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Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley
Barley is the most common source for malt to be used in brewing beer and other alcoholic beverages. This involves converting the starch of barley into fermentable sugars a process that involves malting, that is germinating of the grains, and mashing, which is an enzymatic process. Numerous metabolic...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7604292/ https://www.ncbi.nlm.nih.gov/pubmed/33193515 http://dx.doi.org/10.3389/fpls.2020.575467 |
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author | Guo, Xiangyu Sarup, Pernille Jensen, Jens Due Orabi, Jihad Kristensen, Nanna Hellum Mulder, Frans A. A. Jahoor, Ahmed Jensen, Just |
author_facet | Guo, Xiangyu Sarup, Pernille Jensen, Jens Due Orabi, Jihad Kristensen, Nanna Hellum Mulder, Frans A. A. Jahoor, Ahmed Jensen, Just |
author_sort | Guo, Xiangyu |
collection | PubMed |
description | Barley is the most common source for malt to be used in brewing beer and other alcoholic beverages. This involves converting the starch of barley into fermentable sugars a process that involves malting, that is germinating of the grains, and mashing, which is an enzymatic process. Numerous metabolic processes are involved in germination, where distinct and time-dependent alterations at the metabolite levels happen. In this study, 2,628 plots of 565 spring malting barley lines from Nordic Seed A/S were investigated. Phenotypic records were available for six malting quality (MQ) traits: filtering speed (FS), wort clearness (WCL), extract yield (EY), wort color (WCO), beta glucan (BG), and wort viscosity (WV). Each line had a set of dense genomic markers. In addition, 24,018 metabolomic features (MFs) were obtained for each sample from nuclear magnetic resonance (NMR) spectra for wort samples produced from each experimental plot. The genetic variation in the MFs was investigated using a univariate model, and the relationship between MFs and the MQ traits was studied using a bivariate model. Results showed that a total of 8,604 MFs had heritability estimates significantly larger than 0 and for all MQ traits, there were genetic correlations with up to 86.77% and phenotypic correlations with up to 90.07% of the significant heritable MFs. In conclusion, around one third of all MFs were significantly heritable, among which a considerable proportion had significant additive genetic and/or phenotypic correlations with the MQ traits (WCO, WV, and BG) in spring barley. The results from this study indicate that many of the MFs are heritable and MFs have great potential to be used in breeding barley for high MQ. |
format | Online Article Text |
id | pubmed-7604292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76042922020-11-13 Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley Guo, Xiangyu Sarup, Pernille Jensen, Jens Due Orabi, Jihad Kristensen, Nanna Hellum Mulder, Frans A. A. Jahoor, Ahmed Jensen, Just Front Plant Sci Plant Science Barley is the most common source for malt to be used in brewing beer and other alcoholic beverages. This involves converting the starch of barley into fermentable sugars a process that involves malting, that is germinating of the grains, and mashing, which is an enzymatic process. Numerous metabolic processes are involved in germination, where distinct and time-dependent alterations at the metabolite levels happen. In this study, 2,628 plots of 565 spring malting barley lines from Nordic Seed A/S were investigated. Phenotypic records were available for six malting quality (MQ) traits: filtering speed (FS), wort clearness (WCL), extract yield (EY), wort color (WCO), beta glucan (BG), and wort viscosity (WV). Each line had a set of dense genomic markers. In addition, 24,018 metabolomic features (MFs) were obtained for each sample from nuclear magnetic resonance (NMR) spectra for wort samples produced from each experimental plot. The genetic variation in the MFs was investigated using a univariate model, and the relationship between MFs and the MQ traits was studied using a bivariate model. Results showed that a total of 8,604 MFs had heritability estimates significantly larger than 0 and for all MQ traits, there were genetic correlations with up to 86.77% and phenotypic correlations with up to 90.07% of the significant heritable MFs. In conclusion, around one third of all MFs were significantly heritable, among which a considerable proportion had significant additive genetic and/or phenotypic correlations with the MQ traits (WCO, WV, and BG) in spring barley. The results from this study indicate that many of the MFs are heritable and MFs have great potential to be used in breeding barley for high MQ. Frontiers Media S.A. 2020-10-19 /pmc/articles/PMC7604292/ /pubmed/33193515 http://dx.doi.org/10.3389/fpls.2020.575467 Text en Copyright © 2020 Guo, Sarup, Jensen, Orabi, Kristensen, Mulder, Jahoor and Jensen. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Guo, Xiangyu Sarup, Pernille Jensen, Jens Due Orabi, Jihad Kristensen, Nanna Hellum Mulder, Frans A. A. Jahoor, Ahmed Jensen, Just Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title | Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title_full | Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title_fullStr | Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title_full_unstemmed | Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title_short | Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley |
title_sort | genetic variance of metabolomic features and their relationship with malting quality traits in spring barley |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7604292/ https://www.ncbi.nlm.nih.gov/pubmed/33193515 http://dx.doi.org/10.3389/fpls.2020.575467 |
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