DocumentCode :
3750094
Title :
On the use of Pseudo-EIIP mapping scheme for identifying exons locations in DNA sequences
Author :
Ismail M. El-Badawy;Safa Gasser;Ashraf M. Aziz;Mohamed E. Khedr
Author_Institution :
Electronics and Communication Engineering Department, Arab Academy for Science and Technology, Egypt
fYear :
2015
Firstpage :
244
Lastpage :
247
Abstract :
Identifying exons locations in DNA sequences is one of the significant applications of signal processing in bioinformatics. Mapping a DNA character string into a numerical sequence is a prerequisite prior to its analysis using signal processing techniques. Recently, the Pseudo-EIIP DNA symbolic-to-numeric mapping scheme shows a promising performance with the filter-based exons prediction method, as compared to the traditional EIIP scheme. This paper investigates the performance of the Pseudo-EIIP mapping scheme with different period-3 exons prediction methods, as compared to a number of existing one-dimensional mapping schemes. We conduct MATLAB simulation on the BG570 genomic dataset for the purpose of evaluating exons prediction performance utilizing the ROC curve, precision-recall curve and F-measure. The results reveal the superiority of the Pseudo-EIIP numerical representation over other traditional one-dimensional representations, when employed with different period-3 exons prediction methods.
Keywords :
"DNA","Prediction methods","Discrete Fourier transforms","Bioinformatics","Genomics","Digital signal processing","Conferences"
Publisher :
ieee
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2015 IEEE International Conference on
Type :
conf
DOI :
10.1109/ICSIPA.2015.7412197
Filename :
7412197
Link To Document :
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