DocumentCode
464303
Title
Multiple Sequence Alignment using Fuzzy Logic
Author
Nasser, Sara ; Vert, Gregory L. ; Nicolescu, M. ; Murray, Alison
Author_Institution
Dept. of Comput. Sci. & Eng., Nevada Univ., Reno, NV
fYear
2007
fDate
1-5 April 2007
Firstpage
304
Lastpage
311
Abstract
DNA matching is a crucial step in sequence alignment. Since sequence alignment is an approximate matching process there is a need for good approximate algorithms. The process of matching in sequence alignment is generally finding longest common subsequences. However, finding a longest common subsequence may not be the best solution for either a database match or an assembly. An optimal alignment of subsequences is based on several factors, such as quality of bases, length of overlap, etc. Factors such as quality indicate if the data is an actual read or an experimental error. Fuzzy logic allows tolerance of inexactness or errors in sub sequence matching. We propose fuzzy logic for approximate matching of subsequences. Fuzzy characteristic functions are derived for parameters that influence a match. We develop a prototype for a fuzzy assembler. The assembler is designed to work with low quality data which is generally rejected by most of the existing techniques. We test the assembler on sequences from two genome projects namely, Drosophila melanogaster and Arabidopsis thaliana. The results are compared with other assemblers. The fuzzy assembler successfully assembled sequences and performed similar and in some cases better than existing techniques
Keywords
DNA; biology computing; fuzzy logic; DNA matching; fuzzy characteristic functions; fuzzy logic; multiple sequence alignment; optimal sequence alignment; Assembly; Bioinformatics; Computer science; DNA; Fuzzy logic; Genomics; Humans; Microorganisms; Organisms; Sequences; Approximate Matching; Bioinformatics; Dynamic Programming; Fuzzy Logic; Sequence Assembly;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence and Bioinformatics and Computational Biology, 2007. CIBCB '07. IEEE Symposium on
Conference_Location
Honolulu, HI
Print_ISBN
1-4244-0710-9
Type
conf
DOI
10.1109/CIBCB.2007.4221237
Filename
4221237
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