journal article·2026-06-17Open access

Unveiling the Structural and Mechanical Diversity of SARS-CoV-2 Variants Using Atomic Force Microscopy

Dominik Sziklai, Bálint Budavári, Bálint Kiss, Levente Herényi, Zoltán Kis, Bernadett Pályi, Miklós Kellermayer

ACS Applied Materials & Interfaces· Volume 18· Issue 23

Abstract

Understanding the structure and virion-host interaction of SARS-CoV-2 is crucial for elucidating the fundamental mechanisms of its assembly, stability, and transmission. These insights not only improve antiviral strategies but also contribute to a broader understanding of the nanoscale biological systems. Most studies of coronavirus focus primarily on viral genetics and on the structure and receptor affinity of the spike protein but overlook the broader mechanical and structural properties of the virion as a whole. Several studies have already suggested structural variability among coronavirus virions, and our work aims to provide more evidence of this matter. Here, we studied chemically fixed SARS-CoV-2 variants, focusing on wild-type, alpha, and delta variants. We used atomic force microscopy to acquire high-resolution topographic information. To estimate physically plausible virion envelope shapes, we utilized the Helfrich vesicle model as part of the analysis pipeline. We estimated viral geometry and adhesional compliance through reduced volume and its relationship with other geometrical parameters. We revealed consistent differences in apparent virion geometry across the three variants with alpha and delta displaying smaller fitted envelopes and lower reduced-volume estimates than wild-type under identical capture, fixation, and imaging conditions. Geometry-derived contact metrics also differed systematically among variants, consistent with differences in apparent deformation and compliance in this assay. Together, these descriptors establish a comparative framework for assessing the variant-dependent virion geometry and apparent deformation behavior.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Force Microscopy Techniques and Applications · Mechanical and Optical Resonators · SARS-CoV-2 and COVID-19 Research

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Biophysics and Radiation Biology

Semmelweis University

HUN-REN-SE Biophysical Virology Research Group

National Biosafety Laboratory

National Center for Public Health and Pharmacy

Funding

Hungarian Ministry for Culture and Innovation · Higher Education Institutional Excellence Programme of the Ministry for Innovation and Technology in Hungary · Hungarian National Research, Development and Innovation Office · European Union?s Horizon 2020 research and innovation programme

References (68)

