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Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop

We used the animal model in S(0) (F(1)) recurrent selection in a self-pollinating crop including, for the first time, phenotypic and relationship records from self progeny, in addition to cross progeny, in the pedigree. We tested the model in Pisum sativum, the autogamous annual species used by Mend...

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Autores principales: Cowling, Wallace A., Stefanova, Katia T., Beeck, Cameron P., Nelson, Matthew N., Hargreaves, Bonnie L. W., Sass, Olaf, Gilmour, Arthur R., Siddique, Kadambot H. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Genetics Society of America 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4502376/
https://www.ncbi.nlm.nih.gov/pubmed/25943522
http://dx.doi.org/10.1534/g3.115.018838
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author Cowling, Wallace A.
Stefanova, Katia T.
Beeck, Cameron P.
Nelson, Matthew N.
Hargreaves, Bonnie L. W.
Sass, Olaf
Gilmour, Arthur R.
Siddique, Kadambot H. M.
author_facet Cowling, Wallace A.
Stefanova, Katia T.
Beeck, Cameron P.
Nelson, Matthew N.
Hargreaves, Bonnie L. W.
Sass, Olaf
Gilmour, Arthur R.
Siddique, Kadambot H. M.
author_sort Cowling, Wallace A.
collection PubMed
description We used the animal model in S(0) (F(1)) recurrent selection in a self-pollinating crop including, for the first time, phenotypic and relationship records from self progeny, in addition to cross progeny, in the pedigree. We tested the model in Pisum sativum, the autogamous annual species used by Mendel to demonstrate the particulate nature of inheritance. Resistance to ascochyta blight (Didymella pinodes complex) in segregating S(0) cross progeny was assessed by best linear unbiased prediction over two cycles of selection. Genotypic concurrence across cycles was provided by pure-line ancestors. From cycle 1, 102/959 S(0) plants were selected, and their S(1) self progeny were intercrossed and selfed to produce 430 S(0) and 575 S(2) individuals that were evaluated in cycle 2. The analysis was improved by including all genetic relationships (with crossing and selfing in the pedigree), additive and nonadditive genetic covariances between cycles, fixed effects (cycles and spatial linear trends), and other random effects. Narrow-sense heritability for ascochyta blight resistance was 0.305 and 0.352 in cycles 1 and 2, respectively, calculated from variance components in the full model. The fitted correlation of predicted breeding values across cycles was 0.82. Average accuracy of predicted breeding values was 0.851 for S(2) progeny of S(1) parent plants and 0.805 for S(0) progeny tested in cycle 2, and 0.878 for S(1) parent plants for which no records were available. The forecasted response to selection was 11.2% in the next cycle with 20% S(0) selection proportion. This is the first application of the animal model to cyclic selection in heterozygous populations of selfing plants. The method can be used in genomic selection, and for traits measured on S(0)-derived bulks such as grain yield.
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spelling pubmed-45023762015-07-17 Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop Cowling, Wallace A. Stefanova, Katia T. Beeck, Cameron P. Nelson, Matthew N. Hargreaves, Bonnie L. W. Sass, Olaf Gilmour, Arthur R. Siddique, Kadambot H. M. G3 (Bethesda) Genomic Selection We used the animal model in S(0) (F(1)) recurrent selection in a self-pollinating crop including, for the first time, phenotypic and relationship records from self progeny, in addition to cross progeny, in the pedigree. We tested the model in Pisum sativum, the autogamous annual species used by Mendel to demonstrate the particulate nature of inheritance. Resistance to ascochyta blight (Didymella pinodes complex) in segregating S(0) cross progeny was assessed by best linear unbiased prediction over two cycles of selection. Genotypic concurrence across cycles was provided by pure-line ancestors. From cycle 1, 102/959 S(0) plants were selected, and their S(1) self progeny were intercrossed and selfed to produce 430 S(0) and 575 S(2) individuals that were evaluated in cycle 2. The analysis was improved by including all genetic relationships (with crossing and selfing in the pedigree), additive and nonadditive genetic covariances between cycles, fixed effects (cycles and spatial linear trends), and other random effects. Narrow-sense heritability for ascochyta blight resistance was 0.305 and 0.352 in cycles 1 and 2, respectively, calculated from variance components in the full model. The fitted correlation of predicted breeding values across cycles was 0.82. Average accuracy of predicted breeding values was 0.851 for S(2) progeny of S(1) parent plants and 0.805 for S(0) progeny tested in cycle 2, and 0.878 for S(1) parent plants for which no records were available. The forecasted response to selection was 11.2% in the next cycle with 20% S(0) selection proportion. This is the first application of the animal model to cyclic selection in heterozygous populations of selfing plants. The method can be used in genomic selection, and for traits measured on S(0)-derived bulks such as grain yield. Genetics Society of America 2015-05-05 /pmc/articles/PMC4502376/ /pubmed/25943522 http://dx.doi.org/10.1534/g3.115.018838 Text en Copyright © 2015 Cowling et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Genomic Selection
Cowling, Wallace A.
Stefanova, Katia T.
Beeck, Cameron P.
Nelson, Matthew N.
Hargreaves, Bonnie L. W.
Sass, Olaf
Gilmour, Arthur R.
Siddique, Kadambot H. M.
Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title_full Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title_fullStr Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title_full_unstemmed Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title_short Using the Animal Model to Accelerate Response to Selection in a Self-Pollinating Crop
title_sort using the animal model to accelerate response to selection in a self-pollinating crop
topic Genomic Selection
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4502376/
https://www.ncbi.nlm.nih.gov/pubmed/25943522
http://dx.doi.org/10.1534/g3.115.018838
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