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Related Concept Videos

Atomic Force Microscopy01:08

Atomic Force Microscopy

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Atomic force microscopy (AFM) is a type of scanning probe microscopy that can analyze topographic details of various specimens like ceramics, glass, polymers, and biological samples. AFM offers over 1000 times more resolution than the optical imaging system. Images generated from AFM are three-dimensional surface profiles, offering an advantage over the flat, two-dimensional images from other imaging techniques.
The AFM Probe
The probe is regarded as the heart of any AFM setup and comprises the...
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¹H NMR of Conformationally Flexible Molecules: Temporal Resolution00:52

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At room temperature, the chair conformer of cyclohexane undergoes rapid ring flipping between two equivalent chair conformers at a rate of approximately 105 times per second. These two chair conformers are in equilibrium. The rapid ring flipping results in the interconversion of the axial proton to an equatorial proton and an equatorial to the axial proton. Such interconversions are too rapid and cannot be detected on the NMR timescale. Hence, the NMR spectrometer cannot distinguish between the...
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Fast Fourier Transform01:10

Fast Fourier Transform

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The Fast Fourier Transform (FFT) is a computational algorithm designed to compute the Discrete Fourier Transform (DFT) efficiently. By breaking down the calculations into smaller, manageable sections, the FFT significantly reduces the computational complexity involved. Direct computation of an N-point DFT requires N2 complex multiplications, whereas the FFT algorithm needs only (N/2)log⁡2N multiplications, offering a much faster performance.
The computational efficiency of the FFT becomes...
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Related Experiment Video

Updated: Jan 16, 2026

Covalent Attachment of Single Molecules for AFM-based Force Spectroscopy
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Deciphering conformational dynamics in AFM data using fast nonlinear NMA and FFT-based search with AFMFit.

Rémi Vuillemot1, Jean-Luc Pellequer2, Sergei Grudinin3

  • 1Univ. Grenoble Alpes, CNRS, Grenoble INP, LJK, Grenoble, France.

Communications Biology
|September 29, 2025
PubMed
Summary
This summary is machine-generated.

AFMfit analyzes protein conformational dynamics from Atomic Force Microscopy (AFM) data. This new method efficiently interprets 2D AFM images to reveal 3D protein movements at the single-molecule level.

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Force Spectroscopy of Single Protein Molecules Using an Atomic Force Microscope
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Related Experiment Videos

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Force Spectroscopy of Single Protein Molecules Using an Atomic Force Microscope
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Force Spectroscopy of Single Protein Molecules Using an Atomic Force Microscope

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Area of Science:

  • Biophysics
  • Structural Biology
  • Computational Biology

Background:

  • Atomic Force Microscopy (AFM) enables single-molecule studies of protein dynamics under near-physiological conditions.
  • Interpreting 2D AFM data as 3D conformational dynamics of single molecules presents a significant challenge.
  • Existing methods struggle with large datasets and high-speed AFM (HS-AFM) imaging.

Purpose of the Study:

  • To develop a computational method for interpreting AFM data to reveal protein conformational dynamics.
  • To create a flexible fitting procedure that deforms atomic models to match multiple AFM observations.
  • To enable the analysis of larger AFM datasets, including those from HS-AFM.

Main Methods:

  • AFMfit, a flexible fitting procedure, deforms input atomic models to match multiple AFM observations.
  • Utilizes a fast fitting algorithm based on nonlinear Normal Mode Analysis (NMA) called NOLB.
  • Processes hundreds of AFM images of a single molecule rapidly on a single workstation.

Main Results:

  • The fitted models form a conformational ensemble that unambiguously describes the AFM experiment.
  • AFMfit successfully associates each molecule with its conformational state.
  • Demonstrated applications on synthetic and experimental AFM/HS-AFM data, including activated factor V and TRPV3.

Conclusions:

  • AFMfit provides an efficient and robust method for analyzing single-molecule protein dynamics from AFM data.
  • The open-source package facilitates the study of conformational ensembles and enables analysis of large-scale AFM datasets.
  • This approach enhances the interpretation of AFM experiments for structural biology and biophysics research.