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pmid:34277775

Identification of genes predicting unfavorable prognosis in hepatitis B virus-associated hepatocellular carcinoma.

Meng Sha · Jie Cao · Zhi-Peng Zong · Ning Xu · Jian-Jun Zhang · Ying Tong · Qiang Xia

Annals of translational medicine · 2021 doi:10.21037/atm-21-2085

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

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pmid:34277775
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2026-11-01T15:41:44Z
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title
Identification of genes predicting unfavorable prognosis in hepatitis B virus-associated hepatocellular carcinoma.
doi
10.21037/atm-21-2085
pmid
34277775
authors array · 7 items
[0]
Meng Sha
[1]
Jie Cao
[2]
Zhi-Peng Zong
[3]
Ning Xu
[4]
Jian-Jun Zhang
[5]
Ying Tong
[6]
Qiang Xia
journal
Annals of translational medicine
year
2021
abstract
BACKGROUND: To identify potential key genes predicting unfavorable prognosis in hepatitis B virus (HBV)-associated hepatocellular carcinoma (HCC). METHODS: Gene expression profiles of GSE121248, GSE62232, and GSE55092 from the GEO database were obtained and analyzed. Differentially expressed genes (DEGs) between HBV-associated HCC tissues and adjacent normal tissues were screened by the limma package and Venn diagram software. Functional assessment of DEGs was performed by Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG). Hub genes were selected by the protein-protein interaction (PPI) network and further validated by GSE14520 clinical data. RESULTS: A total of 26 up-regulated genes and 76 down-regulated genes were identified by analyzing three databases. GO and KEGG analysis demonstrated that these genes were involved in cell division, metabolism-related biological processes, the p53 pathway, and the cell cycle, among others. PPI network suggested that 14 hub DEGs (TOP2A, HMMR, DTL, CCNB1, NEK2, PBK, RACGAP1, PRC1, CDK1, RRM2, ECT2, BUB1B, ANLN, and ASPM) were most dysregulated and had potential to distinguish between HBV-associated HCC and noncancerous tissues. Further survival analysis of hub genes demonstrated that high expression of TOP2A was significantly associated with poor clinical outcomes of HBV-associated HCC. CONCLUSIONS: TOP2A might serve as a key gene for prognosis and as a therapeutic target for HBV-associated HCC.
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Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
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Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
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Gene expression profiling of chronic hepatitis B induced HCC and adjacent-normal tissues
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[376]
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GSM363324
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GSM363332
[386]
GSM363333
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[408]
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[409]
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[410]
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[411]
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[413]
GSM363360
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[415]
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[416]
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[417]
GSM363364
[418]
GSM363365
[419]
GSM363366
[420]
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[421]
GSM363368
[422]
GSM363369
[423]
GSM363370
[424]
GSM363371
[425]
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[426]
GSM363373
[427]
GSM363374
[428]
GSM363375
[429]
GSM363376
