Residential College | false |
Status | 已發表Published |
A Fractal Dimension and Wavelet Transform Based Method for Protein Sequence Similarity Analysis | |
Lina Yang; Yuan Yan Tang; Yang Lu; Huiwu Luo | |
2015-03-01 | |
Source Publication | IEEE/ACM Transactions on Computational Biology and Bioinformatics |
ISSN | 1545-5963 |
Volume | 12Issue:2Pages:348-359 |
Abstract | One of the key tasks related to proteins is the similarity comparison of protein sequences in the area of bioinformatics and molecular biology, which helps the prediction and classification of protein structure and function. It is a significant and open issue to find similar proteins from a large scale of protein database efficiently. This paper presents a new distance based protein similarity analysis using a new encoding method of protein sequence which is based on fractal dimension. The protein sequences are first represented into the 1-dimensional feature vectors by their biochemical quantities. A series of Hybrid method involving discrete Wavelet transform, Fractal dimension calculation (HWF) with sliding window are then applied to form the feature vector. At last, through the similarity calculation, we can obtain the distance matrix, by which, the phylogenic tree can be constructed. We apply this approach by analyzing the ND5 (NADH dehydrogenase subunit 5) protein cluster data set. The experimental results show that the proposed model is more accurate than the existing ones such as Su's model, Zhang's model, Yao's model and MEGA software, and it is consistent with some known biological facts. |
Keyword | Discrete Wavelet Transform Fractal Dimension Higuchi's Algorithm Protein Sequence Similarity Sliding Window |
DOI | 10.1109/TCBB.2014.2363480 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Biochemistry & Molecular Biology ; Computer Science ; Mathematics |
WOS Subject | Biochemical Research Methods ; Computer Science, Interdisciplinary Applications ; Mathematics, Interdisciplinary Applications ; Statistics & Probability |
WOS ID | WOS:000352788300010 |
Publisher | IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA |
Scopus ID | 2-s2.0-84927584715 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Corresponding Author | Yuan Yan Tang |
Affiliation | Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, 999078 Macau. |
First Author Affilication | Faculty of Science and Technology |
Corresponding Author Affilication | Faculty of Science and Technology |
Recommended Citation GB/T 7714 | Lina Yang,Yuan Yan Tang,Yang Lu,et al. A Fractal Dimension and Wavelet Transform Based Method for Protein Sequence Similarity Analysis[J]. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2015, 12(2), 348-359. |
APA | Lina Yang., Yuan Yan Tang., Yang Lu., & Huiwu Luo (2015). A Fractal Dimension and Wavelet Transform Based Method for Protein Sequence Similarity Analysis. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 12(2), 348-359. |
MLA | Lina Yang,et al."A Fractal Dimension and Wavelet Transform Based Method for Protein Sequence Similarity Analysis".IEEE/ACM Transactions on Computational Biology and Bioinformatics 12.2(2015):348-359. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment