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pmid:34221975

Prognostic Value of Eight-Gene Signature in Head and Neck Squamous Carcinoma.

Baoling Liu · Quanping Su · Jianhua Ma · Cheng Chen · Lijuan Wang · Fengyuan Che · Xueyuan Heng

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.657002

Paper

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Experiment

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Data

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title
Prognostic Value of Eight-Gene Signature in Head and Neck Squamous Carcinoma.
doi
10.3389/fonc.2021.657002
pmid
34221975
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[0]
Baoling Liu
[1]
Quanping Su
[2]
Jianhua Ma
[3]
Cheng Chen
[4]
Lijuan Wang
[5]
Fengyuan Che
[6]
Xueyuan Heng
journal
Frontiers in oncology
year
2021
abstract
Head and neck cancer (HNC) is the fifth most common cancer worldwide. In this study, we performed an integrative analysis of the discovery set and established an eight-gene signature for the prediction of prognosis in patients with head and neck squamous cell carcinoma (HNSCC). Univariate Cox analysis was used to identify prognosis-related genes (with P < 0.05) in the GSE41613, GSE65858, and TCGA-HNSC RNA-Seq datasets after data collection. We performed LASSO Cox regression analysis and identified eight genes (CBX3, GNA12, P4HA1, PLAU, PPL, RAB25, EPHX3, and HLF) with non-zero regression coefficients in TCGA-HNSC datasets. Survival analysis revealed that the overall survival (OS) of GSE41613 and GSE65858 datasets and the progression-free survival(DFS)of GSE27020 and GSE42743 datasets in the low-risk group exhibited better survival outcomes compared with the high-risk group. To verify that the eight-mRNA prognostic model was independent of other clinical features, KM survival analysis of the specific subtypes with different clinical characteristics was performed. Univariate and multivariate Cox regression analyses were used to identify three independent prognostic factors to construct a prognostic nomogram. Finally, the GSVA algorithm identified six pathways that were activated in the intersection of the TCGA-HNSC, GSE65858, and GSE41613 datasets, including early estrogen response, cholesterol homeostasis, oxidative phosphorylation, fatty acid metabolism, bile acid metabolism, and Kras signaling. However, the epithelial-mesenchymal transition pathway was inhibited at the intersection of the three datasets. In conclusion, the eight-gene prognostic signature proved to be a useful tool in the prognostic evaluation and facilitate personalized treatment of HNSCC patients.
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To determine if there were significant differences in survival between the high and low-risk groups, Kaplan–Meier survival curves were plotted. The ‘survival’ package in R was used to perform a two-sided log-rank test and univariate and multivariate Cox regression analyses.
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To determine if there were significant differences in survival between the high and low-risk groups, Kaplan–Meier survival curves were plotted. The ‘survival’ package in R was used to perform a two-sided log-rank test and univariate and multivariate Cox regression analyses.
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Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/; https://www.ncbi.nlm.nih.gov/geo/.
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sections[20] "Data Availability Statement" paragraph 2
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Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/; https://www.ncbi.nlm.nih.gov/geo/.
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570
taxon
Homo sapiens
title
Oral Cavity Cancer Compared to Adjacent "Normal" Tissue [Validation Set]
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
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[5] object · 15 fields
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null
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Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/; https://www.ncbi.nlm.nih.gov/geo/.
structure object · 15 fields
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GEO accession URL
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Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/; https://www.ncbi.nlm.nih.gov/geo/.
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sample_count
270
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Gene expression patterns and TP53 mutations are associated with HPV RNA status, lymph node metastasis, and survival in head and neck cancer
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2026-11-01T15:39:55Z
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false
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[6] object · 16 fields
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Detailed information of the test datasets on tumor type, sample, and platform.
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pmcid
PMC8252784
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3
section_title
Data Collection
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table object · 8 fields
label
Table 1
caption
Detailed information of the test datasets on tumor type, sample, and platform.
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[0] array · 4 items
[0]
GEO number
[1]
Tumor type
[2]
Sample
[3]
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[0]
GSE65858
[1]
HNSCC
[2]
270
[3]
GPL10558 Illumina HumanHT-12 V4.0 expression beadchip
[2] array · 4 items
[0]
GSE41613
[1]
OSCC
[2]
97
[3]
GPL570 Affymetrix Human Genome U133 Plus 2.0 Array
[3] array · 4 items
[0]
GSE27020
[1]
laryngeal cancer
[2]
109
[3]
GPL96 [HG-U133A] Affymetrix Human Genome U133A Array
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[0]
GSE42743
[1]
OSCC
[2]
103
[3]
GPL570 Affymetrix Human Genome U133 Plus 2.0 Array
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section[3]/table-wrap[1]#T1
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[4]
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state
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To determine if there were significant differences in survival between the high and low-risk groups, Kaplan–Meier survival curves were plotted. The ‘survival’ package in R was used to perform a two-sided log-rank test and univariate and multivariate Cox regression analyses.