[430]
GSM363378
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[432]
GSM363381
[433]
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[434]
GSM363384
[435]
GSM363386
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GSM363388
[437]
GSM363391
[438]
GSM363393
[439]
GSM363397
[440]
GSM363400
[441]
GSM363402
[442]
GSM363404
[443]
GSM363407
[444]
GSM363417
[445]
GSM363420
[446]
GSM363421
[447]
GSM363422
[448]
GSM363423
[449]
GSM363424
[450]
GSM363425
[451]
GSM363426
[452]
GSM363427
[453]
GSM363428
[454]
GSM363429
[455]
GSM363430
[456]
GSM363431
[457]
GSM363432
[458]
GSM363433
[459]
GSM363434
[460]
GSM363435
[461]
GSM363436
[462]
GSM363437
[463]
GSM363438
[464]
GSM363439
[465]
GSM363440
[466]
GSM363441
[467]
GSM363442
[468]
GSM363443
[469]
GSM363444
[470]
GSM363445
[471]
GSM363446
[472]
GSM363447
[473]
GSM363448
[474]
GSM363449
[475]
GSM363450
[476]
GSM363451
[477]
GSM712532
[478]
GSM712533
[479]
GSM712534
[480]
GSM712535
[481]
GSM712536
[482]
GSM712537
[483]
GSM712538
[484]
GSM712539
[485]
GSM712540
[486]
GSM712541
[487]
GSM712542
sample_count
488
group_sizes
null
group_sizes_basis
null
platform
3921;571
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE55092
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=GSE55092
sha256
null
bytes
null
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null
reader_status
reader_required
identifier
GSE55092
version
null
note
Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
access_statement_kind
repository_route_statement
sample_accessions array · 140 items
[0]
GSM1329321
[1]
GSM1329322
[2]
GSM1329323
[3]
GSM1329324
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GSM1329325
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GSM1329326
[6]
GSM1329327
[7]
GSM1329328
[8]
GSM1329329
[9]
GSM1329330
[10]
GSM1329331
[11]
GSM1329332
[12]
GSM1329333
[13]
GSM1329334
[14]
GSM1329335
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[18]
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[19]
GSM1329340
[20]
GSM1329341
[21]
GSM1329342
[22]
GSM1329343
[23]
GSM1329344
[24]
GSM1329345
[25]
GSM1329346
[26]
GSM1329347
[27]
GSM1329348
[28]
GSM1329349
[29]
GSM1329350
[30]
GSM1329351
[31]
GSM1329352
[32]
GSM1329353
[33]
GSM1329354
[34]
GSM1329355
[35]
GSM1329356
[36]
GSM1329357
[37]
GSM1329358
[38]
GSM1329359
[39]
GSM1329360
[40]
GSM1329361
[41]
GSM1329362
[42]
GSM1329363
[43]
GSM1329364
[44]
GSM1329365
[45]
GSM1329366
[46]
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[47]
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[48]
GSM1329369
[49]
GSM1329370
[50]
GSM1329371
[51]
GSM1329372
[52]
GSM1329373
[53]
GSM1329374
[54]
GSM1329375
[55]
GSM1329376
[56]
GSM1329377
[57]
GSM1329378
[58]
GSM1329379
[59]
GSM1329380
[60]
GSM1329381
[61]
GSM1329382
[62]
GSM1329383
[63]
GSM1329384
[64]
GSM1329385
[65]
GSM1329386
[66]
GSM1329387
[67]
GSM1329388
[68]
GSM1329389
[69]
GSM1329390
[70]
GSM1329391
[71]
GSM1329392
[72]
GSM1329393
[73]
GSM1329394
[74]
GSM1329395
[75]
GSM1329396
[76]
GSM1329397
[77]
GSM1329398
[78]
GSM1329399
[79]
GSM1329400
[80]
GSM1329401
[81]
GSM1329402
[82]
GSM1329403
[83]
GSM1329404
[84]
GSM1329405
[85]
GSM1329406
[86]
GSM1329407
[87]
GSM1329408
[88]
GSM1329409
[89]
GSM1329410
[90]
GSM1329411
[91]
GSM1329412
[92]
GSM1329413
[93]
GSM1329414
[94]
GSM1329415
[95]
GSM1329416
[96]
GSM1329417
[97]
GSM1329418
[98]
GSM1329419
[99]
GSM1329420
[100]
GSM1329421
[101]
GSM1329422
[102]
GSM1329423
[103]
GSM1329424
[104]
GSM1329425
[105]
GSM1329426
[106]
GSM1329427
[107]
GSM1329428
[108]
GSM1329429
[109]
GSM1329430
[110]
GSM1329431
[111]
GSM1329432
[112]
GSM1329433
[113]
GSM1329434
[114]
GSM1329435
[115]
GSM1329436
[116]
GSM1329437
[117]
GSM1329438
[118]
GSM1329439
[119]
GSM1329440
[120]
GSM1329441
