Jiang Wei, Wang Huaiming, Zheng Jixiang, Zhao Yandong, Xu Shuoyu, Zhuo Shuangmu, Wang Hui, Yan Jun
Department of General Surgery & Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, P. R. China.
School of Science, Jimei University, Xiamen, Fujian, P. R. China.
Gastroenterol Rep (Oxf). 2022 Oct 31;10:goac058. doi: 10.1093/gastro/goac058. eCollection 2022.
A significant difference in the anastomotic leakage (AL) rate has been observed between patients with locally advanced rectal cancer who have undergone preoperative chemotherapy and those undergoing preoperative chemoradiotherapy. This study aimed to quantitatively analyse collagen structural changes caused by preoperative chemoradiotherapy and illuminate the relationship between collagen changes and AL.
Anastomotic distal and proximal "doughnut" specimens from the Sixth Affiliated Hospital of Sun Yat-sen University (Guangzhou, China) were quantitatively assessed for collagen structural changes between patients with and without preoperative radiotherapy using multiphoton imaging. Then, patients treated with preoperative chemoradiotherapy were used as a training cohort to construct an AL-SVM classifier by the Mann-Whitney test and support vector machine (SVM). An independent test cohort from the Fujian Province Cancer Hospital (Fuzhou, China) was used to validate the AL-SVM classifier.
A total of 207 patients were included from the Sixth Affiliated Hospital of Sun Yat-sen University. The AL rate in the preoperative chemoradiotherapy group (=107) was significantly higher than that in the preoperative chemotherapy group (=100) (21.5% vs 7.0%, =0.003). A fully quantitative analysis showed notable morphological and spatial distribution feature changes in collagen in the preoperative chemoradiotherapy group. Then, the patients who received preoperative chemoradiotherapy were used as a training cohort to construct the AL-SVM classifier based on five collagen features and the tumor distance from the anus. The AL-SVM classifier showed satisfactory discrimination and calibration with areas under the curve of 0.907 and 0.856 in the training and test cohorts, respectively.
The collagen structure may be notably altered by preoperative radiotherapy. The AL-SVM classifier was useful for the individualized prediction of AL in rectal cancer patients undergoing preoperative chemoradiotherapy.
在接受术前化疗的局部晚期直肠癌患者与接受术前放化疗的患者之间,观察到吻合口漏(AL)发生率存在显著差异。本研究旨在定量分析术前放化疗引起的胶原结构变化,并阐明胶原变化与吻合口漏之间的关系。
使用多光子成像技术,对中山大学附属第六医院(中国广州)的吻合口远端和近端“甜甜圈”标本进行定量评估,以分析术前放疗患者与未接受术前放疗患者之间的胶原结构变化。然后,将接受术前放化疗的患者作为训练队列,通过曼-惠特尼检验和支持向量机(SVM)构建AL-SVM分类器。来自福建省肿瘤医院(中国福州)的独立测试队列用于验证AL-SVM分类器。
中山大学附属第六医院共纳入207例患者。术前放化疗组(n = 107)的吻合口漏发生率显著高于术前化疗组(n = 100)(21.5%对7.0%,P = 0.003)。全面定量分析显示,术前放化疗组的胶原在形态和空间分布特征上有明显变化。然后,将接受术前放化疗的患者作为训练队列,基于五个胶原特征和肿瘤距肛门的距离构建AL-SVM分类器。AL-SVM分类器在训练队列和测试队列中的曲线下面积分别为0.907和0.856,显示出令人满意的区分度和校准度。
术前放疗可能会显著改变胶原结构。AL-SVM分类器有助于对接受术前放化疗的直肠癌患者的吻合口漏进行个体化预测。