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pmid:37086280

Analysis of differential gene immune infiltration and clinical characteristics of skin cutaneous melanoma based on systems biology and drug repositioning methods to identify drug candidates for skin cutaneous melanoma.

Shengyong Long · Jing Xu · Hai Huang

Naunyn-Schmiedeberg's archives of pharmacology · 2023 doi:10.1007/s00210-023-02461-1

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title
Analysis of differential gene immune infiltration and clinical characteristics of skin cutaneous melanoma based on systems biology and drug repositioning methods to identify drug candidates for skin cutaneous melanoma.
doi
10.1007/s00210-023-02461-1
pmid
37086280
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Shengyong Long
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Jing Xu
[2]
Hai Huang
journal
Naunyn-Schmiedeberg's archives of pharmacology
year
2023
abstract
Skin cutaneous melanoma (SKCM) has a low early detection rate and a high mortality rate. There are many problems such as side effects and drug resistance in existing therapeutic drugs. Current studies have confirmed that SKCM pathogenesis-related genes promote the invasion and metastasis of cutaneous melanoma, but their roles in the tumor microenvironment (TME) remain unclear. Network pharmacology provides new opportunities for drug repurposing and repositioning, and is a fast, safe, and inexpensive drug discovery method to find new drugs for the treatment of SKCM. In this study, based on 3 databases (KEGG, OMIM, and Genotype) to obtain SKCM-related genes, and TCGA SKCM dataset, SKCM differential genes in GSE3189 and GSE46517 were intersected to identify SKCM pathogenesis-related differential genes, and the differential genes were immune infiltration and analysis, For survival analysis, a prognostic nomogram risk model was constructed based on the results of multivariate Cox regression analysis for risk stratification and prognosis prediction, then focused on the differential expression of ZC3H12A and its effect on TME. Finally, the protein interaction network method was used to quantify the similarity between 684 drug targets and skin melanoma, and to screen out drugs similar to skin melanoma. Based on 3 databases of KEGG, OMIM, and Genotype, 294 SKCM-related genes and 18 SKCM pathogenesis-related differential genes were obtained, and 18 SKCM pathogenesis-related differential genes were significantly correlated with TME. The constructed prognostic nomogram risk model predicted performance better and provided valuable information for immunotherapy. Multivariate Cox regression analysis and K-M analysis showed that ZC3H12A was a differentially expressed gene affecting the prognosis of SKCM and promoted the infiltration of anti-tumor immune cells CD8 + T cells, B cells, and DC cells. Based on the analysis of the protein interaction network method, 43 drugs were found to have high potential in the treatment of SKCM, and the literature search of these 43 drugs was carried out, and 21 drugs were found to have experimental verification for the treatment of SKCM. Taken together, the differential genes associated with the pathogenesis of SKCM have important roles in the tumor immune microenvironment, clinicopathological features, and prognosis, especially ZC3H12A has a potential role in identifying early SKCM patients. At the same time, it provides a new strategy for the drug development of SKCM and provides a basis for the reuse of SKCM drugs.
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The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis.
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sections[9] "Statistical analysis" paragraph 2
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The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis.
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The original datasets analyzed in this study are available in the GEO database and the TCGA database.
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The study constructed a prognostic nomogram based on three independent prognostic genes and stage variables that had a C-index of 0.732 and AUC values of 0.823, 0.795, and 0.792 for 2-, 4-, and 6-year outcomes, respectively.
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The C-index was 0.732, and the ROC analysis showed that the AUC values for 2, 4, and 6 years were 0.823, 0.795, and 0.792, respectively (Fig. 3C).
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sections[13] "Construction of prognostic model and correlational analysis" paragraph 2
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A prognostic nomogram-based model was developed based on 3 independent prognostic genes (EGFR, TNFRSF21, ZC3H12A), independent prognostic indicators for T, M, and N stages (Fig. 3A).
