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pmid:36555612

Integrated Analysis Revealed an Inflammatory Cancer-Associated Fibroblast-Based Subtypes with Promising Implications in Predicting the Prognosis and Immunotherapeutic Response of Bladder Cancer Patients.

Hualin Chen · Wenjie Yang · Xiaoqiang Xue · Yingjie Li · Zhaoheng Jin · Zhigang Ji

International journal of molecular sciences · 2022 doi:10.3390/ijms232415970

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Experiment

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Data

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title
Integrated Analysis Revealed an Inflammatory Cancer-Associated Fibroblast-Based Subtypes with Promising Implications in Predicting the Prognosis and Immunotherapeutic Response of Bladder Cancer Patients.
doi
10.3390/ijms232415970
pmid
36555612
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Hualin Chen
[1]
Wenjie Yang
[2]
Xiaoqiang Xue
[3]
Yingjie Li
[4]
Zhaoheng Jin
[5]
Zhigang Ji
journal
International journal of molecular sciences
year
2022
abstract
Inflammatory cancer-associated fibroblasts (iCAFs) are closely related to progression, anticancer therapeutic resistance, and poor prognosis of bladder cancer (BCa). However, the functional role of iCAFs in BCa has been poorly studied. In our study, two BCa scRNA-seq datasets (GSE130001 and GSE146137) were obtained and integrated by the Seurat pipeline. Based on reported markers (COL1A1 and PDGFRA), iCAFs were identified and the related signature of 278 markers was developed. Following unsupervised consensus clustering, two molecular subtypes of TCGA-BLCA were identified and characterized by distinct dysregulated cancer hallmarks, immunological tumor microenvironments, prognoses, responses to chemotherapy/immunotherapy, and stemness. Subsequently, the robustness of the signature-based clustering, in terms of prognosis and therapeutic response prediction, was validated in a GEO-meta cohort with seven independent GEO datasets of 519 BCa patients, and three immune checkpoint inhibitor (ICI)-treated cohorts. Considering the heterogeneity, re-clustering of iCAFs was performed and a subpopulation, named "LOXL2+ iCAFs", was identified. Co-culture CM derived from LOXL2 overexpression/silencing CAFs with T24 cells revealed that overexpression of LOXL2 in CAFs promoted while silencing LOXL2 inhibited the proliferation, migration, and invasion of T24 cells through IL32. Moreover, the positive correlation between LOXL2 and CD206, an M2 macrophage polarization marker, has been observed and validated. Collectively, integrated single-cell and bulk RNA sequencing analyses revealed an iCAF-related signature that can predict prognosis and response to immunotherapy for BCa. Additionally, the hub gene LOXL2 may serve as a promising target for BCa treatment.
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Collectively, integrated single-cell and bulk RNA sequencing analyses revealed an iCAF-related signature that can predict prognosis and response to immunotherapy for BCa.
