TY - JOUR
T1 - Development and external validation of a model to predict multidrug-resistant bacterial infections in patients with cirrhosis
AU - the International Club of Ascites Global Study Group
AU - Marciano, Sebastián
AU - Piano, Salvatore
AU - Singh, Virendra
AU - Caraceni, Paolo
AU - Maiwall, Rakhi
AU - Alessandria, Carlo
AU - Fernandez, Javier
AU - Kim, Dong Joon
AU - Kim, Sung Eun
AU - Soares, Elza
AU - Marino, Mónica
AU - Vorobioff, Julio
AU - Merli, Manuela
AU - Elkrief, Laure
AU - Vargas, Victor
AU - Krag, Aleksander
AU - Singh, Shivaram
AU - Elizondo, Martín
AU - Anders, Maria M.
AU - Dirchwolf, Melisa
AU - Mendizabal, Manuel
AU - Lesmana, Cosmas R.A.
AU - Toledo, Claudio
AU - Wong, Florence
AU - Durand, Francois
AU - Gadano, Adrián
AU - Giunta, Diego H.
AU - Angeli, Paolo
N1 - Publisher Copyright:
© 2024 John Wiley & Sons A/S. Published by John Wiley & Sons Ltd.
PY - 2024
Y1 - 2024
N2 - 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. Methods: We included patients with cirrhosis and bacterial infections from two prospective studies: a transcontinental study was used for model development and internal validation (n = 1302), and a study from Argentina and Uruguay was used for external validation (n = 472). 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. 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%). Conclusion: This model achieved adequate performance and could be used to improve the selection of empiric antibiotics, aligning with other antibiotic stewardship program strategies.
AB - 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. Methods: We included patients with cirrhosis and bacterial infections from two prospective studies: a transcontinental study was used for model development and internal validation (n = 1302), and a study from Argentina and Uruguay was used for external validation (n = 472). 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. 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%). Conclusion: This model achieved adequate performance and could be used to improve the selection of empiric antibiotics, aligning with other antibiotic stewardship program strategies.
KW - antibacterial agents
KW - antibiotic resistance
KW - antimicrobial stewardship
KW - cirrhosis
KW - clinical decision making
KW - empirical antibiotic treatment
UR - http://www.scopus.com/inward/record.url?scp=85201526144&partnerID=8YFLogxK
U2 - 10.1111/liv.16063
DO - 10.1111/liv.16063
M3 - Article
C2 - 39148354
AN - SCOPUS:85201526144
SN - 1478-3223
VL - 44
SP - 2915
EP - 2928
JO - Liver International
JF - Liver International
IS - 11
ER -