Evidence map›Paper›PMID 40510757›Full record

ArticleVirus evolution2025

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

Natália Fagundes Borges Teruel, Matthew Crown, Ricardo Rajsbaum, Matthew Bashton, Rafael Najmanovich

Abstract read
In one paragraph

Article in Virus evolution, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Natália Fagundes Borges TeruelDepartment of Pharmacology and Physiology, Faculty of Medicine, Université de Montréal, Montreal, Canada.
Matthew CrownHub for Biotechnology in the Built Environment, Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria University, Newcastle upon Tyne NE1 8ST, United Kingdom.ORCID https://orcid.org/0000-0002-5091-6282
Ricardo RajsbaumCenter for Virus-Host-Innate-Immunity, RBHS Institute for Infectious and Inflammatory Diseases, and Department of Medicine, New Jersey Medical School, Rutgers University, 205 S. Orange Avenue, Newark, NJ 07103, United States.
Matthew BashtonHub for Biotechnology in the Built Environment, Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria University, Newcastle upon Tyne NE1 8ST, United Kingdom.ORCID https://orcid.org/0000-0002-6847-1525
Rafael NajmanovichDepartment of Pharmacology and Physiology, Faculty of Medicine, Université de Montréal, Montreal, Canada.ORCID https://orcid.org/0000-0002-6971-7224

Funding

The Role of the Host Ubiquitin System in Promoting SARS-CoV-2 Replication and PathogenesisR01AI166668 · NIAID · UNIVERSITY OF TEXAS MED BR GALVESTON · PI RAJSBAUM, RICARDO · 2021 to 2025
$2.6M
The Role of TRIM6 and Ubiquitin in Influenza Virus-Induced PathologyR01AI155466 · NIAID · UNIVERSITY OF TEXAS MED BR GALVESTON · PI Ricardo Rajsbaum · 2021 to 2026
$2.5M
NIAID NIH HHS R01 AI155466NIAID NIH HHS R01 AI166668
6 · The paper itself

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.

Indexed as

conformational dynamicsepitopesimmune recognitionSARS-CoV-2Spike proteinstructural biology

Identifiers

PMID40510757
PMCPMC12159738

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.