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GSM786561
[71]
GSM786562
[72]
GSM786563
[73]
GSM786564
[74]
GSM786565
[75]
GSM786566
[76]
GSM786567
[77]
GSM786568
[78]
GSM786569
[79]
GSM786570
[80]
GSM786571
[81]
GSM786572
[82]
GSM786573
[83]
GSM786574
[84]
GSM786575
[85]
GSM786576
[86]
GSM786577
[87]
GSM786578
[88]
GSM786579
[89]
GSM786580
[90]
GSM786581
[91]
GSM786582
[92]
GSM786583
sample_count
93
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Combination of a novel gene expression signature with a clinical nomogram improves the prediction of survival in high-risk bladder cancer  
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE48075
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=GSE48075
sha256
null
bytes
null
access
open
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resolved
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reader_status
reader_required
identifier
GSE48075
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 142 items
[0]
GSM1167333
[1]
GSM1167334
[2]
GSM1167335
[3]
GSM1167336
[4]
GSM1167337
[5]
GSM1167338
[6]
GSM1167339
[7]
GSM1167340
[8]
GSM1167341
[9]
GSM1167342
[10]
GSM1167343
[11]
GSM1167344
[12]
GSM1167345
[13]
GSM1167346
[14]
GSM1167347
[15]
GSM1167348
[16]
GSM1167349
[17]
GSM1167350
[18]
GSM1167351
[19]
GSM1167352
[20]
GSM1167353
[21]
GSM1167354
[22]
GSM1167355
[23]
GSM1167356
[24]
GSM1167357
[25]
GSM1167358
[26]
GSM1167359
[27]
GSM1167360
[28]
GSM1167361
[29]
GSM1167362
[30]
GSM1167363
[31]
GSM1167364
[32]
GSM1167365
[33]
GSM1167366
[34]
GSM1167367
[35]
GSM1167368
[36]
GSM1167369
[37]
GSM1167370
[38]
GSM1167371
[39]
GSM1167372
[40]
GSM1167373
[41]
GSM1167374
[42]
GSM1167375
[43]
GSM1167376
[44]
GSM1167377
[45]
GSM1167378
[46]
GSM1167379
[47]
GSM1167380
[48]
GSM1167381
[49]
GSM1167382
[50]
GSM1167383
[51]
GSM1167384
[52]
GSM1167385
[53]
GSM1167386
[54]
GSM1167387
[55]
GSM1167388
[56]
GSM1167389
[57]
GSM1167390
[58]
GSM1167391
[59]
GSM1167392
[60]
GSM1167393
[61]
GSM1167394
[62]
GSM1167395
[63]
GSM1167396
[64]
GSM1167397
[65]
GSM1167398
[66]
GSM1167399
[67]
GSM1167400
[68]
GSM1167401
[69]
GSM1167402
[70]
GSM1167403
[71]
GSM1167404
[72]
GSM1167405
[73]
GSM1167406
[74]
GSM1167407
[75]
GSM1167408
[76]
GSM1167409
[77]
GSM1167410
[78]
GSM1167411
[79]
GSM1167412
[80]
GSM1167413
[81]
GSM1167414
[82]
GSM1167415
[83]
GSM1167416
[84]
GSM1167417
[85]
GSM1167418
[86]
GSM1167419
[87]
GSM1167420
[88]
GSM1167421
[89]
GSM1167422
[90]
GSM1167423
[91]
GSM1167424
[92]
GSM1167425
[93]
GSM1167426
[94]
GSM1167427
[95]
GSM1167428
[96]
GSM1167429
[97]
GSM1167430
[98]
GSM1167431
[99]
GSM1167432
[100]
GSM1167433
[101]
GSM1167434
[102]
GSM1167435
[103]
GSM1167436
[104]
GSM1167437
[105]
GSM1167438
[106]
GSM1167439
[107]
GSM1167440
[108]
GSM1167441
[109]
GSM1167442
[110]
GSM1167443
[111]
GSM1167444
[112]
GSM1167445
[113]
GSM1167446
[114]
GSM1167447
[115]
GSM1167448
[116]
GSM1167449
[117]
GSM1167450
[118]
GSM1167451
[119]
GSM1167452
[120]
GSM1167453
[121]
GSM1167454
[122]
GSM1167455
[123]
GSM1167456
[124]
GSM1167457
[125]
GSM1167458
[126]
GSM1167459
