ArticleFrontiers in immunology2022
Subtyping of Human Papillomavirus-Positive Cervical Cancers Based on the Expression Profiles of 50 Genes.
Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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12 citing papers in PubMed.
- Deep Clustering-Based Metabolic Stratification of Non-Small Cell Lung Cancer Patients Through Integration of Somatic Mutation Profile and Network Propagation Algorithm.Interdisciplinary sciences, computational life sciences · 2025Article
- Classifying the tumor immune microenvironment in cervical cancer based on nuclear cytoplasmic consistent genes.Scientific reports · 2025Article
- Drug Repositioning for HPV Clade-Specific Cervicouterine Cancer Using the OCTAD Pipeline.International journal of molecular sciences · 2025Article
- Molecular Mechanisms and Clinical Divergences in HPV-Positive Cervical vs. Oropharyngeal Cancers: A Critical Narrative Review.BMC medicine · 2025Review
- Immunological features of various molecular subtypes of cervical cancer and their prognostic implications in the context of disulfidptosis.Frontiers in oncology · 2025Article
- Homeobox and Polycomb target gene methylation in human solid tumors.Scientific reports · 2024Article
- Increased Gene Expression ofCells · 2023Article
- Article
- Sequencing-based transcriptome analysis reveals diversification of immune response- and angiogenesis-related expression patterns of early-stage cervical carcinoma as compared with high-grade CIN.Frontiers in immunology · 2023Article
- A comprehensive review for machine learning based human papillomavirus detection in forensic identification with multiple medical samples.Frontiers in microbiology · 2023Review
- Characterization of the microenvironment in different immune-metabolism subtypes of cervical cancer with prognostic significance.Frontiers in genetics · 2023Article
- Single-cell transcriptomics reveals cellular heterogeneity and molecular stratification of cervical cancer.Communications biology · 2022Article
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Authors and funding
10 authors.
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Abstract
Background: Human papillomavirus-positive (HPV+) cervical cancers are highly heterogeneous in molecular and clinical features. However, the molecular classification of HPV+ cervical cancers remains insufficiently unexplored. Methods: Based on the expression profiles of 50 genes having the largest expression variations across the HPV+ cervical cancers in the TCGA-CESC dataset, we hierarchically clustered HPV+ cervical cancers to identify new subtypes. We further characterized molecular, phenotypic, and clinical features of these subtypes. Results: We identified two subtypes of HPV+ cervical cancers, namely HPV+G1 and HPV+G2. We demonstrated that this classification method was reproducible in two validation sets. Compared to HPV+G2, HPV+G1 displayed significantly higher immune infiltration level and stromal content, lower tumor purity, lower stemness scores and intratumor heterogeneity (ITH) scores, higher level of genomic instability, lower DNA methylation level, as well as better disease-free survival prognosis. The multivariate survival analysis suggests that the disease-free survival difference between both subtypes is independent of confounding variables, such as immune signature, stemness, and ITH. Pathway and gene ontology analysis confirmed the more active tumor immune microenvironment in HPV+G1 versus HPV+G2. Conclusions: HPV+ cervical cancers can be classified into two subtypes based on the expression profiles of the 50 genes with the largest expression variations across the HPV+ cervical cancers. Both subtypes have significantly different molecular, phenotypic, and clinical features. This new subtyping method captures the comprehensive heterogeneity in molecular and clinical characteristics of HPV+ cervical cancers and provides potential clinical implications for the diagnosis and treatment of this disease.
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