REPRESENTATION
AND ANALYSIS OF GENOMIC SIGNALS
Prof.
Paul Dan Cristea
Biomedical Engineering Center
"Politehnica" University of Bucharest (Romania)
Abstract:
The almost complete sequencing of several
genomes, including the human genome, as well as the public access to most of
this information, offer the opportunity to data mine and to explore in depth
this unique empiric data depository. Most frequently, genomic information is
represented by sequences of nucleotide symbols in the strands of DNA and RNA
molecules. The main disadvantage of this approach is to limit the
methodology of handling genomic information to pattern matching and
statistical procedures. Converting the genomic sequences into digital
genomic signals offers the possibility to use signal processing methods for
handling and analyzing genomic information. Using the genomic signal
approach, long range features maintained over distances of 106 - 108 of base
pairs, i.e., at the scale of whole chromosomes, have been found. On the
other hand, in the context of analyzing large volumes of data and of
presenting the results in a easy to read form, the problem of data
representability becomes critical. A novel mathematical description of data
graphical representability, based on the data scattering ratio for a pixel
is defined and is applied for several typical cases of standard signals and
for genomic signals. It is shown that the variation of genomic data along
nucleotide sequences, specifically the cumulated and unwrapped phase, can be
visualized adequately as simple graphic lines for low and large scales,
while for medium scales (thousands to tens of thousands of base pairs) the
statistical descriptions have to be used.
Biography :
Paul Cristea received his Ph.D. in Technical
Physics from the "Politehnica" University of Bucharest in 1970. His research
and teaching activities have been in the fields of Genomic Signals, Digital
Signal and Image Processing, Connectionist and Evolutionary Systems,
Intelligent e-Learning Environments, Computerized Medical Equipment and
Special Electrical Batteries. He is the author or co-author of more then 125
published papers, 13 patents, and contributed to more than 20 books in these
fields. Currently, he is a Professor and the Coordinator of the Electrical
Engineering and Computers Division of the Faculty of Engineering of the "Politehnica"
University of Bucharest, General Manager of the Bio-Medical Engineering
Center of UPB and the Director of the Romanian Bioinformatics Society.
Host :
Prof. Sanjit K. Mitra