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pmid:39695705

Construction of a prognostic model based on disulfidptosis-related genes and identification of CCNA2 as a novel biomarker for hepatocellular carcinoma.

Tao Wang · Wenxuan Li · Yuelan Wu · Liping You · Chao Zheng · Jinghao Zhang · Lihong Qu · Xuehua Sun

Biology direct · 2024 doi:10.1186/s13062-024-00569-9

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Experiment

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Data

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title
Construction of a prognostic model based on disulfidptosis-related genes and identification of CCNA2 as a novel biomarker for hepatocellular carcinoma.
doi
10.1186/s13062-024-00569-9
pmid
39695705
authors array · 8 items
[0]
Tao Wang
[1]
Wenxuan Li
[2]
Yuelan Wu
[3]
Liping You
[4]
Chao Zheng
[5]
Jinghao Zhang
[6]
Lihong Qu
[7]
Xuehua Sun
journal
Biology direct
year
2024
abstract
BACKGROUND: Disulfidptosis, identified as an innovative form of cellular death subsequent to cuproptosis, is currently under investigation for its mechanisms in oncological contexts. In-depth analyses exploring the relationship between disulfidptosis-related genes (DRGs) and hepatocellular carcinoma (HCC) are currently limited. METHODS: Transcriptomic data and clinical information were retrieved from the TCGA and GEO databases (GSE76427 and GSE54236), concentrating on the expression levels of 24 DRGs. Subsequently, multifactor and LASSO regression analyses were utilized to construct the 5-DRG prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA2) protein expression levels. Quantitative real-time PCR (qRT-PCR) and western blot analyses were conducted to detect transcriptomic and protein expression of CCNA2-targeting short interfering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU staining, and scratch experiments were employed to observe the proliferation and migration of hepatoma cell lines subsequent to CCNA2 inhibition. RESULTS: Three HCC patterns were identified, among which pattern B exhibited the the most unfavorable survival outcomes. Five DRGs (STC2, PBK, CCNA2, SERPINE1, and SLC6A1) were involved to establish the 5-DRG prognostic signature. High-risk groups (HRGs) exhibited prolonged survival durations in comparison to low-risk groups (LRGs). Both bioinformatics analyses and experimental methodologies corroborated the association of CCNA2 with poor prognosis in HCC patients. Functional studies elucidated that interference with CCNA2 significantly inhibited proliferation and migration, while simultaneously promoting apoptosis in hepatoma cells and resulting in the downregulation of epithelial-mesenchymal transition (EMT)-related protein markers. CONCLUSIONS: The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients. Furthermore, this study elucidates the potential of CCNA2 as an innovative biomarker for HCC.
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Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis.
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Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis.
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The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients.
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The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients.
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The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients.
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GSM3083597
[86]
GSM3083598
[87]
GSM3083599
[88]
GSM3083600
[89]
GSM3083601
[90]
GSM3083602
[91]
GSM3083603
[92]
GSM3083604
[93]
GSM3083605
[94]
GSM3083606
[95]
GSM3083607
[96]
GSM3083608
[97]
GSM3083609
[98]
GSM3083610
[99]
GSM3083611
[100]
GSM3083612
[101]
GSM3083613
[102]
GSM3083614
[103]
GSM3083615
[104]
GSM3083616
[105]
GSM3083617
[106]
GSM3083618
[107]
GSM3083619
[108]
GSM3083620
[109]
GSM3083621
[110]
GSM3083622
[111]
GSM3083623
[112]
GSM3083624
[113]
GSM3083625
[114]
GSM3083626
[115]
GSM3083627
[116]
GSM3083628
[117]
GSM3083629
[118]
GSM3083630
[119]
GSM3083631
[120]
GSM3083632
[121]
GSM3083633
[122]
GSM3083634
[123]
GSM3083635
[124]
GSM3083636
[125]
GSM3083637
[126]
GSM3083638
[127]
GSM3083639
[128]
GSM3083640
[129]
GSM3083641
[130]
GSM3083642
[131]
GSM3083643
[132]
GSM3083644
[133]
GSM3083645
[134]
GSM3083646
[135]
GSM3083647
[136]
GSM3083648
[137]
GSM3083649
[138]
GSM3083650
[139]
GSM3083651
[140]
GSM3083652
[141]
GSM3083653
[142]
GSM3083654
[143]
GSM3083655
[144]
GSM3083656
[145]
GSM3083657
[146]
GSM3083658
[147]
GSM3083659
[148]
GSM3083660
[149]
GSM3083661
[150]
GSM3083662
[151]
GSM3083663
[152]
GSM3083664
[153]
GSM3083665
[154]
GSM3083666
[155]
GSM3083667
[156]
GSM3083668
[157]
GSM3083669
[158]
GSM3083670
[159]
GSM3083671
[160]
GSM3083672
[161]
GSM3083673
[162]
GSM3083674
[163]
GSM3083675
[164]
