This study investigates the potential involvement and regulatory mechanisms of PNMA2 in the development of endometriosis through the integration of public data, machine learning, clinical sample transcriptome sequencing, and in vitro cell experiments. This evidence concerns the gene PNMA2 and endometriosis.