Transcriptome-wide association analysis identifies DACH1 as a kidney disease risk gene that contributes to fibrosis

被引:54
作者
Doke, Tomohito [1 ,2 ,3 ]
Huang, Shizheng [1 ,2 ,3 ]
Qiu, Chengxiang [1 ,2 ,3 ]
Liu, Hongbo [1 ,2 ,3 ]
Guan, Yuting [1 ,2 ,3 ]
Hu, Hailong [1 ,2 ,3 ]
Ma, Ziyuan [1 ,2 ,3 ]
Wu, Junnan [1 ,2 ,3 ]
Miao, Zhen [1 ,2 ,3 ]
Sheng, Xin [1 ,2 ,3 ]
Zhou, Jianfu [1 ,2 ,3 ]
Cao, Aili [4 ]
Li, Jianhua [4 ]
Kaufman, Lewis [4 ]
Hung, Adriana [5 ]
Brown, Christopher D. [3 ]
Pestell, Richard [6 ,7 ]
Susztak, Katalin [1 ,2 ,3 ]
机构
[1] Univ Penn, Dept Med, Renal Elect & Hypertens Div, Philadelphia, PA 19104 USA
[2] Univ Penn, Inst Diabet Obes & Metab, Philadelphia, PA 19104 USA
[3] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA
[4] Icahn Sch Med, Div Nephrol, New York, NY USA
[5] Vanderbilt Univ, Div Nephrol, 221 Kirkland Hall, Nashville, TN 37235 USA
[6] Penn Biotechnol Ctr, Baruch S Blumberg Inst, Penn Canc & Regenerat Med Res Ctr, Wynnewood, PA USA
[7] Wistar Inst Anat & Biol, 3601 Spruce St, Philadelphia, PA 19104 USA
关键词
EXPRESSION; DACH1; LOCI; MACROPHAGES; PROGRESSION; PROMOTER; INJURY; CELLS; GWAS;
D O I
10.1172/JCI141801
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Genome-wide association studies (GWAS) for kidney function identified hundreds of risk regions; however, the causal variants, target genes, cell types, and disease mechanisms remain poorly understood. Here, we performed transcriptome-wide association studies (TWAS), summary Mendelian randomization, and MetaXcan to identify genes whose expression mediates the genotype effect on the phenotype. Our analyses identified Dachshund homolog 1 (DACH1), a cell-fate determination factor. GWAS risk variant was associated with lower DACH1 expression in human kidney tubules. Human and mouse kidney single-cell open chromatin data (snATAC-Seq) prioritized estimated glomerular filtration rate (eGFR) GWAS variants located on an intronic regulatory region in distal convoluted tubule cells. CRISPR-Cas9-mediated gene editing confirmed the role of risk variants in regulating DACH1 expression. Mice with tubule-specific Dach1 deletion developed more severe renal fibrosis both in folic acid and diabetic kidney injury models. Mice with tubule-specific Dach1 overexpression were protected from folic acid nephropathy. Single-cell RNA sequencing, chromatin immunoprecipitation, and functional analysis indicated that DACH1 controls the expression of cell cycle and myeloid chemotactic factors, contributing to macrophage infiltration and fibrosis development. In summary, integration of GWAS, TWAS, single-cell epigenome, expression analyses, gene editing, and functional validation in different mouse kidney disease models identified DACH1 as a kidney disease risk gene.
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页数:22
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共 48 条
[1]   Late onset of treatment with a chemokine receptor CCR1 antagonist prevents progression of lupus nephritis in MRL-Fas(lpr) mice [J].
Anders, HJ ;
Belemezova, E ;
Eis, V ;
Segerer, S ;
Vielhauer, V ;
De Lema, GP ;
Kretzler, M ;
Cohen, CD ;
Frink, M ;
Horuk, R ;
Hudkins, KL ;
Alpers, CE ;
Mampaso, F ;
Schlöndorff, D .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2004, 15 (06) :1504-1513
[2]   Chemokines and chemokine receptors are involved in the resolution or progression of renal disease [J].
