From Dipeptide Systems to Polypeptides: Evolution of Mutual Information

High Resolution Image Download MS PowerPoint Slide Understanding the electronic structure of amino acids is crucial to understanding protein stability, folding mechanisms, and molecular interactions. In this study, we introduce fragment-wise mutual information (FMI) as a quantum information-based tool to quantify interatomic correlations in peptides. By extending mutual information (MI) analysis to amino acid fragments, FMI provides a detailed map of electronic interactions beyond classical descriptors, such as van der Waals forces. We first validated FMI on 400 dipeptides, demonstrating a correlation with the atomization and bonding energies. Expanding this approach to the 10-mer Neh2 peptide, we analyze molecular dynamics (MD) simulations and reveal how interatomic correlations evolve during folding. Our results show that FMI distinguishes stabilizing interactions such as salt bridges and variable hydrogen-bond strengths, providing deeper insight into peptide stability. These findings suggest that FMI could enhance molecular modeling and force-field development by incorporating quantum electronic effects into biomolecular analysis.

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Publication Details

Journal
ACS Omega
Published
2026-07-17
DOI
https://doi.org/10.1021/acsomega.6c01167
Primary Topic
Protein Structure and Dynamics
Type
article
Field-Weighted Citation Impact
0.00

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article

From Dipeptide Systems to Polypeptides: Evolution of Mutual Information

Katharina Bogusławski, Mostafa Javaheri Moghadam, Stijn De Baerdemacker, Paweł Tecmer
ACS Omega
Protein Structure and Dynamics
article

From Dipeptide Systems to Polypeptides: Evolution of Mutual Information

Katharina Bogusławski, Mostafa Javaheri Moghadam, Stijn De Baerdemacker, Paweł Tecmer
article en

Abstract

High Resolution Image Download MS PowerPoint Slide Understanding the electronic structure of amino acids is crucial to understanding protein stability, folding mechanisms, and molecular interactions. In this study, we introduce fragment-wise mutual information (FMI) as a quantum information-based tool to quantify interatomic correlations in peptides. By extending mutual information (MI) analysis to amino acid fragments, FMI provides a detailed map of electronic interactions beyond classical descriptors, such as van der Waals forces. We first validated FMI on 400 dipeptides, demonstrating a correlation with the atomization and bonding energies. Expanding this approach to the 10-mer Neh2 peptide, we analyze molecular dynamics (MD) simulations and reveal how interatomic correlations evolve during folding. Our results show that FMI distinguishes stabilizing interactions such as salt bridges and variable hydrogen-bond strengths, providing deeper insight into peptide stability. These findings suggest that FMI could enhance molecular modeling and force-field development by incorporating quantum electronic effects into biomolecular analysis.

ACS Omega
University of New Brunswick (CA), Nicolaus Copernicus University (PL), Institute of Physics (AZ)
European Commission, Narodowym Centrum Nauki, Mitacs, Uniwersytet Mikolaja Kopernika w Toruniu, Natural Sciences and Engineering Research Council of Canada
Openalex Percentile: Top 100%
Protein Structure and Dynamics
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From Dipeptide Systems to Polypeptides: Evolution of Mutual Information — Katharina Bogusławski, Mostafa Javaheri Moghadam, et al. · ACS Omega (2026) | TGRS Research Map | TGRS