Genetic Variance of Metabolomic Features and Their Relationship With Malting Quality Traits in Spring Barley

被引:10
|
作者
Guo, Xiangyu [1 ]
Sarup, Pernille [2 ]
Jensen, Jens Due [2 ]
Orabi, Jihad [2 ]
Kristensen, Nanna Hellum [2 ,6 ]
Mulder, Frans A. A. [3 ,4 ]
Jahoor, Ahmed [2 ,5 ]
Jensen, Just [1 ]
机构
[1] Aarhus Univ, Ctr Quantitat Genet & Genom, Tjele, Denmark
[2] Nord Seed AS, Odder, Denmark
[3] Aarhus Univ, Dept Chem, Aarhus, Denmark
[4] Aarhus Univ, Interdisciplinary Nanosci Ctr iNANO, Aarhus, Denmark
[5] Swedish Univ Agr Sci, Dept Plant Breeding, Alnarp, Sweden
[6] Landbrug & Fodevarer FmbA, SEGES, Aarhus, Denmark
来源
关键词
barley; malting quality; metabolomic features; heritability; correlation; GENOMICS; COMPLEX; LINE;
D O I
10.3389/fpls.2020.575467
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
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.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Genetic Variation in Grain Yield and Quality Traits of Spring Malting Barley
    Hu, Yuncai
    Barmeier, Gero
    Schmidhalter, Urs
    AGRONOMY-BASEL, 2021, 11 (06):
  • [2] Metabolomic spectra for phenotypic prediction of malting quality in spring barley
    Xiangyu Guo
    Ahmed Jahoor
    Just Jensen
    Pernille Sarup
    Scientific Reports, 12
  • [3] Metabolomic spectra for phenotypic prediction of malting quality in spring barley
    Guo, Xiangyu
    Jahoor, Ahmed
    Jensen, Just
    Sarup, Pernille
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [4] Malting quality and preharvest sprouting traits are genetically correlated in spring malting barley
    Travis E. Rooney
    Daniel W. Sweeney
    Karl H. Kunze
    Mark E. Sorrells
    Jason G. Walling
    Theoretical and Applied Genetics, 2023, 136
  • [5] Malting quality and preharvest sprouting traits are genetically correlated in spring malting barley
    Rooney, Travis E.
    Sweeney, Daniel W.
    Kunze, Karl H.
    Sorrells, Mark E.
    Walling, Jason G.
    THEORETICAL AND APPLIED GENETICS, 2023, 136 (03)
  • [6] MALTING QUALITY OF SPRING BARLEY
    KOSAR, K
    PSOTA, V
    ROSTLINNA VYROBA, 1994, 40 (09): : 865 - 870
  • [8] Genetic effects of embryo and endosperm for four malting quality traits of barley
    Yan, XF
    Zhu, J
    Xu, SY
    Xu, YH
    EUPHYTICA, 1999, 106 (01) : 27 - 34
  • [9] Genetic effects of embryo and endosperm for four malting quality traits of barley
    Xinfu Yan
    Jun Zhu
    Shaoying Xu
    Yonghan Xu
    Euphytica, 1999, 106 : 27 - 34
  • [10] Association mapping of malting quality traits in UK spring and winter barley cultivar collections
    Looseley, Mark E.
    Ramsay, Luke
    Bull, Hazel
    Swanston, J. Stuart
    Shawl, Paul D.
    Macaulay, Malcolm
    Booth, Allan
    Russell, Joanne R.
    Waugh, Robbie
    Thomas, William T. B.
    THEORETICAL AND APPLIED GENETICS, 2020, 133 (09) : 2567 - 2582