SIRT3 and major depressive disorder: This integrated multi-omics and Mendelian randomization (MR) study provides the first population genetic evidence establishing dietary acrylamide (ACR) exposure as a risk factor for depression, primarily mediated through a SIRT3-dependent mitochondrial oxi-dative stress pathway.