Improving the accuracy and efficiency of docking methods

Computational methods for predicting macromolecular complexes are useful tools for studying biological systems. They are used in areas such as drug design and for studying protein-protein interactions. While considerable progress has been made in this field over the decades, enhancing the speed and...

Full description

Bibliographic Details
Main Author: Xia, Bing
Language:en_US
Published: 2017
Subjects:
Online Access:https://hdl.handle.net/2144/23677
id ndltd-bu.edu-oai-open.bu.edu-2144-23677
record_format oai_dc
spelling ndltd-bu.edu-oai-open.bu.edu-2144-236772019-04-03T10:19:21Z Improving the accuracy and efficiency of docking methods Xia, Bing Biomedical engineering Computational methods for predicting macromolecular complexes are useful tools for studying biological systems. They are used in areas such as drug design and for studying protein-protein interactions. While considerable progress has been made in this field over the decades, enhancing the speed and accuracy of these computational methods remains an important challenge. This work describes two different enhancements to the accuracy of ClusPro, a method for performing protein-protein docking, as well as an enhancement to the efficiency of global rigid body docking. SAXS is a high throughput technique collected for molecules in solution, and the data provides information about the shape and size of molecules. ClusPro was enhanced with the ability to SAXS data collected for protein complexes to guide docking by selecting conformations by how well they match the experimental data, which improved docking accuracy when such data is available. Various other experimental techniques, such as NMR, FRET, or chemical cross linking can provide information about protein-protein interfaces, and such information can be used to generate distance-based restraints between pairs of residues across the interface. A second enhancement to ClusPro enables the use of such distance restraints to improve docking accuracy. Finally, an enhancement to the efficiency of FFT based global docking programs was developed. This enhancement allows for the efficient search of multiple sidechain conformations, and this improved program was applied to the flexible computational solvent mapping program FTFlex. 2018-07-09T00:00:00Z 2017-08-25T18:07:00Z 2017 2017-07-10T01:16:17Z Thesis/Dissertation https://hdl.handle.net/2144/23677 en_US Attribution-ShareAlike 4.0 International https://creativecommons.org/licenses/by-sa/4.0/
collection NDLTD
language en_US
sources NDLTD
topic Biomedical engineering
spellingShingle Biomedical engineering
Xia, Bing
Improving the accuracy and efficiency of docking methods
description Computational methods for predicting macromolecular complexes are useful tools for studying biological systems. They are used in areas such as drug design and for studying protein-protein interactions. While considerable progress has been made in this field over the decades, enhancing the speed and accuracy of these computational methods remains an important challenge. This work describes two different enhancements to the accuracy of ClusPro, a method for performing protein-protein docking, as well as an enhancement to the efficiency of global rigid body docking. SAXS is a high throughput technique collected for molecules in solution, and the data provides information about the shape and size of molecules. ClusPro was enhanced with the ability to SAXS data collected for protein complexes to guide docking by selecting conformations by how well they match the experimental data, which improved docking accuracy when such data is available. Various other experimental techniques, such as NMR, FRET, or chemical cross linking can provide information about protein-protein interfaces, and such information can be used to generate distance-based restraints between pairs of residues across the interface. A second enhancement to ClusPro enables the use of such distance restraints to improve docking accuracy. Finally, an enhancement to the efficiency of FFT based global docking programs was developed. This enhancement allows for the efficient search of multiple sidechain conformations, and this improved program was applied to the flexible computational solvent mapping program FTFlex. === 2018-07-09T00:00:00Z
author Xia, Bing
author_facet Xia, Bing
author_sort Xia, Bing
title Improving the accuracy and efficiency of docking methods
title_short Improving the accuracy and efficiency of docking methods
title_full Improving the accuracy and efficiency of docking methods
title_fullStr Improving the accuracy and efficiency of docking methods
title_full_unstemmed Improving the accuracy and efficiency of docking methods
title_sort improving the accuracy and efficiency of docking methods
publishDate 2017
url https://hdl.handle.net/2144/23677
work_keys_str_mv AT xiabing improvingtheaccuracyandefficiencyofdockingmethods
_version_ 1719015427346006016