Development and validation of a risk prediction score for severe acute pancreatitis

被引:55
作者
Hong, Wandong [1 ]
Lillemoe, Keith D. [2 ]
Pan, Shuang [1 ]
Zimmer, Vincent [3 ,4 ]
Kontopantelis, Evangelos [5 ,6 ]
Stock, Simon [7 ]
Zippi, Maddalena [8 ]
Wang, Chao [9 ]
Zhou, Mengtao [10 ]
机构
[1] Wenzhou Med Univ, Affiliated Hosp 1, Dept Gastroenterol & Hepatol, Wenzhou 325000, Zhejiang, Peoples R China
[2] Harvard Med Sch, Massachusetts Gen Hosp, Dept Surg, Boston, MA 02114 USA
[3] Saarland Univ, Med Ctr, Dept Med 2, D-66424 Homburg, Germany
[4] Marienhausklin St Josef Kohlhof, Dept Med, D-66539 Neunkirchen, Germany
[5] Univ Manchester, Fac Biol Med & Hlth, Div Informat Imaging & Data Sci, Manchester M13 9GB, Lancs, England
[6] Univ Manchester, Ctr Primary Care & Hlth Serv Res, NIHR Sch Primary Care Res, Manchester, Lancs, England
[7] World Mate Emergency Hosp, Dept Surg, Battambang, Cambodia
[8] Sandro Pertini Hosp, Unit Gastroenterol & Digest Endoscopy, Rome, Italy
[9] Soochow Univ, Affiliated Hosp 1, Dept Gastroenterol, Suzhou, Jiangsu, Peoples R China
[10] Wenzhou Med Univ, Affiliated Hosp 1, Key Lab Diag & Treatment Severe Hepatopancreat Di, Dept Surg, Wenzhou, Zhejiang, Peoples R China
关键词
Prediction; Acute pancreatitis; Severity; Risk factor; Score; SYSTEMIC INFLAMMATORY RESPONSE; PERSISTENT ORGAN FAILURE; BLOOD UREA NITROGEN; FLUID RESUSCITATION; MARKERS; MODEL; ASSOCIATION; MANAGEMENT; GUIDELINE; MORTALITY;
D O I
10.1186/s12967-019-1903-6
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
100103 [病原生物学]; 100218 [急诊医学];
摘要
IntroductionThe available prognostic scoring systems for severe acute pancreatitis (SAP) have limitations that restrict their clinical value. The aim of this study was to develop a simple model (score) that could rapidly identify those at risk for SAP.MethodsWe derived a risk model using a retrospective cohort of 700 patients by logistic regression and bootstrapping methods. The discriminative power of the risk model was assessed by calculating the area under the receiver operating characteristic curves (AUC). The classification and regression tree (CART) analysis was used to create risk categories. The model was internally validated by a tenfold cross-validation and externally validated in a separate prospective cohort of 194 patients.ResultsThe incidence of SAP was 9.7% in the derivation cohort and 9.3% in the validation cohort. A prognostic score (We denoted it as the SABP score), ranging from 0 to 10, consisting of systemic inflammatory response syndrome, serum albumin, blood urea nitrogen and pleural effusion, was developed by logistic regression and bootstrapping analysis. Patients could be divided into three risk categories according to total SABP score based on CART analysis. The mean probability of developing SAP was 1.9%, 12.8% and 41.6% in patients with low (0-3), moderate (4-6) and high (7-10) SABP score, respectively. The AUCs of prognostic score in tenfold cross-validation was 0.873 and 0.872 in the external validation.ConclusionOur risk prediction score may assist physicians in predicting the development of SAP.
引用
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页数:9
相关论文
共 51 条
[1]
Classification of acute pancreatitis-2012: revision of the Atlanta classification and definitions by international consensus [J].
Banks, Peter A. ;
Bollen, Thomas L. ;
Dervenis, Christos ;
Gooszen, Hein G. ;
Johnson, Colin D. ;
Sarr, Michael G. ;
Tsiotos, Gregory G. ;
Vege, Santhi Swaroop .
GUT, 2013, 62 (01) :102-111
[2]
Albumin Replacement in Severe Sepsis or Septic Shock [J].
Wiedermann, Christian J. ;
Joannidis, Michael .
NEW ENGLAND JOURNAL OF MEDICINE, 2014, 371 (01) :83-83
[3]
American Gastroenterological Association Institute Guideline on Initial Management of Acute Pancreatitis [J].
Crockett, Seth D. ;
Wani, Sachin ;
Gardner, Timothy B. ;
Falck-Ytter, Yngve ;
Barkun, Alan N. .
GASTROENTEROLOGY, 2018, 154 (04) :1096-1101
[4]
A WILCOXON-TYPE TEST FOR TREND [J].
CUZICK, J .
STATISTICS IN MEDICINE, 1985, 4 (01) :87-90
[5]
Early Factors Associated With Fluid Sequestration and Outcomes of Patients With Acute Pancreatitis [J].
de-Madaria, Enrique ;
Banks, Peter A. ;
Moya-Hoyo, Neftali ;
Wu, Bechien U. ;
Rey-Riveiro, Monica ;
Acevedo-Piedra, Nelly G. ;
Martinez, Juan ;
Lluis, Felix ;
Sanchez-Paya, Jose ;
Singh, Vikesh K. .
CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2014, 12 (06) :997-1002
[6]
Fluid Resuscitation in Acute Pancreatitis [J].
Gardner, Timothy B. ;
Vege, Santhi Swaroop ;
Pearson, Randall K. ;
Chari, Suresh T. .
CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2008, 6 (10) :1070-1076
[7]
Hypoalbuminemia [J].
Gatta, Angelo ;
Verardo, Alberto ;
Bolognesi, Massimo .
INTERNAL AND EMERGENCY MEDICINE, 2012, 7 :S193-S199
[8]
Pleural effusion as a predictor of severity in acute pancreatitis [J].
Heller, SJ ;
Noordhoek, E ;
Tenner, SM ;
Ramagopal, V ;
Abramowitz, M ;
Hughes, M ;
Banks, PA .
PANCREAS, 1997, 15 (03) :222-225
[9]
Predictors of esophageal varices in patients with HBV-related cirrhosis: a retrospective study [J].
Hong, Wan-dong ;
Zhu, Qi-huai ;
Huang, Zhi-ming ;
Chen, Xiang-rong ;
Jiang, Zen-cai ;
Xu, Si-hao ;
Jin, Kunlin .
BMC GASTROENTEROLOGY, 2009, 9
[10]
Serum Albumin Is Independently Associated with Persistent Organ Failure in Acute Pancreatitis [J].
Hong, Wandong ;
Lin, Suhan ;
Zippi, Maddalena ;
Geng, Wujun ;
Stock, Simon ;
Basharat, Zarrin ;
Cheng, Bicheng ;
Pan, Jingye ;
Zhou, Mengtao .
CANADIAN JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2017, 2017