Although Steiger filtering provided assurance on the directionality of the causal relationships, bidirectional Mendelian randomization unveiled reverse causality between IGF2R, HDGF and PCa, as well as between CTSH and LCa. Here, IGF2R is linked to posterior cortical atrophy.