[121]
GSM1329442
[122]
GSM1329443
[123]
GSM1329444
[124]
GSM1329445
[125]
GSM1329446
[126]
GSM1329447
[127]
GSM1329448
[128]
GSM1329449
[129]
GSM1329450
[130]
GSM1329451
[131]
GSM1329452
[132]
GSM1329453
[133]
GSM1329454
[134]
GSM1329455
[135]
GSM1329456
[136]
GSM1329457
[137]
GSM1329458
[138]
GSM1329459
[139]
GSM1329460
sample_count
140
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Viral Expression and Molecular Profiling in Liver Tissue versus Microdissected Hepatocytes in Hepatitis B Virus - Associated Hepatocellular Carcinoma
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:GSE62232
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=GSE62232
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62232
version
null
note
Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
access_statement_kind
repository_route_statement
sample_accessions array · 91 items
[0]
GSM1523329
[1]
GSM1523330
[2]
GSM1523331
[3]
GSM1523332
[4]
GSM1523333
[5]
GSM1523334
[6]
GSM1523335
[7]
GSM1523336
[8]
GSM1523337
[9]
GSM1523338
[10]
GSM1523339
[11]
GSM1523340
[12]
GSM1523341
[13]
GSM1523342
[14]
GSM1523343
[15]
GSM1523344
[16]
GSM1523345
[17]
GSM1523346
[18]
GSM1523347
[19]
GSM1523348
[20]
GSM1523349
[21]
GSM1523350
[22]
GSM1523351
[23]
GSM1523352
[24]
GSM1523353
[25]
GSM1523354
[26]
GSM1523355
[27]
GSM1523356
[28]
GSM1523357
[29]
GSM1523358
[30]
GSM1523359
[31]
GSM1523360
[32]
GSM1523361
[33]
GSM1523362
[34]
GSM1523363
[35]
GSM1523364
[36]
GSM1523365
[37]
GSM1523366
[38]
GSM1523367
[39]
GSM1523368
[40]
GSM1523369
[41]
GSM1523370
[42]
GSM1523371
[43]
GSM1523372
[44]
GSM1523373
[45]
GSM1523374
[46]
GSM1523375
[47]
GSM1523376
[48]
GSM1523377
[49]
GSM1523378
[50]
GSM1523379
[51]
GSM1523380
[52]
GSM1523381
[53]
GSM1523382
[54]
GSM1523383
[55]
GSM1523384
[56]
GSM1523385
[57]
GSM1523386
[58]
GSM1523387
[59]
GSM1523388
[60]
GSM1523389
[61]
GSM1523390
[62]
GSM1523391
[63]
GSM1523392
[64]
GSM1523393
[65]
GSM1523394
[66]
GSM1523395
[67]
GSM1523396
[68]
GSM1523397
[69]
GSM1523398
[70]
GSM1523399
[71]
GSM1523400
[72]
GSM1523401
[73]
GSM1523402
[74]
GSM1523403
[75]
GSM1523404
[76]
GSM1523405
[77]
GSM1523406
[78]
GSM1523407
[79]
GSM1523408
[80]
GSM1523409
[81]
GSM1523410
[82]
GSM1523411
[83]
GSM1523412
[84]
GSM1523413
[85]
GSM1523414
[86]
GSM1523415
[87]
GSM1523416
[88]
GSM1523417
[89]
GSM1523418
[90]
GSM1523419
sample_count
91
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Large-scale gene expression profiling of 81 hepatocellular carcinomas
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 16 fields
id
asset:table:pmid:34277775:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:ce54b4c0acb2bc714d037980629609491fd914162d0fe82fbb90c9d598c3fe83
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1087
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open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#t1
version
null
note
A total of 102 DEGs were detected from 3 databases, including 26 up-regulated genes and 76 down-regulated genes in the HBV-associated HCC tissues compared to normal tissues
structure object · 5 fields
pmcid
PMC8267317
section_index
10
section_title
Identification of DEGs in HBV-associated HCC
row_count
3
column_count
2
table object · 8 fields
label
Table 1
caption
A total of 102 DEGs were detected from 3 databases, including 26 up-regulated genes and 76 down-regulated genes in the HBV-associated HCC tissues compared to normal tissues
rows array · 3 items
[0] array · 2 items
[0]
DEGs
[1]
Gene names
[1] array · 2 items
[0]
Up-regulated
[1]
SPINK1, CAP2, DTL, IGF2BP3, CCNB1, ASPM, HMMR, AKR1B10, GPC3, ROBO1, SPP1, ZIC2, ANLN, COL15A1, PRC1, CDK1, RACGAP1, RRM2, TOP2A, PBK, SULT1C2, NEK2, ACSL4, CRNDE, BUB1B, ECT2
[2] array · 2 items
[0]
