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AlphaFold2 Reveals Structural Patterns of Seasonal Haplotype Diversification in SARS-CoV-2 Spike Protein Variants
Muhammad Asif Ali1, Gustavo Caetano-Anollés1
1Evolutionary Bioinformatics Laboratory, Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.
Deep learning models reveal significant structural changes in SARS-CoV-2 S-proteins, including N-terminal and receptor-binding domains. Haplotypes influence these changes, impacting viral evolution and aiding future vaccine development.
Area of Science:
- Structural biology
- Virology
- Computational biology
Background:
- Experimental determination of SARS-CoV-2 protein structures is slow, hindering drug and vaccine development.
- Deep learning models like AlphaFold2 offer rapid, high-resolution atomic structure prediction.
- Previous studies overlooked the impact of viral haplotypes on protein structure, focusing only on variant constellations.
Purpose of the Study:
- To conduct a comparative structural analysis of SARS-CoV-2 S-proteins from major Variants of Concern (VOCs) and their associated haplotypes.
- To identify key molecular regions and patterns of structural change influenced by viral evolution.
- To understand the role of structural modifications in viral seasonal behavior and environmental sensing.
Main Methods:
- Comparative structural analysis of S-proteins from major SARS-CoV-2 VOCs and haplotypes.
- Utilizing deep learning tools for atomic structure modeling.
- Analyzing structural changes, particularly in the S1 subunit, N-terminal domain (NTD), and receptor-binding domain (RBD).
Main Results:
- The S1 subunit, especially the NTD and RBD, exhibited the most significant structural alterations.
- Structural changes in the NTD were complex, involving sub-structure alterations beyond simple spatial translations.
- A pattern of structural recruitment was observed: early VOCs (Alpha, Delta) antagonistically suppressed haplotype-induced changes, while Omicron synergistically amplified them.
- Haplotypes affecting the NTD's galectin-like structure were crucial for viral seasonal behavior.
Conclusions:
- The study provides a comprehensive view of the SARS-CoV-2 S-protein evolutionary landscape.
- Identified structural changes and recruitment patterns can predict critical regions in future variants and haplotypes.
- Findings will aid in developing more effective vaccines and therapeutics against evolving coronaviruses.
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