FreeContact: Fast and free software for protein contact prediction from residue co-evolution

László Kaján, Thomas A. Hopf, Matúš Kalaš, Debora S. Marks, Burkhard Rost

Research output: Contribution to journalArticlepeer-review

134 Scopus citations

Abstract

Background: 20 years of improved technology and growing sequences now renders residue-residue contact constraints in large protein families through correlated mutations accurate enough to drive de novo predictions of protein three-dimensional structure. The method EVfold broke new ground using mean-field Direct Coupling Analysis (EVfold-mfDCA); the method PSICOV applied a related concept by estimating a sparse inverse covariance matrix. Both methods (EVfold-mfDCA and PSICOV) are publicly available, but both require too much CPU time for interactive applications. On top, EVfold-mfDCA depends on proprietary software.Results: Here, we present FreeContact, a fast, open source implementation of EVfold-mfDCA and PSICOV. On a test set of 140 proteins, FreeContact was almost eight times faster than PSICOV without decreasing prediction performance. The EVfold-mfDCA implementation of FreeContact was over 220 times faster than PSICOV with negligible performance decrease. EVfold-mfDCA was unavailable for testing due to its dependency on proprietary software. FreeContact is implemented as the free C++ library " libfreecontact" , complete with command line tool " freecontact" , as well as Perl and Python modules. All components are available as Debian packages. FreeContact supports the BioXSD format for interoperability.Conclusions: FreeContact provides the opportunity to compute reliable contact predictions in any environment (desktop or cloud).

Original languageEnglish
Article number85
JournalBMC Bioinformatics
Volume15
Issue number1
DOIs
StatePublished - 26 Mar 2014

Keywords

  • 2D prediction
  • BioXSD
  • Debian package
  • EVcouplings
  • EVfold
  • Fast protein contact prediction
  • Open-source software
  • PSICOV
  • Protein sequence analysis
  • Protein structure prediction
  • mfDCA

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