Kidney damage causally affects the brain cortical structure: A Mendelian randomization study
- PMID: 34619639
- PMCID: PMC8498227
- DOI: 10.1016/j.ebiom.2021.103592
Kidney damage causally affects the brain cortical structure: A Mendelian randomization study
Abstract
Background: Alterations in the brain cortical structures of patients with chronic kidney disease (CKD) have been reported; however, the cause has not been determined yet. Herein, we used Mendelian randomization (MR) to reveal the causal effect of kidney damage on brain cortical structure.
Methods: Genome-wide association studies summary data of estimated glomerular filtration rate (eGFR) in 480,698 participants from the CKDGen Consortium were used to identify genetically predicted eGFR. Data from 567,460 individuals from the CKDGen Consortium were used to assess genetically determined CKD; 302,687 participants from the UK Biobank were used to evaluate genetically predicted albuminuria. Further, data from 51,665 patients from the ENIGMA Consortium were used to assess the relationship between genetic predisposition and reduced eGFR, CKD, and progressive albuminuria with alterations in cortical thickness (TH) or surficial area (SA) of the brain. Magnetic resonance imaging was used to measure the SA and TH globally and in 34 functional regions. Inverse-variance weighted was used as the primary estimate whereas MR Pleiotropy RESidual Sum and Outlier, MR-Egger and weighted median were used to detect heterogeneity and pleiotropy.
Findings: At the global level, albuminuria decreased TH (β = -0.07 mm, 95% CI: -0.12 mm to -0.02 mm, P = 0.004); at the functional level, albuminuria reduced TH of pars opercularis gyrus without global weighted (β = -0.11 mm, 95% CI: -0.16 mm to -0.07 mm, P = 3.74×10-6). No pleiotropy was detected.
Interpretation: Kidney damage causally influences the cortex structure which suggests the existence of a kidney-brain axis.
Funding: This study was supported by the Science and Technology Planning Project of Guangdong Province (Grant No. 2020A1515111119 and 2017B020227007), the National Key Research and Development Program of China (Grant No. 2018YFA0902803), the National Natural Science Foundation of China (Grant No. 81825016, 81961128027, 81772719, 81772728), the Key Areas Research and Development Program of Guangdong (Grant No. 2018B010109006), Guangdong Special Support Program (2017TX04R246), Grant KLB09001 from the Key Laboratory of Malignant Tumor Gene Regulation and Target Therapy of Guangdong Higher Education Institutes, and Grants from the Guangdong Science and Technology Department (2020B1212060018).
Keywords: Brain cortical structure; Causal effect; Chronic kidney disease; Mendelian randomization.
Copyright © 2021 The Authors. Published by Elsevier B.V. All rights reserved.
Conflict of interest statement
Declaration of Competing Interest All authors declare: no support from any organisation for the submitted work; no financial relationships with any organisations that might have an interest in the submitted work in the previous three years; no other relationships or activities that could appear to have influenced the submitted work.
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References
-
- Disease G.B.D., Injury I., Prevalence C. Global, regional, and national incidence, prevalence, and years lived with disability for 328 diseases and injuries for 195 countries, 1990−2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet. 2017;390(10100):1211–1259. - PMC - PubMed
-
- Woo K.T., Choong H.L., Wong K.S., Tan H.B., Chan C.M. The contribution of chronic kidney disease to the global burden of major noncommunicable diseases. Kidney Int. 2012;81(10):1044–1045. - PubMed
-
- Ene-Iordache B., Perico N., Bikbov B., Carminati S., Remuzzi A., Perna A. Chronic kidney disease and cardiovascular risk in six regions of the world (ISN-KDDC): a cross-sectional study. Lancet Glob Health. 2016;4(5):e307–e319. - PubMed
-
- Eckardt K.U., Coresh J., Devuyst O., Johnson R.J., Kottgen A., Levey A.S. Evolving importance of kidney disease: from subspecialty to global health burden. Lancet. 2013;382(9887):158–169. - PubMed
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