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基于决策树模型预测影响输尿管软镜钬激光碎石术和体外冲击波碎石术治疗输尿管结石疗效的危险因素

Predicting Risk Factors Affecting the Efficacy of Flexible Ureteral Holmium Laser Lithotripsy and Extracorporeal Shock Wave Lithotripsy for Ureteral Calculi Based on Decision Tree Model.

作者信息

Wu Ben, Wu Li, He Hao, Ding Xiaogui, Bao Tong, Zhou Rui

机构信息

Department of Urology, Anqing Municipal Hospital, 246003 Anqing, Anhui, China.

出版信息

Ann Ital Chir. 2025;96(1):78-85. doi: 10.62713/aic.3702.

Abstract

AIM

To evaluate the efficacy of flexible ureteroscopic lithotripsy (FURL) and extracorporeal shock wave lithotripsy (ESWL) in the treatment of ureteral calculi based on decision tree model.

METHODS

A total of 600 patients with ureteral calculi, including 289 treated with FURL and 311 cases with ESWL in Anqing Municipal Hospital from June 2021 to August 2023, were selected as study subjects. Perioperative indicators and stone clearance rate of the two groups were compared, and the preoperative and postoperative (24 and 72 hours) changes of serum creatinine, cystatin C (Cys-C) and microalbumin were observed. The complications during and 7 days after treatment, the influence of perioperative indexes, total stone removal rate and renal function indexes were analyzed using decision tree method, and a complication risk prediction model was constructed.

RESULTS

The operation time, length of hospital stays and postoperative hematuria time in FURL group were shorter than those in ESWL group (p < 0.001), and the usage of painkillers was less frequent in FURL group than in ESWL group (p = 0.002). The total stone removal rate in the FURL group was higher than that in the ESWL group (p < 0.001). Serum creatinine, urinary microalbumin and Cys-C in both groups were lower before surgery than at 24 h and 72 h after surgery (p < 0.05). Serum creatinine, urinary microalbumin and Cys-C in FURL group were lower than those in the ESWL group at 24 and 72 h after operation (p < 0.001). The overall complication rate in the FURL group was lower than that in the ESWL group (p = 0.028). Decision tree model analysis showed that four explanatory variables, including preoperative creatinine, urinary microalbumin, Cys-C and surgical method were identified by screening. The risk statistic of the model was 0.027, and the accuracy, sensitivity and specificity of the model in predicting postoperative complications in patients with ureteral calculi were 97.33%, 97.73% and 97.30%, respectively.

CONCLUSIONS

FURL has significant advantages over ESWL in the treatment of ureteral calculi, and has less impact on renal function and fewer complications. Preoperative creatinine, urinary microalbumin, Cys-C and surgical methods may adversely influence the occurrence of postoperative complications. These identified factors can be employed to build a decision tree model for predicting the occurrence of postoperative complications.

摘要

目的

基于决策树模型评估输尿管软镜碎石术(FURL)和体外冲击波碎石术(ESWL)治疗输尿管结石的疗效。

方法

选取2021年6月至2023年8月在安庆市立医院治疗的600例输尿管结石患者作为研究对象,其中289例行FURL治疗,311例行ESWL治疗。比较两组患者的围手术期指标和结石清除率,观察术前及术后(24小时和72小时)血清肌酐、胱抑素C(Cys-C)和微量白蛋白的变化。采用决策树方法分析治疗期间及治疗后7天的并发症、围手术期指标的影响、结石总清除率和肾功能指标,并构建并发症风险预测模型。

结果

FURL组的手术时间、住院时间和术后血尿时间均短于ESWL组(p<0.001),FURL组的止痛药使用频率低于ESWL组(p=0.002)。FURL组的结石总清除率高于ESWL组(p<0.001)。两组患者术前血清肌酐、尿微量白蛋白和Cys-C均低于术后24小时和72小时(p<0.05)。术后24小时和72小时,FURL组的血清肌酐、尿微量白蛋白和Cys-C均低于ESWL组(p<0.001)。FURL组的总体并发症发生率低于ESWL组(p=0.028)。决策树模型分析显示,经筛选确定了术前肌酐、尿微量白蛋白、Cys-C和手术方式4个解释变量。模型的风险统计量为0.027,该模型预测输尿管结石患者术后并发症的准确性、敏感性和特异性分别为97.33%、97.73%和97.30%。

结论

FURL在治疗输尿管结石方面比ESWL具有显著优势,对肾功能的影响较小,并发症较少。术前肌酐、尿微量白蛋白、Cys-C和手术方式可能对术后并发症的发生产生不利影响。这些确定的因素可用于构建预测术后并发症发生的决策树模型。

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