DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Evolution of All-Atom Protein Force Fields to Improve Local and Global Properties

Abstract

Experimental studies on intrinsically disordered and unfolded proteins have shown that in isolation they typically have low populations of secondary structure and exhibit distance scalings suggesting that they are at near-theta-solvent conditions. Until recently, however, all-atom force fields failed to reproduce these fundamental properties of intrinsically disordered proteins (IDPs). Recent improvements by refining against ensemble-averaged experimental observables for polypeptides in aqueous solution have addressed deficiencies including secondary structure bias, global conformational properties, and thermodynamic parameters of biophysical reactions such as folding and collapse. To date, studies utilizing these improved all-atom force fields have mostly been limited to a small set of unfolded or disordered proteins. Here, we present data generated for a diverse library of unfolded or disordered proteins using three progressively improved generations of Amber03 force fields, and we explore how global and local properties are affected by each successive change in the force field. We find that the most recent force field refinements significantly improve the agreement of the global properties such as radii of gyration and end-to-end distances with experimental estimates. However, these global properties are largely independent of the local secondary structure propensity. This result stresses the need to validate force fields with reference to amore » combination of experimental data providing information about both local and global structure formation.« less

Authors:
ORCiD logo [1];  [2]; ORCiD logo [3]; ORCiD logo [4]
  1. Lehigh Univ., Bethlehem, PA (United States). Dept. of Chemical and Biomolecular Engineering; Princeton Univ., NJ (United States). Chemical and Biological Engineering
  2. Arizona State Univ., Mesa, AZ (United States). College of Integrative Sciences and Arts
  3. National Inst. of Health (NIH), Bethesda, MD (United States). Lab. of Chemical Physics, National Inst. of Diabetes and Digestive and Kidney Diseases
  4. Lehigh Univ., Bethlehem, PA (United States). Dept. of Chemical and Biomolecular Engineering
Publication Date:
Research Org.:
Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
Sponsoring Org.:
USDOE Office of Science (SC), Basic Energy Sciences (BES); National Institutes of Health (NIH)
OSTI Identifier:
1527357
Grant/Contract Number:  
SC0013979; AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Physical Chemistry Letters
Additional Journal Information:
Journal Volume: 10; Journal Issue: 9; Journal ID: ISSN 1948-7185
Publisher:
American Chemical Society
Country of Publication:
United States
Language:
English
Subject:
37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY

Citation Formats

Zerze, Gül H., Zheng, Wenwei, Best, Robert B., and Mittal, Jeetain. Evolution of All-Atom Protein Force Fields to Improve Local and Global Properties. United States: N. p., 2019. Web. doi:10.1021/acs.jpclett.9b00850.
Zerze, Gül H., Zheng, Wenwei, Best, Robert B., & Mittal, Jeetain. Evolution of All-Atom Protein Force Fields to Improve Local and Global Properties. United States. https://doi.org/10.1021/acs.jpclett.9b00850
Zerze, Gül H., Zheng, Wenwei, Best, Robert B., and Mittal, Jeetain. Fri . "Evolution of All-Atom Protein Force Fields to Improve Local and Global Properties". United States. https://doi.org/10.1021/acs.jpclett.9b00850. https://www.osti.gov/servlets/purl/1527357.
@article{osti_1527357,
title = {Evolution of All-Atom Protein Force Fields to Improve Local and Global Properties},
author = {Zerze, Gül H. and Zheng, Wenwei and Best, Robert B. and Mittal, Jeetain},
abstractNote = {Experimental studies on intrinsically disordered and unfolded proteins have shown that in isolation they typically have low populations of secondary structure and exhibit distance scalings suggesting that they are at near-theta-solvent conditions. Until recently, however, all-atom force fields failed to reproduce these fundamental properties of intrinsically disordered proteins (IDPs). Recent improvements by refining against ensemble-averaged experimental observables for polypeptides in aqueous solution have addressed deficiencies including secondary structure bias, global conformational properties, and thermodynamic parameters of biophysical reactions such as folding and collapse. To date, studies utilizing these improved all-atom force fields have mostly been limited to a small set of unfolded or disordered proteins. Here, we present data generated for a diverse library of unfolded or disordered proteins using three progressively improved generations of Amber03 force fields, and we explore how global and local properties are affected by each successive change in the force field. We find that the most recent force field refinements significantly improve the agreement of the global properties such as radii of gyration and end-to-end distances with experimental estimates. However, these global properties are largely independent of the local secondary structure propensity. This result stresses the need to validate force fields with reference to a combination of experimental data providing information about both local and global structure formation.},
doi = {10.1021/acs.jpclett.9b00850},
journal = {Journal of Physical Chemistry Letters},
number = 9,
volume = 10,
place = {United States},
year = {Fri Apr 05 00:00:00 EDT 2019},
month = {Fri Apr 05 00:00:00 EDT 2019}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 37 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Classification of Intrinsically Disordered Regions and Proteins
journal, December 2013

