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pmid:35560794

A necroptosis-related gene signature for predicting prognosis, immune landscape, and drug sensitivity in hepatocellular carcinoma.

Junliang Chen · Huaitao Wang · Lei Zhou · Zhihao Liu · Hui Chen · Xiaodong Tan

Cancer medicine · 2022 doi:10.1002/cam4.4812

Paper

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Experiment

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Data

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Analysis

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pmid:35560794
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2026-11-01T18:14:27Z
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2026-11-01T22:49:03Z
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title
A necroptosis-related gene signature for predicting prognosis, immune landscape, and drug sensitivity in hepatocellular carcinoma.
doi
10.1002/cam4.4812
pmid
35560794
authors array · 6 items
[0]
Junliang Chen
[1]
Huaitao Wang
[2]
Lei Zhou
[3]
Zhihao Liu
[4]
Hui Chen
[5]
Xiaodong Tan
journal
Cancer medicine
year
2022
abstract
BACKGROUND: Hepatocellular carcinoma (HCC) remains a growing threat to global health. Necroptosis is a newly discovered form of cell necrosis that plays a vital role in cancer development. Thus, we conducted this study to identify a predictive signature of HCC based on necroptosis-related genes. METHODS: The tumor samples in the liver hepatocellular carcinoma (LIHC) cohort from The Cancer Genome Atlas (TCGA) database were subtyped using the consensus clustering algorithm. Univariate Cox regression and LASSO-Cox analysis were performed to identify a gene signature from genes differentially expressed between tumor clusters. Then, we integrated the TNM stage and the prognostic model to build a nomogram. The gene signature and the nomogram were externally validated in the GSE14520 cohort from the Gene Expression Omnibus (GEO) and the LIRP-JP cohort from the International Cancer Genome Consortium (ICGC). Evaluations of predictive performance evaluations were conducted using Kaplan-Meier plots, time-dependent receiver operating characteristic curves, principal component analyses, concordance indices, and decision curve analyses. The tumor microenvironment was estimated using eight published methods. Finally, we forecasted the sensitivity of HCC patients to immunotherapy and chemotherapy based on this gene signature. RESULTS: We identified two necroptosis-related clusters and a 10-gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1). The gene signature and the nomogram had good predictive ability in the TCGA, ICGC, and GEO cohorts. The risk score was positively associated with the levels of necroptosis and immune cell infiltrations (especially of immunosuppressive cells). The high-risk group could benefit more from immunotherapy and some chemotherapeutics than the low-risk group. CONCLUSION: The necroptosis-related gene signature provides a new method for the risk stratification and treatment optimization of HCC. The nomogram can further improve predictive accuracy.
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DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21
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sections[6] "Identification of DEGs between two necroptosis‐related clusters" paragraph 2
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DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21
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All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
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sections[25] "DATA AVAILABILITY STATEMENT" paragraph 2
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All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
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We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1).
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sections[0] "Abstract" paragraph 3
quote
We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1).
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We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1).
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https://doi.org/10.1002/cam4.4812
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All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
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All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
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[483]
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[484]
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[485]
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[486]
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[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
[2] object · 15 fields
id
data:geo:GSE25097
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=GSE25097
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE25097
version
null
note
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
access_statement_kind
data_availability_statement
sample_accessions array · 557 items
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[38]
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[48]
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[51]
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[53]
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[60]
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[68]
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[104]
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[130]
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[132]
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[133]
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[134]
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[135]
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[140]
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[142]
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[147]
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[148]
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[149]
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[150]
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[151]
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[152]
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[153]
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[154]
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[155]
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[156]
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[157]
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[158]
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[159]
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[160]
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[161]
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[162]
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[163]
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[164]
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[165]
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[166]
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[167]
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[168]
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[169]
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[170]
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[171]
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[172]
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[174]
