临床外科杂志 ›› 2026, Vol. 34 ›› Issue (2): 145-149.doi: 10.3969/j.issn.1005-6483.20250084

• 论著 • 上一篇    下一篇

基于Cox回归联合风险评分构建食管癌病人术后吻合口漏的预测模型

  

  1. 250022  山东济南,山东第一医科大学附属省立医院胸外食管外科
  • 收稿日期:2025-01-22 接受日期:2025-01-22 出版日期:2026-02-25 发布日期:2026-02-25
  • 通讯作者: 孔雪,Email:123536498@qq.com

A predictive model for anastomotic leakage in patients with esophageal cancer after surgery was constructed based on Cox regression combined with risk scoring

  1. Department of Thoracic and Esophageal Surgery,Shandong Provincial Hospital Affiliated to Shandong First Medical University,Shandong,Jinan 250022,China
  • Received:2025-01-22 Accepted:2025-01-22 Online:2026-02-25 Published:2026-02-25

摘要: 目的 构建基于Cox回归联合风险评分构建食管癌病人术后吻合口漏的预测模型。方法 2023年2月~2024年6月治疗的食管癌手术病人380例,按照8∶2比例分为训练集(304例)和验证集(76例)。以训练集数据为基础,依据病人术后吻合口漏发生情况分为观察组(吻合口漏,38例)、对照组(无吻合口漏,266例),收集两组病人人口学资料、手术方式、吻合口漏发生时间、胃肠减压时间、淋巴结清扫数量等。采用单因素及Cox回归分析确定各变量与术后吻合口漏的关系,利用R软件构建列线图模型,进行内部验证,确定用于术后3天内、5天内吻合口漏的区分度、校准度。结果 本研究共纳入术后发生吻合口漏病人49例(12.9%);训练集病人术后吻合口漏38例(12.5%),验证集11例(14.5%)。单因素分析显示,观察组和对照组年龄、合并糖尿病、肿瘤直径、肺部感染、术前放化疗、术前靶向药物治疗、胃肠减压时间、淋巴结清扫数量比较差异有统计学意义(P<0.05)。Cox回归分析显示,肺部感染、年龄、术前靶向治疗、术前放化疗、合并糖尿病、胃肠减压时间、肿瘤直径是食管癌病人术后吻合口漏的影响因素(P<0.05)。训练集预测模型的ROC曲线下面积为0.94(0.91~0.98),验证集预测模型为0.97(0.92~0.99),两个数据集预测模型显示,模型区分度、校准度良好。结论 构建并验证了基于Cox回归分析的食管癌术后吻合口漏风险预测模型,模型考虑了肺部感染、年龄、术前靶向治疗、术前放化疗、合并糖尿病、胃肠减压时间及肿瘤直径等多个临床相关因素。通过列线图模型的直观展示,使得风险评估对医生和病人都更加容易理解,从而有助于临床决策的制定。

关键词: 食管癌, 吻合口漏, 预测模型, Cox回归, 风险评分模型

Abstract: Objective To construct a predictive model for postoperative anastomotic leakage in esophageal cancer patients based on Cox regression combined with risk scoring.Methods A retrospective analysis was conducted on the data of 380 esophageal cancer patients who underwent surgery at our hospital from February 2023 to June 2024.The patients were divided into a training set (n=304) and a validation set (n=76) in an 8∶2 ratio.Based on the training set data,the patients were divided into an observation group (stomal leak,n=38) and a control group (no anastomotic leakage,n=266) according to the occurrence of postoperative anastomotic leakage.The demographic data,surgical methods,time of anastomotic fistula,time of gastrointestinal decompression,and number of lymph node dissection were collected from both groups.Univariate and Cox regression analysis was used to determine the relationship between each variable and postoperative anastomotic fistula,and a nomogram model was constructed using R software for internal verification to determine the discrimination and calibration for anastomotic leakage within 3 days and 5 days after the operation.Results A total of 49 patients (12.9%) with anastomotic leakage after surgery were included in this study.There were 38 cases (12.5%) of postoperative anastomotic leakage in the training set and 11 cases (14.5%) in the validation set.Univariate analysis showed that the differences in age,diabetes comorbidity,tumor diameter,pulmonary infection,preoperative chemoradiotherapy,preoperative targeted drug therapy,duration of gastrointestinal decompression,and number of lymph nodes dissected between the observation group and the control group were statistically significant (P<0.05).Cox regression analysis revealed that pulmonary infection,age,preoperative targeted therapy,preoperative chemoradiotherapy,diabetes,duration of gastrointestinal decompression,and tumor diameter were influencing factors for postoperative anastomotic leak in esophageal cancer patients (P<0.05).The area under the ROC curve of the training set prediction model was 0.94 (0.91~0.98),and the validation set was 0.97 (0.92~0.99),The two datasets prediction models show good model discrimination and calibration.Conclusion We constructed and validated the risk prediction model of anastomotic fistula after esophageal cancer based on Cox regression analysis,and systematically considered several clinically relevant factors including pulmonary infection,age,targeted therapy before surgery,preoperative chemoradiotherapy,diabetes,time of gastrointestinal decompression,and tumor diameter.The intuitive presentation of the nomogram model makes the risk assessment more understandable to both doctors and patients,thus contributing to the clinical decision making.

Key words: esophageal cancer, anastomotic fistula, prediction model, Cox regression, risk score model

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