TY - JOUR
T1 - Barley grain protein is influenced by genotype, environment, and nitrogen management and is the major driver of malting quality
AU - Halstead, Margaret
AU - Morrissy, Campbell
AU - Fisk, Scott
AU - Fox, Glen
AU - Hayes, Patrick
AU - Carrijo, Daniela
N1 - Funding Information:
We would like to thank our collaborators, Ryan Graebner (Columbia Basin Research and Extension Center), Darrin Culp and Rob Wilson (Intermountain Research and Extension Center), Dari Biswanath (Klamath Basin Research and Extension Center), Tanya Filichkin and Laura Helgerson (Dep. of Crop and Soil Science, Oregon State University) for doubled haploid production, and Harmonie Bettenhausen (Hartwick Center for Craft Food and Beverage) for malt quality analysis. This research at Oregon State University was supported by the Brewers Association, with partial support from the American Malting Barley Association.
Funding Information:
We would like to thank our collaborators, Ryan Graebner (Columbia Basin Research and Extension Center), Darrin Culp and Rob Wilson (Intermountain Research and Extension Center), Dari Biswanath (Klamath Basin Research and Extension Center), Tanya Filichkin and Laura Helgerson (Dep. of Crop and Soil Science, Oregon State University) for doubled haploid production, and Harmonie Bettenhausen (Hartwick Center for Craft Food and Beverage) for malt quality analysis. This research at Oregon State University was supported by the Brewers Association, with partial support from the American Malting Barley Association.
Publisher Copyright:
© 2022 The Authors. Crop Science © 2022 Crop Science Society of America.
PY - 2023/1/1
Y1 - 2023/1/1
N2 - Malted barley (Hordeum vulgare) is a crucial component of beer, and it has been established that barley genotype has an effect on malting quality and beer flavor. This study extends this exploration by evaluating the effects of genotype, environment, and management on malting quality. Five fall-planted malting barley lines were grown in three locations, each representing a distinct growing environment in the Pacific Northwest (United States), and under nitrogen (N) treatments: control (N1) and N application at heading in addition to the control (N2). Genotype × location interactions were observed for all agronomic (yield, test weight) and grain quality metrics (grain protein, plumpness), and N treatment × genotype interactions were observed for grain protein and plumpness. Overall, N2 increased grain protein, without exceeding specifications, by almost 1% point. Based on random forest analysis, the major driver of all-malt index score was grain protein, followed by peak gelatinization temperature, germination energy, and water sensitivity. Still, over 70% of variation in all-malt index score was unexplained, which is likely due to genotype and location differences, as indicated by principal component analysis. This research confirms the agronomic potential of fall-planted malting barley in the Pacific Northwest and, although micromalted samples did not meet industry specifications, trends were identified that indicate the potential for these varieties at these locations. This research also demonstrates the potential of N management to fine-tune malting quality through grain protein, and that malting quality is influenced by genotype and environment, though many of the specific drivers remain unknown.
AB - Malted barley (Hordeum vulgare) is a crucial component of beer, and it has been established that barley genotype has an effect on malting quality and beer flavor. This study extends this exploration by evaluating the effects of genotype, environment, and management on malting quality. Five fall-planted malting barley lines were grown in three locations, each representing a distinct growing environment in the Pacific Northwest (United States), and under nitrogen (N) treatments: control (N1) and N application at heading in addition to the control (N2). Genotype × location interactions were observed for all agronomic (yield, test weight) and grain quality metrics (grain protein, plumpness), and N treatment × genotype interactions were observed for grain protein and plumpness. Overall, N2 increased grain protein, without exceeding specifications, by almost 1% point. Based on random forest analysis, the major driver of all-malt index score was grain protein, followed by peak gelatinization temperature, germination energy, and water sensitivity. Still, over 70% of variation in all-malt index score was unexplained, which is likely due to genotype and location differences, as indicated by principal component analysis. This research confirms the agronomic potential of fall-planted malting barley in the Pacific Northwest and, although micromalted samples did not meet industry specifications, trends were identified that indicate the potential for these varieties at these locations. This research also demonstrates the potential of N management to fine-tune malting quality through grain protein, and that malting quality is influenced by genotype and environment, though many of the specific drivers remain unknown.
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U2 - 10.1002/csc2.20842
DO - 10.1002/csc2.20842
M3 - Article
AN - SCOPUS:85137670908
SN - 0011-183X
VL - 63
SP - 115
EP - 127
JO - Crop Science
JF - Crop Science
IS - 1
ER -