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[179]
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[180]
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[181]
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[182]
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[183]
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[184]
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[186]
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[187]
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[188]
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[189]
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[190]
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[191]
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[192]
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[193]
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[194]
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[195]
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[196]
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[197]
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[198]
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[199]
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[200]
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[201]
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[202]
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[203]
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[204]
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[205]
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[207]
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[208]
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[209]
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[210]
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[211]
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[212]
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[213]
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[214]
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[215]
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[216]
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[217]
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[218]
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[219]
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[220]
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[221]
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[222]
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[223]
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[224]
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[225]
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[226]
GSM616930
[227]
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[228]
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[229]
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[230]
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[231]
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[232]
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[233]
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[234]
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[235]
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[236]
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[237]
GSM616941
[238]
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[239]
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[240]
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[241]
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[242]
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[243]
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[244]
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[245]
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[246]
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[247]
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[248]
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[249]
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[250]
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[251]
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[252]
GSM616965
[253]
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[254]
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[255]
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[256]
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[257]
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[258]
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[259]
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[260]
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[261]
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[262]
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[263]
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[264]
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[265]
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[266]
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[267]
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[268]
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[269]
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[270]
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[271]
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[272]
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[273]
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[274]
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[275]
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[276]
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[277]
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[278]
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[279]
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[280]
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[281]
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[282]
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[283]
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[284]
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[285]
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[286]
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[287]
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[288]
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[289]
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[290]
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[291]
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[292]
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[293]
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[294]
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[295]
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[296]
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[297]
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[298]
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[299]
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[300]
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[301]
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[302]
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[303]
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[304]
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[305]
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[306]
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[307]
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[308]
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[309]
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[310]
