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pmid:28749961

Prediction of novel target genes and pathways involved in irinotecan-resistant colorectal cancer.

Precious Takondwa Makondi · Chi-Ming Chu · Po-Li Wei · Yu-Jia Chang

PloS one · 2017 doi:10.1371/journal.pone.0180616

Paper

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Experiment

partial

Data

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Analysis

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title
Prediction of novel target genes and pathways involved in irinotecan-resistant colorectal cancer.
doi
10.1371/journal.pone.0180616
pmid
28749961
authors array · 4 items
[0]
Precious Takondwa Makondi
[1]
Chi-Ming Chu
[2]
Po-Li Wei
[3]
Yu-Jia Chang
journal
PloS one
year
2017
abstract
BACKGROUND: Acquired drug resistance to the chemotherapeutic drug irinotecan (the active metabolite of which is SN-38) is one of the significant obstacles in the treatment of advanced colorectal cancer (CRC). The molecular mechanism or targets mediating irinotecan resistance are still unclear. It is urgent to find the irinotecan response biomarkers to improve CRC patients' therapy. METHODS: Genetic Omnibus Database GSE42387 which contained the gene expression profiles of parental and irinotecan-resistant HCT-116 cell lines was used. Differentially expressed genes (DEGs) between parental and irinotecan-resistant cells, protein-protein interactions (PPIs), gene ontologies (GOs) and pathway analysis were performed to identify the overall biological changes. The most common DEGs in the PPIs, GOs and pathways were identified and were validated clinically by their ability to predict overall survival and disease free survival. The gene-gene expression correlation and gene-resistance correlation was also evaluated in CRC patients using The Cancer Genomic Atlas data (TCGA). RESULTS: The 135 DEGs were identified of which 36 were upregulated and 99 were down regulated. After mapping the PPI networks, the GOs and the pathways, nine genes (GNAS, PRKACB, MECOM, PLA2G4C, BMP6, BDNF, DLG4, FGF2 and FGF9) were found to be commonly enriched. Signal transduction was the most significant GO and MAPK pathway was the most significant pathway. The five genes (FGF2, FGF9, PRKACB, MECOM and PLA2G4C) in the MAPK pathway were all contained in the signal transduction and the levels of those genes were upregulated. The FGF2, FGF9 and MECOM expression were highly associated with CRC patients' survival rate but not PRKACB and PLA2G4C. In addition, FGF9 was also associated with irinotecan resistance and poor disease free survival. FGF2, FGF9 and PRKACB were positively correlated with each other while MECOM correlated positively with FGF9 and PLA2G4C, and correlated negatively with FGF2 and PRKACB after doing gene-gene expression correlation. CONCLUSION: Targeting the MAPK signal transduction pathway through the targeting of the FGF2, FGF9, MECOM, PLA2G4C and PRKACB might increase tumor responsiveness to irinotecan treatment.
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The t-test method was utilized to calculate the p-values of genes. Then, Benjamin & Hochberg's method [26]was used to calculate the adjusted p-values (false discovery rate, FDR) the DEGs with the log2 fold change (FC) of > 1 or < - 1 and FDR <0.05 were selected.
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sections[4] "Data preprocessing and DEGs screening" paragraph 2
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The t-test method was utilized to calculate the p-values of genes. Then, Benjamin & Hochberg's method [26]was used to calculate the adjusted p-values (false discovery rate, FDR) the DEGs with the log2 fold change (FC) of > 1 or < - 1 and FDR <0.05 were selected.
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All relevant data are within the paper and its Supporting Information files.
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Using GEO2R/Limma with a t-test and Benjamini–Hochberg correction on GSE42387 parental and irinotecan-resistant HCT116 cells (log2 fold change >1 or <−1; FDR <0.05), the study identified 135 differentially expressed genes.
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Genetic Omnibus Database GSE42387 which contained the gene expression profiles of parental and irinotecan-resistant HCT-116 cell lines was used.
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The 135 DEGs were identified of which 36 were upregulated and 99 were down regulated.
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Using GEO2R/Limma with a t-test and Benjamini–Hochberg correction on GSE42387 parental and irinotecan-resistant HCT116 cells (log2 fold change >1 or <−1; FDR <0.05), the study identified 135 differentially expressed genes.
