Principles and overview of sampling methods for modeling macromolecular structure and dynamics

T Maximova, R Moffatt, B Ma, R Nussinov… - PLoS computational …, 2016 - journals.plos.org
Investigation of macromolecular structure and dynamics is fundamental to understanding
how macromolecules carry out their functions in the cell. Significant advances have been …

A review of evolutionary algorithms for computing functional conformations of protein molecules

A Shehu - Computer-aided drug discovery, 2016 - Springer
The ubiquitous presence of proteins in chemical pathways in the cell and their key role in
many human disorders motivates a growing body of protein modeling studies to unravel the …

Secondary structure and contact guided differential evolution for protein structure prediction

GJ Zhang, LF Ma, XQ Wang… - IEEE/ACM transactions on …, 2018 - ieeexplore.ieee.org
Ab initio protein tertiary structure prediction is one of the long-standing problems in structural
bioinformatics. With the help of residue-residue contact and secondary structure prediction …

[HTML][HTML] Niching methods integrated with a differential evolution memetic algorithm for protein structure prediction

D Varela, J Santos - Swarm and Evolutionary Computation, 2022 - Elsevier
A memetic version between an evolutionary algorithm (differential evolution) and the local
search provided by protein fragment replacements was defined for protein structure …

Multi-objective stochastic search for sampling local minima in the protein energy surface

B Olson, A Shehu - Proceedings of the International Conference on …, 2013 - dl.acm.org
We present an evolutionary stochastic search algorithm to obtain a discrete representation
of the protein energy surface in terms of an ensemble of conformations representing local …

Generating, maintaining, and exploiting diversity in a memetic algorithm for protein structure prediction

M Garza-Fabre, SM Kandathil, J Handl… - Evolutionary …, 2016 - direct.mit.edu
Computational approaches to de novo protein tertiary structure prediction, including those
based on the preeminent “fragment-assembly” technique, have failed to scale up fully to …

Balancing multiple objectives in conformation sampling to control decoy diversity in template-free protein structure prediction

AB Zaman, A Shehu - BMC bioinformatics, 2019 - Springer
Background Computational approaches for the determination of biologically-active/native
three-dimensional structures of proteins with novel sequences have to handle several …

Enhancing protein conformational space sampling using distance profile-guided differential evolution

GJ Zhang, XG Zhou, XF Yu, XH Hao… - IEEE/ACM transactions …, 2016 - ieeexplore.ieee.org
De novo protein structure prediction aims to search for low-energy conformations as it
follows the thermodynamics hypothesis that places native conformations at the global …

[PDF][PDF] Multi-objective optimization techniques for conformational sampling in template-free protein structure prediction

B Olson, A Shehu - Intl Conf on Bioinf and Comp Biol (BICoB). Las …, 2014 - cs.gmu.edu
Template-free protein structure prediction continues to be a challenging problem in
computational biology. State-of-the-art protocols are Monte Carlobased and pay special …

Protein Structure Prediction Using A New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach

J Hong, ZH Zhan, L He, Z Xu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Protein structure prediction (PSP) is an important scientific problem because it helps
humans to understand how proteins perform their biological functions. This paper models …