Down-regulated
[1]
CYP4A22, CYP26A1, BBOX1, CYP2A6, CNTN3, TENM1, LINC01093, CXCL14, SLC22A1, IGF1, CYP39A1, HAO2, FAM134B, MT1F, SLC25A47, MFSD2A, ZG16, HHIP, KCNN2, SLCO1B3, CYP1A2, CNDP1, BCO2, FCN3, GBA3, TTC36, CLEC4G, C3P1, CYP2B6, GYS2, KMO, CD5L, LPA, GHR, CLEC1B, CXCL2, MIR675, FOSB, LIFR, FAM65C, CYP2C9, CLRN3, LCAT, CLEC4M, VNN1, ESR1, PLAC8, ALDOB, HAMP, DNASE1L3, DCN, NAT2, IL1RAP, AKR1D1, CXCL12, TMEM27, CRHBP, THRSP, IDO2, HGFAC, ADGRG7, C7, FREM2, ADH4, GPM6A, OIT3, MT1M, HGF, GLYAT, CYP2B7P, GLS2, ADRA1A, APOF, C9, SRPX, FCN2
locator
section[10]/table-wrap[1]#t1
[6] object · 16 fields
id
asset:table:pmid:34277775:2
role
table
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jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:6bb6ad3ce04a46d76461cdb4746f75690c9930abd83dd4f2d6aeba964218d200
bytes
702
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#t2
version
null
note
KEGG pathway analysis of differentially expressed genes in HBV-associated HCC
structure object · 5 fields
pmcid
PMC8267317
section_index
11
section_title
Functional evaluation of DEGs
row_count
9
column_count
2
table object · 8 fields
label
Table 2
caption
KEGG pathway analysis of differentially expressed genes in HBV-associated HCC
rows array · 9 items
[0] array · 2 items
[0]
Term
[1]
Genes
[1] array · 2 items
[0]
p53 signaling pathway
[1]
CCNB1, CDK1, RRM2
[2] array · 2 items
[0]
Cell cycle
[1]
CCNB1, CDK1, BUB1B
[3] array · 2 items
[0]
Retinol metabolism
[1]
CYP4A22, -2C9, -2B6, -26A1, 2A6, 1A2, ADH4
[4] array · 2 items
[0]
Drug metabolism
[1]
CYP2C9, -2B6, -2A6, -1A2, ADH4
[5] array · 2 items
[0]
Caffeine metabolism
[1]
NAT2, CYP2A6, -1A2
[6] array · 2 items
[0]
Cytokine-cytokine receptor interaction
[1]
CXCL14, CXCL2, IL1RAP, LIFR, HGF, CXCL12, GHR
[7] array · 2 items
[0]
Metabolism of xenobiotics by cytochrome P450
[1]
CYP2C9, -2B6, -1A2, ADH4
[8] array · 2 items
[0]
Tryptophan metabolism
[1]
IDO2, KMO, CYP1A2
locator
section[11]/table-wrap[1]#t2
[7] object · 16 fields
id
asset:table:pmid:34277775:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:30cb5a7d066e3493a807eeb4cb1bb6dda93d48a54842df1659c72879bb7e858d
bytes
779
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[1]#t3
version
null
note
Correlation between expression of TOP2A and clinicopathological parameters in HBV-associated HCC
structure object · 5 fields
pmcid
PMC8267317
section_index
13
section_title
Validation of hub genes
row_count
19
column_count
3
table object · 8 fields
label
Table 3
caption
Correlation between expression of TOP2A and clinicopathological parameters in HBV-associated HCC
rows array · 19 items
[0] array · 3 items
[0]
Clinicopathological parameters
[1]
Log2 expression of TOP2A
[2]
P value
[1] array · 3 items
[0]
Gender
[1]
[2]
[2] array · 3 items
[0]
Male
[1]
6.67±1.42
[2]
0.6920
[3] array · 3 items
[0]
Female
[1]
6.80±1.30
[2]
[4] array · 3 items
[0]
Age (years)
[1]
[2]
[5] array · 3 items
[0]
<50
[1]
6.68±1.40
[2]
0.9339
[6] array · 3 items
[0]
≥50
[1]
6.69±1.42
[2]
[7] array · 3 items
[0]
Tumor size (cm)
[1]
[2]
[8] array · 3 items
[0]
<5
[1]
6.64±1.31
[2]
0.3573
[9] array · 3 items
[0]
≥5
[1]
6.77±1.57
[2]
[10] array · 3 items
[0]
AFP (ng/mL)
[1]
[2]
[11] array · 3 items
[0]
<300
[1]
6.46±1.47
[2]
0.0143
[12] array · 3 items
[0]
≥300
[1]
6.98±1.26
[2]
[13] array · 3 items
[0]
Tumor grade
[1]
[2]
[14] array · 3 items
[0]
I & II
[1]
6.60±1.39
[2]
0.0933
[15] array · 3 items
[0]
III
[1]
6.97±1.44
[2]
[16] array · 3 items
[0]
Tumor number
[1]
[2]
[17] array · 3 items
[0]
Single
[1]
167
[2]
0.5359
[18] array · 3 items
[0]
Multiple
[1]
45
[2]
locator
section[13]/table-wrap[1]#t3
gaps array · 8 items
[0]
asset:data:geo:GSE121248 not downloaded
[1]
asset:data:geo:GSE121248 licence not read
