Literature DB >> 12855477

Extraction of correlated gene clusters from multiple genomic data by generalized kernel canonical correlation analysis.

Y Yamanishi1, J-P Vert, A Nakaya, M Kanehisa.   

Abstract

MOTIVATION: A major issue in computational biology is the reconstruction of pathways from several genomic datasets, such as expression data, protein interaction data and phylogenetic profiles. As a first step toward this goal, it is important to investigate the amount of correlation which exists between these data.
RESULTS: These methods are successfully tested on their ability to recognize operons in the Escherichia coli genome, from the comparison of three datasets corresponding to functional relationships between genes in metabolic pathways, geometrical relationships along the chromosome, and co-expression relationships as observed by gene expression data.

Entities:  

Mesh:

Year:  2003        PMID: 12855477     DOI: 10.1093/bioinformatics/btg1045

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  18 in total

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