However, it is unfortunate that the causal relationship between poor lifestyle and the SOIRD subgroup is not clear in this study, and we hope that prospective cohort studies will be conducted in the future to clarify whether changes in poor dietary habits and sensible exercise could improve insulin resistance and glucose metabolism abnormalities in diabetes populations with SOIRD subgroup typing. This evidence concerns the gene INS and diabetes mellitus.