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GSM550988
[23]
GSM550989
[24]
GSM550990
[25]
GSM550991
[26]
GSM550992
[27]
GSM550993
[28]
GSM550994
[29]
GSM550995
[30]
GSM550996
[31]
GSM550997
[32]
GSM550998
[33]
GSM550999
[34]
GSM551000
[35]
GSM551001
[36]
GSM551002
[37]
GSM551003
[38]
GSM551004
[39]
GSM551005
[40]
GSM551006
[41]
GSM551007
[42]
GSM551008
[43]
GSM551009
[44]
GSM551010
[45]
GSM551011
[46]
GSM551012
[47]
GSM551013
[48]
GSM551014
[49]
GSM551015
[50]
GSM551016
[51]
GSM551017
[52]
GSM551018
[53]
GSM551019
[54]
GSM551020
[55]
GSM551021
[56]
GSM551022
sample_count
57
group_sizes
null
group_sizes_basis
null
platform
6102
taxon
Homo sapiens
title
Gene Experssion Profiling-Based Identification of Molecular Subtypes in Stage IV Melanoma with Different Clinical Outcome (test set)
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:GSE22154
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=GSE22154
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE22154
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM551023
[1]
GSM551024
[2]
GSM551025
[3]
GSM551026
[4]
GSM551027
[5]
GSM551028
[6]
GSM551029
[7]
GSM551030
[8]
GSM551031
[9]
GSM551032
[10]
GSM551033
[11]
GSM551034
[12]
GSM551035
[13]
GSM551036
[14]
GSM551037
[15]
GSM551038
[16]
GSM551039
[17]
GSM551040
[18]
GSM551041
[19]
GSM551042
[20]
GSM551043
[21]
GSM551044
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Gene Experssion Profiling-Based Identification of Molecular Subtypes in Stage IV Melanoma with Different Clinical Outcome (validation set)
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE3189
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=GSE3189
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE3189
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 70 items
[0]
GSM71671
[1]
GSM71672
[2]
GSM71673
[3]
GSM71674
[4]
GSM71675
[5]
GSM71676
[6]
GSM71677
[7]
GSM71678
[8]
GSM71679
[9]
GSM71680
[10]
GSM71681
[11]
GSM71682
[12]
GSM71683
[13]
GSM71684
[14]
GSM71685
[15]
GSM71686
[16]
GSM71687
[17]
GSM71688
[18]
GSM71689
[19]
GSM71690
[20]
GSM71691
[21]
GSM71692
[22]
GSM71693
[23]
GSM71694
[24]
GSM71695
[25]
GSM71696
[26]
GSM71697
[27]
GSM71698
[28]
GSM71699
[29]
GSM71700
[30]
GSM71701
[31]
GSM71702
[32]
GSM71703
[33]
GSM71704
[34]
GSM71705
[35]
GSM71706
[36]
GSM71707
[37]
GSM71708
[38]
GSM71709
[39]
GSM71710
[40]
GSM71711
[41]
GSM71712
[42]
GSM71713
[43]
GSM71714
[44]
GSM71715
[45]
GSM71716
[46]
GSM71717
[47]
GSM71718
[48]
GSM71719
[49]
GSM71720
[50]
GSM71721
[51]
GSM71722
[52]
GSM71723
[53]
GSM71724
[54]
GSM71725
[55]
GSM71726
[56]
GSM71727
[57]
GSM71728
[58]
GSM71729
[59]
GSM71730
[60]
GSM71731
[61]
GSM71732
[62]
GSM71733
[63]
GSM71734
[64]
GSM71735
[65]
GSM71736
[66]
GSM71737
[67]
GSM71738
[68]
GSM71739
[69]
GSM71740
sample_count
70
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Novel genes associated with malignant melanoma but not benign melanocytic lesions
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:GSE46517
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=GSE46517
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE46517
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 121 items
[0]
GSM1131566
[1]
GSM1131567
[2]
GSM1131568
[3]
GSM1131569
[4]
GSM1131570
[5]
GSM1131571
[6]
GSM1131572
[7]
GSM1131573
[8]
GSM1131574
[9]
GSM1131575
[10]
GSM1131576
[11]
GSM1131577
[12]
GSM1131578
[13]
GSM1131579
[14]
GSM1131580
[15]
GSM1131581
[16]
GSM1131582
