "GSM1194440", "GSM1194441", "GSM1194442", "GSM1194443", "GSM1194444", "GSM1194445", "GSM1194446", "GSM1194447", "GSM1194448", "GSM1194449", "GSM1194450", "GSM1194451", "GSM1194452", "GSM1194453", "GSM1194454", "GSM1194455", "GSM1194456", "GSM1194457", "GSM1194458", "GSM1194459", "GSM1194461", "GSM1194463", "GSM1194464", "GSM1194465", "GSM1194466", "GSM1194467", "GSM1194468", "GSM1194469", "GSM1194470", "GSM1194471", "GSM1194472", "GSM1194473", "GSM1194474", "GSM1194475", "GSM1194476", "GSM1194479", "GSM1194480", "GSM1194481", "GSM1194482", "GSM1194483", "GSM1194484", "GSM1194485", "GSM1194486", "GSM1194487", "GSM1194488", "GSM1194489", "GSM1194490", "GSM1194491", "GSM1194492", "GSM1194493", "GSM1194494", "GSM1194495", "GSM1194496", "GSM1194497", "GSM1194498", "GSM1194499", "GSM1194500", "GSM1194501", "GSM1194502", "GSM1194503", "GSM1194504", "GSM1194505", "GSM1194506", "GSM1194507", "GSM1194508", "GSM1194509", "GSM1194510", "GSM1194511", "GSM1194512", "GSM1194513", "GSM1194514", "GSM1194515", "GSM1194516", "GSM1194517", "GSM1194518", "GSM1194519", "GSM1194520", "GSM1194521", "GSM1194522", "GSM1194523", "GSM1194524", "GSM1194525", "GSM1194526", "GSM1194527", "GSM1194528", "GSM1194529", "GSM1194530", "GSM1194531", "GSM1194532", "GSM1435224", "GSM1435225", "GSM1435226", "GSM1435227", "GSM1435228", "GSM1435229", "GSM1435230", "GSM1435231", "GSM1435232", "GSM1435233", "GSM1435234", "GSM1435235", "GSM1435236", "GSM1435237", "GSM1435238", "GSM1435239", "GSM1435240", "GSM1435241", "GSM1435242", "GSM1435243", "GSM1435244", "GSM1435245"], "sample_count": 196, "group_sizes": null, "group_sizes_basis": null, "platform": "13534", "taxon": "Homo sapiens", "title": "Genome-wide DNA methylation patterns in pancreatic ductal adenocarcinoma (PDAC)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32701143:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:115a5486f84e84ef25909000ba3c0ed8460072860ef45daa893d3575eef2d42d", "bytes": 623, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#T1", "version": null, "note": "The primer sequence of four PMDGs", "structure": {"pmcid": "PMC7396423", "section_index": 7, "section_title": "Bisulfite sequencing polymerase chain reaction", "row_count": 9, "column_count": 3}, "table": {"label": "Table 1", "caption": "The primer sequence of four PMDGs", "rows": [["Gene", "Primer sequence (5′–3′)", "Product size (bp)"], ["DPP6-F", "TTG(C/T)GTT(C/T)GTTTAATTTTGATGTAG", "512"], ["DPP6-R", "AAAAATCTTCCAAATCTTCAATT", ""], ["ZFP28-F", "TATTTTGGAGGATGGGAGGTT", "389"], ["ZFP28-R", "TAACCAAC(G/A)CTAAACCTAAATATAAC", ""], ["MTMR7-F", "GGGAAAAGTGT(C/T)GTTTGTAATAGTG", "411"], ["MTMR7-R", "CTAAAATTACC(G/A)AAAC(G/A)AAAACTACT", ""], ["HIST1H4E-F", "ATTTTATTTAGTTGTTAAAATATGTT", "373"], ["HIST1H4E-R", "AACTTAATAATACCCTAAATATTATCT", ""]], "row_count": 9, "column_count": 3, "numeric_cells": 7, "header_rows": 1, "locator": "section[7]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32701143:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e9250a9e37ed59a693190692d3ff42ec39e6b5f4441c28abe2669345753a6a32", "bytes": 1739, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T2", "version": null, "note": "Univariate and multivariate Cox regression analyses according to clinicopathological variables and seven PMDGs in the PDAC cohort of TCGA", "structure": {"pmcid": "PMC7396423", "section_index": 12, "section_title": "Identification of potential prognostic biomarkers among PMDGs", "row_count": 18, "column_count": 5}, "table": {"label": "Table 2", "caption": "Univariate and multivariate Cox regression analyses according to clinicopathological variables and seven PMDGs in