Development and external validation of a model to predict multidrug-resistant bacterial infections in patients with cirrhosis

Liver Int. 2024 Nov;44(11):2915-2928. doi: 10.1111/liv.16063. Epub 2024 Aug 15.

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.

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.

Keywords: antibacterial agents; antibiotic resistance; antimicrobial stewardship; cirrhosis; clinical decision making; empirical antibiotic treatment.

Publication types

  • Validation Study
  • Multicenter Study

MeSH terms

  • Adult
  • Aged
  • Anti-Bacterial Agents* / therapeutic use
  • Argentina / epidemiology
  • Bacterial Infections* / diagnosis
  • Bacterial Infections* / drug therapy
  • Bacterial Infections* / microbiology
  • Drug Resistance, Multiple, Bacterial*
  • Female
  • Humans
  • Liver Cirrhosis* / complications
  • Logistic Models
  • Male
  • Middle Aged
  • Prospective Studies
  • ROC Curve
  • Risk Assessment
  • Risk Factors
  • Uruguay / epidemiology

Substances

  • Anti-Bacterial Agents