Among the four genes (PHIP, TRPM3, SPTY2D1 and TSPO) associated with fasting insulin and combined into a genetic risk score, we showed that carriers of insulin increasing risk alleles had higher odds of developing diabetes and impaired fasting glucose at follow-up. This evidence concerns the gene PHIP and diabetes mellitus.