The 18 feature variables were N-stage, SIRI, age, FIB, LMR, T-stage, N, positive lymph nodes, histologic grade, HCY, Na, WBC, albumin, L, tumor size, OTSCC classification, PLR, and SG. The gene discussed is ALB; the disease is neoplasm.