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Co-expression network analysis of environmental canalization in the ascidian Ciona

BACKGROUND: Canalization, or buffering, is defined as developmental stability in the face of genetic and/or environmental perturbations. Understanding how canalization works is important in predicting how species survive environmental change, as well as deciphering how development can be altered in...

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Autores principales: Sato, Atsuko, Oba, Gina M., Aubert-Kato, Nathanael, Yura, Kei, Bishop, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9052645/
https://www.ncbi.nlm.nih.gov/pubmed/35484499
http://dx.doi.org/10.1186/s12862-022-02006-9
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author Sato, Atsuko
Oba, Gina M.
Aubert-Kato, Nathanael
Yura, Kei
Bishop, John
author_facet Sato, Atsuko
Oba, Gina M.
Aubert-Kato, Nathanael
Yura, Kei
Bishop, John
author_sort Sato, Atsuko
collection PubMed
description BACKGROUND: Canalization, or buffering, is defined as developmental stability in the face of genetic and/or environmental perturbations. Understanding how canalization works is important in predicting how species survive environmental change, as well as deciphering how development can be altered in the evolutionary process. However, how developmental gene expression is linked to buffering remains unclear. We addressed this by co-expression network analysis, comparing gene expression changes caused by heat stress during development at a whole-embryonic scale in reciprocal hybrid crosses of sibling species of the ascidian Ciona that are adapted to different thermal environments. RESULTS: Since our previous work showed that developmental buffering in this group is maternally inherited, we first identified maternal developmental buffering genes (MDBGs) in which the expression level in embryos is both correlated to the level of environmental canalization and also differentially expressed depending on the species’ gender roles in hybrid crosses. We found only 15 MDBGs, all of which showed high correlation coefficient values for expression with a large number of other genes, and 14 of these belonged to a single co-expression module. We then calculated correlation coefficients of expression between MDBGs and transcription factors in the central nervous system (CNS) developmental gene network that had previously been identified experimentally. We found that, compared to the correlation coefficients between MDBGs, which had an average of 0.96, the MDBGs are loosely linked to the CNS developmental genes (average correlation coefficient 0.45). Further, we investigated the correlation of each developmental to MDBGs, showing that only four out of 62 CNS developmental genes showed correlation coefficient > 0.9, comparable to the values between MDBGs, and three of these four genes were signaling molecules: BMP2/4, Wnt7, and Delta-like. CONCLUSIONS: We show that the developmental pathway is not centrally located within the buffering network. We found that out of 62 genes in the developmental gene network, only four genes showed correlation coefficients as high as between MDBGs. We propose that loose links to MDBGs stabilize spatiotemporally dynamic development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12862-022-02006-9.
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spelling pubmed-90526452022-04-30 Co-expression network analysis of environmental canalization in the ascidian Ciona Sato, Atsuko Oba, Gina M. Aubert-Kato, Nathanael Yura, Kei Bishop, John BMC Ecol Evol Research BACKGROUND: Canalization, or buffering, is defined as developmental stability in the face of genetic and/or environmental perturbations. Understanding how canalization works is important in predicting how species survive environmental change, as well as deciphering how development can be altered in the evolutionary process. However, how developmental gene expression is linked to buffering remains unclear. We addressed this by co-expression network analysis, comparing gene expression changes caused by heat stress during development at a whole-embryonic scale in reciprocal hybrid crosses of sibling species of the ascidian Ciona that are adapted to different thermal environments. RESULTS: Since our previous work showed that developmental buffering in this group is maternally inherited, we first identified maternal developmental buffering genes (MDBGs) in which the expression level in embryos is both correlated to the level of environmental canalization and also differentially expressed depending on the species’ gender roles in hybrid crosses. We found only 15 MDBGs, all of which showed high correlation coefficient values for expression with a large number of other genes, and 14 of these belonged to a single co-expression module. We then calculated correlation coefficients of expression between MDBGs and transcription factors in the central nervous system (CNS) developmental gene network that had previously been identified experimentally. We found that, compared to the correlation coefficients between MDBGs, which had an average of 0.96, the MDBGs are loosely linked to the CNS developmental genes (average correlation coefficient 0.45). Further, we investigated the correlation of each developmental to MDBGs, showing that only four out of 62 CNS developmental genes showed correlation coefficient > 0.9, comparable to the values between MDBGs, and three of these four genes were signaling molecules: BMP2/4, Wnt7, and Delta-like. CONCLUSIONS: We show that the developmental pathway is not centrally located within the buffering network. We found that out of 62 genes in the developmental gene network, only four genes showed correlation coefficients as high as between MDBGs. We propose that loose links to MDBGs stabilize spatiotemporally dynamic development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12862-022-02006-9. BioMed Central 2022-04-28 /pmc/articles/PMC9052645/ /pubmed/35484499 http://dx.doi.org/10.1186/s12862-022-02006-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visithttp://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Sato, Atsuko
Oba, Gina M.
Aubert-Kato, Nathanael
Yura, Kei
Bishop, John
Co-expression network analysis of environmental canalization in the ascidian Ciona
title Co-expression network analysis of environmental canalization in the ascidian Ciona
title_full Co-expression network analysis of environmental canalization in the ascidian Ciona
title_fullStr Co-expression network analysis of environmental canalization in the ascidian Ciona
title_full_unstemmed Co-expression network analysis of environmental canalization in the ascidian Ciona
title_short Co-expression network analysis of environmental canalization in the ascidian Ciona
title_sort co-expression network analysis of environmental canalization in the ascidian ciona
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9052645/
https://www.ncbi.nlm.nih.gov/pubmed/35484499
http://dx.doi.org/10.1186/s12862-022-02006-9
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