GSM3083676
[165]
GSM3083677
[166]
GSM3083678
[167]
GSM3083679
[168]
GSM3083680
[169]
GSM3083681
[170]
GSM3083682
[171]
GSM3083683
[172]
GSM3083684
[173]
GSM3083685
[174]
GSM3083686
[175]
GSM3083687
[176]
GSM3083688
[177]
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[178]
GSM3083690
[179]
GSM3083691
[180]
GSM3083692
[181]
GSM3083693
[182]
GSM3083694
[183]
GSM3083695
[184]
GSM3083696
[185]
GSM3083697
[186]
GSM3083698
[187]
GSM3083699
[188]
GSM3083700
[189]
GSM3083701
[190]
GSM3083702
[191]
GSM3083703
[192]
GSM3083704
[193]
GSM3083705
[194]
GSM3083706
[195]
GSM3083707
[196]
GSM3083708
[197]
GSM3083709
sample_count
198
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Comprehensive molecular characterization of liver cancer and inheritance of the phenotypic traits during tumor recurrence [tissue]
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:GSE116174
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=GSE116174
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE116174
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 64 items
[0]
GSM3212448
[1]
GSM3212449
[2]
GSM3212450
[3]
GSM3212451
[4]
GSM3212452
[5]
GSM3212453
[6]
GSM3212454
[7]
GSM3212455
[8]
GSM3212456
[9]
GSM3212457
[10]
GSM3212458
[11]
GSM3212459
[12]
GSM3212460
[13]
GSM3212461
[14]
GSM3212462
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GSM3212463
[16]
GSM3212464
[17]
GSM3212465
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GSM3212466
[19]
GSM3212467
[20]
GSM3212468
[21]
GSM3212469
[22]
GSM3212470
[23]
GSM3212471
[24]
GSM3212472
[25]
GSM3212473
[26]
GSM3212474
[27]
GSM3212475
[28]
GSM3212476
[29]
GSM3212477
[30]
GSM3212478
[31]
GSM3212479
[32]
GSM3212480
[33]
GSM3212481
[34]
GSM3212482
[35]
GSM3212483
[36]
GSM3212484
[37]
GSM3212485
[38]
GSM3212486
[39]
GSM3212487
[40]
GSM3212488
[41]
GSM3212489
[42]
GSM3212490
[43]
GSM3212491
[44]
GSM3212492
[45]
GSM3212493
[46]
GSM3212494
[47]
GSM3212495
[48]
GSM3212496
[49]
GSM3212497
[50]
GSM3212498
[51]
GSM3212499
[52]
GSM3212500
[53]
GSM3212501
[54]
GSM3212502
[55]
GSM3212503
[56]
GSM3212504
[57]
GSM3212505
[58]
GSM3212506
[59]
GSM3212507
[60]
GSM3212508
[61]
GSM3212509
[62]
GSM3212510
[63]
GSM3212511
sample_count
64
group_sizes
null
group_sizes_basis
null
platform
13158
taxon
Homo sapiens
title
Gene expression profile in human 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
[6] object · 15 fields
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
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 107 items
[0]
GSM3428716
[1]
GSM3428717
[2]
GSM3428718
[3]
GSM3428719
[4]
GSM3428720
[5]
GSM3428721
[6]
GSM3428722
[7]
GSM3428723
[8]
GSM3428724
[9]
GSM3428725
[10]
GSM3428726
[11]
GSM3428727
[12]
GSM3428728
[13]
GSM3428729
[14]
GSM3428730
[15]
GSM3428731
[16]
GSM3428732
[17]
GSM3428733
[18]
GSM3428734
[19]
GSM3428735
[20]
GSM3428736
[21]
GSM3428737
[22]
GSM3428738
[23]
GSM3428739
[24]
GSM3428740
[25]
GSM3428741
[26]
GSM3428742
[27]
GSM3428743
[28]
GSM3428744
[29]
GSM3428745
[30]
GSM3428746
[31]
GSM3428747
[32]
GSM3428748
[33]
GSM3428749
[34]
GSM3428750
[35]
GSM3428751
[36]
GSM3428752
[37]
GSM3428753
[38]
GSM3428754
[39]
GSM3428755
[40]
GSM3428756
[41]
GSM3428757
[42]
GSM3428758
[43]
GSM3428759
[44]
GSM3428760
[45]
GSM3428761
[46]
GSM3428762
[47]
GSM3428763
[48]
GSM3428764
[49]
GSM3428765
[50]
GSM3428766
[51]
GSM3428767
[52]
GSM3428768
[53]
GSM3428769
[54]
GSM3428770
[55]
GSM3428771
[56]
GSM3428772
[57]
GSM3428773
[58]
GSM3428774
[59]
GSM3428775
[60]
GSM3428776
[61]
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[62]
GSM3428778
[63]
GSM3428779
[64]
GSM3428780
[65]
GSM3428781
[66]
GSM3428782
[67]
GSM3428783
[68]
GSM3428784
[69]
GSM3428785
[70]
GSM3428786
[71]
GSM3428787
[72]
GSM3428788
[73]
GSM3428789
[74]
GSM3428790
[75]
GSM3428791
[76]
GSM3428792
[77]
GSM3428793
[78]
GSM3428794
[79]
GSM3428795
[80]
GSM3428796
[81]
GSM3428797
[82]
GSM3428798
[83]
GSM3428799
[84]
GSM3428800
[85]
GSM3428801
[86]
GSM3428802
[87]
GSM3428803
[88]
GSM3428804
[89]
GSM3428805
[90]
GSM3428806
[91]
GSM3428807
[92]
GSM3428808
[93]
GSM3428809
[94]
GSM3428810
[95]
GSM3428811
[96]
GSM3428812
[97]
GSM3428813
[98]
GSM3428814
[99]
GSM3428815
[100]
GSM3428816
[101]
GSM3428817
[102]
GSM3428818
[103]
GSM3428819
[104]
GSM3428820
[105]
GSM3428821
[106]
GSM3428822
sample_count
107
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiling of chronic hepatitis B induced HCC and adjacent-normal tissues
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:GSE14520
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=GSE14520
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE14520
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 488 items
[0]
GSM362947
[1]
GSM362948
[2]
GSM362949
[3]
GSM362950
[4]
GSM362951
[5]
GSM362952
[6]
GSM362953
[7]
GSM362954
[8]
GSM362955
[9]
GSM362956
[10]
GSM362957
[11]
GSM362958
[12]
GSM362959
[13]
GSM362960
[14]
GSM362961
