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Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)

KEY MESSAGE: Breeding target traits can be broadened to include nutritive value and plant breeder’s rights traits in perennial ryegrass by using in-field regression-based spectroscopy phenotyping and genomic selection. ABSTRACT: Perennial ryegrass breeding has focused on biomass yield, but expansion...

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Autores principales: Malmberg, M. M., Smith, C., Thakur, P., Drayton, M. C., Wilson, J., Shinozuka, M., Clayton, W., Inch, C., Spangenberg, G. C., Smith, K. F., Cogan, N. O. I., Pembleton, L. W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10006259/
https://www.ncbi.nlm.nih.gov/pubmed/36897387
http://dx.doi.org/10.1007/s00122-023-04263-8
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author Malmberg, M. M.
Smith, C.
Thakur, P.
Drayton, M. C.
Wilson, J.
Shinozuka, M.
Clayton, W.
Inch, C.
Spangenberg, G. C.
Smith, K. F.
Cogan, N. O. I.
Pembleton, L. W.
author_facet Malmberg, M. M.
Smith, C.
Thakur, P.
Drayton, M. C.
Wilson, J.
Shinozuka, M.
Clayton, W.
Inch, C.
Spangenberg, G. C.
Smith, K. F.
Cogan, N. O. I.
Pembleton, L. W.
author_sort Malmberg, M. M.
collection PubMed
description KEY MESSAGE: Breeding target traits can be broadened to include nutritive value and plant breeder’s rights traits in perennial ryegrass by using in-field regression-based spectroscopy phenotyping and genomic selection. ABSTRACT: Perennial ryegrass breeding has focused on biomass yield, but expansion into a broader set of traits is needed to benefit livestock industries whilst also providing support for intellectual property protection of cultivars. Numerous breeding objectives can be targeted simultaneously with the development of sensor-based phenomics and genomic selection (GS). Of particular interest are nutritive value (NV), which has been difficult and expensive to measure using traditional phenotyping methods, resulting in limited genetic improvement to date, and traits required to obtain varietal protection, known as plant breeder’s rights (PBR) traits. In order to assess phenotyping requirements for NV improvement and potential for genetic improvement, in-field reflectance-based spectroscopy was assessed and GS evaluated in a single population for three key NV traits, captured across four timepoints. Using three prediction approaches, the possibility of targeting PBR traits using GS was evaluated for five traits recorded across three years of a breeding program. Prediction accuracy was generally low to moderate for NV traits and moderate to high for PBR traits, with heritability highly correlated with GS accuracy. NV did not show significant or consistent correlation between timepoints highlighting the need to incorporate seasonal NV into selection indexes and the value of being able to regularly monitor NV across seasons. This study has demonstrated the ability to implement GS for both NV and PBR traits in perennial ryegrass, facilitating the expansion of ryegrass breeding targets to agronomically relevant traits while ensuring necessary varietal protection is achieved.
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spelling pubmed-100062592023-03-12 Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.) Malmberg, M. M. Smith, C. Thakur, P. Drayton, M. C. Wilson, J. Shinozuka, M. Clayton, W. Inch, C. Spangenberg, G. C. Smith, K. F. Cogan, N. O. I. Pembleton, L. W. Theor Appl Genet Original Article KEY MESSAGE: Breeding target traits can be broadened to include nutritive value and plant breeder’s rights traits in perennial ryegrass by using in-field regression-based spectroscopy phenotyping and genomic selection. ABSTRACT: Perennial ryegrass breeding has focused on biomass yield, but expansion into a broader set of traits is needed to benefit livestock industries whilst also providing support for intellectual property protection of cultivars. Numerous breeding objectives can be targeted simultaneously with the development of sensor-based phenomics and genomic selection (GS). Of particular interest are nutritive value (NV), which has been difficult and expensive to measure using traditional phenotyping methods, resulting in limited genetic improvement to date, and traits required to obtain varietal protection, known as plant breeder’s rights (PBR) traits. In order to assess phenotyping requirements for NV improvement and potential for genetic improvement, in-field reflectance-based spectroscopy was assessed and GS evaluated in a single population for three key NV traits, captured across four timepoints. Using three prediction approaches, the possibility of targeting PBR traits using GS was evaluated for five traits recorded across three years of a breeding program. Prediction accuracy was generally low to moderate for NV traits and moderate to high for PBR traits, with heritability highly correlated with GS accuracy. NV did not show significant or consistent correlation between timepoints highlighting the need to incorporate seasonal NV into selection indexes and the value of being able to regularly monitor NV across seasons. This study has demonstrated the ability to implement GS for both NV and PBR traits in perennial ryegrass, facilitating the expansion of ryegrass breeding targets to agronomically relevant traits while ensuring necessary varietal protection is achieved. Springer Berlin Heidelberg 2023-03-10 2023 /pmc/articles/PMC10006259/ /pubmed/36897387 http://dx.doi.org/10.1007/s00122-023-04263-8 Text en © Crown 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Malmberg, M. M.
Smith, C.
Thakur, P.
Drayton, M. C.
Wilson, J.
Shinozuka, M.
Clayton, W.
Inch, C.
Spangenberg, G. C.
Smith, K. F.
Cogan, N. O. I.
Pembleton, L. W.
Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title_full Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title_fullStr Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title_full_unstemmed Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title_short Developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (Lolium perenne L.)
title_sort developing an integrated genomic selection approach beyond biomass for varietal protection and nutritive traits in perennial ryegrass (lolium perenne l.)
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10006259/
https://www.ncbi.nlm.nih.gov/pubmed/36897387
http://dx.doi.org/10.1007/s00122-023-04263-8
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