Drugs closely related to diabetes, such as Fenretinide, Dimethylamine parthenolide, Chelerythrine, etc., have obvious positive correlation with LCP2, TYROBP, RPL3, CDK4, and CD44. The gene discussed is TYROBP; the disease is diabetes mellitus.