After adjusting for age, BMI, and diabetes duration in the multivariable model, CD38, NAMPT, and SIRT1 remained strong independent predictors of albuminuria, confirming that their associations were not confounded by these clinical covariates. The gene discussed is CD38; the disease is diabetes mellitus.