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

pmid:36760254

Elevated ADAM-like Decysin-1 (ADAMDEC1) expression is associated with increased chemo-sensitivity and improved prognosis in breast cancer patients.

Na Chai · Peilin Xie · Heyan Chen · Yijun Li · Yuting Zhao · Jianjun He · Huimin Zhang

Annals of translational medicine · 2023 doi:10.21037/atm-22-6319

Paper

complete

Experiment

complete

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:36760254
kind
science-record
content_hash
sha256:ce690f287a2ffd441e9a4dbdc232fc7a4e01ecb22e115b238d19393a2212fbbd
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:20Z
updated_at
2026-11-01T22:08:45Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Elevated ADAM-like Decysin-1 (ADAMDEC1) expression is associated with increased chemo-sensitivity and improved prognosis in breast cancer patients.
doi
10.21037/atm-22-6319
pmid
36760254
authors array · 7 items
[0]
Na Chai
[1]
Peilin Xie
[2]
Heyan Chen
[3]
Yijun Li
[4]
Yuting Zhao
[5]
Jianjun He
[6]
Huimin Zhang
journal
Annals of translational medicine
year
2023
abstract
Background: Chemoresistance is problematic and its mechanisms are unclear in breast cancer. More predictive markers are urgently required. Methods: GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors. LinkedOmics was used to analyze ADAM-like Decysin-1 (ADAMDEC1) expression among patients with different clinical characteristics and detect co-expression genes for functional analysis. Tumor Immune Estimation Resource (TIMER) and an integrated repository portal for tumor-immune system interactions (TISIDB) were used to investigate the association between the target gene and the immune response. Gene Set Cancer Analysis (GSCA) was utilized to explore the related pathways of ADAMDEC1 and evaluate the correlation between the expression of ADAMDEC1 and drug sensitivity. RNA22, miRWalk, and miRmap were used to predict the upstream micro ribonucleic acids (miRNAs) regulating ADAMDEC1 expression, while DIANA-LncBase v2 was applied to predict the upstream long non-coding ribonucleic acids (lncRNAs). Kaplan-Meier curve analysis was applied to determine the survival time. Results: We identified that ADAMDEC1 was upregulated among chemosensitive triple-negative breast cancer (TNBC) tissues in GSE32646, GSE34138, and GSE20271. Higher expression of ADAMDEC1 indicated longer survival in breast cancer. Next, we found that ADAMDEC1 was significantly related to the immune response in breast cancer through functional enrichment analysis and further meta-data validation. Moreover, we recognized that hsa-miR-4534 was the potential upstream miRNA regulating ADAMDEC1 expression and Taurine Up-Regulated 1 (TUG1) was the most likely upstream lncRNA of ADAMDEC1 and hsa-miR-4534. Finally, the correlation between ADAMDEC1 and chemosensitivity was confirmed through drug database analysis. Conclusions: Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36760254
locator
sections[4] "Data source" paragraph 2
quote
Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36760254
locator
sections[0] "Abstract" paragraph 2
quote
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36760254
locator
sections[0] "Abstract" paragraph 4
quote
Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.
