Combinatorial modeling of protein folding kinetics: free energy profiles and rates

Abstract A combinatorial approach has been used to determine the optimal assumptions and robustness of simple statistical mechanical models for protein folding. By combining alternative plausible assumptions and different enumeration schemes for constructing partition functions, 76 closely related Ising-like models were generated. These include various contiguous sequence approximations, the possibility of forming a disordered loop between ordered segments, the use of an atomistic or coarse-grained representation of the protein structure, and the choice of ordered residues or native contacts as a reaction coordinate. We also consider all 2 N conformations of an N -residue protein (e.g., 10 30 conformations for a 100-residue protein). Although the number of configurations is much too large to list, a free energy profile can be calculated using a build-up procedure by accumulation and recombination of partial partition functions. The predictions of the 76 models were tested against two kinds of experimental data – folding rates and the determination of two-state behavior for 25 proteins. Two-state behavior was judged by the relative magnitude of the dominant relaxation calculated from the rate matrix for motion on the free energy profile. The relative performance of each assumption was evaluated using rank sum statistics which show, with the exception of the single sequence approximation, that this class of models is not sensitive to alternative assumptions. Two-state free energy profiles are calculated for almost all but the α-helical proteins, and surprisingly accurate rates are predicted in both the absence and presence of denaturant. The combinatorics also show that an α-carbon representation of the protein structure does nearly as well as atomistic descriptions, possibly reflecting partial interatomic interactions between native residues in structures of the transition state ensemble. With its coarse-grained description of both the energy and entropy, and only 3 or 4 adjustable parameters, the α-carbon version may be regarded as the simplest possible analytical model of protein folding capable of predicting experimental properties of specific proteins.

[1]  Lisa J. Lapidus,et al.  Effects of chain stiffness on the dynamics of loop formation in polypeptides. Appendix: Testing a 1-dimensional diffusion model for peptide dynamics , 2002 .

[2]  K. Dill,et al.  Cooperativity in protein-folding kinetics. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[3]  H. Kramers Brownian motion in a field of force and the diffusion model of chemical reactions , 1940 .

[4]  I D Campbell,et al.  Folding kinetics of the SH3 domain of PI3 kinase by real-time NMR combined with optical spectroscopy. , 1998, Journal of molecular biology.

[5]  W. Kabsch,et al.  Dictionary of protein secondary structure: Pattern recognition of hydrogen‐bonded and geometrical features , 1983, Biopolymers.

[6]  D Baker,et al.  Topology, stability, sequence, and length: defining the determinants of two-state protein folding kinetics. , 2000, Biochemistry.

[7]  A. Fersht,et al.  Folding of chymotrypsin inhibitor 2. 1. Evidence for a two-state transition. , 1991, Biochemistry.

[8]  I D Campbell,et al.  The folding kinetics and thermodynamics of the Fyn-SH3 domain. , 1998, Biochemistry.

[9]  L. Mirny,et al.  Protein folding theory: from lattice to all-atom models. , 2001, Annual review of biophysics and biomolecular structure.

[10]  M. Marahiel,et al.  Extremely rapid protein folding in the absence of intermediates , 1995, Nature Structural Biology.

[11]  E. Cota,et al.  Folding studies of immunoglobulin-like beta-sandwich proteins suggest that they share a common folding pathway. , 1999, Structure.

[12]  J Moult,et al.  Local interactions dominate folding in a simple protein model. , 1996, Journal of molecular biology.

[13]  Lisa J. Lapidus,et al.  Kinetics of intramolecular contact formation in a denatured protein. , 2003, Journal of molecular biology.

[14]  M. Karplus,et al.  How does a protein fold? , 1994, Nature.

[15]  J. Schellman,et al.  The Factors Affecting the Stability of Hydrogen-bonded Polypeptide Structures in Solution , 1958 .

[16]  I D Campbell,et al.  A comparison of the folding kinetics and thermodynamics of two homologous fibronectin type III modules. , 1997, Journal of molecular biology.

[17]  E. Alm,et al.  Prediction of protein-folding mechanisms from free-energy landscapes derived from native structures. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[18]  D. Baker,et al.  A surprising simplicity to protein folding , 2000, Nature.

[19]  J. Hofrichter,et al.  Experimental tests of villin subdomain folding simulations. , 2003, Journal of molecular biology.

[20]  Lisa J. Lapidus,et al.  Measuring the rate of intramolecular contact formation in polypeptides. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[21]  K. Simons,et al.  Local interactions and the optimization of protein folding , 1997, Proteins.

[22]  J. Onuchic,et al.  Funnels, pathways, and the energy landscape of protein folding: A synthesis , 1994, Proteins.

[23]  S. Radford,et al.  Rapid folding with and without populated intermediates in the homologous four-helix proteins Im7 and Im9. , 1999, Journal of molecular biology.

[24]  N. Go Theoretical studies of protein folding. , 1983, Annual review of biophysics and bioengineering.

[25]  J. Onuchic,et al.  Theory of protein folding: the energy landscape perspective. , 1997, Annual review of physical chemistry.

