TY - JOUR
T1 - Genetic imputation of kidney transcriptome, proteome and multi-omics illuminates new blood pressure and hypertension targets
AU - Xu, Xiaoguang
AU - Khunsriraksakul, Chachrit
AU - Eales, James M.
AU - Rubin, Sebastien
AU - Scannali, David
AU - Saluja, Sushant
AU - Talavera, David
AU - Markus, Havell
AU - Wang, Lida
AU - Drzal, Maciej
AU - Maan, Akhlaq
AU - Lay, Abigail C.
AU - Prestes, Priscilla R.
AU - Regan, Jeniece
AU - Diwadkar, Avantika R.
AU - Denniff, Matthew
AU - Rempega, Grzegorz
AU - Ryszawy, Jakub
AU - Król, Robert
AU - Dormer, John P.
AU - Szulinska, Monika
AU - Walczak, Marta
AU - Antczak, Andrzej
AU - Matías-García, Pamela R.
AU - Waldenberger, Melanie
AU - Woolf, Adrian S.
AU - Keavney, Bernard
AU - Zukowska-Szczechowska, Ewa
AU - Wystrychowski, Wojciech
AU - Zywiec, Joanna
AU - Bogdanski, Pawel
AU - Danser, A. H.Jan
AU - Samani, Nilesh J.
AU - Guzik, Tomasz J.
AU - Morris, Andrew P.
AU - Liu, Dajiang J.
AU - Charchar, Fadi J.
AU - Tomaszewski, Maciej
N1 - Publisher Copyright:
© The Author(s) 2024.
PY - 2024/12
Y1 - 2024/12
N2 - 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.
AB - 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.
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U2 - 10.1038/s41467-024-46132-y
DO - 10.1038/s41467-024-46132-y
M3 - Article
C2 - 38504097
AN - SCOPUS:85188116760
SN - 2041-1723
VL - 15
JO - Nature communications
JF - Nature communications
IS - 1
M1 - 2359
ER -