Evaluation of current techniques for Ab initio protein structure prediction

The results of a protein structure prediction contest are reviewed. Twelve different groups entered predictions on 14 proteins of known sequence whose structures had been determined but not yet disseminated to the scientific community. Thus, these represent true tests of the current state of structure prediction methodologies. From this work, it is clear that accurate tertiary structure prediction is not yet possible. However, protein fold and motif prediction are possible when the motif is recognizably similar to another known structure. Internal symmetry and the information inherent in an aligned family of homologous sequences facilitate predictive efforts. Novel folds remain a major challenge for prediction efforts. © 1995 Wiley‐Liss, Inc.

[1]  J. Moult,et al.  Determination of the conformation of folding initiation sites in proteins by computer simulation , 1995, Proteins.

[2]  J Moult,et al.  Role of electrostatic screening in determining protein main chain conformational preferences. , 1995, Biochemistry.

[3]  B. Rost,et al.  Combining evolutionary information and neural networks to predict protein secondary structure , 1994, Proteins.

[4]  N L Harris,et al.  Four helix bundle diversity in globular proteins. , 1994, Journal of molecular biology.

[5]  D. Covell,et al.  Lattice model simulations of polypeptide chain folding. , 1994, Journal of molecular biology.

[6]  S A Benner,et al.  Bona fide prediction of aspects of protein conformation. Assigning interior and surface residues from patterns of variation and conservation in homologous protein sequences. , 1994, Journal of molecular biology.

[7]  F. Cohen,et al.  Structure from function: screening structural models with functional data. , 1994, Proceedings of the National Academy of Sciences of the United States of America.

[8]  D E Wemmer,et al.  Alpha helix capping in synthetic model peptides by reciprocal side chain–main chain interactions: Evidence for an N terminal “capping box” , 1994, Proteins.

[9]  C. Chothia,et al.  New folds for all-β proteins , 1993 .

[10]  T. Blundell,et al.  Comparative protein modelling by satisfaction of spatial restraints. , 1993, Journal of molecular biology.

[11]  Scott R. Presnell,et al.  Origins of structural diversity within sequentially identical hexapeptides , 1993, Protein science : a publication of the Protein Society.

[12]  P. Argos,et al.  Quantification of secondary structure prediction improvement using multiple alignments. , 1993, Protein engineering.

[13]  G. Rose,et al.  Helix stop signals in proteins and peptides: the capping box. , 1993, Biochemistry.

[14]  T. P. Flores,et al.  Identification and classification of protein fold families. , 1993, Protein engineering.

[15]  Bruce G. Buchanan,et al.  Protein Secondary Structure Prediction Using Two-Level Case-Based Reasoning , 1993, ISMB.

[16]  S A Benner,et al.  Predicting the conformation of proteins man versus machine , 1993, FEBS letters.

[17]  F E Cohen,et al.  Modeling protein structures: construction and their applications , 1993, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[18]  S. Bryant,et al.  An empirical energy function for threading protein sequence through the folding motif , 1993, Proteins.

[19]  Barry Robson,et al.  Protein structure prediction , 1993, Nature.

[20]  B. Lee,et al.  Estimation and use of protein backbone angle probabilities. , 1993, Journal of molecular biology.

[21]  Bing Leng A knowledge-based approach for predicting the internal structure of objects with two-level case-based reasoning , 1993 .

[22]  A. Godzik,et al.  Sequence-structure matching in globular proteins: application to supersecondary and tertiary structure determination. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[23]  D. Covell Folding protein α‐carbon chains into compact forms by monte carlo methods , 1992 .

[24]  Mark A. Cohen,et al.  Correct structure prediction? , 1992, Nature.

[25]  D. T. Jones,et al.  A new approach to protein fold recognition , 1992, Nature.

[26]  G. Barton,et al.  Conservation analysis and structure prediction of the SH2 family of phosphotyrosine binding domains , 1992, FEBS letters.

[27]  S H Kim,et al.  Predicting protein secondary structure content. A tandem neural network approach. , 1992, Journal of molecular biology.

[28]  M. A. Rodionov,et al.  ANALYSIS OF THE THREE-DIMENSIONAL STRUCTURE OF PROTEINS IN TERMS OF RESIDUE-RESIDUE CONTACT MATRICES. II: COORDINATION NUMBERS , 1992 .

[29]  Scott R. Presnell,et al.  Experimental and theoretical studies of the three‐dimensional structure of human interleukin‐4 , 1991, Proteins.