[26]  Shoji Takada,et al.  Variational Theory for Site Resolved Protein Folding Free Energy Surfaces , 1998, cond-mat/9805366.

[27]  John E. Straub,et al.  Classical and modern methods in reaction rate theory , 1988 .

[28]  M. Karplus,et al.  Protein Folding: A Perspective from Theory and Experiment. , 1998, Angewandte Chemie.

[29]  D Baker,et al.  A breakdown of symmetry in the folding transition state of protein L. , 2000, Journal of molecular biology.

[30]  R. Zwanzig,et al.  Levinthal's paradox. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[31]  T. Kiefhaber,et al.  The speed limit for protein folding measured by triplet-triplet energy transfer. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[32]  R. Zwanzig,et al.  Simple model of protein folding kinetics. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[33]  M. Oliveberg Characterisation of the transition states for protein folding: towards a new level of mechanistic detail in protein engineering analysis. , 2001, Current opinion in structural biology.

[34]  M. Shirts,et al.  Corrigendum to “Simulation of Folding of a Small Alpha-helical Protein in Atomistic Detail using Worldwide-distributed Computing” , 2002 .

[35]  D Thirumalai,et al.  Theoretical predictions of folding pathways by using the proximity rule, with applications to bovine pancreatic trypsin inhibitor. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[36]  A. Finkelstein,et al.  A theoretical search for folding/unfolding nuclei in three-dimensional protein structures. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[37]  M. Billeter,et al.  MOLMOL: a program for display and analysis of macromolecular structures. , 1996, Journal of molecular graphics.

[38]  D. Thirumalai,et al.  Viscosity Dependence of the Folding Rates of Proteins , 1997, cond-mat/9705309.

[39]  Shoji Takada,et al.  Microscopic Theory of Protein Folding Rates.II: Local Reaction Coordinates and Chain Dynamics , 2000, cond-mat/0008455.

[40]  Lisa J. Lapidus,et al.  Dynamics of intramolecular contact formation in polypeptides: distance dependence of quenching rates in a room-temperature glass. , 2001, Physical review letters.

[41]  W. Nau,et al.  A conformational flexibility scale for amino acids in peptides. , 2003, Angewandte Chemie.

[42]  D. Baker,et al.  Contact order, transition state placement and the refolding rates of single domain proteins. , 1998, Journal of molecular biology.

[43]  P. Wolynes,et al.  Intermediates and barrier crossing in a random energy model , 1989 .

[44]  A. Fersht,et al.  Is there a unifying mechanism for protein folding? , 2003, Trends in biochemical sciences.

[45]  A. Finkelstein,et al.  Theoretical study of a landscape of protein folding-unfolding pathways. Folding rates at midtransition. , 2001, Biochemistry.

[46]  V. Muñoz,et al.  Folding dynamics and mechanism of β-hairpin formation , 1997, Nature.

[47]  O. Ptitsyn Protein folding: Hypotheses and experiments , 1987 .

[48]  C. Brooks,et al.  From folding theories to folding proteins: a review and assessment of simulation studies of protein folding and unfolding. , 2001, Annual review of physical chemistry.

[49]  Lisa J. Lapidus,et al.  Dynamics of Intramolecular Contact Formation in Polypeptides , 2001 .

[50]  José N. Onuchic,et al.  Structural and energetic heterogeneity in protein folding. I. Theory , 2002 .

[51]  P. S. Kim,et al.  Specific intermediates in the folding reactions of small proteins and the mechanism of protein folding. , 1982, Annual review of biochemistry.

[52]  D Baker,et al.  Folding dynamics of the src SH3 domain. , 1997, Biochemistry.

[53]  T. Oas,et al.  Contribution of a buried hydrogen bond to lambda repressor folding kinetics. , 1999, Biochemistry.

[54]  A. Fersht,et al.  The changing nature of the protein folding transition state: implications for the shape of the free-energy profile for folding. , 1998, Journal of molecular biology.

[55]  A. Fersht Optimization of rates of protein folding: the nucleation-condensation mechanism and its implications. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[56]  Shoji Takada,et al.  Microscopic theory of protein folding rates. I. Fine structure of the free energy profile and folding routes from a variational approach , 2000, cond-mat/0008454.

[57]  C. Dobson,et al.  Thermodynamics and kinetics of folding of common-type acylphosphatase: comparison to the highly homologous muscle isoenzyme. , 1999, Biochemistry.

[58]  T. Sosnick,et al.  Fast and slow intermediate accumulation and the initial barrier mechanism in protein folding. , 2002, Journal of molecular biology.

[59]  L Serrano,et al.  Evidence for a two-state transition in the folding process of the activation domain of human procarboxypeptidase A2. , 1995, Biochemistry.

[60]  K. Dill Polymer principles and protein folding , 1999, Protein science : a publication of the Protein Society.

[61]  W. Eaton,et al.  corrigendum: Probing the free-energy surface for protein folding with single-molecule fluorescence spectroscopy , 2003, Nature.

