A combined score of clinical factors and serum proteins can predict time to recurrence in high grade serous ovarian cancer

被引:26
作者
Mysona, David [1 ,2 ]
Pyrzak, Adam [1 ,2 ]
Purohit, Sharad [1 ,3 ]
Zhi, Wenbo [1 ,2 ]
Sharma, Ashok [1 ]
Tran, Lynn [1 ]
Tran, Paul [1 ]
Bai, Shan [1 ]
Rungruang, Bunja [2 ]
Ghamande, Sharad [2 ]
She, Jin-Xiong [1 ,2 ]
机构
[1] Augusta Univ, Ctr Biotechnol & Genom Med, Med Coll Georgia, 1120 15th St, Augusta, GA 30912 USA
[2] Augusta Univ, Med Coll Georgia, Dept Obstet & Gynecol, Augusta, GA 30912 USA
[3] Augusta Univ, Dept Med Lab Imaging & Radiol Sci, Coll Allied Hlth Sci, Augusta, GA 30912 USA
关键词
Ovarian neoplasm; Serum proteomics; Biomarkers; Prognosis; CHALLENGES; MANAGEMENT; PROGNOSIS; CARCINOMA; SURGERY; GROWTH;
D O I
10.1016/j.ygyno.2018.12.015
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective. To investigate the utility of a combined panel of protein biomarkers and clinical factors to predict recurrence in serous ovarian cancer patients. Methods. Women at Augusta University diagnosed with ovarian cancer were enrolled between 2005 and 2015 (n = 71). Blood was drawn at enrollment and follow-up visits. Patient serum collected at remission was analyzed using the SOMAscan array (n = 35) to measure levels of 1129 proteins. The best 26 proteins were confirmed using Luminex assays in the same 35 patients and in an additional 36 patients (n(total) = 71) as orthogonal validation. The data from these 26 proteins was combined with clinical factors using an elastic net multivariate model to find an optimized combination predictive of progression-free survival (PFS). Results. Of the 26 proteins, Brain Derived Neurotrophic Factor and Platelet Derived Growth Factor molecules were significant for predicting PFS on both univariate and multivariate analyses. All 26 proteins were combined with clinical factors using the elastic net algorithm. Ten components were determined to predict PFS (HR of 6.55, p-value 1.12 x CI 2.57-16.71). This model was named the serous high grade ovarian cancer (SHOC) score. Conclusion. The SHOC score can predict patient prognosis in remission. This tool will hopefully lead to early intervention and consolidation therapy strategies in remission patients destined to recur. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:574 / 580
页数:7
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