This study employed an integrated multi-omics approach to identify and validate five core molecules (SRPRB, RBM3, INSIG2, GYG1, and FBXW2) demonstrating significant differential expression in both endometriosis and RIF, with robust diagnostic discriminatory power. The gene discussed is GYG1; the disease is endometriosis.