[62]  M Karplus,et al.  Protein folding dynamics: The diffusion‐collision model and experimental data , 1994, Protein science : a publication of the Protein Society.

[63]  A. Fersht,et al.  The structure of the transition state for folding of chymotrypsin inhibitor 2 analysed by protein engineering methods: evidence for a nucleation-condensation mechanism for protein folding. , 1995, Journal of molecular biology.

[64]  D. Thirumalai,et al.  Kinetics of protein folding: Nucleation mechanism, time scales, and pathways , 1995 .

[65]  J. Hofrichter,et al.  The protein folding 'speed limit'. , 2004, Current opinion in structural biology.

[66]  V Muñoz,et al.  What can we learn about protein folding from Ising-like models? , 2001, Current opinion in structural biology.

[67]  A. Fersht,et al.  The folding of an enzyme. I. Theory of protein engineering analysis of stability and pathway of protein folding. , 1992, Journal of molecular biology.

[68]  V. Muñoz,et al.  The Helix-Coil Kinetics of a Heteropeptide , 2000 .

[69]  P. Wolynes,et al.  Spin glasses and the statistical mechanics of protein folding. , 1987, Proceedings of the National Academy of Sciences of the United States of America.

[70]  Lisa J. Lapidus,et al.  Measuring dynamic flexibility of the coil state of a helix-forming peptide. , 2002, Journal of molecular biology.

[71]  Douglas A. Wolfe,et al.  Introduction to the Theory of Nonparametric Statistics. , 1980 .

[72]  L. Gregoret,et al.  Stability and folding properties of a model β‐sheet protein, Escherichia coli CspA , 1998, Protein science : a publication of the Protein Society.

[73]  B. Fierz,et al.  Dynamics of unfolded polypeptide chains as model for the earliest steps in protein folding. , 2003, Journal of molecular biology.

[74]  J. Onuchic,et al.  Investigation of routes and funnels in protein folding by free energy functional methods. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[75]  M. Volkenstein,et al.  Statistical mechanics of chain molecules , 1969 .

[76]  J. Onuchic,et al.  Landscape approaches for determining the ensemble of folding transition states: success and failure hinge on the degree of frustration. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[77]  L Serrano,et al.  Thermodynamic and kinetic analysis of the SH3 domain of spectrin shows a two-state folding transition. , 1994, Biochemistry.

[78]  J. Clarke,et al.  Folding and stability of a fibronectin type III domain of human tenascin. , 1997, Journal of molecular biology.

[79]  M Gross Linguistic analysis of protein folding , 1996, FEBS letters.

[80]  J. Onuchic,et al.  The energy landscape theory of protein folding: insights into folding mechanisms and scenarios. , 2000, Advances in protein chemistry.

[81]  David Baker,et al.  Simple physical models connect theory and experiment in protein folding kinetics. , 2002, Journal of molecular biology.

[82]  V. Muñoz,et al.  A simple model for calculating the kinetics of protein folding from three-dimensional structures. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[83]  Benjamin A. Shoemaker,et al.  Exploring structures in protein folding funnels with free energy functionals: the denatured ensemble. , 1999, Journal of molecular biology.

[84]  M. Proctor,et al.  Structural changes in the transition state of protein folding: alternative interpretations of curved chevron plots. , 1999, Biochemistry.

[85]  L Serrano,et al.  The SH3-fold family: experimental evidence and prediction of variations in the folding pathways. , 2000, Journal of molecular biology.

[86]  Buffed energy landscapes: Another solution to the kinetic paradoxes of protein folding , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[87]  J. Onuchic,et al.  DIFFUSIVE DYNAMICS OF THE REACTION COORDINATE FOR PROTEIN FOLDING FUNNELS , 1996, cond-mat/9601091.

[88]  Kevin W Plaxco,et al.  Contact order revisited: Influence of protein size on the folding rate , 2003, Protein science : a publication of the Protein Society.

[89]  Dmitri K. Klimov,et al.  Insights into Specific Problems in Protein Folding Using Simple Concepts , 2002 .

[90]  Alessandro Pelizzola,et al.  Exact solution of the Muñoz-Eaton model for protein folding. , 2002, Physical review letters.

[91]  F M Poulsen,et al.  Fast and one-step folding of closely and distantly related homologous proteins of a four-helix bundle family. , 1996, Journal of molecular biology.

[92]  D. Wetlaufer Nucleation, rapid folding, and globular intrachain regions in proteins. , 1973, Proceedings of the National Academy of Sciences of the United States of America.

[93]  M. Karplus,et al.  Protein-folding dynamics , 1976, Nature.

[94]  C M Dobson,et al.  Slow cooperative folding of a small globular protein HPr. , 1998, Biochemistry.

[95]  A. Fersht,et al.  Protein folding and unfolding in microseconds to nanoseconds by experiment and simulation. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[96]  S. Jackson,et al.  Folding pathway of FKBP12 and characterisation of the transition state. , 1999, Journal of molecular biology.