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Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome

We propose a network structure-based model for heterosis, and investigate it relying on metabolite profiles from Arabidopsis. A simple feed-forward two-layer network model (the Steinbuch matrix) is used in our conceptual approach. It allows for directly relating structural network properties with bi...

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Detalles Bibliográficos
Autores principales: Andorf, Sandra, Gärtner, Tanja, Steinfath, Matthias, Witucka-Wall, Hanna, Altmann, Thomas, Repsilber, Dirk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171417/
https://www.ncbi.nlm.nih.gov/pubmed/18946548
http://dx.doi.org/10.1155/2009/147157
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author Andorf, Sandra
Gärtner, Tanja
Steinfath, Matthias
Witucka-Wall, Hanna
Altmann, Thomas
Repsilber, Dirk
author_facet Andorf, Sandra
Gärtner, Tanja
Steinfath, Matthias
Witucka-Wall, Hanna
Altmann, Thomas
Repsilber, Dirk
author_sort Andorf, Sandra
collection PubMed
description We propose a network structure-based model for heterosis, and investigate it relying on metabolite profiles from Arabidopsis. A simple feed-forward two-layer network model (the Steinbuch matrix) is used in our conceptual approach. It allows for directly relating structural network properties with biological function. Interpreting heterosis as increased adaptability, our model predicts that the biological networks involved show increasing connectivity of regulatory interactions. A detailed analysis of metabolite profile data reveals that the increasing-connectivity prediction is true for graphical Gaussian models in our data from early development. This mirrors properties of observed heterotic Arabidopsis phenotypes. Furthermore, the model predicts a limit for increasing hybrid vigor with increasing heterozygosity—a known phenomenon in the literature.
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spelling pubmed-31714172011-09-13 Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome Andorf, Sandra Gärtner, Tanja Steinfath, Matthias Witucka-Wall, Hanna Altmann, Thomas Repsilber, Dirk EURASIP J Bioinform Syst Biol Research Article We propose a network structure-based model for heterosis, and investigate it relying on metabolite profiles from Arabidopsis. A simple feed-forward two-layer network model (the Steinbuch matrix) is used in our conceptual approach. It allows for directly relating structural network properties with biological function. Interpreting heterosis as increased adaptability, our model predicts that the biological networks involved show increasing connectivity of regulatory interactions. A detailed analysis of metabolite profile data reveals that the increasing-connectivity prediction is true for graphical Gaussian models in our data from early development. This mirrors properties of observed heterotic Arabidopsis phenotypes. Furthermore, the model predicts a limit for increasing hybrid vigor with increasing heterozygosity—a known phenomenon in the literature. Springer 2008-08-27 /pmc/articles/PMC3171417/ /pubmed/18946548 http://dx.doi.org/10.1155/2009/147157 Text en Copyright © 2009 Sandra Andorf et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Andorf, Sandra
Gärtner, Tanja
Steinfath, Matthias
Witucka-Wall, Hanna
Altmann, Thomas
Repsilber, Dirk
Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title_full Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title_fullStr Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title_full_unstemmed Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title_short Towards Systems Biology of Heterosis: A Hypothesis about Molecular Network Structure Applied for the Arabidopsis Metabolome
title_sort towards systems biology of heterosis: a hypothesis about molecular network structure applied for the arabidopsis metabolome
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171417/
https://www.ncbi.nlm.nih.gov/pubmed/18946548
http://dx.doi.org/10.1155/2009/147157
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