TY - GEN
T1 - Clustering analysis for gene expression data
AU - Chen, Yidong
AU - Ermolaeva, Olga
AU - Bittner, Michael
AU - Meltzer, Paul
AU - Trent, Jeffrey
AU - Dougherty, Edward R.
AU - Batman, Sinan
PY - 1999
Y1 - 1999
N2 - The recent development of cDNA microarray allows ready access to large amount gene expression patterns for many genetic materials. Gene expression of tissue samples can be quantitatively analyzed by hybridizing fluor-tagged mRNA to targets on a cDNA microarray. Ratios of average expression level arising from cohybridized normal and pathological samples are extracted via image segmentation, thus the gene expression pattern are obtained. The gene expression in a given biological process may provide a fingerprint of the sample development, or response to certain treatment. We propose a K-mean based algorithm in which gene expression levels fluctuate in parallel will be clustered together. The resulting cluster suggests some functional relationships between genes, and some known genes belongs to a unique functional classes shall provide indication for unknown genes in the same clusters.
AB - The recent development of cDNA microarray allows ready access to large amount gene expression patterns for many genetic materials. Gene expression of tissue samples can be quantitatively analyzed by hybridizing fluor-tagged mRNA to targets on a cDNA microarray. Ratios of average expression level arising from cohybridized normal and pathological samples are extracted via image segmentation, thus the gene expression pattern are obtained. The gene expression in a given biological process may provide a fingerprint of the sample development, or response to certain treatment. We propose a K-mean based algorithm in which gene expression levels fluctuate in parallel will be clustered together. The resulting cluster suggests some functional relationships between genes, and some known genes belongs to a unique functional classes shall provide indication for unknown genes in the same clusters.
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M3 - Conference contribution
AN - SCOPUS:0032684693
SN - 0819430722
T3 - Proceedings of SPIE - The International Society for Optical Engineering
SP - 422
EP - 428
BT - Proceedings of SPIE - The International Society for Optical Engineering
PB - Society of Photo-Optical Instrumentation Engineers
T2 - Proceedings of the 1999 Advances in Fluorescence Sensing Technology
Y2 - 24 January 1999 through 27 January 1999
ER -