Second, our negative results could not totally deny the potential of ADAM12, ADAM19, ADAM23 and ADAMTS6 as biomarkers for osteoporosis due to the weakness of MR analysis in identifying non-linear relationship [44]. This evidence concerns the gene ADAM23 and osteoporosis.