The ROC curves demonstrated moderate to high accuracy (0.7 < AUC < 0.9) in distinguishing between the PCOS and control groups for AIF1, CD163, TREM2, GRN, HSPA5, and TREM1. Here, TREM1 is linked to polycystic ovary syndrome.