Ovarian cancer (OC) is an immunogenic disease and represents a good model for studying antitumoral immunity. We performed a systematic comparison between plasmacytoid dendritic cells (pDC) and regulatory T cells (Treg) in blood, ascites, and tumors in term of frequencies, phenotypes, functions, and impact on outcome of OC patients. We found that pDC accumulate in ascites and are present in some tumors whereas they are profoundly depleted in patients’ blood. Their presence within tumors (but not ascites) is deleterious because associated with early relapse of OC patients. Moreover, Tumor associated pDC (TApDC) but not ascite pDC were altered in their innate function, i.e. the production of IFN-α in response to TLR ligands in vitro, and they induce the development of IL-10+ CD4+T cells. All these results suggest that TApDC but not ascite pDC induce immune tolerance allowing cancer progression. Treg accumulate in ascites and tumors but their levels in patients’ blood were not increased. Their accumulation in tumors, but not ascites, was an independent prognostic factor associated with delayed relapse. TATreg showed an activated phenotype and inhibit IL-10 production by CD4+conventional TAT cells. Interestingly, patients whose tumor infiltration by Foxp3+ Treg is increased after neoadjuvant chemotherapy showed delayed relapse suggesting that chemotherapy, in addition to its direct antitumoral effect, induces an immune response