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A Semi-Quantitative, Synteny-Based Method to Improve Functional Predictions for Hypothetical and Poorly Annotated Bacterial and Archaeal Genes

机译:一种基于半定量,基于协同关系的方法来改善假设性和注释不当的细菌和古细菌基因的功能预测

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摘要

During microbial evolution, genome rearrangement increases with increasing sequence divergence. If the relationship between synteny and sequence divergence can be modeled, gene clusters in genomes of distantly related organisms exhibiting anomalous synteny can be identified and used to infer functional conservation. We applied the phylogenetic pairwise comparison method to establish and model a strong correlation between synteny and sequence divergence in all 634 available Archaeal and Bacterial genomes from the NCBI database and four newly assembled genomes of uncultivated Archaea from an acid mine drainage (AMD) community. In parallel, we established and modeled the trend between synteny and functional relatedness in the 118 genomes available in the STRING database. By combining these models, we developed a gene functional annotation method that weights evolutionary distance to estimate the probability of functional associations of syntenous proteins between genome pairs. The method was applied to the hypothetical proteins and poorly annotated genes in newly assembled acid mine drainage Archaeal genomes to add or improve gene annotations. This is the first method to assign possible functions to poorly annotated genes through quantification of the probability of gene functional relationships based on synteny at a significant evolutionary distance, and has the potential for broad application.
机译:在微生物进化过程中,基因组重排随着序列差异的增加而增加。如果可以模拟同义性和序列差异之间的关系,则可以鉴定出表现出同义性异常的远缘生物的基因组中的基因簇,并将其用于推断功能保守性。我们应用了系统发育的成对比较方法,建立并建模了NCBI数据库中所有634个可用的古细菌和细菌基因组以及来自酸性矿山排水(AMD)社区的四个新组装的未栽培古细菌基因组的同义度和序列差异之间的强相关性。同时,我们在STRING数据库中的118个基因组中建立并模拟了同构和功能相关性之间的趋势。通过组合这些模型,我们开发了一种权重进化距离的基因功能注释方法,以估计基因组对之间同源蛋白功能性关联的可能性。该方法被应用于新组装的酸性矿山排水古细菌基因组中的假想蛋白质和注释不佳的基因,以增加或改善基因注释。这是第一种通过在显着的进化距离上基于同构关系对基因功能关系的概率进行量化来将可能功能分配给注释较差的基因的方法,并且具有广泛的应用潜力。

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