The lack of genetic correlation and PRS association implies that shared genetic etiology between CRP and GDM is limited, and that the observed associations may instead reflect physiological adaptations of pregnancy, subclinical inflammation, insulin resistance, or other environmental exposures such as obesity, diet, or stress. The gene discussed is CRP; the disease is gestational diabetes.