In the final model with all predictors, VIF’s were the following: age = 1.25, sex = 1.01, hypertension or CVD = 1.17, diabetes = 1.10, cancer = 1.03, IL-6 = 1.25, TNFR1 = 1.49. The gene discussed is TNFRSF1A; the disease is cancer.