Tumor recurrence, following initial response to adjuvant chemotherapy, is a major problem in women with high-grade serous ovarian cancer (HGSOC). Microarray analysis of primary tumors has identified genes that may be useful in risk stratification/overall survival, but are of limited value in predicting the >70% rate for tumor recurrence. In this study, we performed RNA-Seq analysis of primary and recurrent HGSOC to first identify unique differentially expressed genes. From this dataset, we selected 21 archetypical coding genes and one noncoding RNA, based on statistically significant differences in their expression profile between tumors, for validation by qPCR in a larger cohort of 110 ovarian tumors (71 primary and 39 recurrent) and for testing association of specific genes with time-to-recurrence (TTR). Kaplan-Meier tests revealed that high expression of collagen type II, alpha 1 (COL2A1) was associated with delayed TTR (HR 5 0.47, 95% CI: 0.27-0.82, p 5 0.008), whereas low expression of the pseudogene, solute carrier family 6 member 10 (SLC6A10P), was associated with longer TTR (HR 5 0.53, 95% CI: 0.30-0.93, p 5 0.027). Notably, TTR was significantly delayed for tumors that simultaneously highly expressed COL2A1 and lowly expressed SLC6A10P (HR 5 0.21, 95% CI: 0.082-0.54, p 5 0.0011), an estimated median of 95 months as compared to an estimated median of 16 months for subjects expressing other levels of COL2A1 and SLC6A10P. Thus, evaluating expression levels of COL2A1 and SLC6A10P at primary surgery could be beneficial for clinically managing recurrence of HGSOC.Deaths from all gynecological malignancies are about 30% but mortality for ovarian cancer is disproportionately high approaching 65%. Epithelial ovarian cancer is a heterogeneous disease with histological subtypes that differ in tissue of origin, genetic profile and outcome.1 High-grade serous ovarian cancer (HGSOC) is the most common subtype and >70% of women are diagnosed at an advanced stage of the disease owing to the lack of reliable early detection tests. Notwithstanding this problem, the standard of care involving tumor debulking surgery followed by adjuvant platinum/taxane-based chemotherapy can lead to a favorable response in 80% of the patients, but unfortunately the rate for recurrence is >70%. While resistance to the primary adjuvant chemotherapy regimen can contribute significantly to early tumor recurrence (<6 months), there is limited information on the mechanisms or genes that could predict for late recurrence. Genomic analysis of serous ovarian cancer has been useful for distinguishing low malignant potential, low-grade and high-grade tumors and these efforts have led to identification of molecular subtypes that can be linked to outcome. 2-7 Several studies on gene profiling of the primary tumor using microarray technology have described potential genes/pathways contributing to chemotherapy resistance and their association with risk stratification/overall survival. [8][9][10][11][12][13][14][15][16][17][18] Unlike the clinical impact...