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[311]
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[312]
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[313]
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[314]
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[315]
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[316]
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[317]
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[318]
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[319]
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[320]
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[321]
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[322]
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[323]
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[324]
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[325]
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[326]
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[327]
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[328]
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[329]
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[330]
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[331]
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[332]
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[333]
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[334]
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[335]
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[336]
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[337]
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[338]
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[339]
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[340]
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[341]
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[342]
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[343]
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[344]
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[345]
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[346]
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[347]
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[348]
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[349]
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[350]
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[351]
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[352]
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[353]
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[354]
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[355]
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[356]
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[357]
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[358]
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[359]
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[360]
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[361]
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[362]
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[363]
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[364]
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[365]
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[366]
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[367]
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[368]
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[369]
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[370]
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[371]
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[372]
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[373]
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[374]
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[375]
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[376]
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[377]
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[378]
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[379]
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[380]
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[381]
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[382]
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[383]
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[384]
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[385]
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[388]
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[389]
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[390]
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[391]
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[392]
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[393]
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[394]
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[395]
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[396]
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[397]
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[398]
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[399]
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[400]
GSM617415
[401]
GSM617416
[402]
GSM617417
[403]
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[404]
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[405]
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[406]
GSM617421
[407]
GSM617422
[408]
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[409]
GSM617424
[410]
GSM617425
[411]
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[412]
GSM617427
[413]
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[414]
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[415]
GSM617430
[416]
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[417]
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[418]
GSM617433
[419]
GSM617434
[420]
GSM617435
[421]
GSM617436
[422]
GSM617437
[423]
GSM617438
[424]
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[425]
GSM617440
[426]
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[427]
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[428]
GSM617443
[429]
GSM617444
[430]
GSM617445
[431]
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[432]
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[433]
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[434]
GSM617449
[435]
GSM617450
[436]
GSM617451
[437]
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[438]
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[439]
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[440]
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[441]
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[442]
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[443]
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[444]
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[445]
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[446]
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[447]
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[448]
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[449]
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[450]
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[451]
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[452]
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[453]
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[454]
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[455]
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[456]
