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Related Concept Videos

Protein Organization01:24

Protein Organization

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Proteins are polymers of amino acid residues. They are versatile and responsible for different cellular functions, including DNA replication, molecular transport, catalysis, and structural support. Proteins have a hierarchical structure comprising at least three levels of organization: primary, secondary, and tertiary structure. Some large proteins have a quaternary structure where individual protein subunits are linked together.
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Proteins are chains of amino acids linked together by peptide bonds. Upon synthesis, a protein folds into a three-dimensional conformation, critical to its biological function. Interactions between its constituent amino acids guide protein folding, and hence the protein structure is primarily dependent on its amino acid sequence.
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Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
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Introduction to Actin01:26

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Actin is a highly conserved cytoskeletal protein found abundantly in eukaryotic cells. It constitutes 10% weight of the total cellular protein in muscle cells, while in non-muscle cells, it is lower and makes up around 1–5 percent of the total cell protein. Actin found in the unicellular amoebae and complex multicellular animals is around 80% similar, demonstrating their conservation over a billion years of evolution.  Actin coding genes are conserved within species and across...
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Investigating Protein Sequence-structure-dynamics Relationships with Bio3D-web
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SimHS-AFMfit-MD: An Integrative Approach for Inferring Alpha-Actinin Atomic Conformational Dynamics.

Kien Xuan Ngo1,2, Takashi Sumikama1,3,4, Rémi Vuillemot5

  • 1Nano Life Science Institute (WPI-NanoLSI), Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan.

Nano Letters
|February 25, 2026
PubMed
Summary
This summary is machine-generated.

This study introduces SimHS-AFMfit-MD, a novel method combining high-speed atomic force microscopy (HS-AFM) and molecular dynamics (MD) simulations to visualize dynamic protein structures at atomic resolution.

Keywords:
AFMfit-MDAFMfit-NMAAlpha-actininHS-AFMMD SimulationsNMAPCASimHS-AFMfit-MD

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Area of Science:

  • Biophysics
  • Structural Biology
  • Computational Biology

Background:

  • Flexible molecular systems like proteins present challenges for traditional structural biology techniques.
  • Conformational heterogeneity hinders detailed atomic-level analysis.

Purpose of the Study:

  • To develop an integrative framework for inferring dynamic protein conformations at atomic resolution.
  • To visualize real-time protein dynamics bridging simulation and imaging.

Main Methods:

  • Introduced SimHS-AFMfit-MD, integrating high-speed atomic force microscopy (HS-AFM) with molecular dynamics (MD) simulations.
  • Employed AFMfit-based structural modeling, enhanced by nonlinear normal-mode analysis (AFMfit-NMA) and MD trajectory guidance (AFMfit-MD).
  • Applied the method to alpha-actinin, an actin cross-linking protein.

Main Results:

  • AFMfit-NMA improved structural fitting accuracy.
  • AFMfit-MD significantly enhanced fitting performance, aligning with all-atom MD simulations.
  • Generated atomic-scale conformational ensembles from thousands of HS-AFM images.
  • Revealed Ca2+-dependent conformational transitions in alpha-actinin.

Conclusions:

  • SimHS-AFMfit-MD enables atomic-scale visualization of protein dynamics.
  • The hybrid approach effectively bridges computational and experimental methods.
  • This framework advances the study of flexible molecular systems.