Establishment and evaluation of risk nomgram model for in-stent restenosis after stent implantation in metaphase and advanced oesophageal carcinoma
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摘要:
目的 通过分析中晚期食管癌患者支架置入术后支架内再狭窄(in-stent restenosis,ISR)发生的相关影响因素,建立并评估个体化预测中晚期食管癌患者支架置入术后ISR发生风险的列线图模型。 方法 选取2015年5月—2019年6月在瑞安市人民医院消化内科确诊并住院行支架置入术治疗的中晚期食管癌患者160例为研究对象,并根据中晚期食管癌患者支架置入术后ISR的发生与否将研究对象分为术后ISR组(26例)和非术后ISR组(134例)。采用logistic回归模型分析中晚期食管癌患者支架置入术后ISR的独立危险因素。应用列线图在线网站绘制预测中晚期食管癌患者支架置入术后ISR发生风险的列线图模型。采用ROC曲线、校准曲线及Hosmer-Lemeshow拟合优度检验评估列线图模型进行验证。 结果 Logistic回归模型显示,年龄大、合并食管瘘、临床分期为Ⅳ期是中晚期食管癌患者支架置入术后ISR发生的独立危险因素(均P<0.05),支架置入术后接受放射治疗是中晚期食管癌患者支架置入术后ISR发生的保护因素(P<0.05)。ROC曲线结果显示,预测中晚期食管癌患者支架置入术后ISR发生风险的AUC为0.869。校准曲线为斜率接近1的直线,Hosmer-Lemeshow拟合优度检验χ2=5.661,P=0.685。 结论 本研究基于年龄、支架置入术后接受放射治疗、合并食管瘘、临床分期这4项独立影响因素构建的预测中晚期食管癌支架置入术后ISR风险的列线图模型,具有良好的区分度与准确度。 Abstract:Objective To analyse the related factors of in-stent restenosis (ISR) after stent implantation in patients with metaphase and advanced oesophageal carcinoma and to establish and evaluate an individual nomogram model for predicting the risk of ISR. Methods From May 2015 to June 2019, 160 patients with metaphase and advanced oesophageal carcinoma who were diagnosed and hospitalised for stent implantation in the Department of Gastroenterology in Ruian People's Hospital were selected as participants. According to the occurrence of ISR after stent implantation, the patients were divided into post-operative ISR group (n=26) and non-postoperative ISR group (n=134). A logistic regression model was used to analyse the independent risk factors of ISR after stent implantation. A nomogram model for predicting the risk of ISR after stent implantation was developed using nomogram online website. The receiver operating characteristic curve (ROC), calibration curve and Hosmer-Lemeshow goodness-of-fit test were used to evaluate the nomogram model. Results The logistic regression model showed that age, oesophageal fistula and clinical stage were independent risk factors for ISR after stent implantation in patients with metaphase and advanced oesophageal carcinoma (all P < 0.05), and radiotherapy after stent implantation was a protective factor for ISR risk (P < 0.05). ROC results showed that the area under the curve (AUC) for predicting the risk of ISR after stent implantation was 0.869. The calibration curve was a straight line with a slope close to 1, and Hosmer-Lemeshow goodness-of-fit test showed χ2=5.661, P=0.685. Conclusion Based on age, radiotherapy after stent implantation, oesophageal fistula and clinical stage, the nomogram model for predicting the risk of ISR after stent implantation for metaphase and advanced oesophageal carcinoma has good discrimination and accuracy. -
表 1 2组中晚期食管癌患者临床相关指标比较
组别 例数 年龄(x±s,岁) 性别(男/女,例) BMI (x±s) 支架置入术后接受放射治疗[例(%)] 合并食管瘘[例(%)] 病变长度(x±s,cm) 临床分期[例(%)] 病变部位[例(%)] Ⅲ期 Ⅳ期 胸中段 其他 术后ISR组 26 60.32±1.83 16/10 21.91±1.76 7(26.92) 18(69.23) 5.33±1.12 6(23.08) 20(76.92) 17(65.38) 9(34.62) 非术后ISR组 134 59.11±1.95 73/61 22.13±1.59 72(53.73) 49(36.57) 4.95±1.08 72(53.73) 62(46.27) 54(40.30) 80(59.70) 统计量 2.923a 0.440b 0.634a 6.261b 9.545b 1.632a 8.190b 5.552b P值 0.004 0.507 0.527 0.012 0.002 0.105 0.004 0.018 注:a为t值,b为χ2值。 表 2 中晚期食管癌支架置入术后ISR发生的影响因素分析
项目 B SE Wald χ2 P值 OR值 95%CI 年龄 1.027 0.302 11.561 0.001 2.794 1.545~5.052 支架置入术后接受放射治疗 -2.758 0.924 8.901 0.003 0.063 0.010~0.388 合并食管瘘 3.700 1.146 10.419 0.001 40.460 4.278~382.667 临床分期 2.229 0.909 6.009 0.014 9.288 1.563~55.182 -
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