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[457]
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[458]
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[459]
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[460]
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[461]
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[462]
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[463]
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[464]
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[465]
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[466]
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[467]
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[468]
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[469]
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[470]
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[471]
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[472]
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[473]
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[474]
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[475]
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[476]
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[477]
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[478]
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[479]
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[480]
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[481]
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[482]
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[483]
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[484]
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[485]
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[487]
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[488]
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[489]
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[490]
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[491]
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[492]
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[493]
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[494]
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[495]
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[496]
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[497]
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[498]
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[499]
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[500]
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[501]
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[502]
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[503]
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[504]
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[505]
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[506]
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[507]
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[510]
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[512]
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[513]
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[516]
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[517]
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[518]
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[519]
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[520]
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[521]
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[522]
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[523]
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[524]
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[525]
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[526]
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[527]
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[528]
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[529]
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[530]
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[531]
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[532]
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[533]
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[534]
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[535]
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[536]
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[537]
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[538]
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[539]
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[540]
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[541]
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[542]
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[543]
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[544]
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[545]
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[546]
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[547]
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[548]
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[549]
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[550]
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[551]
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[552]
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[553]
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[554]
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[555]
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[556]
GSM617571
sample_count
557
group_sizes
null
group_sizes_basis
null
platform
10687
taxon
Homo sapiens
title
Study of gene expression of human liver 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
[3] object · 15 fields
id
data:geo:GSE57957
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=GSE57957
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE57957
version
null
note
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
access_statement_kind
data_availability_statement
sample_accessions array · 78 items
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GSM1398645
[1]
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[2]
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
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[9]
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[10]
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[11]
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[12]
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[13]
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[15]
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[16]
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[17]
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[18]
GSM1398663
[19]
GSM1398664
[20]
GSM1398665
[21]
GSM1398666
[22]
GSM1398667
[23]
GSM1398668
[24]
GSM1398669
[25]
GSM1398670
[26]
GSM1398671
[27]
GSM1398672
[28]
GSM1398673
[29]
GSM1398674
[30]
GSM1398675
[31]
GSM1398676
[32]
GSM1398677
[33]
GSM1398678
[34]
GSM1398679
[35]
GSM1398680
[36]
GSM1398681
[37]
GSM1398682
[38]
GSM1398683
[39]
GSM1398684
[40]
GSM1398685
[41]
GSM1398686
[42]
GSM1398687
[43]
GSM1398688
[44]
GSM1398689
[45]
GSM1398690
[46]
GSM1398691
[47]
GSM1398692
[48]
GSM1398693
[49]
GSM1398694
[50]
GSM1398695
[51]
GSM1398696
[52]
GSM1398697
[53]
GSM1398698
[54]
GSM1398699
[55]
GSM1398700
[56]
GSM1398701
[57]
GSM1398702
[58]
GSM1398703
[59]
GSM1398704
[60]
GSM1398705
[61]
GSM1398706
[62]
GSM1398707
[63]
GSM1398708
[64]
GSM1398709
[65]