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[59]
GSM437152
[60]
GSM437153
[61]
GSM437154
[62]
GSM437155
[63]
GSM437156
[64]
GSM437157
[65]
GSM437158
[66]
GSM437159
[67]
GSM437160
[68]
GSM437161
[69]
GSM437162
[70]
GSM437163
[71]
GSM437164
[72]
GSM437165
[73]
GSM437166
[74]
GSM437167
[75]
GSM437168
[76]
GSM437169
[77]
GSM437170
[78]
GSM437171
[79]
GSM437172
[80]
GSM437173
[81]
GSM437174
[82]
GSM437175
[83]
GSM437176
[84]
GSM437177
[85]
GSM437178
[86]
GSM437179
[87]
GSM437180
[88]
GSM437181
[89]
GSM437182
[90]
GSM437183
[91]
GSM437184
[92]
GSM437185
[93]
GSM437186
[94]
GSM437187
[95]
GSM437188
[96]
GSM437189
[97]
GSM437190
[98]
GSM437191
[99]
GSM437192
[100]
GSM437193
[101]
GSM437194
[102]
GSM437195
[103]
GSM437196
[104]
GSM437197
[105]
GSM437198
[106]
GSM437199
[107]
GSM437200
[108]
GSM437201
[109]
GSM437202
[110]
GSM437203
[111]
GSM437204
[112]
GSM437205
[113]
GSM437206
[114]
GSM437207
[115]
GSM437208
[116]
GSM437209
[117]
GSM437210
[118]
GSM437211
[119]
GSM437212
[120]
GSM437213
[121]
GSM437214
[122]
GSM437215
[123]
GSM437216
[124]
GSM437217
[125]
GSM437218
[126]
GSM437219
[127]
GSM437220
[128]
GSM437221
[129]
GSM437222
[130]
GSM437223
[131]
GSM437224
[132]
GSM437225
[133]
GSM437226
[134]
GSM437227
[135]
GSM437228
[136]
GSM437229
[137]
GSM437230
[138]
GSM437231
[139]
GSM437232
[140]
GSM437233
[141]
GSM437234
[142]
GSM437235
[143]
GSM437236
[144]
GSM437237
[145]
GSM437238
[146]
GSM437239
[147]
GSM437240
[148]
GSM437241
[149]
GSM437242
[150]
GSM437243
[151]
GSM437244
[152]
GSM437245
[153]
GSM437246
[154]
GSM437247
[155]
GSM437248
[156]
GSM437249
[157]
GSM437250
[158]
GSM437251
[159]
GSM437252
[160]
GSM437253
[161]
GSM437254
[162]
GSM437255
[163]
GSM437256
[164]
GSM437257
[165]
GSM437258
[166]
GSM437259
[167]
GSM437260
[168]
GSM437261
[169]
GSM437262
[170]
GSM437263
[171]
GSM437264
[172]
GSM437265
[173]
GSM437266
[174]
GSM437267
[175]
GSM437268
[176]
GSM437269
sample_count
177
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Metastasis Gene Expression Profile Predicts Recurrence and Death in Colon Cancer Patients (Moffitt Samples)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE17537
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=GSE17537
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE17537
version
null
note
All relevant data are within the paper and its Supporting Information files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All relevant data are within the paper and its Supporting Information files.
access_statement_kind
data_availability_statement
sample_accessions array · 55 items
[0]
GSM437270
[1]
GSM437271
[2]
GSM437272
[3]
GSM437273
[4]
GSM437274
[5]
GSM437275
[6]
GSM437276
[7]
GSM437277
[8]
GSM437278
[9]
GSM437279
[10]
GSM437280
[11]
GSM437281
[12]
GSM437282
[13]
GSM437283
[14]
GSM437284
[15]
GSM437285
[16]
GSM437286
[17]
GSM437287
[18]
GSM437288
[19]
GSM437289
[20]
GSM437290
[21]
GSM437291
[22]
GSM437292
[23]
GSM437293
[24]
GSM437294
[25]
GSM437295
[26]
GSM437296
[27]
GSM437297
[28]
GSM437298
[29]
GSM437299
[30]
GSM437300
[31]
GSM437301
[32]
GSM437302
[33]
GSM437303
[34]
GSM437304
[35]
GSM437305
[36]
GSM437306
[37]
GSM437307
[38]
GSM437308
[39]
GSM437309
[40]
GSM437310
[41]
GSM437311
[42]
GSM437312
[43]
GSM437313
[44]
GSM437314
[45]
GSM437315
[46]
GSM437316
[47]
GSM437317
[48]
GSM437318
[49]
GSM437319
[50]
GSM437320
[51]
GSM437321
[52]
GSM437322
[53]
GSM437323
[54]
GSM437324
sample_count
55
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Metastasis Gene Expression Profile Predicts Recurrence and Death in Colon Cancer Patients (VMC Samples)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE31595
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=GSE31595
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE31595
version
null
note
All relevant data are within the paper and its Supporting Information files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All relevant data are within the paper and its Supporting Information files.
access_statement_kind
data_availability_statement
sample_accessions array · 37 items
[0]
GSM782671
[1]
GSM782674
[2]
GSM784850
[3]
GSM784851
[4]
GSM784852
[5]
GSM784853
[6]
GSM784854
[7]
GSM784855
[8]
GSM784856
[9]
GSM784857
[10]
GSM784858
[11]
GSM784860
[12]
GSM784862
[13]
GSM784865
[14]
GSM784867
[15]
GSM784871
[16]
GSM784873
[17]
GSM784875
[18]
GSM784878
[19]
GSM784881
[20]
GSM784884
[21]
GSM784885
[22]
GSM784886
[23]
GSM784887
[24]
GSM784888
[25]
GSM784889
[26]
GSM784890
[27]
GSM784891
[28]
GSM784892
[29]
GSM784893
[30]
GSM784894
[31]
GSM784901
[32]
GSM784902
[33]
GSM784903
[34]
GSM784904
[35]
GSM784905
[36]
GSM784906
sample_count
37
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene Expression Profiles in Stage II and III Colon Cancer. Application of a 128-gene signature
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:GSE41258
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=GSE41258
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE41258
version
null
note
All relevant data are within the paper and its Supporting Information files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All relevant data are within the paper and its Supporting Information files.
