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整合生物学确定了慢性肾脏病中共享的转录网络。

Integrative biology identifies shared transcriptional networks in CKD.

作者信息

Martini Sebastian, Nair Viji, Keller Benjamin J, Eichinger Felix, Hawkins Jennifer J, Randolph Ann, Böger Carsten A, Gadegbeku Crystal A, Fox Caroline S, Cohen Clemens D, Kretzler Matthias

机构信息

Departments of Internal Medicine, Nephrology, and Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan;

Department of Computer Science, Eastern Michigan University, Ypsilanti, Michigan;

出版信息

J Am Soc Nephrol. 2014 Nov;25(11):2559-72. doi: 10.1681/ASN.2013080906. Epub 2014 Jun 12.

Abstract

A previous meta-analysis of genome-wide association data by the Cohorts for Heart and Aging Research in Genomic Epidemiology and CKDGen consortia identified 16 loci associated with eGFR. To define how each of these single-nucleotide polymorphisms (SNPs) could affect renal function, we integrated GFR-associated loci with regulatory pathways, producing a molecular map of CKD. In kidney biopsy specimens from 157 European subjects representing nine different CKDs, renal transcript levels for 18 genes in proximity to the SNPs significantly correlated with GFR. These 18 genes were mapped into their biologic context by testing coregulated transcripts for enriched pathways. A network of 97 pathways linked by shared genes was constructed and characterized. Of these pathways, 56 pathways were reported previously to be associated with CKD; 41 pathways without prior association with CKD were ranked on the basis of the number of candidate genes connected to the respective pathways. All pathways aggregated into a network of two main clusters comprising inflammation- and metabolism-related pathways, with the NRF2-mediated oxidative stress response pathway serving as the hub between the two clusters. In all, 78 pathways and 95% of the connections among those pathways were verified in an independent North American biopsy cohort. Disease-specific analyses showed that most pathways are shared between sets of three diseases, with closest interconnection between lupus nephritis, IgA nephritis, and diabetic nephropathy. Taken together, the network integrates candidate genes from genome-wide association studies into their functional context, revealing interactions and defining established and novel biologic mechanisms of renal impairment in renal diseases.

摘要

基因组流行病学心脏与衰老研究队列及CKDGen联盟之前对全基因组关联数据进行的一项荟萃分析确定了16个与估算肾小球滤过率(eGFR)相关的基因座。为了确定这些单核苷酸多态性(SNP)中的每一个如何影响肾功能,我们将与肾小球滤过率相关的基因座与调控途径整合在一起,生成了一张慢性肾脏病(CKD)的分子图谱。在来自157名欧洲受试者的肾活检标本中,这些受试者代表了9种不同的CKD,靠近这些SNP的18个基因的肾转录水平与肾小球滤过率显著相关。通过测试共调控转录本的富集途径,将这18个基因定位到它们的生物学背景中。构建并表征了一个由共享基因连接的97条途径的网络。在这些途径中,先前报道有56条途径与CKD相关;41条先前与CKD无关联的途径根据与各自途径相连的候选基因数量进行排序。所有途径汇聚成一个由两个主要簇组成的网络,包括炎症相关途径和代谢相关途径,NRF2介导的氧化应激反应途径作为两个簇之间的枢纽。总体而言,在一个独立的北美活检队列中验证了78条途径以及这些途径中95%的连接。疾病特异性分析表明,大多数途径在三组疾病之间共享,狼疮性肾炎、IgA肾病和糖尿病肾病之间的相互联系最为紧密。综上所述,该网络将全基因组关联研究中的候选基因整合到其功能背景中,揭示了相互作用,并确定了肾脏疾病中肾功能损害的既定和新的生物学机制。

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