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Predicting Protein Folding Dynamics Using Sequence Information.

Ezequiel A Galpern1, Federico Caamaño2, Diego U Ferreiro2

  • 1Laboratorio de Fisiología de Proteínas, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires and Consejo Nacional de Investigaciones Científicas y Técnicas, Instituto de Química Biológica de la Facultad de Ciencias Exactas y Naturales (IQUIBICEN-CONICET), Buenos Aires, Argentina. eagalpern@qb.fcen.uba.ar.

Methods in Molecular Biology (Clifton, N.J.)
|November 1, 2025
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Summary
This summary is machine-generated.

This study introduces a novel method to predict protein folding dynamics using only amino acid sequences. It analyzes evolutionary variations to model protein folding, stability, and mutation effects.

Keywords:
DCAEvolutionFolding mechanismFolding pathwayIsingPotts

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Area of Science:

  • Biophysics
  • Computational Biology
  • Structural Biology

Background:

  • Protein structure prediction advancements often overlook folding mechanisms.
  • Amino acid sequences contain crucial information about protein folding pathways and dynamics.
  • Understanding sequence-based folding dynamics is key to predicting protein behavior and stability.

Purpose of the Study:

  • To develop a method for inferring protein folding dynamics solely from sequence information.
  • To analyze how sequence variations influence protein structural dynamics and stability.
  • To predict the impact of mutations on protein folding stability and cooperativity.

Main Methods:

  • Generating an "evolutionary field" from homologous protein sequence variations.
  • Mapping protein energetics to a coarse-grained folding model using interacting foldons.
  • Computing equilibrium folding curves and identifying folding subdomains from sequence data.

Main Results:

  • A method to infer protein folding dynamics from sequence information has been established.
  • The approach allows for the computation of equilibrium folding curves and identification of folding subdomains.
  • Protocols for analyzing mutation effects on folding stability and cooperativity are presented, enabling predictions for deep mutational scans.

Conclusions:

  • Sequence information alone can effectively predict protein folding dynamics.
  • The developed method provides insights into protein folding mechanisms, stability, and the impact of mutations.
  • This approach offers a powerful tool for computational biophysics and protein engineering.