DocumentCode :
395243
Title :
Detecting salient changes in genomic signals
Author :
Syeda-Mahmood, Tanveer
Author_Institution :
IBM Almaden Res. Center, San Jose, CA, USA
Volume :
2
fYear :
2003
fDate :
6-10 April 2003
Abstract :
The functional state of an organism is determined largely by the pattern of the expression of its genes. Salient changes in variation in expression of genes can give clues about important events, such as the onset of a disease. We address the problem of detecting salient inflection points in genomic signals. These are detected using a scale-space decomposition, to be the negative-going zero-crossings of the second derivative of smoothed signals that are preserved over an automatically selected scale. The utility of salient change detection is demonstrated in the automatic identification of the regulatory phase for genes active in the mitotic cell cycle of budding yeast.
Keywords :
cellular biophysics; genetics; medical signal processing; multidimensional signal processing; biological processes; budding yeast; disease onset; eukaryotic cell cycle; gene expression; gene profile curves; genomic signals; mitotic cell cycle; multidimensional signals; negative-going zero-crossings; organism; regulatory phase; salient change detection; salient inflection points; scale-space decomposition; time-varying signals; Bioinformatics; Biological cells; Biological processes; Cells (biology); DNA; Diseases; Fungi; Genomics; Organisms; Phase detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-7663-3
Type :
conf
DOI :
10.1109/ICASSP.2003.1202372
Filename :
1202372
Link To Document :
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