Our study also highlighted an interaction between FSH and APOE ε4 in cognitive impairment: in APOE ε4 carriers, the adverse effect of high FSH on cognition was more pronounced, partially consistent with the results from animal studies (Xiong et al., 2023). Here, APOE is linked to Cognitive impairment.