To evaluate the effect of APOB and MTTP genetic polymorphisms on lean NAFLD, Di Filippo et al. conducted a cohort study and merged their results with data derived from previously published works to add statistical strength to their research. The gene discussed is MT-TP; the disease is metabolic dysfunction-associated steatotic liver disease.