The nine feature-prediction models for insulin resistance risk included the serum ALT and total bilirubin concentrations, indicating that insulin resistance was closely linked to a liver function to induce NAFLD and NASH [38]. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.