Title
Analysis of DFNA5's three distinct mutations by Apriori, decision tree
Abstract
DFNA5's mutations are known as the reason of autosomal dominant non-syndromic hearing loss (ADNSHL). To date, DFNA5 has been mostly experimented by particular families' DNA samples. By using three homo sapiens deafness sequences provided by ncbi, we investigated amino acid sequences in order to analyze relationships among mutants. We used apriori algorithm to find common amino acid which indicates a particular feature and decision tree C5.0 algorithm in order to discover the difference and what amino acid is likely to appear in each position. As a result, Leucine, Glycine, and Alanine were the most crucial amino acids to explain the relationship. This result made us to speculate that variant 2 and 3 are derived from variant 1. Hereby, our experiment suggests features of these mutants and arouses further research about how these amino acids affect the hearing-impaired.
Year
DOI
Venue
2015
10.1109/35021BIGCOMP.2015.7072853
BigComp
Keywords
Field
DocType
leucine,mutants,glycine,dfna5 gene,apriori,genetics,organic compounds,non-syndromic hearing loss,c 5.0,c5.0 algorithm,dfna5,apriori algorithm,alanine,decision tree,bioinformatics,decision trees,amino acid sequences,dfna5 mutations,hearing-impaired,data analysis,proteins,dna,amino acids
Glycine,Homo sapiens,Decision tree,Biology,Amino acid,Alanine,Apriori algorithm,Leucine,DNA,Bioinformatics,Genetics
Conference
ISSN
Citations 
PageRank 
2375-933X
0
0.34
References 
Authors
1
4
Name
Order
Citations
PageRank
Kyoungmin Kim162.10
Jaehoon Sung200.34
Seokyoon Chang300.34
Taeseon Yoon400.34