Utilizing in vitro co-culture models combined with functional assays, we systematically analyze the impact of VISTA+ Tfr cells on effector cell proliferation, cytokine secretion, activation phenotypes, and differentiation fates—aiming to elucidate the cellular mechanisms that may underlie VISTA+ Tfr cell-mediated immune escape in ovarian cancer. Here, VSIR is linked to ovarian carcinoma.