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一种基于基因本体论的基因产物功能相似性新度量方法。

A new measure for functional similarity of gene products based on Gene Ontology.

作者信息

Schlicker Andreas, Domingues Francisco S, Rahnenführer Jörg, Lengauer Thomas

机构信息

Department of Computational Biology and Applied Algorithmics, Max-Planck-Institute for Informatics, Stuhlsatzenhausweg 85, 66123 Saarbrücken, Germany.

出版信息

BMC Bioinformatics. 2006 Jun 15;7:302. doi: 10.1186/1471-2105-7-302.

Abstract

BACKGROUND

Gene Ontology (GO) is a standard vocabulary of functional terms and allows for coherent annotation of gene products. These annotations provide a basis for new methods that compare gene products regarding their molecular function and biological role.

RESULTS

We present a new method for comparing sets of GO terms and for assessing the functional similarity of gene products. The method relies on two semantic similarity measures; simRel and funSim. One measure (simRel) is applied in the comparison of the biological processes found in different groups of organisms. The other measure (funSim) is used to find functionally related gene products within the same or between different genomes. Results indicate that the method, in addition to being in good agreement with established sequence similarity approaches, also provides a means for the identification of functionally related proteins independent of evolutionary relationships. The method is also applied to estimating functional similarity between all proteins in Saccharomyces cerevisiae and to visualizing the molecular function space of yeast in a map of the functional space. A similar approach is used to visualize the functional relationships between protein families.

CONCLUSION

The approach enables the comparison of the underlying molecular biology of different taxonomic groups and provides a new comparative genomics tool identifying functionally related gene products independent of homology. The proposed map of the functional space provides a new global view on the functional relationships between gene products or protein families.

摘要

背景

基因本体论(GO)是功能术语的标准词汇表,可对基因产物进行连贯注释。这些注释为比较基因产物的分子功能和生物学作用的新方法提供了基础。

结果

我们提出了一种比较GO术语集和评估基因产物功能相似性的新方法。该方法依赖于两种语义相似性度量;simRel和funSim。一种度量(simRel)用于比较不同生物群体中发现的生物学过程。另一种度量(funSim)用于在同一基因组内或不同基因组之间找到功能相关的基因产物。结果表明,该方法除了与既定的序列相似性方法高度一致外,还提供了一种独立于进化关系识别功能相关蛋白质的方法。该方法还应用于估计酿酒酵母中所有蛋白质之间的功能相似性,并在功能空间图中可视化酵母的分子功能空间。类似的方法用于可视化蛋白质家族之间的功能关系。

结论

该方法能够比较不同分类群体的潜在分子生物学,并提供一种新的比较基因组学工具,可独立于同源性识别功能相关的基因产物。所提出的功能空间图提供了关于基因产物或蛋白质家族之间功能关系的新全局视图。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/213a/1559652/ba9630e6a080/1471-2105-7-302-1.jpg

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