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Identifying protein conformational states in the Protein Data Bank: Toward unlocking the potential of integrative dynamics studies

Joseph I. J. Ellaway, Stephen Anyango, Sreenath Nair, Hossam A. Zaki, Nurul Nadzirin, Harold R. Powell, Aleksandras Gutmanas, Mihály Váradi, Sameer Velankar

2024Structural Dynamics33 citationsDOIOpen Access PDF

Abstract

Studying protein dynamics and conformational heterogeneity is crucial for understanding biomolecular systems and treating disease. Despite the deposition of over 215 000 macromolecular structures in the Protein Data Bank and the advent of AI-based structure prediction tools such as AlphaFold2, RoseTTAFold, and ESMFold, static representations are typically produced, which fail to fully capture macromolecular motion. Here, we discuss the importance of integrating experimental structures with computational clustering to explore the conformational landscapes that manifest protein function. We describe the method developed by the Protein Data Bank in Europe - Knowledge Base to identify distinct conformational states, demonstrate the resource's primary use cases, through examples, and discuss the need for further efforts to annotate protein conformations with functional information. Such initiatives will be crucial in unlocking the potential of protein dynamics data, expediting drug discovery research, and deepening our understanding of macromolecular mechanisms.

Topics & Concepts

Protein dynamicsProtein Data BankComputer scienceResource (disambiguation)Protein functionExpeditingCluster analysisProtein structureFunction (biology)Data scienceComputational biologyMolecular dynamicsData miningChemistryArtificial intelligenceBiologyComputational chemistryEngineeringSystems engineeringBiochemistryComputer networkGeneEvolutionary biologyProtein Structure and DynamicsMicrobial Metabolic Engineering and BioproductionEnzyme Structure and Function
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