access_statement_kind
data_availability_statement
sample_accessions array · 390 items
[0]
GSM1012278
[1]
GSM1012279
[2]
GSM1012280
[3]
GSM1012281
[4]
GSM1012282
[5]
GSM1012283
[6]
GSM1012284
[7]
GSM1012285
[8]
GSM1012286
[9]
GSM1012287
[10]
GSM1012288
[11]
GSM1012289
[12]
GSM1012290
[13]
GSM1012291
[14]
GSM1012292
[15]
GSM1012293
[16]
GSM1012294
[17]
GSM1012295
[18]
GSM1012296
[19]
GSM1012297
[20]
GSM1012298
[21]
GSM1012299
[22]
GSM1012300
[23]
GSM1012301
[24]
GSM1012302
[25]
GSM1012303
[26]
GSM1012304
[27]
GSM1012305
[28]
GSM1012306
[29]
GSM1012307
[30]
GSM1012308
[31]
GSM1012309
[32]
GSM1012310
[33]
GSM1012311
[34]
GSM1012312
[35]
GSM1012313
[36]
GSM1012314
[37]
GSM1012315
[38]
GSM1012316
[39]
GSM1012317
[40]
GSM1012318
[41]
GSM1012319
[42]
GSM1012320
[43]
GSM1012321
[44]
GSM1012322
[45]
GSM1012323
[46]
GSM1012324
[47]
GSM1012325
[48]
GSM1012326
[49]
GSM1012327
[50]
GSM1012328
[51]
GSM1012329
[52]
GSM1012330
[53]
GSM1012331
[54]
GSM1012332
[55]
GSM1012333
[56]
GSM1012334
[57]
GSM1012335
[58]
GSM1012336
[59]
GSM1012337
[60]
GSM1012338
[61]
GSM1012339
[62]
GSM1012340
[63]
GSM1012341
[64]
GSM1012342
[65]
GSM1012343
[66]
GSM1012344
[67]
GSM1012345
[68]
GSM1012346
[69]
GSM1012347
[70]
GSM1012348
[71]
GSM1012349
[72]
GSM1012350
[73]
GSM1012351
[74]
GSM1012352
[75]
GSM1012353
[76]
GSM1012354
[77]
GSM1012355
[78]
GSM1012356
[79]
GSM1012357
[80]
GSM1012358
[81]
GSM1012359
[82]
GSM1012360
[83]
GSM1012361
[84]
GSM1012362
[85]
GSM1012363
[86]
GSM1012364
[87]
GSM1012365
[88]
GSM1012366
[89]
GSM1012367
[90]
GSM1012368
[91]
GSM1012369
[92]
GSM1012370
[93]
GSM1012371
[94]
GSM1012372
[95]
GSM1012373
[96]
GSM1012374
[97]
GSM1012375
[98]
GSM1012376
[99]
GSM1012377
[100]
GSM1012378
[101]
GSM1012379
[102]
GSM1012380
[103]
GSM1012381
[104]
GSM1012382
[105]
GSM1012383
[106]
GSM1012384
[107]
GSM1012385
[108]
GSM1012386
[109]
GSM1012387
[110]
GSM1012388
[111]
GSM1012389
[112]
GSM1012390
[113]
GSM1012391
[114]
GSM1012392
[115]
GSM1012393
[116]
GSM1012394
[117]
GSM1012395
[118]
GSM1012396
[119]
GSM1012397
[120]
GSM1012398
[121]
GSM1012399
[122]
GSM1012400
[123]
GSM1012401
[124]
GSM1012402
[125]
GSM1012403
[126]
GSM1012404
[127]
GSM1012405
[128]
GSM1012406
[129]
GSM1012407
[130]
GSM1012408
[131]
GSM1012409
[132]
GSM1012410
[133]
GSM1012411
[134]
GSM1012412
[135]
GSM1012413
[136]
GSM1012414
[137]
GSM1012415
[138]
GSM1012416
[139]
GSM1012417
[140]
GSM1012418
[141]
GSM1012419
[142]
GSM1012420
[143]
GSM1012421
[144]
GSM1012422
[145]
GSM1012423
[146]
GSM1012424
[147]
GSM1012425
[148]
GSM1012426
[149]
GSM1012427
[150]
GSM1012428
[151]
GSM1012429
[152]
GSM1012430
[153]
GSM1012431
[154]
GSM1012432
[155]
GSM1012433
[156]
GSM1012434
[157]
GSM1012435
[158]
GSM1012436
[159]
GSM1012437
[160]
GSM1012438
[161]
GSM1012439
[162]
GSM1012440
[163]
GSM1012441
[164]
GSM1012442
[165]
GSM1012443
[166]
GSM1012444
[167]
GSM1012445
[168]
GSM1012446
[169]
GSM1012447
[170]
GSM1012448
[171]
GSM1012449
[172]
GSM1012450
[173]
GSM1012451
[174]
GSM1012452
[175]
GSM1012453
[176]
GSM1012454
[177]
GSM1012455
[178]
GSM1012456
[179]
GSM1012457
[180]
GSM1012458
[181]
GSM1012459
[182]
GSM1012460
[183]
GSM1012461
[184]
GSM1012462
[185]
GSM1012463
[186]
GSM1012464
[187]
GSM1012465
[188]
GSM1012466
[189]
GSM1012467
[190]
GSM1012468
[191]
GSM1012469
[192]
GSM1012470
[193]
GSM1012471
[194]
GSM1012472
[195]
GSM1012473
[196]
GSM1012474
[197]
GSM1012475
[198]
GSM1012476
[199]
GSM1012477
[200]
GSM1012478
[201]
GSM1012479
[202]
GSM1012480
[203]
