The IL-6, IL-31, and IL-1RA predictions were primarily associated with tumor extent and smoking history, whereas the soluble receptors (s)-IL-6Rα, s-gp130, and s-IL-33Ra predicted survival even after such adjustments. The gene discussed is IL6ST; the disease is neoplasm.