[17]
GSM1131583
[18]
GSM1131584
[19]
GSM1131585
[20]
GSM1131586
[21]
GSM1131587
[22]
GSM1131588
[23]
GSM1131589
[24]
GSM1131590
[25]
GSM1131591
[26]
GSM1131592
[27]
GSM1131593
[28]
GSM1131594
[29]
GSM1131595
[30]
GSM1131596
[31]
GSM1131597
[32]
GSM1131598
[33]
GSM1131599
[34]
GSM1131600
[35]
GSM1131601
[36]
GSM1131602
[37]
GSM1131603
[38]
GSM1131604
[39]
GSM1131605
[40]
GSM1131606
[41]
GSM1131607
[42]
GSM1131608
[43]
GSM1131609
[44]
GSM1131610
[45]
GSM1131611
[46]
GSM1131612
[47]
GSM1131613
[48]
GSM1131614
[49]
GSM1131615
[50]
GSM1131616
[51]
GSM1131617
[52]
GSM1131618
[53]
GSM1131619
[54]
GSM1131620
[55]
GSM1131621
[56]
GSM1131622
[57]
GSM1131623
[58]
GSM1131624
[59]
GSM1131625
[60]
GSM1131626
[61]
GSM1131627
[62]
GSM1131628
[63]
GSM1131629
[64]
GSM1131630
[65]
GSM1131631
[66]
GSM1131632
[67]
GSM1131633
[68]
GSM1131634
[69]
GSM1131635
[70]
GSM1131636
[71]
GSM1131637
[72]
GSM1131638
[73]
GSM1131639
[74]
GSM1131640
[75]
GSM1131641
[76]
GSM1131642
[77]
GSM1131643
[78]
GSM1131644
[79]
GSM1131645
[80]
GSM1131646
[81]
GSM1131647
[82]
GSM1131648
[83]
GSM1131649
[84]
GSM1131650
[85]
GSM1131651
[86]
GSM1131652
[87]
GSM1131653
[88]
GSM1131654
[89]
GSM1131655
[90]
GSM1131656
[91]
GSM1131657
[92]
GSM1131658
[93]
GSM1131659
[94]
GSM1131660
[95]
GSM1131661
[96]
GSM1131662
[97]
GSM1131663
[98]
GSM1131664
[99]
GSM1131665
[100]
GSM1131666
[101]
GSM1131667
[102]
GSM1131668
[103]
GSM1131669
[104]
GSM1131670
[105]
GSM1131671
[106]
GSM1131672
[107]
GSM1131673
[108]
GSM1131674
[109]
GSM1131675
[110]
GSM1131676
[111]
GSM1131677
[112]
GSM1131678
[113]
GSM1131679
[114]
GSM1131680
[115]
GSM1131681
[116]
GSM1131682
[117]
GSM1131683
[118]
GSM1131684
[119]
GSM1131685
[120]
GSM1131686
sample_count
121
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Human melanoma samples comparing nevi and primary and metastatic melanoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 15 fields
id
data:geo:GSE53118
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=GSE53118
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE53118
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 79 items
[0]
GSM1282589
[1]
GSM1282590
[2]
GSM1282591
[3]
GSM1282592
[4]
GSM1282593
[5]
GSM1282594
[6]
GSM1282595
[7]
GSM1282596
[8]
GSM1282597
[9]
GSM1282598
[10]
GSM1282599
[11]
GSM1282600
[12]
GSM1282601
[13]
GSM1282602
[14]
GSM1282603
[15]
GSM1282604
[16]
GSM1282605
[17]
GSM1282606
[18]
GSM1282607
[19]
GSM1282608
[20]
GSM1282609
[21]
GSM1282610
[22]
GSM1282611
[23]
GSM1282612
[24]
GSM1282613
[25]
GSM1282614
[26]
GSM1282615
[27]
GSM1282616
[28]
GSM1282617
[29]
GSM1282618
[30]
GSM1282619
[31]
GSM1282620
[32]
GSM1282621
[33]
GSM1282622
[34]
GSM1282623
[35]
GSM1282624
[36]
GSM1282625
[37]
GSM1282626
[38]
GSM1282627
[39]
GSM1282628
[40]
GSM1282629
[41]
GSM1282630
[42]
GSM1282631
[43]
GSM1282632
[44]
GSM1282633
[45]
GSM1282634
[46]
GSM1282635
[47]
GSM1282636
[48]
GSM1282637
[49]
GSM1282638
[50]
GSM1282639
[51]
GSM1282640
[52]
GSM1282641
[53]
GSM1282642
[54]
GSM1282643
[55]
GSM1282644
[56]
GSM1282645
[57]
GSM1282646
[58]
GSM1282647
[59]
GSM1282648
[60]
GSM1282649
[61]
GSM1282650
[62]
GSM1282651
[63]
GSM1282652
[64]
GSM1282653
[65]
GSM1282654
[66]
GSM1282655
[67]
GSM1282656
[68]
GSM1282657
[69]
GSM1282658
[70]
GSM1282659
[71]
GSM1282660
[72]
GSM1282661
[73]
GSM1282662
[74]
GSM1282663
[75]
GSM1282664
[76]
GSM1282665
[77]
GSM1282666
[78]
GSM1282667
sample_count
79
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
