In the present study, we applied the WGCNA (28) and three machine learning approaches to identify the common gene population and 2 diagnostic genes of GLIPR1 and MAMLD1 which were both significantly related to PCOS and RIF. This evidence concerns the gene MAMLD1 and polycystic ovary syndrome.