[2]
asset:data:geo:GSE14520 not downloaded
[3]
asset:data:geo:GSE14520 licence not read
[4]
asset:data:geo:GSE55092 not downloaded
[5]
asset:data:geo:GSE55092 licence not read
[6]
asset:data:geo:GSE62232 not downloaded
[7]
asset:data:geo:GSE62232 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[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
0.7
band
medium
quote
limma
[1] object · 10 fields
id
method-2
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
protein-protein interaction
[2] object · 10 fields
id
method-3
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
GO enrichment
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 · 4 items
[0]
GSE121248
[1]
GSE62232
[2]
GSE55092
[3]
GSE14520
resolved_accessions array · 4 items
[0]
GSE121248
[1]
GSE62232
[2]
GSE55092
[3]
GSE14520
statements array · 1 item
[0]
Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.
basis
The paper names GSE121248, GSE62232, GSE55092, GSE14520 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 · 5 items
[0]
source:pmid:34277775
[1]
data:geo:GSE121248
[2]
asset:table:pmid:34277775:1
[3]
asset:table:pmid:34277775:2
[4]
asset:table:pmid:34277775:3
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:GSE121248
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
2026-10-31T19:42:00Z
independence
single_reader
evidence_check object · 2 fields
method
absent
availability
null
calls
3
usage object · 3 fields
prompt_tokens
20733
completion_tokens
1793
cached_tokens
520
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:34277775
type
paper
label
pmid:34277775
[1] object · 3 fields
id
source:pmid:34277775
type
manuscript
label
PMID 34277775 full text
[2] object · 3 fields
id
data:geo:GSE121248
type
dataset
label
GEO GSE121248
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:34277775
type
paper
label
pmid:34277775
[1] object · 3 fields
id
source:pmid:34277775
type
manuscript
label
PMID 34277775 full text
[2] object · 3 fields
id
data:geo:GSE121248
type
dataset
label
GEO GSE121248
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34277775
type
extraction
used array · 1 item
[0]
source:pmid:34277775
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE121248
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE121248
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:34277775
parent_hash
sha256:b5c0bf5fb60598335179084a930a50ed1f1ee02dd9b08cbd69c0337d97883bcb
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE121248 licence not read
[1]
asset:data:geo:GSE121248 not downloaded
[2]
asset:data:geo:GSE14520 licence not read
[3]
asset:data:geo:GSE14520 not downloaded
[4]
asset:data:geo:GSE55092 licence not read
[5]
asset:data:geo:GSE55092 not downloaded
[6]
asset:data:geo:GSE62232 licence not read
[7]
asset:data:geo:GSE62232 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
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assays array · 1 item
[0] 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
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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limma
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assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34277775", "kind": "science-record", "revision": 8, "content_hash": "sha256:90092f912c5e9bd02b6c1b9445bcc8be1b6105d9b644291bde2f2d5ecf2c2a7a", "created_at": "2026-11-01T15:41:44Z", "updated_at": "2026-11-01T22:04:15Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of genes predicting unfavorable prognosis in hepatitis B virus-associated hepatocellular carcinoma.", "doi": "10.21037/atm-21-2085", "pmid": "34277775", "authors": ["Meng Sha", "Jie Cao", "Zhi-Peng Zong", "Ning Xu", "Jian-Jun Zhang", "Ying Tong", "Qiang Xia"], "journal": "Annals of translational medicine", "year": 2021, "abstract": "BACKGROUND: To identify potential key genes predicting unfavorable prognosis in hepatitis B virus (HBV)-associated hepatocellular carcinoma (HCC).