the PDAC cohort of TCGA", "rows": [["Clinical parameters", "Univariate Cox regression analysis", "Multivariate Cox regression analysis"], ["", "HR (95% CI)", "P", "HR (95% CI)", "P"], ["Age", "1.03 (1.00–1.05)", "0.006", "1.01 (0.98–1.04)", "0.563"], ["Resection status (R0, R1)", "1.79 (1.17–2.74)", "0.007", "1.28 (0.80–2.00)", "0.304"], ["T stage (T1/T2, T3/T4)", "2.01 (1.07–3.82)", "0.031", "1.32 (0.64–2.70)", "0.455"], ["Lymph node invasion (no, yes)", "2.00 (1.19–3.37)", "0.009", "2.04 (1.11–3.80)", "0.023"], ["Histologic grade (Gx, G1, G2, G3, G4)", "1.46 (1.08–1.98)", "0.014", "1.41 (0.99–2.00)", "0.059"], ["Neoplasm recurrence (no, NA, yes)", "1.26 (1.01–1.58)", "0.042", "1.28 (0.99–1.70)", "0.057"], ["Molecular targeting drugs using (no, yes)", "0.58 (0.38–0.88)", "0.011", "0.76 (0.42–1.40)", "0.351"], ["Radiotherapy (no, NA, yes)", "0.72 (0.54–0.96)", "0.024", "0.70 (0.51–9.97)", "0.034"], ["Postoperative chemotherapy (no, yes)", "0.58 (0.37–0.89)", "0.013", "0.38 (0.20–0.71)", "0.003"], ["HIST1H4E", "14.11 (4.47–44.55)", "0.000", "5.92 (1.19–29.00)", "0.030"], ["DPP6", "6.77 (1.70–27.00)", "0.007", "543.91 (9.50–31000.00)", "0.002"], ["MTMR7", "5.66 (1.61–19.95)", "0.007", "4.00 (0.16–99.00)", "0.397"], ["LINGO3", "9.17 (1.83–45.89)", "0.007", "7.01 (0.79–62.00)", "0.08"], ["GRM6", "4.07 (1.15–14.49)", "0.030", "0.04 (0.00–1.40)", "0.073"], ["ZFP28", "3.09 (1.06–9.02)", "0.039", "1.04 (0.20–5.30)", "0.967"], ["RGS22", "3.48 (1.02–11.94)", "0.047", "0.05 (0.00–1.10)", "0.054"]], "row_count": 18, "column_count": 5, "numeric_cells": 68, "header_rows": 2, "locator": "section[12]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32701143:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c24c7c76af6f1654b6c1d8898b7cc5d858b7bcb24bf5cdd7d73ab23097dcf165", "bytes": 1705, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#T3", "version": null, "note": "Kaplan–Meier survival analyses for PDAC patients stratified with clinicopathological parameters, and the association between the methylation level of the DPP6 promoter and clinicopathological features", "structure": {"pmcid": "PMC7396423", "section_index": 14, "section_title": "Association of the methylation level of the DPP6 promoter with clinicopathological parameters of PDAC", "row_count": 29, "column_count": 7}, "table": {"label": "Table 3", "caption": "Kaplan–Meier survival analyses for PDAC patients stratified with clinicopathological parameters, and the association between the methylation level of the DPP6 promoter and clinicopathological features", "rows": [["Clinical parameters", "OS (30 months)", "Methylation of DPP6 promoter"], ["", "n", "HR (95% CI)", "P", "Low level (n=36)", "High level (n=36)", "P"], ["Age (years)", "", "", "0.599", "631", "611", "0.522"], ["≤62", "36", "1", "", "", "", ""], [">62", "36", "1.18 (0.63–2.21)", "", "", "", ""], ["Tumor size (cm)", "", "", "0.218", "3.341", "4.34", "0.021"], ["<4", "40", "1", "", "", "", ""], ["≥4", "32", "1.47 (0.78–2.76)", "", "", "", ""], ["Resection", "", "", "0.240", "", "", "0.003"], ["R0", "57", "1", "", "34", "23", ""], ["R1 and R2", "15", "1.71 (0.79–3.72)", "", "2", "13", ""], ["Invasion of reginal lymph node", "", "", "0.234", "", "", "<0.001"], ["Negative", "21", "1", "", "20", "1", ""], ["Postitive", "51", "1.57 (0.79–3.15)", "", "16", "35", ""], ["Vascular invasion", "", "", "0.243", "", "", "0.153"], ["Negative", "41", "1", "", "24", "17", ""], ["Postitive", "31", "1.44 (0.75–2.75)", "", "12", "19", ""], ["TNM stage", "", "", "0.022", "", "", "<0.001"], ["II", "38", "1", "", "35", "3", ""], ["III and IV", "34", "2.37 (1.26–4.47)", "", "1", "33", ""], ["T