Measuring Similarity among Protein Sequences Using a New Descriptor

被引:7
作者
Abo-Elkhier, Mervat M. [1 ]
Abd Elwahaab, Marwa A. [1 ]
Abo El Maaty, Moheb I. [1 ]
机构
[1] Mansoura Univ, Dept Engn Math & Phys, Fac Engn, Mansoura 35516, Egypt
关键词
2-D GRAPHICAL REPRESENTATION; PHYSICOCHEMICAL PROPERTIES; DNA-SEQUENCES; ALIGNMENT; SEARCH; 2D;
D O I
10.1155/2019/2796971
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
The comparison of protein sequences according to similarity is a fundamental aspect of today's biomedical research. With the developments of sequencing technologies, a large number of protein sequences increase exponentially in the public databases. Famous sequences' comparison methods are alignment based. They generally give excellent results when the sequences under study are closely related and they are time consuming. Herein, a new alignment-free method is introduced. Our technique depends on a new graphical representation and descriptor. The graphical representation of protein sequence is a simple way to visualize protein sequences. The descriptor compresses the primary sequence into a single vector composed of only two values. Our approach gives good results with both short and long sequences within a little computation time. It is applied on nine beta globin, nine ND5 (NADH dehydrogenase subunit 5), and 24 spike protein sequences. Correlation and significance analyses are also introduced to compare our similarity/dissimilarity results with others' approaches, results, and sequence homology.
引用
收藏
页数:10
相关论文
共 38 条
[1]   Gapped BLAST and PSI-BLAST: a new generation of protein database search programs [J].
Altschul, SF ;
Madden, TL ;
Schaffer, AA ;
Zhang, JH ;
Zhang, Z ;
Miller, W ;
Lipman, DJ .
NUCLEIC ACIDS RESEARCH, 1997, 25 (17) :3389-3402
[2]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[3]   Similarity studies of DNA sequences using genetic methods [J].
Bielinska-Waz, Dorota ;
Waz, Piotr ;
Clark, Timothy .
CHEMICAL PHYSICS LETTERS, 2007, 445 (1-3) :68-73
[4]   Distribution moments of 2D-graphs as descriptors of DNA sequences [J].
Bielinska-Waz, Dorota ;
Nowak, Wieslaw ;
Waz, Piotr ;
Nandy, Ashesh ;
Clark, Timothy .
CHEMICAL PHYSICS LETTERS, 2007, 443 (4-6) :408-413
[5]   2D-dynamic representation of DNA sequences [J].
Bielinska-Waz, Dorota ;
Clark, Timothy ;
Waz, Piotr ;
Nowak, Wieslaw ;
Nandy, Ashesh .
CHEMICAL PHYSICS LETTERS, 2007, 442 (1-3) :140-144
[6]   Spectral-dynamic representation of DNA sequences [J].
Bielinska-Waz, Dorota ;
Waz, Piotr .
JOURNAL OF BIOMEDICAL INFORMATICS, 2017, 72 :1-7
[7]   Four-component spectral representation of DNA sequences [J].
Bielinska-Waz, Dorota .
JOURNAL OF MATHEMATICAL CHEMISTRY, 2010, 47 (01) :41-51
[8]   20D-dynamic representation of protein sequences [J].
Czerniecka, Agata ;
Bielinska-Waz, Dorota ;
Waz, Piotr ;
Clark, Tim .
GENOMICS, 2016, 107 (01) :16-23
[9]   3D graphical representation of protein sequences and their statistical characterization [J].
el Maaty, Moheb I. Abo ;
Abo-Elkhier, Mervat M. ;
Abd Elwahaab, Marwa A. .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2010, 389 (21) :4668-4676
[10]   Representation of protein sequences on latitude-like circles and longitude-like semi-circles [J].
el Maaty, Moheb I. Abo ;
Abo-Elkhier, Mervat M. ;
Abd Elwahaab, Marwa A. .
CHEMICAL PHYSICS LETTERS, 2010, 493 (4-6) :386-391