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:36760254
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:GSE20271
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
complete
blocked_on
null
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:GSE20271
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 · 0 items
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:36760254
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/atm-22-6319
sha256
sha256:29fec992bbb4891fb00d13f06acd150a1d5abfc8f982a0c9d044bd6ba61fab72
bytes
45213
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/atm-22-6319
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
PMC9906202
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE20271
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=GSE20271
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE20271
version
null
note
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
access_statement_kind
repository_route_statement
sample_accessions array · 178 items
[0]
GSM508012
[1]
GSM508013
[2]
GSM508014
[3]
GSM508015
[4]
GSM508016
[5]
GSM508017
[6]
GSM508018
[7]
GSM508019
[8]
GSM508020
[9]
GSM508021
[10]
GSM508022
[11]
GSM508023
[12]
GSM508024
[13]
GSM508025
[14]
GSM508026
[15]
GSM508027
[16]
GSM508028
[17]
GSM508029
[18]
GSM508030
[19]
GSM508031
[20]
GSM508032
[21]
GSM508033
[22]
GSM508034
[23]
GSM508035
[24]
GSM508036
[25]
GSM508037
[26]
GSM508038
[27]
GSM508039
[28]
GSM508040
[29]
GSM508041
[30]
GSM508042
[31]
GSM508043
[32]
GSM508044
[33]
GSM508045
[34]
GSM508046
[35]
GSM508047
[36]
GSM508048
[37]
GSM508049
[38]
GSM508050
[39]
GSM508051
[40]
GSM508052
[41]
GSM508053
[42]
GSM508054
[43]
GSM508055
[44]
GSM508056
[45]
GSM508057
[46]
GSM508058
[47]
GSM508059
[48]
GSM508060
[49]
GSM508061
[50]
GSM508062
[51]
GSM508063
[52]
GSM508064
[53]
GSM508065
[54]
GSM508066
[55]
GSM508067
[56]
GSM508068
[57]
GSM508069
[58]
GSM508070
[59]
GSM508071
[60]
GSM508072
[61]
GSM508073
[62]
GSM508074
[63]
GSM508075
[64]
GSM508076
[65]
GSM508077
[66]
GSM508078
[67]
GSM508079
[68]
GSM508080
[69]
GSM508081
[70]
GSM508082
[71]
GSM508083
[72]
GSM508084
[73]
GSM508085
[74]
GSM508086
[75]
GSM508087
[76]
GSM508088
[77]
GSM508089
[78]
GSM508090
[79]
GSM508091
[80]
GSM508092
[81]
GSM508093
[82]
GSM508094
[83]
GSM508095
[84]
GSM508096
[85]
GSM508097
[86]
GSM508098
[87]
GSM508099
[88]
GSM508100
[89]
GSM508101
[90]
GSM508102
[91]
GSM508103
[92]
GSM508104
[93]
GSM508105
[94]
GSM508106
[95]
GSM508107
[96]
GSM508108
[97]
GSM508109
[98]
GSM508110
[99]
GSM508111
[100]
GSM508112
[101]
GSM508113
[102]
GSM508114
[103]
GSM508115
[104]
GSM508116
[105]
GSM508117
[106]
GSM508118
[107]
GSM508119
[108]
GSM508120
[109]
GSM508121
[110]
GSM508122
[111]
GSM508123
[112]
GSM508124
[113]
GSM508125
[114]
GSM508126
[115]
GSM508127
[116]
GSM508128
[117]
GSM508129
[118]
GSM508130
[119]
GSM508131
[120]
GSM508132
[121]
GSM508133
[122]
GSM508134
[123]
GSM508135
[124]
GSM508136
[125]
GSM508137
[126]
GSM508138
[127]
GSM508139
[128]
GSM508140
[129]
GSM508141
[130]
GSM508142
[131]
GSM508143
[132]
GSM508144
[133]
GSM508145
[134]
GSM508146
[135]
GSM508147
[136]
GSM508148
[137]
GSM508149
[138]
GSM508150
[139]
GSM508151
[140]
GSM508152
[141]
GSM508153
[142]
GSM508154
[143]
GSM508155
[144]
GSM508156
[145]
GSM508157
[146]
GSM508158
[147]
GSM508159
[148]
GSM508160
[149]
GSM508161
[150]
GSM508162
[151]
GSM508163
[152]
GSM508164
[153]
GSM508165
[154]
GSM508166
[155]
GSM508167
[156]
GSM508168
[157]
GSM508169
[158]
GSM508170
[159]
GSM508171
[160]
GSM508172
[161]
GSM508173
