We hypothesized that metabolites associated with avocado intake would be associated with lower fasting glucose and insulin and lower rates of incident T2D and that the relationships of avocado-related metabolomic features to glycemia and incident T2D would be stronger in those with dysglycemia. The gene discussed is INS; the disease is type 2 diabetes mellitus.