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Predicting acquisition of carbapenem-resistant Gram-negative pathogens in intensive care units
L F Dantas1, B Dalmas2, R M Andrade3
1Industrial Engineering Department, Pontifical Catholic University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil.
Background:
Infections by multidrug-resistant Gram-negative (MDRGN) bacteria are among the greatest contemporary health concerns, especially in intensive care units (ICUs), and may be associated with increased hospitalization time, morbidity, costs, and mortality.
Aim:
The study aimed to predict carbapenem-resistant MDRGN acquisition in ICUs, to determine its risk factors, and to assess the impact of this acquisition on mortality rate.
Methods:
A matched case-control study was performed in patients admitted to the ICU at a large Brazilian hospital over a five-year period. Cases were defined as patients who acquired carbapenem-resistant MDRGN bacteria during hospitalization. Controls were defined as patients who had no detection of carbapenem-resistant MDRGN bacteria. Cases were matched to controls according to the admission period. Risk factors were identified by multiple logistic regression using a stepwise selection method.
Findings:
In total, 343 cases and 1029 controls were analysed. The 30-day mortality rate for subjects with ICU-associated carbapenem-resistant MDRGN was 37.6%. Five variables were identified as statistically significant and more relevant for the acquisition of multidrug-resistant strains: increased Simplified Acute Physiology Score 3, patients with severe chronic obstructive pulmonary disease and exposure to haemodialysis catheter, central venous catheter, or mechanical ventilation. Models developed displayed good results with an accuracy of ∼90%. Patients who acquired MDRGN were 2.72 times more likely to die than non-MDRGN acquisition patients.
Conclusion:
Finding risk factors and developing predictive models may benefit patients through early detection and by controlling the spread of MDR. The presence of mechanical ventilation and central venous catheter were the main risk factors demonstrated, and their use requires special attention.
Insights
Multidrug-resistant Gram-negative bacteria (MDRGN) acquisition in ICUs is a major concern. Mechanical ventilation and central venous catheters are key risk factors, increasing mortality by 2.72 times.
Area of Science:
- Infectious Diseases
- Critical Care Medicine
- Epidemiology
Background:
- Multidrug-resistant Gram-negative bacteria (MDRGN) pose a significant threat in intensive care units (ICUs).
- MDRGN infections are linked to prolonged hospital stays, increased morbidity, higher costs, and greater mortality.
- Carbapenem-resistant MDRGN (CR-MDRGN) acquisition is a critical issue in healthcare settings.
Purpose of the Study:
- To predict CR-MDRGN acquisition in ICUs.
- To identify risk factors associated with CR-MDRGN acquisition.
- To assess the impact of CR-MDRGN acquisition on patient mortality.
Main Methods:
- A matched case-control study was conducted over five years in a Brazilian hospital ICU.
- Cases were patients acquiring CR-MDRGN, controls were those without CR-MDRGN detection, matched by admission period.
- Risk factors were identified using multiple logistic regression with stepwise selection.
Main Results:
- The study analyzed 343 cases and 1029 controls.
- 30-day mortality for ICU-associated CR-MDRGN was 37.6%.
- Significant risk factors included high Simplified Acute Physiology Score 3, severe COPD, and use of haemodialysis, central venous, or mechanical ventilation catheters. Patients acquiring MDRGN were 2.72 times more likely to die.
Conclusions:
- Predictive models and identification of risk factors can aid early detection and control of MDRGN spread.
- Mechanical ventilation and central venous catheter use were identified as primary risk factors.
- Close monitoring and management of patients with these risk factors are crucial.
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