[15]
GSM362962
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GSM362963
[17]
GSM362964
[18]
GSM362965
[19]
GSM362966
[20]
GSM362967
[21]
GSM362968
[22]
GSM362969
[23]
GSM362970
[24]
GSM362971
[25]
GSM362972
[26]
GSM362973
[27]
GSM362974
[28]
GSM362975
[29]
GSM362976
[30]
GSM362977
[31]
GSM362978
[32]
GSM362979
[33]
GSM362980
[34]
GSM362981
[35]
GSM362982
[36]
GSM362983
[37]
GSM362984
[38]
GSM362985
[39]
GSM362986
[40]
GSM362987
[41]
GSM362988
[42]
GSM362989
[43]
GSM362990
[44]
GSM362991
[45]
GSM362992
[46]
GSM362993
[47]
GSM362994
[48]
GSM362995
[49]
GSM362996
[50]
GSM362997
[51]
GSM362998
[52]
GSM362999
[53]
GSM363000
[54]
GSM363001
[55]
GSM363002
[56]
GSM363003
[57]
GSM363004
[58]
GSM363005
[59]
GSM363006
[60]
GSM363007
[61]
GSM363008
[62]
GSM363009
[63]
GSM363010
[64]
GSM363011
[65]
GSM363012
[66]
GSM363013
[67]
GSM363014
[68]
GSM363015
[69]
GSM363016
[70]
GSM363017
[71]
GSM363018
[72]
GSM363019
[73]
GSM363020
[74]
GSM363021
[75]
GSM363022
[76]
GSM363023
[77]
GSM363024
[78]
GSM363025
[79]
GSM363026
[80]
GSM363027
[81]
GSM363028
[82]
GSM363029
[83]
GSM363030
[84]
GSM363031
[85]
GSM363032
[86]
GSM363033
[87]
GSM363034
[88]
GSM363035
[89]
GSM363036
[90]
GSM363037
[91]
GSM363038
[92]
GSM363039
[93]
GSM363040
[94]
GSM363041
[95]
GSM363042
[96]
GSM363043
[97]
GSM363044
[98]
GSM363045
[99]
GSM363046
[100]
GSM363047
[101]
GSM363048
[102]
GSM363049
[103]
GSM363050
[104]
GSM363051
[105]
GSM363052
[106]
GSM363053
[107]
GSM363054
[108]
GSM363055
[109]
GSM363056
[110]
GSM363057
[111]
GSM363058
[112]
GSM363059
[113]
GSM363060
[114]
GSM363061
[115]
GSM363062
[116]
GSM363063
[117]
GSM363064
[118]
GSM363065
[119]
GSM363066
[120]
GSM363067
[121]
GSM363068
[122]
GSM363069
[123]
GSM363070
[124]
GSM363071
[125]
GSM363072
[126]
GSM363073
[127]
GSM363074
[128]
GSM363075
[129]
GSM363076
[130]
GSM363077
[131]
GSM363078
[132]
GSM363079
[133]
GSM363080
[134]
GSM363081
[135]
GSM363082
[136]
GSM363083
[137]
GSM363084
[138]
GSM363085
[139]
GSM363086
[140]
GSM363087
[141]
GSM363088
[142]
GSM363089
[143]
GSM363090
[144]
GSM363091
[145]
GSM363092
[146]
GSM363093
[147]
GSM363094
[148]
GSM363095
[149]
GSM363096
[150]
GSM363097
[151]
GSM363098
[152]
GSM363099
[153]
GSM363100
[154]
GSM363101
[155]
GSM363102
[156]
GSM363103
[157]
GSM363104
[158]
GSM363105
[159]
GSM363106
[160]
GSM363107
[161]
GSM363108
[162]
GSM363109
[163]
GSM363110
[164]
GSM363111
[165]
GSM363112
[166]
GSM363113
[167]
GSM363114
[168]
GSM363115
[169]
GSM363116
[170]
GSM363117
[171]
GSM363118
[172]
GSM363119
[173]
GSM363120
[174]
GSM363121
[175]
GSM363122
[176]
GSM363123
[177]
GSM363124
[178]
GSM363125
[179]
GSM363126
[180]
GSM363127
[181]
GSM363128
[182]
GSM363129
[183]
GSM363130
[184]
GSM363131
[185]
GSM363132
[186]
GSM363133
[187]
GSM363134
[188]
GSM363135
[189]
GSM363136
[190]
GSM363137
[191]
GSM363138
[192]
GSM363139
[193]
GSM363140
[194]
GSM363141
[195]
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[196]
GSM363143
[197]
GSM363144
[198]
GSM363145
[199]
GSM363146
[200]
GSM363147
[201]
GSM363148
[202]
GSM363149
[203]
GSM363150
[204]
GSM363151
[205]
GSM363152
[206]
GSM363153
[207]
GSM363154
[208]
GSM363155
[209]
GSM363156
[210]
GSM363157
[211]
GSM363158
[212]
GSM363159
[213]
GSM363160
[214]
GSM363161
[215]
GSM363162
[216]
GSM363163
[217]
GSM363164
[218]
GSM363165
[219]
GSM363166
[220]
GSM363167
[221]
GSM363168
[222]
GSM363169
[223]
GSM363170
[224]
GSM363171
[225]
GSM363172
[226]
GSM363173
[227]
GSM363174
[228]
GSM363175
[229]
GSM363176
[230]
GSM363177
[231]
GSM363178
[232]
GSM363179
[233]
GSM363180
[234]
GSM363181
[235]
GSM363182
[236]
GSM363183
[237]
GSM363184
[238]
GSM363185
[239]
GSM363186
[240]
GSM363187
[241]
GSM363188
[242]
GSM363189
[243]
GSM363190
[244]
GSM363191
[245]
GSM363192
[246]
GSM363193
[247]
GSM363194
[248]
GSM363195
[249]
GSM363196
[250]
GSM363197
[251]
GSM363198
[252]
GSM363199
[253]
GSM363200
[254]
GSM363201
[255]
GSM363202
[256]
GSM363203
[257]
GSM363204
[258]
GSM363205
[259]
GSM363206
[260]
GSM363207
[261]
GSM363208
[262]
GSM363209
[263]
GSM363210
[264]
GSM363211
[265]
GSM363212
[266]
GSM363213
[267]
GSM363214
[268]
GSM363215
[269]
GSM363216
[270]
GSM363217
[271]
GSM363218
[272]
GSM363219
[273]
GSM363220
[274]
GSM363221
[275]
GSM363222
[276]
GSM363223
[277]
GSM363224
[278]
GSM363225
[279]
GSM363226
[280]
GSM363227
[281]
GSM363228
[282]
GSM363229
[283]
GSM363230
[284]
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[285]
GSM363232
[286]
GSM363233
[287]
GSM363234
[288]
GSM363235
[289]
GSM363236
[290]
GSM363237
[291]
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[292]
GSM363239
[293]
GSM363240
[294]
GSM363241
[295]
GSM363242
[296]
GSM363243
[297]
GSM363244
[298]
GSM363245
[299]
GSM363246
[300]
GSM363247
[301]
GSM363248
[302]
GSM363249
[303]
GSM363250
[304]
GSM363251
[305]
GSM363252
[306]
GSM363253
[307]
GSM363254
[308]
GSM363255
[309]
GSM363256
[310]
GSM363257
[311]
GSM363258
[312]
