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