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Continuous Automated Model EvaluatiOn (CAMEO)—Perspectives on the future of fully automated evaluation of structure prediction methods

Xavier Robin, Juergen Haas, Rafal Gumienny, Anna Smolinski, Gerardo Tauriello, Torsten Schwede

2021Proteins Structure Function and Bioinformatics83 citationsDOIOpen Access PDF

Abstract

The Continuous Automated Model EvaluatiOn (CAMEO) platform complements the biennial CASP experiment by conducting fully automated blind evaluations of three-dimensional protein prediction servers based on the weekly prerelease of sequences of those structures, which are going to be published in the upcoming release of the Protein Data Bank. While in CASP14, significant success was observed in predicting the structures of individual protein chains with high accuracy, significant challenges remain in correctly predicting the structures of complexes. By implementing fully automated evaluation of predictions for protein-protein complexes, as well as for proteins in complex with ligands, peptides, nucleic acids, or proteins containing noncanonical amino acid residues, CAMEO will assist new developments in those challenging areas of active research.

Topics & Concepts

CASPProtein structure predictionAutomated methodComputer scienceProtein Data BankProtein structureNucleic acidComputational biologyArtificial intelligenceData miningBiologyBiochemistryProtein Structure and DynamicsComputational Drug Discovery MethodsMachine Learning in Materials Science
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