Recent advancements in targeted therapies for cancer have shown promising results across various malignancies. A multicenter, randomized, double-blind, placebo-controlled phase 3 trial demonstrated that fuzuloparib, both alone and in combination with apatinib, significantly improved progression-free survival (PFS) in patients with newly diagnosed advanced ovarian cancer who had responded to first-line platinum-based chemotherapy. Specifically, 674 patients were randomized, with those receiving the combination therapy showing superior outcomes compared to the placebo group (ref: Wu doi.org/10.3322/caac.70042/). In the realm of urothelial carcinoma, sacituzumab tirapazamine (sac-TMT) was evaluated in patients with advanced disease who had progressed after chemotherapy and immune checkpoint inhibitors. This study revealed that sac-TMT administered biweekly demonstrated a manageable safety profile and promising antitumor activity, warranting further investigation in this heavily pretreated population (ref: Zhu doi.org/10.1016/j.annonc.2025.11.013/). Additionally, a phase 1 trial of a therapeutic peptide vaccine targeting fibrolamellar hepatocellular carcinoma indicated that specific T cell responses were elicited in a significant proportion of patients, highlighting the potential of immunotherapy in rare cancer types (ref: Baretti doi.org/10.1038/s41591-025-03995-y/).