BRAF Mutation, NRAS Mutation, and the Absence of an Immune-Related Expressed Gene Profile Predict Poor Outcome in Patients with Stage III Melanoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE54467
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=GSE54467
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE54467
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 79 items
[0]
GSM1315904
[1]
GSM1315905
[2]
GSM1315906
[3]
GSM1315907
[4]
GSM1315908
[5]
GSM1315909
[6]
GSM1315910
[7]
GSM1315911
[8]
GSM1315912
[9]
GSM1315913
[10]
GSM1315914
[11]
GSM1315915
[12]
GSM1315916
[13]
GSM1315917
[14]
GSM1315918
[15]
GSM1315919
[16]
GSM1315920
[17]
GSM1315921
[18]
GSM1315922
[19]
GSM1315923
[20]
GSM1315924
[21]
GSM1315925
[22]
GSM1315926
[23]
GSM1315927
[24]
GSM1315928
[25]
GSM1315929
[26]
GSM1315930
[27]
GSM1315931
[28]
GSM1315932
[29]
GSM1315933
[30]
GSM1315934
[31]
GSM1315935
[32]
GSM1315936
[33]
GSM1315937
[34]
GSM1315938
[35]
GSM1315939
[36]
GSM1315940
[37]
GSM1315941
[38]
GSM1315942
[39]
GSM1315943
[40]
GSM1315944
[41]
GSM1315945
[42]
GSM1315946
[43]
GSM1315947
[44]
GSM1315948
[45]
GSM1315949
[46]
GSM1315950
[47]
GSM1315951
[48]
GSM1315952
[49]
GSM1315953
[50]
GSM1315954
[51]
GSM1315955
[52]
GSM1315956
[53]
GSM1315957
[54]
GSM1315958
[55]
GSM1315959
[56]
GSM1315960
[57]
GSM1315961
[58]
GSM1315962
[59]
GSM1315963
[60]
GSM1315964
[61]
GSM1315965
[62]
GSM1315966
[63]
GSM1315967
[64]
GSM1315968
[65]
GSM1315969
[66]
GSM1315970
[67]
GSM1315971
[68]
GSM1315972
[69]
GSM1315973
[70]
GSM1315974
[71]
GSM1315975
[72]
GSM1315976
[73]
GSM1315977
[74]
GSM1315978
[75]
GSM1315979
[76]
GSM1315980
[77]
GSM1315981
[78]
GSM1315982
sample_count
79
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
Determination of prognosis in metastatic melanoma through integration of clinico-pathologic, mutation, mRNA, microRNA, and protein information
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 15 fields
id
data:geo:GSE59455
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=GSE59455
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE59455
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 141 items
[0]
GSM1437254
[1]
GSM1437255
[2]
GSM1437256
[3]
GSM1437257
[4]
GSM1437258
[5]
GSM1437259
[6]
GSM1437260
[7]
GSM1437261
[8]
GSM1437262
[9]
GSM1437263
[10]
GSM1437264
[11]
GSM1437265
[12]
GSM1437266
[13]
GSM1437267
[14]
GSM1437268
[15]
GSM1437269
[16]
GSM1437270
[17]
GSM1437271
[18]
GSM1437272
[19]
GSM1437273
[20]
GSM1437274
[21]
GSM1437275
[22]
GSM1437276
[23]
GSM1437277
[24]
GSM1437278
[25]
GSM1437279
[26]
GSM1437280
[27]
GSM1437281
[28]
GSM1437282
[29]
GSM1437283
[30]
GSM1437284
[31]
GSM1437285
[32]
GSM1437286
[33]
GSM1437287
[34]
GSM1437288
[35]
GSM1437289
[36]
GSM1437290
[37]
GSM1437291
[38]
GSM1437292
[39]
GSM1437293
[40]
GSM1437294
[41]
GSM1437295
[42]
GSM1437296
[43]
GSM1437297
[44]
GSM1437298
[45]
GSM1437299
[46]
GSM1437300
[47]
GSM1437301
[48]
GSM1437302
[49]
GSM1437303
[50]
GSM1437304
[51]
GSM1437305
[52]
GSM1437306
[53]
GSM1437307
[54]
GSM1437308
[55]
GSM1437309
[56]
GSM1437310
[57]
GSM1437311
[58]
GSM1437312
[59]
GSM1437313
[60]
GSM1437314
[61]
GSM1437315
[62]
GSM1437316
[63]
GSM1437317
[64]
GSM1437318
[65]
GSM1437319
[66]
GSM1437320
[67]
GSM1437321
[68]
GSM1437322
[69]
GSM1437323
[70]
GSM1437324
[71]
GSM1437325
[72]
GSM1437326
[73]
GSM1437327
[74]
GSM1437328
[75]
GSM1437329
[76]
GSM1437330
[77]
GSM1437331
[78]
GSM1437332
[79]
GSM1437333
[80]
GSM1437334
[81]
