Department of Physiology, Medical College of Wisconsin, Milwaukee, Wisconsin;
Department of Physiology, Medical College of Wisconsin, Milwaukee, Wisconsin; Human and Molecular Genetics Center, Medical College of Wisconsin, Milwaukee, Wisconsin;
Physiol Genomics. 2014 Jun 1;46(11):398-410. doi: 10.1152/physiolgenomics.00179.2013. Epub 2014 Apr 8.
The goal of the present study was to narrow a region of chromosome 13 to only several genes and then apply unbiased statistical approaches to identify molecular networks and biological pathways relevant to blood-pressure salt sensitivity in Dahl salt-sensitive (SS) rats. The analysis of 13 overlapping subcongenic strains identified a 1.37 Mbp region on chromosome 13 that influenced the mean arterial blood pressure by at least 25 mmHg in SS rats fed a high-salt diet. DNA sequencing and analysis filled genomic gaps and provided identification of five genes in this region, Rfwd2, Fam5b, Astn1, Pappa2, and Tnr. A cross-platform normalization of transcriptome data sets obtained from our previously published Affymetrix GeneChip dataset and newly acquired RNA-seq data from renal outer medullary tissue provided 90 observations for each gene. Two Bayesian methods were used to analyze the data: 1) a linear model analysis to assess 243 biological pathways for their likelihood to discriminate blood pressure levels across experimental groups and 2) a Bayesian graphical modeling of pathways to discover genes with potential relationships to the candidate genes in this region. As none of these five genes are known to be involved in hypertension, this unbiased approach has provided useful clues to be experimentally explored. Of these five genes, Rfwd2, the gene most strongly expressed in the renal outer medulla, was notably associated with pathways that can affect blood pressure via renal transcellular Na(+) and K(+) electrochemical gradients and tubular Na(+) transport, mitochondrial TCA cycle and cell energetics, and circadian rhythms.
本研究的目的是将 13 号染色体上的一个区域缩小到只有几个基因,然后应用无偏统计方法来鉴定与达尔盐敏感(SS)大鼠血压盐敏感性相关的分子网络和生物学途径。对 13 个重叠的亚系的分析确定了 13 号染色体上的一个 1.37 Mbp 区域,该区域至少影响了 SS 大鼠在高盐饮食下的平均动脉血压 25mmHg。DNA 测序和分析填补了基因组空白,并确定了该区域的五个基因,Rfwd2、Fam5b、Astn1、Pappa2 和 Tnr。我们之前发表的 Affymetrix GeneChip 数据集和新获得的肾外髓质组织 RNA-seq 数据的跨平台转录组数据的归一化提供了每个基因的 90 个观测值。使用两种贝叶斯方法分析数据:1)线性模型分析,以评估 243 个生物学途径,以确定它们在实验组之间区分血压水平的可能性;2)对途径进行贝叶斯图形建模,以发现与该区域候选基因具有潜在关系的基因。由于这五个基因中没有一个已知与高血压有关,这种无偏方法为实验探索提供了有用的线索。在这五个基因中,Rfwd2 是在外髓质中表达最强的基因,与可能通过肾细胞间 Na(+)和 K(+)电化学梯度和管状 Na(+)转运、线粒体 TCA 循环和细胞能量以及昼夜节律影响血压的途径显著相关。