[162]
GSM508174
[163]
GSM508175
[164]
GSM508176
[165]
GSM508177
[166]
GSM508178
[167]
GSM508179
[168]
GSM508180
[169]
GSM508181
[170]
GSM508182
[171]
GSM508183
[172]
GSM508184
[173]
GSM508185
[174]
GSM508186
[175]
GSM508187
[176]
GSM508188
[177]
GSM508189
sample_count
178
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from breast cancer FNA biopsies from patients
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 · 15 fields
id
data:geo:GSE32646
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=GSE32646
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE32646
version
null
note
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
access_statement_kind
repository_route_statement
sample_accessions array · 115 items
[0]
GSM809184
[1]
GSM809185
[2]
GSM809186
[3]
GSM809187
[4]
GSM809188
[5]
GSM809189
[6]
GSM809190
[7]
GSM809191
[8]
GSM809192
[9]
GSM809193
[10]
GSM809194
[11]
GSM809195
[12]
GSM809196
[13]
GSM809197
[14]
GSM809198
[15]
GSM809199
[16]
GSM809200
[17]
GSM809201
[18]
GSM809202
[19]
GSM809203
[20]
GSM809204
[21]
GSM809205
[22]
GSM809206
[23]
GSM809207
[24]
GSM809208
[25]
GSM809209
[26]
GSM809210
[27]
GSM809211
[28]
GSM809212
[29]
GSM809213
[30]
GSM809214
[31]
GSM809215
[32]
GSM809216
[33]
GSM809217
[34]
GSM809218
[35]
GSM809219
[36]
GSM809220
[37]
GSM809221
[38]
GSM809222
[39]
GSM809223
[40]
GSM809224
[41]
GSM809225
[42]
GSM809226
[43]
GSM809227
[44]
GSM809228
[45]
GSM809229
[46]
GSM809230
[47]
GSM809231
[48]
GSM809232
[49]
GSM809233
[50]
GSM809234
[51]
GSM809235
[52]
GSM809236
[53]
GSM809237
[54]
GSM809238
[55]
GSM809239
[56]
GSM809240
[57]
GSM809241
[58]
GSM809242
[59]
GSM809243
[60]
GSM809244
[61]
GSM809245
[62]
GSM809246
[63]
GSM809247
[64]
GSM809248
[65]
GSM809249
[66]
GSM809250
[67]
GSM809251
[68]
GSM809252
[69]
GSM809253
[70]
GSM809254
[71]
GSM809255
[72]
GSM809256
[73]
GSM809257
[74]
GSM809258
[75]
GSM809259
[76]
GSM809260
[77]
GSM809261
[78]
GSM809262
[79]
GSM809263
[80]
GSM809264
[81]
GSM809265
[82]
GSM809266
[83]
GSM809267
[84]
GSM809268
[85]
GSM809269
[86]
GSM809270
[87]
GSM809271
[88]
GSM809272
[89]
GSM809273
[90]
GSM809274
[91]
GSM809275
[92]
GSM809276
[93]
GSM809277
[94]
GSM809278
[95]
GSM809279
[96]
GSM809280
[97]
GSM809281
[98]
GSM809282
[99]
GSM809283
[100]
GSM809284
[101]
GSM809285
[102]
GSM809286
[103]
GSM809287
[104]
GSM809288
[105]
GSM809289
[106]
GSM809290
[107]
GSM809291
[108]
GSM809292
[109]
GSM809293
[110]
GSM809294
[111]
GSM809295
[112]
GSM809296
[113]
GSM809297
[114]
GSM809298
sample_count
115
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
GSTP1 expression predicts poor pathological complete response to neoadjuvant chemotherapy in ER-negative breast cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE34138
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=GSE34138
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE34138
version
null
note
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
access_statement_kind
repository_route_statement
sample_accessions array · 178 items
[0]
GSM842290
[1]
GSM842291
[2]
GSM842292
[3]
GSM842293
[4]
GSM842294
[5]
GSM842295
[6]
GSM842296
[7]
GSM842297
[8]
GSM842298
[9]
GSM842299
[10]
GSM842300
[11]
GSM842301
[12]
GSM842302
[13]
GSM842303
[14]
GSM842304
[15]
GSM842305
[16]
GSM842306
[17]
GSM842307
[18]
GSM842308
[19]
GSM842309
[20]
GSM842310
[21]
GSM842311
[22]
GSM842312
[23]
GSM842313
[24]
GSM842314
[25]
GSM842315
[26]
GSM842316
[27]
GSM842317
[28]
GSM842318
[29]
GSM842319
[30]
GSM842320
[31]
GSM842321
[32]
GSM842322
[33]
GSM842323
[34]
GSM842324
