肝外胆管囊肿的新分类和腹腔镜治疗。

IF 2.6 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Clinics and research in hepatology and gastroenterology Pub Date : 2024-07-01 DOI:10.1016/j.clinre.2024.102413
Meng Tao , Xiaojun Wang , Jing Han , Li Cao , Jianwei Li , Shuguo Zheng
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引用次数: 0

摘要

背景:之前的分型方法无法预测肝外胆管囊肿(ECC)手术的复杂性。本研究旨在通过对成像结果进行聚类,为 ECC 建立一个新的分类系统。此外,该研究还试图比较已确定的 ECC 类型之间的差异,并评估手术难度:方法:通过 K 均值聚类分析对 124 例患者的成像数据进行自动分组。方法:通过 K均值聚类分析对 124 例患者的成像数据进行自动分组,并根据新分组的特征进行修正和干预,以建立新的分类。根据不同类型分析了人口统计学数据、临床表现、手术参数、并发症、再次手术和预后指标。此外,还对导致手术时间延长的因素进行了评估:新的 ECC 分类系统:A型(上段)、B型(中段)、C型(下段)和D型(整个胆管)。合并症(结石或感染)的发生率有显著差异(P=0.000,P=0.002)。此外,术后胆管炎的发生率差异也有统计学意义(P=0.046)。各组之间的手术时间有明显差异(P=0.001)。年龄、体重指数大于 30、分级和合并结石与手术时间延长有显著相关性(P=0.002、P=0.000、P=0.011、P=0.011):总之,我们利用机器学习驱动的聚类分析建立了一种新的肝外胆道扩张分型。这种分类方法与年龄、合并结石发生率和肥胖等因素相结合,对腹腔镜胆总管囊肿手术的复杂性产生了重大影响,为改进手术治疗提供了宝贵的见解。
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A new classification and laparoscopic treatment of extrahepatic choledochal cyst

Background

Prior typing methods fail to provide predictive insights into surgical complexities for extrahepatic choledochal cyst (ECC). This study aims to establish a new classification system for ECC through clustering of imaging results. Additionally, it seeks to compare the differences among the identified ECC types and assess the levels of surgical difficulty.

Methods

The imaging data of 124 patients were automatically grouped through a K-means clustering analysis. According to the characteristics of the new grouping, corrections and interventions were carried out to establish a new classification. Demographic data, clinical presentations, surgical parameters, complications, reoperation, and prognostic indicators were analyzed according to different types. Factors contributing to prolonged surgical time were also evaluated.

Results

A new classification system of ECC: Type A (upper segment), Type B (middle segment), Type C (lower segment), and Type D (entire bile duct). The incidences of comorbidities (calculus or infection) were significantly different (P = 0.000, P = 0.002). Additionally, variations in the incidence of postoperative biliary stricture were statistically significant (P = 0.046). The operative time was significantly different between groups (P = 0.001). Age, BMI > 30, classification, and the presence of combined stones exhibit a significant association with prolonged operative time (P = 0.002, P = 0.000, P = 0.011, P = 0.011).

Conclusion

In conclusion, our utilization of machine learning-driven cluster analysis has enabled the creation of a novel extrahepatic biliary dilatation typology. This classification, in conjunction with factors like age, combined stone occurrence, and obesity, significantly influences the complexity of laparoscopic choledochal cyst surgery, offering valuable insights for improved surgical treatment.

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来源期刊
CiteScore
4.30
自引率
3.70%
发文量
198
审稿时长
42 days
期刊介绍: Clinics and Research in Hepatology and Gastroenterology publishes high-quality original research papers in the field of hepatology and gastroenterology. The editors put the accent on rapid communication of new research and clinical developments and so called "hot topic" issues. Following a clear Editorial line, besides original articles and case reports, each issue features editorials, commentaries and reviews. The journal encourages research and discussion between all those involved in the specialty on an international level. All articles are peer reviewed by international experts, the articles in press are online and indexed in the international databases (Current Contents, Pubmed, Scopus, Science Direct). Clinics and Research in Hepatology and Gastroenterology is a subscription journal (with optional open access), which allows you to publish your research without any cost to you (unless you proactively chose the open access option). Your article will be available to all researchers around the globe whose institution has a subscription to the journal.
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