Evidence map›Paper›PMID 37037866›Full record

ArticleNature communications2023

High-throughput identification of prefusion-stabilizing mutations in SARS-CoV-2 spike.

Timothy J C Tan, Zongjun Mou, Ruipeng Lei, Wenhao O Ouyang, Meng Yuan, Ge Song, Raiees Andrabi, Ian A Wilson, Collin Kieffer, Xinghong Dai and 2 more

Abstract read
In one paragraph

Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.

0numbers the graph read from it
0cells of the map it votes in
35citing 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

35 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Functional and antigenic constraints on the Nipah virus fusion protein.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. Article
  6. Protein engineering: status report.Protein engineering, design & selection : PEDS · 2026
    Review
  7. Review
  8. Functional and antigenic constraints on the Nipah virus fusion protein.bioRxiv : the preprint server for biology · 2026
    Article
  9. Review
  10. Article
  11. Article
  12. Review
  13. Review
  14. Article
  15. Molecular mechanisms of SARS-CoV-2 entry: implications for biomedical strategies.Microbiology and molecular biology reviews : MMBR · 2025
    Review
  16. Article
  17. Review
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors.

Timothy J C TanCenter for Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.ORCID 0000-0001-5337-5357
Zongjun MouDepartment of Physiology and Biophysics, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA.
Ruipeng LeiDepartment of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.ORCID 0000-0002-4652-3400
Wenhao O OuyangDepartment of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Meng YuanDepartment of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA.ORCID 0000-0001-9754-4503
Ge SongDepartment of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, 92037, USA.ORCID 0000-0001-7306-3510
Raiees AndrabiDepartment of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, 92037, USA.ORCID 0000-0001-8837-7520
Ian A WilsonDepartment of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA.ORCID 0000-0002-6469-2419
Collin KiefferDepartment of Microbiology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.ORCID 0000-0001-9051-3819
Xinghong DaiDepartment of Physiology and Biophysics, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA.ORCID 0000-0002-4102-3175
Kenneth A MatreyekDepartment of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA.ORCID 0000-0001-9149-551X
Nicholas C WuCenter for Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA. nicwu@illinois.edu.ORCID 0000-0002-9078-6697

Funding

Sequence-function relationship of influenza broadly neutralizing antibodiesR01AI167910 · NIAID · UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN · PI Nicholas C. Wu · 2022 to 2026
$2.5M
High-throughput identification of antibody features for sequence-based epitope predictionDP2AT011966 · NCCIH · UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN · PI WU, NICHOLAS C. · 2021 to 2024
$2.4M
Recombinant DNA technologies for multiplex genetic assays in human cellsR35GM142886 · NIGMS · CASE WESTERN RESERVE UNIVERSITY · PI MATREYEK, KENNETH A · 2021 to 2025
$2.0M
NCCIH NIH HHS DP2 AT011966NIAID NIH HHS R01 AI167910NIGMS NIH HHS R35 GM142886
6 · The paper itself

Abstract

Designing prefusion-stabilized SARS-CoV-2 spike is critical for the effectiveness of COVID-19 vaccines. All COVID-19 vaccines in the US encode spike with K986P/V987P mutations to stabilize its prefusion conformation. However, contemporary methods on engineering prefusion-stabilized spike immunogens involve tedious experimental work and heavily rely on structural information. Here, we establish a systematic and unbiased method of identifying mutations that concomitantly improve expression and stabilize the prefusion conformation of the SARS-CoV-2 spike. Our method integrates a fluorescence-based fusion assay, mammalian cell display technology, and deep mutational scanning. As a proof-of-concept, we apply this method to a region in the S2 domain that includes the first heptad repeat and central helix. Our results reveal that besides K986P and V987P, several mutations simultaneously improve expression and significantly lower the fusogenicity of the spike. As prefusion stabilization is a common challenge for viral immunogen design, this work will help accelerate vaccine development against different viruses.

Indexed as

COVID-19SARS-CoV-2AnimalsCOVID-19 VaccinesHumansMammalsMutationSpike Glycoprotein, CoronavirusCOVID-19 VaccinesSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2

Identifiers

PMID37037866
PMCPMC10086000

What OpenQuestion holds

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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.