Leveraging trait and QTL covariates to improve genomic prediction of resistance to Fusarium head blight in Central European winter wheat.

Autor: Morales L; Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, Umeå, Sweden.; Institute of Biotechnology in Plant Production, Department of Agrobiotechnology, University of Natural Resources and Life Sciences Vienna, Tulln an der Donau, Austria., Akdemir D; Center for International Blood and Marrow Transplant Research, National Marrow Donor Program/Be The Match, Minneapolis, MN, United States., Girard AL; Institute of Biotechnology in Plant Production, Department of Agrobiotechnology, University of Natural Resources and Life Sciences Vienna, Tulln an der Donau, Austria., Neumayer A; Saatzucht Donau GmbH & CoKG, Reichersberg, Austria., Reddy Nannuru VK; Department of Plant Sciences, Norwegian University of Life Sciences, Ås, Norway., Shahinnia F; Institute for Crop Science and Plant Breeding, Bavarian State Research Center for Agriculture, Freising, Germany.; Summerland Research & Development Centre, Agriculture and Agri-Food Canada/Government of Canada, Summerland, BC, Canada., Stadlmeier M; Saatzucht Donau GmbH & CoKG, Reichersberg, Austria., Hartl L; Institute for Crop Science and Plant Breeding, Bavarian State Research Center for Agriculture, Freising, Germany., Holzapfel J; Secobra Saatzucht GmbH, Moosburg an der Isar, Germany., Isidro-Sánchez J; Department of Biotechnology and Plant Biology - Centre for Biotechnology and Plant Genomics - Universidad Politécnica de Madrid, Madrid, Spain., Kempf H; Secobra Saatzucht GmbH, Moosburg an der Isar, Germany., Lillemo M; Department of Plant Sciences, Norwegian University of Life Sciences, Ås, Norway., Löschenberger F; Saatzucht Donau GmbH & CoKG, Probstdorf, Austria., Michel S; Institute of Biotechnology in Plant Production, Department of Agrobiotechnology, University of Natural Resources and Life Sciences Vienna, Tulln an der Donau, Austria., Buerstmayr H; Institute of Biotechnology in Plant Production, Department of Agrobiotechnology, University of Natural Resources and Life Sciences Vienna, Tulln an der Donau, Austria.
Jazyk: angličtina
Zdroj: Frontiers in plant science [Front Plant Sci] 2024 Oct 04; Vol. 15, pp. 1454473. Date of Electronic Publication: 2024 Oct 04 (Print Publication: 2024).
DOI: 10.3389/fpls.2024.1454473
Abstrakt: Fusarium head blight (FHB) is a devastating disease of wheat, causing yield losses, reduced grain quality, and mycotoxin contamination. Breeding can mitigate the severity of FHB epidemics, especially with genomics-assisted methods. The mechanisms underlying resistance to FHB in wheat have been extensively studied, including phenological traits and genome-wide markers associated with FHB severity. Here, we aimed to improve genomic prediction for FHB resistance across breeding programs by incorporating FHB-correlated traits and FHB-associated loci as model covariates. We combined phenotypic data on FHB severity, anthesis date, and plant height with genome-wide marker data from five Central European winter wheat breeding programs for genome-wide association studies (GWAS) and genomic prediction. Within all populations, FHB was correlated with anthesis date and/or plant height, and a marker linked to the semi-dwarfing locus Rht-D1 was detected with GWAS for FHB. Including the Rht-D1 marker, anthesis date, and/or plant height as covariates in genomic prediction modeling improved prediction accuracy not only within populations but also in cross-population scenarios.
Competing Interests: Authors JH and HK were employed by the company Secobra Saatzucht GmbH. Authors FL, AN, and MS were employed by the company Saatzucht Donau GmbH & CoKG. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
(Copyright © 2024 Morales, Akdemir, Girard, Neumayer, Reddy Nannuru, Shahinnia, Stadlmeier, Hartl, Holzapfel, Isidro-Sánchez, Kempf, Lillemo, Löschenberger, Michel and Buerstmayr.)
Databáze: MEDLINE