Cargando…
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...
Autores principales: | , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783280144254763008 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5694496 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT romeronavarrojalberto applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT phillipsmorawilbert applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT arciniegaslealadriana applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT mataquirosallan applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT haiminenniina applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT mustigaguiliana applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT livingstoneiiidonald applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT vanbakelharm applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT kuhndavidn applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT paridalaxmi applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT kasarskisandrew applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases AT motamayorjuanc applicationofgenomewideassociationandgenomicpredictionforimprovementofcacaoproductivityandresistancetoblackandfrostypoddiseases |