[35]
GSM842325
[36]
GSM842326
[37]
GSM842327
[38]
GSM842328
[39]
GSM842329
[40]
GSM842330
[41]
GSM842331
[42]
GSM842332
[43]
GSM842333
[44]
GSM842334
[45]
GSM842335
[46]
GSM842336
[47]
GSM842337
[48]
GSM842338
[49]
GSM842339
[50]
GSM842340
[51]
GSM842341
[52]
GSM842342
[53]
GSM842343
[54]
GSM842344
[55]
GSM842345
[56]
GSM842346
[57]
GSM842347
[58]
GSM842348
[59]
GSM842349
[60]
GSM842350
[61]
GSM842351
[62]
GSM842352
[63]
GSM842353
[64]
GSM842354
[65]
GSM842355
[66]
GSM842356
[67]
GSM842357
[68]
GSM842358
[69]
GSM842359
[70]
GSM842360
[71]
GSM842361
[72]
GSM842362
[73]
GSM842363
[74]
GSM842364
[75]
GSM842365
[76]
GSM842366
[77]
GSM842367
[78]
GSM842368
[79]
GSM842369
[80]
GSM842370
[81]
GSM842371
[82]
GSM842372
[83]
GSM842373
[84]
GSM842374
[85]
GSM842375
[86]
GSM842376
[87]
GSM842377
[88]
GSM842378
[89]
GSM842379
[90]
GSM842380
[91]
GSM842381
[92]
GSM842382
[93]
GSM842383
[94]
GSM842384
[95]
GSM842385
[96]
GSM842386
[97]
GSM842387
[98]
GSM842388
[99]
GSM842389
[100]
GSM842390
[101]
GSM842391
[102]
GSM842392
[103]
GSM842393
[104]
GSM842394
[105]
GSM842395
[106]
GSM842396
[107]
GSM842397
[108]
GSM842398
[109]
GSM842399
[110]
GSM842400
[111]
GSM842401
[112]
GSM842402
[113]
GSM842403
[114]
GSM842404
[115]
GSM842405
[116]
GSM842406
[117]
GSM842407
[118]
GSM842408
[119]
GSM842409
[120]
GSM842470
[121]
GSM842471
[122]
GSM842472
[123]
GSM842473
[124]
GSM842474
[125]
GSM842475
[126]
GSM842476
[127]
GSM842477
[128]
GSM842478
[129]
GSM842479
[130]
GSM842480
[131]
GSM842481
[132]
GSM842482
[133]
GSM842483
[134]
GSM842484
[135]
GSM842485
[136]
GSM842486
[137]
GSM842487
[138]
GSM842488
[139]
GSM842489
[140]
GSM842490
[141]
GSM842491
[142]
GSM842492
[143]
GSM842493
[144]
GSM842494
[145]
GSM842495
[146]
GSM842496
[147]
GSM842497
[148]
GSM842498
[149]
GSM842499
[150]
GSM842500
[151]
GSM842501
[152]
GSM842502
[153]
GSM842503
[154]
GSM842504
[155]
GSM842505
[156]
GSM842506
[157]
GSM842507
[158]
GSM842508
[159]
GSM842509
[160]
GSM842510
[161]
GSM842511
[162]
GSM842512
[163]
GSM842513
[164]
GSM842514
[165]
GSM842515
[166]
GSM842516
[167]
GSM842517
[168]
GSM842518
[169]
GSM842519
[170]
GSM842520
[171]
GSM842521
[172]
GSM842522
[173]
GSM842523
[174]
GSM842524
[175]
GSM842525
[176]
GSM842526
[177]
GSM842527
sample_count
178
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
SERPINA6, BEX1, AGTR1, SLC26A3, and LAPTM4B are markers of resistance to neoadjuvant chemotherapy in HER2-negative breast cancer
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE20271 not downloaded
[1]
asset:data:geo:GSE20271 licence not read
[2]
asset:data:geo:GSE32646 not downloaded
[3]
asset:data:geo:GSE32646 licence not read
[4]
asset:data:geo:GSE34138 not downloaded
[5]
asset:data:geo:GSE34138 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
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
[1] object · 10 fields
id
method-2
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 · 1 field
hazard_ratio
zed statistically using HRs with 95% CIs and log-r
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
PPI
[3] object · 10 fields
id
method-4
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
[4] object · 10 fields
id
method-5
family
null
specific
null
label
GEO2R differential-expression analysis using |log2 fold change| >1 and P<0.05
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
Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
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]
survival_km
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: kaplan_meier.
