HPV-Associated Gene Signatures in Bladder Cancer: A Comprehensive Prognostic Model and its Implications in Immunotherapy

Int J Med Sci. 2025 Jan 1;22(1):140-157. doi: 10.7150/ijms.98334. eCollection 2025.

Abstract

Background: Evidence increasingly indicates that HPV infection plays a pivotal role in the initiation and progression of bladder cancer (BC). Yet, determining the predictive value of HPV-associated genes in BC remains challenging. Methods: We identified differentially expressed HPV-associated genes of BC patients from the TCGA and GEO databases. We screened prognostic genes using COX and LASSO regression, subsequently establishing a risk prediction model. The model's precision and clinical relevance were gauged using Kaplan-Meier survival analyses and ROC curves. Functional enrichment, immune cell infiltration, and drug sensitivity analyses were performed across both high-risk and low-risk sets. PCR assays were utilized to measure the expression levels of genes. Results: We identified 13 HPV-associated genes for our risk model. Among these, FLRT2, HOXC5, LDLR, SCD, GRM7, DSC1, EMP1, and HMGA1 were identified as risk contributors, while LPA, SERPINA6, ZNF124, ETV7, and SCO2 were deemed protective. Cox regression analysis verified that our model provides an independent prediction of overall survival (OS) in bladder cancer (BC) patients. Gene Ontology (GO) analysis revealed predominant gene enrichment in wound healing, extracellular matrix composition, and collagen-rich extracellular matrices. KEGG pathway analysis highlighted primary enrichment areas, including focal adhesion, the PI3K-Akt signalling pathway, and ECM-receptor interaction. Risk scores were correlated with tumor microenvironment (TME) scores, immune cell infiltration, and sensitivities to both chemotherapy and immunotherapy. Conclusion: We have formulated a risk-assessment model pinpointing 13 central HPV-associated genes in BC. These genes present potential as prognostic indicators and therapeutic targets, emphasizing the intertwined relationship between HPV-induced BC progression and the immune landscape.

Keywords: Bladder cancer; Human papillomavirus (HPV); Prognostic model.

MeSH terms

  • Biomarkers, Tumor / genetics
  • Female
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic*
  • Humans
  • Immunotherapy* / methods
  • Kaplan-Meier Estimate
  • Male
  • Middle Aged
  • Papillomaviridae / genetics
  • Papillomavirus Infections* / complications
  • Papillomavirus Infections* / genetics
  • Papillomavirus Infections* / immunology
  • Papillomavirus Infections* / virology
  • Prognosis
  • Transcriptome / genetics
  • Tumor Microenvironment / genetics
  • Tumor Microenvironment / immunology
  • Urinary Bladder Neoplasms* / genetics
  • Urinary Bladder Neoplasms* / immunology
  • Urinary Bladder Neoplasms* / mortality
  • Urinary Bladder Neoplasms* / therapy
  • Urinary Bladder Neoplasms* / virology

Substances

  • Biomarkers, Tumor