Notably, a signature comprising three FRGs, ALOX15 B, RPLP0, and HP—has exhibited significant diagnostic potential, with a receiver operating characteristic (ROC) ROC analysis validated its discriminative power to identify MDD patients with healthy individuals with an AUC of 0.783. Here, HP is linked to major depressive disorder.