Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, SC 29208, USA.
Department of Pathology, Microbiology and Immunology, School of Medicine, University of South Carolina, Columbia, SC 29209, USA.
Aging (Albany NY). 2020 Feb 29;12(5):4222-4229. doi: 10.18632/aging.102875.
Differential expression analyses provide powerful tools for the identification of genes playing a role in disease pathogenesis. Yet, such approaches are usually restricted by the high variation in expression profiles when primary specimens are analyzed. It is conceivable that with the assessment of the degree of coordination in gene expression as opposed to the magnitude of differential expression, we may obtain hints underscoring different biological and pathological states. Here we have analyzed a publicly available dataset related to frailty, a syndrome characterized by reduced responsiveness to stressors and exhibiting increased prevalence in the elderly. We evaluated the transcriptome that loses its coordination between the frailty and control groups and assessed the biological functions that are acquired in the former group. Among the top genes exhibiting the lowest correlation, at the whole transcriptome level, between the control and frailty groups were TSIX, BEST1 and ADAMTSL4. Processes related to immune response and regulation of cellular metabolism and the metabolism of macromolecules emerged in the frailty group. The proposed strategy confirms and extends earlier findings regarding the pathogenesis of frailty and provides a paradigm on how the diversity in expression profiles of primary specimens could be leveraged for target discovery.
差异表达分析为鉴定在疾病发病机制中起作用的基因提供了强大的工具。然而,当分析原发性标本时,这种方法通常受到表达谱高度变化的限制。可以想象,通过评估基因表达的协调程度而不是差异表达的幅度,我们可能会得到强调不同生物学和病理状态的线索。在这里,我们分析了一个与虚弱相关的公开数据集,虚弱是一种以对压力源的反应能力降低和老年人中发病率增加为特征的综合征。我们评估了在虚弱组和对照组之间失去协调的转录组,并评估了在前一组中获得的生物学功能。在整个转录组水平上,在对照组和虚弱组之间相关性最低的前几个基因是 TSIX、BEST1 和 ADAMTSL4。与免疫反应和细胞代谢以及大分子代谢相关的过程在虚弱组中出现。所提出的策略证实并扩展了先前关于虚弱发病机制的研究结果,并提供了一个范例,说明如何利用原发性标本表达谱的多样性来发现目标。