  • van der Lee, Robin; Buljan, Marija; Lang, Benjamin
  • Chemical Reviews, Vol. 114, Issue 13
  • DOI: 10.1021/cr400525m

Intrinsically disordered proteins in cellular signalling and regulation
journal, December 2014

  • Wright, Peter E.; Dyson, H. Jane
  • Nature Reviews Molecular Cell Biology, Vol. 16, Issue 1
  • DOI: 10.1038/nrm3920

Towards a robust description of intrinsic protein disorder using nuclear magnetic resonance spectroscopy
journal, January 2012

  • Schneider, Robert; Huang, Jie-rong; Yao, Mingxi
  • Mol. BioSyst., Vol. 8, Issue 1
  • DOI: 10.1039/C1MB05291H

Describing intrinsically disordered proteins at atomic resolution by NMR
journal, June 2013

  • Jensen, Malene Ringkjøbing; Ruigrok, Rob WH; Blackledge, Martin
  • Current Opinion in Structural Biology, Vol. 23, Issue 3
  • DOI: 10.1016/j.sbi.2013.02.007

Polymer scaling laws of unfolded and intrinsically disordered proteins quantified with single-molecule spectroscopy
journal, September 2012

  • Hofmann, H.; Soranno, A.; Borgia, A.
  • Proceedings of the National Academy of Sciences, Vol. 109, Issue 40
  • DOI: 10.1073/pnas.1207719109

Consistent View of Polypeptide Chain Expansion in Chemical Denaturants from Multiple Experimental Methods
journal, September 2016

  • Borgia, Alessandro; Zheng, Wenwei; Buholzer, Karin
  • Journal of the American Chemical Society, Vol. 138, Issue 36
  • DOI: 10.1021/jacs.6b05917

Innovative scattering analysis shows that hydrophobic disordered proteins are expanded in water
journal, October 2017

  • Riback, Joshua A.; Bowman, Micayla A.; Zmyslowski, Adam M.
  • Science, Vol. 358, Issue 6360
  • DOI: 10.1126/science.aan5774

Inferring properties of disordered chains from FRET transfer efficiencies
journal, March 2018

  • Zheng, Wenwei; Zerze, Gül H.; Borgia, Alessandro
  • The Journal of Chemical Physics, Vol. 148, Issue 12
  • DOI: 10.1063/1.5006954

An Extended Guinier Analysis for Intrinsically Disordered Proteins
journal, August 2018


Comment on “Innovative scattering analysis shows that hydrophobic disordered proteins are expanded in water”
journal, August 2018


ALS Mutations Disrupt Phase Separation Mediated by α-Helical Structure in the TDP-43 Low-Complexity C-Terminal Domain
journal, September 2016


Probing the Action of Chemical Denaturant on an Intrinsically Disordered Protein by Simulation and Experiment
journal, September 2016

  • Zheng, Wenwei; Borgia, Alessandro; Buholzer, Karin
  • Journal of the American Chemical Society, Vol. 138, Issue 36
  • DOI: 10.1021/jacs.6b05443

Developing a molecular dynamics force field for both folded and disordered protein states
journal, May 2018

  • Robustelli, Paul; Piana, Stefano; Shaw, David E.
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 21
  • DOI: 10.1073/pnas.1800690115

Mapping Long-Range Interactions in α-Synuclein using Spin-Label NMR and Ensemble Molecular Dynamics Simulations
journal, January 2005

  • Dedmon, Matthew M.; Lindorff-Larsen, Kresten; Christodoulou, John
  • Journal of the American Chemical Society, Vol. 127, Issue 2
  • DOI: 10.1021/ja044834j

Simultaneous determination of protein structure and dynamics
journal, January 2005