GSM1012481
[204]
GSM1012482
[205]
GSM1012483
[206]
GSM1012484
[207]
GSM1012485
[208]
GSM1012486
[209]
GSM1012487
[210]
GSM1012488
[211]
GSM1012489
[212]
GSM1012490
[213]
GSM1012491
[214]
GSM1012492
[215]
GSM1012493
[216]
GSM1012494
[217]
GSM1012495
[218]
GSM1012496
[219]
GSM1012497
[220]
GSM1012498
[221]
GSM1012499
[222]
GSM1012500
[223]
GSM1012501
[224]
GSM1012502
[225]
GSM1012503
[226]
GSM1012504
[227]
GSM1012505
[228]
GSM1012506
[229]
GSM1012507
[230]
GSM1012508
[231]
GSM1012509
[232]
GSM1012510
[233]
GSM1012511
[234]
GSM1012512
[235]
GSM1012513
[236]
GSM1012514
[237]
GSM1012515
[238]
GSM1012516
[239]
GSM1012517
[240]
GSM1012518
[241]
GSM1012519
[242]
GSM1012520
[243]
GSM1012521
[244]
GSM1012522
[245]
GSM1012523
[246]
GSM1012524
[247]
GSM1012525
[248]
GSM1012526
[249]
GSM1012527
[250]
GSM1012528
[251]
GSM1012529
[252]
GSM1012530
[253]
GSM1012531
[254]
GSM1012532
[255]
GSM1012533
[256]
GSM1012534
[257]
GSM1012535
[258]
GSM1012536
[259]
GSM1012537
[260]
GSM1012538
[261]
GSM1012539
[262]
GSM1012540
[263]
GSM1012541
[264]
GSM1012542
[265]
GSM1012543
[266]
GSM1012544
[267]
GSM1012545
[268]
GSM1012546
[269]
GSM1012547
[270]
GSM1012548
[271]
GSM1012549
[272]
GSM1012550
[273]
GSM1012551
[274]
GSM1012552
[275]
GSM1012553
[276]
GSM1012554
[277]
GSM1012555
[278]
GSM1012556
[279]
GSM1012557
[280]
GSM1012558
[281]
GSM1012559
[282]
GSM1012560
[283]
GSM1012561
[284]
GSM1012562
[285]
GSM1012563
[286]
GSM1012564
[287]
GSM1012565
[288]
GSM1012566
[289]
GSM1012567
[290]
GSM1012568
[291]
GSM1012569
[292]
GSM1012570
[293]
GSM1012571
[294]
GSM1012572
[295]
GSM1012573
[296]
GSM1012574
[297]
GSM1012575
[298]
GSM1012576
[299]
GSM1012577
[300]
GSM1012578
[301]
GSM1012579
[302]
GSM1012580
[303]
GSM1012581
[304]
GSM1012582
[305]
GSM1012583
[306]
GSM1012584
[307]
GSM1012585
[308]
GSM1012586
[309]
GSM1012587
[310]
GSM1012588
[311]
GSM1012589
[312]
GSM1012590
[313]
GSM1012591
[314]
GSM1012592
[315]
GSM1012593
[316]
GSM1012594
[317]
GSM1012595
[318]
GSM1012596
[319]
GSM1012597
[320]
GSM1012598
[321]
GSM1012599
[322]
GSM1012600
[323]
GSM1012601
[324]
GSM1012602
[325]
GSM1012603
[326]
GSM1012604
[327]
GSM1012605
[328]
GSM1012606
[329]
GSM1012607
[330]
GSM1012608
[331]
GSM1012609
[332]
GSM1012610
[333]
GSM1012611
[334]
GSM1012612
[335]
GSM1012613
[336]
GSM1012614
[337]
GSM1012615
[338]
GSM1012616
[339]
GSM1012617
[340]
GSM1012618
[341]
GSM1012619
[342]
GSM1012620
[343]
GSM1012621
[344]
GSM1012622
[345]
GSM1012623
[346]
GSM1012624
[347]
GSM1012625
[348]
GSM1012626
[349]
GSM1012627
[350]
GSM1012628
[351]
GSM1012629
[352]
GSM1012630
[353]
GSM1012631
[354]
GSM1012632
[355]
GSM1012633
[356]
GSM1012634
[357]
GSM1012635
[358]
GSM1012636
[359]
GSM1012637
[360]
GSM1012638
[361]
GSM1012639
[362]
GSM1012640
[363]
GSM1012641
[364]
GSM1012642
[365]
GSM1012643
[366]
GSM1012644
[367]
GSM1012645
[368]
GSM1012646
[369]
GSM1012647
[370]
GSM1012648
[371]
GSM1012649
[372]
GSM1012650
[373]
GSM1012651
[374]
GSM1012652
[375]
GSM1012653
[376]
GSM1012654
[377]
GSM1012655
[378]
GSM1012656
[379]
GSM1012657
[380]
GSM1012658
[381]
GSM1012659
[382]
GSM1012660
[383]
GSM1012661
[384]
GSM1012662
[385]
GSM1012663
[386]
GSM1012664
[387]
GSM1012665
[388]
GSM1012666
[389]
GSM1012667
sample_count
390
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from colorectal cancer patients
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:GSE42387
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=GSE42387
