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Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases

Chocolate is a highly valued and palatable confectionery product. Chocolate is primarily made from the processed seeds of the tree species Theobroma cacao. Cacao cultivation is highly relevant for small-holder farmers throughout the tropics, yet its productivity remains limited by low yields and wid...

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Autores principales: Romero Navarro, J. Alberto, Phillips-Mora, Wilbert, Arciniegas-Leal, Adriana, Mata-Quirós, Allan, Haiminen, Niina, Mustiga, Guiliana, Livingstone III, Donald, van Bakel, Harm, Kuhn, David N., Parida, Laxmi, Kasarskis, Andrew, Motamayor, Juan C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5694496/
https://www.ncbi.nlm.nih.gov/pubmed/29184558
http://dx.doi.org/10.3389/fpls.2017.01905
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author Romero Navarro, J. Alberto
Phillips-Mora, Wilbert
Arciniegas-Leal, Adriana
Mata-Quirós, Allan
Haiminen, Niina
Mustiga, Guiliana
Livingstone III, Donald
van Bakel, Harm
Kuhn, David N.
Parida, Laxmi
Kasarskis, Andrew
Motamayor, Juan C.
author_facet Romero Navarro, J. Alberto
Phillips-Mora, Wilbert
Arciniegas-Leal, Adriana
Mata-Quirós, Allan
Haiminen, Niina
Mustiga, Guiliana
Livingstone III, Donald
van Bakel, Harm
Kuhn, David N.
Parida, Laxmi
Kasarskis, Andrew
Motamayor, Juan C.
author_sort Romero Navarro, J. Alberto
collection PubMed
description Chocolate is a highly valued and palatable confectionery product. Chocolate is primarily made from the processed seeds of the tree species Theobroma cacao. Cacao cultivation is highly relevant for small-holder farmers throughout the tropics, yet its productivity remains limited by low yields and widespread pathogens. A panel of 148 improved cacao clones was assembled based on productivity and disease resistance, and phenotypic single-tree replicated clonal evaluation was performed for 8 years. Using high-density markers, the diversity of clones was expressed relative to 10 known ancestral cacao populations, and significant effects of ancestry were observed in productivity and disease resistance. Genome-wide association (GWA) was performed, and six markers were significantly associated with frosty pod disease resistance. In addition, genomic selection was performed, and consistent with the observed extensive linkage disequilibrium, high predictive ability was observed at low marker densities for all traits. Finally, quantitative trait locus mapping and differential expression analysis of two cultivars with contrasting disease phenotypes were performed to identify genes underlying frosty pod disease resistance, identifying a significant quantitative trait locus and 35 differentially expressed genes using two independent differential expression analyses. These results indicate that in breeding populations of heterozygous and recently admixed individuals, mapping approaches can be used for low complexity traits like pod color cacao, or in other species single gene disease resistance, however genomic selection for quantitative traits remains highly effective relative to mapping. Our results can help guide the breeding process for sustainable improved cacao productivity.
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spelling pubmed-56944962017-11-28 Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases Romero Navarro, J. Alberto Phillips-Mora, Wilbert Arciniegas-Leal, Adriana Mata-Quirós, Allan Haiminen, Niina Mustiga, Guiliana Livingstone III, Donald van Bakel, Harm Kuhn, David N. Parida, Laxmi Kasarskis, Andrew Motamayor, Juan C. Front Plant Sci Plant Science Chocolate is a highly valued and palatable confectionery product. Chocolate is primarily made from the processed seeds of the tree species Theobroma cacao. Cacao cultivation is highly relevant for small-holder farmers throughout the tropics, yet its productivity remains limited by low yields and widespread pathogens. A panel of 148 improved cacao clones was assembled based on productivity and disease resistance, and phenotypic single-tree replicated clonal evaluation was performed for 8 years. Using high-density markers, the diversity of clones was expressed relative to 10 known ancestral cacao populations, and significant effects of ancestry were observed in productivity and disease resistance. Genome-wide association (GWA) was performed, and six markers were significantly associated with frosty pod disease resistance. In addition, genomic selection was performed, and consistent with the observed extensive linkage disequilibrium, high predictive ability was observed at low marker densities for all traits. Finally, quantitative trait locus mapping and differential expression analysis of two cultivars with contrasting disease phenotypes were performed to identify genes underlying frosty pod disease resistance, identifying a significant quantitative trait locus and 35 differentially expressed genes using two independent differential expression analyses. These results indicate that in breeding populations of heterozygous and recently admixed individuals, mapping approaches can be used for low complexity traits like pod color cacao, or in other species single gene disease resistance, however genomic selection for quantitative traits remains highly effective relative to mapping. Our results can help guide the breeding process for sustainable improved cacao productivity. Frontiers Media S.A. 2017-11-14 /pmc/articles/PMC5694496/ /pubmed/29184558 http://dx.doi.org/10.3389/fpls.2017.01905 Text en Copyright © 2017 Romero Navarro, Phillips-Mora, Arciniegas-Leal, Mata-Quirós, Haiminen, Mustiga, Livingstone, van Bakel, Kuhn, Parida, Kasarskis and Motamayor. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Romero Navarro, J. Alberto
Phillips-Mora, Wilbert
Arciniegas-Leal, Adriana
Mata-Quirós, Allan
Haiminen, Niina
Mustiga, Guiliana
Livingstone III, Donald
van Bakel, Harm
Kuhn, David N.
Parida, Laxmi
Kasarskis, Andrew
Motamayor, Juan C.
Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title_full Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title_fullStr Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title_full_unstemmed Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title_short Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases
title_sort application of genome wide association and genomic prediction for improvement of cacao productivity and resistance to black and frosty pod diseases
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5694496/
https://www.ncbi.nlm.nih.gov/pubmed/29184558
http://dx.doi.org/10.3389/fpls.2017.01905
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