[30]  F E Cohen,et al.  Protein folding. Effect of packing density on chain conformation. , 1991, Journal of molecular biology.

[31]  S. Benner,et al.  Patterns of divergence in homologous proteins as indicators of secondary and tertiary structure: a prediction of the structure of the catalytic domain of protein kinases. , 1991, Advances in enzyme regulation.

[32]  M Karplus,et al.  Modeling of globular proteins. A distance-based data search procedure for the construction of insertion/deletion regions and Pro----non-Pro mutations. , 1990, Journal of molecular biology.

[33]  M J Sternberg,et al.  Machine learning approach for the prediction of protein secondary structure. , 1990, Journal of molecular biology.

[34]  J. Greer Comparative modeling methods: Application to the family of the mammalian serine proteases , 1990, Proteins.

[35]  R. F. Smith,et al.  Automatic generation of primary sequence patterns from sets of related protein sequences. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[36]  P. S. Kim,et al.  Evidence that the leucine zipper is a coiled coil. , 1989, Science.

[37]  J. Gibrat,et al.  Secondary structure prediction: combination of three different methods. , 1988, Protein engineering.

[38]  J. Garnier,et al.  Improvements in a secondary structure prediction method based on a search for local sequence homologies and its use as a model building tool. , 1988, Biochimica et biophysica acta.

[39]  S. McKnight,et al.  The leucine zipper: a hypothetical structure common to a new class of DNA binding proteins. , 1988, Science.

[40]  J. Richardson,et al.  Amino acid preferences for specific locations at the ends of alpha helices. , 1988, Science.

[41]  Conrad C. Huang,et al.  The MIDAS display system , 1988 .

[42]  F. Richards,et al.  Identification of structural motifs from protein coordinate data: Secondary structure and first‐level supersecondary structure * , 1988, Proteins.

[43]  I. Crawford,et al.  Prediction of secondary structure by evolutionary comparison: Application to the α subunit of tryptophan synthase , 1987, Proteins.

[44]  F E Cohen,et al.  Structure-activity studies of interleukin-2. , 1986, Science.

[45]  R. M. Abarbanel,et al.  Turn prediction in proteins using a pattern-matching approach. , 1986, Biochemistry.

[46]  I D Kuntz,et al.  Amino acid composition and hydrophobicity patterns of protein domains correlate with their structures , 1985, Biopolymers.

[47]  C Sander,et al.  On the use of sequence homologies to predict protein structure: identical pentapeptides can have completely different conformations. , 1984, Proceedings of the National Academy of Sciences of the United States of America.

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

[49]  K. Nishikawa,et al.  Classification of proteins into groups based on amino acid composition and other characters. I. Angular distribution. , 1983, Journal of biochemistry.

[50]  P. S. Kim,et al.  A competing salt-bridge suppresses helix formation by the isolated C-peptide carboxylate of ribonuclease A. , 1982, Journal of molecular biology.

[51]  William R. Taylor,et al.  Analysis and prediction of the packing of α-helices against a β-sheet in the tertiary structure of globular proteins , 1982 .

[52]  J. Richardson,et al.  The anatomy and taxonomy of protein structure. , 1981, Advances in protein chemistry.

[53]  William R. Taylor,et al.  Analysis and prediction of protein β-sheet structures by a combinatorial approach , 1980, Nature.

[54]  M. Sternberg,et al.  On the prediction of protein structure: The significance of the root-mean-square deviation. , 1980, Journal of molecular biology.

[55]  M J Sternberg,et al.  On the use of chemically derived distance constraints in the prediction of protein structure with myoglobin as an example. , 1980, Journal of Molecular Biology.

[56]  F E Cohen,et al.  Protein folding: evaluation of some simple rules for the assembly of helices into tertiary structures with myoglobin as an example. , 1979, Journal of molecular biology.

[57]  J. Garnier,et al.  Analysis of the accuracy and implications of simple methods for predicting the secondary structure of globular proteins. , 1978, Journal of molecular biology.

[58]  C. Chothia,et al.  Structural patterns in globular proteins , 1976, Nature.

[59]  M. Kaufman,et al.  Genetic control of haploid parthenogenetic development in mammalian embryos , 1975, Nature.

[60]  O. Ptitsyn,et al.  A model of myoglobin self-organization. , 1975, Biophysical chemistry.

[61]  M. Levitt,et al.  Computer simulation of protein folding , 1975, Nature.

[62]  C. D. Barry,et al.  Comparison of predicted and experimentally determined secondary structure of adenyl kinase , 1974, Nature.