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Real-time structural motif searching in proteins using an inverted index strategy

Sebastian Bittrich, S.K. Burley, Alexander Rose

2020PLoS Computational Biology38 citationsDOIOpen Access PDF

Abstract

Biochemical and biological functions of proteins are the product of both the overall fold of the polypeptide chain, and, typically, structural motifs made up of smaller numbers of amino acids constituting a catalytic center or a binding site that may be remote from one another in amino acid sequence. Detection of such structural motifs can provide valuable insights into the function(s) of previously uncharacterized proteins. Technically, this remains an extremely challenging problem because of the size of the Protein Data Bank (PDB) archive. Existing methods depend on a clustering by sequence similarity and can be computationally slow. We have developed a new approach that uses an inverted index strategy capable of analyzing >170,000 PDB structures with unmatched speed. The efficiency of the inverted index method depends critically on identifying the small number of structures containing the query motif and ignoring most of the structures that are irrelevant. Our approach (implemented at motif.rcsb.org) enables real-time retrieval and superposition of structural motifs, either extracted from a reference structure or uploaded by the user. Herein, we describe the method and present five case studies that exemplify its efficacy and speed for analyzing 3D structures of both proteins and nucleic acids.

Topics & Concepts

Protein Data Bank (RCSB PDB)Protein Data BankComputational biologyComputer scienceStructural motifInverted indexMotif (music)Cluster analysisStructural bioinformaticsProtein structureSequence motifTemplateSequence alignmentData miningStructural similarityBioinformaticsPeptide sequenceSearch engine indexingBiologyArtificial intelligenceGeneticsBiochemistryDNAProgramming languageGenePhysicsAcousticsRNA and protein synthesis mechanismsProtein Structure and DynamicsGenomics and Phylogenetic Studies
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