An eQTL Landscape of Kidney Tissue in Human Nephrotic Syndrome

被引:141
作者
Gillies, Christopher E. [1 ]
Putler, Rosemary [1 ]
Menon, Rajasree [2 ]
Otto, Edgar [3 ]
Yasutake, Kalyn [1 ]
Nair, Viji [3 ]
Hoover, Paul [4 ,5 ]
Lieb, David [5 ]
Li, Shuqiang [5 ]
Eddy, Sean [3 ]
Fermin, Damian [1 ]
McNulty, Michelle T. [1 ]
Hacohen, Nir [4 ,5 ]
Kiryluk, Krzysztof [6 ]
Kretzler, Matthias [2 ,3 ]
Wen, Xiaoquan [7 ]
Sampson, Matthew G. [1 ]
机构
[1] Univ Michigan, Sch Med, Dept Pediat Nephrol, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Med, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Sch Med, Dept Med Nephrol, Ann Arbor, MI 48109 USA
[4] Massachusetts Gen Hosp, Dept Med, Canc Ctr, Boston, MA 02114 USA
[5] Broad Inst Massachusetts Inst Technol MIT & Harva, Cambridge, MA 02142 USA
[6] Columbia Univ, Coll Phys & Surg, Dept Med, Div Nephrol, New York, NY USA
[7] Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48109 USA
基金
美国国家卫生研究院;
关键词
GENE-EXPRESSION; RENAL DYSFUNCTION; RISK LOCI; ASSOCIATION; ARTHROGRYPOSIS; NEPHROPATHY; VARIANTS; GLOMERULOSCLEROSIS; SUSCEPTIBILITY; PHENOTYPE;
D O I
10.1016/j.ajhg.2018.07.004
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Expression quantitative trait loci (eQTL) studies illuminate the genetics of gene expression and, in disease research, can be particularly illuminating when using the tissues directly impacted by the condition. In nephrology, there is a paucity of eQTL studies of human kidney. Here, we used whole-genome sequencing (WGS) and microdissected glomerular (GLOM) and tubulointerstitial (TI) transcriptomes from 187 individuals with nephrotic syndrome (NS) to describe the eQTL landscape in these functionally distinct kidney structures. Using MatrixEQTL, we performed cis-eQTL analysis on GLOM (n = 136) and TI (n = 166). We used the Bayesian "Deterministic Approximation of Posteriors'' (DAP) to fine-map these signals, eQTLBMA to discover GLOM- or TI-specific eQTLs, and single-cell RNA-seq data of control kidney tissue to identify the cell type specificity of significant eQTLs. We integrated eQTL data with an IgA Nephropathy (IgAN) GWAS to perform a transcriptome-wide association study (TWAS). We discovered 894 GLOM eQTLs and 1,767 TI eQTLs at FDR < 0.05. 14% and 19% of GLOM and TI eQTLs, respectively, had >1 independent signal associated with its expression. 12% and 26% of eQTLs were GLOM specific and TI specific, respectively. GLOM eQTLs were most significantly enriched in podocyte transcripts and TI eQTLs in proximal tubules. The IgAN TWAS identified significant GLOM and TI genes, primarily at the HLA region. In this study, we discovered GLOM and TI eQTLs, identified those that were tissue specific, deconvoluted them into cell-specific signals, and used them to characterize known GWAS alleles. These data are available for browsing and download via our eQTL browser, "nephQTL.''
引用
收藏
页码:232 / 244
页数:13
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