Nature Communications (Mar 2024)
Genetic imputation of kidney transcriptome, proteome and multi-omics illuminates new blood pressure and hypertension targets
- Xiaoguang Xu,
- Chachrit Khunsriraksakul,
- James M. Eales,
- Sebastien Rubin,
- David Scannali,
- Sushant Saluja,
- David Talavera,
- Havell Markus,
- Lida Wang,
- Maciej Drzal,
- Akhlaq Maan,
- Abigail C. Lay,
- Priscilla R. Prestes,
- Jeniece Regan,
- Avantika R. Diwadkar,
- Matthew Denniff,
- Grzegorz Rempega,
- Jakub Ryszawy,
- Robert Król,
- John P. Dormer,
- Monika Szulinska,
- Marta Walczak,
- Andrzej Antczak,
- Pamela R. Matías-García,
- Melanie Waldenberger,
- Adrian S. Woolf,
- Bernard Keavney,
- Ewa Zukowska-Szczechowska,
- Wojciech Wystrychowski,
- Joanna Zywiec,
- Pawel Bogdanski,
- A. H. Jan Danser,
- Nilesh J. Samani,
- Tomasz J. Guzik,
- Andrew P. Morris,
- Dajiang J. Liu,
- Fadi J. Charchar,
- Human Kidney Tissue Resource Study Group,
- Maciej Tomaszewski
Affiliations
- Xiaoguang Xu
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Chachrit Khunsriraksakul
- Department of Public Health Sciences, Penn State College of Medicine
- James M. Eales
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Sebastien Rubin
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- David Scannali
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Sushant Saluja
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- David Talavera
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Havell Markus
- Department of Public Health Sciences, Penn State College of Medicine
- Lida Wang
- Department of Public Health Sciences, Penn State College of Medicine
- Maciej Drzal
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Akhlaq Maan
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Abigail C. Lay
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Priscilla R. Prestes
- Health Innovation and Transformation Centre, Federation University Australia
- Jeniece Regan
- Department of Public Health Sciences, Penn State College of Medicine
- Avantika R. Diwadkar
- Department of Public Health Sciences, Penn State College of Medicine
- Matthew Denniff
- Department of Cardiovascular Sciences, University of Leicester
- Grzegorz Rempega
- Department of Urology, Medical University of Silesia
- Jakub Ryszawy
- Department of Urology, Medical University of Silesia
- Robert Król
- Department of General, Vascular and Transplant Surgery, Faculty of Medical Sciences in Katowice, Medical University of Silesia
- John P. Dormer
- Department of Cellular Pathology, University Hospitals of Leicester
- Monika Szulinska
- Department of Obesity, Metabolic Disorders Treatment and Clinical Dietetics, Karol Marcinkowski University of Medical Sciences
- Marta Walczak
- Department of Internal Diseases, Metabolic Disorders and Arterial Hypertension, Poznan University of Medical Sciences
- Andrzej Antczak
- Department of Urology and Uro-oncology, Karol Marcinkowski University of Medical Sciences
- Pamela R. Matías-García
- Institute of Epidemiology, Helmholtz Center Munich
- Melanie Waldenberger
- Institute of Epidemiology, Helmholtz Center Munich
- Adrian S. Woolf
- Division of Cell Matrix Biology and Regenerative Medicine, Faculty of Biology, Medicine and Health, University of Manchester
- Bernard Keavney
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Ewa Zukowska-Szczechowska
- Department of Health Care, Silesian Medical College
- Wojciech Wystrychowski
- Department of General, Vascular and Transplant Surgery, Faculty of Medical Sciences in Katowice, Medical University of Silesia
- Joanna Zywiec
- Department of Internal Medicine, Diabetology and Nephrology, Zabrze, Medical University of Silesia
- Pawel Bogdanski
- Department of Obesity, Metabolic Disorders Treatment and Clinical Dietetics, Karol Marcinkowski University of Medical Sciences
- A. H. Jan Danser
- Department of Internal Medicine, Division of Pharmacology and Vascular Medicine, Erasmus Medical Centre
- Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester
- Tomasz J. Guzik
- Department of Internal Medicine, Jagiellonian University Medical College
- Andrew P. Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal & Dermatological Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- Dajiang J. Liu
- Department of Public Health Sciences, Penn State College of Medicine
- Fadi J. Charchar
- Health Innovation and Transformation Centre, Federation University Australia
- Human Kidney Tissue Resource Study Group
- Maciej Tomaszewski
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester
- DOI
- https://doi.org/10.1038/s41467-024-46132-y
- Journal volume & issue
-
Vol. 15,
no. 1
pp. 1 – 29
Abstract
Abstract Genetic mechanisms of blood pressure (BP) regulation remain poorly defined. Using kidney-specific epigenomic annotations and 3D genome information we generated and validated gene expression prediction models for the purpose of transcriptome-wide association studies in 700 human kidneys. We identified 889 kidney genes associated with BP of which 399 were prioritised as contributors to BP regulation. Imputation of kidney proteome and microRNAome uncovered 97 renal proteins and 11 miRNAs associated with BP. Integration with plasma proteomics and metabolomics illuminated circulating levels of myo-inositol, 4-guanidinobutanoate and angiotensinogen as downstream effectors of several kidney BP genes (SLC5A11, AGMAT, AGT, respectively). We showed that genetically determined reduction in renal expression may mimic the effects of rare loss-of-function variants on kidney mRNA/protein and lead to an increase in BP (e.g., ENPEP). We demonstrated a strong correlation (r = 0.81) in expression of protein-coding genes between cells harvested from urine and the kidney highlighting a diagnostic potential of urinary cell transcriptomics. We uncovered adenylyl cyclase activators as a repurposing opportunity for hypertension and illustrated examples of BP-elevating effects of anticancer drugs (e.g. tubulin polymerisation inhibitors). Collectively, our studies provide new biological insights into genetic regulation of BP with potential to drive clinical translation in hypertension.