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A role for heritable transcriptomic variation in maize adaptation to temperate environments
BACKGROUND: Transcription bridges genetic information and phenotypes. Here, we evaluated how changes in transcriptional regulation enable maize (Zea mays), a crop originally domesticated in the tropics, to adapt to temperate environments. RESULT: We generated 572 unique RNA-seq datasets from the roo...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10037803/ https://www.ncbi.nlm.nih.gov/pubmed/36964601 http://dx.doi.org/10.1186/s13059-023-02891-3 |
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author | Sun, Guangchao Yu, Huihui Wang, Peng Lopez-Guerrero, Martha Mural, Ravi V. Mizero, Olivier N. Grzybowski, Marcin Song, Baoxing van Dijk, Karin Schachtman, Daniel P. Zhang, Chi Schnable, James C. |
author_facet | Sun, Guangchao Yu, Huihui Wang, Peng Lopez-Guerrero, Martha Mural, Ravi V. Mizero, Olivier N. Grzybowski, Marcin Song, Baoxing van Dijk, Karin Schachtman, Daniel P. Zhang, Chi Schnable, James C. |
author_sort | Sun, Guangchao |
collection | PubMed |
description | BACKGROUND: Transcription bridges genetic information and phenotypes. Here, we evaluated how changes in transcriptional regulation enable maize (Zea mays), a crop originally domesticated in the tropics, to adapt to temperate environments. RESULT: We generated 572 unique RNA-seq datasets from the roots of 340 maize genotypes. Genes involved in core processes such as cell division, chromosome organization and cytoskeleton organization showed lower heritability of gene expression, while genes involved in anti-oxidation activity exhibited higher expression heritability. An expression genome-wide association study (eGWAS) identified 19,602 expression quantitative trait loci (eQTLs) associated with the expression of 11,444 genes. A GWAS for alternative splicing identified 49,897 splicing QTLs (sQTLs) for 7614 genes. Genes harboring both cis-eQTLs and cis-sQTLs in linkage disequilibrium were disproportionately likely to encode transcription factors or were annotated as responding to one or more stresses. Independent component analysis of gene expression data identified loci regulating co-expression modules involved in oxidation reduction, response to water deprivation, plastid biogenesis, protein biogenesis, and plant-pathogen interaction. Several genes involved in cell proliferation, flower development, DNA replication, and gene silencing showed lower gene expression variation explained by genetic factors between temperate and tropical maize lines. A GWAS of 27 previously published phenotypes identified several candidate genes overlapping with genomic intervals showing signatures of selection during adaptation to temperate environments. CONCLUSION: Our results illustrate how maize transcriptional regulatory networks enable changes in transcriptional regulation to adapt to temperate regions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-023-02891-3. |
format | Online Article Text |
id | pubmed-10037803 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-100378032023-03-25 A role for heritable transcriptomic variation in maize adaptation to temperate environments Sun, Guangchao Yu, Huihui Wang, Peng Lopez-Guerrero, Martha Mural, Ravi V. Mizero, Olivier N. Grzybowski, Marcin Song, Baoxing van Dijk, Karin Schachtman, Daniel P. Zhang, Chi Schnable, James C. Genome Biol Research BACKGROUND: Transcription bridges genetic information and phenotypes. Here, we evaluated how changes in transcriptional regulation enable maize (Zea mays), a crop originally domesticated in the tropics, to adapt to temperate environments. RESULT: We generated 572 unique RNA-seq datasets from the roots of 340 maize genotypes. Genes involved in core processes such as cell division, chromosome organization and cytoskeleton organization showed lower heritability of gene expression, while genes involved in anti-oxidation activity exhibited higher expression heritability. An expression genome-wide association study (eGWAS) identified 19,602 expression quantitative trait loci (eQTLs) associated with the expression of 11,444 genes. A GWAS for alternative splicing identified 49,897 splicing QTLs (sQTLs) for 7614 genes. Genes harboring both cis-eQTLs and cis-sQTLs in linkage disequilibrium were disproportionately likely to encode transcription factors or were annotated as responding to one or more stresses. Independent component analysis of gene expression data identified loci regulating co-expression modules involved in oxidation reduction, response to water deprivation, plastid biogenesis, protein biogenesis, and plant-pathogen interaction. Several genes involved in cell proliferation, flower development, DNA replication, and gene silencing showed lower gene expression variation explained by genetic factors between temperate and tropical maize lines. A GWAS of 27 previously published phenotypes identified several candidate genes overlapping with genomic intervals showing signatures of selection during adaptation to temperate environments. CONCLUSION: Our results illustrate how maize transcriptional regulatory networks enable changes in transcriptional regulation to adapt to temperate regions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-023-02891-3. BioMed Central 2023-03-24 /pmc/articles/PMC10037803/ /pubmed/36964601 http://dx.doi.org/10.1186/s13059-023-02891-3 Text en © The Author(s) 2023 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, visit http://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 Sun, Guangchao Yu, Huihui Wang, Peng Lopez-Guerrero, Martha Mural, Ravi V. Mizero, Olivier N. Grzybowski, Marcin Song, Baoxing van Dijk, Karin Schachtman, Daniel P. Zhang, Chi Schnable, James C. A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title | A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title_full | A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title_fullStr | A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title_full_unstemmed | A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title_short | A role for heritable transcriptomic variation in maize adaptation to temperate environments |
title_sort | role for heritable transcriptomic variation in maize adaptation to temperate environments |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10037803/ https://www.ncbi.nlm.nih.gov/pubmed/36964601 http://dx.doi.org/10.1186/s13059-023-02891-3 |
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