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The Association Between Charlson Comorbidity Index in Different Comorbidities and ICU Admission in Patients with
1Vascular Hernia Surgery, The First People's Hospital of Linping District, Hangzhou, China.
Insights
The Charlson Comorbidity Index (CCI) is linked to Intensive Care Unit (ICU) admission in aortic aneurysm (AA) patients. Combining CCI with other factors improves prediction, especially for patients with hypertension.
Area of Science:
- Cardiology
- Critical Care Medicine
- Medical Informatics
Background:
- Aortic aneurysm (AA) patients often have multiple comorbidities.
- Predicting Intensive Care Unit (ICU) admission in AA patients is crucial for resource allocation and patient management.
- The Charlson Comorbidity Index (CCI) is a widely used measure of comorbidity burden.
Purpose of the Study:
- To investigate the association between the Charlson Comorbidity Index (CCI) and ICU admission in aortic aneurysm (AA) patients.
- To evaluate the predictive performance of CCI alone and in combination with other factors for ICU admission in AA patients.
- To identify specific comorbidities that influence the relationship between CCI and ICU admission.
Main Methods:
- Retrospective analysis of 996 patient records from the MIMIC-IV database.
- Logistic regression analysis to assess the relationship between CCI and ICU admission.
- Receiver Operating Characteristic (ROC) curve and Decision Curve Analysis (DCA) to evaluate prediction efficacy and clinical benefits.
- Development of CCI-based models to assess predictive improvements.
Main Results:
- CCI was independently associated with ICU admission in AA patients, particularly those with hypertension, coronary heart disease, hyperlipidemia, and congestive heart failure.
- Single CCI showed limited prediction performance (AUC < 0.7) and clinical net benefit across comorbidities.
- CCI-based models combining with other independent factors significantly improved prediction performance and clinical net benefit.
- The best predictive performance was observed in patients with hypertension (AUC = 0.752).
Conclusions:
- The Charlson Comorbidity Index (CCI) is an independent predictor of ICU admission in aortic aneurysm (AA) patients.
- Integrating CCI with other clinical factors enhances predictive value for ICU admission in AA patients.
- The predictive utility of CCI-based models is particularly pronounced in AA patients with hypertension.
Abstract:
BackgroundTo investigate the association between Charlson comorbidity index (CCI) and Intensive care unit (ICU) admission in subgroup aortic aneurysm (AA) patients with different comorbidities.MethodsPatient data (N = 996) was collected from the MIMIC-IV database. The relationship between CCI and ICU admission was analyzed by logistic regression analysis. The receiver operating characteristic curve (ROC) and decision curve analysis (DCA) were used to analyze the prediction efficacy and clinical benefits of CCI. CCI-based models were also established to assess the improvement.ResultsThere were significant differences in age, AA types, rupture, surgery, obesity, and smoking between patients with and without admitting to ICU (all P < 0.05). Among 18 comorbidities, CCI was independently associated with ICU admission mainly reflected in patients with comorbidities of hypertension, coronary heart disease, hyperlipidemia, and congestive heart failure (all P < 0.05). However, singe CCI had limited prediction performance (AUC all less than 0.7) and clinical net benefit in any comorbidities. Combining with other independent factors of ICU admission in 4 key comorbidities specifically, CCI-based models significantly improved the prediction performance and increased clinical net benefit than single CCI. Especially, CCI-based model had the best predictive performance in patients with comorbidity of hypertension (AUC = 0.752).ConclusionsCCI is independently associated with ICU admission in AA patients, with enhanced predictive value when combined with other clinical factors, particularly in those with hypertension.
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