The AUROC of the six-parameter nomogram model including WHtR, HC, ALT, HDL-C, ApoA1, and ISI (composite) for predicting male NAFLD was 0.817 (95% CI 0.798–0.835, p < 0.001). This evidence concerns the gene APOA1 and metabolic dysfunction-associated steatotic liver disease.