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pmid:31552190

Development and Validation of an Autophagy Score Signature for the Prediction of Post-operative Survival in Colorectal Cancer.

Zheng Zhou · Shaobo Mo · Weixing Dai · Zhen Ying · Long Zhang · Wenqiang Xiang · Lingyu Han · Zhimin Wang · Qingguo Li · Renjie Wang · Guoxiang Cai

Frontiers in oncology · 2019 doi:10.3389/fonc.2019.00878

Paper

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title
Development and Validation of an Autophagy Score Signature for the Prediction of Post-operative Survival in Colorectal Cancer.
doi
10.3389/fonc.2019.00878
pmid
31552190
authors array · 11 items
[0]
Zheng Zhou
[1]
Shaobo Mo
[2]
Weixing Dai
[3]
Zhen Ying
[4]
Long Zhang
[5]
Wenqiang Xiang
[6]
Lingyu Han
[7]
Zhimin Wang
[8]
Qingguo Li
[9]
Renjie Wang
[10]
Guoxiang Cai
journal
Frontiers in oncology
year
2019
abstract
Background: Survival rates for Colorectal cancer (CRC) patients who experienced early relapse have usually been relatively low. Our study aims at developing an autophagy signature that could help to detect early relapse cases in CRC. Methods: Propensity score matching analysis was carried out between patients from the early relapse group and the long-term survival group from GSE39582. For both groups, respectively, global autophagy expression changes were then analyzed to identify the differentially expressed prognostic autophagy related genes by conducting Linear Models for Microarray data method analysis. Then, the multi-gene signature was validated in TCGA and Fudan University Shanghai Cancer Center (FUSCC) cohorts. Time-dependent ROC were used to test the efficiency of this signature feature in predicting the prognosis of CRC patients. Results: 5 autophagy genes were finally identified to build an early relapse classifier. With specific risk score formula, patients were classified into low- or high-risk group. Time-dependent ROC analyses proved its prognostic accuracy, with AUC 0.841 and 0.803 at 1 and 3 years, respectively. Then, we validated its prognostic value in two external validation series (GSE17538 and GSE33113) and proved that the result is indeed significant irrespective of datasets in two external independent validation cohorts (TCGA and FUSCC cohorts). A nomogram was constructed to guide individualized treatment of patients with CRC. Conclusions: The identification of robust autophagy-related features can effectively classify CRC patients into groups with low and high risk of early relapse. This signature may be used to help select high-risk CRC patients who require more aggressive treatment interventions.
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Experimentally Derived Metastasis Gene Expression Profile Predicts Recurrence and Death in Colon Cancer Patients
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[128]
GSM972066
[129]
GSM972067
[130]
GSM972068
[131]
GSM972069
[132]
GSM972070
[133]
GSM972071
[134]
GSM972072
[135]
GSM972073
[136]
GSM972074
[137]
GSM972075
[138]
GSM972076
[139]
GSM972077
[140]
GSM972078
[141]
GSM972079
[142]
GSM972080
[143]
GSM972081
[144]
GSM972082
[145]
GSM972083
[146]
GSM972084
[147]
GSM972085
[148]
GSM972086
[149]
GSM972087
[150]
GSM972088
[151]
GSM972089
[152]
GSM972090
[153]
GSM972091
[154]
GSM972092
[155]
GSM972093
[156]
GSM972094
[157]
GSM972095
[158]
GSM972096
[159]
GSM972097
[160]
GSM972098
[161]
GSM972099
[162]
GSM972100
[163]
GSM972101
[164]
GSM972102
[165]
GSM972103
[166]
GSM972104
[167]
GSM972105
[168]
GSM972106
[169]
GSM972107
[170]
GSM972108
[171]
GSM972109
[172]
GSM972110
[173]
GSM972111
[174]
GSM972112
[175]
GSM972113
[176]
GSM972114
[177]
GSM972115
[178]
GSM972116
[179]
GSM972117
[180]
GSM972118
