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Investigating potential causal relationships between SNPs, DNA methylation and HDL
Lai Jiang1,2, Kaiqiong Zhao1,2, Kathleen Klein2
11Department of Epidemiology, Biostatistics and Occupational Health, McGill University, 1020 Pine Avenue West, Quebec, Montreal H3A 1A2 Canada.
Mendelian randomization studies explored causal links between DNA methylation and high-density lipoprotein (HDL) changes. A novel method, constrained instrumental variables (CIV), identified causal CpG sites in two genes, suggesting a role in HDL regulation.
Area of Science:
- Genetics
- Epigenetics
- Cardiovascular Disease Research
Background:
- High-density lipoprotein (HDL) cholesterol levels are crucial cardiovascular risk factors.
- Epigenetic modifications, such as DNA methylation, may influence HDL metabolism.
- Understanding the causal relationship between methylation and HDL is essential for targeted interventions.
Purpose of the Study:
- To investigate the causal effect of DNA methylation at specific CpG sites on high-density lipoprotein (HDL) changes (ΔHDL).
- To evaluate a novel constrained instrumental variables (CIV) method for Mendelian randomization (MR) analysis, accounting for pleiotropy.
- To identify specific genes and CpG sites causally linked to HDL changes.
Main Methods:
- Mendelian randomization (MR) analysis using the GAW20 real data set (680 patients).
- Employed single-nucleotide polymorphisms (SNPs) as instrumental variables to assess causality.
- Compared the novel CIV method with Egger regression and two-stage least squares (TSLS) for estimating causal effects.
Main Results:
- The study identified causal relationships between specific CpG sites and ΔHDL.
- The novel CIV method, along with Egger regression and TSLS, implicated CpG sites in the genes *RNMT;C18orf19* and *C6orf141*.
- These findings suggest a potential role for DNA methylation in these genes in regulating HDL levels.
Conclusions:
- DNA methylation at specific CpG sites, particularly within *RNMT;C18orf19* and *C6orf141*, may have a causal impact on HDL levels.
- The constrained instrumental variables (CIV) method is a promising tool for MR studies involving potential pleiotropy.
- Further research can explore these methylation sites for novel therapeutic targets in cardiovascular disease.
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