AlphaFlex: Ensembles of the human proteome representing disordered regions
Zi Hao Liu1,2, Oufan Zhang3, Stefano De Castro3
1Program in Molecular Medicine, Hospital for Sick Children; Toronto, Canada.
We developed AlphaFlex to model intrinsically disordered protein regions (IDRs) using AI. This provides biologically relevant, full-length protein structures, advancing our understanding of protein function and regulation.
Area of Science:
- Structural Biology
- Computational Biology
- Biophysics
Background:
- Intrinsically disordered protein regions (IDRs) comprise over a third of the human proteome and are crucial for biological regulation.
- IDRs lack stable structures but are vital for functions like post-translational modifications, scaffolding, and biomolecular condensate formation.
- Current structural models often fail to capture the dynamic nature and biological relevance of IDRs.
Purpose of the Study:
- To develop a computational workflow (AlphaFlex) for generating accurate, atomistic conformational ensembles of proteins containing IDRs.
- To provide biologically relevant structural models that enable deeper functional insights into IDPs.
- To create a comprehensive resource of full-length protein models for proteins with IDRs.
Main Methods:
- Utilized AlphaFold2 to identify and model confident folded domains within proteins.
- Employed IDPConformerGenerator or IDPForge to calculate fully atomistic conformer ensembles for the intrinsically disordered regions.
- Integrated folded domains and IDR ensembles to generate complete, dynamic protein models.
Main Results:
- Successfully generated conformational ensembles for human proteins with IDRs from the AlphaFold2 database using the AlphaFlex workflow.
- Deposited AlphaFlex models into the Protein Ensemble Database, mirrored in UniProt, creating a valuable resource.
- Demonstrated the utility of AlphaFlex ensembles for various protein types, including scaffold proteins, regulatory proteins, and those involved in condensate formation.
Conclusions:
- AlphaFlex provides a transformative approach to modeling full-length proteins with IDRs, offering more realistic and biologically relevant structural insights.
- This resource enhances our ability to study the function and regulation of intrinsically disordered proteins.
- The generated ensembles are crucial for understanding protein dynamics and interactions in various biological contexts.
More Related Videos
14:55Atomic Scale Structural Studies of Macromolecular Assemblies by Solid-state Nuclear Magnetic Resonance Spectroscopy
Published on: September 17, 2017
13:49Semi-automated Biopanning of Bacterial Display Libraries for Peptide Affinity Reagent Discovery and Analysis of Resulting Isolates
Published on: December 6, 2017
Related Concept Videos
Intrinsically Disordered Proteins
Intrinsically Disordered Proteins
Conservation of Protein Domains Over Different Proteins
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
Protein Complexes with Interchangeable Parts
The SCF ubiquitin ligase is a protein complex of five individual proteins. This complex attaches ubiquitin to other target proteins to mark them for degradation. In order...
Protein Complexes with Interchangeable Parts
Conservation of Protein Domains
