journal article·2025-09-30Open access

Flexible Fitting to Infer Atomistic-Precision Models of Large-Amplitude Conformational Dynamics in Biomolecules from High-Speed Atomic Force Microscopy Imaging

Romain Amyot, Osamu Miyashita, Xuan Wu, Kazusa Takeda, Noriyuki Kodera, Hiroki Konno, Florence Tama, Holger Flechsig

ACS Nano· Volume 19· Issue 38

Abstract

High-speed atomic force microscopy (HS-AFM) experiments allow direct observation of biomolecular dynamics at the single-molecule level, acquiring a large amount of topographic imaging data that visualizes changes in the molecular surface during functional activity over an extended period of time. Since images have no atomistic resolution, a major challenge has been to develop post-experimental computational methods to infer atomistic information from measurements. The recently developed NMFF-AFM flexible fitting method provides a computationally efficient approach promising to infer atomistic-precision models of conformational dynamics from resolution-limited AFM imaging data. We report the software integration of this method into the well-established BioAFMviewer platform and demonstrate its first applications to experimental HS-AFM imaging data. To facilitate applications, we developed a direct workflow from raw experimental AFM data to the visualization and analysis of fitting results. The presented applications to experimental data of a single protein domain, a protein complex, and a megadalton-sized protein filament demonstrate the versatility of NMFF-AFM modeling to reproduce large-amplitude conformational motions of biomolecular dynamics from HS-AFM imaging. As a first step toward automated large-scale analysis of AFM imaging data, we furthermore demonstrate reconstruction of an atomistic molecular movie of protein dynamics, involving large-amplitude conformational transitions, from a measured HS-AFM movie sequence. Implementation of flexible fitting within the stand-alone user-friendly interactive BioAFMviewer software provides the opportunity for a broad range of applications to facilitate the understanding of resolution-limited HS-AFM measurements.
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Research context

OpenAlex topics: Force Microscopy Techniques and Applications · Advanced Electron Microscopy Techniques and Applications · thermodynamics and calorimetric analyses

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

Affiliations

WPI Nano Life Science Institute (WPI-NanoLSI)

Kanazawa University

RIKEN Center for Computational Science

Department of Physics, Graduate School of Science

Nagoya University

Graduate School of Natural Science and Technology

Department of Physics, Graduate School of Science and Institute of Transformative Bio-Molecules

Funding

Ministry of Education, Culture, Sports, Science and Technology · Japan Society for the Promotion of Science · Kanazawa University

References (36)

Show source-provided references
1. 10.1038/s41586-024-07198-210.1038/s41586-024-07198-2 ↗
2. 10.1038/s41592-025-02659-610.1038/s41592-025-02659-6 ↗
3. 10.1038/s41586-021-03819-210.1038/s41586-021-03819-2 ↗
4. 10.1038/s41586-024-07487-w10.1038/s41586-024-07487-w ↗
5. 10.1146/annurev-biophys-030722-11335310.1146/annurev-biophys-030722-113353 ↗
7. 10.1063/5.003294810.1063/5.0032948 ↗
8. 10.1063/5.007272210.1063/5.0072722 ↗
9. 10.1016/j.sbi.2023.10259110.1016/j.sbi.2023.102591 ↗
10. 10.1371/journal.pcbi.100921510.1371/journal.pcbi.1009215 ↗
11. 10.1371/journal.pcbi.100997010.1371/journal.pcbi.1009970 ↗
12. 10.1021/acs.jctc.9b0099110.1021/acs.jctc.9b00991 ↗
13. 10.1016/j.bbagen.2019.12942010.1016/j.bbagen.2019.129420 ↗
14. 10.3389/fmolb.2021.70427410.3389/fmolb.2021.704274 ↗
15. 10.1021/acs.jpcb.4c0418910.1021/acs.jpcb.4c04189 ↗
16. Vuillemot, R.; Pellequer, J.L.; Grudinin, S. AFMfit: deciphering conformational dynamics in AFM data using fast nonlinear NMA and FFT-based search bioRxiv 2024.10.1101/2024.06.03.597083 ↗
17. 10.1093/protein/14.1.110.1093/protein/14.1.1 ↗
18. 10.1063/1.481637510.1063/1.4816375 ↗
19. 10.1016/j.abb.2014.12.02010.1016/j.abb.2014.12.020 ↗
20. 10.1016/j.jmb.2004.01.04810.1016/j.jmb.2004.01.048 ↗
21. 10.1016/j.jsb.2004.03.00210.1016/j.jsb.2004.03.002 ↗
22. 10.1016/j.str.2014.01.00410.1016/j.str.2014.01.004 ↗
23. 10.1371/journal.pcbi.100844410.1371/journal.pcbi.1008444 ↗
24. 10.3389/fphys.2019.0037010.3389/fphys.2019.00370 ↗
25. 10.1021/acs.nanolett.3c0415010.1021/acs.nanolett.3c04150 ↗
26. 10.1109/TSMC.1979.431007610.1109/TSMC.1979.4310076 ↗
27. 10.1126/science.286.5443.132110.1126/science.286.5443.1321 ↗
28. 10.7554/eLife.0480610.7554/eLife.04806 ↗
29. 10.7554/eLife.9525710.7554/eLife.95257 ↗
30. 10.1038/s41467-025-59569-610.1038/s41467-025-59569-6 ↗
31. 10.1002/1097-0134(20001001)41:1<1::AID-PROT10>3.0.CO;2-P10.1002/1097-0134(20001001)41:1<1::AID-PROT10>3.0.CO;2-P ↗
32. 10.3390/a1701003810.3390/a17010038 ↗
33. 10.1038/s41586-022-05366-w10.1038/s41586-022-05366-w ↗
34. 10.1038/nprot.2012.04710.1038/nprot.2012.047 ↗
35. 10.1038/s41467-022-32618-010.1038/s41467-022-32618-0 ↗
36. Amyot, R.; Miyashita, O.; Wu, X.; Takeda, K.; Kodera, N.; Konno, H.; Tama, F.; Flechsig, H. Flexible fitting to infer atomistic-precision models of large-amplitude conformational dynamics in biomolecules from high-speed atomic force microscopy imaging bioRxiv 2025 https://www.biorxiv.org/content/10.1101/2025.05.14.653975v1.abstract 10.1101/2025.05.14.653975. (accessed September 10, 2025).10.1101/2025.05.14.653975 ↗