Suppr超能文献

绘制人类性状的遗传结构与肾脏细胞类型的关系,有助于鉴定疾病的发病机制和潜在治疗方法。

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

机构信息

Department of Medicine, Renal Electrolyte and Hypertension Division, University of Pennsylvania, Philadelphia, PA, USA.

Institute of Diabetes, Obesity and Metabolism, University of Pennsylvania, Philadelphia, PA, USA.

出版信息

Nat Genet. 2021 Sep;53(9):1322-1333. doi: 10.1038/s41588-021-00909-9. Epub 2021 Aug 12.

Abstract

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.

摘要

由于遗传变异受细胞类型影响,全基因组关联研究(GWAS)的功能解释具有挑战性。在这里,我们针对 659 个人类肾脏样本的微切割生成了综合表达数量性状基因座(eQTL)图谱,并通过映射细胞类型丰度与基因型之间的相互作用,鉴定出了细胞类型-eQTL。通过使用分层连锁不平衡评分回归对遗传力进行分区,将 GWAS 与单细胞 RNA 测序和用于转座酶可及染色质的高通量测序数据的单核测定相结合,我们优先考虑近端小管用于肾功能,以及内皮细胞和远端小管节用于血压发病机制。贝叶斯共定位分析为肾功能和高血压提名了 200 多个基因。我们的研究阐明了常用降压和肾脏保护药物的作用机制,并确定了肾脏疾病药物再利用的机会。

相似文献

2
Renal compartment-specific genetic variation analyses identify new pathways in chronic kidney disease.
Nat Med. 2018 Nov;24(11):1721-1731. doi: 10.1038/s41591-018-0194-4. Epub 2018 Oct 1.
3
Chromatin Conformation Links Distal Target Genes to CKD Loci.
J Am Soc Nephrol. 2018 Feb;29(2):462-476. doi: 10.1681/ASN.2016080875. Epub 2017 Nov 1.
5
The impact of cell type and context-dependent regulatory variants on human immune traits.
Genome Biol. 2021 Apr 29;22(1):122. doi: 10.1186/s13059-021-02334-x.
9
Genetic-Variation-Driven Gene-Expression Changes Highlight Genes with Important Functions for Kidney Disease.
Am J Hum Genet. 2017 Jun 1;100(6):940-953. doi: 10.1016/j.ajhg.2017.05.004.
10
Uncovering genetic mechanisms of hypertension through multi-omic analysis of the kidney.
Nat Genet. 2021 May;53(5):630-637. doi: 10.1038/s41588-021-00835-w. Epub 2021 May 6.

引用本文的文献

3
Genetic transcriptional regulation profiling of cartilage reveals pathogenesis of osteoarthritis.
EBioMedicine. 2025 Jul;117:105821. doi: 10.1016/j.ebiom.2025.105821. Epub 2025 Jun 26.
4
Progress and applications of single-cell RNA sequencing and spatial transcriptome technology in acute kidney injury research.
Mol Ther Nucleic Acids. 2025 May 30;36(3):102583. doi: 10.1016/j.omtn.2025.102583. eCollection 2025 Sep 9.
5
Renal-Cardiac Crosstalk in the Pathogenesis and Progression of Heart Failure.
Circ Res. 2025 May 23;136(11):1306-1334. doi: 10.1161/CIRCRESAHA.124.325488. Epub 2025 May 22.
7
TEX10: A Novel Drug Target and Potential Therapeutic Direction for Sleep Apnea Syndrome.
Nat Sci Sleep. 2025 May 1;17:731-746. doi: 10.2147/NSS.S499895. eCollection 2025.
9
PPDPF is not a key regulator of human pancreas development.
PLoS Genet. 2025 Apr 7;21(4):e1011657. doi: 10.1371/journal.pgen.1011657. eCollection 2025 Apr.
10
The actin and microtubule network regulator WHAMM is identified as a key kidney disease risk gene.
Cell Rep. 2025 Apr 22;44(4):115462. doi: 10.1016/j.celrep.2025.115462. Epub 2025 Mar 25.

本文引用的文献

1
A simple new approach to variable selection in regression, with application to genetic fine mapping.
J R Stat Soc Series B Stat Methodol. 2020 Dec;82(5):1273-1300. doi: 10.1111/rssb.12388. Epub 2020 Jul 10.
2
Estimating heritability and its enrichment in tissue-specific gene sets in admixed populations.
Hum Mol Genet. 2021 Jul 28;30(16):1521-1534. doi: 10.1093/hmg/ddab130.
5
Population-scale single-cell RNA-seq profiling across dopaminergic neuron differentiation.
Nat Genet. 2021 Mar;53(3):304-312. doi: 10.1038/s41588-021-00801-6. Epub 2021 Mar 4.
6
The Nuclear Receptor ESRRA Protects from Kidney Disease by Coupling Metabolism and Differentiation.
Cell Metab. 2021 Feb 2;33(2):379-394.e8. doi: 10.1016/j.cmet.2020.11.011. Epub 2020 Dec 9.
7
Cell type-specific genetic regulation of gene expression across human tissues.
Science. 2020 Sep 11;369(6509). doi: 10.1126/science.aaz8528.
8
Integration of GWAS Summary Statistics and Gene Expression Reveals Target Cell Types Underlying Kidney Function Traits.
J Am Soc Nephrol. 2020 Oct;31(10):2326-2340. doi: 10.1681/ASN.2020010051. Epub 2020 Aug 6.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验