Serum SIRT3 levels, total GMV/TIV ratios, and fALFF values of the MidFG.L and SPL.L demonstrate diagnostic utility for PD patients with depression, and their integration enhances diagnostic accuracy. Here, SIRT3 is linked to major depressive disorder.