DocumentCode
3347483
Title
Detection of cell-cyclic elements in mis-sampled gene expression data using a robust Capon estimator
Author
Bowles, Thomas ; Jakobsson, Andreas ; Chambers, Jonathon
Author_Institution
Centre for Digital Signal Process. Res., King´´s Coll. London, UK
Volume
5
fYear
2004
fDate
17-21 May 2004
Abstract
We present a method for the estimation of possible cell-cyclic elements in mis-sampled microarray data. Accurate assessment of the frequency content of microarray data gives insight into genes which could be cell-cycle regulated. Cell-cycle regulation is one component of the complex network of genetic regulatory processes and is especially relevant to the study of cancer. As cDNA microarray experiments involve human sampling of cell populations, slight variations in the sampling times invariably occur. We propose estimating the frequency content of microarray data using the recent robust Capon estimator, and formulate a suitable uncertainty region over which to minimize. The estimator is shown to yield robust estimates with real microarray data and to identify cell-cyclic genes that elude both the traditional periodogram and the Capon spectral estimator.
Keywords
DNA; cancer; cellular biophysics; estimation theory; genetics; parameter estimation; Capon spectral estimator; cDNA microarray experiments; cancer; cell-cycle regulation; cell-cyclic elements detection; frequency content; genetic regulatory processes; minimization; mis-sampled gene expression data; periodogram; robust Capon estimator; Cancer; Complex networks; Frequency estimation; Gene expression; Genetics; Humans; Robustness; Sampling methods; Uncertainty; Yield estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-8484-9
Type
conf
DOI
10.1109/ICASSP.2004.1327136
Filename
1327136
Link To Document