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 · 3 items
[0]
GSE34138
[1]
GSE20271
[2]
GSE32646
resolved_accessions array · 3 items
[0]
GSE34138
[1]
GSE20271
[2]
GSE32646
statements array · 1 item
[0]
GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.
basis
The paper names GSE34138, GSE20271, GSE32646 in Gene Expression Omnibus (GEO) database 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]
survival_km
assets array · 2 items
[0]
source:pmid:36760254
[1]
data:geo:GSE20271
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:GSE20271
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
2026-11-01T18:26:39Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
13188
completion_tokens
2113
cached_tokens
264
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:36760254
type
paper
label
pmid:36760254
[1] object · 3 fields
id
source:pmid:36760254
type
manuscript
label
PMID 36760254 full text
[2] object · 3 fields
id
data:geo:GSE20271
type
dataset
label
GEO GSE20271
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:36760254
type
paper
label
pmid:36760254
[1] object · 3 fields
id
source:pmid:36760254
type
manuscript
label
PMID 36760254 full text
[2] object · 3 fields
id
data:geo:GSE20271
type
dataset
label
GEO GSE20271
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36760254
type
extraction
used array · 1 item
[0]
source:pmid:36760254
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE20271
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE20271
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:36760254
parent_hash
sha256:2d7fc2148d65d77435cb48d01bbc57cc2488801f4c5b48cc8cf3f362d5607c27
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE20271 licence not read
[1]
asset:data:geo:GSE20271 not downloaded
[2]
asset:data:geo:GSE32646 licence not read
[3]
asset:data:geo:GSE32646 not downloaded
[4]
asset:data:geo:GSE34138 licence not read
[5]
asset:data:geo:GSE34138 not downloaded
[6]
execution.not_run
[7]
method.reader_named_unmapped
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
lts showed that they were mainly enriched in apoptosis, which might explain why increased ADAMDEC1
order_basis
paper_text_order:7407
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
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:36760254", "kind": "science-record", "revision": 3, "content_hash": "sha256:ce690f287a2ffd441e9a4dbdc232fc7a4e01ecb22e115b238d19393a2212fbbd", "created_at": "2026-11-01T19:01:20Z", "updated_at": "2026-11-01T22:08:45Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Elevated ADAM-like Decysin-1 (ADAMDEC1) expression is associated with increased chemo-sensitivity and improved prognosis in breast cancer patients.", "doi": "10.21037/atm-22-6319", "pmid": "36760254", "authors": ["Na Chai", "Peilin Xie", "Heyan Chen", "Yijun Li", "Yuting Zhao", "Jianjun He", "Huimin Zhang"], "journal": "Annals of translational medicine", "year": 2023, "abstract": "Background: Chemoresistance is problematic and its mechanisms are unclear in breast cancer. More predictive markers are urgently required.\nMethods: GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors. LinkedOmics was used to analyze ADAM-like Decysin-1 (ADAMDEC1) expression among patients with different clinical characteristics and detect co-expression genes for functional analysis. Tumor Immune Estimation Resource (TIMER) and an integrated repository portal for tumor-immune system interactions (TISIDB) were used to investigate the association between the target gene and the immune response. Gene Set Cancer Analysis (GSCA) was utilized to explore the related pathways of ADAMDEC1 and evaluate the correlation between the expression of ADAMDEC1 and drug sensitivity. RNA22, miRWalk, and miRmap were used to predict the upstream micro ribonucleic acids (miRNAs) regulating ADAMDEC1 expression, while DIANA-LncBase v2 was applied to predict the upstream long non-coding ribonucleic acids (lncRNAs). Kaplan-Meier curve analysis was applied to determine the survival time.