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Published on: December 9, 2022
Risk for sepsis during mechanical circulatory support★
Kelsey Gore1, Dean Linder1, Juan José Martinez Duque2
1Department of Cardiovascular Perfusion and Extracorporeal Technology, Ochsner Health, 1514 Jefferson Highway, New Orleans, Louisiana 70121, USA.
Introduction:
Patients receiving mechanical circulatory support (MCS) risk the development of sepsis. Examining risk factors for the development of sepsis and their relationships to MCS may allow for an improved understanding of these complications.
Methods:
Following IRB approval, patient characteristics, previously reported comorbidities, and the incidence of sepsis were studied in 199 patients who received 244 MCS therapies from January 2017 to October 2023. The clinical variables underwent ensemble machine learning modeling. Significant comorbidities predicting sepsis from the ensemble machine modeling underwent decision-tree analysis.
Results:
In this study, the incidence of sepsis was 20% (95% CI: 16-26%). Following machine learning modeling, patients with a history of congestive heart failure or a history of previous cardiac surgery were associated with an increased risk for developing sepsis. The c-index statistic for this model was 0.76, with a misclassification rate of 19%. Decision-tree analysis observed that patients without chronic cardiovascular disease but with a history of prior cardiac surgery have a 60.3% (95% CI: 60.1-65.2%) incidence of sepsis during MCS therapy. Patients with a history of chronic cardiovascular disease and with a history of congestive heart failure have an 18.1% (95% CI: 17.2-18.7%) incidence of developing sepsis.
Conclusion:
The incidence of sepsis is high in this patient population. The novel associations of patients who have histories of congestive heart failure or previous cardiac surgery requiring MCS suggest an increased systemic inflammatory state exists that escalates the risk for developing sepsis. Further investigation into these background inflammatory conditions in patients requiring MCS is warranted.
Insights
Patients on mechanical circulatory support (MCS) have a high risk of sepsis. Histories of congestive heart failure or prior cardiac surgery significantly increase sepsis risk in these patients.
Area of Science:
- Cardiology
- Infectious Disease
- Medical Devices
Background:
- Mechanical circulatory support (MCS) is crucial for end-stage heart failure but carries a significant risk of sepsis.
- Understanding sepsis risk factors in MCS patients is vital for improving patient outcomes and management strategies.
Purpose of the Study:
- To investigate the incidence of sepsis in patients undergoing mechanical circulatory support (MCS) therapy.
- To identify specific patient comorbidities that predict the development of sepsis in this population.
Main Methods:
- A retrospective study analyzed data from 199 patients who received 244 MCS therapies between January 2017 and October 2023.
- Ensemble machine learning modeling was employed to identify sepsis predictors, followed by decision-tree analysis for significant comorbidities.
Main Results:
- The overall incidence of sepsis in MCS patients was 20%.
- Machine learning identified congestive heart failure and previous cardiac surgery as key risk factors for sepsis.
- Decision-tree analysis revealed a 60.3% sepsis incidence in patients with prior cardiac surgery but no chronic cardiovascular disease.
Conclusions:
- Sepsis is a frequent complication in patients requiring MCS.
- History of congestive heart failure or prior cardiac surgery are novel predictors of increased sepsis risk.
- Further research into underlying inflammatory states in MCS patients is warranted to mitigate sepsis risk.
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