DocumentCode :
2248170
Title :
Analysis of genetic relationship of M81 and B95-in Epstein-Barr Virus: Comparison of M81 and B95-8 by using Apriori algorithm, decision tree, and support vector machine
Author :
Subin Yoon ; Jinwon Kwon ; Junhong Won ; Chaewon Ham ; Taeseon Yoon
Author_Institution :
Dept. of Natural Sci., Hankuk Acad. of Foreign Studies, Yongin, South Korea
fYear :
2015
fDate :
9-11 Feb. 2015
Firstpage :
19
Lastpage :
22
Abstract :
Both M81 and B95-8 are distinct strains belonged to Epstein-Barr Virus (EBV). However, as M81´s target cell is epithelial cell and that of B95-8 is B cell, and common EBV vaccine only causes an effect only on B95-8, we can recognize that these two EBVs have different characteristics. In this paper, we analyzed DNA sequence using three algorithms: Apriori, Decision Tree, and support vector machine to search the reason why these differences appear even though EBV is in the same classification scheme. DNA used in this analysis can be sorted into three categories: BZLF1 and BRLF1 which control overall stages of DNA synthesis, and BALF4 which produces gp110 protein which is a target of EBV vaccine. Finally, we also analyzed LMP1 and LMP2 which newly invented EBV vaccine recognizes as a target, and came to a conclusion that it is probable that the vaccine will work on both viruses due to their similarities observed through our study.
Keywords :
DNA; cellular biophysics; decision trees; genetics; microorganisms; support vector machines; B cell; BALF4; BRLF1; BZLF1; DNA sequence; DNA synthesis; EBV vaccine; Epstein-Barr virus; LMP1; LMP2; M81-B95 genetic relationship analysis; apriori algorithms; decision tree algorithms; epithelial cell; gp110 protein; support vector machine algorithms; Accuracy; Amino acids; Decision trees; Proteins; Support vector machines; Vaccines; Viruses (medical); Apriori Algorithm; Decision Tree; EBV B95-8; EBV M81; Esptein-Barr Virus(EBV); Support Vector Machine;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Big Data and Smart Computing (BigComp), 2015 International Conference on
Conference_Location :
Jeju
Type :
conf
DOI :
10.1109/35021BIGCOMP.2015.7072842
Filename :
7072842
Link To Document :
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