  • Lindorff-Larsen, Kresten; Best, Robert B.; DePristo, Mark A.
  • Nature, Vol. 433, Issue 7022
  • DOI: 10.1038/nature03199

Structural Interpretation of Paramagnetic Relaxation Enhancement-Derived Distances for Disordered Protein States
journal, July 2009


Bayesian ensemble refinement by replica simulations and reweighting
journal, December 2015

  • Hummer, Gerhard; Köfinger, Jürgen
  • The Journal of Chemical Physics, Vol. 143, Issue 24
  • DOI: 10.1063/1.4937786

Constructing ensembles for intrinsically disordered proteins
journal, June 2011

  • Fisher, Charles K.; Stultz, Collin M.
  • Current Opinion in Structural Biology, Vol. 21, Issue 3
  • DOI: 10.1016/j.sbi.2011.04.001

Structural Ensemble of an Intrinsically Disordered Polypeptide
journal, December 2012

  • Mittal, Jeetain; Yoo, Tae Hyeon; Georgiou, George
  • The Journal of Physical Chemistry B, Vol. 117, Issue 1
  • DOI: 10.1021/jp308984e

Balanced Protein–Water Interactions Improve Properties of Disordered Proteins and Non-Specific Protein Association
journal, October 2014

  • Best, Robert B.; Zheng, Wenwei; Mittal, Jeetain
  • Journal of Chemical Theory and Computation, Vol. 10, Issue 11
  • DOI: 10.1021/ct500569b

CHARMM36m: an improved force field for folded and intrinsically disordered proteins
journal, November 2016

  • Huang, Jing; Rauscher, Sarah; Nawrocki, Grzegorz
  • Nature Methods, Vol. 14, Issue 1
  • DOI: 10.1038/nmeth.4067

Assessing the accuracy of physical models used in protein-folding simulations: quantitative evidence from long molecular dynamics simulations
journal, February 2014

  • Piana, Stefano; Klepeis, John L.; Shaw, David E.
  • Current Opinion in Structural Biology, Vol. 24
  • DOI: 10.1016/j.sbi.2013.12.006

Optimizing Protein−Solvent Force Fields to Reproduce Intrinsic Conformational Preferences of Model Peptides
journal, March 2011

  • Nerenberg, Paul S.; Head-Gordon, Teresa
  • Journal of Chemical Theory and Computation, Vol. 7, Issue 4
  • DOI: 10.1021/ct2000183

Molecular Dynamics Simulations of Intrinsically Disordered Proteins: Force Field Evaluation and Comparison with Experiment
journal, June 2015

  • Henriques, João; Cragnell, Carolina; Skepö, Marie
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 7
  • DOI: 10.1021/ct501178z

Computational and theoretical advances in studies of intrinsically disordered proteins
journal, February 2017


New developments in force fields for biomolecular simulations
journal, April 2018


Force field development and simulations of intrinsically disordered proteins
journal, February 2018


Simulations of disordered proteins and systems with conformational heterogeneity
journal, April 2017


A Second Generation Force Field for the Simulation of Proteins, Nucleic Acids, and Organic Molecules
journal, May 1995

  • Cornell, Wendy D.; Cieplak, Piotr; Bayly, Christopher I.
  • Journal of the American Chemical Society, Vol. 117, Issue 19
  • DOI: 10.1021/ja00124a002

Development and Testing of the OPLS All-Atom Force Field on Conformational Energetics and Properties of Organic Liquids
journal, January 1996

  • Jorgensen, William L.; Maxwell, David S.; Tirado-Rives, Julian
  • Journal of the American Chemical Society, Vol. 118, Issue 45
  • DOI: 10.1021/ja9621760

All-Atom Empirical Potential for Molecular Modeling and Dynamics Studies of Proteins
journal, April 1998

  • MacKerell, A. D.; Bashford, D.; Bellott, M.
  • The Journal of Physical Chemistry B, Vol. 102, Issue 18
  • DOI: 10.1021/jp973084f

The GROMOS Biomolecular Simulation Program Package
journal, May 1999

  • Scott, Walter R. P.; Hünenberger, Philippe H.; Tironi, Ilario G.
  • The Journal of Physical Chemistry A, Vol. 103, Issue 19
  • DOI: 10.1021/jp984217f

