Towards a "Golden Standard" for computing globin stability: Stability and structure sensitivity of myoglobin mutants.

Fast and accurate computation of protein stability is increasingly important for e.g. protein engineering and protein misfolding diseases, but no consensus methods exist for important proteins such as globins, and performance may depend on the type of structural input given. This paper reports benchmarking of six protein stability calculators (POPMUSIC 2.1, I-Mutant 2.0, I-Mutant 3.0, CUPSAT, SDM, and mCSM) against 134 experimental stability changes for mutations of sperm-whale myoglobin. Six different high-resolution structures were used to test structure sensitivity that may impair protein calculations. The trend accuracy of the methods decreased as I-Mutant 2.0 (R=0.64-0.65), SDM (R=0.57-0.60), POPMUSIC2.1 (R=0.54-0.57), I-Mutant 3.0 (R=0.53-0.55), mCSM (R=0.35-0.47), and CUPSAT (R=0.25-0.48). The mean signed errors increased as SDM<CUPSAT<I-Mutant 2.0<I-Mutant 3.0<POPMUSIC 2.1<mCSM. Mean absolute errors increased as I-Mutant 2.0<I-Mutant 3.0<POPMUSIC 2.1<CUPSAT<SDM<mCSM. Structural sensitivity increased as I-Mutant 3.0 (0.05)<I-Mutant 2.0 (0.09)<POPMUSIC 2.1 (0.12)<SDM (0.18)<mCSM (0.27)<CUPSAT (0.58). Leaving out heterogeneous experimental data did not change conclusions. The distinct performances reveal room for improvement, but I-Mutant 2.0 is proficient for this purpose, as further validated against a data set of related cytochrome c like proteins. The results also emphasize the importance of high-quality crystal structures and reveal structure-dependent effects even in the near-atomic resolution limit.

[1]  Adrian W. R. Serohijos,et al.  Protein biophysics explains why highly abundant proteins evolve slowly. , 2012, Cell reports.

[2]  T L Blundell,et al.  Prediction of the stability of protein mutants based on structural environment-dependent amino acid substitution and propensity tables. , 1997, Protein engineering.

[3]  Piero Fariselli,et al.  Correlating disease‐related mutations to their effect on protein stability: A large‐scale analysis of the human proteome , 2011, Human mutation.

[4]  Kasper P. Kepp,et al.  Accurate Stabilities of Laccase Mutants Predicted with a Modified FoldX Protocol , 2012, J. Chem. Inf. Model..

[5]  M. Jamin,et al.  On the difference in stability between horse and sperm whale myoglobins. , 2005, Archives of biochemistry and biophysics.

[6]  Philippe Bogaerts,et al.  Fast and accurate predictions of protein stability changes upon mutations using statistical potentials and neural networks: PoPMuSiC-2.0 , 2009, Bioinform..

[7]  N. Pokala,et al.  Energy functions for protein design: adjustment with protein-protein complex affinities, models for the unfolded state, and negative design of solubility and specificity. , 2005, Journal of molecular biology.

[8]  Jonathan R. Karr,et al.  A Whole-Cell Computational Model Predicts Phenotype from Genotype , 2012, Cell.

[9]  Akinori Sarai,et al.  ProTherm, version 4.0: thermodynamic database for proteins and mutants , 2004, Nucleic Acids Res..

[10]  Joost Schymkowitz,et al.  The stability effects of protein mutations appear to be universally distributed. , 2007, Journal of molecular biology.

[11]  G. Schreiber,et al.  Assessing computational methods for predicting protein stability upon mutation: good on average but not in the details. , 2009, Protein engineering, design & selection : PEDS.

[12]  Piero Fariselli,et al.  I-Mutant2.0: predicting stability changes upon mutation from the protein sequence or structure , 2005, Nucleic Acids Res..

[13]  H. Dyson,et al.  Role of the B helix in early folding events in apomyoglobin: evidence from site-directed mutagenesis for native-like long range interactions. , 2003, Journal of molecular biology.

[14]  R. Levy,et al.  The linear interaction energy method for the prediction of protein stability changes upon mutation , 2012, Proteins.

[15]  J. Olson,et al.  The stability of holomyoglobin is determined by heme affinity. , 1996, Biochemistry.

[16]  Boguslaw Stec,et al.  Sampling of the native conformational ensemble of myoglobin via structures in different crystalline environments , 2007, Proteins.

[17]  Kasper P Kepp,et al.  Stability Mechanisms of Laccase Isoforms using a Modified FoldX Protocol Applicable to Widely Different Proteins. , 2013, Journal of chemical theory and computation.

[18]  L. Smith The effects of amino acid substitution on apomyoglobin stability, folding intermediates, and holoprotein expression , 2003 .

