This study investigates the independent and interactive associations of fruit intake and the CMIP rs2925979 polymorphism with T2DM risk, aiming to generate evidence to inform personalized dietary recommendations and targeted prevention strategies in rural Chinese populations. The gene discussed is CMIP; the disease is type 2 diabetes mellitus.