The combined analysis using LASSO and RF identified LH, LH/FSH ratio, TESTO, SHBG, and HCY as potential specific metabolic markers for PCOS, with AUC values of 0.841, 0.820, 0.619, 0.841, and 0.637, respectively. Here, PLOD1 is linked to polycystic ovary syndrome.