Additionally, our study identifies the left UF and SH2B2 as central players in the causal effect of smoking on depression, offering a genetic framework that elucidates the cyclical interplay among polygenic risk, white matter disruption and corticolimbic dysregulation. This evidence concerns the gene SH2B2 and depressive disorder.