The study's findings demonstrated a positive connection between the ALT/AHDL-C ratio and the incident NAFLD (HR = 1.037, 95% CI: 1.031-1.042) when adjusting for relevant factors. This evidence concerns the gene GPT and metabolic dysfunction-associated steatotic liver disease.