Altogether, these results indicate that the overexpression of NNMT induced by estrogen and macrophage interaction modulates ESC proliferation via the NNMT-ERBB4-PI3K/AKT signaling pathway, as well as promotes cellular migration and invasion, contributing to the development of endometriosis. Here, NNMT is linked to endometriosis.