Discrete Molecular Dynamics Approach to the Study of Disordered and Aggregating ProteinsClick to copy article linkArticle link copied!
Abstract
We present a refinement of the Coarse Grained PACSAB force field for Discrete Molecular Dynamics (DMD) simulations of proteins in aqueous conditions. As the original version, the refined method provides good representation of the structure and dynamics of folded proteins but provides much better representations of a variety of unfolded proteins, including some very large, impossible to analyze by atomistic simulation methods. The PACSAB/DMD method also reproduces accurately aggregation properties, providing good pictures of the structural ensembles of proteins showing a folded core and an intrinsically disordered region. The combination of accuracy and speed makes the method presented here a good alternative for the exploration of unstructured protein systems.
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(15)
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(13)
, 5303-5316. https://doi.org/10.1021/acs.jcim.4c00859
- Fengjuan Huang, Jiahui Huang, Jiajia Yan, Yuying Liu, Jiangfang Lian, Qinxue Sun, Feng Ding, Yunxiang Sun. Molecular Insights into the Effects of F16L and F19L Substitutions on the Conformation and Aggregation Dynamics of Human Calcitonin. Journal of Chemical Information and Modeling 2024, 64
(11)
, 4500-4510. https://doi.org/10.1021/acs.jcim.4c00553
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(20)
, 6376-6385. https://doi.org/10.1021/acs.jcim.3c01267
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(11)
, 3567-3578. https://doi.org/10.1021/acs.jcim.3c00414
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(11)
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(6)
, 7777-7792. https://doi.org/10.1021/acsami.2c20334
- Yuying Liu, Ying Wang, Yu Zhang, Yu Zou, Guanghong Wei, Feng Ding, Yunxiang Sun. Structural Perturbation of Monomers Determines the Amyloid Aggregation Propensity of Calcitonin Variants. Journal of Chemical Information and Modeling 2023, 63
(1)
, 308-320. https://doi.org/10.1021/acs.jcim.2c01202
- Yu Zhang, Ying Wang, Yuying Liu, Guanghong Wei, Feng Ding, Yunxiang Sun. Molecular Insights into the Misfolding and Dimerization Dynamics of the Full-Length α-Synuclein from Atomistic Discrete Molecular Dynamics Simulations. ACS Chemical Neuroscience 2022, 13
(21)
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- Przemysław Miszta, Paweł Pasznik, Szymon Niewieczerzał, Krzysztof Młynarczyk, Sławomir Filipek. COGRIMEN: Coarse-Grained Method for Modeling of Membrane Proteins in Implicit Environments. Journal of Chemical Theory and Computation 2022, 18
(9)
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- Dong Song, Hao Liu, Ray Luo, Hai-Feng Chen. Environment-Specific Force Field for Intrinsically Disordered and Ordered Proteins. Journal of Chemical Information and Modeling 2020, 60
(4)
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(5)
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(11)
, 2434-2442. https://doi.org/10.1021/acs.jpcb.7b00267
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- Agustí Emperador. PACSAB Server: A Web-Based Tool for the Study of Aggregation and the Conformational Ensemble of Disordered and Folded Proteins. International Journal of Molecular Sciences 2024, 25
(11)
, 6021. https://doi.org/10.3390/ijms25116021
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β
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(2)
https://doi.org/10.1093/bib/bbad526
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(1)
, 483-494. https://doi.org/10.1080/07391102.2023.2194003
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(7)
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(1)
https://doi.org/10.1038/s41598-022-06380-8
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(36)
, 21773-21785. https://doi.org/10.1039/D2CP02851D
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(34)
https://doi.org/10.1002/smll.202202642
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- Agustí Emperador. Accurate Description of Protein–Protein Recognition and Protein Aggregation with the Implicit-Solvent-Based PACSAB Protein Model. Polymers 2021, 13
(23)
, 4172. https://doi.org/10.3390/polym13234172
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(5)
, 166793. https://doi.org/10.1016/j.jmb.2020.166793
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(18)
https://doi.org/10.1002/smll.201805166
- Gabrielle Stetz, Amanda Tse, Gennady M. Verkhivker, . Ensemble-based modeling and rigidity decomposition of allosteric interaction networks and communication pathways in cyclin-dependent kinases: Differentiating kinase clients of the Hsp90-Cdc37 chaperone. PLOS ONE 2017, 12
(11)
, e0186089. https://doi.org/10.1371/journal.pone.0186089
- Yunxiang Sun, Bo Wang, Xinwei Ge, Feng Ding. Distinct oligomerization and fibrillization dynamics of amyloid core sequences of amyloid-beta and islet amyloid polypeptide. Phys. Chem. Chem. Phys. 2017, 19
(41)
, 28414-28423. https://doi.org/10.1039/C7CP05695H
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