Anders, HJ ;
Vielhauer, V ;
Schlöndorff, D .
KIDNEY INTERNATIONAL, 2003, 63 (02) :401-415
[3]   Exploring the phenotypic consequences of tissue specific gene expression variation inferred from GWAS summary statistics [J].
Barbeira, Alvaro N. ;
Dickinson, Scott P. ;
Bonazzola, Rodrigo ;
Zheng, Jiamao ;
Wheeler, Heather E. ;
Torres, Jason M. ;
Torstenson, Eric S. ;
Shah, Kaanan P. ;
Garcia, Tzintzuni ;
Edwards, Todd L. ;
Stahl, Eli A. ;
Huckins, Laura M. ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Im, Hae Kyung .
NATURE COMMUNICATIONS, 2018, 9
[4]   Human Kidney Tubule-Specific Gene Expression Based Dissection of Chronic Kidney Disease Traits [J].
Beckerman, Pazit ;
Qiu, Chengxiang ;
Park, Jihwan ;
Ledo, Nora ;
Ko, Yi-An ;
Park, Ae-Seo Deok ;
Han, Sang-Youb ;
Choi, Peter ;
Palmer, Matthew ;
Susztak, Katalin .
EBIOMEDICINE, 2017, 24 :267-276
[5]   Dedifferentiation and proliferation of surviving epithelial cells in acute renal failure [J].
Bonventre, JV .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2003, 14 (06) :S55-S61
[6]   The next generation of therapeutics for chronic kidney disease [J].
Breyer, Matthew D. ;
Susztak, Katalin .
NATURE REVIEWS DRUG DISCOVERY, 2016, 15 (08) :568-588
[7]   Macrophages in Kidney Injury, Inflammation, and Fibrosis [J].
Cao, Qi ;
Harris, David C. H. ;
Wang, Yiping .
PHYSIOLOGY, 2015, 30 (03) :183-194
[8]   FOXM1 drives proximal tubule proliferation during repair from acute ischemic kidney injury [J].
Chang-Panesso, Monica ;
Kadyrov, Farid F. ;
Lalli, Matthew ;
Wu, Haojia ;
Ikeda, Shiyo ;
Kefaloyianni, Eirini ;
Abdelmageed, Mai M. ;
Herrlich, Andreas ;
Kobayashi, Akio ;
Humphreys, Benjamin D. .
JOURNAL OF CLINICAL INVESTIGATION, 2019, 129 (12) :5501-5517
[9]   The Endogenous Cell-Fate Factor Dachshund Restrains Prostate Epithelial Cell Migration via Repression of Cytokine Secretion via a CXCL Signaling Module [J].
Chen, Ke ;
Wu, Kongming ;
Jiao, Xuanmao ;
Wang, Liping ;
Ju, Xiaoming ;
Wang, Min ;
Di Sante, Gabriele ;
Xu, Shaohua ;
Wang, Qiong ;
Li, Kevin ;
Sun, Xin ;
Xu, Congwen ;
Li, Zhiping ;
Casimiro, Mathew C. ;
Ertel, Adam ;
Addya, Sankar ;
McCue, Peter A. ;
Lisanti, Michael P. ;
Wang, Chenguang ;
Davis, Richard J. ;
Mardon, Graeme ;
Pestell, Richard G. .
CANCER RESEARCH, 2015, 75 (10) :1992-2004
[10]   The transcription factor Dach1 is essential for podocyte function [J].
Endlich, Nicole ;
Kliewe, Felix ;
Kindt, Frances ;
Schmidt, Katharina ;
Kotb, AhmedM. ;
Artelt, Nadine ;
Lindenmeyer, Maja T. ;
Cohen, Clemens D. ;
Doering, Franziska ;
Kuss, Andreas W. ;
Amann, Kerstin ;
Moeller, Marcus J. ;
Kabgani, Nazanin ;
Blumenthal, Antje ;
Endlich, Karlhans .
JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2018, 22 (05) :2656-2669