Adding other covariates, including age, sex, PNPLA3 genotype, diabetes, and metabolic syndrome to the panel of lipids further improved prediction to between 81% (95% CI = 75–88%) and 83% (95% CI = 77–89%) (Fig. 5). The gene discussed is PNPLA3; the disease is diabetes mellitus.