GO-Mapper: functional analysis of gene expression data using the expression level as a score to evaluate Gene Ontology terms

被引:33
作者
Smid, M [1 ]
Dorssers, LCJ [1 ]
机构
[1] Erasmus MC, Josephine Nefkens Inst, Dept Pathol, NL-3000 DR Rotterdam, Netherlands
关键词
D O I
10.1093/bioinformatics/bth293
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Retrieval of information on biological processes from large-scale expression data is still a time-consuming task. An automated analysis utilizing all expression information would greatly increase our understanding of the samples under study. Results: We describe here a novel method to obtain a functional analysis of complex gene expression data. Instead of applying a predefined expression threshold, Gene Ontology (GO) terms are weighted using the actual measured levels of expression of all associated genes. Based on this concept, the application GO-Mapper was developed to quantitatively link gene expression levels to GO-terms for multiple experiments in an automated way. The applicability of GO-Mapper was developed and validated on in house and public human microarray data and mouse SAGE data. We demonstrate that the GO-Mapper allows for interrelating relevant biological functions with the experiments under study.
引用
收藏
页码:2618 / 2625
页数:8
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