\nResults: We identified that ADAMDEC1 was upregulated among chemosensitive triple-negative breast cancer (TNBC) tissues in GSE32646, GSE34138, and GSE20271. Higher expression of ADAMDEC1 indicated longer survival in breast cancer. Next, we found that ADAMDEC1 was significantly related to the immune response in breast cancer through functional enrichment analysis and further meta-data validation. Moreover, we recognized that hsa-miR-4534 was the potential upstream miRNA regulating ADAMDEC1 expression and Taurine Up-Regulated 1 (TUG1) was the most likely upstream lncRNA of ADAMDEC1 and hsa-miR-4534. Finally, the correlation between ADAMDEC1 and chemosensitivity was confirmed through drug database analysis.\nConclusions: Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.", "claims": [{"id": "claim-method", "statement": "Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36760254", "locator": "sections[4] \"Data source\" paragraph 2", "quote": "Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36760254", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36760254", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Elevated ADAMDEC1 expression is associated with increased chemosensitivity and better prognosis in breast cancer patients.", "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:36760254"], "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:GSE20271"], "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:GSE20271"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36760254", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-22-6319", "sha256": "sha256:29fec992bbb4891fb00d13f06acd150a1d5abfc8f982a0c9d044bd6ba61fab72", "bytes": 45213, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-22-6319", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9906202", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE20271", "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=GSE20271", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE20271", "version": null, "note": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM508012", "GSM508013", "GSM508014", "GSM508015", "GSM508016", "GSM508017", "GSM508018", "GSM508019", "GSM508020", "GSM508021", "GSM508022", "GSM508023", "GSM508024", "GSM508025", "GSM508026", "GSM508027", "GSM508028", "GSM508029", "GSM508030", "GSM508031", "GSM508032", "GSM508033", "GSM508034", "GSM508035", "GSM508036", "GSM508037", "GSM508038", "GSM508039", "GSM508040", "GSM508041", "GSM508042", "GSM508043", "GSM508044", "GSM508045", "GSM508046", "GSM508047", "GSM508048", "GSM508049", "GSM508050", "GSM508051", "GSM508052", "GSM508053", "GSM508054", "GSM508055", "GSM508056", "GSM508057", "GSM508058", "GSM508059", "GSM508060", "GSM508061", "GSM508062", "GSM508063", "GSM508064", "GSM508065", "GSM508066", "GSM508067", "GSM508068", "GSM508069", "GSM508070", "GSM508071", "GSM508072", "GSM508073", "GSM508074", "GSM508075", "GSM508076", "GSM508077", "GSM508078", "GSM508079", "GSM508080", "GSM508081", "GSM508082", "GSM508083", "GSM508084", "GSM508085", "GSM508086", "GSM508087", "GSM508088", "GSM508089", "GSM508090", "GSM508091", "GSM508092", "GSM508093", "GSM508094", "GSM508095", "GSM508096", "GSM508097", "GSM508098", "GSM508099", "GSM508100", "GSM508101", "GSM508102", "GSM508103", "GSM508104", "GSM508105", "GSM508106", "GSM508107", "GSM508108", "GSM508109", "GSM508110", "GSM508111", "GSM508112", "GSM508113", "GSM508114", "GSM508115", "GSM508116", "GSM508117", "GSM508118", "GSM508119", "GSM508120", "GSM508121", "GSM508122", "GSM508123", "GSM508124", "GSM508125", "GSM508126", "GSM508127", "GSM508128", "GSM508129", "GSM508130", "GSM508131", "GSM508132", "GSM508133", "GSM508134", "GSM508135", "GSM508136", "GSM508137", "GSM508138", "GSM508139", "GSM508140", "GSM508141", "GSM508142", "GSM508143", "GSM508144", "GSM508145", "GSM508146", "GSM508147", "GSM508148", "GSM508149", "GSM508150", "GSM508151", "GSM508152", "GSM508153", "GSM508154", "GSM508155", "GSM508156", "GSM508157", "GSM508158", "GSM508159", "GSM508160", "GSM508161", "GSM508162", "GSM508163", "GSM508164", "GSM508165", "GSM508166", "GSM508167", "GSM508168", "GSM508169", "GSM508170", "GSM508171", "GSM508172", "GSM508173", "GSM508174", "GSM508175", "GSM508176", "GSM508177", "GSM508178", "GSM508179", "GSM508180", "GSM508181", "GSM508182", "GSM508183", "GSM508184", "GSM508185", "GSM508186", "GSM508187", "GSM508188", "GSM508189"], "sample_count": 178, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Expression data from breast cancer FNA biopsies from patients", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE32646", "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=GSE32646", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32646", "version": null, "note": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM809184", "GSM809185", "GSM809186", "GSM809187", "GSM809188", "GSM809189", "GSM809190", "GSM809191", "GSM809192", "GSM809193", "GSM809194", "GSM809195", "GSM809196", "GSM809197", "GSM809198", "GSM809199", "GSM809200", "GSM809201", "GSM809202", "GSM809203", "GSM809204", "GSM809205", "GSM809206", "GSM809207", "GSM809208", "GSM809209", "GSM809210", "GSM809211", "GSM809212", "GSM809213", "GSM809214", "GSM809215", "GSM809216", "GSM809217", "GSM809218", "GSM809219", "GSM809220", "GSM809221", "GSM809222", "GSM809223", "GSM809224", "GSM809225", "GSM809226", "GSM809227", "GSM809228", "GSM809229", "GSM809230", "GSM809231", "GSM809232", "GSM809233", "GSM809234", "GSM809235", "GSM809236", "GSM809237", "GSM809238", "GSM809239", "GSM809240", "GSM809241", "GSM809242", "GSM809243", "GSM809244", "GSM809245", "GSM809246", "GSM809247", "GSM809248", "GSM809249", "GSM809250", "GSM809251", "GSM809252", "GSM809253", "GSM809254", "GSM809255", "GSM809256", "GSM809257", "GSM809258", "GSM809259", "GSM809260", "GSM809261", "GSM809262", "GSM809263", "GSM809264", "GSM809265", "GSM809266", "GSM809267", "GSM809268", "GSM809269", "GSM809270", "GSM809271", "GSM809272", "GSM809273", "GSM809274", "GSM809275", "GSM809276", "GSM809277", "GSM809278", "GSM809279", "GSM809280", "GSM809281", "GSM809282", "GSM809283", "GSM809284", "GSM809285", "GSM809286", "GSM809287", "GSM809288", "GSM809289", "GSM809290", "GSM809291", "GSM809292", "GSM809293", "GSM809294", "GSM809295", "GSM809296", "GSM809297", "GSM809298"], "sample_count": 115, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "GSTP1 expression predicts poor pathological complete response to neoadjuvant chemotherapy in ER-negative breast cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE34138", "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=GSE34138", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE34138", "version": null, "note": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM842290", "GSM842291", "GSM842292", "GSM842293", "GSM842294", "GSM842295", "GSM842296", "GSM842297", "GSM842298", "GSM842299", "GSM842300", "GSM842301", "GSM842302", "GSM842303", "GSM842304", "GSM842305", "GSM842306", "GSM842307", "GSM842308", "GSM842309", "GSM842310", "GSM842311", "GSM842312", "GSM842313", "GSM842314", "GSM842315", "GSM842316", "GSM842317", "GSM842318", "GSM842319", "GSM842320", "GSM842321", "GSM842322", "GSM842323", "GSM842324", "GSM842325", "GSM842326", "GSM842327", "GSM842328", "GSM842329", "GSM842330", "GSM842331", "GSM842332", "GSM842333", "GSM842334", "GSM842335", "GSM842336", "GSM842337", "GSM842338", "GSM842339", "GSM842340", "GSM842341", "GSM842342", "GSM842343", "GSM842344", "GSM842345", "GSM842346", "GSM842347", "GSM842348", "GSM842349", "GSM842350", "GSM842351", "GSM842352", "GSM842353", "GSM842354", "GSM842355", "GSM842356", "GSM842357", "GSM842358", "GSM842359", "GSM842360", "GSM842361", "GSM842362", "GSM842363", "GSM842364", "GSM842365", "GSM842366", "GSM842367", "GSM842368", "GSM842369", "GSM842370", "GSM842371", "GSM842372", "GSM842373", "GSM842374", "GSM842375", "GSM842376", "GSM842377", "GSM842378", "GSM842379", "GSM842380", "GSM842381", "GSM842382", "GSM842383", "GSM842384", "GSM842385", "GSM842386", "GSM842387", "GSM842388", "GSM842389", "GSM842390", "GSM842391", "GSM842392", "GSM842393", "GSM842394", "GSM842395", "GSM842396", "GSM842397", "GSM842398", "GSM842399", "GSM842400", "GSM842401", "GSM842402", "GSM842403", "GSM842404", "GSM842405", "GSM