The phenotypic manifestations of individual gene mutations could be amplified by interactions between genes and the environment, with the GCKR gene exhibiting strong synergistic effects alongside metabolic factors, especially insulin resistance and diabetes. Here, GCKR is linked to diabetes mellitus.