[181]
GSM972119
[182]
GSM972120
[183]
GSM972121
[184]
GSM972122
[185]
GSM972123
[186]
GSM972124
[187]
GSM972125
[188]
GSM972126
[189]
GSM972127
[190]
GSM972128
[191]
GSM972129
[192]
GSM972130
[193]
GSM972131
[194]
GSM972132
[195]
GSM972133
[196]
GSM972134
[197]
GSM972135
[198]
GSM972136
[199]
GSM972137
[200]
GSM972138
[201]
GSM972139
[202]
GSM972140
[203]
GSM972141
[204]
GSM972142
[205]
GSM972143
[206]
GSM972144
[207]
GSM972145
[208]
GSM972146
[209]
GSM972147
[210]
GSM972148
[211]
GSM972149
[212]
GSM972150
[213]
GSM972151
[214]
GSM972152
[215]
GSM972153
[216]
GSM972154
[217]
GSM972155
[218]
GSM972156
[219]
GSM972157
[220]
GSM972158
[221]
GSM972159
[222]
GSM972160
[223]
GSM972161
[224]
GSM972162
[225]
GSM972163
[226]
GSM972164
[227]
GSM972165
[228]
GSM972166
[229]
GSM972167
[230]
GSM972168
[231]
GSM972169
[232]
GSM972170
[233]
GSM972171
[234]
GSM972172
[235]
GSM972173
[236]
GSM972174
[237]
GSM972175
[238]
GSM972176
[239]
GSM972177
[240]
GSM972178
[241]
GSM972179
[242]
GSM972180
[243]
GSM972181
[244]
GSM972182
[245]
GSM972183
[246]
GSM972184
[247]
GSM972185
[248]
GSM972186
[249]
GSM972187
[250]
GSM972188
[251]
GSM972189
[252]
GSM972190
[253]
GSM972191
[254]
GSM972192
[255]
GSM972193
[256]
GSM972194
[257]
GSM972195
[258]
GSM972196
[259]
GSM972197
[260]
GSM972198
[261]
GSM972199
[262]
GSM972200
[263]
GSM972201
[264]
GSM972202
[265]
GSM972203
[266]
GSM972204
[267]
GSM972205
[268]
GSM972206
[269]
GSM972207
[270]
GSM972208
[271]
GSM972209
[272]
GSM972210
[273]
GSM972211
[274]
GSM972212
[275]
GSM972213
[276]
GSM972214
[277]
GSM972215
[278]
GSM972216
[279]
GSM972217
[280]
GSM972218
[281]
GSM972219
[282]
GSM972220
[283]
GSM972221
[284]
GSM972222
[285]
GSM972223
[286]
GSM972224
[287]
GSM972225
[288]
GSM972226
[289]
GSM972227
[290]
GSM972228
[291]
GSM972229
[292]
GSM972230
[293]
GSM972231
[294]
GSM972232
[295]
GSM972233
[296]
GSM972234
[297]
GSM972235
[298]
GSM972236
[299]
GSM972237
[300]
GSM972238
[301]
GSM972239
[302]
GSM972240
[303]
GSM972241
[304]
GSM972242
[305]
GSM972243
[306]
GSM972244
[307]
GSM972245
[308]
GSM972246
[309]
GSM972247
[310]
GSM972248
[311]
GSM972249
[312]
GSM972250
[313]
GSM972251
[314]
GSM972252
[315]
GSM972253
[316]
GSM972254
[317]
GSM972255
[318]
GSM972256
[319]
GSM972257
[320]
GSM972258
[321]
GSM972259
[322]
GSM972260
[323]
GSM972261
[324]
GSM972262
[325]
GSM972263
[326]
GSM972264
[327]
GSM972265
[328]
GSM972266
[329]
GSM972267
[330]
GSM972268
[331]
GSM972269
[332]
GSM972270
[333]
GSM972271
[334]
GSM972272
[335]
GSM972273
[336]
GSM972274
[337]
GSM972275
[338]
GSM972276
[339]
GSM972277
[340]
GSM972278
[341]
GSM972279
[342]
GSM972280
[343]
GSM972281
[344]
GSM972282
[345]
GSM972283
[346]
GSM972284
[347]
GSM972285
[348]
GSM972286
[349]
GSM972287
[350]
GSM972288
[351]
GSM972289
[352]
GSM972290
[353]
GSM972291
[354]
GSM972292
[355]
GSM972293
[356]
GSM972294
[357]
GSM972295
[358]
GSM972296
[359]
GSM972297
[360]
GSM972298
[361]
GSM972299
[362]
GSM972300
[363]
GSM972301
[364]
GSM972302
[365]
GSM972303
[366]
GSM972304
[367]
GSM972305
[368]
GSM972306
[369]
GSM972307
[370]
GSM972308
[371]
GSM972309
[372]
GSM972310
[373]
GSM972311
[374]
GSM972312
[375]
GSM972313
[376]
GSM972314
[377]
GSM972315
[378]
GSM972316
[379]
GSM972317
[380]
GSM972318
[381]
GSM972319
[382]
GSM972320
[383]
GSM972321
[384]
GSM972322
[385]
GSM972323
[386]
GSM972324
[387]
GSM972325
[388]
GSM972326
[389]
GSM972327
[390]
GSM972328
[391]
GSM972329
[392]
GSM972330
[393]
GSM972331
[394]
GSM972332
[395]
GSM972333
[396]
GSM972334
[397]
GSM972335
[398]
GSM972336
[399]
GSM972337
[400]
GSM972338
[401]
GSM972339
[402]
GSM972340
[403]
GSM972341
[404]
GSM972342
[405]
GSM972343
[406]
GSM972344
[407]
GSM972345
[408]
GSM972346
[409]
GSM972347
[410]
GSM972348
[411]
GSM972349
