Literature DB >> 21071811

Twin removal in genetic algorithms for protein structure prediction using low-resolution model.

Md Tamjidul Hoque1, Madhu Chetty, Andrew Lewis, Abdul Sattar.   

Abstract

This paper presents the impact of twins and the measures for their removal from the population of genetic algorithm (GA) when applied to effective conformational searching. It is conclusively shown that a twin removal strategy for a GA provides considerably enhanced performance when investigating solutions to complex ab initio protein structure prediction (PSP) problems in low-resolution model. Without twin removal, GA crossover and mutation operations can become ineffectual as generations lose their ability to produce significant differences, which can lead to the solution stalling. The paper relaxes the definition of chromosomal twins in the removal strategy to not only encompass identical, but also highly correlated chromosomes within the GA population, with empirical results consistently exhibiting significant improvements solving PSP problems.

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Year:  2011        PMID: 21071811     DOI: 10.1109/TCBB.2009.34

Source DB:  PubMed          Journal:  IEEE/ACM Trans Comput Biol Bioinform        ISSN: 1545-5963            Impact factor:   3.710


  8 in total

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Authors:  Changjun Zhou; Caixia Hou; Xiaopeng Wei; Qiang Zhang
Journal:  J Mol Model       Date:  2014-07       Impact factor: 1.810

2.  A Multi-Objective Approach for Protein Structure Prediction Based on an Energy Model and Backbone Angle Preferences.

Authors:  Jyh-Jong Tsay; Shih-Chieh Su; Chin-Sheng Yu
Journal:  Int J Mol Sci       Date:  2015-07-03       Impact factor: 5.923

3.  An effective evolutionary algorithm for protein folding on 3D FCC HP model by lattice rotation and generalized move sets.

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4.  A Novel Framework for Ab Initio Coarse Protein Structure Prediction.

Authors:  Sandhya Parasnath Dubey; S Balaji; N Gopalakrishna Kini; M Sathish Kumar
Journal:  Adv Bioinformatics       Date:  2018-06-20

5.  Spiral search: a hydrophobic-core directed local search for simplified PSP on 3D FCC lattice.

Authors:  Mahmood A Rashid; M A Hakim Newton; Md Tamjidul Hoque; Swakkhar Shatabda; Duc Nghia Pham; Abdul Sattar
Journal:  BMC Bioinformatics       Date:  2013-01-21       Impact factor: 3.169

6.  A Parallel Framework for Multipoint Spiral Search in ab Initio Protein Structure Prediction.

Authors:  Mahmood A Rashid; Swakkhar Shatabda; M A Hakim Newton; Md Tamjidul Hoque; Abdul Sattar
Journal:  Adv Bioinformatics       Date:  2014-03-16

7.  Mixing energy models in genetic algorithms for on-lattice protein structure prediction.

Authors:  Mahmood A Rashid; M A Hakim Newton; Md Tamjidul Hoque; Abdul Sattar
Journal:  Biomed Res Int       Date:  2013-09-25       Impact factor: 3.411

8.  PredPSD: A Gradient Tree Boosting Approach for Single-Stranded and Double-Stranded DNA Binding Protein Prediction.

Authors:  Changgeng Tan; Tong Wang; Wenyi Yang; Lei Deng
Journal:  Molecules       Date:  2019-12-26       Impact factor: 4.411

  8 in total

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