GSM1437335
[82]
GSM1437336
[83]
GSM1437337
[84]
GSM1437338
[85]
GSM1437339
[86]
GSM1437340
[87]
GSM1437341
[88]
GSM1437342
[89]
GSM1437343
[90]
GSM1437344
[91]
GSM1437345
[92]
GSM1437346
[93]
GSM1437347
[94]
GSM1437348
[95]
GSM1437349
[96]
GSM1437350
[97]
GSM1437351
[98]
GSM1437352
[99]
GSM1437353
[100]
GSM1437354
[101]
GSM1437355
[102]
GSM1437356
[103]
GSM1437357
[104]
GSM1437358
[105]
GSM1437359
[106]
GSM1437360
[107]
GSM1437361
[108]
GSM1437362
[109]
GSM1437363
[110]
GSM1437364
[111]
GSM1437365
[112]
GSM1437366
[113]
GSM1437367
[114]
GSM1437368
[115]
GSM1437369
[116]
GSM1437370
[117]
GSM1437371
[118]
GSM1437372
[119]
GSM1437373
[120]
GSM1437374
[121]
GSM1437375
[122]
GSM1437376
[123]
GSM1437377
[124]
GSM1437378
[125]
GSM1437379
[126]
GSM1437380
[127]
GSM1437381
[128]
GSM1437382
[129]
GSM1437383
[130]
GSM1437384
[131]
GSM1437385
[132]
GSM1437386
[133]
GSM1437387
[134]
GSM1437388
[135]
GSM1437389
[136]
GSM1437390
[137]
GSM1437391
[138]
GSM1437392
[139]
GSM1437393
[140]
GSM1437394
sample_count
141
group_sizes
null
group_sizes_basis
null
platform
8432
taxon
Homo sapiens
title
Whole genome expression data from formalin-fixed parrafin embedded (FFPE) primary and metastatic melanomas
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[13] object · 15 fields
id
data:geo:GSE78220
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE78220
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE78220
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 28 items
[0]
GSM2069823
[1]
GSM2069824
[2]
GSM2069825
[3]
GSM2069826
[4]
GSM2069827
[5]
GSM2069828
[6]
GSM2069829
[7]
GSM2069830
[8]
GSM2069831
[9]
GSM2069832
[10]
GSM2069833
[11]
GSM2069834
[12]
GSM2069835
[13]
GSM2069836
[14]
GSM2069837
[15]
GSM2069838
[16]
GSM2069839
[17]
GSM2069840
[18]
GSM2069841
[19]
GSM2069842
[20]
GSM2069843
[21]
GSM2069844
[22]
GSM2069845
[23]
GSM2069846
[24]
GSM2069847
[25]
GSM2069848
[26]
GSM2069849
[27]
GSM2069850
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
11154
taxon
Homo sapiens
title
mRNA expressions in pre-treatment melanomas undergoing anti-PD-1 checkpoint inhibition therapy
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[14] object · 15 fields
id
data:geo:GSE98314
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=GSE98314
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE98314
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM2590885
[1]
GSM2590886
[2]
GSM2590887
[3]
GSM2590888
[4]
GSM2590889
[5]
GSM2590890
[6]
GSM2590891
[7]
GSM2590892
[8]
GSM2590893
[9]
GSM2590894
[10]
GSM2590895
[11]
GSM2590896
[12]
GSM2590897
[13]
GSM2590898
[14]
GSM2590899
[15]
GSM2590900
[16]
GSM2590901
[17]
GSM2590902
[18]
GSM2590903
[19]
GSM2590904
[20]
GSM2590905
[21]
GSM2590906
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Melanoma cell lines treated with dabrafenib ± trametinib
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[15] object · 15 fields
id
data:geo:GSE98394
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=GSE98394
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE98394
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 78 items
[0]
GSM2595193
[1]
GSM2595194
[2]
GSM2595195
[3]
GSM2595196
[4]
GSM2595197
[5]
GSM2595198
[6]
GSM2595199
[7]
GSM2595200
[8]
GSM2595201
[9]
GSM2595202
[10]
GSM2595203
[11]
GSM2595204
[12]
GSM2595205
[13]
GSM2595206
[14]
GSM2595207
[15]
GSM2595208
[16]
GSM2595209
[17]
GSM2595210
[18]
GSM2595211
[19]
GSM2595212
[20]
GSM2595213