[412]
GSM972350
[413]
GSM972351
[414]
GSM972352
[415]
GSM972353
[416]
GSM972354
[417]
GSM972355
[418]
GSM972356
[419]
GSM972357
[420]
GSM972358
[421]
GSM972359
[422]
GSM972360
[423]
GSM972361
[424]
GSM972362
[425]
GSM972363
[426]
GSM972364
[427]
GSM972365
[428]
GSM972366
[429]
GSM972367
[430]
GSM972368
[431]
GSM972369
[432]
GSM972370
[433]
GSM972371
[434]
GSM972372
[435]
GSM972373
[436]
GSM972374
[437]
GSM972375
[438]
GSM972376
[439]
GSM972377
[440]
GSM972378
[441]
GSM972379
[442]
GSM972380
[443]
GSM972381
[444]
GSM972382
[445]
GSM972383
[446]
GSM972384
[447]
GSM972385
[448]
GSM972386
[449]
GSM972387
[450]
GSM972388
[451]
GSM972389
[452]
GSM972390
[453]
GSM972391
[454]
GSM972392
[455]
GSM972393
[456]
GSM972394
[457]
GSM972395
[458]
GSM972396
[459]
GSM972397
[460]
GSM972398
[461]
GSM972399
[462]
GSM972400
[463]
GSM972401
[464]
GSM972402
[465]
GSM972403
[466]
GSM972404
[467]
GSM972405
[468]
GSM972406
[469]
GSM972407
[470]
GSM972408
[471]
GSM972409
[472]
GSM972410
[473]
GSM972411
[474]
GSM972412
[475]
GSM972413
[476]
GSM972414
[477]
GSM972415
[478]
GSM972416
[479]
GSM972417
[480]
GSM972418
[481]
GSM972419
[482]
GSM972420
[483]
GSM972421
[484]
GSM972422
[485]
GSM972423
[486]
GSM972424
[487]
GSM972425
[488]
GSM972426
[489]
GSM972427
[490]
GSM972428
[491]
GSM972429
[492]
GSM972430
[493]
GSM972431
[494]
GSM972432
[495]
GSM972433
[496]
GSM972434
[497]
GSM972435
[498]
GSM972436
[499]
GSM972437
[500]
GSM972438
[501]
GSM972439
[502]
GSM972440
[503]
GSM972441
[504]
GSM972442
[505]
GSM972443
[506]
GSM972444
[507]
GSM972445
[508]
GSM972446
[509]
GSM972447
[510]
GSM972448
[511]
GSM972449
[512]
GSM972450
[513]
GSM972451
[514]
GSM972452
[515]
GSM972453
[516]
GSM972454
[517]
GSM972455
[518]
GSM972456
[519]
GSM972457
[520]
GSM972458
[521]
GSM972459
[522]
GSM972460
[523]
GSM972461
[524]
GSM972462
[525]
GSM972463
[526]
GSM972464
[527]
GSM972465
[528]
GSM972466
[529]
GSM972467
[530]
GSM972468
[531]
GSM972469
[532]
GSM972470
[533]
GSM972471
[534]
GSM972472
[535]
GSM972473
[536]
GSM972474
[537]
GSM972475
[538]
GSM972476
[539]
GSM972477
[540]
GSM972478
[541]
GSM972479
[542]
GSM972480
[543]
GSM972481
[544]
GSM972482
[545]
GSM972483
[546]
GSM972484
[547]
GSM972485
[548]
GSM972486
[549]
GSM972487
[550]
GSM972488
[551]
GSM972489
[552]
GSM972490
[553]
GSM972491
[554]
GSM972492
[555]
GSM972493
[556]
GSM972494
[557]
GSM972495
[558]
GSM972496
[559]
GSM972497
[560]
GSM972498
[561]
GSM972499
[562]
GSM972500
[563]
GSM972501
[564]
GSM972502
[565]
GSM972503
[566]
GSM972504
[567]
GSM972505
[568]
GSM972506
[569]
GSM972507
[570]
GSM972508
[571]
GSM972509
[572]
GSM972510
[573]
GSM972511
[574]
GSM972512
[575]
GSM972513
[576]
GSM972514
[577]
GSM972515
[578]
GSM972516
[579]
GSM972517
[580]
GSM972518
[581]
GSM972519
[582]
GSM972520
[583]
GSM972521
[584]
GSM972522
sample_count
585
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression Classification of Colon Cancer defines six molecular subtypes with distinct clinical, molecular and survival characteristics [Expression]
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 · 16 fields
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asset:table:pmid:31552190:1
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jats-table
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application/vnd.jats.table+json
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null
sha256
sha256:61b214c6ec438ce13266b5124a99f5853da63b4602a7304be5562e85457534d7
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read_table
reader_status
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identifier
section[5]/table-wrap[1]#T1
version
null
note
Clinicalopathological features of cases in GSE39582 set before and after propensity score matching.
