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Published on: October 22, 2014
Causal Effects of Genetically Predicted Cardiovascular Risk Factors on Chronic Kidney Disease: A Two-Sample Mendelian
Hui-Min Liu1,2, Qin Hu3, Qiang Zhang4
1Center of System Biology and Data Information, School of Basic Medical Science, Central South University, Changsha, China.
Insights
Genetically predicted higher diastolic blood pressure (DBP) causally increases chronic kidney disease (CKD) risk. Higher HDL cholesterol may lower CKD risk, while higher systolic blood pressure (SBP) may increase it, though further research is needed.
Area of Science:
- Cardiovascular Epidemiology
- Nephrology
- Genetic Epidemiology
Background:
- Observational studies link cardiovascular risk factors to chronic kidney disease (CKD).
- Residual confounding from unmeasured factors may affect these associations.
- Mendelian randomization can assess causal relationships.
Purpose of the Study:
- To evaluate the causal effect of genetically predicted cardiovascular risk factors on CKD risk.
- To differentiate causal associations from observational correlations.
Main Methods:
- Two-sample Mendelian randomization analysis.
- Utilized genetic variants for cardiovascular risk factors (HDL, LDL, TC, TG, HbA1c, glucose, SBP, DBP).
- Extracted effect sizes from large GWAS summary-level CKD data.
Main Results:
- Genetically predicted higher diastolic blood pressure (DBP) showed a significant causal association with increased CKD risk (OR 1.35, P=0.004).
- Suggestive evidence linked higher HDL cholesterol to lower CKD risk (OR 0.88, P=0.025) and higher SBP to increased CKD risk (OR 1.36, P=0.013).
- No causal associations were found for LDL cholesterol, total cholesterol, triglycerides, HbA1c, or fasting glucose.
Conclusions:
- Diastolic blood pressure is a likely causal risk factor for CKD.
- HDL cholesterol and systolic blood pressure may have causal roles in CKD development.
- Genetic evidence helps clarify causal links between cardiovascular factors and kidney disease.
Abstract:
Observational studies have demonstrated that cardiovascular risk factors are associated with chronic kidney disease (CKD). However, these observational associations are potentially influenced by the residual confounding, including some unmeasured lifestyle factors and interaction risk factors. Two-sample mendelian randomization analysis was conducted in this study to evaluate whether genetically predicted cardiovascular risk factors have a causal effect on the risk of CKD. We selected genetic variants associated with cardiovascular risk factors and extracted the corresponding effect sizes from the largest GWAS summary-level dataset of CKD. Cardiovascular risk factors contain high density lipoprotein (HDL) cholesterol, low density lipoprotein (LDL) cholesterol, total cholesterol (TC), triglyceride (TG), glycated hemoglobin (HbA1c), fasting glucose, systolic blood pressure (SBP) and diastolic blood pressure (DBP). A Bonferroni corrected threshold of P = 0.006 was considered as significant, and 0.006 < P < 0.05 was considered suggestive of evidence for a potential association. Genetically predicted DBP was significantly associated with CKD [odds ratio (OR) was 1.35 (95% confidence interval (CI) (1.10, 1.65); P = 0.004)]. There was suggestive evidence for potential associations between genetically predicted higher HDL cholesterol [OR: 0.88, 95%CI (0.80, 0.98), P = 0.025] and lower adds of CKD, and between higher SBP [OR: 1.36, 95%CI (1.07, 1.73), P = 0.013] and higher adds of CKD. However, genetically predicted LDL cholesterol, TC, TG, HbA1c, and fasting glucose did not show any causal association with CKD.
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