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

**Authors:** Phoomjai Sornsenee, Chanchanok Chaochuensuk, Duangkiat Sapsong, Kanyakorn Khongchuy, Panitsara Raksorn, Paisit Kangton, Phirada Khongrueang, Suppachai Choengdee, Suphajit Nuypud, Teerapob Wetchasit, Thanet Oonthae, Tanawat Pattarapuntakul, Nisa Netinatsunton, Jaksin Sottisuporn, Thanawin Wong

PMC · DOI: 10.1371/journal.pone.0345150 · PLOS One · 2026-03-17

## TL;DR

This study created a scoring system to identify patients with acute cholangitis likely infected by ESBL-producing bacteria, which could help guide antibiotic treatment decisions.

## Contribution

A novel risk stratification scoring system for ESBL-positive acute cholangitis was developed and internally validated.

## Key findings

- The scoring system showed high specificity at higher cutoffs, making it useful as a rule-in tool for high-risk patients.
- Independent predictors included prior antibiotic treatment, chills with rigors, and specific lab values like ALT and hematocrit.
- The model's moderate sensitivity limits its use as a rule-out strategy and requires external validation before clinical use.

## Abstract

Acute 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.

This 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.

This 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.

A 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.

This 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.

## Linked entities

- **Diseases:** acute cholangitis (MONDO:0001930)

## Full-text entities

- **Genes:** SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}, ALPP (alkaline phosphatase, placental) [NCBI Gene 250] {aka ALP, PALP, PLAP, PLAP-1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, Extended-spectrum beta-lactamase [NCBI Gene 13982007], GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}
- **Diseases:** abscess (MESH:D000038), renal dysfunction (MESH:D007674), ascending cholangitis (MESH:D002761), ESBL infection (MESH:D007239), gallstones (MESH:D042882), calculus of the bile duct (MESH:D001649), bacterial colonization (MESH:D015179), biliary obstruction (MESH:D001658), anemia (MESH:D000740), Acute cholangitis (MESH:D000208), strictures (MESH:D003251), ESBL (MESH:C579922), tumors (MESH:D009369), intrahepatic bile duct carcinoma (MESH:D002780), sepsis (MESH:D018805), organ dysfunction (MESH:D009102), inflammation (MESH:D007249), gram-negative acute cholangitis (MESH:D016905), respiratory dysfunction (MESH:D012131), bile duct obstruction (MESH:D002779), hepatic dysfunction (MESH:D008107), nosocomial infections (MESH:D003428), fever (MESH:D005334)
- **Chemicals:** meropenem (MESH:D000077731), ESBL (-), clindamycin (MESH:D002981), carbapenem (MESH:D015780), beta-lactam (MESH:D047090), ceftriaxone (MESH:D002443), cefotaxime (MESH:D002439), piperacillin-tazobactam (MESH:D000077725), bilirubin (MESH:D001663), cephalosporin (MESH:D002511), ciprofloxacin (MESH:D002939), metronidazole (MESH:D008795), glycopeptide (MESH:D006020), cotrimoxazole (MESH:D015662)
- **Species:** Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Homo sapiens (human, species) [taxon 9606], Enterobacter (genus) [taxon 547], Klebsiella pneumoniae (species) [taxon 573], Escherichia coli (E. coli, species) [taxon 562]

## Full text

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## Figures

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## References

19 references — full list in the complete paper: https://tomesphere.com/paper/PMC12994782/full.md

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Source: https://tomesphere.com/paper/PMC12994782