Evidence map›Paper›PMID 41703464›Full record

ArticleBMC gastroenterology2026

Development of a hemodynamic scoring system for acute pancreatitis: an exploratory approach to optimizing fluid resuscitation.

Guanhao Huang, Huali Huang

Abstract readValidation Study
In one paragraph

Article in BMC gastroenterology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Guanhao HuangDepartment of Gastroenterology, The Fifth Affiliated Hospital of Guangxi Medical University, No. 89, Qixing Road, Qingxiu District, Nanning, Guangxi, 530000, China.
Huali HuangDepartment of Gastroenterology, The Fifth Affiliated Hospital of Guangxi Medical University, No. 89, Qixing Road, Qingxiu District, Nanning, Guangxi, 530000, China. hualihuang999@126.com.

Funding

self-raised scientific research funds of the Health Commission of Guangxi Province Z-A20240987
6 · The paper itself

Abstract

backgroundOur study aims to establish and validate a scoring framework based on hemodynamic parameters in patients with acute pancreatitis (AP), and to evaluate its clinical predictive performance and significance in guiding fluid resuscitation.

methodsThe clinical data of AP patients admitted to the ICU for the first time were extracted from the eICU 2.0 and MIMIC-IV 3.1 databases. Subjects were stratified into death and survival groups based on in-hospital outcomes. Key predictors were identified via intergroup comparison, LASSO regression, and multivariable logistic regression, and were used to develop a nomogram prediction model and a cyclic scoring system. Model performance was evaluated via receiver operating characteristic (ROC) curves, calibration plots, Hosmer–Lemeshow test, decision curve analysis, and internal and external validation. The hemodynamic scoring model was constructed by imitating the Framingham risk scoring system, and its clinical utility for fluid resuscitation was assessed via ROC analysis, box plots, and line graphs.

resultsThis study included 707 patients (42 deaths and 665 survivors) from the eICU 2.0 database and 423 patients (38 deaths and 385 survivors) from the MIMIC-IV 3.1 database, all admitted to the ICU for AP. After screening, average arterial pressure (MAP), age shock index (ASI), urea nitrogen (BUN), and potassium ion (K+) were selected to construct a prediction model. The constructed scoring system was internally and externally validated using the eICU 2.0 database and MIMIC-IV 3.1 database, with an area under the curve (AUC) of 0.80 (95% CI: 0.74–0.88) and 0.81 (95% CI: 0.72–0.89), respectively. When applied to fluid resuscitation in AP patients, this model demonstrated potential utility in guiding therapy.

conclusionThe clinical model established based on MAP, ASI, BUN and K+ demonstrates good discriminatory power, calibration, and clinical utility in predicting the mortality rate of AP patients in the ICU. The established hemodynamic scoring system can identify high-risk AP patients and guide clinical intervention, and has potential value in guiding fluid resuscitation for AP patients in the ICU.

Indexed as

Fluid TherapyHemodynamicsPancreatitisResuscitationAcute DiseaseAgedArterial PressureBlood Urea NitrogenFemaleHospital MortalityHumansIntensive Care UnitsMaleMiddle AgedNomogramsPotassiumPotassiumAcute pancreatitisCycle capacity scoreDatabaseFluid resuscitationPrediction model

Identifiers

PMID41703464
PMCPMC13020237

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.