ArticleInternational journal of epidemiology2022
Trans-ethnic Mendelian-randomization study reveals causal relationships between cardiometabolic factors and chronic kidney disease.
Article in International journal of epidemiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 4 of them syntheses that pooled it.
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Who cites it
71 citing papers in PubMed, 4 syntheses or guidelines pooled it, 114 citations in OpenAlex.
- The association between steatotic liver disease and chronic kidney disease: a meta-analysis and Mendelian randomization study highlighting metabolic comorbidities.Nutrition & diabetes · 2026Pooled it
- Trends in Mendelian randomization in neurological disease research: a bibliometric analysis.Frontiers in neurology · 2025Pooled it
- Migraine, chronic kidney disease and kidney function: observational and genetic analyses.Human genetics · 2023Pooled it
- Obesity and Kidney Function: A Two-Sample Mendelian Randomization Study.Clinical chemistry · 2022Pooled it
- Migraines and the association of cognitive impairment: a one- and two-sample mendelian randomization analysis.Dialogues in clinical neuroscience · 2026Article
- A study on risk factors for the progression from T2DM to end-stage renal disease based on Mendelian randomization and logistic regression analysis.Renal failure · 2026Article
- Inflammatory Bowel Disease Is Associated With an Increased Risk of End-Stage Renal Disease: A Population-Based Cohort Study.Alimentary pharmacology & therapeutics · 2026Article
- Cross-population proteome-wide mendelian randomization study identifies likely causal proteins for cardiovascular diseases.Molecular genetics and genomics : MGG · 2026Article
- Relationship between apolipoprotein A levels and chronic kidney disease stage 4-5 in Chinese type 2 diabetes participants.International urology and nephrology · 2026Article
- Cross-population metabolome-wide Mendelian randomization study of prostate cancer risk.Research square · 2026Article
- The causal relationship between neuroimaging and Parkinson's disease: A two-sample Mendelian randomization study.Medicine · 2026Article
- Epidemiology of cardiovascular-kidney-metabolic syndrome.Nature reviews. Nephrology · 2026Review
- Causal Effect of Low-Density Lipoprotein Cholesterol on Chronic Kidney Disease: A Mendelian Randomization Study.Biochemistry research international · 2026Article
- Heterogeneity of diabetes and disease progression with a tree-like representation: findings from the China Cardiometabolic Disease and Cancer Cohort (4C) study.Diabetologia · 2026Article
- Article
- Identification of breast cancer susceptibility genes via trans-ethnic Mendelian randomization and colocalization analyses.Medicine · 2025Article
- Gut microbiota-mediated causal relations between sleep disorders and stroke: a Mendelian randomization study.Hormones (Athens, Greece) · 2025Article
- A causal association between serum mitochondrial-related proteins and the risk of chronic kidney disease.International urology and nephrology · 2025Article
- Development and validation of a prognostic prediction model for gastric cancer based on lipophagy-related genes.Translational cancer research · 2025Article
- The Contribution of Genetic Risk and Lifestyle Factors in the Progression of Diabetes to Diabetic Kidney Disease: A Prospective Cohort Study.Journal of diabetes · 2025Article
11 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
43 authors at 20 institutions in 8 countries.
Funding
Abstract
backgroundThis study was to systematically test whether previously reported risk factors for chronic kidney disease (CKD) are causally related to CKD in European and East Asian ancestries using Mendelian randomization.
methodsA total of 45 risk factors with genetic data in European ancestry and 17 risk factors in East Asian participants were identified as exposures from PubMed. We defined the CKD by clinical diagnosis or by estimated glomerular filtration rate of <60 ml/min/1.73 m2. Ultimately, 51 672 CKD cases and 958 102 controls of European ancestry from CKDGen, UK Biobank and HUNT, and 13 093 CKD cases and 238 118 controls of East Asian ancestry from Biobank Japan, China Kadoorie Biobank and Japan-Kidney-Biobank/ToMMo were included.
resultsEight risk factors showed reliable evidence of causal effects on CKD in Europeans, including genetically predicted body mass index (BMI), hypertension, systolic blood pressure, high-density lipoprotein cholesterol, apolipoprotein A-I, lipoprotein(a), type 2 diabetes (T2D) and nephrolithiasis. In East Asians, BMI, T2D and nephrolithiasis showed evidence of causality on CKD. In two independent replication analyses, we observed that increased hypertension risk showed reliable evidence of a causal effect on increasing CKD risk in Europeans but in contrast showed a null effect in East Asians. Although liability to T2D showed consistent effects on CKD, the effects of glycaemic phenotypes on CKD were weak. Non-linear Mendelian randomization indicated a threshold relationship between genetically predicted BMI and CKD, with increased risk at BMI of >25 kg/m2.
conclusionsEight cardiometabolic risk factors showed causal effects on CKD in Europeans and three of them showed causality in East Asians, providing insights into the design of future interventions to reduce the burden of CKD.
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