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

被引:15
|
作者
Zheng, Ruhua [1 ]
Chen, Mengjie [1 ]
Wang, Xuying [3 ]
Li, Bingqiang [3 ]
He, Ting [3 ]
Wang, Lei [1 ]
Xu, Guifang [1 ]
Yao, Yuling [1 ]
Cao, Jun [1 ]
Shen, Yonghua [1 ]
Wang, Yi [1 ]
Zhu, Hao [1 ]
Zhang, Bin [1 ]
Wu, Han [1 ]
Zou, Xiaoping [1 ,2 ]
He, Guoping [3 ]
机构
[1] Nanjing Med Univ, Dept Gastroenterol, Nanjing Drum Tower Hosp, Clin Coll, 321 Zhongshan Rd, Nanjing 210008, Peoples R China
[2] Nanjing Univ, Dept Gastroenterol, Affiliated Drum Tower Hosp, Med Sch, Nanjing, Peoples R China
[3] Ewell Technol Enterprise Inst, Dept Artificial Intelligence, 66 Dongxin Ave, Hangzhou 310053, Peoples R China
基金
中国国家自然科学基金;
关键词
Cholangiopancreatography; endoscopic retrograde; pancreatitis; risk factors; models; statistical; ERCP PANCREATITIS; PREVENTION; CANNULATION; SPHINCTEROTOMY; CLASSIFICATION; MANAGEMENT;
D O I
10.21037/atm-20-5769
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] A new preprocedural predictive risk model for post-endoscopic retrograde cholangiopancreatography pancreatitis: The SuPER model
    Sugimoto, Mitsuru
    Takagi, Tadayuki
    Suzuki, Tomohiro
    Shimizu, Hiroshi
    Shibukawa, Goro
    Nakajima, Yuki
    Takeda, Yutaro
    Noguchi, Yuki
    Kobayashi, Reiko
    Imamura, Hidemichi
    Asama, Hiroyuki
    Konno, Naoki
    Waragai, Yuichi
    Akatsuka, Hidenobu
    Suzuki, Rei
    Hikichi, Takuto
    Ohira, Hiromasa
    ELIFE, 2025, 13
  • [32] PROPHYLAXIS OF POST-ENDOSCOPIC RETROGRADE CHOLANGIOPANCREATOGRAPHY PANCREATITIS: AN UPDATE
    Navajas Serena, S.
    Gala Moreno, I
    Santos Rodriguez, A.
    Garcia Garcia, L.
    Poves Martinez, E.
    REVISTA CASTELLANA DE GASTROENTEROLOGIA, 2021, 36 (04): : 215 - 224
  • [33] Effects of Medications on Post-Endoscopic Retrograde Cholangiopancreatography Pancreatitis
    Li, N.
    Tieng, A.
    Novak, S.
    Fernandes, A.
    Jalal, P. K.
    Akerman, M.
    Sideridis, K.
    Bank, S.
    PANCREATOLOGY, 2010, 10 (2-3) : 238 - 242
  • [34] Pre- and post-procedure risk prediction models for post-endoscopic retrograde cholangiopancreatography pancreatitis
    Park, Chan Hyuk
    Park, Se Woo
    Yang, Min Jae
    Moon, Sung Hoon
    Park, Da Hae
    SURGICAL ENDOSCOPY AND OTHER INTERVENTIONAL TECHNIQUES, 2022, 36 (03): : 2052 - 2061
  • [35] Pharmacological Prevention of Post-Endoscopic Retrograde Cholangiopancreatography Pancreatitis
    Hemant Pande
    Paul J. Thuluvath
    Drugs, 2003, 63 : 1799 - 1812
  • [36] How to Prevent Post-Endoscopic Retrograde Cholangiopancreatography Pancreatitis
    Boskoski, Ivo
    Costamagna, Guido
    GASTROENTEROLOGY, 2020, 158 (08) : 2037 - 2040
  • [37] Post-endoscopic retrograde cholangiopancreatography pancreatitis: Overview and pathophysiology
    Koutroumpakis, Efstratios I.
    Papachristou, Georgios I.
    TECHNIQUES IN GASTROINTESTINAL ENDOSCOPY, 2014, 16 (04) : 150 - 155
  • [38] Post-Endoscopic Retrograde Cholangiopancreatography 2-Hour Amylase Level Is a Useful Predictor of Post-Endoscopic Retrograde Cholangiopancreatography Pancreatitis
    Hayashi, Shiro
    Nishida, Tsutomu
    Amano, Takahiro
    Sakamoto, Aisa
    Otake, Yuriko
    Takagi, Wataru
    Saiki, Hirotsugu
    Kondo, Hisashi
    Urabe, Makiko
    Takahashi, Kei
    Matsubara, Tokuhiro
    Yamamoto, Masashi
    Nakajima, Sachiko
    Fukui, Koji
    Inada, Masami
    GASTROINTESTINAL ENDOSCOPY, 2015, 81 (05) : AB411 - AB411
  • [39] Post-endoscopic retrograde cholangiopancreatography pancreatitis: Risk stratification and appropriate patient selection
    Moran, Robert A.
    Akshintala, Venkata S.
    Singh, Vikesh K.
    TECHNIQUES IN GASTROINTESTINAL ENDOSCOPY, 2014, 16 (04) : 156 - 161
  • [40] Does Intravenous Toradol Lower the Risk for Post-Endoscopic Retrograde Cholangiopancreatography Pancreatitis?
    Al-Hamid, Hussein
    Manatsathit, Wuttiporn
    Chausse, Steve
    Ballout, Hussein
    Barawi, Mohammed
    AMERICAN JOURNAL OF GASTROENTEROLOGY, 2014, 109 : S576 - S576