Show source-provided references
1. 10.1038/s41579-020-00468-610.1038/s41579-020-00468-6 ↗
2. 10.1590/1983-1447.2021.2020020510.1590/1983-1447.2021.20200205 ↗
3. Maier, H. J.; Bickerton, E.; Britton, P. Coronaviruses, Methods and Protocols , 1st ed.; Methods in Molecular Biology; Springer Nature: New York, 2015; pp 1–23.10.1007/978-1-4939-2438-7 ↗
4. Neuman B. W. · 2016 · 96 · 1
5. 10.1021/acs.chemrev.1c0106210.1021/acs.chemrev.1c01062 ↗
6. Katze, M.; Korth, M.; Law, L.; Nathanson, N. Viral Pathogenesis , 3rd ed. Elsevier Science: Amsterdam, Netherlands, 2015; pp 29–40.
7. 10.3390/jdb904005810.3390/jdb9040058 ↗
8. National Center for Immunization and Respiratory Diseases (U.S.), Division of Viral Diseases · 2021
9. 10.1038/s41580-021-00418-x10.1038/s41580-021-00418-x ↗
10. 10.1016/j.matt.2020.10.03210.1016/j.matt.2020.10.032 ↗
11. 10.1021/acsnano.4c0421210.1021/acsnano.4c04212 ↗
12. 10.1074/jbc.M112.41272610.1074/jbc.M112.412726 ↗
13. 10.1016/j.jsb.2010.11.02110.1016/j.jsb.2010.11.021 ↗
14. 10.1002/advs.20240418610.1002/advs.202404186 ↗
15. Comas-Garcia, M.; Rosales-Mendoza, S. Physical Virology: From the State-of-the-Art Research to the Future of Applied Virology ; Springer International Publishing: Springer Cham, 2023; pp 237–282.10.1007/978-3-031-36815-8 ↗
16. Mateu, M. G. Structure and Physics of Viruses: An Integrated Textbook ; Springer Netherlands: Dordrecht, Netherlands, 2013; pp 519–551.
17. 10.1016/j.cej.2021.12868210.1016/j.cej.2021.128682 ↗
18. 10.1021/acsnano.2c1190410.1021/acsnano.2c11904 ↗
19. 10.1021/acsnano.5c0345410.1021/acsnano.5c03454 ↗
20. 10.1101/2024.11.11.62300410.1101/2024.11.11.623004 ↗
21. 10.1038/s41467-024-55072-610.1038/s41467-024-55072-6 ↗
22. 10.1038/s41598-021-82852-710.1038/s41598-021-82852-7 ↗
23. 10.1021/acs.nanolett.0c0446510.1021/acs.nanolett.0c04465 ↗
24. 10.3389/frbis.2025.162388010.3389/frbis.2025.1623880 ↗
25. 10.1103/PhysRevLett.119.03810210.1103/PhysRevLett.119.038102 ↗
26. 10.1163/156856194X0064510.1163/156856194X00645 ↗
27. 10.1063/5.003187510.1063/5.0031875 ↗
28. 10.1016/j.heliyon.2022.e0939410.1016/j.heliyon.2022.e09394 ↗
29. 10.1021/acsnano.6b0730210.1021/acsnano.6b07302 ↗
30. 10.7554/eLife.5730910.7554/eLife.57309 ↗
31. 10.3390/biomedicines906060310.3390/biomedicines9060603 ↗
32. 10.3389/fphys.2019.0051410.3389/fphys.2019.00514 ↗
33. 10.1126/science.abl618410.1126/science.abl6184 ↗
34. 10.1038/s44318-024-00303-110.1038/s44318-024-00303-1 ↗
35. 10.1021/acs.analchem.9b0571610.1021/acs.analchem.9b05716 ↗
36. 10.1103/PhysRevA.42.476810.1103/PhysRevA.42.4768 ↗
37. 10.1103/PhysRevE.65.04191210.1103/PhysRevE.65.041912 ↗
38. 10.1038/s41598-021-91371-410.1038/s41598-021-91371-4 ↗
39. 10.1016/j.jmbbm.2023.10615310.1016/j.jmbbm.2023.106153 ↗
40. 10.1128/jvi.00873-2410.1128/jvi.00873-24 ↗
41. 10.1038/s41586-020-2665-210.1038/s41586-020-2665-2 ↗
42. 10.1021/acs.jctc.0c0114410.1021/acs.jctc.0c01144 ↗
43. 10.3109/17435390.2010.50951910.3109/17435390.2010.509519 ↗
44. 10.1007/s42558-020-00026-310.1007/s42558-020-00026-3 ↗
45. 10.1021/acs.jcim.4c0172410.1021/acs.jcim.4c01724 ↗
46. 10.1016/j.xcrp.2023.10134610.1016/j.xcrp.2023.101346 ↗
47. 10.1016/j.jcis.2015.05.04410.1016/j.jcis.2015.05.044 ↗
48. BroadPharm Protein G Product Datasheet ; BroadPharm, 2026; https://broadpharm.com/product/BP-50161.
49. 10.3390/antib801002410.3390/antib8010024 ↗
50. 10.1016/j.colcom.2020.10033810.1016/j.colcom.2020.100338 ↗
51. 10.1016/j.virusres.2012.06.00810.1016/j.virusres.2012.06.008 ↗
52. 10.1126/science.abm120810.1126/science.abm1208 ↗
53. 10.1021/acs.jcim.1c0124010.1021/acs.jcim.1c01240 ↗
54. 10.1038/s41392-023-01385-910.1038/s41392-023-01385-9 ↗
55. 10.1016/j.cell.2020.09.01810.1016/j.cell.2020.09.018 ↗
56. 10.1038/s41579-022-00822-w10.1038/s41579-022-00822-w ↗
57. 10.1016/j.bpj.2021.04.02910.1016/j.bpj.2021.04.029 ↗
58. 10.1038/s41580-022-00511-910.1038/s41580-022-00511-9 ↗
59. 10.1039/D4NR02074J10.1039/D4NR02074J ↗
60. 10.2478/s11534-011-0096-210.2478/s11534-011-0096-2 ↗
61. 10.6028/jres.102.03010.6028/jres.102.030 ↗
62. Kremer, H.; Weisstein, E. W. Isoperimetric Quotient ; https://mathworld.wolfram.com/IsoperimetricQuotient.html (accessed 2025.05.24).
63. GraphPad Software: Graphpad Prism , v8.0.1; Dotmatics, 2025.
64. 10.1038/s41586-020-2649-210.1038/s41586-020-2649-2 ↗
65. 10.1038/s41592-019-0686-210.1038/s41592-019-0686-2 ↗
66. The Pandas Development Team · 2024
67. 10.1109/MCSE.2007.5510.1109/MCSE.2007.55 ↗
68. Waskom M. · 2014