[127]
GSM1167460
[128]
GSM1167461
[129]
GSM1167462
[130]
GSM1167463
[131]
GSM1167464
[132]
GSM1167465
[133]
GSM1167466
[134]
GSM1167467
[135]
GSM1167468
[136]
GSM1167469
[137]
GSM1167470
[138]
GSM1167471
[139]
GSM1167472
[140]
GSM1167473
[141]
GSM1167474
sample_count
142
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Identification of subsets of urothelial carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE48277
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=GSE48277
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE48277
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 349 items
[0]
GSM1164253
[1]
GSM1164254
[2]
GSM1164255
[3]
GSM1164256
[4]
GSM1164257
[5]
GSM1164258
[6]
GSM1164259
[7]
GSM1164260
[8]
GSM1164261
[9]
GSM1164262
[10]
GSM1164263
[11]
GSM1164264
[12]
GSM1164265
[13]
GSM1164266
[14]
GSM1164267
[15]
GSM1164268
[16]
GSM1164269
[17]
GSM1164270
[18]
GSM1164271
[19]
GSM1164272
[20]
GSM1164273
[21]
GSM1164274
[22]
GSM1164275
[23]
GSM1164276
[24]
GSM1164277
[25]
GSM1164278
[26]
GSM1164279
[27]
GSM1164280
[28]
GSM1164281
[29]
GSM1164282
[30]
GSM1167333
[31]
GSM1167334
[32]
GSM1167335
[33]
GSM1167336
[34]
GSM1167337
[35]
GSM1167338
[36]
GSM1167339
[37]
GSM1167340
[38]
GSM1167341
[39]
GSM1167342
[40]
GSM1167343
[41]
GSM1167344
[42]
GSM1167345
[43]
GSM1167346
[44]
GSM1167347
[45]
GSM1167348
[46]
GSM1167349
[47]
GSM1167350
[48]
GSM1167351
[49]
GSM1167352
[50]
GSM1167353
[51]
GSM1167354
[52]
GSM1167355
[53]
GSM1167356
[54]
GSM1167357
[55]
GSM1167358
[56]
GSM1167359
[57]
GSM1167360
[58]
GSM1167361
[59]
GSM1167362
[60]
GSM1167363
[61]
GSM1167364
[62]
GSM1167365
[63]
GSM1167366
[64]
GSM1167367
[65]
GSM1167368
[66]
GSM1167369
[67]
GSM1167370
[68]
GSM1167371
[69]
GSM1167372
[70]
GSM1167373
[71]
GSM1167374
[72]
GSM1167375
[73]
GSM1167376
[74]
GSM1167377
[75]
GSM1167378
[76]
GSM1167379
[77]
GSM1167380
[78]
GSM1167381
[79]
GSM1167382
[80]
GSM1167383
[81]
GSM1167384
[82]
GSM1167385
[83]
GSM1167386
[84]
GSM1167387
[85]
GSM1167388
[86]
GSM1167389
[87]
GSM1167390
[88]
GSM1167391
[89]
GSM1167392
[90]
GSM1167393
[91]
GSM1167394
[92]
GSM1167395
[93]
GSM1167396
[94]
GSM1167397
[95]
GSM1167398
[96]
GSM1167399
[97]
GSM1167400
[98]
GSM1167401
[99]
GSM1167402
[100]
GSM1167403
[101]
GSM1167404
[102]
GSM1167405
[103]
GSM1167406
[104]
GSM1167407
[105]
GSM1167408
[106]
GSM1167409
[107]
GSM1167410
[108]
GSM1167411
[109]
GSM1167412
[110]
GSM1167413
[111]
GSM1167414
[112]
GSM1167415
[113]
GSM1167416
[114]
GSM1167417
[115]
GSM1167418
[116]
GSM1167419
[117]
GSM1167420
[118]
GSM1167421
[119]
GSM1167422
[120]
GSM1167423
[121]
GSM1167424
[122]
GSM1167425
[123]
GSM1167426
[124]
GSM1167427
[125]
GSM1167428
[126]
GSM1167429
[127]
GSM1167430
[128]
GSM1167431
[129]
GSM1167432
[130]
GSM1167433
[131]
GSM1167434
[132]
GSM1167435
[133]
GSM1167436
[134]
GSM1167437
[135]
GSM1167438
[136]
GSM1167439
[137]
GSM1167440
[138]
GSM1167441
[139]
GSM1167442
[140]
GSM1167443
[141]
GSM1167444
[142]
GSM1167445
[143]
GSM1167446
[144]
GSM1167447
[145]
GSM1167448
[146]
GSM1167449
[147]
GSM1167450
[148]
