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Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain
Tocochromanols (tocopherols and tocotrienols, collectively vitamin E) are lipid-soluble antioxidants important for both plant fitness and human health. The main dietary sources of vitamin E are seed oils that often accumulate high levels of tocopherol isoforms with lower vitamin E activity. The toco...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9339294/ https://www.ncbi.nlm.nih.gov/pubmed/35666198 http://dx.doi.org/10.1093/genetics/iyac091 |
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author | Wu, Di Li, Xiaowei Tanaka, Ryokei Wood, Joshua C Tibbs-Cortes, Laura E Magallanes-Lundback, Maria Bornowski, Nolan Hamilton, John P Vaillancourt, Brieanne Diepenbrock, Christine H Li, Xianran Deason, Nicholas T Schoenbaum, Gregory R Yu, Jianming Buell, C Robin DellaPenna, Dean Gore, Michael A |
author_facet | Wu, Di Li, Xiaowei Tanaka, Ryokei Wood, Joshua C Tibbs-Cortes, Laura E Magallanes-Lundback, Maria Bornowski, Nolan Hamilton, John P Vaillancourt, Brieanne Diepenbrock, Christine H Li, Xianran Deason, Nicholas T Schoenbaum, Gregory R Yu, Jianming Buell, C Robin DellaPenna, Dean Gore, Michael A |
author_sort | Wu, Di |
collection | PubMed |
description | Tocochromanols (tocopherols and tocotrienols, collectively vitamin E) are lipid-soluble antioxidants important for both plant fitness and human health. The main dietary sources of vitamin E are seed oils that often accumulate high levels of tocopherol isoforms with lower vitamin E activity. The tocochromanol biosynthetic pathway is conserved across plant species but an integrated view of the genes and mechanisms underlying natural variation of tocochromanol levels in seed of most cereal crops remains limited. To address this issue, we utilized the high mapping resolution of the maize Ames panel of ∼1,500 inbred lines scored with 12.2 million single-nucleotide polymorphisms to generate metabolomic (mature grain tocochromanols) and transcriptomic (developing grain) data sets for genetic mapping. By combining results from genome- and transcriptome-wide association studies, we identified a total of 13 candidate causal gene loci, including 5 that had not been previously associated with maize grain tocochromanols: 4 biosynthetic genes (arodeH2 paralog, dxs1, vte5, and vte7) and a plastid S-adenosyl methionine transporter (samt1). Expression quantitative trait locus (eQTL) mapping of these 13 gene loci revealed that they are predominantly regulated by cis-eQTL. Through a joint statistical analysis, we implicated cis-acting variants as responsible for colocalized eQTL and GWAS association signals. Our multiomics approach provided increased statistical power and mapping resolution to enable a detailed characterization of the genetic and regulatory architecture underlying tocochromanol accumulation in maize grain and provided insights for ongoing biofortification efforts to breed and/or engineer vitamin E and antioxidant levels in maize and other cereals. |
format | Online Article Text |
id | pubmed-9339294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-93392942022-08-01 Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain Wu, Di Li, Xiaowei Tanaka, Ryokei Wood, Joshua C Tibbs-Cortes, Laura E Magallanes-Lundback, Maria Bornowski, Nolan Hamilton, John P Vaillancourt, Brieanne Diepenbrock, Christine H Li, Xianran Deason, Nicholas T Schoenbaum, Gregory R Yu, Jianming Buell, C Robin DellaPenna, Dean Gore, Michael A Genetics Investigation Tocochromanols (tocopherols and tocotrienols, collectively vitamin E) are lipid-soluble antioxidants important for both plant fitness and human health. The main dietary sources of vitamin E are seed oils that often accumulate high levels of tocopherol isoforms with lower vitamin E activity. The tocochromanol biosynthetic pathway is conserved across plant species but an integrated view of the genes and mechanisms underlying natural variation of tocochromanol levels in seed of most cereal crops remains limited. To address this issue, we utilized the high mapping resolution of the maize Ames panel of ∼1,500 inbred lines scored with 12.2 million single-nucleotide polymorphisms to generate metabolomic (mature grain tocochromanols) and transcriptomic (developing grain) data sets for genetic mapping. By combining results from genome- and transcriptome-wide association studies, we identified a total of 13 candidate causal gene loci, including 5 that had not been previously associated with maize grain tocochromanols: 4 biosynthetic genes (arodeH2 paralog, dxs1, vte5, and vte7) and a plastid S-adenosyl methionine transporter (samt1). Expression quantitative trait locus (eQTL) mapping of these 13 gene loci revealed that they are predominantly regulated by cis-eQTL. Through a joint statistical analysis, we implicated cis-acting variants as responsible for colocalized eQTL and GWAS association signals. Our multiomics approach provided increased statistical power and mapping resolution to enable a detailed characterization of the genetic and regulatory architecture underlying tocochromanol accumulation in maize grain and provided insights for ongoing biofortification efforts to breed and/or engineer vitamin E and antioxidant levels in maize and other cereals. Oxford University Press 2022-06-06 /pmc/articles/PMC9339294/ /pubmed/35666198 http://dx.doi.org/10.1093/genetics/iyac091 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of Genetics Society of America. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (https://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Investigation Wu, Di Li, Xiaowei Tanaka, Ryokei Wood, Joshua C Tibbs-Cortes, Laura E Magallanes-Lundback, Maria Bornowski, Nolan Hamilton, John P Vaillancourt, Brieanne Diepenbrock, Christine H Li, Xianran Deason, Nicholas T Schoenbaum, Gregory R Yu, Jianming Buell, C Robin DellaPenna, Dean Gore, Michael A Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title | Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title_full | Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title_fullStr | Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title_full_unstemmed | Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title_short | Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain |
title_sort | combining gwas and twas to identify candidate causal genes for tocochromanol levels in maize grain |
topic | Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9339294/ https://www.ncbi.nlm.nih.gov/pubmed/35666198 http://dx.doi.org/10.1093/genetics/iyac091 |
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