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Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley

The process of anther culture involves numerous abiotic stresses required for cellular reprogramming, microspore developmental switch, and plant regeneration. These stresses affect DNA methylation patterns, sequence variation, and the number of green plants regenerated. Recently, in barley (Hordeum...

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Autores principales: Bednarek, Piotr Tomasz, Orłowska, Renata, Mańkowski, Dariusz Rafał, Oleszczuk, Sylwia, Zebrowski, Jacek
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534894/
https://www.ncbi.nlm.nih.gov/pubmed/34685752
http://dx.doi.org/10.3390/cells10102774
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author Bednarek, Piotr Tomasz
Orłowska, Renata
Mańkowski, Dariusz Rafał
Oleszczuk, Sylwia
Zebrowski, Jacek
author_facet Bednarek, Piotr Tomasz
Orłowska, Renata
Mańkowski, Dariusz Rafał
Oleszczuk, Sylwia
Zebrowski, Jacek
author_sort Bednarek, Piotr Tomasz
collection PubMed
description The process of anther culture involves numerous abiotic stresses required for cellular reprogramming, microspore developmental switch, and plant regeneration. These stresses affect DNA methylation patterns, sequence variation, and the number of green plants regenerated. Recently, in barley (Hordeum vulgare L.), mediation analysis linked DNA methylation changes, copper (Cu(2+)) and silver (Ag(+)) ion concentrations, sequence variation, β-glucans, green plants, and duration of anther culture (Time). Although several models were used to explain particular aspects of the relationships between these factors, a generalized complex model employing all these types of data was not established. In this study, we combined the previously described partial models into a single complex model using the structural equation modeling approach. Based on the evaluated model, we demonstrated that stress conditions (such as starvation and darkness) influence β-glucans employed by cells for glycolysis and the tricarboxylic acid cycle. Additionally, Cu(2+) and Ag(+) ions affect DNA methylation and induce sequence variation. Moreover, these ions link DNA methylation with green plants. The structural equation model also showed the role of time in relationships between parameters included in the model and influencing plant regeneration via anther culture. Utilization of structural equation modeling may have both scientific and practical implications, as it demonstrates links between biological phenomena (e.g., culture-induced variation, green plant regeneration and biochemical pathways), and provides opportunities for regulating these phenomena for particular biotechnological purposes.
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spelling pubmed-85348942021-10-23 Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley Bednarek, Piotr Tomasz Orłowska, Renata Mańkowski, Dariusz Rafał Oleszczuk, Sylwia Zebrowski, Jacek Cells Article The process of anther culture involves numerous abiotic stresses required for cellular reprogramming, microspore developmental switch, and plant regeneration. These stresses affect DNA methylation patterns, sequence variation, and the number of green plants regenerated. Recently, in barley (Hordeum vulgare L.), mediation analysis linked DNA methylation changes, copper (Cu(2+)) and silver (Ag(+)) ion concentrations, sequence variation, β-glucans, green plants, and duration of anther culture (Time). Although several models were used to explain particular aspects of the relationships between these factors, a generalized complex model employing all these types of data was not established. In this study, we combined the previously described partial models into a single complex model using the structural equation modeling approach. Based on the evaluated model, we demonstrated that stress conditions (such as starvation and darkness) influence β-glucans employed by cells for glycolysis and the tricarboxylic acid cycle. Additionally, Cu(2+) and Ag(+) ions affect DNA methylation and induce sequence variation. Moreover, these ions link DNA methylation with green plants. The structural equation model also showed the role of time in relationships between parameters included in the model and influencing plant regeneration via anther culture. Utilization of structural equation modeling may have both scientific and practical implications, as it demonstrates links between biological phenomena (e.g., culture-induced variation, green plant regeneration and biochemical pathways), and provides opportunities for regulating these phenomena for particular biotechnological purposes. MDPI 2021-10-16 /pmc/articles/PMC8534894/ /pubmed/34685752 http://dx.doi.org/10.3390/cells10102774 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bednarek, Piotr Tomasz
Orłowska, Renata
Mańkowski, Dariusz Rafał
Oleszczuk, Sylwia
Zebrowski, Jacek
Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title_full Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title_fullStr Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title_full_unstemmed Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title_short Structural Equation Modeling (SEM) Analysis of Sequence Variation and Green Plant Regeneration via Anther Culture in Barley
title_sort structural equation modeling (sem) analysis of sequence variation and green plant regeneration via anther culture in barley
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534894/
https://www.ncbi.nlm.nih.gov/pubmed/34685752
http://dx.doi.org/10.3390/cells10102774
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