Third, while ALI combines BMI, ALB, and NLR, it may not fully capture the multifactorial nature of NAFLD pathogenesis, which involves complex metabolic, inflammatory, and genetic interactions (56). Here, ALB is linked to metabolic dysfunction-associated steatotic liver disease.