GSM1167451
[149]
GSM1167452
[150]
GSM1167453
[151]
GSM1167454
[152]
GSM1167455
[153]
GSM1167456
[154]
GSM1167457
[155]
GSM1167458
[156]
GSM1167459
[157]
GSM1167460
[158]
GSM1167461
[159]
GSM1167462
[160]
GSM1167463
[161]
GSM1167464
[162]
GSM1167465
[163]
GSM1167466
[164]
GSM1167467
[165]
GSM1167468
[166]
GSM1167469
[167]
GSM1167470
[168]
GSM1167471
[169]
GSM1167472
[170]
GSM1167473
[171]
GSM1167474
[172]
GSM1169026
[173]
GSM1169027
[174]
GSM1169028
[175]
GSM1169029
[176]
GSM1169030
[177]
GSM1169031
[178]
GSM1169032
[179]
GSM1169033
[180]
GSM1169034
[181]
GSM1169035
[182]
GSM1169036
[183]
GSM1169037
[184]
GSM1169038
[185]
GSM1169039
[186]
GSM1169040
[187]
GSM1169041
[188]
GSM1169042
[189]
GSM1169043
[190]
GSM1173901
[191]
GSM1173902
[192]
GSM1173903
[193]
GSM1173904
[194]
GSM1173905
[195]
GSM1173906
[196]
GSM1173907
[197]
GSM1173908
[198]
GSM1173909
[199]
GSM1173910
[200]
GSM1173911
[201]
GSM1173912
[202]
GSM1173913
[203]
GSM1173914
[204]
GSM1173915
[205]
GSM1173916
[206]
GSM1173917
[207]
GSM1173918
[208]
GSM1173919
[209]
GSM1173920
[210]
GSM1173921
[211]
GSM1173922
[212]
GSM1173923
[213]
GSM1173924
[214]
GSM1173925
[215]
GSM1173926
[216]
GSM1173927
[217]
GSM1173928
[218]
GSM1173929
[219]
GSM1173930
[220]
GSM1173931
[221]
GSM1173932
[222]
GSM1173933
[223]
GSM1173934
[224]
GSM1173935
[225]
GSM1173936
[226]
GSM1173937
[227]
GSM1173938
[228]
GSM1173939
[229]
GSM1173940
[230]
GSM1173941
[231]
GSM1173942
[232]
GSM1173943
[233]
GSM1173944
[234]
GSM1173945
[235]
GSM1173946
[236]
GSM1173947
[237]
GSM1173948
[238]
GSM1173949
[239]
GSM1173950
[240]
GSM1173951
[241]
GSM1173952
[242]
GSM1173953
[243]
GSM1173954
[244]
GSM1173955
[245]
GSM1173956
[246]
GSM1173957
[247]
GSM1173968
[248]
GSM1173969
[249]
GSM1173970
[250]
GSM1173971
[251]
GSM1173972
[252]
GSM1173973
[253]
GSM1173974
[254]
GSM1173975
[255]
GSM1173976
[256]
GSM1173977
[257]
GSM1173978
[258]
GSM1173979
[259]
GSM1173980
[260]
GSM1173981
[261]
GSM1173982
[262]
GSM1173983
[263]
GSM1173986
[264]
GSM1173987
[265]
GSM1173988
[266]
GSM1173989
[267]
GSM1173990
[268]
GSM1173991
[269]
GSM1173992
[270]
GSM1173993
[271]
GSM1173994
[272]
GSM1173995
[273]
GSM1173996
[274]
GSM1173997
[275]
GSM1173998
[276]
GSM1173999
[277]
GSM1174000
[278]
GSM1174001
[279]
GSM1174002
[280]
GSM1174003
[281]
GSM1174004
[282]
GSM1174005
[283]
GSM1174006
[284]
GSM1174007
[285]
GSM1174008
[286]
GSM1174009
[287]
GSM1174010
[288]
GSM1174011
[289]
GSM1174012
[290]
GSM1174013
[291]
GSM1174014
[292]
GSM1174015
[293]
GSM1174016
[294]
GSM1174017
[295]
GSM1174018
[296]
GSM1174019
[297]
GSM1174020
[298]
GSM1174021
[299]
GSM1174022
[300]
GSM1174023
[301]
GSM1174024
[302]
GSM1174025
[303]
GSM1174026
[304]
GSM1174027
[305]
GSM1174028
[306]
GSM1261392
[307]
GSM1261393
[308]
GSM1261394
[309]
GSM1261395
[310]
GSM1261396
[311]
GSM1261397
[312]
GSM1261398
[313]
GSM1261399
[314]
GSM1261400
[315]
GSM1261401
[316]
GSM1261402
[317]
GSM1261403
[318]
GSM1261404
[319]
GSM1261405
[320]
GSM1261406
[321]
GSM1261407
[322]
GSM1261408
[323]
GSM1261409
[324]
GSM1261410
[325]
GSM1261411
[326]
GSM1261412
