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Patterns of HIV-1 Protein Interaction Identify Perturbed Host-Cellular Subsystems

机译:HIV-1蛋白相互作用的模式识别受干扰的宿主细胞子系统。

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摘要

Human immunodeficiency virus type 1 (HIV-1) exploits a diverse array of host cell functions in order to replicate. This is mediated through a network of virus-host interactions. A variety of recent studies have catalogued this information. In particular the HIV-1, Human Protein Interaction Database (HHPID) has provided a unique depth of protein interaction detail. However, as a map of HIV-1 infection, the HHPID is problematic, as it contains curation error and redundancy; in addition, it is based on a heterogeneous set of experimental methods. Based on identifying shared patterns of HIV-host interaction, we have developed a novel methodology to delimit the core set of host-cellular functions and their associated perturbation from the HHPID. Initially, using biclustering, we identify 279 significant sets of host proteins that undergo the same types of interaction. The functional cohesiveness of these protein sets was validated using a human protein-protein interaction network, gene ontology annotation and sequence similarity. Next, using a distance measure, we group host protein sets and identify 37 distinct higher-level subsystems. We further demonstrate the biological significance of these subsystems by cross-referencing with global siRNA screens that have been used to detect host factors necessary for HIV-1 replication, and investigate the seemingly small intersect between these data sets. Our results highlight significant host-cell subsystems that are perturbed during the course of HIV-1 infection. Moreover, we characterise the patterns of interaction that contribute to these perturbations. Thus, our work disentangles the complex set of HIV-1-host protein interactions in the HHPID, reconciles these with siRNA screens and provides an accessible and interpretable map of infection.
机译:人类免疫缺陷病毒1型(HIV-1)利用多种宿主细胞功能来复制。这是通过病毒-宿主相互作用网络介导的。最近的各种研究已经对该信息进行了分类。特别是HIV-1人类蛋白质相互作用数据库(HHPID)提供了独特的蛋白质相互作用细节深度。但是,作为HIV-1感染图,HHPID存在问题,因为它包含管理错误和冗余。此外,它基于一组不同的实验方法。基于识别HIV-宿主相互作用的共享模式,我们开发了一种新颖的方法来从HHPID界定宿主细胞功能的核心集及其相关的干扰。最初,我们使用biclustering技术,鉴定了279种经过相同类型相互作用的重要宿主蛋白。这些蛋白质集的功能凝聚力已通过人类蛋白质-蛋白质相互作用网络,基因本体注释和序列相似性进行了验证。接下来,使用距离度量,将宿主蛋白集分组,并确定37个不同的更高级别的子系统。我们通过与全球siRNA筛查交叉引用进一步证明了这些子系统的生物学意义,这些筛查已用于检测HIV-1复制所必需的宿主因子,并研究了这些数据集之间看似很小的交叉点。我们的结果突出了在HIV-1感染过程中受到干扰的重要宿主细胞子系统。此外,我们描述了导致这些扰动的相互作用模式。因此,我们的工作解开了HHPID中HIV-1宿主蛋白相互作用的复杂集合,将其与siRNA筛选相协调,并提供了可访问且可解释的感染图。

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