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Categorizer: a tool to categorize genes into user-defined biological groups based on semantic similarity

机译:分类器:基于语义相似度将基因分类为用户定义的生物组的工具

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摘要

BackgroundCommunalities between large sets of genes obtained from high-throughput experiments are often identified by searching for enrichments of genes with the same Gene Ontology (GO) annotations. The GO analysis tools used for these enrichment analyses assume that GO terms are independent and the semantic distances between all parent–child terms are identical, which is not true in a biological sense. In addition these tools output lists of often redundant or too specific GO terms, which are difficult to interpret in the context of the biological question investigated by the user. Therefore, there is a demand for a robust and reliable method for gene categorization and enrichment analysis.
机译:背景技术通常通过搜索具有相同基因本体论(GO)注释的基因的富集来识别从高通量实验获得的大量基因之间的社区。用于这些富集分析的GO分析工具假设GO术语是独立的,并且所有父子术语之间的语义距离都是相同的,从生物学意义上讲,这是不正确的。另外,这些工具输出通常冗余或过于具体的GO术语的列表,这些列表在用户调查的生物学问题的上下文中很难解释。因此,需要一种可靠且可靠的基因分类和富集分析方法。

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