
Faculty, Staff and Student Publications
Publication Date
6-8-2024
Journal
NPJ Precision Oncology
Abstract
Oral squamous cell carcinoma (OSCC) biomarker studies rarely employ multi-omic biomarker strategies and pertinent clinicopathologic characteristics to predict mortality. In this study we determine for the first time a combined epigenetic, gene expression, and histology signature that differentiates between patients with different tobacco use history (heavy tobacco use with ≥10 pack years vs. no tobacco use). Using The Cancer Genome Atlas (TCGA) cohort (n = 257) and an internal cohort (n = 40), we identify 3 epigenetic markers (GPR15, GNG12, GDNF) and 13 expression markers (IGHA2, SCG5, RPL3L, NTRK1, CD96, BMP6, TFPI2, EFEMP2, RYR3, DMTN, GPD2, BAALC, and FMO3), which are dysregulated in OSCC patients who were never smokers vs. those who have a ≥ 10 pack year history. While mortality risk prediction based on smoking status and clinicopathologic covariates alone is inaccurate (c-statistic = 0.57), the combined epigenetic/expression and histologic signature has a c-statistic = 0.9409 in predicting 5-year mortality in OSCC patients.
Keywords
Oral cancer, Computational biology and bioinformatics, Cancer genomics
DOI
10.1038/s41698-024-00605-x
PMID
38851780
PMCID
PMC11162452
PubMedCentral® Posted Date
6-8-2024
PubMedCentral® Full Text Version
Post-print
Recommended Citation
Viet, Chi T; Asam, Kesava R; Yu, Gary; Dyer, Emma C; Kochanny, Sara; Thomas, Carissa M; Callahan, Nicholas F; Morlandt, Anthony B; Cheng, Allen C; Patel, Ashish A; Roden, Dylan F; Young, Simon; Melville, James; Shum, Jonathan; Walker, Paul C; Nguyen, Khanh K; Kidd, Stephanie N; Lee, Steve C; Folk, Gretchen S; Viet, Dan T; Grandhi, Anupama; Deisch, Jeremy; Ye, Yi; Momen-Heravi, Fatemeh; Pearson, Alexander T; and Aouizerat, Bradley E, "Artificial Intelligence-Based Epigenomic, Transcriptomic and Histologic Signatures of Tobacco Use in Oral Squamous Cell Carcinoma" (2024). Faculty, Staff and Student Publications. 123.
https://digitalcommons.library.tmc.edu/uthdb_docs/123
Published Open-Access
yes
Included in
Biomedical Informatics Commons, Dentistry Commons, Medical Sciences Commons, Oncology Commons