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TRANSCRIPTIONAL INTERACTIONS DURING SMALLPOX INFECTION AND IDENTIFICATION OF EARLY INFECTION BIOMARKERS

机译:小斑感染期间的转录相互作用及早期感染生物标志物的鉴定

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Smallpox is a deadly disease that can be intentionally reintroduced into the human population as a bioweapon. While host gene expression microarray profiling can be used to detect infection, the analysis of this information using unsupervised and supervised classification techniques can produce contradictory results. Here, we present a novel computational approach to incorporate molecular genome annotation features that arc key for identifying early infection biomarkers (EIB). Our analysis identified 58 EIBs expressed in peripheral blood mononuclear cells (PBMCs) collected from 21 cynomolgus macaques (Macacafascicularis) infected with two variola strains via aerosol and intravenous exposure. The level of expression of these EIBs was correlated with disease progression and severity. No overlap between the EIBs co-expression and protein interaction data reported in public databases was found. This suggests that a pathogen-specific re-organization of the gene expression and protein interaction networks occurs during infection. To identify potential genome-wide protein interactions between variola and humans, we performed a protein domain analysis of all smallpox and human proteins. We found that only 55 of the 161 protein domains in smallpox are also present in the human genome. These co-occurring domains are mostly represented in proteins involved in blood coagulation, complement activation, angiogenesis, inflammation, and hormone transport. Several of these proteins are within the EIBs category and suggest potential new targets for the development of therapeutic countermeasures.
机译:Smallpox是一种致命的疾病,可以被故意重新引入人口作为生物利亚猴。虽然宿主基因表达微阵列分析可用于检测感染,但使用无监督和监督分类技术对该信息的分析可以产生矛盾的结果。这里,我们提出了一种新的计算方法来掺入分子基因组注释特征,该分子基因组注释特征是识别早期感染生物标志物(EIB)的弧形键。我们的分析鉴定了从21种Cynomolgus macaques(Macacafascularis)收集的外周血单核细胞(PBMC)中表达的58个EIB,通过气溶胶和静脉内暴露于21种CynoMolgus macaques(Macacafascularis)。这些EIBs的表达水平与疾病进展和严重程度相关。发现了在公共数据库中报告的EIB之间的CO-表达和蛋白质交互数据之间没有重叠。这表明在感染期间发生基因表达和蛋白质相互作用网络的病原体特异性重新组织。为了鉴定Variola和人类之间的潜在基因组含蛋白质相互作用,我们进行了所有天花和人蛋白的蛋白质结构域分析。我们发现,人类基因组中的仅161个蛋白质结构域中的55个也存在。这些共同发生的结构域大多代表血液凝固,补体激活,血管生成,炎症和激素运输的蛋白质中。这些蛋白质中的几种蛋白质在EIBS类别中,并建议潜在的新目标用于制定治疗对策。

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