structure object · 5 fields
pmcid
PMC6746211
section_index
5
section_title
Identification of Early Relapse-Associated Genes
row_count
29
column_count
7
table object · 8 fields
label
Table 1
caption
Clinicalopathological features of cases in GSE39582 set before and after propensity score matching.
rows array · 29 items
[0] array · 3 items
[0]
Variables
[1]
Before matching
[2]
After matching
[1] array · 7 items
[0]
[1]
Early relapse
[2]
Long-term survival
[3]
p-value
[4]
Early relapse
[5]
Long-term survival
[6]
p-value
[2] array · 7 items
[0]
Age (mean, range)
[1]
61.9 (34.0–88.0)
[2]
63.1 (34.7–89.4)
[3]
0.76
[4]
61.9 (34.5–88.0)
[5]
63.1 (34.7–86.8)
[6]
0.82
[3] array · 7 items
[0]
Gender
[1]
[2]
[3]
0.03
[4]
[5]
[6]
0.14
[4] array · 7 items
[0]
Male
[1]
19
[2]
10
[3]
[4]
10
[5]
7
[6]
[5] array · 7 items
[0]
Female
[1]
12
[2]
14
[3]
[4]
7
[5]
10
[6]
[6] array · 7 items
[0]
T stage
[1]
[2]
[3]
0.08
[4]
[5]
[6]
0.32
[7] array · 7 items
[0]
T1
[1]
0
[2]
1
[3]
[4]
0
[5]
0
[6]
[8] array · 7 items
[0]
T2
[1]
0
[2]
1
[3]
[4]
0
[5]
0
[6]
[9] array · 7 items
[0]
T3
[1]
18
[2]
11
[3]
[4]
7
[5]
9
[6]
[10] array · 7 items
[0]
T4
[1]
13
[2]
11
[3]
[4]
10
[5]
8
[6]
[11] array · 7 items
[0]
N stage
[1]
[2]
[3]
<0.001
[4]
[5]
[6]
0.09
[12] array · 7 items
[0]
N0
[1]
12
[2]
1
[3]
[4]
2
[5]
0
[6]
[13] array · 7 items
[0]
N1
[1]
7
[2]
15
[3]
[4]
7
[5]
11
[6]
[14] array · 7 items
[0]
N2
[1]
12
[2]
8
[3]
[4]
8
[5]
6
[6]
[15] array · 7 items
[0]
Adjuvant Chemotherapy
[1]
[2]
[3]
0.41
[4]
[5]
[6]
0.48
[16] array · 7 items
[0]
No
[1]
7
[2]
8
[3]
[4]
5
[5]
6
[6]
[17] array · 7 items
[0]
Yes
[1]
13
[2]
16
[3]
[4]
3
[5]
11
[6]
[18] array · 7 items
[0]
NA
[1]
11
[2]
0
[3]
[4]
9
[5]
0
[6]
[19] array · 7 items
[0]
KRAS status
[1]
[2]
[3]
0.15
[4]
[5]
[6]
0.32
[20] array · 7 items
[0]
Wild type
[1]
16
[2]
12
[3]
[4]
9
[5]
7
[6]
[21] array · 7 items
[0]
Mutation
[1]
15
[2]
12
[3]
[4]
8
[5]
10
[6]
[22] array · 7 items
[0]
BRAF status
[1]
[2]
[3]
0.45
[4]
[5]
[6]
0.40
[23] array · 7 items
[0]
Wild type
[1]
26
[2]
22
[3]
[4]
12
[5]
15
[6]
[24] array · 7 items
[0]
Mutation
[1]
5
[2]
2
[3]
[4]
5
[5]
2
[6]
[25] array · 7 items
[0]
Location
[1]
[2]
[3]
0.15
[4]
[5]
[6]
0.17
[26] array · 7 items
[0]
Proximal
[1]
7
[2]
10
[3]
[4]
5
[5]
10
[6]
[27] array · 7 items
[0]
Distal
[1]
24
[2]
14
[3]
[4]
12
[5]
7
[6]
[28] array · 7 items
[0]
Total
[1]
31
[2]
24
[3]
[4]
17
[5]
17
[6]
locator
section[5]/table-wrap[1]#T1
[5] object · 16 fields
id
asset:table:pmid:31552190:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b6966f2c1c962090e3893e66b4b2b96b8f8638a8d278580a6b6a9377ed93449c
bytes
742
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[15]/table-wrap[1]#T2
version
null
note
Baseline characteristics of CRC patients in TCGA and FUSCC validation cohorts.
