Department of General Surgery, Nanfang Hospital, Southern Medical University, 1838 North Guangzhou Avenue, Guangzhou, China; Guangdong Key Laboratory of Liver Disease Research, The 3rd Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China.
Guangdong Key Laboratory of Liver Disease Research, The 3rd Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China; Department of Hepatic Surgery, The 3rd Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
EBioMedicine. 2017 Aug;22:78-88. doi: 10.1016/j.ebiom.2017.06.028. Epub 2017 Jul 1.
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, 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.
为了确定 P21 激活激酶(PAK)6 是否是胃癌(GC)的预后和预测标志物,并构建一个可以识别对 5-氟尿嘧啶/奥沙利铂化疗高度敏感的患者亚组的分类器。我们通过免疫组织化学方法,对 242 例石蜡包埋 GC 标本的训练队列中 PAK6、环氧化酶 2、p21、Ki-67、切除修复交叉互补基因 1 和胸苷酸合成酶的表达水平进行了回顾性分析。然后,我们使用支持向量机(SVM)-基于方法开发了一个用于化疗的预测分类器(化疗评分 - CS-SVM 分类器)。在 279 例独立患者的队列中进行了进一步验证。高 PAK6 表达与预后不良和对 5-FU/奥沙利铂化疗的耐药性增加有关。CS-SVM 分类器将 II 期和 III 期 GC 患者分为低 CS-SVM 和高 CS-SVM 组,在化疗患者中,5 年无病生存率(DFS)和总生存率(OS)有显著差异。此外,化疗显著延长了训练和验证队列中高 CS-SVM 患者的 DFS 和 OS。总之,PAK6 是一个独立的预后因素,并增加了化疗耐药性。CS-SVM 分类器区分了亚组的 II 期和 III 期患者,他们将从化疗中获益最大,从而有助于患者咨询和个体化管理。