GSM363259
[313]
GSM363260
[314]
GSM363261
[315]
GSM363262
[316]
GSM363263
[317]
GSM363264
[318]
GSM363265
[319]
GSM363266
[320]
GSM363267
[321]
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[322]
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[323]
GSM363270
[324]
GSM363271
[325]
GSM363272
[326]
GSM363273
[327]
GSM363274
[328]
GSM363275
[329]
GSM363276
[330]
GSM363277
[331]
GSM363278
[332]
GSM363279
[333]
GSM363280
[334]
GSM363281
[335]
GSM363282
[336]
GSM363283
[337]
GSM363284
[338]
GSM363285
[339]
GSM363286
[340]
GSM363287
[341]
GSM363288
[342]
GSM363289
[343]
GSM363290
[344]
GSM363291
[345]
GSM363292
[346]
GSM363293
[347]
GSM363294
[348]
GSM363295
[349]
GSM363296
[350]
GSM363297
[351]
GSM363298
[352]
GSM363299
[353]
GSM363300
[354]
GSM363301
[355]
GSM363302
[356]
GSM363303
[357]
GSM363304
[358]
GSM363305
[359]
GSM363306
[360]
GSM363307
[361]
GSM363308
[362]
GSM363309
[363]
GSM363310
[364]
GSM363311
[365]
GSM363312
[366]
GSM363313
[367]
GSM363314
[368]
GSM363315
[369]
GSM363316
[370]
GSM363317
[371]
GSM363318
[372]
GSM363319
[373]
GSM363320
[374]
GSM363321
[375]
GSM363322
[376]
GSM363323
[377]
GSM363324
[378]
GSM363325
[379]
GSM363326
[380]
GSM363327
[381]
GSM363328
[382]
GSM363329
[383]
GSM363330
[384]
GSM363331
[385]
GSM363332
[386]
GSM363333
[387]
GSM363334
[388]
GSM363335
[389]
GSM363336
[390]
GSM363337
[391]
GSM363338
[392]
GSM363339
[393]
GSM363340
[394]
GSM363341
[395]
GSM363342
[396]
GSM363343
[397]
GSM363344
[398]
GSM363345
[399]
GSM363346
[400]
GSM363347
[401]
GSM363348
[402]
GSM363349
[403]
GSM363350
[404]
GSM363351
[405]
GSM363352
[406]
GSM363353
[407]
GSM363354
[408]
GSM363355
[409]
GSM363356
[410]
GSM363357
[411]
GSM363358
[412]
GSM363359
[413]
GSM363360
[414]
GSM363361
[415]
GSM363362
[416]
GSM363363
[417]
GSM363364
[418]
GSM363365
[419]
GSM363366
[420]
GSM363367
[421]
GSM363368
[422]
GSM363369
[423]
GSM363370
[424]
GSM363371
[425]
GSM363372
[426]
GSM363373
[427]
GSM363374
[428]
GSM363375
[429]
GSM363376
[430]
GSM363378
[431]
GSM363380
[432]
GSM363381
[433]
GSM363382
[434]
GSM363384
[435]
GSM363386
[436]
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
[8] object · 15 fields
id
data:geo:GSE54236
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=GSE54236
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE54236
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 161 items
[0]
GSM1310570
[1]
GSM1310571
[2]
GSM1310572
[3]
GSM1310573
[4]
GSM1310574
[5]
GSM1310575
[6]
GSM1310576
[7]
GSM1310577
[8]
GSM1310578
[9]
GSM1310579
[10]
GSM1310580
[11]
GSM1310581
[12]
GSM1310582
[13]
GSM1310583
[14]
GSM1310584
[15]
GSM1310585
[16]
GSM1310586
[17]
GSM1310587
[18]
GSM1310588
[19]
GSM1310589
[20]
GSM1310590
[21]
GSM1310591
[22]
GSM1310592
[23]
GSM1310593
[24]
GSM1310594
[25]
GSM1310595
[26]
GSM1310596
[27]
GSM1310597
[28]
GSM1310598
[29]
GSM1310599
[30]
GSM1310600
[31]
GSM1310601
[32]
GSM1310602
[33]
GSM1310603
[34]
GSM1310604
[35]
GSM1310605
[36]
GSM1310606
[37]
GSM1310607
[38]
GSM1310608
[39]
GSM1310609
[40]
GSM1310610
[41]
GSM1310611
[42]
GSM1310612
[43]
GSM1310613
[44]
GSM1310614
[45]
GSM1310615
[46]
GSM1310616
[47]
GSM1310617
[48]
GSM1310618
[49]
GSM1310619
[50]
GSM1310620
[51]
GSM1310621
[52]
GSM1310622
[53]
GSM1310623
[54]
GSM1310624
[55]
GSM1310625
[56]
GSM1310626
[57]
GSM1310627
[58]
GSM1310628
[59]
GSM1310629
[60]
GSM1310630
[61]
GSM1310631
[62]
GSM1310632
[63]
GSM1310633
[64]
GSM1310634
[65]
GSM1310635
[66]
GSM1310636
[67]
GSM1310637
[68]
GSM1310638
[69]
GSM1310639
[70]
GSM1310640
[71]
GSM1310641
[72]
GSM1310642
[73]
GSM1310643
[74]
GSM1310644
[75]
GSM1310645
[76]
GSM1310646
[77]
GSM1310647
[78]
GSM1310648
[79]
GSM1310649
[80]
GSM1310650
[81]
GSM1310651
[82]
GSM1310652
[83]
GSM1310653
[84]
GSM1310654
[85]
GSM1310655
[86]
GSM1310656
[87]
GSM1310657
[88]
GSM1310658
[89]
GSM1310659
[90]
GSM1310660
[91]
GSM1310661
[92]
GSM1310662
[93]
GSM1310663
[94]
GSM1310664
[95]
GSM1310665
[96]
GSM1310666
[97]
GSM1310667
[98]
GSM1310668
[99]
GSM1310669
[100]
GSM1310670
[101]
GSM1310671
[102]
GSM1310672
[103]
GSM1310673
[104]
GSM1310674
[105]
GSM1310675
[106]
GSM1310676
[107]
GSM1310677
[108]
GSM1310678
[109]
GSM1310679
[110]
GSM1310680
[111]
GSM1310681
[112]
GSM1310682
[113]
GSM1310683
[114]
GSM1310684
[115]
GSM1310685
[116]
GSM1310686
[117]
GSM1310687
[118]
GSM1310688
[119]
GSM1310689
[120]
GSM1310690
[121]
GSM1310691
[122]
GSM1310692
[123]
GSM1310693
[124]
GSM1310694
[125]
GSM1310695
[126]
GSM1310696
[127]
GSM1310697
[128]
GSM1310698
[129]
GSM1310699
[130]
GSM1310700
[131]
GSM1310701
[132]
GSM1310702
[133]
GSM1310703
[134]
GSM1310704
[135]
GSM1310705
[136]
GSM1310706
[137]
GSM1310707
[138]
GSM1310708
[139]
GSM1310709
[140]
GSM1310710
[141]
GSM1310711
[142]
GSM1310712
[143]
GSM1310713
[144]
GSM1310714
[145]
GSM1310715
[146]
GSM1310716
[147]
GSM1310717
[148]
GSM1310718
[149]
GSM1310719
[150]
GSM1310720
[151]
GSM1310721
[152]
GSM1310722
[153]
GSM1310723