\nMETHODS: Gene expression profiles of GSE121248, GSE62232, and GSE55092 from the GEO database were obtained and analyzed. Differentially expressed genes (DEGs) between HBV-associated HCC tissues and adjacent normal tissues were screened by the limma package and Venn diagram software. Functional assessment of DEGs was performed by Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG). Hub genes were selected by the protein-protein interaction (PPI) network and further validated by GSE14520 clinical data.\nRESULTS: A total of 26 up-regulated genes and 76 down-regulated genes were identified by analyzing three databases. GO and KEGG analysis demonstrated that these genes were involved in cell division, metabolism-related biological processes, the p53 pathway, and the cell cycle, among others. PPI network suggested that 14 hub DEGs (TOP2A, HMMR, DTL, CCNB1, NEK2, PBK, RACGAP1, PRC1, CDK1, RRM2, ECT2, BUB1B, ANLN, and ASPM) were most dysregulated and had potential to distinguish between HBV-associated HCC and noncancerous tissues. Further survival analysis of hub genes demonstrated that high expression of TOP2A was significantly associated with poor clinical outcomes of HBV-associated HCC.\nCONCLUSIONS: TOP2A might serve as a key gene for prognosis and as a therapeutic target for HBV-associated HCC.", "claims": [{"id": "claim-data-access", "statement": "Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34277775", "locator": "sections[3] \"Gene datasets\" paragraph 2", "quote": "Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained."}], "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:34277775"], "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:GSE121248"], "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:GSE121248"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34277775", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-21-2085", "sha256": "sha256:05192c901921c205894e70798e5191bf3a40628500d120afaa63582e37ac6f52", "bytes": 25824, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-21-2085", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8267317", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE121248", "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=GSE121248", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE121248", "version": null, "note": "Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver 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"section[10]/table-wrap[1]#t1", "version": null, "note": "A total of 102 DEGs were detected from 3 databases, including 26 up-regulated genes and 76 down-regulated genes in the HBV-associated HCC tissues compared to normal tissues", "structure": {"pmcid": "PMC8267317", "section_index": 10, "section_title": "Identification of DEGs in HBV-associated HCC", "row_count": 3, "column_count": 2}, "table": {"label": "Table 1", "caption": "A total of 102 DEGs were detected from 3 databases, including 26 up-regulated genes and 76 down-regulated genes in the HBV-associated HCC tissues compared to normal tissues", "rows": [["DEGs", "Gene names"], ["Up-regulated", "SPINK1, CAP2, DTL, IGF2BP3, CCNB1, ASPM, HMMR, AKR1B10, GPC3, ROBO1, SPP1, ZIC2, ANLN, COL15A1, PRC1, CDK1, RACGAP1, RRM2, TOP2A, PBK, SULT1C2, NEK2, ACSL4, CRNDE, BUB1B, ECT2"], ["Down-regulated", "CYP4A22, CYP26A1, BBOX1, CYP2A6, CNTN3, TENM1, LINC01093, CXCL14, SLC22A1, IGF1, CYP39A1, HAO2, FAM134B, MT1F, SLC25A47, MFSD2A, ZG16, HHIP, KCNN2, SLCO1B3, CYP1A2, CNDP1, BCO2, FCN3, GBA3, TTC36, CLEC4G, C3P1, CYP2B6, GYS2, KMO, CD5L, LPA, GHR, CLEC1B, CXCL2, MIR675, FOSB, LIFR, FAM65C, CYP2C9, CLRN3, LCAT, CLEC4M, VNN1, ESR1, PLAC8, ALDOB, HAMP, DNASE1L3, DCN, NAT2, IL1RAP, AKR1D1, CXCL12, TMEM27, CRHBP, THRSP, IDO2, HGFAC, ADGRG7, C7, FREM2, ADH4, GPM6A, OIT3, MT1M, HGF, GLYAT, CYP2B7P, GLS2, ADRA1A, APOF, C9, SRPX, FCN2"]], "row_count": 