ESM1 and diabetes mellitus: Our comparison pitted our panels and protocol against a recursive feature elimination routine presented above that did not resort to ensemble modelling (RFE glm in Fig 2); the latter selected Diabetes, ABL1, ERBB3, ESM1, EGF, SYND1, PPY, TGFA, VEGFA as the best feature combination.