Additionally, an in-depth exploration of the regulatory mechanisms of vitamin D receptor (VDR) gene polymorphisms in T2DM-associated osteoporosis is warranted, including the specific signaling pathways these receptor genes participate in and their correlation with insulin or glucose metabolism. This evidence concerns the gene INS and type 2 diabetes mellitus.