Here, we show that habitual fish oil supplementation was associated with a 9% lower T2D risk and significantly interacted with variants at GLUT4 in a prospective cohort of 48,358 people with prediabetes. The gene discussed is SLC2A4; the disease is type 2 diabetes mellitus.