Improved Treatment of the Protein Backbone in Empirical Force Fields
journal, January 2004

  • MacKerell, Alexander D.; Feig, Michael; Brooks, Charles L.
  • Journal of the American Chemical Society, Vol. 126, Issue 3
  • DOI: 10.1021/ja036959e

Residue-Specific Force Field Based on the Protein Coil Library. RSFF1: Modification of OPLS-AA/L
journal, May 2014

  • Jiang, Fan; Zhou, Chen-Yang; Wu, Yun-Dong
  • The Journal of Physical Chemistry B, Vol. 118, Issue 25
  • DOI: 10.1021/jp5017449

Residue-Specific Force Field Based on Protein Coil Library. RSFF2: Modification of AMBER ff99SB
journal, August 2014

  • Zhou, Chen-Yang; Jiang, Fan; Wu, Yun-Dong
  • The Journal of Physical Chemistry B, Vol. 119, Issue 3
  • DOI: 10.1021/jp5064676

Atomic-Level Characterization of the Structural Dynamics of Proteins
journal, October 2010


How Fast-Folding Proteins Fold
journal, October 2011


Balance between α and β Structures in Ab Initio Protein Folding
journal, June 2010

  • Best, Robert B.; Mittal, Jeetain
  • The Journal of Physical Chemistry B, Vol. 114, Issue 26
  • DOI: 10.1021/jp102575b

Tackling Force-Field Bias in Protein Folding Simulations: Folding of Villin HP35 and Pin WW Domains in Explicit Water
journal, August 2010


A point-charge force field for molecular mechanics simulations of proteins based on condensed-phase quantum mechanical calculations
journal, October 2003

  • Duan, Yong; Wu, Chun; Chowdhury, Shibasish
  • Journal of Computational Chemistry, Vol. 24, Issue 16
  • DOI: 10.1002/jcc.10349

 -Helical stabilization by side chain shielding of backbone hydrogen bonds
journal, February 2002

  • Garcia, A. E.; Sanbonmatsu, K. Y.
  • Proceedings of the National Academy of Sciences, Vol. 99, Issue 5
  • DOI: 10.1073/pnas.042496899

Exploring the Helix-Coil Transition via All-Atom Equilibrium Ensemble Simulations
journal, April 2005


Comparison of multiple Amber force fields and development of improved protein backbone parameters
journal, November 2006

  • Hornak, Viktor; Abel, Robert; Okur, Asim
  • Proteins: Structure, Function, and Bioinformatics, Vol. 65, Issue 3
  • DOI: 10.1002/prot.21123

Optimized Molecular Dynamics Force Fields Applied to the Helix−Coil Transition of Polypeptides
journal, July 2009

  • Best, Robert B.; Hummer, Gerhard
  • The Journal of Physical Chemistry B, Vol. 113, Issue 26
  • DOI: 10.1021/jp901540t

How Robust Are Protein Folding Simulations with Respect to Force Field Parameterization?
journal, May 2011

  • Piana, Stefano; Lindorff-Larsen, Kresten; Shaw, David E.
  • Biophysical Journal, Vol. 100, Issue 9
  • DOI: 10.1016/j.bpj.2011.03.051

Optimization of the Additive CHARMM All-Atom Protein Force Field Targeting Improved Sampling of the Backbone ϕ, ψ and Side-Chain χ 1 and χ 2 Dihedral Angles
journal, August 2012

  • Best, Robert B.; Zhu, Xiao; Shim, Jihyun
  • Journal of Chemical Theory and Computation, Vol. 8, Issue 9
  • DOI: 10.1021/ct300400x

Single-molecule spectroscopy of the temperature-induced collapse of unfolded proteins
journal, November 2009

  • Nettels, D.; Muller-Spath, S.; Kuster, F.
  • Proceedings of the National Academy of Sciences, Vol. 106, Issue 49
  • DOI: 10.1073/pnas.0900622106

Free-energy landscape of the GB1 hairpin in all-atom explicit solvent simulations with different force fields: Similarities and differences
journal, February 2011

  • Best, Robert B.; Mittal, Jeetain
  • Proteins: Structure, Function, and Bioinformatics, Vol. 79, Issue 4
  • DOI: 10.1002/prot.22972

Even with nonnative interactions, the updated folding transition states of the homologs Proteins G & L are extensive and similar
journal, June 2015

