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Development and external validation of a model to predict multidrug-resistant bacterial infections in patients with cirrhosis.
- Source :
-
Liver international : official journal of the International Association for the Study of the Liver [Liver Int] 2024 Nov; Vol. 44 (11), pp. 2915-2928. Date of Electronic Publication: 2024 Aug 15. - Publication Year :
- 2024
-
Abstract
- With the increasing rate of infections caused by multidrug-resistant organisms (MDRO), selecting appropriate empiric antibiotics has become challenging. We aimed to develop and externally validate a model for predicting the risk of MDRO infections in patients with cirrhosis.<br />Methods: We included patients with cirrhosis and bacterial infections from two prospective studies: a transcontinental study was used for model development and internal validation (nā=ā1302), and a study from Argentina and Uruguay was used for external validation (nā=ā472). All predictors were measured at the time of infection. Both culture-positive and culture-negative infections were included. The model was developed using logistic regression with backward stepwise predictor selection. We externally validated the optimism-adjusted model using calibration and discrimination statistics and evaluated its clinical utility.<br />Results: The prevalence of MDRO infections was 19% and 22% in the development and external validation datasets, respectively. The model's predictors were sex, prior antibiotic use, type and site of infection, MELD-Na, use of vasopressors, acute-on-chronic liver failure, and interaction terms. Upon external validation, the calibration slope was 77 (95% CI .48-1.05), and the area under the ROC curve was .68 (95% CI .61-.73). The application of the model significantly changed the post-test probability of having an MDRO infection, identifying patients with nosocomial infection at very low risk (8%) and patients with community-acquired infections at significant risk (36%).<br />Conclusion: This model achieved adequate performance and could be used to improve the selection of empiric antibiotics, aligning with other antibiotic stewardship program strategies.<br /> (© 2024 John Wiley & Sons A/S. Published by John Wiley & Sons Ltd.)
- Subjects :
- Humans
Male
Female
Middle Aged
Argentina epidemiology
Prospective Studies
Aged
Uruguay epidemiology
Logistic Models
Risk Factors
Adult
Risk Assessment
ROC Curve
Liver Cirrhosis complications
Drug Resistance, Multiple, Bacterial
Bacterial Infections drug therapy
Bacterial Infections diagnosis
Bacterial Infections microbiology
Anti-Bacterial Agents therapeutic use
Subjects
Details
- Language :
- English
- ISSN :
- 1478-3231
- Volume :
- 44
- Issue :
- 11
- Database :
- MEDLINE
- Journal :
- Liver international : official journal of the International Association for the Study of the Liver
- Publication Type :
- Academic Journal
- Accession number :
- 39148354
- Full Text :
- https://doi.org/10.1111/liv.16063