[21]
GSM2595214
[22]
GSM2595215
[23]
GSM2595216
[24]
GSM2595217
[25]
GSM2595218
[26]
GSM2595219
[27]
GSM2595220
[28]
GSM2595221
[29]
GSM2595222
[30]
GSM2595223
[31]
GSM2595224
[32]
GSM2595225
[33]
GSM2595226
[34]
GSM2595227
[35]
GSM2595228
[36]
GSM2595229
[37]
GSM2595230
[38]
GSM2595231
[39]
GSM2595232
[40]
GSM2595233
[41]
GSM2595234
[42]
GSM2595235
[43]
GSM2595236
[44]
GSM2595237
[45]
GSM2595238
[46]
GSM2595239
[47]
GSM2595240
[48]
GSM2595241
[49]
GSM2595242
[50]
GSM2595243
[51]
GSM2595244
[52]
GSM2595245
[53]
GSM2595246
[54]
GSM2595247
[55]
GSM2595248
[56]
GSM2595249
[57]
GSM2595250
[58]
GSM2595251
[59]
GSM2595252
[60]
GSM2595253
[61]
GSM2595254
[62]
GSM2595255
[63]
GSM2595256
[64]
GSM2595257
[65]
GSM2595258
[66]
GSM2595259
[67]
GSM2595260
[68]
GSM2595261
[69]
GSM2595262
[70]
GSM2595263
[71]
GSM2595264
[72]
GSM2595265
[73]
GSM2595266
[74]
GSM2595267
[75]
GSM2595268
[76]
GSM2595269
[77]
GSM2595270
sample_count
78
group_sizes
null
group_sizes_basis
null
platform
16791
taxon
Homo sapiens
title
Transcriptional dissection of melanoma identifies a high-risk subtype underlying TP53 family genes and epigenome deregulation
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[16] object · 15 fields
id
data:geo:GSE99898
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=GSE99898
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE99898
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 38 items
[0]
GSM2663924
[1]
GSM2663925
[2]
GSM2663926
[3]
GSM2663927
[4]
GSM2663928
[5]
GSM2663929
[6]
GSM2663930
[7]
GSM2663931
[8]
GSM2663932
[9]
GSM2663933
[10]
GSM2663934
[11]
GSM2663935
[12]
GSM2663936
[13]
GSM2663937
[14]
GSM2663938
[15]
GSM2663939
[16]
GSM2663940
[17]
GSM2663941
[18]
GSM2663942
[19]
GSM2663943
[20]
GSM2663944
[21]
GSM2663945
[22]
GSM2663946
[23]
GSM2663947
[24]
GSM2663948
[25]
GSM2663949
[26]
GSM2663950
[27]
GSM2663951
[28]
GSM2663952
[29]
GSM2663953
[30]
GSM2663954
[31]
GSM2663955
[32]
GSM2663956
[33]
GSM2663957
[34]
GSM2663958
[35]
GSM2663959
[36]
GSM2663960
[37]
GSM2663961
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
PD-L1 expression and immune escape in melanoma resistance to MAPK inhibitors
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[17] object · 15 fields
id
data:geo:GSE6590293
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=GSE6590293
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6590293
version
null
note
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
null
resolution_checked_at
2026-11-01T23:38:31Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 34 items
[0]
asset:data:geo:GSE100797 not downloaded
[1]
asset:data:geo:GSE100797 licence not read
[2]
asset:data:geo:GSE133713 not downloaded
[3]
asset:data:geo:GSE133713 licence not read
[4]
asset:data:geo:GSE15605 not downloaded
[5]
asset:data:geo:GSE15605 licence not read
[6]
asset:data:geo:GSE190113 not downloaded
[7]
asset:data:geo:GSE190113 licence not read
[8]
asset:data:geo:GSE19234 not downloaded
[9]
asset:data:geo:GSE19234 licence not read
[10]
asset:data:geo:GSE22153 not downloaded
[11]
asset:data:geo:GSE22153 licence not read
[12]
asset:data:geo:GSE22154 not downloaded
[13]
asset:data:geo:GSE22154 licence not read
[14]
asset:data:geo:GSE3189 not downloaded
[15]
asset:data:geo:GSE3189 licence not read
[16]
asset:data:geo:GSE46517 not downloaded
[17]
asset:data:geo:GSE46517 licence not read
[18]
asset:data:geo:GSE53118 not downloaded
[19]