GSM1398710
[66]
GSM1398711
[67]
GSM1398712
[68]
GSM1398713
[69]
GSM1398714
[70]
GSM1398715
[71]
GSM1398716
[72]
GSM1398717
[73]
GSM1398718
[74]
GSM1398719
[75]
GSM1398720
[76]
GSM1398721
[77]
GSM1398722
sample_count
78
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Expression profile of Hepatocellular Carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE76297
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=GSE76297
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE76297
version
null
note
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
access_statement_kind
data_availability_statement
sample_accessions array · 304 items
[0]
GSM1979367
[1]
GSM1979368
[2]
GSM1979369
[3]
GSM1979370
[4]
GSM1979371
[5]
GSM1979372
[6]
GSM1979373
[7]
GSM1979374
[8]
GSM1979375
[9]
GSM1979376
[10]
GSM1979377
[11]
GSM1979378
[12]
GSM1979379
[13]
GSM1979380
[14]
GSM1979381
[15]
GSM1979382
[16]
GSM1979383
[17]
GSM1979384
[18]
GSM1979385
[19]
GSM1979386
[20]
GSM1979387
[21]
GSM1979388
[22]
GSM1979389
[23]
GSM1979390
[24]
GSM1979391
[25]
GSM1979392
[26]
GSM1979393
[27]
GSM1979394
[28]
GSM1979395
[29]
GSM1979396
[30]
GSM1979397
[31]
GSM1979398
[32]
GSM1979399
[33]
GSM1979400
[34]
GSM1979401
[35]
GSM1979402
[36]
GSM1979403
[37]
GSM1979404
[38]
GSM1979405
[39]
GSM1979406
[40]
GSM1979407
[41]
GSM1979408
[42]
GSM1979409
[43]
GSM1979410
[44]
GSM1979411
[45]
GSM1979412
[46]
GSM1979413
[47]
GSM1979414
[48]
GSM1979415
[49]
GSM1979416
[50]
GSM1979417
[51]
GSM1979418
[52]
GSM1979419
[53]
GSM1979420
[54]
GSM1979421
[55]
GSM1979422
[56]
GSM1979423
[57]
GSM1979424
[58]
GSM1979425
[59]
GSM1979426
[60]
GSM1979427
[61]
GSM1979428
[62]
GSM1979429
[63]
GSM1979430
[64]
GSM1979431
[65]
GSM1979432
[66]
GSM1979433
[67]
GSM1979434
[68]
GSM1979435
[69]
GSM1979436
[70]
GSM1979437
[71]
GSM1979438
[72]
GSM1979439
[73]
GSM1979440
[74]
GSM1979441
[75]
GSM1979442
[76]
GSM1979443
[77]
GSM1979444
[78]
GSM1979445
[79]
GSM1979446
[80]
GSM1979447
[81]
GSM1979448
[82]
GSM1979449
[83]
GSM1979450
[84]
GSM1979451
[85]
GSM1979452
[86]
GSM1979453
[87]
GSM1979454
[88]
GSM1979455
[89]
GSM1979456
[90]
GSM1979457
[91]
GSM1979458
[92]
GSM1979459
[93]
GSM1979460
[94]
GSM1979461
[95]
GSM1979462
[96]
GSM1979463
[97]
GSM1979464
[98]
GSM1979465
[99]
GSM1979466
[100]
GSM1979467
[101]
GSM1979468
[102]
GSM1979469
[103]
GSM1979470
[104]
GSM1979471
[105]
GSM1979472
[106]
GSM1979473
[107]
GSM1979474
[108]
GSM1979475
[109]
GSM1979476
[110]
GSM1979477
[111]
GSM1979478
[112]
GSM1979479
[113]
GSM1979480
[114]
GSM1979481
[115]
GSM1979482
[116]
GSM1979483
[117]
GSM1979484
[118]
GSM1979485
[119]
GSM1979486
[120]
GSM1979487
[121]
GSM1979488
[122]
GSM1979489
[123]
GSM1979490
[124]
GSM1979491
[125]
GSM1979492
[126]
GSM1979493
[127]
GSM1979494
[128]
GSM1979495
[129]
GSM1979496
[130]
GSM1979497
[131]
GSM1979498
[132]
GSM1979499
[133]
GSM1979500
[134]
GSM1979501
[135]
GSM1979502
[136]
GSM1979503
[137]
GSM1979504
[138]
GSM1979505
[139]
GSM1979506
[140]
GSM1979507
[141]
GSM1979508
[142]
GSM1979509
[143]
GSM1979510
[144]
GSM1979511
[145]
GSM1979512
[146]
GSM1979513
[147]
GSM1979514
[148]
GSM1979515
[149]
GSM1979516
[150]
GSM1979517
[151]
GSM1979518
[152]
GSM1979519
[153]
GSM1979520
[154]
GSM1979521
[155]
GSM1979522
[156]
GSM1979523
[157]
GSM1979524
[158]
GSM1979525
[159]
GSM1979526
[160]
GSM1979527
[161]
GSM1979528
[162]
GSM1979529
[163]
GSM1979530
[164]
GSM1979531
[165]
GSM1979532
[166]
GSM1979533
[167]
GSM1979534
[168]
GSM1979535
[169]
GSM1979536
[170]
GSM1979537
[171]
GSM1979538
[172]
GSM1979539
[173]
GSM1979540
[174]
GSM1979541
[175]
GSM1979542
[176]
GSM1979543
[177]
GSM1979544
[178]
GSM1979545
[179]
GSM1979546
[180]
GSM1979547
[181]
GSM1979548
[182]
GSM1979549
[183]
GSM1979550
[184]
GSM1979551
[185]
GSM1979552
[186]
GSM1979553
[187]
GSM1979554
[188]
GSM1979555
[189]
GSM1979556
[190]
GSM1979557
[191]
GSM1979558
[192]
GSM1979559
[193]
GSM1979560
[194]
GSM1979561
[195]
GSM1979562
[196]
GSM1979563
[197]
GSM1979564
[198]
GSM1979565
[199]
GSM1979566
[200]
GSM1979567
[201]
GSM1979568
[202]
GSM1979569
[203]
GSM1979570
[204]
GSM1979571
[205]
GSM1979572
[206]
GSM1979573
[207]
GSM1979574
[208]
GSM1979575
[209]
GSM1979576
[210]
GSM1979577
[211]
GSM1979578
[212]
GSM1979579
[213]
GSM1979580
[214]
GSM1979581
[215]
GSM1979582
[216]
GSM1979583
[217]
GSM1979584
[218]
GSM1979585
[219]
GSM1979586
[220]
GSM1979587
[221]
GSM1979588
[222]
GSM1979589
[223]
GSM1979590
[224]
GSM1979591
[225]
GSM1979592
[226]
GSM1979593
[227]
GSM1979594
[228]
GSM1979595
[229]
GSM1979596
[230]
GSM1979597
[231]
GSM1979598
[232]
GSM1979599
[233]
GSM1979600
[234]
GSM1979601
[235]
GSM1979602
[236]
GSM1979603
[237]
GSM1979604
[238]
GSM1979605
[239]
GSM1979606
[240]
GSM1979607
[241]
GSM1979608
[242]
GSM1979609
[243]
GSM1979610
[244]
GSM1979611
[245]
GSM1979612
[246]
GSM1979613
[247]
GSM1979614
[248]
GSM1979615
[249]
GSM1979616
[250]
GSM1979617
[251]
GSM1979618
[252]
GSM1979619
[253]
GSM1979620
[254]
GSM1979621
[255]
GSM1979622
[256]
GSM1979623
[257]
GSM1979624
[258]
GSM1979625
[259]
GSM1979626
[260]
GSM1979627
[261]
GSM1979628
[262]
GSM1979629
[263]
GSM1979630
[264]
GSM1979631
[265]
GSM1979632
[266]
GSM1979633
[267]
GSM1979634
[268]
GSM1979635
[269]
GSM1979636
[270]
GSM1979637
[271]
GSM1979638
[272]
GSM1979639
[273]
GSM1979640
[274]
GSM1979641
[275]
GSM1979642
[276]
GSM1979643
[277]
GSM1979644
[278]
GSM1979645
[279]
GSM1979646
[280]
GSM1979647
[281]
GSM1979648
[282]
GSM1979649
[283]
GSM1979650
[284]
GSM1979651
[285]
GSM1979652
[286]
GSM1979653
[287]
GSM1979654
[288]
GSM1979655
[289]
GSM1979656
[290]
GSM1979657
[291]
GSM1979658
[292]
GSM1979659
[293]
GSM1979660
[294]
GSM1979661
[295]
GSM1979662
[296]
GSM1979663
[297]
GSM1979664
[298]
GSM1979665
[299]
GSM1979666
[300]
GSM1979667
[301]
GSM1979668
[302]
GSM1979669
[303]
GSM1979670
sample_count
304
group_sizes
null
group_sizes_basis
null
platform
17586
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC) and Cholangiocarcinoma (CCA) from Thailand Initiative in Genomics and Expression Research for Liver Cancer (TIGER-LC)
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 · 8 items
[0]
asset:data:geo:GSE14520 not downloaded
[1]
asset:data:geo:GSE14520 licence not read
[2]
asset:data:geo:GSE25097 not downloaded
[3]
asset:data:geo:GSE25097 licence not read
[4]
asset:data:geo:GSE57957 not downloaded
[5]
asset:data:geo:GSE57957 licence not read
[6]
asset:data:geo:GSE76297 not downloaded
[7]
asset:data:geo:GSE76297 licence not read
analysis object · 4 fields
state
partial
methods array · 7 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
DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21
[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
0.7
band
medium
quote
Kaplan-Meier
[3] object · 10 fields
id
method-4
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
[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 · 0 fields
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
regression_modelling
specific
mixed_effects
label
Regression modelling
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
regression_modelling_mixed_effects
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictors_and_outcome
evidence object · 3 fields
score
0.8
band
high
quote
mixed model
[6] object · 10 fields
id
method-7
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.8
band
high
quote
ROC curve
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 · 4 items
[0]
GSE14520
[1]
GSE25097
[2]
GSE57957
[3]
GSE76297
resolved_accessions array · 4 items
[0]
GSE14520
[1]
GSE25097
[2]
GSE57957
[3]
GSE76297
statements array · 1 item
[0]
All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.
