To gain a deeper understanding of the association between serum LPCAT3 levels and the risk of T2DM, we incorporated age and gender as key covariates into the analysis, building upon the binary logistic regression framework. This evidence concerns the gene LPCAT3 and type 2 diabetes mellitus.