Notably, genes such as WNT3, ARHGAP27, PLEKHM1, and FOXP2 were implicated across multiple brain tissues for LON, MDD, and sleep-related traits, supporting shared genetic mechanisms (Supplementary Material File S1: Figure S6). Here, ARHGAP27 is linked to major depressive disorder.