basis
The paper names GSE14520, GSE25097, GSE57957, GSE76297 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:35560794
[1]
data:geo:GSE14520
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:GSE14520
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
2026-11-01T17:45:50Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
10783
completion_tokens
2690
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:35560794
type
paper
label
pmid:35560794
[1] object · 3 fields
id
source:pmid:35560794
type
manuscript
label
PMID 35560794 full text
[2] object · 3 fields
id
data:geo:GSE14520
type
dataset
label
GEO GSE14520
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:35560794
type
paper
label
pmid:35560794
[1] object · 3 fields
id
source:pmid:35560794
type
manuscript
label
PMID 35560794 full text
[2] object · 3 fields
id
data:geo:GSE14520
type
dataset
label
GEO GSE14520
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35560794
type
extraction
used array · 1 item
[0]
source:pmid:35560794
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE14520
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE14520
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:35560794
parent_hash
sha256:21a1561c9572c959c661bc78b5697f9b715bb8a980d85ea17f2ea4780b05a385
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE14520 licence not read
[1]
asset:data:geo:GSE14520 not downloaded
[2]
asset:data:geo:GSE25097 licence not read
[3]
asset:data:geo:GSE25097 not downloaded
[4]
asset:data:geo:GSE57957 licence not read
[5]
asset:data:geo:GSE57957 not downloaded
[6]
asset:data:geo:GSE76297 licence not read
[7]
asset:data:geo:GSE76297 not downloaded
[8]
execution.not_run
[9]
method.reader_differs_from_extractor
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
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f2132e96ae6c7a4e
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source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35560794", "kind": "science-record", "revision": 5, "content_hash": "sha256:e4cf58289b83e5c9feb577a7f8f64e6c03a39b08d750b50be23f106de555315c", "created_at": "2026-11-01T18:14:27Z", "updated_at": "2026-11-01T22:49:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A necroptosis-related gene signature for predicting prognosis, immune landscape, and drug sensitivity in hepatocellular carcinoma.", "doi": "10.1002/cam4.4812", "pmid": "35560794", "authors": ["Junliang Chen", "Huaitao Wang", "Lei Zhou", "Zhihao Liu", "Hui Chen", "Xiaodong Tan"], "journal": "Cancer medicine", "year": 2022, "abstract": "BACKGROUND: Hepatocellular carcinoma (HCC) remains a growing threat to global health. Necroptosis is a newly discovered form of cell necrosis that plays a vital role in cancer development. Thus, we conducted this study to identify a predictive signature of HCC based on necroptosis-related genes.\nMETHODS: The tumor samples in the liver hepatocellular carcinoma (LIHC) cohort from The Cancer Genome Atlas (TCGA) database were subtyped using the consensus clustering algorithm. Univariate Cox regression and LASSO-Cox analysis were performed to identify a gene signature from genes differentially expressed between tumor clusters. Then, we integrated the TNM stage and the prognostic model to build a nomogram. The gene signature and the nomogram were externally validated in the GSE14520 cohort from the Gene Expression Omnibus (GEO) and the LIRP-JP cohort from the International Cancer Genome Consortium (ICGC). Evaluations of predictive performance evaluations were conducted using Kaplan-Meier plots, time-dependent receiver operating characteristic curves, principal component analyses, concordance indices, and decision curve analyses. The tumor microenvironment was estimated using eight published methods. Finally, we forecasted the sensitivity of HCC patients to immunotherapy and chemotherapy based on this gene signature.\nRESULTS: We identified two necroptosis-related clusters and a 10-gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1). The gene signature and the nomogram had good predictive ability in the TCGA, ICGC, and GEO cohorts. The risk score was positively associated with the levels of necroptosis and immune cell infiltrations (especially of immunosuppressive cells). The high-risk group could benefit more from immunotherapy and some chemotherapeutics than the low-risk group.\nCONCLUSION: The necroptosis-related gene signature provides a new method for the risk stratification and treatment optimization of HCC. The nomogram can further improve predictive accuracy.", "claims": [{"id": "claim-method", "statement": "DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35560794", "locator": "sections[6] \"Identification of DEGs between two necroptosis‐related clusters\" paragraph 2", "quote": "DEGs between two necroptosis‐related clusters were identified by the “limma” package. 21"}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35560794", "locator": "sections[25] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "All data analyzed in the present study are publicly available in The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/repository), International Cancer Genome Consortium (ICGC; https:/dcc.icgc.org/), Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/), Human Protein Atlas (HPA; https://www.proteinatlas.org/), and SRING (http://string‐db.org) databases."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1).", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35560794", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "We identified two necroptosis‐related clusters and a 10‐gene signature (MTMR2, CDCA8, S100A9, ANXA10, G6PD, SLC1A5, SLC2A1, SPP1, PLOD2, and MMP1).", "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:35560794"], "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:GSE14520"], "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:GSE14520"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35560794", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1002/cam4.4812", "sha256": 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