This is a randomized, open, comparative, multi-centre study which will recruit up to 66 patients. The objective is mainly to explore the safety and feasibility in neo-adjuvant first-line ovarian cancer (including patients with primary peritoneal or fallopian tube adenocarcinoma) of various combinations of durvalumab with chemotherapy with or without tremelimumab.