Evidence map›Paper›PMID 42524847›Full record

ArticleNanoscale horizons2026

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.

Liisa Lutter, David M Beal, Maria Stanley, Joanne Roobol, Sarah Martin, James D Budge, Phoebe E Lee, Emi Nemoto-Smith, Ian R Brown, Martin J Warren and 2 more

Abstract read
In one paragraph

Article in Nanoscale horizons, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

12 authors.

Liisa LutterSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
David M BealSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Maria StanleySchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Joanne RoobolSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Sarah MartinSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
James D BudgeSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Phoebe E LeeSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Emi Nemoto-SmithSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Ian R BrownSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.
Martin J WarrenSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.ORCID http://orcid.org/0000-0002-6028-6456
C Mark SmalesSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.ORCID http://orcid.org/0000-0002-2762-4724
Wei-Feng XueSchool of Natural Sciences, University of Kent, CT2 7NJ, Canterbury, UK. C.M.Smales@kent.ac.uk.ORCID http://orcid.org/0000-0002-6504-0404

Funding

Wellcome Trust
6 · The paper itself

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.

Identifiers

PMID42524847
PMCPMC13418849

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