According to the relevant literature, the effects of AR and CTNNB1 have already been studied well in the related studies (Huang et al. 2023; Chen et al. 2003; Liu et al. 2019), while the effects of PIK3CA still remain unclear in osteoporosis (Figure 2D,E). The gene discussed is AR; the disease is osteoporosis.