[327]
GSM1261413
[328]
GSM1261414
[329]
GSM1263201
[330]
GSM1263202
[331]
GSM1263203
[332]
GSM1263204
[333]
GSM1263205
[334]
GSM1263206
[335]
GSM1263207
[336]
GSM1263208
[337]
GSM1263209
[338]
GSM1263210
[339]
GSM1263211
[340]
GSM1263212
[341]
GSM1263213
[342]
GSM1263214
[343]
GSM1263215
[344]
GSM1263216
[345]
GSM1263217
[346]
GSM1263218
[347]
GSM1263219
[348]
GSM1263220
sample_count
349
group_sizes
null
group_sizes_basis
null
platform
10558;6947;14951
taxon
Homo sapiens
title
Identification of distinct basal and luminal subsets of human bladder cancers with different sensitivities to frontline chemotherapy
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE5287
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=GSE5287
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE5287
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 30 items
[0]
GSM119491
[1]
GSM119492
[2]
GSM119493
[3]
GSM119494
[4]
GSM119495
[5]
GSM119497
[6]
GSM119498
[7]
GSM119499
[8]
GSM119500
[9]
GSM119501
[10]
GSM119502
[11]
GSM119711
[12]
GSM119712
[13]
GSM119713
[14]
GSM119714
[15]
GSM119716
[16]
GSM119720
[17]
GSM119721
[18]
GSM119722
[19]
GSM119723
[20]
GSM119724
[21]
GSM119725
[22]
GSM119726
[23]
GSM119727
[24]
GSM119728
[25]
GSM119729
[26]
GSM119730
[27]
GSM119731
[28]
GSM119732
[29]
GSM119733
sample_count
30
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Prediction of response and survival following chemotherapy in patients with advanced bladder cancer
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] object · 15 fields
id
data:geo:GSE69795
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=GSE69795
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE69795
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 61 items
[0]
GSM1709066
[1]
GSM1709067
[2]
GSM1709068
[3]
GSM1709069
[4]
GSM1709070
[5]
GSM1709071
[6]
GSM1709072
[7]
GSM1709073
[8]
GSM1709074
[9]
GSM1709075
[10]
GSM1709076
[11]
GSM1709077
[12]
GSM1709078
[13]
GSM1709079
[14]
GSM1709080
[15]
GSM1709081
[16]
GSM1709082
[17]
GSM1709083
[18]
GSM1709084
[19]
GSM1709085
[20]
GSM1709086
[21]
GSM1709087
[22]
GSM1709088
[23]
GSM1709089
[24]
GSM1709090
[25]
GSM1709091
[26]
GSM1709092
[27]
GSM1709093
[28]
GSM1709094
[29]
GSM1709095
[30]
GSM1709096
[31]
GSM1709097
[32]
GSM1709098
[33]
GSM1709099
[34]
GSM1709100
[35]
GSM1709101
[36]
GSM1709102
[37]
GSM1709103
[38]
GSM1709104
[39]
GSM1709105
[40]
GSM1709106
[41]
GSM1709107
[42]
GSM1709108
[43]
GSM1709109
[44]
GSM1709110
[45]
GSM1709111
[46]
GSM1709112
[47]
GSM1709113
[48]
GSM1709114
[49]
GSM1709115
[50]
GSM1709116
[51]
GSM1709117
[52]
GSM1709118
[53]
GSM1709119
[54]
GSM1709120
[55]
GSM1709121
[56]
GSM1709122
[57]
GSM1709123
[58]
GSM1709124
[59]
GSM1709125
[60]
GSM1709126
sample_count
61
group_sizes
null
group_sizes_basis
null
platform
14951
taxon
Homo sapiens
title
a phase 2 trial of DDMVAC and bevacizumab in urothelial cancer
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 15 fields
id
data:geo:GSE70691
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=GSE70691
