Evidence map›Paper›PMID 41843577›Full record

ArticlePloS one2026

Development and internal validation of a risk stratification scoring system for identifying gram-negative ESBL-positive acute cholangitis: A retrospective cohort study.

Phoomjai Sornsenee, Chanchanok Chaochuensuk, Duangkiat Sapsong, Kanyakorn Khongchuy, Panitsara Raksorn, Paisit Kangton, Phirada Khongrueang, Suppachai Choengdee, Suphajit Nuypud, Teerapob Wetchasit and 5 more

Abstract readValidation Study
In one paragraph

Article in PloS one, 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

15 authors.

Phoomjai SornseneeDepartment of Family Medicine and Preventive Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.ORCID https://orcid.org/0000-0001-6992-033X
Chanchanok ChaochuensukFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Duangkiat SapsongFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Kanyakorn KhongchuyFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Panitsara RaksornFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Paisit KangtonFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Phirada KhongrueangFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Suppachai ChoengdeeFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Suphajit NuypudFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Teerapob WetchasitFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Thanet OonthaeFaculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Tanawat PattarapuntakulGastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Nisa NetinatsuntonNKC Institute of Gastroenterology and Hepatology, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Jaksin SottisupornNKC Institute of Gastroenterology and Hepatology, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.
Thanawin WongGastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand.ORCID https://orcid.org/0000-0003-2868-841X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAcute cholangitis, a severe biliary infection that is frequently caused by gram-negative pathogens, presents health challenges owing to the increasing prevalence of antimicrobial resistance, particularly among extended-spectrum beta-lactamase (ESBL)-producing bacteria. Accurate risk stratification of patients with extended-spectrum beta-lactamase-producing bacteria is crucial for optimizing antimicrobial therapies.

aimsThis study aimed to develop and internally validate a risk stratification scoring system for identifying ESBL-producing bacteria in patients with acute cholangitis, with the goal of supporting clinical risk stratification.

methodsThis retrospective cohort analysis included adult patients with acute cholangitis admitted between 2019 and 2023. Patients were excluded if they had incomplete medical records, missing microbiological data, or non-adherence to the Tokyo Guidelines 2018 diagnostic criteria. Predictors of positivity for ESBL-producing bacteria were identified using multivariate logistic regression and integrated into a scoring system, and the performance metrics were evaluated.

resultsA total of 303 patients with positive blood or bile cultures were included in the analysis, of whom 111 (36.6%) had ESBL-positive cholangitis. Independent predictors of positivity for ESBL-producing bacteria included prior antibiotic treatment (3.5 points), chills with rigors (2.5 points), alanine aminotransferase levels <400 U/L (3.5 points), hematocrit levels <27% (2.5 points), and alkaline phosphatase levels >300 U/L (2.0 point). At cutoff scores of 7.5 and 11, the scoring system demonstrated sensitivity of 56% and 16%, specificity of 75% and 98%, positive predictive values of 56% and 82%, and overall accuracy of 68% and 70%, respectively.

conclusionsThis preliminary scoring system demonstrated high specificity at higher cutoffs, supporting its use as a rule-in tool for identifying patients at high risk of ESBL-producing bacteria in acute cholangitis. However, its moderate sensitivity limits its role as a rule-out strategy. This preliminary internally validated model should not be used to guide routine clinical decision-making without external multicenter validation, and any application must consider local resistance patterns and patient context.

Indexed as

beta-LactamasesCholangitisGram-Negative BacteriaGram-Negative Bacterial InfectionsAcute DiseaseAgedAnti-Bacterial AgentsFemaleHumansMaleMiddle AgedRetrospective StudiesRisk AssessmentAnti-Bacterial Agentsbeta-Lactamases

Identifiers

PMID41843577
PMCPMC12994782

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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.