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. The gene discussed is SH2B2; the disease is major depressive disorder.