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Three-dimensional single-particle reconstruction by atomic force microscopy imaging and template matching allows rapid structural-based validation of recombinant SARS-CoV-2 Spike protein from a single topology image

Lutter, Liisa, Beal, David M., Stanley, Maria, Roobol, Joanne, Martin, Sarah, Budge, James D., Lee, Phoebe, Nemoto-Smith, Emi, Brown, Ian R., Warren, Martin J., and others. (2026) Three-dimensional single-particle reconstruction by atomic force microscopy imaging and template matching allows rapid structural-based validation of recombinant SARS-CoV-2 Spike protein from a single topology image. Nanoscale Horizons, 11 (10). pp. 2570-2581. ISSN 2055-6756. E-ISSN 2055-6764. (doi:10.1039/d6nh00151c) (KAR id:115980)

Abstract

Atomic force microscopy (AFM) is a versatile multi-modal imaging method frequently used for structural characterisation of biological surfaces at the nanoscale. However, AFM-based three-dimensional single-particle reconstruction has hitherto not been possible due to the tip-sample convolution artifact that distorts AFM images of individual molecules, and the disconnect between two-dimensional AFM images of surface deposited molecules and their three-dimensional structures. Here, three-dimensional single-particle analysis was developed for rapid structure-based validation of protein structures using as few as a single AFM topology image, based on contact-point reconstruction AFM (CPR-AFM) in an integrative approach with cryo-electron microscopy maps available in the Electron Microscopy Data Bank by template matching. This approach was demonstrated on the structural validation of recombinant trimeric ectodomain of SARS-CoV-2 Spike glycoprotein to show its immediate utility for rapid structure-based quality-control in the recombinant expression and purification of Spike protein samples that can be used in vaccines and therapeutics research. These results show that three-dimensional single-particle reconstruction by AFM is possible, high signal-to-noise AFM imaging offers a rapid and cost-effective way of validation or identification of three-dimensional protein structures at single-particle level, and AFM linked to cryo-electron microscopy-derived structural data result in integrative methodologies with new capabilities for structural biology.

Item Type: Article
DOI/Identification number: 10.1039/d6nh00151c
Subjects: Q Science
Institutional Unit: Schools > School of Natural Sciences > Biosciences
Former Institutional Unit:
There are no former institutional units.
Funders: Biotechnology and Biological Sciences Research Council (https://ror.org/00cwqg982)
Engineering and Physical Sciences Research Council (https://ror.org/0439y7842)
Wellcome Trust (https://ror.org/029chgv08)
Depositing User: Wei-Feng Xue
Date Deposited: 24 Aug 2026 13:10 UTC
Last Modified: 14 Oct 2026 02:56 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/115980 (The current URI for this page, for reference purposes)

University of Kent Author Information

Lutter, Liisa.

Creator's ORCID: https://orcid.org/0000-0001-7613-1953
CReDIT Contributor Roles: Visualisation, Writing - original draft, Writing - review and editing, Formal analysis, Conceptualisation, Validation, Software

Beal, David M..

Creator's ORCID: https://orcid.org/0000-0002-1819-315X
CReDIT Contributor Roles: Data curation, Writing - review and editing, Investigation

Stanley, Maria.

Creator's ORCID:
CReDIT Contributor Roles: Data curation, Investigation

Roobol, Joanne.

Creator's ORCID:
CReDIT Contributor Roles: Data curation, Investigation

Martin, Sarah.

Creator's ORCID:
CReDIT Contributor Roles: Supervision, Funding acquisition, Data curation, Conceptualisation, Investigation

Budge, James D..

Creator's ORCID: https://orcid.org/0000-0001-7265-2495
CReDIT Contributor Roles: Data curation, Investigation

Lee, Phoebe.

Creator's ORCID:
CReDIT Contributor Roles: Investigation, Data curation

Nemoto-Smith, Emi.

Creator's ORCID:
CReDIT Contributor Roles: Investigation, Data curation

Brown, Ian R..

Creator's ORCID: https://orcid.org/0000-0002-6989-4474
CReDIT Contributor Roles: Data curation, Investigation

Warren, Martin J..

Creator's ORCID: https://orcid.org/0000-0002-6028-6456
CReDIT Contributor Roles: Funding acquisition, Supervision, Conceptualisation

Smales, C. Mark.

Creator's ORCID: https://orcid.org/0000-0002-2762-4724
CReDIT Contributor Roles: Conceptualisation, Writing - review and editing, Supervision, Funding acquisition

Xue, Wei-Feng.

Creator's ORCID: https://orcid.org/0000-0002-6504-0404
CReDIT Contributor Roles: Data curation, Validation, Software, Visualisation, Investigation, Conceptualisation, Formal analysis
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