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42387
version
null
note
All relevant data are within the paper and its Supporting Information files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All relevant data are within the paper and its Supporting Information files.
access_statement_kind
data_availability_statement
sample_accessions array · 27 items
[0]
GSM1038651
[1]
GSM1038652
[2]
GSM1038653
[3]
GSM1038654
[4]
GSM1038655
[5]
GSM1038656
[6]
GSM1038657
[7]
GSM1038658
[8]
GSM1038659
[9]
GSM1038660
[10]
GSM1038661
[11]
GSM1038662
[12]
GSM1038663
[13]
GSM1038664
[14]
GSM1038665
[15]
GSM1038666
[16]
GSM1038667
[17]
GSM1038668
[18]
GSM1038669
[19]
GSM1038670
[20]
GSM1038671
[21]
GSM1038672
[22]
GSM1038673
[23]
GSM1038674
[24]
GSM1038675
[25]
GSM1038676
[26]
GSM1038677
sample_count
27
group_sizes
null
group_sizes_basis
null
platform
16297
taxon
Homo sapiens
title
Gene expression profiles of parental and chemotherapy-resistant colon cancer cell lines.
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 · 16 fields
id
asset:table:pmid:28749961:1
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table
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jats-table
media_type
application/vnd.jats.table+json
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null
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sha256:fc2b3261be58771742fc828ca4bcff090676de22b5390877e1483fcd286b3879
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read_table
reader_status
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section[13]/table-wrap[1]#pone.0180616.t001
version
null
note
Up-regulated genes which had interactions in the protein–protein interaction (PPI) network.
structure object · 5 fields
pmcid
PMC5531462
section_index
13
section_title
PPI networks
row_count
8
column_count
4
table object · 8 fields
label
Table 1
caption
Up-regulated genes which had interactions in the protein–protein interaction (PPI) network.
rows array · 8 items
[0] array · 4 items
[0]
Gene symbol
[1]
Gene name
[2]
Degree
[3]
Betweenness
[1] array · 4 items
[0]
PRKACB
[1]
protein kinase, cAMP-dependent, catalytic, beta
[2]
34.0
[3]
237.86037
[2] array · 4 items
[0]
GNAS
[1]
GNAS complex locus
[2]
28.0
[3]
56.964874
[3] array · 4 items
[0]
FGF2
[1]
fibroblast growth factor 2 (basic)
[2]
28.0
[3]
289.1067
[4] array · 4 items
[0]
FGF9
[1]
fibroblast growth factor 9 (glia-activating factor)
[2]
19.0
[3]
52.558647
[5] array · 4 items
[0]
HS3ST1
[1]
heparan sulfate (glucosamine) 3-O-sulfotransferase 1
[2]
7.0
[3]
0.0
[6] array · 4 items
[0]
PLA2G4C
[1]
phospholipase A2, group IVC (cytosolic, calcium-independent)
[2]
4.0
[3]
0.4871795
[7] array · 4 items
[0]
MECOM
[1]
MDS1 And EVI1 Complex Locus
[2]
2.0
[3]
0.0
locator
section[13]/table-wrap[1]#pone.0180616.t001
[9] object · 16 fields
id
asset:table:pmid:28749961:2
role
table
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jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:294fbc5a8b37e07d25a24fd746c4be286b8aa1307e95fc10e46a74e704b15931
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759
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open
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verified
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read_table
reader_status
available
identifier
section[13]/table-wrap[2]#pone.0180616.t002
version
null
note
Down-regulated genes which had interactions in the protein–protein interaction (PPI) network.
