Journal of Clinical Investigation · 2012 · 591 citations · 49 references
MedicineCancer BiologyOncologyCancer GeneticsGynecologic OncologyMolecular OncologyCancer BiomarkersCancer GenomicsMalignant NeoplasmsMolecular Tumor ProfilingOvarian CancerTumor ClassificationHigh-grade Serous Ovarian CarcinomaOutcome PredictionPatient Outcome PredictionPrognostic Expression SignaturesPrognostic Gene SignaturesPrognostic Model ValidationPrognostic PredictionPrognostic Variables
Because of the high risk of recurrence in high-grade serous ovarian carcinoma (HGS-OvCa), the development of outcome predictors could be valuable for patient stratification. Using the catalog of The Cancer Genome Atlas (TCGA), we developed subtype and survival gene expression signatures, which, when combined, provide a prognostic model of HGS-OvCa classification, named "Classification of Ovarian Cancer" (CLOVAR). We validated CLOVAR on an independent dataset consisting of 879 HGS-OvCa expression profiles. The worst outcome group, accounting for 23% of all cases, was associated with a median survival of 23 months and a platinum resistance rate of 63%, versus a median survival of 46 months and platinum resistance rate of 23% in other cases. Associating the outcome prediction model with BRCA1/BRCA2 mutation status, residual disease after surgery, and disease stage further optimized outcome classification. Ovarian cancer is a disease in urgent need of more effective therapies. The spectrum of outcomes observed here and their association with CLOVAR signatures suggests variations in underlying tumor biology. Prospective validation of the CLOVAR model in the context of additional prognostic variables may provide a rationale for optimal combination of patient and treatment regimens.
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