Together this paper demonstrates the importance of the TWIST2 gene in the clinical prognosis and roles of PPAR and TWIST1 in NAFLD development needed fully investigated. The gene discussed is TWIST2; the disease is metabolic dysfunction-associated steatotic liver disease.