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Different association of HDL-C, apoA-I, and HDL-C/apoA-I with multiple outcomes in HFrEF patients
Ayiguli Abudukeremu1, Qiaofei Chen1, Zhanpeng Pan2
1Department of Cardiology, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou 510120, China; Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Guangdong-Hong Kong Joint Laboratory for RNA Medicine, Medical Research Center, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou 510120, China; Nanhai Translational Innovation Center of Precision Immunology, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Foshan 528200, China.
Insights
In heart failure with reduced ejection fraction (HFrEF), apolipoprotein A-I (apoA-I) is a better predictor of outcomes than high-density lipoprotein-cholesterol (HDL-C). Both low and high HDL-C/apoA-I ratios indicate a poor prognosis in HFrEF patients.
Area of Science:
- Cardiology
- Biochemistry
- Medical Informatics
Background:
- High-density lipoprotein-cholesterol (HDL-C) is traditionally viewed as cardioprotective.
- Its role in heart failure with reduced ejection fraction (HFrEF) patients remains debated.
- Investigating HDL-C, apolipoprotein A-I (apoA-I), and their ratio in HFrEF is crucial.
Purpose of the Study:
- To assess the association of HDL-C, apoA-I, and the HDL-C/apoA-I ratio with adverse outcomes in HFrEF.
- To develop prognostic models for HFrEF using machine learning.
Main Methods:
- Retrospective, single-center study of 352 HFrEF patients.
- Logistic regression analysis for lipid-outcome associations.
- Machine learning models (SVM, XGBoost) for prognosis prediction.
Main Results:
- HDL-C showed no significant association with outcomes.
- ApoA-I was significantly associated with reduced all-cause death, cardiovascular/cerebrovascular rehospitalization, and heart failure rehospitalization.
- ApoA-I also correlated positively with left ventricular ejection fraction (LVEF) improvement.
- Both low and high HDL-C/apoA-I ratios were linked to adverse outcomes and reduced LVEF improvement.
Conclusions:
- ApoA-I may be a more effective prognostic marker than HDL-C in HFrEF.
- The HDL-C/apoA-I ratio can indicate prognosis in HFrEF patients, with extremes suggesting poorer outcomes.
Background:
High-density lipoprotein-cholesterol (HDL-C) has been considered a cardioprotective factor for several decades. However, its association with outcomes in patients with heart failure with reduced ejection fraction (HFrEF) remains controversial. We aimed to investigate the association of HDL-C, apolipoprotein A-I (apoA-I), and the HDL-C/apoA-I ratio with multiple outcomes of HFrEF patients and establish prognostic models using machine learning methods.
Methods And Results:
This was a retrospective, single-center study. The associations between lipid levels and multiple outcomes were examined using logistic regression analysis. Prognostic models for multiple outcomes were further established using four machine learning methods. A total of 352 HFrEF patients were visited successfully. In the multivariable-adjusted logistic regression analysis, HDL-C did not show a significant association with any of the studied outcomes; apoA-I was marginally unassociated with all-cause rehospitalization (adjusted odds ratio [aOR] = 0.62, p = 0.063) but was significantly negatively associated with all-cause death (aOR = 0.53, p = 0.038), rehospitalization for cardiovascular or cerebrovascular disease (aOR = 0.43, p < 0.001), and rehospitalization for heart failure (aOR = 0.55, p = 0.024); apoA-I was also significantly positively associated with left ventricular ejection fraction (LVEF) improvement (aOR = 2.00, p = 0.039). Although several p-values were not statistically significant, both the first and third HDL-C/apoA-I groups showed an increased incidence rate for all adverse outcomes compared with the middle group and a decreased incidence rate for LVEF improvement. In the machine learning analysis, the support vector machine and extreme gradient boosting models demonstrated better predictive performance. For each outcome prognosis, apoA-I and logarithmic N-terminal pro-B-type natriuretic peptide were automatically selected.
Conclusion:
Among HFrEF patients, apoA-I may be a better marker for predicting outcomes than HDL-C. Both low and high levels of HDL-C/apoA-I may indicate a poor prognosis of HFrEF patients.
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