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Common and Rare Variant Association Study for Plasma Lipids and Coronary Artery Disease
Hayato Tada1, Masa-aki Kawashiri, Tetsuo Konno
1Division of Cardiovascular Medicine, Kanazawa University Graduate School of Medicine.
Insights
Genetic studies reveal common variants explain a small part of blood lipid and coronary artery disease heritability. Rare variant association studies are emerging to address this "missing heritability" challenge.
Area of Science:
- Genetics
- Cardiovascular Disease Research
Background:
- Blood lipid levels are heritable and modifiable risk factors for coronary artery disease (CAD), a leading global cause of death.
- Human genetic association studies aim to identify causal risk factors, pathways, and therapeutic targets for lipids and CAD.
Purpose of the Study:
- To review the current understanding of genetic architecture for lipids and CAD.
- To provide updates on the progress and limitations of rare variant association studies (RVAS) for these conditions.
Main Methods:
- Utilized findings from common variant association studies (CVAS), formerly genome-wide association studies (GWAS).
- Discussed the challenges and methodologies of rare variant association studies (RVAS).
Main Results:
- CVAS have identified 157 loci for blood lipids and 46 for CAD, explaining 12%-14% and 10% of heritability, respectively.
- A significant portion of heritability remains unexplained, termed the "missing heritability problem."
Conclusions:
- Focus is shifting towards rare variants to explain the "missing heritability" in lipids and CAD.
- Unbiased application of RVAS is challenging due to statistical limitations with rare variants.
Abstract:
Blood lipid levels are highly heritable and modifiable risk factors for coronary artery disease (CAD), and are the leading cause of death worldwide. These facts have motivated human genetic association studies that have the substantial potential to define the risk factors that are causal and to identify pathways and therapeutic targets for lipids and CAD.The success of the HapMap project that provided an extensive catalog of human genetic variations and the development of microarray based genotyping chips (typically containing variations with allele frequencies > 5%) facilitated common variant association study (CVAS; formerly termed genome-wide association study, GWAS) identifying disease-associated variants in a genome-wide manner. To date, 157 loci associated with blood lipids and 46 loci with CAD have been successfully identified, accounting for approximately 12%-14% of heritability for lipids and 10% of heritability for CAD. However, there is yet a major challenge termed "missing heritability problem," namely the observation that loci detected by CVAS explain only a small fraction of the inferred genetic variations. To explain such missing portions, focuses in genetic association studies have shifted from common to rare variants. However, it is challenging to apply rare variant association study (RVAS) in an unbiased manner because such variants typically lack the sufficient number to be identified statistically.In this review, we provide a current understanding of the genetic architecture mostly derived from CVAS, and several updates on the progress and limitations of RVAS for lipids and CAD.
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