Transforming Growth Factor Beta (TGF-β)-based (TGFB) mechanisms significantly influence the tumor microenvironment in ovarian cancers, thereby impacting tumor progression and metastasis and providing a potential target for biomarker discovery. Here, TGFB1 is linked to ovarian cancer.