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AlphaFind: discover structure similarity across the proteome in AlphaFold DB

David Procházka, Terézia Slanináková, Jaroslav Oľha, Adrián Rošinec, Katarína Grešová, Miriama Jánošová, Jakub Čillík, Jana Porubská, Radka Svobodová Vařeková, Vlastislav Dohnal, Matej Antol

2024Nucleic Acids Research11 citationsDOIOpen Access PDF

Abstract

AlphaFind is a web-based search engine that provides fast structure-based retrieval in the entire set of AlphaFold DB structures. Unlike other protein processing tools, AlphaFind is focused entirely on tertiary structure, automatically extracting the main 3D features of each protein chain and using a machine learning model to find the most similar structures. This indexing approach and the 3D feature extraction method used by AlphaFind have both demonstrated remarkable scalability to large datasets as well as to large protein structures. The web application itself has been designed with a focus on clarity and ease of use. The searcher accepts any valid UniProt ID, Protein Data Bank ID or gene symbol as input, and returns a set of similar protein chains from AlphaFold DB, including various similarity metrics between the query and each of the retrieved results. In addition to the main search functionality, the application provides 3D visualizations of protein structure superpositions in order to allow researchers to instantly analyze the structural similarity of the retrieved results. The AlphaFind web application is available online for free and without any registration at https://alphafind.fi.muni.cz.

Topics & Concepts

Computer scienceSimilarity (geometry)Set (abstract data type)Information retrievalSearch engine indexingProtein Data BankScalabilityStructural Classification of Proteins databaseNearest neighbor searchData miningBiologyProtein structureArtificial intelligenceDatabaseBiochemistryImage (mathematics)Programming languageAdvanced Proteomics Techniques and ApplicationsEnzyme Structure and FunctionMachine Learning in Bioinformatics
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