842406", "GSM842407", "GSM842408", "GSM842409", "GSM842470", "GSM842471", "GSM842472", "GSM842473", "GSM842474", "GSM842475", "GSM842476", "GSM842477", "GSM842478", "GSM842479", "GSM842480", "GSM842481", "GSM842482", "GSM842483", "GSM842484", "GSM842485", "GSM842486", "GSM842487", "GSM842488", "GSM842489", "GSM842490", "GSM842491", "GSM842492", "GSM842493", "GSM842494", "GSM842495", "GSM842496", "GSM842497", "GSM842498", "GSM842499", "GSM842500", "GSM842501", "GSM842502", "GSM842503", "GSM842504", "GSM842505", "GSM842506", "GSM842507", "GSM842508", "GSM842509", "GSM842510", "GSM842511", "GSM842512", "GSM842513", "GSM842514", "GSM842515", "GSM842516", "GSM842517", "GSM842518", "GSM842519", "GSM842520", "GSM842521", "GSM842522", "GSM842523", "GSM842524", "GSM842525", "GSM842526", "GSM842527"], "sample_count": 178, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "SERPINA6, BEX1, AGTR1, SLC26A3, and LAPTM4B are markers of resistance to neoadjuvant chemotherapy in HER2-negative breast cancer", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE20271 not downloaded", "asset:data:geo:GSE20271 licence not read", "asset:data:geo:GSE32646 not downloaded", "asset:data:geo:GSE32646 licence not read", "asset:data:geo:GSE34138 not downloaded", "asset:data:geo:GSE34138 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {"hazard_ratio": "zed statistically using HRs with 95% CIs and log-r"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "PPI"}}, {"id": "method-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-5", "family": null, "specific": null, "label": "GEO2R differential-expression analysis using |log2 fold change| >1 and P<0.05", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Also, we further investigated the DEGs by comparing chemosensitive and chemoresistant TNBC tumors using the GEO2R online analysis tool. DEGs were defined as genes that met the cut-off criteria of |log2 fold change| >1 (|logFC| >1) and P<0.05."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE34138", "GSE20271", "GSE32646"], "resolved_accessions": ["GSE34138", "GSE20271", "GSE32646"], "statements": ["GSE32646, GSE34138, and GSE20271 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between chemosensitive and chemoresistant tumors."], "basis": "The paper names GSE34138, GSE20271, GSE32646 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:36760254", "data:geo:GSE20271"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE20271"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:26:39Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 13188, "completion_tokens": 2113, "cached_tokens": 264}}, "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:36760254", "type": "paper", "label": "pmid:36760254"}, {"id": "source:pmid:36760254", "type": "manuscript", "label": "PMID 36760254 full text"}, {"id": "data:geo:GSE20271", "type": "dataset", "label": "GEO GSE20271"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36760254", "type": "paper", "label": "pmid:36760254"}, {"id": "source:pmid:36760254", "type": "manuscript", "label": "PMID 36760254 full text"}, {"id": "data:geo:GSE20271", "type": "dataset", "label": "GEO GSE20271"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36760254", "type": "extraction", "used": ["source:pmid:36760254"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE20271", "type": "accession_resolution", "used": ["data:geo:GSE20271"], "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:36760254", "parent_hash": "sha256:2d7fc2148d65d77435cb48d01bbc57cc2488801f4c5b48cc8cf3f362d5607c27", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE20271 licence not read", "asset:data:geo:GSE20271 not downloaded", "asset:data:geo:GSE32646 licence not read", "asset:data:geo:GSE32646 not downloaded", "asset:data:geo:GSE34138 licence not read", "asset:data:geo:GSE34138 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["lts showed that they were mainly enriched in apoptosis, which might explain why increased ADAMDEC1"], "order_basis": "paper_text_order:7407", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}