51. Uncertainty, imprecision, and many-valued logics in protein bioinformatics.
- Author
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Małysiak-Mrozek, Bożena
- Subjects
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BIOINFORMATICS , *MANY-valued logic , *BIOMOLECULES , *PROTEIN analysis , *BIG data , *FUZZY logic - Abstract
Highlights • Imprecision and uncertainty naturally exist in proteins and other biomolecules, likewise in our daily lives. • Application of many-valued logics enables dealing with existing uncertainty and imprecision. • Protein bioinformatics utilizes fuzzy logic in various investigations related to protein-based disease analysis and treatment. • Many-valued logics introduce additional flexibility in scoring systems and data searching techniques. • Many-valued logics support scientific studies crucial for medical diagnosis, drug production, and treatment of patients. Abstract Understanding proteins, their structures, functions, mutual interactions, activity in cellular reactions, interactions with drugs, and expression in body cells is a key to efficient medical diagnosis, drug production, and treatment of patients. Machine learning and data exploration methods supported by many-valued logics allow to grasp the imprecision and uncertainties that naturally occur in proteins and other biomolecules. Many-valued logics, like Łukasiewicz logic or fuzzy logic, are non-classical logics that do not restrict the number of truth values to only two values of true or false, but they allow for a larger set of truth degrees. In this paper, we briefly review the use of many-valued logics, especially the fuzzy logic, in bioinformatics. Then, we focus on protein bioinformatics, and present selected applications of many-valued logics in the analysis of complex protein structures, including; (1) potential-based protein similarity searching, (2) matching proteins on the basis of secondary structures, (3) 3D protein structure alignment, (4) prediction of intrinsically disordered proteins, and (5) fuzzy querying in large collections of Big macromolecular Data. Results of presented studies show that the utilization of many-valued logics can enrich the investigations of protein molecules, in which uncertainty and imprecision are prevalent problems. The paper discusses all observed benefits brought by the application of many-valued logics in investigations related to selected protein analyzes carried out by the author. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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