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE70691
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 49 items
[0]
GSM1816502
[1]
GSM1816503
[2]
GSM1816504
[3]
GSM1816505
[4]
GSM1816506
[5]
GSM1816507
[6]
GSM1816508
[7]
GSM1816509
[8]
GSM1816510
[9]
GSM1816511
[10]
GSM1816512
[11]
GSM1816513
[12]
GSM1816514
[13]
GSM1816515
[14]
GSM1816516
[15]
GSM1816517
[16]
GSM1816518
[17]
GSM1816519
[18]
GSM1816520
[19]
GSM1816521
[20]
GSM1816522
[21]
GSM1816523
[22]
GSM1816524
[23]
GSM1816525
[24]
GSM1816526
[25]
GSM1816527
[26]
GSM1816528
[27]
GSM1816529
[28]
GSM1816530
[29]
GSM1816531
[30]
GSM1816532
[31]
GSM1816533
[32]
GSM1816534
[33]
GSM1816535
[34]
GSM1816536
[35]
GSM1816537
[36]
GSM1816538
[37]
GSM1816539
[38]
GSM1816540
[39]
GSM1816541
[40]
GSM1816542
[41]
GSM1816543
[42]
GSM1816544
[43]
GSM1816545
[44]
GSM1816546
[45]
GSM1816547
[46]
GSM1816548
[47]
GSM1816549
[48]
GSM1816550
sample_count
49
group_sizes
null
group_sizes_basis
null
platform
14951
taxon
Homo sapiens
title
MVAC treated tumors
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE78220
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=GSE78220
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE78220
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 28 items
[0]
GSM2069823
[1]
GSM2069824
[2]
GSM2069825
[3]
GSM2069826
[4]
GSM2069827
[5]
GSM2069828
[6]
GSM2069829
[7]
GSM2069830
[8]
GSM2069831
[9]
GSM2069832
[10]
GSM2069833
[11]
GSM2069834
[12]
GSM2069835
[13]
GSM2069836
[14]
GSM2069837
[15]
GSM2069838
[16]
GSM2069839
[17]
GSM2069840
[18]
GSM2069841
[19]
GSM2069842
[20]
GSM2069843
[21]
GSM2069844
[22]
GSM2069845
[23]
GSM2069846
[24]
GSM2069847
[25]
GSM2069848
[26]
GSM2069849
[27]
GSM2069850
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
11154
taxon
Homo sapiens
title
mRNA expressions in pre-treatment melanomas undergoing anti-PD-1 checkpoint inhibition therapy
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 22 items
[0]
asset:data:geo:GSE130001 not downloaded
[1]
asset:data:geo:GSE130001 licence not read
[2]
asset:data:geo:GSE13507 not downloaded
[3]
asset:data:geo:GSE13507 licence not read
[4]
asset:data:geo:GSE135222 not downloaded
[5]
asset:data:geo:GSE135222 licence not read
[6]
asset:data:geo:GSE146137 not downloaded
[7]
asset:data:geo:GSE146137 licence not read
[8]
asset:data:geo:GSE31684 not downloaded
[9]
asset:data:geo:GSE31684 licence not read
[10]
asset:data:geo:GSE48075 not downloaded
[11]
asset:data:geo:GSE48075 licence not read
[12]
asset:data:geo:GSE48277 not downloaded
[13]
asset:data:geo:GSE48277 licence not read
[14]
asset:data:geo:GSE5287 not downloaded
[15]
asset:data:geo:GSE5287 licence not read
[16]
asset:data:geo:GSE69795 not downloaded
[17]
asset:data:geo:GSE69795 licence not read
[18]
asset:data:geo:GSE70691 not downloaded
[19]
asset:data:geo:GSE70691 licence not read
[20]
asset:data:geo:GSE78220 not downloaded
[21]
asset:data:geo:GSE78220 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
Kaplan–Meier curves with the log-rank test were performed for survival analysis.
