HPV status represents dominant trait driving delineation of survival-associated gene co-expression networks in head and neck cancer
- Author(s)
- Mehdi, AM; Zhou, C; Turrell, G; Walpole, E; Porceddu, S; Frazer, IH; Chandra, J;
- Details
- Publication Year 2023-04,Volume 30,Issue #4,Page 629-640
- Journal Title
- Cancer Gene Therapy
- Publication Type
- Research article
- Abstract
- Integration of high-dimensional tumor gene expression data with clinicopathological data can increase our understanding of disease diversity, enable retrospective patient stratification, and identify new potential biomarkers and therapeutic targets. Using a systems biology approach, we provide a holistic overview of gene co-expression networks in head and neck squamous cell carcinomas (HNSCC). Weighted gene co-expression network analysis of HNSCC RNA sequencing data from 519 patients from The Cancer Genome Atlas (TCGA) was used to determine correlates of 5-year survival, using regression tree-based optimal threshold calculations. Survival-associated gene sets were transformed to gene set scores that were assessed for correlation with clinicopathological data. We identified 8 gene co-expression modules for HNSCC tumors, each of which contained co-expressed genes associated significantly with 5-year survival. Survival-associated co-expression gene signatures correlated dominantly with tumor HPV and p16 status. Network analysis identified that survival was associated with signaling networks of infection, immunity, epithelial-mesenchymal transition (EMT), hypoxia, glycolysis, focal adhesion, extracellular matrix, MYC signaling, autophagy and transcriptional regulation. EMT-associated gene signatures were expressed dominantly in fibroblasts, and cancer-associated fibroblasts were inversely correlated with immune activity. Interestingly, a high Immune Suppression Score based on expression of 21 genes associated with immune inhibition and including immune checkpoints, cytokines and regulatory T cell factors, was also associated with increased survival probability, and was significantly higher in HPV+ HNSCC. Networks associated with HNSCC survival were further associated with survival in cervical cancer, melanoma and lung cancer. This study defines 5129 genes associated with HNSCC survival, organized into co-expressed networks, their correlation with clinicopathological data, and with gene expression data from other malignant diseases, and provides a source for the discovery of biomarkers and novel therapies for HNSCC.
- Publisher
- Springer Nature
- Keywords
- Humans; Squamous Cell Carcinoma of Head and Neck/genetics; *Papillomavirus Infections/complications/genetics; Proto-Oncogene Proteins c-myc; Retrospective Studies; Signal Transduction; *Head and Neck Neoplasms/genetics; Gene Expression Regulation, Neoplastic; Biomarkers; Prognosis; Biomarkers, Tumor/genetics
- Department(s)
- Radiation Oncology
- PubMed ID
- 36575316
- Publisher's Version
- https://doi.org/10.1038/s41417-022-00577-9
- Open Access at Publisher's Site
- https://doi.org/10.1038/s41417-022-00577-9
- Terms of Use/Rights Notice
- Refer to copyright notice on published article.
Creation Date: 2023-08-03 07:58:23
Last Modified: 2023-08-03 08:01:33