Evidence map›Paper›PMID 38785629›Full record

ArticleEntropy (Basel, Switzerland)2024

Application of Recurrence Plot Analysis to Examine Dynamics of Biological Molecules on the Example of Aggregation of Seed Mucilage Components.

Piotr Sionkowski, Natalia Kruszewska, Agnieszka Kreitschitz, Stanislav N Gorb, Krzysztof Domino

Abstract read
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Article in Entropy (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Piotr SionkowskiInstitute of Theoretical and Applied Informatics, Polish Academy of Sciences, ul. Bałtycka 5, 44-100 Gliwice, Poland.ORCID 0000-0001-9752-7404
Natalia KruszewskaGroup of Modeling of Physicochemical Processes, Faculty of Chemical Technology and Engineering, Bydgoszcz University of Science and Technology, 85-796 Bydgoszcz, Poland.ORCID 0000-0002-3489-954X
Agnieszka KreitschitzDepartment of Plant Developmental Biology, University of Wrocław, ul. Kanonia 6/8, 50-328 Wrocław, Poland.ORCID 0000-0002-3045-843X
Stanislav N GorbDepartment of Functional Morphology and Biomechanics, Kiel University, Am Botanischen Garten 1-9, D-24098 Kiel, Germany.ORCID 0000-0001-9712-7953
Krzysztof DominoInstitute of Theoretical and Applied Informatics, Polish Academy of Sciences, ul. Bałtycka 5, 44-100 Gliwice, Poland.ORCID 0000-0001-7386-5441

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The goal of the research is to describe the aggregation process inside the mucilage produced by plant seeds using molecular dynamics (MD) combined with time series algorithmic analysis based on the recurrence plots. The studied biological molecules model is seed mucilage composed of three main polysaccharides, i.e. pectins, hemicellulose, and cellulose. The modeling of biological molecules is based on the assumption that a classical-quantum passage underlies the aggregation process in the mucilage, resulting from non-covalent interactions, as they affect the macroscopic properties of the system. The applied recurrence plot approach is an important tool for time series analysis and data mining dedicated to analyzing time series data originating from complex, chaotic systems. In the current research, we demonstrated that advanced algorithmic analysis of seed mucilage data can reveal some features of the dynamics of the system, namely temperature-dependent regions with different dynamics of increments of a number of hydrogen bonds and regions of stable oscillation of increments of a number of hydrophobic-polar interactions. Henceforth, we pave the path for automatic data-mining methods for the analysis of biological molecules with the intermediate step of the application of recurrence plot analysis, as the generalization of recurrence plot applications to other (biological molecules) datasets is straightforward.

Indexed as

aggregationclassical–quantum passagemolecular dynamicsrecurrence plotseed mucilagetime series analysis

Identifiers

PMID38785629
PMCPMC11119629

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.