structure object · 5 fields
pmcid
PMC5531462
section_index
13
section_title
PPI networks
row_count
8
column_count
4
table object · 8 fields
label
Table 2
caption
Down-regulated genes which had interactions in the protein–protein interaction (PPI) network.
rows array · 8 items
[0] array · 4 items
[0]
Gene symbol
[1]
Gene name
[2]
Degree
[3]
Betweenness
[1] array · 4 items
[0]
BDNF
[1]
brain-derived neurotrophic factor
[2]
28.0
[3]
39.905716
[2] array · 4 items
[0]
WNT3A
[1]
wingless-type MMTV integration site family, member 3A
[2]
25.0
[3]
14.574099
[3] array · 4 items
[0]
HDAC4
[1]
histone deacetylase 4
[2]
16.0
[3]
6.1847615
[4] array · 4 items
[0]
DLG4
[1]
discs, large homolog 4 (Drosophila)
[2]
15.0
[3]
4.1179338
[5] array · 4 items
[0]
BMP6
[1]
bone morphogenetic protein 6
[2]
13.0
[3]
3.048329
[6] array · 4 items
[0]
CAMK1
[1]
calcium/calmodulin-dependent protein kinase I
[2]
8.0
[3]
0.79026806
[7] array · 4 items
[0]
CPE
[1]
carboxypeptidase E
[2]
4.0
[3]
0.2857143
locator
section[13]/table-wrap[2]#pone.0180616.t002
[10] object · 16 fields
id
asset:table:pmid:28749961:3
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table
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jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:5a35ef886154f185e444926e4a9fa24a412416c7ca65d950c5676bd92f391ce4
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954
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open
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verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#pone.0180616.t003
version
null
note
The top ten enriched gene ontologies (GOs).
structure object · 5 fields
pmcid
PMC5531462
section_index
14
section_title
GO analysis
row_count
11
column_count
4
table object · 8 fields
label
Table 3
caption
The top ten enriched gene ontologies (GOs).
rows array · 11 items
[0] array · 4 items
[0]
GO term
[1]
Count
[2]
FDR
[3]
P-value
[1] array · 4 items
[0]
Signal transduction(GO:0007165)
[1]
18
[2]
6.9E-1
[3]
1.3E-3
[2] array · 4 items
[0]
cellular response to glucagon stimulus(GO:0071377)
[1]
4
[2]
6.4E-1
[3]
2.2E-3
[3] array · 4 items
[0]
positive regulation of osteoblast differentiation (GO:0045669)
[1]
4
[2]
8.8E-1
[3]
7.0E-3
[4] array · 4 items
[0]
positive regulation of protein binding (GO:0032092)
[1]
4
[2]
8.1E-1
[3]
7.3E-3
[5] array · 4 items
[0]
axon guidance(GO:0007411)
[1]
5
[2]
9.8E-1
[3]
2.0E-2
[6] array · 4 items
[0]
Inner ear development(GO:0048839)
[1]
3
[2]
9.9E-1
[3]
2.9E-2
[7] array · 4 items
[0]
bone development(GO:0060348)
[1]
3
[2]
9.8E-1
[3]
3.0E-2
[8] array · 4 items
[0]
heart development(GO:0007507)
[1]
5
[2]
9.7E-1
[3]
3.1E-2
[9] array · 4 items
[0]
Phosphatidylinositol-3-phosphate biosynthetic process(GO:0036092)
[1]
3
[2]
9.9E-1
[3]
4.0E-2
[10] array · 4 items
[0]
positive regulation of canonical Wnt signaling pathway(GO:0090263)
[1]
4
[2]
9.8E-1
[3]
4.3E-2
locator
section[14]/table-wrap[1]#pone.0180616.t003
[11] object · 16 fields
id
asset:table:pmid:28749961:4
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table
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jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:8691fe894aa44ed01a126a405c48518c057a99c4afd1dd8a7d93672bdfc938e5
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650
access
open
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verified
reader
read_table
reader_status
available
identifier
section[15]/table-wrap[1]#pone.0180616.t004
version
null
note
Enriched KEGG pathways.
structure object · 5 fields
pmcid
PMC5531462
section_index
15
section_title
KEGG pathway analysis
row_count
8
column_count
4
table object · 8 fields
label
Table 4
caption
Enriched KEGG pathways.
