bioRxivGeneticsPreprint
Kidney Function and Blood Pressure: A Bi-directional Mendelian Randomisation Study
Zhi YuiD, Josef CoreshiD, Guanghao QiiD, Morgan Erika GramsiD, Eric BoerwinkleiD, Harold SniederiD, Alexander TeumeriD, Cristian PattaroiD, Anna KöttgeniD, Nilanjan ChatterjeeiD, Adrienne TiniD
Abstract
ObjectiveTo evaluate the bi-directional causal relation between kidney function and blood pressure. DesignMendelian randomisation study. SettingWe performed two-sample Mendelian randomisation analyses. Genetic instruments of kidney function traits were selected from summary statistics of genome-wide association studies (GWAS) of glomerular filtration rate estimated from serum creatinine (eGFRcr) and blood urea nitrogen (BUN) and were required to be associated with both eGFRcr and BUN to ensure that the instruments were more likely to represent the underlying kidney function. Genetic instruments of blood pressure were selected from summary statistics of GWAS of systolic and diastolic blood pressure. We investigated Mendelian randomisation hypothesis using several alternative approaches, including methods that are most robust to the presence of horizontal pleiotropy. ParticipantsThe summary statistics of eGFRcr included 567,460 participants from 54 cohorts, and the summary statistics of BUN included 243,031 participants from 48 cohorts from the Chronic Kidney Disease Genetics (CKDGen) Consortium. The summary statistics of systolic and diastolic blood pressure included 757,601 participants from the UK Biobank and 78 cohorts from the International Consortium for Blood Pressure (ICBP). ResultsSignificant evidence supported the causal effects of higher kidney function on lower blood pressure with multiple methods. Based on the mode-based Mendelian randomisation analysis approach, known for its robustness to the presence of pleiotropic effect, the effect estimate for 1 SD higher in eGFRcr was -0.17 SD unit (95 % CI: -0.09 to -0.24) in systolic blood pressure (SBP) and -0.15 SD unit (95% CI: -0.07 to -0.22) in diastolic blood pressure (DBP). In contrast, the causal effects of blood pressure on kidney function were not statistically significant. ConclusionsMendelian randomisation analyses support causal effects of higher kidney function on lower blood pressure. These results suggest preventing kidney function decline can reduce the public health burden of hypertension.
- organism: human
- assay: GWAS summary statistics
- research focus: GWAS / association mapping
- approach: statistical model
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cardiometabolic drugs and kidney function - a drug target Mendelian randomisation study
Aristomo Andries, Schyler Marie Bennett, … Humaira Rasheed·medRxiv·Jun 16, 2025
- An ancestry-matched Mendelian randomisation analysis of kidney function and heart failure subtypes in African ancestry populations
Ngoné Diaba Gaye, Abdoulaye Diawara·medRxiv·Jul 17, 2026
- Mapping renal impairment and cardiac structure and function: a comprehensive analysis of prospective cohort study, Mendelian randomization and shared genetic etiology
Haozhang Huang, Jing Liu, … Yong Liu·medRxiv·Aug 24, 2025
- Disease progression Mendelian randomization of risk factors for kidney function decline in chronic kidney disease and the general population
Aristomo Andries, Venexia M. Walker, … Tom R. Gaunt·medRxiv·Sep 8, 2026
- Trans-ethnic genome-wide association study provides insight into effector genes and molecular mechanisms for kidney function and highlights a causal effect on kidney-specific disease aetiologies
Andrew P. Morris, Thu H Le, … Nora Franceschini·Nature CommunicationsPeer-reviewed·Dec 28, 2018
- Relationship between birth weight and chronic kidney disease: an integrative analysis of observational studies and causal inference through genetic approaches
Xinghao Yu, Zhongshang Yuan, … Shuiping Huang·bioRxiv·Aug 8, 2019