asset:data:geo:GSE53118 licence not read
[20]
asset:data:geo:GSE54467 not downloaded
[21]
asset:data:geo:GSE54467 licence not read
[22]
asset:data:geo:GSE59455 not downloaded
[23]
asset:data:geo:GSE59455 licence not read
[24]
asset:data:geo:GSE78220 not downloaded
[25]
asset:data:geo:GSE78220 licence not read
[26]
asset:data:geo:GSE98314 not downloaded
[27]
asset:data:geo:GSE98314 licence not read
[28]
asset:data:geo:GSE98394 not downloaded
[29]
asset:data:geo:GSE98394 licence not read
[30]
asset:data:geo:GSE99898 not downloaded
[31]
asset:data:geo:GSE99898 licence not read
[32]
asset:data:geo:GSE6590293 not downloaded
[33]
asset:data:geo:GSE6590293 licence not read
analysis object · 4 fields
state
partial
methods array · 6 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
The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Wilcoxon
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
KM
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[4] object · 10 fields
id
method-5
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 · 1 field
fold_change
05 and |Log2(FC)| > 1” as the threshold
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.8
band
high
quote
Limma
[5] object · 10 fields
id
method-6
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
0.8
band
high
quote
PPI
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 · 17 items
[0]
GSE100797
[1]
GSE78220
[2]
GSE133713
[3]
GSE98394
[4]
GSE190113
[5]
GSE22153
[6]
GSE54467
[7]
GSE53118
[8]
GSE22154
[9]
GSE19234
[10]
GSE59455
[11]
GSE46517
[12]
GSE99898
[13]
GSE15605
[14]
GSE6590293
[15]
GSE3189
[16]
GSE98314
resolved_accessions array · 16 items
[0]
GSE100797
[1]
GSE78220
[2]
GSE133713
[3]
GSE98394
[4]
GSE190113
[5]
GSE22153
[6]
GSE54467
[7]
GSE53118
[8]
GSE22154
[9]
GSE19234
[10]
GSE59455
[11]
GSE46517
[12]
GSE99898
[13]
GSE15605
[14]
GSE3189
[15]
GSE98314
statements array · 1 item
[0]
The original datasets analyzed in this study are available in the GEO database and the TCGA database.
basis
The paper names GSE100797, GSE78220, GSE133713, GSE98394, GSE190113, GSE22153, GSE54467, GSE53118, GSE22154, GSE19234, GSE59455, GSE46517, GSE99898, GSE15605, GSE3189, GSE98314 in GEO database 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:37086280
[1]
data:geo:GSE100797
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:GSE100797
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T18:37:20Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
15491
completion_tokens
2423
cached_tokens
256
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:37086280
type
paper
label
pmid:37086280
[1] object · 3 fields
id
source:pmid:37086280
type
manuscript
label
PMID 37086280 full text
[2] object · 3 fields
id
data:geo:GSE100797
type
dataset
label
GEO GSE100797
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:37086280
type
paper
label
pmid:37086280
[1] object · 3 fields
id
source:pmid:37086280
type
manuscript
label
PMID 37086280 full text
[2] object · 3 fields
id
data:geo:GSE100797
type
dataset
label
GEO GSE100797
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37086280
type
extraction
used array · 1 item
[0]
source:pmid:37086280
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE100797
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE100797
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
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The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis.
