Subsequently, in a follow-up investigation, we adhered to the same criteria and observed that combining the IVW method with beta coefficients was beneficial in uncovering and exploring the relationship between PCSK9 inhibitors and osteoporosis. This evidence concerns the gene PCSK9 and osteoporosis.