Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat

Stem rust of wheat (Triticum aestivum L.) caused by Puccinia graminis f. sp. tritici Eriks. and E. Henn. is a globally important disease that can cause severe yield loss. Breeding for quantitative stem rust resistance (QSRR) is important for developing cultivars with durable resistance. Genomic selection (GS) could increase rates of genetic gain for quantitative traits, but few experiments comparing GS and phenotypic selection (PS) have been conducted. Our objectives were to (i) compare realized gain from GS based on markers only with that of PS for QSRR in spring wheat using equal selection intensities; (ii) determine if gains agree with theoretical expectations; and (iii) compare the impact of GS and PS on inbreeding, genetic variance, and correlated response for pseudo-black chaff (PBC), a correlated trait. Over 2 yr, two cycles of GS were performed in parallel with one cycle of PS, with each method replicated twice. For GS, markers were generated using genotyping-by-sequencing, the prediction model was initially trained using historical data, and the model was updated before the second GS cycle. Overall, GS and PS led to a 31  11 and 42  12% increase in QSRR and a 138  22 and 180  70% increase in PBC, respectively. Genetic gains were not significant but were in agreement with expectations. Per year, gains from GS and PS were equal, but GS led to significantly lower genetic variance. This shows that while GS and PS can lead to equal rates of short-term gains, GS can reduce genetic variance more rapidly. Further work to develop efficient GS implementation strategies in spring wheat is warranted.

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Main Authors: Rutkoski, J., Singh, R.P., Huerta-Espino, J., Bhavani, S., Poland, J.A., Jannink, J.L., Sorrells, M.E.
Format: Article biblioteca
Language:English
Published: Crop Science Society of America 2015
Subjects:AGRICULTURAL SCIENCES AND BIOTECHNOLOGY, WHEAT, RUSTS, PLANT BREEDING, DISEASE RESISTANCE, PUCCINIA, GENETIC MARKERS,
Online Access:http://hdl.handle.net/10883/16829
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spelling dig-cimmyt-10883-168292023-12-01T16:44:22Z Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat Rutkoski, J. Singh, R.P. Huerta-Espino, J. Bhavani, S. Poland, J.A. Jannink, J.L. Sorrells, M.E. AGRICULTURAL SCIENCES AND BIOTECHNOLOGY WHEAT RUSTS PLANT BREEDING DISEASE RESISTANCE PUCCINIA GENETIC MARKERS Stem rust of wheat (Triticum aestivum L.) caused by Puccinia graminis f. sp. tritici Eriks. and E. Henn. is a globally important disease that can cause severe yield loss. Breeding for quantitative stem rust resistance (QSRR) is important for developing cultivars with durable resistance. Genomic selection (GS) could increase rates of genetic gain for quantitative traits, but few experiments comparing GS and phenotypic selection (PS) have been conducted. Our objectives were to (i) compare realized gain from GS based on markers only with that of PS for QSRR in spring wheat using equal selection intensities; (ii) determine if gains agree with theoretical expectations; and (iii) compare the impact of GS and PS on inbreeding, genetic variance, and correlated response for pseudo-black chaff (PBC), a correlated trait. Over 2 yr, two cycles of GS were performed in parallel with one cycle of PS, with each method replicated twice. For GS, markers were generated using genotyping-by-sequencing, the prediction model was initially trained using historical data, and the model was updated before the second GS cycle. Overall, GS and PS led to a 31  11 and 42  12% increase in QSRR and a 138  22 and 180  70% increase in PBC, respectively. Genetic gains were not significant but were in agreement with expectations. Per year, gains from GS and PS were equal, but GS led to significantly lower genetic variance. This shows that while GS and PS can lead to equal rates of short-term gains, GS can reduce genetic variance more rapidly. Further work to develop efficient GS implementation strategies in spring wheat is warranted. 