Construction and verification of prediction model and treatment strategy for shunt loss after portal hypertension TIPS
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摘要:
目的 明确门静脉高压患者行经颈静脉门体分流术(TIPS)术后分流道失功的影响因素,构建并验证临床预测模型,并针对不同类型的分流道失功制定相应的处理对策,为患者提供合理的治疗方案。 方法 回顾性分析2020年1月—2024年12月在蚌埠医科大学第一附属医院介入科接受TIPS治疗的120例门静脉高压患者的临床资料。根据术后随访结果分为分流道失功组(35例)和未失功组(85例)。将差异有统计学意义的变量纳入多因素logistic回归分析,分析影响分流道失功的独立危险因素,并基于此构建预测模型。通过ROC曲线评估模型区分度;针对不同类型的分流道失功提出相应处理对策。 结果 多因素logistic回归分析表明,抗凝治疗(OR=15.754, P=0.030)、门静脉血栓(OR=0.052, P=0.008)及门静脉穿刺部位(OR=0.064, P=0.007)为TIPS术后分流道失功的独立影响因素。构建模型的ROC曲线下面积(95% CI)为0.933(0.882~0.983),最佳界值为0.866,此时灵敏度为0.894, 特异度为0.971。 结论 抗凝治疗、门静脉血栓及门静脉穿刺部位是TIPS术后分流道失功的独立影响因素,据此构建的预测模型可帮助临床医生早期进行风险分层并采取干预措施。 Abstract:Objective To identify the risk factors of shunt dysfunction after transjugular intrahepatic portosystemic shunt (TIPS) in patients with portal hypertension, to construct and verify the clinical prediction model, and to formulate corresponding countermeasures for different types of shunt dysfunction, so as to provide reasonable treatment for patients. Methods The clinical data of 120 patients who underwent TIPS in the interventional department of the First Affiliated Hospital of Bengbu Medical University from January 2020 to December 2024 were retrospectively analyzed. Subsequent to the surgical procedure, the subjects were categorized into two distinct groups, namely the shunt dysfunction group and the non-dysfunction group, with the respective numbers amounting to 35 and 85 cases. Variables with significant differences were included in multivariate logistic regression analysis to determine the independent risk factors, and a prediction model was constructed based on this. The discrimination capacity of the model was evaluated by means of the ROC curve. Finally, the corresponding countermeasures are proposed for the various types of shunt failure. Results Multivariate logistic regression analysis demonstrated that anticoagulation therapy (OR=15.754, P=0.030), portal vein thrombosis (OR=0.052, P=0.008) and portal vein puncture site (OR=0.064, P=0.007) were independent influencing factors for shunt dysfunction after TIPS. The area under the ROC curve (95% CI) of the constructed model was 0.933 (0.882-0.983), and the corresponding optimal cut-off value was 0.866. The sensitivity was 0.894, and the specificity was 0.971. Conclusion Therapy, portal vein thrombosis and portal vein puncture site are independent influencing factors of shunt dysfunction after TIPS. The prediction model constructed accordingly has the potential to assist clinicians in the early identification of risks and the implementation of intervention measures. -
表 1 分流道失功组与未失功组门静脉高压患者各项目比较
Table 1. Comparison of parameters between shunt dysfunction and non-dysfunction groups in portal hypertension patients
项目 分流道失功组(n=35) 未失功组(n=85) 统计量 P值 年龄(x±s,岁) 55.26±11.29 56.58±11.00 0.593a 0.555 性别[例(%)] 0.048b 0.827 男性 24(68.57) 60(70.59) 女性 11(31.43) 25(29.41) 白蛋白(x±s,g/dL) 30.95±6.35 31.85±6.50 0.696a 0.488 总胆红素[M(P25, P75), mg/dL] 19.30(14.50, 24.10) 21.50(14.60, 30.50) -0.546c 0.585 肌酐[M(P25, P75), mmol/L] 61.00(55.30, 72.60) 62.30(51.95, 74.70) -0.387c 0.699 PT[M(P25, P75), s] 15.30(14.60, 17.00) 15.80(14.30, 17.50) -0.332c 0.740 AST[M(P25, P75), U/L] 35.80(25.00, 53.00) 33.00(22.00, 42.95) -1.588c 0.112 ALT[M(P25, P75), U/L] 28.10(19.00, 47.00) 29.30(19.00, 43.50) -0.447c 0.655 PLT[M(P25, P75), ×109/L] 92.00(60.00, 146.00) 76.00(48.50, 107.50) -1.432c 0.152 WBC[M(P25, P75), ×109/L] 5.77(3.63, 9.67) 4.90(2.95, 8.41) -1.365c 0.172 INR[M(P25, P75)] 1.29(1.19, 1.46) 1.33(1.22, 1.49) -0.921c 0.357 糖尿病[例(%)] 97.895b < 0.001 否 1(2.86) 81(95.29) 是 34(97.14) 4(4.71) 腹水[例(%)] 1.522b 0.217 否 13(37.14) 22(25.88) 是 22(62.86) 63(74.12) 门静脉血栓[例(%)] 89.538b < 0.001 否 2(5.71) 80(94.12) 是 33(94.29) 5(5.88) 抗凝治疗[例(%)] 97.895b < 0.001 否 34(97.14) 4(4.71) 是 1(2.86) 81(95.29) 脾切除(栓塞)史[例(%)] 85.984b < 0.001 否 2(5.71) 79(92.94) 是 33(94.29) 6(7.06) 门静脉穿刺部位[例(%)] 85.984b < 0.001 非右支 2(5.71) 79(92.94) 右支 33(94.29) 6(7.06) CT静脉曲张kim分级[M(P25, P75),级] 3.00(3.00, 3.00) 3.00(3.00, 3.00) -0.216c 0.829 Child分级[M(P25, P75),级] 2.00(2.00, 2.00) 2.00(2.00, 2.00) -0.422c 0.673 注:a为t值,b为χ2值,c为Z值。 表 2 门静脉高压患者TIPS术后分流道失功影响因素的logistic回归分析
Table 2. Logistic regression analysis of factors influencing shunt dysfunction after TIPS in patients with portal hypertension
变量 B SE Waldχ2 P值 OR值 95% CI 抗凝治疗 2.757 1.274 4.683 0.030 15.754 1.297~191.387 门静脉血栓 -2.957 1.106 7.143 0.008 0.052 0.006~0.455 门静脉穿刺部位 -2.749 1.011 7.397 0.007 0.064 0.009~0.464 截距 2.610 1.204 4.700 0.030 13.597 1.285~143.904 -
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