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GOSim——一个用于计算术语与基因产物之间信息论GO相似性的R包。

GOSim--an R-package for computation of information theoretic GO similarities between terms and gene products.

作者信息

Fröhlich Holger, Speer Nora, Poustka Annemarie, Beissbarth Tim

机构信息

German Cancer Research Center (DKFZ), Div. Molecular Genome Analysis, Im Neuenheimer Feld 580, Heidelberg, Germany.

出版信息

BMC Bioinformatics. 2007 May 22;8:166. doi: 10.1186/1471-2105-8-166.

Abstract

BACKGROUND

With the increased availability of high throughput data, such as DNA microarray data, researchers are capable of producing large amounts of biological data. During the analysis of such data often there is the need to further explore the similarity of genes not only with respect to their expression, but also with respect to their functional annotation which can be obtained from Gene Ontology (GO).

RESULTS

We present the freely available software package GOSim, which allows to calculate the functional similarity of genes based on various information theoretic similarity concepts for GO terms. GOSim extends existing tools by providing additional lately developed functional similarity measures for genes. These can e.g. be used to cluster genes according to their biological function. Vice versa, they can also be used to evaluate the homogeneity of a given grouping of genes with respect to their GO annotation. GOSim hence provides the researcher with a flexible and powerful tool to combine knowledge stored in GO with experimental data. It can be seen as complementary to other tools that, for instance, search for significantly overrepresented GO terms within a given group of genes.

CONCLUSION

GOSim is implemented as a package for the statistical computing environment R and is distributed under GPL within the CRAN project.

摘要

背景

随着高通量数据(如DNA微阵列数据)的可用性不断提高,研究人员能够生成大量生物数据。在分析此类数据时,通常不仅需要进一步探索基因在表达方面的相似性,还需要探索其功能注释方面的相似性,而功能注释可从基因本体论(GO)中获得。

结果

我们展示了免费的软件包GOSim,它允许基于GO术语的各种信息论相似性概念来计算基因的功能相似性。GOSim通过为基因提供额外的最新开发的功能相似性度量,扩展了现有工具。例如,这些度量可用于根据基因的生物学功能对基因进行聚类。反之,它们也可用于评估给定基因分组在GO注释方面的同质性。因此,GOSim为研究人员提供了一个灵活且强大的工具,将存储在GO中的知识与实验数据相结合。它可被视为与其他工具互补,例如在给定基因组中搜索显著过度富集的GO术语的工具。

结论

GOSim作为统计计算环境R的一个包来实现,并在CRAN项目中根据GPL协议发布。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5e02/1892785/31eea544261f/1471-2105-8-166-1.jpg

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