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Visualization and interpretation of protein networks in Mycobacterium tuberculosis based on hierarchical clustering of genome-wide functional linkage maps

机译:基于全基因组功能连锁图的分层聚类的结核分枝杆菌蛋白质网络的可视化和解释

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Genome-wide functional linkages among proteins in cellular complexes and metabolic pathways can be inferred from high throughput experimentation, such as DNA microarrays, or from bioinformatic analyses. Here we describe a method for the visualization and interpretation of genome-wide functional linkages inferred by the Rosetta Stone, Phylogenetic Profile, Operon and Conserved Gene Neighbor computational methods. This method involves the construction of a genome-wide functional linkage map, where each significant functional linkage between a pair of proteins is displayed on a two-dimensional scatter-plot, organized according to the order of genes along the chromosome. Subsequent hierarchical clustering of the map reveals clusters of genes with similar functional linkage profiles and facilitates the inference of protein function and the discovery of functionally linked gene clusters throughout the genome. We illustrate this method by applying it to the genome of the pathogenic bacterium Mycobacterium tuberculosis, assigning cellular functions to previously uncharacterized proteins involved in cell wall biosynthesis, signal transduction, chaperone activity, energy metabolism and polysaccharide biosynthesis.
机译:可以从高通量实验(例如DNA微阵列)或生物信息学分析中推断出细胞复合物和代谢途径中蛋白质之间的全基因组功能连接。在这里,我们描述了一种可视化和解释由Rosetta Stone,系统发育概况,Operon和保守基因邻居计算方法推断出的全基因组功能连接的方法。此方法涉及构建全基因组功能连接图,其中一对蛋白质之间的每个重要功能连接均显示在二维散点图上,该散点图根据沿染色体上基因的顺序进行组织。图的随后层次聚类揭示了具有相似功能连锁分布的基因簇,并促进了蛋白质功能的推断和整个基因组中功能连锁基因簇的发现。我们通过将其应用于病原性细菌结核分枝杆菌的基因组,将细胞功能分配给参与细胞壁生物合成,信号转导,分子伴侣活性,能量代谢和多糖生物合成的先前未表征的蛋白质,来说明该方法。

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