rows array · 8 items
[0] array · 4 items
[0]
KEGG pathway
[1]
Count
[2]
FDR
[3]
P-value
[1] array · 4 items
[0]
MAPK signaling pathway (hsa04010)
[1]
5
[2]
0.0025
[3]
0.0001
[2] array · 4 items
[0]
ovarian steroidogenesis (hsa04913)
[1]
4
[2]
0.0149
[3]
0.0003
[3] array · 4 items
[0]
cocaine addiction (hsa05030)
[1]
4
[2]
0.0149
[3]
0.0003
[4] array · 4 items
[0]
morphine addiction (hsa05032)
[1]
5
[2]
0.0149
[3]
0.0004
[5] array · 4 items
[0]
retrograde endocannabinoid signaling (hsa04723)
[1]
5
[2]
0.0181
[3]
0.0006
[6] array · 4 items
[0]
glutamatergic synapse (hsa04724)
[1]
5
[2]
0.0208
[3]
0.0010
[7] array · 4 items
[0]
serotonergic synapse (hsa04726)
[1]
5
[2]
0.0208
[3]
0.0009
locator
section[15]/table-wrap[1]#pone.0180616.t004
gaps array · 14 items
[0]
asset:data:geo:GSE12945 not downloaded
[1]
asset:data:geo:GSE12945 licence not read
[2]
asset:data:geo:GSE14333 not downloaded
[3]
asset:data:geo:GSE14333 licence not read
[4]
asset:data:geo:GSE17536 not downloaded
[5]
asset:data:geo:GSE17536 licence not read
[6]
asset:data:geo:GSE17537 not downloaded
[7]
asset:data:geo:GSE17537 licence not read
[8]
asset:data:geo:GSE31595 not downloaded
[9]
asset:data:geo:GSE31595 licence not read
[10]
asset:data:geo:GSE41258 not downloaded
[11]
asset:data:geo:GSE41258 licence not read
[12]
asset:data:geo:GSE42387 not downloaded
[13]
asset:data:geo:GSE42387 licence not read
analysis object · 4 fields
state
partial
methods array · 8 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
mann_whitney
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_mann_whitney
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
Mann-Whitney
[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
0.8
band
high
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[3] object · 10 fields
id
method-4
family
regression_modelling
specific
logistic
label
Regression modelling
dsl_operations array · 1 item
[0]
glm_logit_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictors_and_outcome
evidence object · 3 fields
score
0.8
band
high
quote
logistic regression
[4] object · 10 fields
id
method-5
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
0.7
band
medium
quote
PPI
[5] object · 10 fields
id
method-6
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
[6] object · 10 fields
id
method-7
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
0.8
band
high
quote
ROC curve
[7] object · 10 fields
id
method-8
family
null
specific
null
label
t-test with Benjamini–Hochberg false-discovery-rate adjustment
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
The t-test method was utilized to calculate the p-values of genes. Then, Benjamin & Hochberg's method [26]was used to calculate the adjusted p-values (false discovery rate, FDR) the DEGs with the log2 fold change (FC) of > 1 or < - 1 and FDR <0.05 were selected.
targets array · 0 items
gaps array · 2 items
[0]
method.reader_named_unmapped
[1]
method.group_comparison_mann_whitney
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_mann_whitney
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: mann_whitney.
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 · 7 items
[0]
GSE42387
[1]
GSE12945
[2]
GSE14333
[3]
GSE17536
[4]
GSE17537
[5]
GSE31595
[6]
GSE41258
resolved_accessions array · 7 items
[0]
GSE42387
[1]
GSE12945
[2]
GSE14333
[3]
GSE17536
[4]
GSE17537
[5]
GSE31595
[6]
GSE41258
statements array · 1 item
[0]
All relevant data are within the paper and its Supporting Information files.
basis
The paper names GSE42387, GSE12945, GSE14333, GSE17536, GSE17537, GSE31595, GSE41258 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 · 6 items
[0]
source:pmid:28749961
[1]
data:geo:GSE12945
[2]
asset:table:pmid:28749961:1
[3]
asset:table:pmid:28749961:2
[4]
asset:table:pmid:28749961:3
[5]
asset:table:pmid:28749961:4
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_mann_whitney
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE12945
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
2026-10-31T18:31:51Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
91978
completion_tokens
6076
cached_tokens
2064
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:28749961
type
paper
label
pmid:28749961
[1] object · 3 fields
id
source:pmid:28749961
type
manuscript
label
PMID 28749961 full text
[2] object · 3 fields
id
data:geo:GSE12945
type
dataset
label
GEO GSE12945
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:28749961
type
paper
label
pmid:28749961
[1] object · 3 fields
id
source:pmid:28749961
type
manuscript
label
PMID 28749961 full text
[2] object · 3 fields
id
data:geo:GSE12945
type
dataset
label
GEO GSE12945
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-28749961
type
extraction
used array · 1 item
[0]
source:pmid:28749961
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12945
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12945
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:28749961
parent_hash
sha256:cad59ca40e36c250557500d1e34748ffbcae5d897f6e7f2d46c8fa25d9b3c288
fork_of
null
gaps array · 21 items
[0]
asset:data:geo:GSE12945 licence not read
[1]
asset:data:geo:GSE12945 not downloaded
[2]
asset:data:geo:GSE14333 licence not read
[3]
asset:data:geo:GSE14333 not downloaded
[4]
asset:data:geo:GSE17536 licence not read
[5]
asset:data:geo:GSE17536 not downloaded
[6]
asset:data:geo:GSE17537 licence not read
[7]
asset:data:geo:GSE17537 not downloaded
[8]
asset:data:geo:GSE31595 licence not read
[9]
asset:data:geo:GSE31595 not downloaded
[10]
asset:data:geo:GSE41258 licence not read
[11]
asset:data:geo:GSE41258 not downloaded
[12]
asset:data:geo:GSE42387 licence not read
[13]
asset:data:geo:GSE42387 not downloaded
[14]
execution.not_run
[15]
method.group_comparison_mann_whitney
[16]