[19]  S. Krzywda,et al.  Stability of myoglobin: a model for the folding of heme proteins. , 1994, Biochemistry.

[20]  L. Serrano,et al.  Predicting changes in the stability of proteins and protein complexes: a study of more than 1000 mutations. , 2002, Journal of molecular biology.

[21]  B. L. de Groot,et al.  Predicting free energy changes using structural ensembles. , 2009, Nature methods.

[22]  R. L. Baldwin,et al.  Molecular mechanisms of acid denaturation. The role of histidine residues in the partial unfolding of apomyoglobin. , 1994, Journal of molecular biology.

[23]  J. Olson,et al.  The stabilities of mammalian apomyoglobins vary over a 600-fold range and can be enhanced by comparative mutagenesis. , 2000, The Journal of biological chemistry.

[24]  R. L. Baldwin,et al.  Specificity of native-like interhelical hydrophobic contacts in the apomyoglobin intermediate. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[25]  K. P. Kepp Computing stability effects of mutations in human superoxide dismutase 1. , 2014, The journal of physical chemistry. B.

[26]  Michael S. Kay,et al.  Packing interactions in the apomyglobin folding intermediate , 1996, Nature Structural Biology.

[27]  Adrian W. R. Serohijos,et al.  Positively Selected Sites in Cetacean Myoglobins Contribute to Protein Stability , 2013, PLoS Comput. Biol..

[28]  Richard A. Goldstein,et al.  Assessing Predictors of Changes in Protein Stability upon Mutation Using Self-Consistency , 2012, PloS one.

[29]  Emidio Capriotti,et al.  Bioinformatics Original Paper Predicting the Insurgence of Human Genetic Diseases Associated to Single Point Protein Mutations with Support Vector Machines and Evolutionary Information , 2022 .

[30]  R. L. Baldwin,et al.  Putative interhelix ion pairs involved in the stability of myoglobin. , 1999, Biochemistry.

[31]  J Berendzen,et al.  Crystal structures of myoglobin-ligand complexes at near-atomic resolution. , 1999, Biophysical journal.

[32]  K. P. Kepp,et al.  Bioinorganic chemistry of Alzheimer's disease. , 2012, Chemical reviews.

[33]  R. L. Baldwin,et al.  Probing the stability of a partly folded apomyoglobin intermediate by site-directed mutagenesis. , 1991, Biochemistry.

[34]  G. Kachalova,et al.  A steric mechanism for inhibition of CO binding to heme proteins. , 1999, Science.

[35]  M. Michael Gromiha,et al.  CUPSAT: prediction of protein stability upon point mutations , 2006, Nucleic Acids Res..

[36]  Marianne Rooman,et al.  Structure-based mutant stability predictions on proteins of unknown structure. , 2012, Journal of biotechnology.

[37]  R. L. Baldwin,et al.  How Ala-->Gly mutations in different helices affect the stability of the apomyoglobin molten globule. , 2001, Biochemistry.

[38]  G. Rose,et al.  Effects of alanine substitutions in α‐helices of sperm whale myoglobin on protein stability , 1993, Protein science : a publication of the Protein Society.

[39]  Douglas E. V. Pires,et al.  mCSM: predicting the effects of mutations in proteins using graph-based signatures , 2013, Bioinform..

[40]  Bert L de Groot,et al.  Protein thermostability calculations using alchemical free energy simulations. , 2010, Biophysical journal.

[41]  C. Dobson,et al.  Protein misfolding, functional amyloid, and human disease. , 2006, Annual review of biochemistry.

[42]  N. Kallenbach,et al.  Alpha-helix stability and the native state of myoglobin. , 1993, Biochemistry.

[43]  Mauno Vihinen,et al.  Performance of protein stability predictors , 2010, Human mutation.

[44]  M. Gromiha,et al.  Prediction of protein stability upon point mutations. , 2007, Biochemical Society transactions.

[45]  Richard A Goldstein,et al.  The structure of protein evolution and the evolution of protein structure. , 2008, Current opinion in structural biology.

[46]  H. Sugimoto,et al.  Structure and ligand binding properties of myoglobins reconstituted with monodepropionated heme: functional role of each heme propionate side chain. , 2007, Biochemistry.

[47]  Peter M Andersen,et al.  Systematically perturbed folding patterns of amyotrophic lateral sclerosis (ALS)-associated SOD1 mutants. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[48]  Peter A. Kollman,et al.  Free energy calculations on protein stability: Thr-157 .fwdarw. Val-157 mutation of T4 lysozyme , 1989 .

[49]  David Baker,et al.  Protein Structure Prediction Using Rosetta , 2004, Numerical Computer Methods, Part D.

[50]  Kasper P. Jensen Improved interaction potentials for charged residues in proteins. , 2008, The journal of physical chemistry. B.