Given the close link between inflammation, immune response, and metabolic dysfunction in NAFLD, PNI’s integration of albumin and lymphocyte levels provides a valuable tool for predicting prognosis. This evidence concerns the gene ALB and metabolic dysfunction-associated steatotic liver disease.