4.7 Article

Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy

期刊

EBIOMEDICINE
卷 22, 期 -, 页码 78-88

出版社

ELSEVIER
DOI: 10.1016/j.ebiom.2017.06.028

关键词

Gastric cancer; p21-activated kinase 6; 5-FU/oxaliplatin chemotherapy; SVM classifier; Nomogram

资金

  1. National Natural Science Foundation of China [81672446, 81600510, 81370575, 81570593]
  2. Natural Science Foundation of Guangdong Province [2014A030313131]
  3. Science and Technology Planning Project of Guangzhou [2014B020228003, 2014B030301041, 2015A030312013]
  4. Science and Technology Program of Guangzhou [201508020262, 201400000001-3]
  5. National Health and Family Planning Commission of China [201402015, 201502039]
  6. Public welfare in Health Industry

向作者/读者索取更多资源

To determine whether p21-activated Kinase (PAK) 6 is a prognostic and predictivemarker in gastric cancer (GC) and to construct a classifier that can identify a subset of patients who are highly sensitive to 5-fluorouracil/ oxaliplatin chemotherapy. We retrospectively analyzed the expression levels of PAK6, cyclooxygenase 2, p21WAF1, Ki-67, excision repair cross-complementing gene 1, and thymidylate synthase in 242 paraffin-embedded GC specimens of the training cohort by immunohistochemistry. Then, we used support vector machine (SVM)-basedmethods to develop a predictive classifier for chemotherapy (chemotherapy score -CS-SVM classifier). Further validation was performed in an independent cohort of 279 patients. High PAK6 expression was associated with poor prognosis and increased chemoresistance to 5-FU/oxaliplatin chemotherapy. The CS-SVM classifier distinguished patients with stage II and III GC into low-and high-CS-SVM groups, with significant differences in the 5-year disease-free survival (DFS) and overall survival (OS) in chemotherapy patients. Moreover, chemotherapy significantly prolonged the DFS and OS of the high CS-SVMpatients in the training and validation cohorts. In conclusion, PAK6 was an independent prognostic factor and increased chemoresistance. The CS-SVM classifier distinguished a subgroup of stage II and III patientswhowould highly benefit fromchemotherapy, thus facilitating patient counseling and individualizing the management. (C) 2017 The Authors. Published by Elsevier B.V.

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