Serum SIRT3 levels, total GMV/TIV ratios, and fALFF values of the MidFG.L and SPL.L have diagnostic value for PD patients with depression, and their combination can improve predictive accuracy. This evidence concerns the gene SIRT3 and major depressive disorder.