The gene CELSR2, known for its involvement in cell adhesion and signaling, plays a crucial role in suppressing lipid accumulation and thus mitigating nonalcoholic fatty liver disease (NAFLD), as reported in prior research [32]. The gene discussed is CELSR2; the disease is metabolic dysfunction-associated steatotic liver disease.