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Updated: May 25, 2025

Quantification of Atherosclerosis in Mice
Published on: June 12, 2019
Causal Associations Between Remnant Cholesterol Levels and Atherosclerosis-Related Cardiometabolic Risk Factors: A
Yu-Shien Ko1,2, Lung-An Hsu1,2, Semon Wu3
1Department of Cardiology, Linkou Medical Center, Chang Gung Memorial Hospital, Taoyuan City 33305, Taiwan.
Insights
Higher remnant cholesterol (RC) levels causally link to increased risks of diabetes, hypertension, and metabolic liver disease, contributing to residual atherosclerotic cardiovascular disease (ASCVD) risk.
Area of Science:
- Cardiovascular Medicine
- Genetics
- Metabolic Disease
Background:
- Residual risk of atherosclerotic cardiovascular disease (ASCVD) persists despite lipid-lowering therapies.
- Remnant cholesterol (RC) is implicated in this residual risk, but its causal links to risk factors are unclear.
Purpose of the Study:
- To investigate the genetic determinants of RC levels.
- To determine the causal associations between RC levels and cardiometabolic/vascular risk factors for ASCVD.
Main Methods:
- Genome-wide association study (GWAS) and Functional Mapping and Annotation (FUMA) on Taiwan Biobank data (n=108,876).
- Bidirectional Mendelian randomization (MR) analyses using genetic, biochemical, and follow-up data (n=31,790).
- MR analyses adjusted for non-lipid variables and LDL-C.
Main Results:
- Higher RC levels correlated with increased prevalence/incidence of cardiometabolic risk factors.
- GWAS identified 61 lead genetic variants for RC; FUMA revealed 21 enriched gene sets in lipid metabolism.
- Forward MR showed causal links between RC and diabetes mellitus, hypertension, microalbuminuria, and metabolic liver disease.
Conclusions:
- RC levels are genetically influenced, primarily by lipid metabolism genes.
- RC causally associates with key cardiometabolic risk factors, highlighting its role in ASCVD residual risk.
- Findings offer insights into RC's contribution to predicting ASCVD residual risk.
Abstract:
Background: Despite the widespread use of lipid-lowering agents, the risk of atherosclerotic cardiovascular disease (ASCVD) remains; this residual risk has been attributed to remnant cholesterol (RC) levels. However, the causal associations between RC levels and various atherosclerosis-related cardiometabolic and vascular risk factors for ASCVD remain unclear. Methods: Using genetic and biochemical data of 108,876 Taiwan Biobank study participants, follow-up data of 31,790 participants, and follow-up imaging data of 18,614 participants, we conducted a genome-wide association study, a Functional Mapping and Annotation analysis, and bidirectional Mendelian randomization analyses to identify the genetic determinants of RC levels and the causal associations between RC levels and various cardiometabolic and vascular risk factors. Results: We found that higher RC levels were associated with higher prevalence or incidence of the analyzed risk factors. The genome-wide association study unveiled 61 lead genetic variants determining RC levels. The Functional Mapping and Annotation analysis revealed 21 gene sets exhibiting strong enrichment signals associated with lipid metabolism. Standard Mendelian randomization models adjusted for nonlipid variables and low-density lipoprotein cholesterol levels unraveled forward causal associations of RC levels with the prevalence of diabetes mellitus, hypertension, microalbuminuria, and metabolic liver disease. Reverse Mendelian randomization analysis revealed the causal association of diabetes mellitus with RC levels. Conclusions: RC levels, mainly influenced by genes associated with lipid metabolism, exhibit causal associations with various cardiometabolic risk factors, including diabetes mellitus, hypertension, microalbuminuria, and metabolic liver disease. This study provides further insights into the role of RC levels in predicting the residual risk of ASCVD.
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