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Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments.

Publication ,  Journal Article
Sheng, X; Guan, Y; Ma, Z; Wu, J; Liu, H; Qiu, C; Vitale, S; Miao, Z; Seasock, MJ; Palmer, M; Shin, MK; Duffin, KL; Pullen, SS; Edwards, TL ...
Published in: Nat Genet
September 2021

The functional interpretation of genome-wide association studies (GWAS) is challenging due to the cell-type-dependent influences of genetic variants. Here, we generated comprehensive maps of expression quantitative trait loci (eQTLs) for 659 microdissected human kidney samples and identified cell-type-eQTLs by mapping interactions between cell type abundances and genotypes. By partitioning heritability using stratified linkage disequilibrium score regression to integrate GWAS with single-cell RNA sequencing and single-nucleus assay for transposase-accessible chromatin with high-throughput sequencing data, we prioritized proximal tubules for kidney function and endothelial cells and distal tubule segments for blood pressure pathogenesis. Bayesian colocalization analysis nominated more than 200 genes for kidney function and hypertension. Our study clarifies the mechanism of commonly used antihypertensive and renal-protective drugs and identifies drug repurposing opportunities for kidney disease.

Duke Scholars

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Published In

Nat Genet

DOI

EISSN

1546-1718

Publication Date

September 2021

Volume

53

Issue

9

Start / End Page

1322 / 1333

Location

United States

Related Subject Headings

  • Single-Cell Analysis
  • Sequence Analysis, RNA
  • Renal Insufficiency, Chronic
  • Quantitative Trait, Heritable
  • Quantitative Trait Loci
  • Polymorphism, Single Nucleotide
  • Kidney Tubules, Proximal
  • Kidney Tubules, Distal
  • Hypertension
  • Humans
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Sheng, X., Guan, Y., Ma, Z., Wu, J., Liu, H., Qiu, C., … Susztak, K. (2021). Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments. Nat Genet, 53(9), 1322–1333. https://doi.org/10.1038/s41588-021-00909-9
Sheng, Xin, Yuting Guan, Ziyuan Ma, Junnan Wu, Hongbo Liu, Chengxiang Qiu, Steven Vitale, et al. “Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments.Nat Genet 53, no. 9 (September 2021): 1322–33. https://doi.org/10.1038/s41588-021-00909-9.
Sheng, Xin, et al. “Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments.Nat Genet, vol. 53, no. 9, Sept. 2021, pp. 1322–33. Pubmed, doi:10.1038/s41588-021-00909-9.
Sheng X, Guan Y, Ma Z, Wu J, Liu H, Qiu C, Vitale S, Miao Z, Seasock MJ, Palmer M, Shin MK, Duffin KL, Pullen SS, Edwards TL, Hellwege JN, Hung AM, Li M, Voight BF, Coffman TM, Brown CD, Susztak K. Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments. Nat Genet. 2021 Sep;53(9):1322–1333.

Published In

Nat Genet

DOI

EISSN

1546-1718

Publication Date

September 2021

Volume

53

Issue

9

Start / End Page

1322 / 1333

Location

United States

Related Subject Headings

  • Single-Cell Analysis
  • Sequence Analysis, RNA
  • Renal Insufficiency, Chronic
  • Quantitative Trait, Heritable
  • Quantitative Trait Loci
  • Polymorphism, Single Nucleotide
  • Kidney Tubules, Proximal
  • Kidney Tubules, Distal
  • Hypertension
  • Humans