This pattern was not observed with other fibrosis markers: APRI showed no significant association across quintiles (p = 0.29), while the NAFLD Fibrosis Score showed a positive association with higher leptin/BMI ratios after adjustment (p < 0.001). The gene discussed is LEP; the disease is metabolic dysfunction-associated steatotic liver disease.