Second, although there is a significant causal relationship between lipids and the occurrence of vitamin D deficiency based on the existing MR analysis results, due to methodological limitations, we cannot rule out the possibility that there are still critically mediating factors between elevated lipids and the occurrence of vitamin D deficiency, such as insulin resistance and many other mechanisms (40). The gene discussed is INS; the disease is vitamin D deficiency.