Literature DB >> 24655511

A molecular interpretation of 2D IR protein folding experiments with Markov state models.

Carlos R Baiz1, Yu-Shan Lin2, Chunte Sam Peng1, Kyle A Beauchamp3, Vincent A Voelz4, Vijay S Pande5, Andrei Tokmakoff6.   

Abstract

The folding mechanism of the N-terminal domain of ribosomal protein L9 (NTL91-39) is studied using temperature-jump (T-jump) amide I' two-dimensional infrared (2D IR) spectroscopy in combination with spectral simulations based on a Markov state model (MSM) built from millisecond-long molecular dynamics trajectories. The results provide evidence for a compact well-structured folded state and a heterogeneous fast-exchanging denatured state ensemble exhibiting residual secondary structure. The folding rate of 26.4 μs(-1) (at 80°C), extracted from the T-jump response of NTL91-39, compares favorably with the 18 μs(-1) obtained from the MSM. Structural decomposition of the MSM and analysis along the folding coordinate indicates that helix-formation nucleates the global folding. Simulated difference spectra, corresponding to the global folding transition of the MSM, are in qualitative agreement with measured T-jump 2D IR spectra. The experiments demonstrate the use of T-jump 2D IR spectroscopy as a valuable tool for studying protein folding, with direct connections to simulations. The results suggest that in addition to predicting the correct native structure and folding time constant, molecular dynamics simulations carried out with modern force fields provide an accurate description of folding mechanisms in small proteins.
Copyright © 2014 Biophysical Society. Published by Elsevier Inc. All rights reserved.

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Year:  2014        PMID: 24655511      PMCID: PMC3984984          DOI: 10.1016/j.bpj.2014.02.008

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   4.033


  70 in total

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Authors:  Jay W Ponder; David A Case
Journal:  Adv Protein Chem       Date:  2003

2.  A transferable electrostatic map for solvation effects on amide I vibrations and its application to linear and two-dimensional spectroscopy.

Authors:  Thomas la Cour Jansen; Jasper Knoester
Journal:  J Chem Phys       Date:  2006-01-28       Impact factor: 3.488

3.  Transient two-dimensional IR spectrometer for probing nanosecond temperature-jump kinetics.

Authors:  Hoi Sung Chung; Munira Khalil; Adam W Smith; Andrei Tokmakoff
Journal:  Rev Sci Instrum       Date:  2007-06       Impact factor: 1.523

4.  Theory, analysis, and interpretation of single-molecule force spectroscopy experiments.

Authors:  Olga K Dudko; Gerhard Hummer; Attila Szabo
Journal:  Proc Natl Acad Sci U S A       Date:  2008-10-13       Impact factor: 11.205

Review 5.  The protein folding problem.

Authors:  Ken A Dill; S Banu Ozkan; M Scott Shell; Thomas R Weikl
Journal:  Annu Rev Biophys       Date:  2008       Impact factor: 12.981

6.  Protein folding mechanisms and the multidimensional folding funnel.

Authors:  N D Socci; J N Onuchic; P G Wolynes
Journal:  Proteins       Date:  1998-08-01

7.  The denatured state ensemble contains significant local and long-range structure under native conditions: analysis of the N-terminal domain of ribosomal protein L9.

Authors:  Wenli Meng; Bowu Luan; Nicholas Lyle; Rohit V Pappu; Daniel P Raleigh
Journal:  Biochemistry       Date:  2013-04-04       Impact factor: 3.162

Review 8.  Everything you wanted to know about Markov State Models but were afraid to ask.

Authors:  Vijay S Pande; Kyle Beauchamp; Gregory R Bowman
Journal:  Methods       Date:  2010-06-04       Impact factor: 3.608

Review 9.  The folding of single domain proteins--have we reached a consensus?

Authors:  Tobin R Sosnick; Doug Barrick
Journal:  Curr Opin Struct Biol       Date:  2010-12-06       Impact factor: 6.809

10.  Melting of a beta-hairpin peptide using isotope-edited 2D IR spectroscopy and simulations.

Authors:  Adam W Smith; Joshua Lessing; Ziad Ganim; Chunte Sam Peng; Andrei Tokmakoff; Santanu Roy; Thomas L C Jansen; Jasper Knoester
Journal:  J Phys Chem B       Date:  2010-09-02       Impact factor: 2.991

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  21 in total

1.  Structural disorder of folded proteins: isotope-edited 2D IR spectroscopy and Markov state modeling.

Authors:  Carlos R Baiz; Andrei Tokmakoff
Journal:  Biophys J       Date:  2015-04-07       Impact factor: 4.033

2.  Mapping fast protein folding with multiple-site fluorescent probes.

Authors:  Maxim B Prigozhin; Shu-Han Chao; Shahar Sukenik; Taras V Pogorelov; Martin Gruebele
Journal:  Proc Natl Acad Sci U S A       Date:  2015-06-15       Impact factor: 11.205

3.  Optimized parameter selection reveals trends in Markov state models for protein folding.

Authors:  Brooke E Husic; Robert T McGibbon; Mohammad M Sultan; Vijay S Pande
Journal:  J Chem Phys       Date:  2016-11-21       Impact factor: 3.488

Review 4.  Watching Proteins Wiggle: Mapping Structures with Two-Dimensional Infrared Spectroscopy.

Authors:  Ayanjeet Ghosh; Joshua S Ostrander; Martin T Zanni
Journal:  Chem Rev       Date:  2017-01-06       Impact factor: 60.622

5.  Perspective: Markov models for long-timescale biomolecular dynamics.

Authors:  C R Schwantes; R T McGibbon; V S Pande
Journal:  J Chem Phys       Date:  2014-09-07       Impact factor: 3.488

6.  Markov State Models and tICA Reveal a Nonnative Folding Nucleus in Simulations of NuG2.

Authors:  Christian R Schwantes; Diwakar Shukla; Vijay S Pande
Journal:  Biophys J       Date:  2016-04-26       Impact factor: 4.033

7.  Instantaneous ion configurations in the K+ ion channel selectivity filter revealed by 2D IR spectroscopy.

Authors:  Huong T Kratochvil; Joshua K Carr; Kimberly Matulef; Alvin W Annen; Hui Li; Michał Maj; Jared Ostmeyer; Arnaldo L Serrano; H Raghuraman; Sean D Moran; J L Skinner; Eduardo Perozo; Benoît Roux; Francis I Valiyaveetil; Martin T Zanni
Journal:  Science       Date:  2016-09-02       Impact factor: 47.728

8.  Adaptive Markov state model estimation using short reseeding trajectories.

Authors:  Hongbin Wan; Vincent A Voelz
Journal:  J Chem Phys       Date:  2020-01-14       Impact factor: 3.488

9.  Revealing the Dynamical Role of Co-solvents in the Coupled Folding and Dimerization of Insulin.

Authors:  Xin-Xing Zhang; Andrei Tokmakoff
Journal:  J Phys Chem Lett       Date:  2020-05-19       Impact factor: 6.475

10.  Structure Changes of a Membrane Polypeptide under an Applied Voltage Observed with Surface-Enhanced 2D IR Spectroscopy.

Authors:  Erin R Birdsall; Megan K Petti; Vivek Saraswat; Joshua S Ostrander; Michael S Arnold; Martin T Zanni
Journal:  J Phys Chem Lett       Date:  2021-02-12       Impact factor: 6.475

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