Forward feature selection and multivariate Cox proportional hazard regression models defined a 5-gene signature composed of DDIT4, FADD, ITGB4, NCEH1, and TIMP1 that prognosticated OS in the TCGA-HNSCC cohort. The gene discussed is ITGB4; the disease is head and neck squamous cell carcinoma.