In the subgroup analyses based on age, insulin use, chronic kidney disease, heart failure, duration of diabetes, and cardiovascular risks, the results followed the same overall trend, and no significant interactions were observed (all P-values for interaction > 0.05, Additional file 1: Table S4). Here, INS is linked to heart failure.