Literature DB >> 28660628

Efficient estimation of binding free energies between peptides and an MHC class II molecule using coarse-grained molecular dynamics simulations with a weighted histogram analysis method.

Ming Huang1, Wenjun Huang1, Fei Wen1, Ronald G Larson1.   

Abstract

We estimate the binding free energy between peptides and an MHC class II molecule using molecular dynamics (MD) simulations with the weighted histogram analysis method (WHAM). We show that, owing to its more thorough sampling in the available computational time, the binding free energy obtained by pulling the whole peptide using a coarse-grained (CG) force field (MARTINI) is less prone to significant error induced by inadequate-sampling than using an atomistic force field (AMBER). We further demonstrate that using CG MD to pull 3-4 residue peptide segments while leaving the remaining peptide segments in the binding groove and adding up the binding free energies of all peptide segments gives robust binding free energy estimations, which are in good agreement with the experimentally measured binding affinities for the peptide sequences studied. Our approach thus provides a promising and computationally efficient way to rapidly and reliably estimate the binding free energy between an arbitrary peptide and an MHC class II molecule.
© 2017 Wiley Periodicals, Inc. © 2017 Wiley Periodicals, Inc.

Entities:  

Keywords:  MHC; binding free energy; coarse-grained; peptide; peptide-MHC binding affinity; umbrella sampling method

Year:  2017        PMID: 28660628     DOI: 10.1002/jcc.24845

Source DB:  PubMed          Journal:  J Comput Chem        ISSN: 0192-8651            Impact factor:   3.376


  7 in total

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2.  Rapid Identification of MHCII-Binding Peptides Through Microsphere-Assisted Peptide Screening (MAPS).

Authors:  Luke F Bugada; Mason R Smith; Fei Wen
Journal:  Methods Mol Biol       Date:  2022

3.  Insights into Resistance Mechanisms of Inhibitors to Mps1 C604Y Mutation via a Comprehensive Molecular Modeling Study.

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Review 4.  Integrating Experiment and Theory to Understand TCR-pMHC Dynamics.

Authors:  Ashley M Buckle; Natalie A Borg
Journal:  Front Immunol       Date:  2018-12-07       Impact factor: 7.561

5.  Effective estimation of the inhibitor affinity of HIV-1 protease via a modified LIE approach.

Authors:  Son Tung Ngo; Nam Dao Hong; Le Huu Quynh Anh; Dinh Minh Hiep; Nguyen Thanh Tung
Journal:  RSC Adv       Date:  2020-02-21       Impact factor: 4.036

6.  Impact of Structural Observables From Simulations to Predict the Effect of Single-Point Mutations in MHC Class II Peptide Binders.

Authors:  Rodrigo Ochoa; Roman A Laskowski; Janet M Thornton; Pilar Cossio
Journal:  Front Mol Biosci       Date:  2021-03-30

7.  Significance of NS5B Substitutions in Genotype 1b Hepatitis C Virus Evaluated by Bioinformatics Analysis.

Authors:  Yoshihito Uchida; Shugo Nakamura; Jun-Ichi Kouyama; Kayoko Naiki; Daisuke Motoya; Kayoko Sugawara; Mie Inao; Yukinori Imai; Nobuaki Nakayama; Tomoaki Tomiya; Charlotte Hedskog; Diana Brainard; Hongmei Mo; Satoshi Mochida
Journal:  Sci Rep       Date:  2018-06-11       Impact factor: 4.379

  7 in total

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