[154]
GSM1310724
[155]
GSM1310725
[156]
GSM1310726
[157]
GSM1310727
[158]
GSM1310728
[159]
GSM1310729
[160]
GSM1310730
sample_count
161
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
Prospective gene expression analysis of human RNA samples from Hepatocellular Carcinoma in relation with growth rate and survival
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] 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
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_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
[10] object · 15 fields
id
data:geo:GSE6764
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=GSE6764
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6764
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 75 items
[0]
GSM155919
[1]
GSM155920
[2]
GSM155921
[3]
GSM155922
[4]
GSM155923
[5]
GSM155924
[6]
GSM155925
[7]
GSM155926
[8]
GSM155927
[9]
GSM155928
[10]
GSM155929
[11]
GSM155930
[12]
GSM155931
[13]
GSM155932
[14]
GSM155933
[15]
GSM155934
[16]
GSM155935
[17]
GSM155936
[18]
GSM155937
[19]
GSM155938
[20]
GSM155939
[21]
GSM155940
[22]
GSM155941
[23]
GSM155942
[24]
GSM155943
[25]
GSM155944
[26]
GSM155945
[27]
GSM155946
[28]
GSM155947
[29]
GSM155948
[30]
GSM155949
[31]
GSM155950
[32]
GSM155951
[33]
GSM155952
[34]
GSM155953
[35]
GSM155954
[36]
GSM155955
[37]
GSM155956
[38]
GSM155957
[39]
GSM155958
[40]
GSM155959
[41]
GSM155960
[42]
GSM155961
[43]
GSM155962
[44]
GSM155963
[45]
GSM155964
[46]
GSM155965
[47]
GSM155966
[48]
GSM155967
[49]
GSM155968
[50]
GSM155969
[51]
GSM155970
[52]
GSM155971
[53]
GSM155972
[54]
GSM155973
[55]
GSM155974
[56]
GSM155975
[57]
GSM155976
[58]
GSM155977
[59]
GSM155978
[60]
GSM155979
[61]
GSM155980
[62]
GSM155981
[63]
GSM155982
[64]
GSM155983
[65]
GSM155984
[66]
GSM155985
[67]
GSM155986
[68]
GSM155987
[69]
GSM155988
[70]
GSM155989
[71]
GSM155990
[72]
GSM155991
[73]
GSM155992
[74]
GSM155993
sample_count
75
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Genome-wide molecular profiles of HCV-induced dysplasia and hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE76427
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=GSE76427
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE76427
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 167 items
[0]
GSM2011285
[1]
GSM2011286
[2]
GSM2011287
[3]
GSM2011288
[4]
GSM2011289
[5]
GSM2011290
[6]
GSM2011291
[7]
GSM2011292
[8]
GSM2011293
[9]
GSM2011294
[10]
GSM2011295
[11]
GSM2011296
[12]
GSM2011297
[13]
GSM2011298
[14]
GSM2011299
[15]
GSM2011300
[16]
GSM2011301
[17]
GSM2011302
[18]
GSM2011303
[19]
GSM2011304
[20]
GSM2011305
[21]
GSM2011306
[22]
GSM2011307
[23]
GSM2011308
[24]
GSM2011309
[25]
GSM2011310
[26]
GSM2011311
[27]
GSM2011312
[28]
GSM2011313
[29]
GSM2011314
[30]
GSM2011315
[31]
GSM2011316
[32]
GSM2011317
[33]
GSM2011318
[34]
GSM2011319
[35]
GSM2011320
[36]
GSM2011321
[37]
GSM2011322
[38]
GSM2011323
[39]
GSM2011324
[40]
GSM2011325
[41]
GSM2011326
[42]
GSM2011327
[43]
GSM2011328
[44]
GSM2011329
[45]
GSM2011330
[46]
GSM2011331
[47]
GSM2011332
[48]
GSM2011333
[49]
GSM2011334
[50]
GSM2011335
[51]
GSM2011336
[52]
GSM2011337
[53]
GSM2011338
[54]
GSM2011339
[55]
GSM2011340
[56]
GSM2011341
[57]
GSM2011342
[58]
GSM2011343
[59]
GSM2011344
[60]
GSM2011345
[61]
GSM2011346
[62]
GSM2011347
[63]
GSM2011348
[64]
GSM2011349
[65]
GSM2011350
[66]
GSM2011351
[67]
GSM2011352
[68]
GSM2011353
[69]
GSM2011354
[70]
GSM2011355
[71]
GSM2011356
[72]
GSM2011357
[73]
GSM2011358
[74]
GSM2011359
[75]
GSM2011360
[76]
GSM2011361
[77]
GSM2011362
[78]
GSM2011363
[79]
GSM2011364
[80]
GSM2011365
[81]
GSM2011366
[82]
GSM2011367
[83]
GSM2011368
[84]
GSM2011369
[85]
GSM2011370
[86]
GSM2011371
[87]
GSM2011372
[88]
GSM2011373
[89]
GSM2011374
[90]
GSM2011375
[91]
GSM2011376
[92]
GSM2011377
[93]
GSM2011378
[94]
GSM2011379
[95]
GSM2011380
[96]
GSM2011381
[97]
GSM2011382
[98]
GSM2011383
[99]
GSM2011384
[100]
GSM2011385
[101]
GSM2011386
[102]
GSM2011387
[103]
GSM2011388
[104]
GSM2011389
[105]
GSM2011390
[106]
GSM2011391
[107]
GSM2011392
[108]
GSM2011393
[109]
GSM2011394
[110]
GSM2011395
[111]
GSM2011396
[112]
GSM2011397
[113]
GSM2011398
[114]
GSM2011399
[115]
GSM2011400
[116]
GSM2011401
[117]
GSM2011402
[118]
GSM2011403
[119]
GSM2011404
[120]
GSM2011405
[121]
GSM2011406
[122]
GSM2011407
[123]
GSM2011408
[124]
GSM2011409
[125]
GSM2011410
[126]
GSM2011411
[127]
GSM2011412
[128]
GSM2011413
[129]
GSM2011414
[130]
GSM2011415
[131]
GSM2011416
[132]
GSM2011417
[133]
GSM2011418
[134]
GSM2011419
[135]
GSM2011420
[136]
GSM2011421
[137]
GSM2011422
[138]
GSM2011423
[139]
GSM2011424
[140]
GSM2011425
[141]
GSM2011426
[142]
GSM2011427
[143]
GSM2011428
[144]
GSM2011429
[145]
GSM2011430
[146]
GSM2011431
[147]
GSM2011432
[148]
GSM2011433
[149]
GSM2011434
[150]
GSM2011435
[151]
GSM2011436
[152]
GSM2011437
[153]
GSM2011438
[154]
GSM2011439
[155]
GSM2011440
[156]
GSM2011441
[157]
GSM2011442
[158]
GSM2011443
[159]