  • Baxa, Michael C.; Yu, Wookyung; Adhikari, Aashish N.
  • Proceedings of the National Academy of Sciences, Vol. 112, Issue 27
  • DOI: 10.1073/pnas.1503613112

Are Current Atomistic Force Fields Accurate Enough to Study Proteins in Crowded Environments?
journal, May 2014


Assessing the potential of atomistic molecular dynamics simulations to probe reversible protein-protein recognition and binding
journal, May 2015

  • Abriata, Luciano A.; Dal Peraro, Matteo
  • Scientific Reports, Vol. 5, Issue 1
  • DOI: 10.1038/srep10549

Protein Simulations with an Optimized Water Model: Cooperative Helix Formation and Temperature-Induced Unfolded State Collapse
journal, November 2010

  • Best, Robert B.; Mittal, Jeetain
  • The Journal of Physical Chemistry B, Vol. 114, Issue 46
  • DOI: 10.1021/jp108618d

Water Dispersion Interactions Strongly Influence Simulated Structural Properties of Disordered Protein States
journal, April 2015

  • Piana, Stefano; Donchev, Alexander G.; Robustelli, Paul
  • The Journal of Physical Chemistry B, Vol. 119, Issue 16
  • DOI: 10.1021/jp508971m

Developing force fields from the microscopic structure of solutions
journal, March 2010

  • Ploetz, Elizabeth A.; Bentenitis, Nikolaos; Smith, Paul E.
  • Fluid Phase Equilibria, Vol. 290, Issue 1-2
  • DOI: 10.1016/j.fluid.2009.11.023

Diffusive Dynamics of Contact Formation in Disordered Polypeptides
journal, February 2016


Residue-Specific Force Field (RSFF2) Improves the Modeling of Conformational Behavior of Peptides and Proteins
journal, May 2015


Improved Peptide and Protein Torsional Energetics with the OPLS-AA Force Field
journal, June 2015

  • Robertson, Michael J.; Tirado-Rives, Julian; Jorgensen, William L.
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 7
  • DOI: 10.1021/acs.jctc.5b00356

Refined Parameterization of Nonbonded Interactions Improves Conformational Sampling and Kinetics of Protein Folding Simulations
journal, September 2016


Further along the Road Less Traveled: AMBER ff15ipq, an Original Protein Force Field Built on a Self-Consistent Physical Model
journal, July 2016

  • Debiec, Karl T.; Cerutti, David S.; Baker, Lewis R.
  • Journal of Chemical Theory and Computation, Vol. 12, Issue 8
  • DOI: 10.1021/acs.jctc.6b00567

The IDP-Specific Force Field ff14IDPSFF Improves the Conformer Sampling of Intrinsically Disordered Proteins
journal, May 2017

  • Song, Dong; Luo, Ray; Chen, Hai-Feng
  • Journal of Chemical Information and Modeling, Vol. 57, Issue 5
  • DOI: 10.1021/acs.jcim.7b00135

The missing term in effective pair potentials
journal, November 1987

  • Berendsen, H. J. C.; Grigera, J. R.; Straatsma, T. P.
  • The Journal of Physical Chemistry, Vol. 91, Issue 24
  • DOI: 10.1021/j100308a038

Development of an improved four-site water model for biomolecular simulations: TIP4P-Ew
journal, May 2004

  • Horn, Hans W.; Swope, William C.; Pitera, Jed W.
  • The Journal of Chemical Physics, Vol. 120, Issue 20
  • DOI: 10.1063/1.1683075

A general purpose model for the condensed phases of water: TIP4P/2005
journal, December 2005

  • Abascal, J. L. F.; Vega, C.
  • The Journal of Chemical Physics, Vol. 123, Issue 23
  • DOI: 10.1063/1.2121687

Temperature-dependent structural changes in intrinsically disordered proteins: Formation of α-helices or loss of polyproline II?: Temperature Dependence of Protein Disorder
journal, June 2010

  • Kjaergaard, Magnus; Nørholm, Ann-Beth; Hendus-Altenburger, Ruth
  • Protein Science, Vol. 19, Issue 8
  • DOI: 10.1002/pro.435

Temperature-dependent solvation modulates the dimensions of disordered proteins
journal, March 2014

  • Wuttke, R.; Hofmann, H.; Nettels, D.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 14
  • DOI: 10.1073/pnas.1313006111

