Our review firstly introduces the biological function of the GCKR gene and its encoding protein GKRP and then describes the GCKR variants in different diseases, such as hypertriglyceridemia and NAFLD, revealing that GCKR/GKPR is strongly associated with metabolic diseases. The gene discussed is GCKR; the disease is metabolic dysfunction-associated steatotic liver disease.