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Published in: Journal of Translational Medicine 1/2019

Open Access 01-12-2019 | Pleural Effusion | Research

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

Authors: Wandong Hong, Keith D. Lillemoe, Shuang Pan, Vincent Zimmer, Evangelos Kontopantelis, Simon Stock, Maddalena Zippi, Chao Wang, Mengtao Zhou

Published in: Journal of Translational Medicine | Issue 1/2019

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Abstract

Introduction

The 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.

Methods

We 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.

Results

The 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.

Conclusion

Our risk prediction score may assist physicians in predicting the development of SAP.
Appendix
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Metadata
Title
Development and validation of a risk prediction score for severe acute pancreatitis
Authors
Wandong Hong
Keith D. Lillemoe
Shuang Pan
Vincent Zimmer
Evangelos Kontopantelis
Simon Stock
Maddalena Zippi
Chao Wang
Mengtao Zhou
Publication date
01-12-2019
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2019
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-019-1903-6

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