Cited by 1Genomics and Rare DiseasesProtein Structure and DynamicsInflammasome and immune disorders

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Role of Mutual Information Profile Shifts in Assessing the Pathogenicity of Mutations on Protein Functions: The Case of Pyrin Variants Associated With Familial Mediterranean Fever

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Hacisuleyman, Aysima, Gul, Ahmet, Erman, Burak·2025·Proteins: Structure, Function, and Bioinformatics

Published version of a preprint

Abstract

This study presents a novel method to assess the pathogenicity of pyrin protein mutations by using mutual information (MI) as a measure to quantify the correlation between residue motions or fluctuations and associated changes affecting the phenotype. The concept of MI profile shift is presented to quantify changes in MI upon mutation, revealing insights into residue–residue interactions at critical positions. We apply this method to the pyrin protein variants, which are associated with an autosomal recessively inherited disease called familial Mediterranean fever (FMF) since the available tools do not help predict the pathogenicity of the most penetrant variants. We demonstrate the utility of MI profile shifts in assessing the effects of mutations on protein stability, function, and disease phenotype. The importance of MI shifts, particularly the negative shifts observed in the pyrin example, as indicators of severe functional effects is emphasized. Additionally, the exploration of potential compensatory mechanisms suggested by positive MI shifts, which are otherwise random and inconsequential, is highlighted. The study also discusses challenges in relating MI profile changes to disease severity and advocates for comprehensive analysis considering genetic, environmental, and stochastic factors. Overall, this study provides insights into the molecular mechanisms underlying the pathogenesis of FMF and offers a framework for identifying potential therapeutic targets based on MI profile changes induced by mutations.

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Metadata

Authors
Hacisuleyman, A., Gul, A., & Erman, B.
Affiliations
  • Koç University (TR)
  • Division of Rheumatology, Department of Internal Medicine, Istanbul Faculty of Medicine Istanbul University Istanbul Turkey
Corresponding author
Hacisuleyman, Aysima
Venue
Proteins: Structure, Function, and Bioinformatics
Publisher
Wiley
Published
2024-12-31
Volume
93
Issue
5
Pages
1035-1053
ISSN
  • 0887-3585 (ISSN-L)
  • 1097-0134
OpenAlex
W4405948089
Cited by
1
References
2
Citations by year
2025: 1
FWCI
0.26
Type
journal article
Language
en
Open access
Locations
  • Proteins Structure Function and Bioinformatics (publishedVersion)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nd)
  • PubMed (publishedVersion)
  • IRIS (submittedVersion)
  • SERVAL (Université de Lausanne) (submittedVersion)
Funders
Türkiye Bilimsel ve Teknolojik Araştırma Kurumu (20AG007)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Inflammasome and immune disorders
Keywords
pyrin, familial Mediterranean fever, pathogenicity prediction, protein mutations, mutual information, residue-residue interactions, protein stability, disease severity, compensatory mutations, therapeutic target
MeSH terms
Pyrin, Humans, Mutation, Familial Mediterranean Fever, Phenotype, Computational Biology, Protein Stability

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