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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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.
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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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