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method-2
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time_to_event_with_censoring
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cox_proportional_hazards
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Survival analysis
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[0]
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time_to_event_with_censoring
evidence object · 3 fields
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Cox regression
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Automated Assays Laravel application and simulated adapters
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logrank_test
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The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
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tier
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[0]
GSE23036
[1]
GSE41613
[2]
GSE65858
[3]
GSE27020
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GSE42743
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[0]
GSE23036
[1]
GSE41613
[2]
GSE65858
[3]
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GSE42743
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[0]
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/; https://www.ncbi.nlm.nih.gov/geo/.
basis
The paper names GSE23036, GSE41613, GSE65858, GSE27020, GSE42743 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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data:geo:GSE23036
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minimax
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minimax
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single_reader
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pmid:34221975
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pmid:34221975
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source:pmid:34221975
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PMID 34221975 full text
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GEO GSE23036
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pmid:34221975
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PMID 34221975 full text
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agent:corpus-assay-engine
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[0]
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agent:minimax-reader
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activity-resolve-GSE23036
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accession_resolution
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data:geo:GSE23036
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agent:corpus-assay-engine
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lineage object · 4 fields
parent_id
pmid:34221975
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asset:data:geo:GSE23036 licence not read
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[3]
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[5]
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[6]
asset:data:geo:GSE42743 licence not read
[7]
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[8]
asset:data:geo:GSE65858 licence not read
[9]
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[10]
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[12]
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analysis
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f2132e96ae6c7a4e
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logrank_test
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supported
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dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
To determine if there were significant differences in survival between the high and low-risk groups, Kaplan–Meier survival curves were plotted. The ‘survival’ package in R was used to perform a two-sided log-rank test and univariate and multivariate Cox regression analyses.
order_basis
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34221975", "kind": "science-record", "revision": 6, "content_hash": "sha256:fd7c0e6f42b99fb2a80e058c971eef6a42ebcd73117378abdf7a9f3265dc5500", "created_at": "2026-11-01T15:41:42Z", "updated_at": "2026-11-01T21:25:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Prognostic Value of Eight-Gene Signature in Head and Neck Squamous Carcinoma.", "doi": "10.3389/fonc.2021.657002", "pmid": "34221975", "authors": ["Baoling Liu", "Quanping Su", "Jianhua Ma", "Cheng Chen", "Lijuan Wang", "Fengyuan Che", "Xueyuan Heng"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "Head and neck cancer (HNC) is the fifth most common cancer worldwide. In this study, we performed an integrative analysis of the discovery set and established an eight-gene signature for the prediction of prognosis in patients with head and neck squamous cell carcinoma (HNSCC). Univariate Cox analysis was used to identify prognosis-related genes (with P < 0.05) in the GSE41613, GSE65858, and TCGA-HNSC RNA-Seq datasets after data collection. We performed LASSO Cox regression analysis and identified eight genes (CBX3, GNA12, P4HA1, PLAU, PPL, RAB25, EPHX3, and HLF) with non-zero regression coefficients in TCGA-HNSC datasets. Survival analysis revealed that the overall survival (OS) of GSE41613 and GSE65858 datasets and the progression-free survival(DFS)of GSE27020 and GSE42743 datasets in the low-risk group exhibited better survival outcomes compared with the high-risk group. To verify that the eight-mRNA prognostic model was independent of other clinical features, KM survival analysis of the specific subtypes with different clinical characteristics was performed. Univariate and multivariate Cox regression analyses were used to identify three independent prognostic factors to construct a prognostic nomogram. Finally, the GSVA algorithm identified six pathways that were activated in the intersection of the TCGA-HNSC, GSE65858, and GSE41613 datasets, including early estrogen response, cholesterol homeostasis, oxidative phosphorylation, fatty acid metabolism, bile acid metabolism, and Kras signaling. However, the epithelial-mesenchymal transition pathway was inhibited at the intersection of the three datasets. 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