Analysis of gene expression data using self-organizing maps

被引:349
作者
Törönen, P
Kolehmainen, M
Wong, C
Castrén, E
机构
[1] Univ Kuopio, AI Virtanen Inst, FIN-70211 Kuopio, Finland
[2] Univ Kuopio, Dept Environm Sci, FIN-70211 Kuopio, Finland
[3] Univ Kuopio, Dept Psychiat, FIN-70211 Kuopio, Finland
关键词
self-organizing map; Sammon's mapping; gene expression data; yeast; cluster analysis;
D O I
10.1016/S0014-5793(99)00524-4
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
DNA microarray technologies together with rapidly increasing genomic sequence information is leading to an explosion in available gene expression data. Currently there is a great need for efficient methods to analyze and visualize these massive data sets. A self-organizing map (SOM) is an unsupervised neural network learning algorithm which has been successfully used for the analysis and organization of large data files. We have here applied the SOM algorithm to analyze published data of yeast gene expression and show that SOM is an excellent tool for the analysis and visualization of gene expression profiles. (C) 1999 Federation of European Biochemical Societies.
引用
收藏
页码:142 / 146
页数:5
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