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37086280", "kind": "science-record", "revision": 7, "content_hash": "sha256:893745a7921b6836b805380af9dd82cf2699c291315d29c7dffc9a49bc2414d8", "created_at": "2026-11-01T19:01:45Z", "updated_at": "2026-11-01T23:50:15Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Analysis of differential gene immune infiltration and clinical characteristics of skin cutaneous melanoma based on systems biology and drug repositioning methods to identify drug candidates for skin cutaneous melanoma.", "doi": "10.1007/s00210-023-02461-1", "pmid": "37086280", "authors": ["Shengyong Long", "Jing Xu", "Hai Huang"], "journal": "Naunyn-Schmiedeberg's archives of pharmacology", "year": 2023, "abstract": "Skin cutaneous melanoma (SKCM) has a low early detection rate and a high mortality rate. There are many problems such as side effects and drug resistance in existing therapeutic drugs. Current studies have confirmed that SKCM pathogenesis-related genes promote the invasion and metastasis of cutaneous melanoma, but their roles in the tumor microenvironment (TME) remain unclear. Network pharmacology provides new opportunities for drug repurposing and repositioning, and is a fast, safe, and inexpensive drug discovery method to find new drugs for the treatment of SKCM. In this study, based on 3 databases (KEGG, OMIM, and Genotype) to obtain SKCM-related genes, and TCGA SKCM dataset, SKCM differential genes in GSE3189 and GSE46517 were intersected to identify SKCM pathogenesis-related differential genes, and the differential genes were immune infiltration and analysis, For survival analysis, a prognostic nomogram risk model was constructed based on the results of multivariate Cox regression analysis for risk stratification and prognosis prediction, then focused on the differential expression of ZC3H12A and its effect on TME. Finally, the protein interaction network method was used to quantify the similarity between 684 drug targets and skin melanoma, and to screen out drugs similar to skin melanoma. Based on 3 databases of KEGG, OMIM, and Genotype, 294 SKCM-related genes and 18 SKCM pathogenesis-related differential genes were obtained, and 18 SKCM pathogenesis-related differential genes were significantly correlated with TME. The constructed prognostic nomogram risk model predicted performance better and provided valuable information for immunotherapy. Multivariate Cox regression analysis and K-M analysis showed that ZC3H12A was a differentially expressed gene affecting the prognosis of SKCM and promoted the infiltration of anti-tumor immune cells CD8 + T cells, B cells, and DC cells. Based on the analysis of the protein interaction network method, 43 drugs were found to have high potential in the treatment of SKCM, and the literature search of these 43 drugs was carried out, and 21 drugs were found to have experimental verification for the treatment of SKCM. Taken together, the differential genes associated with the pathogenesis of SKCM have important roles in the tumor immune microenvironment, clinicopathological features, and prognosis, especially ZC3H12A has a potential role in identifying early SKCM patients. At the same time, it provides a new strategy for the drug development of SKCM and provides a basis for the reuse of SKCM drugs.", "claims": [{"id": "claim-method", "statement": "The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37086280", "locator": "sections[9] \"Statistical analysis\" paragraph 2", "quote": "The K-M survival curve was used to determine the difference in survival rate, and the log-rank test was used to evaluate the significant difference in survival time between the two groups, determining independence using univariate and multivariate Cox analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original datasets analyzed in this study are available in the GEO database and the TCGA database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37086280", "locator": "sections[23] \"notes\" paragraph 1", "quote": "The original datasets analyzed in this study are available in the GEO database and the TCGA database."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study constructed a prognostic nomogram based on three independent prognostic genes and stage variables that had a C-index of 0.732 and AUC values of 0.823, 0.795, and 0.792 for 2-, 4-, and 6-year outcomes, respectively.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37086280", "locator": "sections[13] \"Construction of prognostic model and correlational analysis\" paragraph 2", "quote": "The C-index was 0.732, and the ROC analysis showed that the AUC values for 2, 4, and 6 years were 0.823, 0.795, and 0.792, respectively (Fig. 3C)."}, {"asset": "source:pmid:37086280", "locator": "sections[13] \"Construction of prognostic model and correlational analysis\" paragraph 2", "quote": "A prognostic nomogram-based model was developed based on 3 independent prognostic genes (EGFR, TNFRSF21, ZC3H12A), independent prognostic indicators for T, M, and N stages (Fig. 3A)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study constructed a prognostic nomogram based on three independent prognostic genes and stage variables that had a C-index of 0.732 and AUC values of 0.823, 0.795, and 0.792 for 2-, 4-, and 6-year outcomes, respectively.", "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:37086280"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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