stage", "", "", "0.196", "", "", "0.020"], ["T1 and T2", "50", "1", "", "30", "20", ""], ["T3 and T4", "22", "1.51 (0.76–3.01)", "", "6", "16", ""], ["N stage", "", "", "0.001", "", "", "<0.001"], ["N0 and N1", "44", "1", "", "20", "1", ""], ["N2", "28", "2.63 (1.35–5.12)", "", "16", "35", ""], ["M stage", "", "", "0.575", "", "", "0.011"], ["Negative", "65", "1", "", "36", "29", ""], ["Postitive", "7", "1.30 (0.46–3.66)", "", "0", "7", ""]], "row_count": 29, "column_count": 7, "numeric_cells": 94, "header_rows": 2, "locator": "section[14]/table-wrap[1]#T3"}}], "gaps": ["asset:data:geo:GSE49149 not downloaded", "asset:data:geo:GSE49149 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox regression"}}, {"id": "method-4", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.8, "band": "high", "quote": "Limma"}}, {"id": "method-5", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-6", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.7, "band": "medium", "quote": "ROC curve"}}, {"id": "method-7", "family": null, "specific": null, "label": "Kaplan–Meier survival analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To screen out survival-associated genes, we divided the patients into high-expressed and low-expressed groups according to the median value of mRNA expression and performed a Kaplan–Meier survival analysis (K–M survival analysis)."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.group_comparison_wilcoxon"]}, "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": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE49149"], "resolved_accessions": ["GSE49149"], "statements": ["In the derivation cohort, the DNA methylation profile (accession number: GSE49149) was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) [13,14]."], "basis": "The paper names GSE49149 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:32701143", "data:geo:GSE49149", "asset:table:pmid:32701143:1", "asset:table:pmid:32701143:2", "asset:table:pmid:32701143:3"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE49149"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:21:21Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 21584, "completion_tokens": 2474, "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:32701143", "type": "paper", "label": "pmid:32701143"}, {"id": "source:pmid:32701143", "type": "manuscript", "label": "PMID 32701143 full text"}, {"id": "data:geo:GSE49149", "type": "dataset", "label": "GEO GSE49149"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32701143", "type": "paper", "label": "pmid:32701143"}, {"id": "source:pmid:32701143", "type": "manuscript", "label": "PMID 32701143 full text"}, {"id": "data:geo:GSE49149", "type": "dataset", "label": "GEO GSE49149"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32701143", "type": "extraction", "used": ["source:pmid:32701143"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE49149", "type": "accession_resolution", "used": ["data:geo:GSE49149"], "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:32701143", "parent_hash": "sha256:1ce5d02bd67834dc4ae32d64b91032da29952433404c49ab08434ef44fb0ff8e", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE49149 licence not read", "asset:data:geo:GSE49149 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "methylation_array", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["e promoter methylation level was assessed by bisulfite sequencing polymerase chain reaction (BSP) i"], "order_basis": "paper_text_order:563", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Wilcoxon"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}