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Development and validation of a risk score for predicting invasive fungal infectious in an intensive care unit
Yun Liao1, Ming-Kang Zhong, Hong-Bin Xu
1Department of Pharmacy, Huashan Hospital, Fudan University, Shanghai, China.
Abstract:
Delay in the initiation of appropriate antifungal therapy is associated with substantial morbidity and mortality. The aim of this study was to derive a risk score system for the development of invasive fungal infections in an intensive care unit (ICU). We retrospectively evaluated 1812 patients who stayed in the ICU for > or = 4 days, used univariate and multivariable logistic regression to identify potential risk factors associated with invasive fungal infections (IFI), and created a risk score system. Seven variables were identified as important predictors of ICU-IFI (diabetes mellitus, gastrointestinal surgery, hematological malignancies, mechanical ventilation > or = 2 days, central venous catheter, total parenteral nutrition, broad-spectrum antibiotic use > or = 4 days). The area under the receiver operating characteristic curve was 0.807 and was similar in the validation set. The percentages of patients with ICU-IFI in the low, intermediate, and high risk groups were 5.2%, 31.6%, and 63.2% in the derivation cohort and 4.2%, 30.1%, and 66.7% in the validation cohort, respectively. A new risk score was developed to predict ICU-IFI and was validated in an independent cohort. The new risk score may help clinicians identify patients who are at high risk of developing ICU-IFI and increase their odds of survival.
Insights
A new risk score helps identify patients at high risk for invasive fungal infections (IFI) in the intensive care unit (ICU). Early identification of high-risk patients can improve survival rates by enabling timely antifungal therapy.
Area of Science:
- Critical Care Medicine
- Infectious Diseases
- Epidemiology
Background:
- Delayed antifungal therapy in intensive care units (ICUs) leads to increased patient morbidity and mortality.
- Accurate risk stratification is crucial for early detection and management of invasive fungal infections (IFI).
Purpose of the Study:
- To develop and validate a predictive risk score system for identifying patients at high risk of developing invasive fungal infections (IFI) in the ICU.
Main Methods:
- Retrospective analysis of 1812 ICU patients with a minimum stay of 4 days.
- Univariate and multivariable logistic regression identified key risk factors for ICU-IFI.
- A risk score was derived and validated in an independent patient cohort.
Main Results:
- Seven significant predictors for ICU-IFI were identified: diabetes mellitus, gastrointestinal surgery, hematological malignancies, prolonged mechanical ventilation, central venous catheter, total parenteral nutrition, and extended broad-spectrum antibiotic use.
- The risk score demonstrated good predictive performance with an area under the receiver operating characteristic curve of 0.807.
- Risk groups showed distinct ICU-IFI percentages: low (4.2-5.2%), intermediate (30.1-31.6%), and high (63.2-66.7%).
Conclusions:
- A novel, validated risk score effectively predicts invasive fungal infections in ICU patients.
- This tool can aid clinicians in early identification of high-risk individuals, potentially improving outcomes and survival rates.
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