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FOAM (Functional Ontology Assignments for Metagenomes): a Hidden Markov Model (HMM) database with environmental focus

机译:FOAM(元基因组的功能本体分配):具有环境关注点的隐马尔可夫模型(HMM)数据库

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摘要

A new functional gene database, FOAM (Functional Ontology Assignments for Metagenomes), was developed to screen environmental metagenomic sequence datasets. FOAM provides a new functional ontology dedicated to classify gene functions relevant to environmental microorganisms based on Hidden Markov Models (HMMs). Sets of aligned protein sequences (i.e. 'profiles') were tailored to a large group of target KEGG Orthologs (KOs) from which HMMs were trained. The alignments were checked and curated to make them specific to the targeted KO. Within this process, sequence profiles were enriched with the most abundant sequences available to maximize the yield of accurate classifier models. An associated functional ontology was built to describe the functional groups and hierarchy. FOAM allows the user to select the target search space before HMM-based comparison steps and to easily organize the results into different functional categories and subcategories.
机译:开发了一个新的功能基因数据库FOAM(元基因组的功能本体分配)来筛选环境宏基因组序列数据集。 FOAM提供了一种新的功能本体,用于基于隐马尔可夫模型(HMM)对与环境微生物相关的基因功能进行分类。对齐的蛋白质序列集(即'profiles')是针对训练HMM的目标KEGG Orthologs(KOs)的一大组量身定制的。检查并比对比对,以使其特定于目标KO。在此过程中,序列配置文件富含最丰富的序列,可最大程度地提高准确分类器模型的产量。建立了相关的功能本体来描述功能组和层次。 FOAM允许用户在基于HMM的比较步骤之前选择目标搜索空间,并将结果轻松组织为不同的功能类别和子类别。

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