By employing scRNA-seq, WGCNA, and LASSO diagnostic model development methodologies, DES, GREM1, MBNL1, and AEBP1 were identified as pivotal core genes in endometriosis that display notable associations with tissue stem cell marker genes. This evidence concerns the gene GREM1 and endometriosis.