GSM2011444
[160]
GSM2011445
[161]
GSM2011446
[162]
GSM2011447
[163]
GSM2011448
[164]
GSM2011449
[165]
GSM2011450
[166]
GSM2011451
sample_count
167
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Microarray expression data for tumor and adjacent non-tumor tissues from hepatocellular carcinoma patients
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 15 fields
id
data:geo:GSE89377
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=GSE89377
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE89377
version
null
note
No datasets were generated or analysed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
No datasets were generated or analysed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 107 items
[0]
GSM2367554
[1]
GSM2367555
[2]
GSM2367556
[3]
GSM2367557
[4]
GSM2367558
[5]
GSM2367559
[6]
GSM2367560
[7]
GSM2367561
[8]
GSM2367562
[9]
GSM2367563
[10]
GSM2367564
[11]
GSM2367565
[12]
GSM2367566
[13]
GSM2367567
[14]
GSM2367568
[15]
GSM2367569
[16]
GSM2367570
[17]
GSM2367571
[18]
GSM2367572
[19]
GSM2367573
[20]
GSM2367574
[21]
GSM2367575
[22]
GSM2367576
[23]
GSM2367577
[24]
GSM2367578
[25]
GSM2367579
[26]
GSM2367580
[27]
GSM2367581
[28]
GSM2367582
[29]
GSM2367583
[30]
GSM2367584
[31]
GSM2367585
[32]
GSM2367586
[33]
GSM2367587
[34]
GSM2367588
[35]
GSM2367589
[36]
GSM2367590
[37]
GSM2367591
[38]
GSM2367592
[39]
GSM2367593
[40]
GSM2367594
[41]
GSM2367595
[42]
GSM2367596
[43]
GSM2367597
[44]
GSM2367598
[45]
GSM2367599
[46]
GSM2367600
[47]
GSM2367601
[48]
GSM2367602
[49]
GSM2367603
[50]
GSM2367604
[51]
GSM2367605
[52]
GSM2367606
[53]
GSM2367607
[54]
GSM2367608
[55]
GSM2367609
[56]
GSM2367610
[57]
GSM2367611
[58]
GSM2367612
[59]
GSM2367613
[60]
GSM2367614
[61]
GSM2367615
[62]
GSM2367616
[63]
GSM2367617
[64]
GSM2367618
[65]
GSM2367619
[66]
GSM2367620
[67]
GSM2367621
[68]
GSM2367622
[69]
GSM2367623
[70]
GSM2367624
[71]
GSM2367625
[72]
GSM2367626
[73]
GSM2367627
[74]
GSM2367628
[75]
GSM2367629
[76]
GSM2367630
[77]
GSM2367631
[78]
GSM2367632
[79]
GSM2367633
[80]
GSM2367634
[81]
GSM2367635
[82]
GSM2367636
[83]
GSM2367637
[84]
GSM2367638
[85]
GSM2367639
[86]
GSM2367640
[87]
GSM2367641
[88]
GSM2367642
[89]
GSM2367643
[90]
GSM2367644
[91]
GSM2367645
[92]
GSM2367646
[93]
GSM2367647
[94]
GSM2367648
[95]
GSM2367649
[96]
GSM2367650
[97]
GSM2367651
[98]
GSM2367652
[99]
GSM2367653
[100]
GSM2367654
[101]
GSM2367655
[102]
GSM2367656
[103]
GSM2367657
[104]
GSM2367658
[105]
GSM2367659
[106]
GSM2367660
sample_count
107
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Identifying novel drivers of human hepatocellular carcinoma and revealing clinical relevance as early diagnostic and prognostic biomarker
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 24 items
[0]
asset:data:geo:GSE102790 not downloaded
[1]
asset:data:geo:GSE102790 licence not read
[2]
asset:data:geo:GSE104580 not downloaded
[3]
asset:data:geo:GSE104580 licence not read
[4]
asset:data:geo:GSE109211 not downloaded
[5]
asset:data:geo:GSE109211 licence not read
[6]
asset:data:geo:GSE112790 not downloaded
[7]
asset:data:geo:GSE112790 licence not read
[8]
asset:data:geo:GSE116174 not downloaded
[9]
asset:data:geo:GSE116174 licence not read
[10]
asset:data:geo:GSE121248 not downloaded
[11]
asset:data:geo:GSE121248 licence not read
[12]
asset:data:geo:GSE14520 not downloaded
[13]
asset:data:geo:GSE14520 licence not read
[14]
asset:data:geo:GSE54236 not downloaded
[15]
asset:data:geo:GSE54236 licence not read
[16]
asset:data:geo:GSE62232 not downloaded
[17]
asset:data:geo:GSE62232 licence not read
[18]
asset:data:geo:GSE6764 not downloaded
[19]
asset:data:geo:GSE6764 licence not read
[20]
asset:data:geo:GSE76427 not downloaded
[21]
asset:data:geo:GSE76427 licence not read
[22]
asset:data:geo:GSE89377 not downloaded
[23]
asset:data:geo:GSE89377 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
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
Analysis of Variance
[2] object · 10 fields
id
method-3
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
PCA
[3] object · 10 fields
id
method-4
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
0.8
band
high
quote
limma
[4] object · 10 fields
id
method-5
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
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
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: cox_proportional_hazards.
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 · 12 items
[0]
GSE76427
[1]
GSE54236
[2]
GSE14520
[3]
GSE6764
[4]
GSE102790
[5]
GSE112790
[6]
GSE121248
[7]
GSE62232
[8]
GSE89377
[9]
GSE116174
[10]
GSE104580
[11]
GSE109211
resolved_accessions array · 12 items
[0]
GSE76427
[1]
GSE54236
[2]
GSE14520
[3]
GSE6764
[4]
GSE102790
[5]
GSE112790
[6]
GSE121248
[7]
GSE62232
[8]
GSE89377
[9]
GSE116174
[10]
GSE104580
[11]
GSE109211
statements array · 1 item
[0]
No datasets were generated or analysed during the current study.
