Cargando…

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

To determine whether p21-activated Kinase (PAK) 6 is a prognostic and predictive marker 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 o...

Descripción completa

Detalles Bibliográficos
Autores principales: Jiang, Yuming, Liu, Wei, Li, Tuanjie, Hu, Yanfeng, Chen, Sile, Xi, Sujuan, Wen, Yajia, Huang, Lei, Zhao, Liying, Xiao, Cuicui, Huang, Xiaohui, Han, Zhen, Liu, Hao, Qi, Xiaolong, Yang, Yang, Yu, Jiang, Cai, Shirong, Li, Guoxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5552213/
https://www.ncbi.nlm.nih.gov/pubmed/28687498
http://dx.doi.org/10.1016/j.ebiom.2017.06.028
_version_ 1783256432025534464
author Jiang, Yuming
Liu, Wei
Li, Tuanjie
Hu, Yanfeng
Chen, Sile
Xi, Sujuan
Wen, Yajia
Huang, Lei
Zhao, Liying
Xiao, Cuicui
Huang, Xiaohui
Han, Zhen
Liu, Hao
Qi, Xiaolong
Yang, Yang
Yu, Jiang
Cai, Shirong
Li, Guoxin
author_facet Jiang, Yuming
Liu, Wei
Li, Tuanjie
Hu, Yanfeng
Chen, Sile
Xi, Sujuan
Wen, Yajia
Huang, Lei
Zhao, Liying
Xiao, Cuicui
Huang, Xiaohui
Han, Zhen
Liu, Hao
Qi, Xiaolong
Yang, Yang
Yu, Jiang
Cai, Shirong
Li, Guoxin
author_sort Jiang, Yuming
collection PubMed
description To determine whether p21-activated Kinase (PAK) 6 is a prognostic and predictive marker 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, p21(WAF1), 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)–based methods 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-SVM patients 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 patients who would highly benefit from chemotherapy, thus facilitating patient counseling and individualizing the management.
format Online
Article
Text
id pubmed-5552213
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-55522132017-08-22 Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy Jiang, Yuming Liu, Wei Li, Tuanjie Hu, Yanfeng Chen, Sile Xi, Sujuan Wen, Yajia Huang, Lei Zhao, Liying Xiao, Cuicui Huang, Xiaohui Han, Zhen Liu, Hao Qi, Xiaolong Yang, Yang Yu, Jiang Cai, Shirong Li, Guoxin EBioMedicine Research Paper To determine whether p21-activated Kinase (PAK) 6 is a prognostic and predictive marker 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, p21(WAF1), 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)–based methods 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-SVM patients 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 patients who would highly benefit from chemotherapy, thus facilitating patient counseling and individualizing the management. Elsevier 2017-07-01 /pmc/articles/PMC5552213/ /pubmed/28687498 http://dx.doi.org/10.1016/j.ebiom.2017.06.028 Text en © 2017 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Paper
Jiang, Yuming
Liu, Wei
Li, Tuanjie
Hu, Yanfeng
Chen, Sile
Xi, Sujuan
Wen, Yajia
Huang, Lei
Zhao, Liying
Xiao, Cuicui
Huang, Xiaohui
Han, Zhen
Liu, Hao
Qi, Xiaolong
Yang, Yang
Yu, Jiang
Cai, Shirong
Li, Guoxin
Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title_full Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title_fullStr Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title_full_unstemmed Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title_short Prognostic and Predictive Value of p21-activated Kinase 6 Associated Support Vector Machine Classifier in Gastric Cancer Treated by 5-fluorouracil/Oxaliplatin Chemotherapy
title_sort prognostic and predictive value of p21-activated kinase 6 associated support vector machine classifier in gastric cancer treated by 5-fluorouracil/oxaliplatin chemotherapy
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5552213/
https://www.ncbi.nlm.nih.gov/pubmed/28687498
http://dx.doi.org/10.1016/j.ebiom.2017.06.028
work_keys_str_mv AT jiangyuming prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT liuwei prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT lituanjie prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT huyanfeng prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT chensile prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT xisujuan prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT wenyajia prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT huanglei prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT zhaoliying prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT xiaocuicui prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT huangxiaohui prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT hanzhen prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT liuhao prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT qixiaolong prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT yangyang prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT yujiang prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT caishirong prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy
AT liguoxin prognosticandpredictivevalueofp21activatedkinase6associatedsupportvectormachineclassifieringastriccancertreatedby5fluorouraciloxaliplatinchemotherapy