Therefore, further research is warranted to explore the impact of genetic variants, particularly those affecting vitamin D metabolism such as CYP2R1, DHCR7, GC, and CYP24A1, as well as comorbidities like T2DM, on vitamin D status and fracture risk in diverse populations. This evidence concerns the gene DHCR7 and type 2 diabetes mellitus.