basis
The paper names GSE76427, GSE54236, GSE14520, GSE6764, GSE102790, GSE112790, GSE121248, GSE62232, GSE89377, GSE116174, GSE104580, GSE109211 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 · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:39695705
[1]
data:geo:GSE102790
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:GSE102790
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:42:23Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13859
completion_tokens
3381
cached_tokens
128
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:39695705
type
paper
label
pmid:39695705
[1] object · 3 fields
id
source:pmid:39695705
type
manuscript
label
PMID 39695705 full text
[2] object · 3 fields
id
data:geo:GSE102790
type
dataset
label
GEO GSE102790
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:39695705
type
paper
label
pmid:39695705
[1] object · 3 fields
id
source:pmid:39695705
type
manuscript
label
PMID 39695705 full text
[2] object · 3 fields
id
data:geo:GSE102790
type
dataset
label
GEO GSE102790
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39695705
type
extraction
used array · 1 item
[0]
source:pmid:39695705
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE102790
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE102790
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:39695705
parent_hash
sha256:d20c4b417fdcd76b447eb7746d58c6bad17d466631cbcc0f65a22f7867dcf260
fork_of
null
gaps array · 29 items
[0]
asset:data:geo:GSE102790 licence not read
[1]
asset:data:geo:GSE102790 not downloaded
[2]
asset:data:geo:GSE104580 licence not read
[3]
asset:data:geo:GSE104580 not downloaded
[4]
asset:data:geo:GSE109211 licence not read
[5]
asset:data:geo:GSE109211 not downloaded
[6]
asset:data:geo:GSE112790 licence not read
[7]
asset:data:geo:GSE112790 not downloaded
[8]
asset:data:geo:GSE116174 licence not read
[9]
asset:data:geo:GSE116174 not downloaded
[10]
asset:data:geo:GSE121248 licence not read
[11]
asset:data:geo:GSE121248 not downloaded
[12]
asset:data:geo:GSE14520 licence not read
[13]
asset:data:geo:GSE14520 not downloaded
[14]
asset:data:geo:GSE54236 licence not read
[15]
asset:data:geo:GSE54236 not downloaded
[16]
asset:data:geo:GSE62232 licence not read
[17]
asset:data:geo:GSE62232 not downloaded
[18]
asset:data:geo:GSE6764 licence not read
[19]
asset:data:geo:GSE6764 not downloaded
[20]
asset:data:geo:GSE76427 licence not read
[21]
asset:data:geo:GSE76427 not downloaded
[22]
asset:data:geo:GSE89377 licence not read
[23]
asset:data:geo:GSE89377 not downloaded
[24]
execution.not_run
[25]
method.reader_differs_from_extractor
[26]
review.human_critique
[27]
review.independent_reader
[28]
review.machine_critique
assays array · 10 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.83
evidence array · 2 items
[0]
cinoma (HCC) are currently limited. METHODS: Transcriptomic data and clinical information were retrieved
[1]
stern blot analyses were conducted to detect transcriptomic and protein expression of CCNA2-targeting sh
order_basis
paper_text_order:446
id
assay:1
[1] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
to construct the 5-DRG prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA
[1]
prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA2) pr
order_basis
paper_text_order:729
id
assay:2
[2] object · 11 fields
role
data_generation
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]
NA2) protein expression levels. Quantitative real-time PCR (qRT-PCR) and western blot analyses were con
order_basis
paper_text_order:837
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
western_blot
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]
ls. Quantitative real-time PCR (qRT-PCR) and western blot analyses were conducted to detect transcript
order_basis
paper_text_order:865
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
on of CCNA2-targeting short interfering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU
[1]
argeting the CCNA2 gene and negative control siRNA were synthesized by Genepharma (Zhousu, Chin
[2]
e sequences of CCNA2 siRNAs were as follows: siRNA-1: F5’- GUAGCAGAGUUUGUGUACATT, F3’-UGUACACAA
[3]
AGAGUUUGUGUACATT, F3’-UGUACACAAACUCUGCUACTT; siRNA-2: F5’-CAGCCAGACAUCACUAACATT, F3’- UGUUAGUGA
order_basis
paper_text_order:992
id
assay:5
[5] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
nd migration, while simultaneously promoting apoptosis in hepatoma cells and resulting in the downr
[1]
fering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU staining, and scratch experiment
order_basis
paper_text_order:1025
id
assay:6
[6] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
ai, China. The MIHA, HepG2, HuH-7, and Hep3B cell lines were cultured in high fructose DMEM (Gibco), while SUN-449
[1]
IHA, HepG2, HuH-7, and Hep3B cell lines were cultured in high fructose DMEM (Gibco), while SUN-449 wa
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igh fructose DMEM (Gibco), while SUN-449 was cultured in RPMI 1640 medium. All culture media were sup
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AATT. Clinical sample collection and two HCC mouse models construction HCC tumor samples with t
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Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39695705", "kind": "science-record", "revision": 3, "content_hash": "sha256:417dc56f27da614fae31452f215f4d04398d77cd7a3cc4ae879c50c179697dfd", "created_at": "2026-11-01T20:29:59Z", "updated_at": "2026-11-01T22:13:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Construction of a prognostic model based on disulfidptosis-related genes and identification of CCNA2 as a novel biomarker for hepatocellular carcinoma.", "doi": "10.1186/s13062-024-00569-9", "pmid": "39695705", "authors": ["Tao Wang", "Wenxuan Li", "Yuelan Wu", "Liping You", "Chao Zheng", "Jinghao Zhang", "Lihong Qu", "Xuehua Sun"], "journal": "Biology direct", "year": 2024, "abstract": "BACKGROUND: Disulfidptosis, identified as an innovative form of cellular death subsequent to cuproptosis, is currently under investigation for its mechanisms in oncological contexts. In-depth analyses exploring the relationship between disulfidptosis-related genes (DRGs) and hepatocellular carcinoma (HCC) are currently limited.\nMETHODS: Transcriptomic data and clinical information were retrieved from the TCGA and GEO databases (GSE76427 and GSE54236), concentrating on the expression levels of 24 DRGs. Subsequently, multifactor and LASSO regression analyses were utilized to construct the 5-DRG prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA2) protein expression levels. Quantitative real-time PCR (qRT-PCR) and western blot analyses were conducted to detect transcriptomic and protein expression of CCNA2-targeting short interfering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU staining, and scratch experiments were employed to observe the proliferation and migration of hepatoma cell lines subsequent to CCNA2 inhibition.\nRESULTS: Three HCC patterns were identified, among which pattern B exhibited the the most unfavorable survival outcomes. Five DRGs (STC2, PBK, CCNA2, SERPINE1, and SLC6A1) were involved to establish the 5-DRG prognostic signature. High-risk groups (HRGs) exhibited prolonged survival durations in comparison to low-risk groups (LRGs). Both bioinformatics analyses and experimental methodologies corroborated the association of CCNA2 with poor prognosis in HCC patients. Functional studies elucidated that interference with CCNA2 significantly inhibited proliferation and migration, while simultaneously promoting apoptosis in hepatoma cells and resulting in the downregulation of epithelial-mesenchymal transition (EMT)-related protein markers.