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Inference of a causal relation between low-density lipoprotein cholesterol and hypertension using mendelian
Tae-Hwa Go1,2, Kyeong Im Kwak3, Ji-Yun Jang1,2
1Center of Biomedical Data Science, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea.
Insights
Higher LDL-C levels increase hypertension risk, especially in Koreans. This study used genetic data to confirm a causal link between LDL-C and hypertension, offering new insights into cardiovascular disease prevention.
Area of Science:
- Cardiovascular Epidemiology
- Genetic Epidemiology
- Public Health
Background:
- Elevated Low-Density Lipoprotein Cholesterol (LDL-C) is linked to cardiovascular disease risk.
- Causal links between LDL-C and hypertension require further investigation, particularly in Korean populations.
- Existing studies are limited by observational designs and lack of genetic epidemiology data.
Purpose of the Study:
- To investigate the causal relationship between LDL-C and hypertension in a Korean cohort.
- To leverage genetic data for a robust assessment of LDL-C's impact on hypertension risk.
- To address the lack of genetic epidemiology studies on LDL-C and hypertension in Koreans.
Main Methods:
- Utilized data from the Korean Genome and Epidemiology Study (20,701 subjects).
- Selected single-nucleotide polymorphisms (SNPs) associated with LDL-C from the Global Lipids Genetics Consortium.
- Performed Mendelian randomization analysis (MRA) using genetic risk scores (GRS) for 24 SNPs.
Main Results:
- Mendelian randomization assumptions were statistically validated.
- Weighted genetic risk scores (WGRSs) demonstrated a strong association with LDL-C.
- MRA revealed a statistically significant increase in hypertension risk with rising LDL-C in both sexes, unlike observational findings.
Conclusions:
- Genetic information significantly influences the relationship between LDL-C and hypertension.
- Confirms a causal effect of LDL-C on hypertension risk in the Korean population.
- Highlights the importance of genetic factors in understanding hypertension etiology.
Background:
It is known in some studies that higher the LDL-C, the greater the risk of developing cardiovascular disease. However, studies of the causal effects between LDL-C and hypertension are limited by their observational study design, and genetic epidemiology studies of associations between LDL-C and hypertension are lacking, as are studies using data for Koreans. In this study, we confirmed the causal effect of LDL-C on hypertension using Korean chip data.
Method:
The epidemiology and genotype data were collected from the Korean Genome and Epidemiology Study conducted by the Korea National Institute of Health and covered 20,701 subjects. Single-nucleotide polymorphisms associated with LDL-C were selected (p-value < 5 × 10- 8) from the Global Lipids Genetics Consortium database, and Mendelian randomization analysis (MRA) was performed with counted genetic risk scores and weighted genetic risk scores (WGRSs) for 24 single-nucleotide polymorphisms.
Result:
The assumptions for MRA were statistically confirmed, and WGRSs showed a strong association with LDL-C. Interestingly, while the relationship between LDL-C and hypertension was not statistically significant in the observational study, MRA study demonstrated that the risk of hypertension increased as LDL-C increased in both men and women.
Conclusions:
The results of this study confirmed that the relationship between LDL-C and hypertension is greatly influenced by genetic information.
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