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Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed

Oat ranks sixth in world cereal production and has a higher content of health‐promoting compounds compared with other cereals. However, there is neither a robust oat reference genome nor transcriptome. Using deeply sequenced full‐length mRNA libraries of oat cultivar Ogle‐C, a de novo high‐quality a...

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Autores principales: Hu, Haixiao, Gutierrez‐Gonzalez, Juan J., Liu, Xinfang, Yeats, Trevor H., Garvin, David F., Hoekenga, Owen A., Sorrells, Mark E., Gore, Michael A., Jannink, Jean‐Luc
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7152608/
https://www.ncbi.nlm.nih.gov/pubmed/31677224
http://dx.doi.org/10.1111/pbi.13286
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author Hu, Haixiao
Gutierrez‐Gonzalez, Juan J.
Liu, Xinfang
Yeats, Trevor H.
Garvin, David F.
Hoekenga, Owen A.
Sorrells, Mark E.
Gore, Michael A.
Jannink, Jean‐Luc
author_facet Hu, Haixiao
Gutierrez‐Gonzalez, Juan J.
Liu, Xinfang
Yeats, Trevor H.
Garvin, David F.
Hoekenga, Owen A.
Sorrells, Mark E.
Gore, Michael A.
Jannink, Jean‐Luc
author_sort Hu, Haixiao
collection PubMed
description Oat ranks sixth in world cereal production and has a higher content of health‐promoting compounds compared with other cereals. However, there is neither a robust oat reference genome nor transcriptome. Using deeply sequenced full‐length mRNA libraries of oat cultivar Ogle‐C, a de novo high‐quality and comprehensive oat seed transcriptome was assembled. With this reference transcriptome and QuantSeq 3′ mRNA sequencing, gene expression was quantified during seed development from 22 diverse lines across six time points. Transcript expression showed higher correlations between adjacent time points. Based on differentially expressed genes, we identified 22 major temporal co‐expression (TCoE) patterns of gene expression and revealed enriched gene ontology biological processes. Within each TCoE set, highly correlated transcripts, putatively commonly affected by genetic background, were clustered and termed genetic co‐expression (GCoE) sets. Seventeen of the 22 TCoE sets had GCoE sets with median heritabilities higher than 0.50, and these heritability estimates were much higher than that estimated from permutation analysis, with no divergence observed in cluster sizes between permutation and non‐permutation analyses. Linear regression between 634 metabolites from mature seeds and the PC1 score of each of the GCoE sets showed significantly lower p‐values than permutation analysis. Temporal expression patterns of oat avenanthramides and lipid biosynthetic genes were concordant with previous studies of avenanthramide biosynthetic enzyme activity and lipid accumulation. This study expands our understanding of physiological processes that occur during oat seed maturation and provides plant breeders the means to change oat seed composition through targeted manipulation of key pathways.
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spelling pubmed-71526082020-04-14 Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed Hu, Haixiao Gutierrez‐Gonzalez, Juan J. Liu, Xinfang Yeats, Trevor H. Garvin, David F. Hoekenga, Owen A. Sorrells, Mark E. Gore, Michael A. Jannink, Jean‐Luc Plant Biotechnol J Research Articles Oat ranks sixth in world cereal production and has a higher content of health‐promoting compounds compared with other cereals. However, there is neither a robust oat reference genome nor transcriptome. Using deeply sequenced full‐length mRNA libraries of oat cultivar Ogle‐C, a de novo high‐quality and comprehensive oat seed transcriptome was assembled. With this reference transcriptome and QuantSeq 3′ mRNA sequencing, gene expression was quantified during seed development from 22 diverse lines across six time points. Transcript expression showed higher correlations between adjacent time points. Based on differentially expressed genes, we identified 22 major temporal co‐expression (TCoE) patterns of gene expression and revealed enriched gene ontology biological processes. Within each TCoE set, highly correlated transcripts, putatively commonly affected by genetic background, were clustered and termed genetic co‐expression (GCoE) sets. Seventeen of the 22 TCoE sets had GCoE sets with median heritabilities higher than 0.50, and these heritability estimates were much higher than that estimated from permutation analysis, with no divergence observed in cluster sizes between permutation and non‐permutation analyses. Linear regression between 634 metabolites from mature seeds and the PC1 score of each of the GCoE sets showed significantly lower p‐values than permutation analysis. Temporal expression patterns of oat avenanthramides and lipid biosynthetic genes were concordant with previous studies of avenanthramide biosynthetic enzyme activity and lipid accumulation. This study expands our understanding of physiological processes that occur during oat seed maturation and provides plant breeders the means to change oat seed composition through targeted manipulation of key pathways. John Wiley and Sons Inc. 2020-01-04 2020-05 /pmc/articles/PMC7152608/ /pubmed/31677224 http://dx.doi.org/10.1111/pbi.13286 Text en © 2019 The Authors. Plant Biotechnology Journal published by Society for Experimental Biology and The Association of Applied Biologists and John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Hu, Haixiao
Gutierrez‐Gonzalez, Juan J.
Liu, Xinfang
Yeats, Trevor H.
Garvin, David F.
Hoekenga, Owen A.
Sorrells, Mark E.
Gore, Michael A.
Jannink, Jean‐Luc
Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title_full Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title_fullStr Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title_full_unstemmed Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title_short Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
title_sort heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7152608/
https://www.ncbi.nlm.nih.gov/pubmed/31677224
http://dx.doi.org/10.1111/pbi.13286
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