Towards knowledge-based gene expression data mining

被引:51
作者
Bellazzi, Riccardo [2 ]
Zupan, Blaz [1 ,3 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, SI-1000 Ljubljana, Slovenia
[2] Univ Pavia, Dipartimento Informat & Sistemist, I-27100 Pavia, Italy
[3] Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
关键词
gene expression data analysis; data mining; knowledge-based data mining; gene association; classification; gene networks;
D O I
10.1016/j.jbi.2007.06.005
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The field of gene expression data analysis has grown in the past few years from being purely data-centric to integrative, aiming at complementing microarray analysis with data and knowledge from diverse available sources. In this review, we report on the plethora of gene expression data mining techniques and focus on their evolution toward knowledge-based data analysis approaches. In particular, we discuss recent developments in gene expression-based analysis methods used in association and classification studies, phenotyping and reverse engineering of gene networks. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:787 / 802
页数:16
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