\nCONCLUSIONS: The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients. Furthermore, this study elucidates the potential of CCNA2 as an innovative biomarker for HCC.", "claims": [{"id": "claim-method", "statement": "Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. 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The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "No datasets were generated or analysed during the current study.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39695705", "locator": "sections[39] \"notes\" paragraph 1", "quote": "No datasets were generated or analysed during the current study."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39695705", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The 5-DRG prognostic signature is proficient in predicting clinical outcomes, informing therapeutic strategies, and elucidating the characteristics of the immune microenvironment in HCC patients.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:39695705"], "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:GSE102790"], "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:GSE102790"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39695705", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13062-024-00569-9", "sha256": 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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": ["GSE76427", "GSE54236", "GSE14520", "GSE6764", "GSE102790", "GSE112790", "GSE121248", "GSE62232", "GSE89377", "GSE116174", "GSE104580", "GSE109211"], "resolved_accessions": ["GSE76427", "GSE54236", "GSE14520", "GSE6764", "GSE102790", "GSE112790", "GSE121248", "GSE62232", "GSE89377", "GSE116174", "GSE104580", "GSE109211"], "statements": ["No datasets were generated or analysed during the current study."], "basis": "The paper names GSE76427, GSE54236, GSE14520, GSE6764, GSE102790, GSE112790, GSE121248, GSE62232, GSE89377, GSE116174, GSE104580, GSE109211 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:39695705", "data:geo:GSE102790"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE102790"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:42:23Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13859, "completion_tokens": 3381, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:39695705", "type": "paper", "label": "pmid:39695705"}, {"id": "source:pmid:39695705", "type": "manuscript", "label": "PMID 39695705 full text"}, {"id": "data:geo:GSE102790", "type": "dataset", "label": "GEO GSE102790"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39695705", "type": "paper", "label": "pmid:39695705"}, {"id": "source:pmid:39695705", "type": "manuscript", "label": "PMID 39695705 full text"}, {"id": "data:geo:GSE102790", "type": "dataset", "label": "GEO GSE102790"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39695705", "type": "extraction", "used": ["source:pmid:39695705"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE102790", "type": "accession_resolution", "used": ["data:geo:GSE102790"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:39695705", "parent_hash": "sha256:d20c4b417fdcd76b447eb7746d58c6bad17d466631cbcc0f65a22f7867dcf260", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE102790 licence not read", "asset:data:geo:GSE102790 not downloaded", "asset:data:geo:GSE104580 licence not read", "asset:data:geo:GSE104580 not downloaded", "asset:data:geo:GSE109211 licence not read", "asset:data:geo:GSE109211 not downloaded", "asset:data:geo:GSE112790 licence not read", "asset:data:geo:GSE112790 not downloaded", "asset:data:geo:GSE116174 licence not read", "asset:data:geo:GSE116174 not downloaded", "asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE54236 licence not read", "asset:data:geo:GSE54236 not downloaded", "asset:data:geo:GSE62232 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE6764 licence not read", "asset:data:geo:GSE6764 not downloaded", "asset:data:geo:GSE76427 licence not read", "asset:data:geo:GSE76427 not downloaded", "asset:data:geo:GSE89377 licence not read", "asset:data:geo:GSE89377 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.83, "evidence": ["cinoma (HCC) are currently limited. METHODS: Transcriptomic data and clinical information were retrieved", "stern blot analyses were conducted to detect transcriptomic and protein expression of CCNA2-targeting sh"], "order_basis": "paper_text_order:446", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["to construct the 5-DRG prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA", "prognostic signature. Immunohistochemistry (IHC) was employed to assess Cyclin A2 (CCNA2) pr"], "order_basis": "paper_text_order:729", "id": "assay:2"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["NA2) protein expression levels. Quantitative real-time PCR (qRT-PCR) and western blot analyses were con"], "order_basis": "paper_text_order:837", "id": "assay:3"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ls. Quantitative real-time PCR (qRT-PCR) and western blot analyses were conducted to detect transcript"], "order_basis": "paper_text_order:865", "id": "assay:4"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["on of CCNA2-targeting short interfering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU", "argeting the CCNA2 gene and negative control siRNA were synthesized by Genepharma (Zhousu, Chin", "e sequences of CCNA2 siRNAs were as follows: siRNA-1: F5’- GUAGCAGAGUUUGUGUACATT, F3’-UGUACACAA", "AGAGUUUGUGUACATT, F3’-UGUACACAAACUCUGCUACTT; siRNA-2: F5’-CAGCCAGACAUCACUAACATT, F3’- UGUUAGUGA"], "order_basis": "paper_text_order:992", "id": "assay:5"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["nd migration, while simultaneously promoting apoptosis in hepatoma cells and resulting in the downr", "fering RNA (siRNA). The Cell Counting Kit-8 (CCK-8) assay, EdU staining, and scratch experiment"], "order_basis": "paper_text_order:1025", "id": "assay:6"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ai, China. The MIHA, HepG2, HuH-7, and Hep3B cell lines were cultured in high fructose DMEM (Gibco), while SUN-449", "IHA, HepG2, HuH-7, and Hep3B cell lines were cultured in high fructose DMEM (Gibco), while SUN-449 wa", "igh fructose DMEM (Gibco), while SUN-449 was cultured in RPMI 1640 medium. All culture media were sup", "cyte cell line MIHA and four HCC cell lines (HepG2, SUN-449, HuH-7, Hep3B) were acquired from t"], "order_basis": "paper_text_order:2362", "id": "assay:7"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ratory Animal Co. Ltd (Shanghai, China). The mice were randomized into the control and tumor groups", "AATT. Clinical sample collection and two HCC mouse models construction HCC tumor samples with t"], "order_basis": "paper_text_order:3327", "id": "assay:8"}, {"role": "data_generation", "definition_id": "clinical_trial", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["y Animal Co. Ltd (Shanghai, China). The mice were randomized into the control and tumor groups (n = 5 per grou"], "order_basis": "paper_text_order:3719", "id": "assay:9"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Following this, 80 DEGs were selected via one-way Cox regression analysis (P < 0.001) for constructing the risk model. The risk model was subsequently developed using the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm and multivariate Cox regression analysis."], "order_basis": "consumes_earlier_output", "id": "assay:10"}]}