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内镜逆行胰胆管造影术后胰腺炎风险预测模型及评分系统的开发与验证

Development and validation of a risk prediction model and scoring system for post-endoscopic retrograde cholangiopancreatography pancreatitis.

作者信息

Zheng Ruhua, Chen Mengjie, Wang Xuying, Li Bingqiang, He Ting, Wang Lei, Xu Guifang, Yao Yuling, Cao Jun, Shen Yonghua, Wang Yi, Zhu Hao, Zhang Bin, Wu Han, Zou Xiaoping, He Guoping

机构信息

Department of Gastroenterology, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, China.

Department of Artificial intelligence, Ewell Technology Enterprise Institute, Hangzhou, China.

出版信息

Ann Transl Med. 2020 Oct;8(20):1299. doi: 10.21037/atm-20-5769.

Abstract

BACKGROUND

A few models have been proposed for the prediction of the risk of post-endoscopic retrograde cholangiopancreatography pancreatitis (PEP), but many include factors that are not assessed routinely. Herein, we intend to develop and validate a predictive model for the occurrence of PEP.

METHODS

Data of patients who underwent endoscopic retrograde cholangiopancreatography (ERCP) from January 01, 2016 to May 16, 2019 (training set and internal test set) and from May 17, 2019 to December 25, 2019 (external test set) were retrospectively collected. The performance of the model was validated in the two validation cohorts.

RESULTS

A total of 342 patients were included for the external test set, and 47 (13.7%) developed PEP. The variables included in the scoring system were gastrectomy history, high direct bilirubin (DBIL), high albumin (ALB), villous type of papillary orifice, nodular type of papillary orifice, pancreatic guidewire passages, precut sphincterotomy, and high operator experience. A total score >5 indicated high risk. In the external test set, the area under the curve (AUC) was 0.718, the sensitivity was 0.723, and the specificity was 0.676. In the external test set, the probability of PEP was 6.1%, 17.0%, and 37.5% in patients with low (<0), moderate (0-5), and high (>5) risk scores, respectively.

CONCLUSIONS

This study established a scoring system for predicting the risk of PEP using routinely measured clinical variables. Its application in routine work warrants further investigation.

摘要

背景

已经提出了一些模型用于预测内镜逆行胰胆管造影术后胰腺炎(PEP)的风险,但许多模型包含的因素并非常规评估项目。在此,我们旨在开发并验证一种预测PEP发生的模型。

方法

回顾性收集了2016年1月1日至2019年5月16日(训练集和内部测试集)以及2019年5月17日至2019年12月25日(外部测试集)接受内镜逆行胰胆管造影(ERCP)的患者数据。该模型的性能在两个验证队列中进行了验证。

结果

外部测试集共纳入342例患者,其中47例(13.7%)发生了PEP。评分系统纳入的变量包括胃切除术史、高直接胆红素(DBIL)、高白蛋白(ALB)、乳头开口绒毛状、乳头开口结节状、胰管导丝插入次数、预切开括约肌切开术以及术者经验丰富。总分>5表示高风险。在外部测试集中,曲线下面积(AUC)为0.718,敏感性为0.723,特异性为0.676。在外部测试集中,低风险(<0)、中度风险(0 - 5)和高风险(>5)评分的患者发生PEP的概率分别为6.1%、17.0%和37.5%。

结论

本研究建立了一种使用常规测量的临床变量预测PEP风险的评分系统。其在日常工作中的应用值得进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3112/7661903/3c277507d7fe/atm-08-20-1299-f1.jpg

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