method.reader_named_unmapped
[17]
review.human_critique
[18]
review.independent_reader
[19]
review.machine_critique
[20]
step:run_analysis blocked on method:group_comparison_mann_whitney
assays array · 1 item
[0] 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]
Mann-Whitney
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analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:28749961", "kind": "science-record", "revision": 7, "content_hash": "sha256:a639e40296047e53a8c40527c09135f721be5284cd7005a15fb5dbd712fc21cb", "created_at": "2026-11-01T15:40:27Z", "updated_at": "2026-11-01T21:59:27Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Prediction of novel target genes and pathways involved in irinotecan-resistant colorectal cancer.", "doi": "10.1371/journal.pone.0180616", "pmid": "28749961", "authors": ["Precious Takondwa Makondi", "Chi-Ming Chu", "Po-Li Wei", "Yu-Jia Chang"], "journal": "PloS one", "year": 2017, "abstract": "BACKGROUND: Acquired drug resistance to the chemotherapeutic drug irinotecan (the active metabolite of which is SN-38) is one of the significant obstacles in the treatment of advanced colorectal cancer (CRC). The molecular mechanism or targets mediating irinotecan resistance are still unclear. It is urgent to find the irinotecan response biomarkers to improve CRC patients' therapy.\nMETHODS: Genetic Omnibus Database GSE42387 which contained the gene expression profiles of parental and irinotecan-resistant HCT-116 cell lines was used. Differentially expressed genes (DEGs) between parental and irinotecan-resistant cells, protein-protein interactions (PPIs), gene ontologies (GOs) and pathway analysis were performed to identify the overall biological changes. The most common DEGs in the PPIs, GOs and pathways were identified and were validated clinically by their ability to predict overall survival and disease free survival. The gene-gene expression correlation and gene-resistance correlation was also evaluated in CRC patients using The Cancer Genomic Atlas data (TCGA).\nRESULTS: The 135 DEGs were identified of which 36 were upregulated and 99 were down regulated. After mapping the PPI networks, the GOs and the pathways, nine genes (GNAS, PRKACB, MECOM, PLA2G4C, BMP6, BDNF, DLG4, FGF2 and FGF9) were found to be commonly enriched. Signal transduction was the most significant GO and MAPK pathway was the most significant pathway. The five genes (FGF2, FGF9, PRKACB, MECOM and PLA2G4C) in the MAPK pathway were all contained in the signal transduction and the levels of those genes were upregulated. The FGF2, FGF9 and MECOM expression were highly associated with CRC patients' survival rate but not PRKACB and PLA2G4C. In addition, FGF9 was also associated with irinotecan resistance and poor disease free survival. FGF2, FGF9 and PRKACB were positively correlated with each other while MECOM correlated positively with FGF9 and PLA2G4C, and correlated negatively with FGF2 and PRKACB after doing gene-gene expression correlation.\nCONCLUSION: Targeting the MAPK signal transduction pathway through the targeting of the FGF2, FGF9, MECOM, PLA2G4C and PRKACB might increase tumor responsiveness to irinotecan treatment.", "claims": [{"id": "claim-method", "statement": "The t-test method was utilized to calculate the p-values of genes. Then, Benjamin & Hochberg's method [26]was used to calculate the adjusted p-values (false discovery rate, FDR) the DEGs with the log2 fold change (FC) of > 1 or < - 1 and FDR <0.05 were selected.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28749961", "locator": "sections[4] \"Data preprocessing and DEGs screening\" paragraph 2", "quote": "The t-test method was utilized to calculate the p-values of genes. Then, Benjamin & Hochberg's method [26]was used to calculate the adjusted p-values (false discovery rate, FDR) the DEGs with the log2 fold change (FC) of > 1 or < - 1 and FDR <0.05 were selected."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All relevant data are within the paper and its Supporting Information files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28749961", "locator": "sections[24] \"Data Availability\" paragraph 2", "quote": "All relevant data are within the paper and its Supporting Information files."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Using GEO2R/Limma with a t-test and Benjamini–Hochberg correction on GSE42387 parental and irinotecan-resistant HCT116 cells (log2 fold change >1 or <−1; FDR <0.05), the study identified 135 differentially expressed genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:28749961", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Genetic Omnibus Database GSE42387 which contained the gene expression profiles of parental and irinotecan-resistant HCT-116 cell lines was used."}, {"asset": "source:pmid:28749961", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The 135 DEGs were identified of which 36 were upregulated and 99 were down regulated."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Using GEO2R/Limma with a t-test and Benjamini–Hochberg correction on GSE42387 parental and irinotecan-resistant HCT116 cells (log2 fold change >1 or <−1; FDR <0.05), the study identified 135 differentially expressed genes.", "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:28749961"], "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:GSE12945"], "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_mann_whitney", "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:GSE12945"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_mann_whitney"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:28749961", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": 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