Epithelial ovarian cancer is the most common and leading cause of death for gynaecologic cancer in the western world. Current standard treatments with limited selection of chemotherapies cannot meet patients’ urgent needs. Novel targeted therapies may improve patients’ survival rate with less side effects that have been demonstrated by using approved medicines such as poly ADP-ribose polymerase and angiogenesis inhibitors. Many classes of targeted therapies impacting cell signalling pathways related to ovarian cancer tumorigenesis have been investigated in clinical trial studies. Gene mutation screening is a powerful tool for improvement of success rate of the trials for better patient selection and interpretation of clinical outcomes. Increasing number of patients are being screened for genetic alterations particularly in ‘basket’ trials that are offering new, genetic-oriented therapies to patients. Thus, in this review, we have searched databases of Pubmed and Clinicaltrials.gov for the past and current phase III and selected phase II ovarian cancer clinical trials with focus on gene profiling. Lessons from both successful and failed trials and implications of ongoing trials are discussed.