基于临床特征与胆道引流方式的梗阻性黄疸患者术后胆道感染预测模型构建

Construction of a predictive model for postoperative biliary tract infection in patients with obstructive jaundice based on clinical characteristics and biliary drainage methods

  • 摘要:
    目的 基于临床特征与胆道引流方式探究梗阻性黄疸(OJ)患者胆道引流术后胆道感染(BTI)的危险因素,并构建和验证其风险预测列线图模型。
    方法 研究对象为2020年1月-2025年1月于宁波市中医院肝胆外科治疗的168例OJ患者,根据经胆道引流术后BTI情况分为非感染组(n=97)和感染组(n=71)。通过lasso回归及logistic回归分析探究OJ患者术后发生BTI的危险因素;采用R 4.2.6语言“rms”包构建列线图模型,并通过绘制决策曲线、校准曲线、受试者工作特征(ROC)曲线评价模型的有效性、校准度及区分度。
    结果 糖尿病病史(OR=3.314)、引流方式(经皮肝穿刺胆道引流术, OR=2.666)、术前黄疸时间(OR=2.920)、碱性磷酸酶(OR=1.064)、总胆红素(OR=1.028)、NLR(OR=1.110)及高位胆道梗阻(OR=4.770)是OJ患者术后BTI的危险因素(P<0.05)。通过logistic回归分析模型的feature_importances_功能计算得到危险因素重要性排名依次为:高位胆道梗阻、引流方式、术前黄疸时间、糖尿病病史、NLR、总胆红素及碱性磷酸酶。基于以上7个危险因素构建OJ患者术后发生BTI的风险预测列线图模型,模型的ROC曲线下面积(AUC)为0.851,一致性指数为0.849;决策曲线提示模型具有较好预测效能的概率阈值为0.050~0.920;模型的校准曲线和理想曲线基本重合。
    结论 OJ患者术后发生BTI的危险因素有糖尿病病史、引流方式、术前黄疸时间、碱性磷酸酶、总胆红素、NLR及高位胆道梗阻等,构建的OJ患者术后发生BTI的列线图模型的预测性能较好。

     

    Abstract:
    OBJECTIVE To investigate the risk factors for biliary tract infection (BTI) after biliary drainage in patients with obstructive jaundice (OJ) based on clinical characteristics and biliary drainage methods, and to construct and validate a nomogram model for risk prediction.
    METHODS A total of 168 patients with OJ treated in the Hepatobiliary Surgery Department of Ningbo Municipal Hospital of TCM from Jan. 2020 to Jan. 2025 were included as study subjects. They were divided into a non-infected group (n=97) and an infected group (n=71) based on the occurrence of BTI after biliary drainage. Lasso regression and logistic regression analysis were used to explore the risk factors for BTI after surgery in patients with OJ. The "rms" package in R programming language version 4.2.6 was used to construct the nomogram model, and decision curves, calibration curves and receiver operating characteristic (ROC) curves were plotted to evaluate the model's effectiveness, calibration and discrimination.
    RESULTS Diabetes history (OR=3.314), drainage method (percutaneous transhepatic cholangial drainage, OR=2.666), preoperative jaundice duration (OR=2.920), alkaline phosphatase (OR=1.064), total bilirubin (OR=1.028), NLR (OR=1.110) and high biliary obstruction (OR=4.770) were identified as risk factors for BTI after surgery in patients with OJ (P < 0.05). The importance of these risk factors, ranked by the feature_importances_ function of the logistic regression model, was as follows: high biliary obstruction, drainage method, preoperative jaundice duration, diabetes history, NLR, total bilirubin and alkaline phosphatase. Based on these seven risk factors, a nomogram model for predicting BTI risk after surgery in patients with OJ was constructed. The area under the ROC curve (AUC) of the model was 0.851, with a concordance index of 0.849. The decision curve suggested that the model had good predictive performance within a probability threshold range of 0.050 to 0.920. The calibration curve of the model closely aligned with the ideal curve.
    CONCLUSIONS The risk factors for BTI after surgery in patients with OJ include diabetes history, drainage method, preoperative jaundice duration, alkaline phosphatase, total bilirubin, NLR and high biliary obstruction. The constructed nomogram model for predicting BTI after surgery in patients with OJ demonstrates good predictive performance.

     

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