Upon conducting a heterogeneity assessment, IL-19 was excluded from subsequent analysis due to significant heterogeneity, while the remaining two factors, IL-18 and Artemin, demonstrated remarkable links with osteoporosis. Here, IL19 is linked to osteoporosis.