structure object · 5 fields
pmcid
PMC6746211
section_index
15
section_title
External Validation of the Signature in TCGA and FUSCC Datasets
row_count
26
column_count
3
table object · 8 fields
label
Table 2
caption
Baseline characteristics of CRC patients in TCGA and FUSCC validation cohorts.
rows array · 26 items
[0] array · 3 items
[0]
Variables
[1]
TCGA cohort
[2]
FUSCC cohort
[1] array · 3 items
[0]
Age (mean, range)
[1]
62.4 (35–90)
[2]
60.4 (45–78)
[2] array · 1 item
[0]
Gender
[3] array · 3 items
[0]
Male
[1]
25
[2]
25
[4] array · 3 items
[0]
Female
[1]
18
[2]
28
[5] array · 1 item
[0]
T stage
[6] array · 3 items
[0]
T1
[1]
1
[2]
2
[7] array · 3 items
[0]
T2
[1]
1
[2]
3
[8] array · 3 items
[0]
T3
[1]
29
[2]
30
[9] array · 3 items
[0]
T4
[1]
12
[2]
18
[10] array · 1 item
[0]
N stage
[11] array · 3 items
[0]
N0
[1]
1
[2]
23
[12] array · 3 items
[0]
N1
[1]
25
[2]
18
[13] array · 3 items
[0]
N2
[1]
17
[2]
12
[14] array · 1 item
[0]
Adjuvant therapy
[15] array · 3 items
[0]
No
[1]
7
[2]
15
[16] array · 3 items
[0]
Yes
[1]
8
[2]
36
[17] array · 3 items
[0]
NA
[1]
28
[2]
2
[18] array · 1 item
[0]
KRAS status
[19] array · 3 items
[0]
Wild type
[1]
7
[2]
20
[20] array · 3 items
[0]
Mutation
[1]
4
[2]
16
[21] array · 3 items
[0]
NA
[1]
32
[2]
17
[22] array · 1 item
[0]
Tumor location
[23] array · 3 items
[0]
Colon
[1]
34
[2]
24
[24] array · 3 items
[0]
Rectum
[1]
9
[2]
29
[25] array · 3 items
[0]
Total
[1]
43
[2]
53
locator
section[15]/table-wrap[1]#T2
gaps array · 6 items
[0]
asset:data:geo:GSE17538 not downloaded
[1]
asset:data:geo:GSE17538 licence not read
[2]
asset:data:geo:GSE33113 not downloaded
[3]
asset:data:geo:GSE33113 licence not read
[4]
asset:data:geo:GSE39582 not downloaded
[5]
asset:data:geo:GSE39582 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
reordered
quote
“The analysis of differentially expressed genes (DEGs) between early relapse and long-term survival samples was conducted using the linear models for microarray data (LIMMA) method.”
targets array · 0 items
gaps array · 0 items
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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]
GSE39582
[1]
GSE17538
[2]
GSE33113
resolved_accessions array · 3 items
[0]
GSE39582
[1]
GSE17538
[2]
GSE33113
statements array · 1 item
[0]
All data that support this manuscript are made available by the authors, without undue reservation, to any qualified researcher.
