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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
Open accessPublished 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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“…e d t o d e c r e a s e ( ΔΔ G B i n d > 0 ) a n d i n c r e a s e ( ΔΔ G B i n d < 0 ) b i n d i n g a ff i n i t y c o rr e s p o n d i n g l y [ 28 ] . f D y n a M u t 2 p r e d i c t s s t a b i l i z i n g a n d d e s t a b i l i z i n g m u t a t i o n s p r e d i c t e d t o i n c r e a s…”
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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
- green
- doi.org
- Licence
- 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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