Sequence- and Temperature-Dependent Properties of Unfolded and Disordered Proteins from Atomistic Simulations
journal, November 2015

  • Zerze, Gül H.; Best, Robert B.; Mittal, Jeetain
  • The Journal of Physical Chemistry B, Vol. 119, Issue 46
  • DOI: 10.1021/acs.jpcb.5b08619

Residue-Specific α-Helix Propensities from Molecular Simulation
journal, March 2012


A Kirkwood−Buff Derived Force Field for Mixtures of Urea and Water
journal, April 2003

  • Weerasinghe, Samantha; Smith, Paul E.
  • The Journal of Physical Chemistry B, Vol. 107, Issue 16
  • DOI: 10.1021/jp022049s

A Kirkwood-Buff derived force field for the simulation of aqueous guanidinium chloride solutions
journal, August 2004

  • Weerasinghe, Samantha; Smith, Paul E.
  • The Journal of Chemical Physics, Vol. 121, Issue 5
  • DOI: 10.1063/1.1768938

Empirical Optimization of Interactions between Proteins and Chemical Denaturants in Molecular Simulations
journal, October 2015

  • Zheng, Wenwei; Borgia, Alessandro; Borgia, Madeleine B.
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 11
  • DOI: 10.1021/acs.jctc.5b00778

Error estimates on averages of correlated data
journal, July 1989

  • Flyvbjerg, H.; Petersen, H. G.
  • The Journal of Chemical Physics, Vol. 91, Issue 1
  • DOI: 10.1063/1.457480

Random-coil behavior and the dimensions of chemically unfolded proteins
journal, August 2004

  • Kohn, J. E.; Millett, I. S.; Jacob, J.
  • Proceedings of the National Academy of Sciences, Vol. 101, Issue 34
  • DOI: 10.1073/pnas.0403643101

Sequence Determinants of Compaction in Intrinsically Disordered Proteins
journal, May 2010


Decoupling of size and shape fluctuations in heteropolymeric sequences reconciles discrepancies in SAXS vs. FRET measurements
journal, July 2017

  • Fuertes, Gustavo; Banterle, Niccolò; Ruff, Kiersten M.
  • Proceedings of the National Academy of Sciences, Vol. 114, Issue 31
  • DOI: 10.1073/pnas.1704692114

Sequence Determinants of the Conformational Properties of an Intrinsically Disordered Protein Prior to and upon Multisite Phosphorylation
journal, November 2016

  • Martin, Erik W.; Holehouse, Alex S.; Grace, Christy R.
  • Journal of the American Chemical Society, Vol. 138, Issue 47
  • DOI: 10.1021/jacs.6b10272

Molecular Simulations Indicate Marked Differences in the Structure of Amylin Mutants, Correlated with Known Aggregation Propensity
journal, November 2013

  • Miller, Cayla; Zerze, Gül H.; Mittal, Jeetain
  • The Journal of Physical Chemistry B, Vol. 117, Issue 50
  • DOI: 10.1021/jp409755y

Dictionary of protein secondary structure: Pattern recognition of hydrogen-bonded and geometrical features
journal, December 1983


Systematic Validation of Protein Force Fields against Experimental Data
journal, February 2012


SPARTA+: a modest improvement in empirical NMR chemical shift prediction by means of an artificial neural network
journal, July 2010


Limits on Variations in Protein Backbone Dynamics from Precise Measurements of Scalar Couplings
journal, August 2007

  • Vögeli, Beat; Ying, Jinfa; Grishaev, Alexander
  • Journal of the American Chemical Society, Vol. 129, Issue 30
  • DOI: 10.1021/ja070324o

Works referencing / citing this record:

Information theoretic measures for quantifying sequence–ensemble relationships of intrinsically disordered proteins
journal, April 2019

  • Cohan, Megan C.; Ruff, Kiersten M.; Pappu, Rohit V.
  • Protein Engineering, Design and Selection, Vol. 32, Issue 4
  • DOI: 10.1093/protein/gzz014

Bayesian-Maximum-Entropy Reweighting of IDP Ensembles Based on NMR Chemical Shifts
journal, September 2019

  • Crehuet, Ramon; Buigues, Pedro J.; Salvatella, Xavier
  • Entropy, Vol. 21, Issue 9
  • DOI: 10.3390/e21090898