basis
The paper names GSE39582, GSE17538, GSE33113 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 4 items
[0]
source:pmid:31552190
[1]
data:geo:GSE17538
[2]
asset:table:pmid:31552190:1
[3]
asset:table:pmid:31552190:2
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:GSE17538
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
2026-10-31T18:16:17Z
independence
single_reader
evidence_check object · 2 fields
method
reordered
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
30321
completion_tokens
2292
cached_tokens
10248
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:31552190
type
paper
label
pmid:31552190
[1] object · 3 fields
id
source:pmid:31552190
type
manuscript
label
PMID 31552190 full text
[2] object · 3 fields
id
data:geo:GSE17538
type
dataset
label
GEO GSE17538
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:31552190
type
paper
label
pmid:31552190
[1] object · 3 fields
id
source:pmid:31552190
type
manuscript
label
PMID 31552190 full text
[2] object · 3 fields
id
data:geo:GSE17538
type
dataset
label
GEO GSE17538
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31552190
type
extraction
used array · 1 item
[0]
source:pmid:31552190
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE17538
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE17538
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
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snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:31552190
parent_hash
sha256:fd7137b16fa4d82d13213af463297be7454dcc7f4360b223b8599f4c68abfb92
fork_of
null
gaps array · 10 items
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asset:data:geo:GSE17538 licence not read
[1]
asset:data:geo:GSE17538 not downloaded
[2]
asset:data:geo:GSE33113 licence not read
[3]
asset:data:geo:GSE33113 not downloaded
[4]
asset:data:geo:GSE39582 licence not read
[5]
asset:data:geo:GSE39582 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
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assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
elated genes by conducting Linear Models for Microarray data method analysis. Then, the multi-gene s
order_basis
paper_text_order:664
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
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normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
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source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
“The analysis of differentially expressed genes (DEGs) between early relapse and long-term survival samples was conducted using the linear models for microarray data (LIMMA) method.”
order_basis
consumes_earlier_output
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31552190", "kind": "science-record", "revision": 8, "content_hash": "sha256:588772be3b47c5e52cd52532e2caf3de6709877ea8cedb28d18f926c0908f90f", "created_at": "2026-11-01T15:40:50Z", "updated_at": "2026-11-01T22:44:13Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Development and Validation of an Autophagy Score Signature for the Prediction of Post-operative Survival in Colorectal Cancer.", "doi": "10.3389/fonc.2019.00878", "pmid": "31552190", "authors": ["Zheng Zhou", "Shaobo Mo", "Weixing Dai", "Zhen Ying", "Long Zhang", "Wenqiang Xiang", "Lingyu Han", "Zhimin Wang", "Qingguo Li", "Renjie Wang", "Guoxiang Cai"], "journal": "Frontiers in oncology", "year": 2019, "abstract": "Background: Survival rates for Colorectal cancer (CRC) patients who experienced early relapse have usually been relatively low. Our study aims at developing an autophagy signature that could help to detect early relapse cases in CRC. Methods: Propensity score matching analysis was carried out between patients from the early relapse group and the long-term survival group from GSE39582. For both groups, respectively, global autophagy expression changes were then analyzed to identify the differentially expressed prognostic autophagy related genes by conducting Linear Models for Microarray data method analysis. Then, the multi-gene signature was validated in TCGA and Fudan University Shanghai Cancer Center (FUSCC) cohorts. Time-dependent ROC were used to test the efficiency of this signature feature in predicting the prognosis of CRC patients. Results: 5 autophagy genes were finally identified to build an early relapse classifier. With specific risk score formula, patients were classified into low- or high-risk group. Time-dependent ROC analyses proved its prognostic accuracy, with AUC 0.841 and 0.803 at 1 and 3 years, respectively. Then, we validated its prognostic value in two external validation series (GSE17538 and GSE33113) and proved that the result is indeed significant irrespective of datasets in two external independent validation cohorts (TCGA and FUSCC cohorts). A nomogram was constructed to guide individualized treatment of patients with CRC. Conclusions: The identification of robust autophagy-related features can effectively classify CRC patients into groups with low and high risk of early relapse. This signature may be used to help select high-risk CRC patients who require more aggressive treatment interventions.", "claims": [{"id": "claim-data-access", "statement": "All data that support this manuscript are made available by the authors, without undue reservation, to any qualified researcher.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31552190", "locator": "sections[20] \"Data Availability\" paragraph 2", "quote": "All data that support this manuscript are made available by the authors, without undue reservation, to any qualified researcher."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:31552190"], "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:GSE17538"], "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:GSE17538"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31552190", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2019.00878", "sha256": 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