Prediction of homo-oligomeric proteins based on nearest neighbour algorithm. 2007

Jie Song
Department of Mathematics, Shaoguan University, Shaoguan 512005, People's Republic of China. jiesong@sgu.edu.cn

Nearest neighbour algorithm is applied to discriminating homo-oligomeric proteins from the protein primary structure. The algorithm describes protein primary sequences by their subsequence distributions, therefore, the information of protein sequences is sufficiently taken into account. When the length of subsequence increases, all performance measures have the tendency to ascend quickly for the tests of the method on the three data sets. Our tests demonstrate that the residue order along protein sequences plays an important role in recognition of the homo-oligomers, and nearest neighbour algorithm method is a simple and effective tool for classification of homo-oligomeric proteins. It is further confirmed that protein primary sequence encodes quaternary structure information.

UI MeSH Term Description Entries
D011506 Proteins Linear POLYPEPTIDES that are synthesized on RIBOSOMES and may be further modified, crosslinked, cleaved, or assembled into complex proteins with several subunits. The specific sequence of AMINO ACIDS determines the shape the polypeptide will take, during PROTEIN FOLDING, and the function of the protein. Gene Products, Protein,Gene Proteins,Protein,Protein Gene Products,Proteins, Gene
D000465 Algorithms A procedure consisting of a sequence of algebraic formulas and/or logical steps to calculate or determine a given task. Algorithm
D000595 Amino Acid Sequence The order of amino acids as they occur in a polypeptide chain. This is referred to as the primary structure of proteins. It is of fundamental importance in determining PROTEIN CONFORMATION. Protein Structure, Primary,Amino Acid Sequences,Sequence, Amino Acid,Sequences, Amino Acid,Primary Protein Structure,Primary Protein Structures,Protein Structures, Primary,Structure, Primary Protein,Structures, Primary Protein
D020836 Protein Structure, Quaternary The characteristic 3-dimensional shape and arrangement of multimeric proteins (aggregates of more than one polypeptide chain). Quaternary Protein Structure,Protein Structures, Quaternary,Quaternary Protein Structures

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