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
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
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
logrank_test
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: log_rank_test.
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 · 11 items
[0]
GSE130001
[1]
GSE146137
[2]
GSE5287
[3]
GSE13507
[4]
GSE31684
[5]
GSE48075
[6]
GSE48277
[7]
GSE69795
[8]
GSE70691
[9]
GSE78220
[10]
GSE135222
resolved_accessions array · 11 items
[0]
GSE130001
[1]
GSE146137
[2]
GSE5287
[3]
GSE13507
[4]
GSE31684
[5]
GSE48075
[6]
GSE48277
[7]
GSE69795
[8]
GSE70691
[9]
GSE78220
[10]
GSE135222
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
basis
The paper names GSE130001, GSE146137, GSE5287, GSE13507, GSE31684, GSE48075, GSE48277, GSE69795, GSE70691, GSE78220, GSE135222 in 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 · 1 item
[0]
logrank_test
assets array · 2 items
[0]
source:pmid:36555612
[1]
data:geo:GSE130001
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:GSE130001
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
2026-11-01T18:21:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
10557
completion_tokens
2451
cached_tokens
188
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:36555612
type
paper
label
pmid:36555612
[1] object · 3 fields
id
source:pmid:36555612
type
manuscript
label
PMID 36555612 full text
[2] object · 3 fields
id
data:geo:GSE130001
type
dataset
label
GEO GSE130001
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:36555612
type
paper
label
pmid:36555612
[1] object · 3 fields
id
source:pmid:36555612
type
manuscript
label
PMID 36555612 full text
[2] object · 3 fields
id
data:geo:GSE130001
type
dataset
label
GEO GSE130001
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36555612
type
extraction
used array · 1 item
[0]
source:pmid:36555612
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE130001
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE130001
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:36555612
parent_hash
sha256:99e649e8a61667f2b04ab537bc209d035cc5bc4ced7b134a1f29248ecd316659
fork_of
null
gaps array · 27 items
[0]
asset:data:geo:GSE130001 licence not read
[1]
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[2]
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[3]
asset:data:geo:GSE13507 not downloaded
[4]
asset:data:geo:GSE135222 licence not read
[5]
asset:data:geo:GSE135222 not downloaded
[6]
asset:data:geo:GSE146137 licence not read
[7]
asset:data:geo:GSE146137 not downloaded
[8]
asset:data:geo:GSE31684 licence not read
[9]
asset:data:geo:GSE31684 not downloaded
[10]
asset:data:geo:GSE48075 licence not read
[11]
asset:data:geo:GSE48075 not downloaded
[12]
asset:data:geo:GSE48277 licence not read
[13]
asset:data:geo:GSE48277 not downloaded
[14]
asset:data:geo:GSE5287 licence not read
[15]
asset:data:geo:GSE5287 not downloaded
[16]
asset:data:geo:GSE69795 licence not read
[17]
asset:data:geo:GSE69795 not downloaded
[18]
asset:data:geo:GSE70691 licence not read
[19]
asset:data:geo:GSE70691 not downloaded
[20]
asset:data:geo:GSE78220 licence not read
[21]
asset:data:geo:GSE78220 not downloaded
[22]
execution.not_run
[23]
method.reader_differs_from_extractor
[24]
review.human_critique
[25]
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[26]
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[0] object · 11 fields
role
data_generation
definition_id
scrna_seq
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99e1195c7d6f
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support_state
unsupported
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assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
s been poorly studied. In our study, two BCa scRNA-seq datasets (GSE130001 and GSE146137) were obta
order_basis
paper_text_order:417
id
assay:1
[1] object · 11 fields
role
data_generation
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rna_seq
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99e1195c7d6f
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support_state
partial
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assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ollectively, integrated single-cell and bulk RNA sequencing analyses revealed an iCAF-related signature
order_basis
paper_text_order:1718
id
assay:2
[2] object · 11 fields
role
analysis
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survival_analysis
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f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan–Meier curves with the log-rank test were performed for survival analysis.
order_basis
consumes_earlier_output
id
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36555612", "kind": "science-record", "revision": 3, "content_hash": "sha256:0db46d3ed5de7dcc8e4d7d06b5346c1092a844399f0dd7cf16af82ab5d8d36ae", "created_at": "2026-11-01T19:01:05Z", "updated_at": "2026-11-01T22:08:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated Analysis Revealed an Inflammatory Cancer-Associated Fibroblast-Based Subtypes with Promising Implications in Predicting the Prognosis and Immunotherapeutic Response of Bladder Cancer Patients.", "doi": "10.3390/ijms232415970", "pmid": "36555612", "authors": ["Hualin Chen", "Wenjie Yang", "Xiaoqiang Xue", "Yingjie Li", "Zhaoheng Jin", "Zhigang Ji"], "journal": "International journal of molecular sciences", "year": 2022, "abstract": "Inflammatory cancer-associated fibroblasts (iCAFs) are closely related to progression, anticancer therapeutic resistance, and poor prognosis of bladder cancer (BCa). However, the functional role of iCAFs in BCa has been poorly studied. In our study, two BCa scRNA-seq datasets (GSE130001 and GSE146137) were obtained and integrated by the Seurat pipeline. Based on reported markers (COL1A1 and PDGFRA), iCAFs were identified and the related signature of 278 markers was developed. Following unsupervised consensus clustering, two molecular subtypes of TCGA-BLCA were identified and characterized by distinct dysregulated cancer hallmarks, immunological tumor microenvironments, prognoses, responses to chemotherapy/immunotherapy, and stemness. Subsequently, the robustness of the signature-based clustering, in terms of prognosis and therapeutic response prediction, was validated in a GEO-meta cohort with seven independent GEO datasets of 519 BCa patients, and three immune checkpoint inhibitor (ICI)-treated cohorts. Considering the heterogeneity, re-clustering of iCAFs was performed and a subpopulation, named \"LOXL2+ iCAFs\", was identified. Co-culture CM derived from LOXL2 overexpression/silencing CAFs with T24 cells revealed that overexpression of LOXL2 in CAFs promoted while silencing LOXL2 inhibited the proliferation, migration, and invasion of T24 cells through IL32. Moreover, the positive correlation between LOXL2 and CD206, an M2 macrophage polarization marker, has been observed and validated. Collectively, integrated single-cell and bulk RNA sequencing analyses revealed an iCAF-related signature that can predict prognosis and response to immunotherapy for BCa. Additionally, the hub gene LOXL2 may serve as a promising target for BCa treatment.", "claims": [{"id": "claim-method", "statement": "Kaplan–Meier curves with the log-rank test were performed for survival analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36555612", "locator": "sections[28] \"4.14. Statistical Analysis\" paragraph 2", "quote": "Kaplan–Meier curves with the log-rank test were performed for survival analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36555612", "locator": "sections[36] \"notes\" paragraph 1", "quote": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The iCAF-related signature predicts prognosis and response to immunotherapy for bladder cancer.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36555612", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Collectively, integrated single-cell and bulk RNA sequencing analyses revealed an iCAF-related signature that can predict prognosis and response to immunotherapy for BCa."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The iCAF-related signature predicts prognosis and response to immunotherapy for bladder cancer.", "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:36555612"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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