Cargando…
Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil
Breeding programs of cacao (Theobroma cacao L.) trees share the many challenges of breeding long-living perennial crops, and genetic progress is further constrained by both the limited understanding of the inheritance of complex traits and the prevalence of technical issues, such as mislabeled indiv...
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/PMC5717384/ https://www.ncbi.nlm.nih.gov/pubmed/29250097 http://dx.doi.org/10.3389/fpls.2017.02059 |
_version_ | 1783284130969026560 |
---|---|
author | DuVal, Ashley Gezan, Salvador A. Mustiga, Guiliana Stack, Conrad Marelli, Jean-Philippe Chaparro, José Livingstone, Donald Royaert, Stefan Motamayor, Juan C. |
author_facet | DuVal, Ashley Gezan, Salvador A. Mustiga, Guiliana Stack, Conrad Marelli, Jean-Philippe Chaparro, José Livingstone, Donald Royaert, Stefan Motamayor, Juan C. |
author_sort | DuVal, Ashley |
collection | PubMed |
description | Breeding programs of cacao (Theobroma cacao L.) trees share the many challenges of breeding long-living perennial crops, and genetic progress is further constrained by both the limited understanding of the inheritance of complex traits and the prevalence of technical issues, such as mislabeled individuals (off-types). To better understand the genetic architecture of cacao, in this study, 13 years of phenotypic data collected from four progeny trials in Bahia, Brazil were analyzed jointly in a multisite analysis. Three separate analyses (multisite, single site with and without off-types) were performed to estimate genetic parameters from statistical models fitted on nine important agronomic traits (yield, seed index, pod index, % healthy pods, % pods infected with witches broom, % of pods other loss, vegetative brooms, diameter, and tree height). Genetic parameters were estimated along with variance components and heritabilities from the multisite analysis, and a trial was fingerprinted with low-density SNP markers to determine the impact of off-types on estimations. Heritabilities ranged from 0.37 to 0.64 for yield and its components and from 0.03 to 0.16 for disease resistance traits. A weighted index was used to make selections for clonal evaluation, and breeding values estimated for the parental selection and estimation of genetic gain. The impact of off-types to breeding progress in cacao was assessed for the first time. Even when present at <5% of the total population, off-types altered selections by 48%, and impacted heritability estimations for all nine of the traits analyzed, including a 41% difference in estimated heritability for yield. These results show that in a mixed model analysis, even a low level of pedigree error can significantly alter estimations of genetic parameters and selections in a breeding program. |
format | Online Article Text |
id | pubmed-5717384 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-57173842017-12-15 Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil DuVal, Ashley Gezan, Salvador A. Mustiga, Guiliana Stack, Conrad Marelli, Jean-Philippe Chaparro, José Livingstone, Donald Royaert, Stefan Motamayor, Juan C. Front Plant Sci Plant Science Breeding programs of cacao (Theobroma cacao L.) trees share the many challenges of breeding long-living perennial crops, and genetic progress is further constrained by both the limited understanding of the inheritance of complex traits and the prevalence of technical issues, such as mislabeled individuals (off-types). To better understand the genetic architecture of cacao, in this study, 13 years of phenotypic data collected from four progeny trials in Bahia, Brazil were analyzed jointly in a multisite analysis. Three separate analyses (multisite, single site with and without off-types) were performed to estimate genetic parameters from statistical models fitted on nine important agronomic traits (yield, seed index, pod index, % healthy pods, % pods infected with witches broom, % of pods other loss, vegetative brooms, diameter, and tree height). Genetic parameters were estimated along with variance components and heritabilities from the multisite analysis, and a trial was fingerprinted with low-density SNP markers to determine the impact of off-types on estimations. Heritabilities ranged from 0.37 to 0.64 for yield and its components and from 0.03 to 0.16 for disease resistance traits. A weighted index was used to make selections for clonal evaluation, and breeding values estimated for the parental selection and estimation of genetic gain. The impact of off-types to breeding progress in cacao was assessed for the first time. Even when present at <5% of the total population, off-types altered selections by 48%, and impacted heritability estimations for all nine of the traits analyzed, including a 41% difference in estimated heritability for yield. These results show that in a mixed model analysis, even a low level of pedigree error can significantly alter estimations of genetic parameters and selections in a breeding program. Frontiers Media S.A. 2017-12-01 /pmc/articles/PMC5717384/ /pubmed/29250097 http://dx.doi.org/10.3389/fpls.2017.02059 Text en Copyright © 2017 DuVal, Gezan, Mustiga, Stack, Marelli, Chaparro, Livingstone, Royaert 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 DuVal, Ashley Gezan, Salvador A. Mustiga, Guiliana Stack, Conrad Marelli, Jean-Philippe Chaparro, José Livingstone, Donald Royaert, Stefan Motamayor, Juan C. Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title | Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title_full | Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title_fullStr | Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title_full_unstemmed | Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title_short | Genetic Parameters and the Impact of Off-Types for Theobroma cacao L. in a Breeding Program in Brazil |
title_sort | genetic parameters and the impact of off-types for theobroma cacao l. in a breeding program in brazil |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5717384/ https://www.ncbi.nlm.nih.gov/pubmed/29250097 http://dx.doi.org/10.3389/fpls.2017.02059 |
work_keys_str_mv | AT duvalashley geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT gezansalvadora geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT mustigaguiliana geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT stackconrad geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT marellijeanphilippe geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT chaparrojose geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT livingstonedonald geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT royaertstefan geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil AT motamayorjuanc geneticparametersandtheimpactofofftypesfortheobromacacaolinabreedingprograminbrazil |