INS and diabetes mellitus: Our analytic approach, which used both ridge regression to reduce multicollinearity and subgroup phenotyping, diverges from traditional models and may explain why non-insulin-treated diabetes emerged with a stronger association than insulin-treated or obese phenotypes.