DocumentCode
1748899
Title
A design method of DNA chips for SNP analysis using self-organizing maps
Author
Douzono, Hiroshi ; Hara, Shigeomi ; Noguchi, Yoshio
Author_Institution
Fac. of Sci. & Eng., Saga Univ., Japan
Volume
4
fYear
2001
fDate
2001
Firstpage
2467
Abstract
We introduce a design method of DNA chips using self-organizing maps (SOM). DNA chips are powerful tools for sequencing and SNP (single nucleotide polymorphism) analyses of DNA sequences. A DNA chip is an array of DNA probes which are hybridized with the compliment sub-sequences in the target sequence. However, conventional DNA chips are showing tendency to be comprised of longer probes and get larger in size to achieve a higher resolution. To shrink the size of DNA chips, the design is considered to be important. To solve this problem, we applied SOM to obtain common features of DNA sequences with small number of probes which efficiently cover the target sequence with sufficient resolution for finding the correct position of SNPs. We evaluated the DNA chips designed by SOM with computer simulations of SNP analyses, changing the length of probes and size of the maps
Keywords
DNA; biology computing; feature extraction; self-organising feature maps; DNA chips; DNA sequence analysis; self-organizing maps; single nucleotide polymorphism; sufficient resolution; target sequence; Bioinformatics; Computer vision; DNA computing; Design methodology; Genomics; Humans; Power engineering and energy; Probes; Self organizing feature maps; Sequences;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2001. Proceedings. IJCNN '01. International Joint Conference on
Conference_Location
Washington, DC
ISSN
1098-7576
Print_ISBN
0-7803-7044-9
Type
conf
DOI
10.1109/IJCNN.2001.938754
Filename
938754
Link To Document