3, "column_count": 2, "numeric_cells": 2, "header_rows": 1, "locator": "section[10]/table-wrap[1]#t1"}}, {"id": "asset:table:pmid:34277775:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6bb6ad3ce04a46d76461cdb4746f75690c9930abd83dd4f2d6aeba964218d200", "bytes": 702, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#t2", "version": null, "note": "KEGG pathway analysis of differentially expressed genes in HBV-associated HCC", "structure": {"pmcid": "PMC8267317", "section_index": 11, "section_title": "Functional evaluation of DEGs", "row_count": 9, "column_count": 2}, "table": {"label": "Table 2", "caption": "KEGG pathway analysis of differentially expressed genes in HBV-associated HCC", "rows": [["Term", "Genes"], ["p53 signaling pathway", "CCNB1, CDK1, RRM2"], ["Cell cycle", "CCNB1, CDK1, BUB1B"], ["Retinol metabolism", "CYP4A22, -2C9, -2B6, -26A1, 2A6, 1A2, ADH4"], ["Drug metabolism", "CYP2C9, -2B6, -2A6, -1A2, ADH4"], ["Caffeine metabolism", "NAT2, CYP2A6, -1A2"], ["Cytokine-cytokine receptor interaction", "CXCL14, CXCL2, IL1RAP, LIFR, HGF, CXCL12, GHR"], ["Metabolism of xenobiotics by cytochrome P450", "CYP2C9, -2B6, -1A2, ADH4"], ["Tryptophan metabolism", "IDO2, KMO, CYP1A2"]], "row_count": 9, "column_count": 2, "numeric_cells": 7, "header_rows": 1, "locator": "section[11]/table-wrap[1]#t2"}}, {"id": "asset:table:pmid:34277775:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:30cb5a7d066e3493a807eeb4cb1bb6dda93d48a54842df1659c72879bb7e858d", "bytes": 779, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#t3", "version": null, "note": "Correlation between expression of TOP2A and clinicopathological parameters in HBV-associated HCC", "structure": {"pmcid": "PMC8267317", "section_index": 13, "section_title": "Validation of hub genes", "row_count": 19, "column_count": 3}, "table": {"label": "Table 3", "caption": "Correlation between expression of TOP2A and clinicopathological parameters in HBV-associated HCC", "rows": [["Clinicopathological parameters", "Log2 expression of TOP2A", "P value"], ["Gender", "", ""], ["Male", "6.67±1.42", "0.6920"], ["Female", "6.80±1.30", ""], ["Age (years)", "", ""], ["<50", "6.68±1.40", "0.9339"], ["≥50", "6.69±1.42", ""], ["Tumor size (cm)", "", ""], ["<5", "6.64±1.31", "0.3573"], ["≥5", "6.77±1.57", ""], ["AFP (ng/mL)", "", ""], ["<300", "6.46±1.47", "0.0143"], ["≥300", "6.98±1.26", ""], ["Tumor grade", "", ""], ["I & II", "6.60±1.39", "0.0933"], ["III", "6.97±1.44", ""], ["Tumor number", "", ""], ["Single", "167", "0.5359"], ["Multiple", "45", ""]], "row_count": 19, "column_count": 3, "numeric_cells": 24, "header_rows": 1, "locator": "section[13]/table-wrap[1]#t3"}}], "gaps": ["asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE55092 not downloaded", "asset:data:geo:GSE55092 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE62232 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE121248", "GSE62232", "GSE55092", "GSE14520"], "resolved_accessions": ["GSE121248", "GSE62232", "GSE55092", "GSE14520"], "statements": ["Eligible gene expression profiles of GSE 121248, GSE 62232, and GSE 55092 containing HBV-associated HCC and adjacent normal liver tissues were obtained."], "basis": "The paper names GSE121248, GSE62232, GSE55092, GSE14520 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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