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Cassava Breeding I: The Value of Breeding Value

Breeding cassava relies on several selection stages (single row trial-SRT; preliminary; advanced; and uniform yield trials—UYT). This study uses data from 14 years of evaluations. From more than 20,000 genotypes initially evaluated only 114 reached the last stage. The objective was to assess how the...

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Autores principales: Ceballos, Hernán, Pérez, Juan C., Joaqui Barandica, Orlando, Lenis, Jorge I., Morante, Nelson, Calle, Fernando, Pino, Lizbeth, Hershey, Clair H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5003041/
https://www.ncbi.nlm.nih.gov/pubmed/27621734
http://dx.doi.org/10.3389/fpls.2016.01227
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author Ceballos, Hernán
Pérez, Juan C.
Joaqui Barandica, Orlando
Lenis, Jorge I.
Morante, Nelson
Calle, Fernando
Pino, Lizbeth
Hershey, Clair H.
author_facet Ceballos, Hernán
Pérez, Juan C.
Joaqui Barandica, Orlando
Lenis, Jorge I.
Morante, Nelson
Calle, Fernando
Pino, Lizbeth
Hershey, Clair H.
author_sort Ceballos, Hernán
collection PubMed
description Breeding cassava relies on several selection stages (single row trial-SRT; preliminary; advanced; and uniform yield trials—UYT). This study uses data from 14 years of evaluations. From more than 20,000 genotypes initially evaluated only 114 reached the last stage. The objective was to assess how the data at SRT could be used to predict the probabilities of genotypes reaching the UYT. Phenotypic data from each genotype at SRT was integrated into the selection index (SIN) used by the cassava breeding program. Average SIN from all the progenies derived from each progenitor was then obtained. Average SIN is an approximation of the breeding value of each progenitor. Data clearly suggested that some genotypes were better progenitors than others (e.g., high number of their progenies reaching the UYT), suggesting important variation in breeding values of progenitors. However, regression of average SIN of each parental genotype on the number of their respective progenies reaching UYT resulted in a negligible coefficient of determination (r(2) = 0.05). Breeding value (e.g., average SIN) at SRT was not efficient predicting which genotypes were more likely to reach the UYT stage. Number of families and progenies derived from a given progenitor were more efficient predicting the probabilities of the progeny from a given parent reaching the UYT stage. Large within-family genetic variation tends to mask the true breeding value of each progenitor. The use of partially inbred progenitors (e.g., S(1) or S(2) genotypes) would reduce the within-family genetic variation thus making the assessment of breeding value more accurate. Moreover, partial inbreeding of progenitors can improve the breeding value of the original (S(0)) parental material and sharply accelerate genetic gains. For instance, homozygous S(1) genotypes for the dominant resistance to cassava mosaic disease (CMD) could be generated and selected. All gametes from these selected S(1) genotypes would carry the desirable allele and 100% of their progenies would be resistant. Only half the gametes produced by the heterozygous S(0) progenitor would carry the allele of interest. For other characteristics, progenies from the S(1) genotypes should be, at worst, similar to those generated by the S(0) progenitors.
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spelling pubmed-50030412016-09-12 Cassava Breeding I: The Value of Breeding Value Ceballos, Hernán Pérez, Juan C. Joaqui Barandica, Orlando Lenis, Jorge I. Morante, Nelson Calle, Fernando Pino, Lizbeth Hershey, Clair H. Front Plant Sci Plant Science Breeding cassava relies on several selection stages (single row trial-SRT; preliminary; advanced; and uniform yield trials—UYT). This study uses data from 14 years of evaluations. From more than 20,000 genotypes initially evaluated only 114 reached the last stage. The objective was to assess how the data at SRT could be used to predict the probabilities of genotypes reaching the UYT. Phenotypic data from each genotype at SRT was integrated into the selection index (SIN) used by the cassava breeding program. Average SIN from all the progenies derived from each progenitor was then obtained. Average SIN is an approximation of the breeding value of each progenitor. Data clearly suggested that some genotypes were better progenitors than others (e.g., high number of their progenies reaching the UYT), suggesting important variation in breeding values of progenitors. However, regression of average SIN of each parental genotype on the number of their respective progenies reaching UYT resulted in a negligible coefficient of determination (r(2) = 0.05). Breeding value (e.g., average SIN) at SRT was not efficient predicting which genotypes were more likely to reach the UYT stage. Number of families and progenies derived from a given progenitor were more efficient predicting the probabilities of the progeny from a given parent reaching the UYT stage. Large within-family genetic variation tends to mask the true breeding value of each progenitor. The use of partially inbred progenitors (e.g., S(1) or S(2) genotypes) would reduce the within-family genetic variation thus making the assessment of breeding value more accurate. Moreover, partial inbreeding of progenitors can improve the breeding value of the original (S(0)) parental material and sharply accelerate genetic gains. For instance, homozygous S(1) genotypes for the dominant resistance to cassava mosaic disease (CMD) could be generated and selected. All gametes from these selected S(1) genotypes would carry the desirable allele and 100% of their progenies would be resistant. Only half the gametes produced by the heterozygous S(0) progenitor would carry the allele of interest. For other characteristics, progenies from the S(1) genotypes should be, at worst, similar to those generated by the S(0) progenitors. Frontiers Media S.A. 2016-08-29 /pmc/articles/PMC5003041/ /pubmed/27621734 http://dx.doi.org/10.3389/fpls.2016.01227 Text en Copyright © 2016 Ceballos, Pérez, Joaqui Barandica, Lenis, Morante, Calle, Pino and Hershey. 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
Ceballos, Hernán
Pérez, Juan C.
Joaqui Barandica, Orlando
Lenis, Jorge I.
Morante, Nelson
Calle, Fernando
Pino, Lizbeth
Hershey, Clair H.
Cassava Breeding I: The Value of Breeding Value
title Cassava Breeding I: The Value of Breeding Value
title_full Cassava Breeding I: The Value of Breeding Value
title_fullStr Cassava Breeding I: The Value of Breeding Value
title_full_unstemmed Cassava Breeding I: The Value of Breeding Value
title_short Cassava Breeding I: The Value of Breeding Value
title_sort cassava breeding i: the value of breeding value
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5003041/
https://www.ncbi.nlm.nih.gov/pubmed/27621734
http://dx.doi.org/10.3389/fpls.2016.01227
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