Title :
An efficient decision rule-based system for the protein residue-residue contact prediction
Author :
Marquez-Chamorro, Alfonso E. ; Divina, Federico ; Bacardit, Jaume ; Aguilar-Ruiz, J.S.
Author_Institution :
Sch. of Eng., Pablo de Olavide Univ., Seville, Spain
Abstract :
Protein structure prediction remains one of the most important challenges in molecular biology. Contact maps have been extensively used as a simplified representation of protein structures. In this work, we propose a multi-objective evolutionary approach for contact map prediction. The proposed method bases the prediction on a set of physico-chemical properties and structural features of the amino acids, as well as evolutionary information in the form of an amino acid position specific scoring matrix (PSSM). The proposed technique produces a set of decision rules that identify contacts between amino acids. Results obtained by our approach are presented and confirm the validity of our proposal.
Keywords :
bioinformatics; knowledge based systems; molecular biophysics; proteins; PSSM; amino acid position specific scoring matrix; amino acids physico-chemical properties; amino acids structural features; contact map prediction; decision rule-based system; evolutionary information; molecular biology; multiobjective evolutionary approach; protein residue-residue contact prediction; protein structure prediction; protein structure representation; structural bioinformatics; Accuracy; Amino acids; Educational institutions; Prediction algorithms; Proteins; Sociology; Statistics;
Conference_Titel :
Evolutionary Computation (CEC), 2013 IEEE Congress on
Conference_Location :
Cancun
Print_ISBN :
978-1-4799-0453-2
Electronic_ISBN :
978-1-4799-0452-5
DOI :
10.1109/CEC.2013.6557622