首页|直肠癌根治术后预防性回肠造口永久化发生的影响因素分析及模型构建

直肠癌根治术后预防性回肠造口永久化发生的影响因素分析及模型构建

Analysis of influencing factors for permanence of prophylactic ileostomy after radical resection of rectal cancer and model construction

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目的 探讨直肠癌根治术后预防性回肠造口永久化发生的影响因素,并构建列线图风险预测模型.方法 320例行直肠癌根治术及预防性回肠造口的患者按照3∶1比例随机分为训练集(240例)和测试集(80例).采用logistic回归分析训练集中直肠癌根治术后预防性回肠造口永久化发生的影响因素,构建直肠癌根治术后预防性回肠造口永久化的列线图预测模型,并采用ROC曲线、校准曲线、临床决策曲线分析模型的预测价值、拟合效果、净获益率.结果 在训练集中,与预防性回肠造口成功还纳的患者相比,预防性回肠造口永久化的患者年龄较大,术前Vaizey评分、癌胚抗原(CEA)水平及肿瘤分期Ⅲ期比例较高,术前血红蛋白水平较低,下切缘距肛门距离较近(P<0.05).术前Vaizey评分≥3.00分、术前血红蛋白水平≤114.50 g/L、术前CEA水平≥5.67 U/mL、术前肿瘤分期Ⅲ期、下切缘距肛门距离≤4.50 cm是直肠癌根治术后预防性回肠造口永久化发生的独立危险因素(P<0.05).基于独立危险因素构建列线图预测模型,训练集列线图模型预测直肠癌根治术后预防性回肠造口永久化发生的AUC为0.942[95%CI(0.912~0.972),P<0.05],其对应的灵敏度、特异度、准确度分别为92.5%、89.5%、82.0%,C指数为0.947.校准曲线结果显示列线图模型拟合效果良好.临床决策曲线表明列线图模型有更多的净获益.结论 术前Vaizey评分和CEA水平增加、血红蛋白水平降低、肿瘤分期较高和下切缘距肛门距离较近是直肠癌根治术后预防性回肠造口永久化发生的独立危险因素;基于此构建的列线图模型对直肠癌根治术后预防性回肠造口永久化的发生具有良好的预测效能.
Objective To explore the factors influencing the permanence of prophylactic ileostomy after radical resection of rectal cancer,and establish a nomogram prediction model.Methods A total of 320 patients underwent radical resection of rectal cancer and prophylactic ileostomy were randomly divided into a training set of 240 cases and a test set of 80 cases by using R software in a ratio of 3∶1.Univariate and multivariate logistic regression were used to analyze the influencing factors for the permanence of prophylactic ileostomy after radical resection of rectal cancer.A nomogram model was constructed for predicting the permanence of prophylactic ileostomy after radical resection of rectal cancer.ROC curve,calibration curve and clinical decision curve were used to analyze the predictive value,fitting effect and net benefit rate of the model.Results Compared to the patients with successful prophylactic ileostomy closure,the patients with permanence of prophylactic ileostomy in the training set were older,and had the higher preoperative Vaizey score,carcinoembryonic antigen(CEA)level and proportion of tumor stage Ⅲ,the lower preoperative hemoglobin level and the closer distance from the lower margin to the anal(P<0.05).The preoperative Vaizey score ≥3.00 points,preoperative hemoglobin level ≤ 114.50 g/L,preoperative CEA level ≥5.67 U/mL,preoperative tumor stage Ⅲ and distance from the lower margin to the anal ≤4.50 cm were the independent risk factors for the permanence of prophylactic ileostomy after radical resection of rectal cancer(P<0.05).The AUC value of predicting the permanence of prophylactic ileostomy after radical resection of rectal cancer in the training set by the nomogram model was 0.942[95%CI(0.912-0.972),P<0.05],with the sensitivity of 92.5%,the specificity of 89.5%and the accuracy of 82.0%.The C index of the nomogram model was 0.947.The results of calibration curve showed that the nomogram model fitted well.The clinical decision curve showed that the nomogram model had more net benefits.Conclusion The increased preoperative Vaizey score and CEA level,decreased hemoglobin level,higher tumor stage and closer distance from the lower margin to the anal are the independent risk factors for the permanence of prophylactic ileostomy after radical resection of rectal cancer.The established nomogram model has a good predictive ability for the permanence of prophylactic ileostomy after radical resection of rectal cancer.

Rectal cancerProphylactic ileostomyNomogram model

王金川、周国佳、张元航、张银旭

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121012 辽宁,锦州医科大学附属第一医院结直肠外科

直肠癌 预防性回肠造口 列线图模型

2024

江苏医药
江苏省人民医院(南京医科大学第一附属医院)

江苏医药

影响因子:0.707
ISSN:0253-3685
年,卷(期):2024.50(5)
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