Literature DB >> 25297700

Use of a structural alphabet to find compatible folds for amino acid sequences.

Swapnil Mahajan1, Alexandre G de Brevern, Yves-Henri Sanejouand, Narayanaswamy Srinivasan, Bernard Offmann.   

Abstract

The structural annotation of proteins with no detectable homologs of known 3D structure identified using sequence-search methods is a major challenge today. We propose an original method that computes the conditional probabilities for the amino-acid sequence of a protein to fit to known protein 3D structures using a structural alphabet, known as "Protein Blocks" (PBs). PBs constitute a library of 16 local structural prototypes that approximate every part of protein backbone structures. It is used to encode 3D protein structures into 1D PB sequences and to capture sequence to structure relationships. Our method relies on amino acid occurrence matrices, one for each PB, to score global and local threading of query amino acid sequences to protein folds encoded into PB sequences. It does not use any information from residue contacts or sequence-search methods or explicit incorporation of hydrophobic effect. The performance of the method was assessed with independent test datasets derived from SCOP 1.75A. With a Z-score cutoff that achieved 95% specificity (i.e., less than 5% false positives), global and local threading showed sensitivity of 64.1% and 34.2%, respectively. We further tested its performance on 57 difficult CASP10 targets that had no known homologs in PDB: 38 compatible templates were identified by our approach and 66% of these hits yielded correctly predicted structures. This method scales-up well and offers promising perspectives for structural annotations at genomic level. It has been implemented in the form of a web-server that is freely available at http://www.bo-protscience.fr/forsa.
© 2014 The Protein Society.

Entities:  

Keywords:  fold recognition; protein blocks; protein domains; protein structures; sequence-structure relationship; structural alphabet; structural annotation; threading

Mesh:

Substances:

Year:  2014        PMID: 25297700      PMCID: PMC4282420          DOI: 10.1002/pro.2581

Source DB:  PubMed          Journal:  Protein Sci        ISSN: 0961-8368            Impact factor:   6.725


  46 in total

1.  The Protein Data Bank.

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Journal:  Nucleic Acids Res       Date:  2000-01-01       Impact factor: 16.971

2.  Bayesian probabilistic approach for predicting backbone structures in terms of protein blocks.

Authors:  A G de Brevern; C Etchebest; S Hazout
Journal:  Proteins       Date:  2000-11-15

Review 3.  Structural genomics: computational methods for structure analysis.

Authors:  Sharon Goldsmith-Fischman; Barry Honig
Journal:  Protein Sci       Date:  2003-09       Impact factor: 6.725

4.  A protein block based fold recognition method for the annotation of twilight zone sequences.

Authors:  V Suresh; K Ganesan; S Parthasarathy
Journal:  Protein Pept Lett       Date:  2013-03       Impact factor: 1.890

5.  A substitution matrix for structural alphabet based on structural alignment of homologous proteins and its applications.

Authors:  Manoj Tyagi; Venkataraman S Gowri; Narayanaswamy Srinivasan; Alexandre G de Brevern; Bernard Offmann
Journal:  Proteins       Date:  2006-10-01

6.  Protein structure prediction on the Web: a case study using the Phyre server.

Authors:  Lawrence A Kelley; Michael J E Sternberg
Journal:  Nat Protoc       Date:  2009       Impact factor: 13.491

7.  A structural basis for sequence comparisons. An evaluation of scoring methodologies.

Authors:  M S Johnson; J P Overington
Journal:  J Mol Biol       Date:  1993-10-20       Impact factor: 5.469

8.  Exploring the evolution of novel enzyme functions within structurally defined protein superfamilies.

Authors:  Nicholas Furnham; Ian Sillitoe; Gemma L Holliday; Alison L Cuff; Roman A Laskowski; Christine A Orengo; Janet M Thornton
Journal:  PLoS Comput Biol       Date:  2012-03-01       Impact factor: 4.475

9.  The Protein Structure Initiative: achievements and visions for the future.

Authors:  Gaetano T Montelione
Journal:  F1000 Biol Rep       Date:  2012-04-02

10.  Protein Block Expert (PBE): a web-based protein structure analysis server using a structural alphabet.

Authors:  M Tyagi; P Sharma; C S Swamy; F Cadet; N Srinivasan; A G de Brevern; B Offmann
Journal:  Nucleic Acids Res       Date:  2006-07-01       Impact factor: 16.971

View more
  1 in total

1.  Knowledge-based prediction of protein backbone conformation using a structural alphabet.

Authors:  Iyanar Vetrivel; Swapnil Mahajan; Manoj Tyagi; Lionel Hoffmann; Yves-Henri Sanejouand; Narayanaswamy Srinivasan; Alexandre G de Brevern; Frédéric Cadet; Bernard Offmann
Journal:  PLoS One       Date:  2017-11-21       Impact factor: 3.240

  1 in total

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