1-10 2016-06-07T18:30:40Z 2016-06-07T18:30:40Z 2015 Article http://hdl.handle.net/10883/16829 10.3835/plantgenome2014.10.0074 English https://acsess.onlinelibrary.wiley.com/doi/full/10.3835/plantgenome2014.10.0074#support-information-section CIMMYT manages Intellectual Assets as International Public Goods. The user is free to download, print, store and share this work. In case you want to translate or create any other derivative work and share or distribute such translation/derivative work, please contact CIMMYT-Knowledge-Center@cgiar.org indicating the work you want to use and the kind of use you intend; CIMMYT will contact you with the suitable license for that purpose. Open Access PDF USA Crop Science Society of America 2 8 The Plant Genome
institution CIMMYT
collection DSpace
country México
countrycode MX
component Bibliográfico
access En linea
databasecode dig-cimmyt
tag biblioteca
region America del Norte
libraryname CIMMYT Library
language English
topic AGRICULTURAL SCIENCES AND BIOTECHNOLOGY
WHEAT
RUSTS
PLANT BREEDING
DISEASE RESISTANCE
PUCCINIA
GENETIC MARKERS
AGRICULTURAL SCIENCES AND BIOTECHNOLOGY
WHEAT
RUSTS
PLANT BREEDING
DISEASE RESISTANCE
PUCCINIA
GENETIC MARKERS
spellingShingle AGRICULTURAL SCIENCES AND BIOTECHNOLOGY
WHEAT
RUSTS
PLANT BREEDING
DISEASE RESISTANCE
PUCCINIA
GENETIC MARKERS
AGRICULTURAL SCIENCES AND BIOTECHNOLOGY
WHEAT
RUSTS
PLANT BREEDING
DISEASE RESISTANCE
PUCCINIA
GENETIC MARKERS
Rutkoski, J.
Singh, R.P.
Huerta-Espino, J.
Bhavani, S.
Poland, J.A.
Jannink, J.L.
Sorrells, M.E.
Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
description Stem rust of wheat (Triticum aestivum L.) caused by Puccinia graminis f. sp. tritici Eriks. and E. Henn. is a globally important disease that can cause severe yield loss. Breeding for quantitative stem rust resistance (QSRR) is important for developing cultivars with durable resistance. Genomic selection (GS) could increase rates of genetic gain for quantitative traits, but few experiments comparing GS and phenotypic selection (PS) have been conducted. Our objectives were to (i) compare realized gain from GS based on markers only with that of PS for QSRR in spring wheat using equal selection intensities; (ii) determine if gains agree with theoretical expectations; and (iii) compare the impact of GS and PS on inbreeding, genetic variance, and correlated response for pseudo-black chaff (PBC), a correlated trait. Over 2 yr, two cycles of GS were performed in parallel with one cycle of PS, with each method replicated twice. For GS, markers were generated using genotyping-by-sequencing, the prediction model was initially trained using historical data, and the model was updated before the second GS cycle. Overall, GS and PS led to a 31  11 and 42  12% increase in QSRR and a 138  22 and 180  70% increase in PBC, respectively. Genetic gains were not significant but were in agreement with expectations. Per year, gains from GS and PS were equal, but GS led to significantly lower genetic variance. This shows that while GS and PS can lead to equal rates of short-term gains, GS can reduce genetic variance more rapidly. Further work to develop efficient GS implementation strategies in spring wheat is warranted.
format Article
topic_facet AGRICULTURAL SCIENCES AND BIOTECHNOLOGY
WHEAT
RUSTS
PLANT BREEDING
DISEASE RESISTANCE
PUCCINIA
GENETIC MARKERS
author Rutkoski, J.
Singh, R.P.
Huerta-Espino, J.
Bhavani, S.
Poland, J.A.
Jannink, J.L.
Sorrells, M.E.
author_facet Rutkoski, J.
Singh, R.P.
Huerta-Espino, J.
Bhavani, S.
Poland, J.A.
Jannink, J.L.
Sorrells, M.E.
author_sort Rutkoski, J.
title Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
title_short Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
title_full Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
title_fullStr Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
title_full_unstemmed Genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
title_sort genetic gain from phenotypic and genomic selection for quantitative resistance to stem rust of wheat
publisher Crop Science Society of America
publishDate 2015
url http://hdl.handle.net/10883/16829
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