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Prediction of HIV-1 Coreceptor Usage Tropism by Sequence Analysis using a Genotypic Approach
Published on: December 1, 2011
Prediction of hard cardiovascular events in HIV patients
Paolo Raggi1, Davide De Francesco2, Marcella Manicardi3
1Mazankowski Alberta Heart Institute, University of Alberta, Edmonton, AB, Canada raggi@ualberta.ca.
Insights
The pooled equation (PE) and DAD algorithms showed modest cardiovascular event prediction in HIV+ patients, but better identified those at low risk compared to the Framingham risk score (FRS).
Area of Science:
- Cardiology
- Infectious Diseases
- Public Health
Background:
- Cardiovascular disease (CVD) is a significant concern for individuals with HIV.
- Accurate risk prediction is crucial for managing CVD in this population.
- Existing general population algorithms may not fully capture CVD risk in HIV+ individuals.
Purpose of the Study:
- To evaluate the accuracy of general population risk prediction algorithms and an HIV-specific algorithm for hard cardiovascular events.
- To compare the performance of the pooled equation (PE) algorithm and the Framingham risk score (FRS) against the HIV-specific DAD algorithm.
Main Methods:
- A cohort of 2550 HIV-positive patients was followed for 17,337 patient-years.
- Myocardial infarctions and cardiovascular deaths were recorded as hard cardiovascular events.
- The performance of PE, FRS, and DAD algorithms was assessed using sensitivity, specificity, and predictive values.
Main Results:
- All algorithms demonstrated moderate predictive ability with high negative predictive values.
- PE and DAD algorithms identified more patients at low risk compared to FRS, showing a net reclassification improvement.
- There were 67 myocardial infarctions and 2 cardiovascular deaths recorded during follow-up.
Conclusions:
- The pooled equation (PE) and DAD algorithms offer improved identification of low-risk individuals in HIV+ populations.
- While predictive ability is modest, PE and DAD show potential for better cardiovascular risk stratification in HIV care.
- Further research may refine these algorithms for enhanced cardiovascular event prediction in HIV+ patients.
Objectives:
To assess the accuracy of risk prediction algorithms used in the general population and an HIV-specific algorithm to predict hard cardiovascular events.
Methods:
We compared the pooled equation algorithm (PE) proposed by the American Heart Association with the Framingham risk score (FRS) and the HIV-specific DAD (Data Collection on Adverse Effects of Anti-HIV Drugs) algorithm in a cohort of 2550 HIV+ patients followed for 17 337 patient-years.
Results:
During follow-up we recorded 67 myocardial infarctions and 2 cardiovascular deaths. PE and FRS identified and missed the same number of events (44 of 69 identified by PE and 49 of 69 by FRS). Similarly, DAD and FRS predicted and missed the same number of events (38 of 64 and 44 of 64 identified, respectively). All algorithms showed moderate sensitivity, specificity and positive predictive values, but high negative predictive values. However, PE and DAD identified more patients with no events than FRS (13.8% and 9.3% net reclassification improvement, respectively).
Conclusions:
All algorithms showed a modest predictive ability, although the PE and DAD algorithms identified more patients at low risk.
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