Furthermore, by overlapping these three algorithms, we developed 5 shared biomarkers (CHST11, GLIPR1, SLC16A6, MAMLD1, HAPLN1, GAS1) for the PCOS group (Figures 5D, I). The gene discussed is GAS1; the disease is polycystic ovary syndrome.