Comprehensive analysis of SARS-CoV-2 Spike evolution: epitope classification and immune escape prediction

The evolution of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus responsible for the COVID-19 pandemic, has produced unprecedented numbers of structures of the Spike protein. In this study, we present a comprehensive analysis of 1560 published structures, covering most major variants that emerged throughout the pandemic, diverse heteromerization, and interacting complexes. Using interaction-energy-informed geometric clustering, we identify 14 structurally distinct epitopes based on their conformational specificity, shared interface with angiotensin-converting enzyme 2 (ACE2), and glycosylation patterns. Our per-residue interaction evaluations accurately predict antibody recognition sites and correlate strongly with deep mutational scanning data, enabling immune escape predictions for future variants. To complement this structural analysis, we integrate longitudinal genomic data from nearly 3 million viral sequences, linking mutational patterns to changes in Spike's conformational dynamics. Our findings reveal two distinct evolutionary trade-offs driving immune escape. First, we confirm an enthalpic trade-off, where mutations in the receptor-binding motif (RBM) enhance immune escape at the cost of weakened ACE2 binding. Second, we introduce an entropic trade-off, showing that mutations outside the RBM modulate Spike's conformational equilibrium, reducing open-state occupancy to evade immune detection-without directly altering the ACE2-binding interface. With these analyses, this work not only highlights the different functional effects of mutations across SARS-CoV-2 Spike variants but also reveals the complex interplay of evolutionary forces shaping the evolution of the SARS-CoV-2 Spike protein over the course of the pandemic.

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Publication Details

Journal
Virus Evolution
Published
2025-01-01
DOI
https://doi.org/10.1093/ve/veaf027
Citations
5
Primary Topic
SARS-CoV-2 and COVID-19 Research
Type
article
Field-Weighted Citation Impact
5.58

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article

Comprehensive analysis of SARS-CoV-2 Spike evolution: epitope classification and immune escape prediction

Rafaël Najmanovich, Matthew Bashton, Natália Teruel, Matthew Crown et al.
5 citations
Virus Evolution
SARS-CoV-2 and COVID-19 Research
5.58
article

Comprehensive analysis of SARS-CoV-2 Spike evolution: epitope classification and immune escape prediction

Rafaël Najmanovich, Matthew Bashton, Natália Teruel, Matthew Crown, Ricardo Rajsbaum
article en
5 citations

Abstract

The evolution of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus responsible for the COVID-19 pandemic, has produced unprecedented numbers of structures of the Spike protein. In this study, we present a comprehensive analysis of 1560 published structures, covering most major variants that emerged throughout the pandemic, diverse heteromerization, and interacting complexes. Using interaction-energy-informed geometric clustering, we identify 14 structurally distinct epitopes based on their conformational specificity, shared interface with angiotensin-converting enzyme 2 (ACE2), and glycosylation patterns. Our per-residue interaction evaluations accurately predict antibody recognition sites and correlate strongly with deep mutational scanning data, enabling immune escape predictions for future variants. To complement this structural analysis, we integrate longitudinal genomic data from nearly 3 million viral sequences, linking mutational patterns to changes in Spike's conformational dynamics. Our findings reveal two distinct evolutionary trade-offs driving immune escape. First, we confirm an enthalpic trade-off, where mutations in the receptor-binding motif (RBM) enhance immune escape at the cost of weakened ACE2 binding. Second, we introduce an entropic trade-off, showing that mutations outside the RBM modulate Spike's conformational equilibrium, reducing open-state occupancy to evade immune detection-without directly altering the ACE2-binding interface. With these analyses, this work not only highlights the different functional effects of mutations across SARS-CoV-2 Spike variants but also reveals the complex interplay of evolutionary forces shaping the evolution of the SARS-CoV-2 Spike protein over the course of the pandemic.

Virus EvolutionVol. 11(1)
Rutgers, The State University of New Jersey (US), Northumbria University (GB), Health & Life (Taiwan) (TW), Université de Montréal (CA)
Université Laval, Research England
Openalex Percentile: Top 4%
SARS-CoV-2 and COVID-19 Research
5.58
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