U. Alon et al., Broad patterns of gene expression revealed by clustering analysis of tumorand normal colon tissues probed by oligonucleotide arrays, P NAS US, 96(12), 1999, pp. 6745-6750
Citations number
20
Categorie Soggetti
Multidisciplinary
Journal title
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
Oligonucleotide arrays can provide a broad picture of the state of the cell
, by monitoring the expression level of thousands of genes at the same time
. It is of interest to develop techniques for extracting useful information
from the resulting data sets. Here we report the application of a two-way
clustering method for analyzing a data set consisting of the expression pat
terns of different cell types. Gene expression in 40 tumor and 22 normal co
lon tissue samples was analyzed with an Affymetrix oligonucleotide array co
mplementary to more than 6,500 human genes. An efficient two way clustering
algorithm was applied to both the genes and the tissues, revealing broad c
oherent patterns that suggest a high degree of organization underlying gene
expression in these tissues. Coregulated families of genes clustered toget
her, as demonstrated for the ribosomal proteins. Clustering also separated
cancerous from noncancerous tissue and cell lines from in vivo tissues on t
he basis of subtle distributed patterns of genes even when expression of in
dividual genes varied only slightly between the tissues, Two-way clustering
thus may be of use both in classifying genes into functional groups and in
classifying tissues based on gene expression.