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Epigenetics and Proteomics Join Transcriptomics in the Quest for Tuberculosis Biomarkers

机译:表观遗传学和蛋白质组学与转录组学一起寻找结核菌生物标志物

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ABSTRACT An estimated one-third of the world’s population is currently latently infected with Mycobacterium tuberculosis . Latent M.?tuberculosis infection (LTBI) progresses into active tuberculosis (TB) disease in ~5 to 10% of infected individuals. Diagnostic and prognostic biomarkers to monitor disease progression are urgently needed to ensure better care for TB patients and to decrease the spread of TB. Biomarker development is primarily based on transcriptomics. Our understanding of biology combined with evolving technical advances in high-throughput techniques led us to investigate the possibility of additional platforms (epigenetics and proteomics) in the quest to (i) understand the biology of the TB host response and (ii) search for multiplatform biosignatures in TB. We engaged in a pilot study to interrogate the DNA methylome, transcriptome, and proteome in selected monocytes and granulocytes from TB patients and healthy LTBI participants. Our study provides first insights into the levels and sources of diversity in the epigenome and proteome among TB patients and LTBI controls, despite limitations due to small sample size. Functionally the differences between the infection phenotypes (LTBI versus active TB) observed in the different platforms were congruent, thereby suggesting regulation of function not only at the transcriptional level but also by DNA methylation and microRNA. Thus, our data argue for the development of a large-scale study of the DNA methylome, with particular attention to study design in accounting for variation based on gender, age, and cell type. IMPORTANCE DNA methylation modifies the transcriptional program of cells. We have focused on two major populations of leukocytes involved in immune response to infectious diseases, granulocytes and monocytes, both of which are professional phagocytes that engulf and kill bacteria. We have interrogated how DNA methylation, gene expression, and protein translation differ in these two cell populations between healthy individuals and patients suffering from TB. To better understand the underlying biologic mechanisms, we harnessed a statistical enrichment analysis, taking advantage of predefined and well-characterized gene sets. Not only were there clear differences on various levels between the two populations, but there were also differences between TB patients and healthy controls in the transcriptome, proteome, and, for the first time, DNA methylome in these cells. Our pilot study emphasizes the value of a large-scale study of the DNA methylome taking into account our findings.
机译:摘要目前,全球约有三分之一的人口被结核分枝杆菌潜伏感染。潜在的结核分枝杆菌感染(LTBI)在约5%至10%的感染个体中发展为活动性结核病(TB)。迫切需要用于监测疾病进展的诊断和预后生物标志物,以确保为结核病患者提供更好的护理并减少结核病的传播。生物标志物的开发主要基于转录组学。我们对生物学的理解以及高通量技术的不断发展的技术进步,促使我们研究了其他平台(表观遗传学和蛋白质组学)的可能性,以寻求(i)了解结核病宿主反应的生物学和(ii)寻找多平台结核病的生物特征。我们进行了一项初步研究,以研究来自结核病患者和健康LTBI参与者的选定单核细胞和粒细胞中的DNA甲基化组,转录组和蛋白质组。我们的研究提供了对结核病患者和LTBI对照中表观基因组和蛋白质组多样性水平和来源的初步见解,尽管由于样本量小而受到限制。从功能上讲,在不同平台上观察到的感染表型(LTBI与活动性TB)之间的差异是一致的,从而表明不仅在转录水平而且在DNA甲基化和microRNA调节功能。因此,我们的数据证明了对DNA甲基化组的大规模研究的发展,尤其是在考虑基于性别,年龄和细胞类型的变异的研究设计上。重要信息DNA甲基化修饰细胞的转录程序。我们集中研究了涉及感染性疾病免疫反应的两个主要白细胞群:粒细胞和单核细胞,它们都是吞噬并杀死细菌的专业吞噬细胞。我们已经询问了健康个体和结核病患者之间这两个细胞群体中DNA甲基化,基因表达和蛋白质翻译的差异。为了更好地了解潜在的生物学机制,我们利用了预定义且特征明确的基因集,进行了统计富集分析。两种人群之间不仅在各个水平上都有明显的差异,而且在这些细胞的转录组,蛋白质组以及首次出现DNA甲基化组方面,结核病患者与健康对照之间也存在差异。我们的试点研究强调了考虑到我们发现的DNA甲基化大规模研究的价值。

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