Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress

The success of an aquaculture breeding program critically depends on the way in which the base population of breeders is constructed since all the genetic variability for the traits included originally in the breeding goal as well as those to be included in the future is contained in those initial f...

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Main Authors: Jesús eFernández, Miguel Ángel Toro, Anna K Sonesson, Beatriz eVillanueva
Format: Article
Language:English
Published: Frontiers Media S.A. 2014-11-01
Series:Frontiers in Genetics
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fgene.2014.00414/full
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spelling doaj-077ef7789c7b46a6aefe6a6cff06928a2020-11-25T00:52:33ZengFrontiers Media S.A.Frontiers in Genetics1664-80212014-11-01510.3389/fgene.2014.00414111080Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progressJesús eFernández0Miguel Ángel Toro1Anna K Sonesson2Beatriz eVillanueva3Instituto Nacional de Investigación y Tecnología Agraria y AlimentariaUniversidad Politécnica de MadridNofima ASInstituto Nacional de Investigación y Tecnología Agraria y AlimentariaThe success of an aquaculture breeding program critically depends on the way in which the base population of breeders is constructed since all the genetic variability for the traits included originally in the breeding goal as well as those to be included in the future is contained in those initial founders. Traditionally base populations were created from a number of wild strains by sampling equal numbers from each strain. However, for some aquaculture species improved strains are already available and therefore, mean phenotypic values for economically important traits can be used as a criterion to optimize the sampling when creating base populations. Also, the increasing availability of genome-wide genotype information in aquaculture species could help to refine the estimation of relationships within and between candidate strains and, thus, to optimize the percentage of individuals to be sampled from each strain. This study explores the advantages of using phenotypic and genome-wide information when constructing base populations for aquaculture breeding programs in terms of initial and subsequent trait performance and genetic diversity level. Results show that a compromise solution between diversity and performance can be found when creating base populations. Up to 6% higher levels of phenotypic performance can be achieved at the same level of global diversity in the base population by optimizing the selection of breeders instead of sampling equal numbers from each strain. The higher performance observed in the base population persisted during ten generations of phenotypic selection applied in the subsequent breeding program.http://journal.frontiersin.org/Journal/10.3389/fgene.2014.00414/fullFish GenomicsBase populationsaquaculture breeding programsSNP markersoptimal contributions
collection DOAJ
language English
format Article
sources DOAJ
author Jesús eFernández
Miguel Ángel Toro
Anna K Sonesson
Beatriz eVillanueva
spellingShingle Jesús eFernández
Miguel Ángel Toro
Anna K Sonesson
Beatriz eVillanueva
Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
Frontiers in Genetics
Fish Genomics
Base populations
aquaculture breeding programs
SNP markers
optimal contributions
author_facet Jesús eFernández
Miguel Ángel Toro
Anna K Sonesson
Beatriz eVillanueva
author_sort Jesús eFernández
title Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
title_short Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
title_full Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
title_fullStr Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
title_full_unstemmed Optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
title_sort optimizing the creation of base populations for aquaculture breeding programs using phenotypic and genomic data and its consequences on genetic progress
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2014-11-01
description The success of an aquaculture breeding program critically depends on the way in which the base population of breeders is constructed since all the genetic variability for the traits included originally in the breeding goal as well as those to be included in the future is contained in those initial founders. Traditionally base populations were created from a number of wild strains by sampling equal numbers from each strain. However, for some aquaculture species improved strains are already available and therefore, mean phenotypic values for economically important traits can be used as a criterion to optimize the sampling when creating base populations. Also, the increasing availability of genome-wide genotype information in aquaculture species could help to refine the estimation of relationships within and between candidate strains and, thus, to optimize the percentage of individuals to be sampled from each strain. This study explores the advantages of using phenotypic and genome-wide information when constructing base populations for aquaculture breeding programs in terms of initial and subsequent trait performance and genetic diversity level. Results show that a compromise solution between diversity and performance can be found when creating base populations. Up to 6% higher levels of phenotypic performance can be achieved at the same level of global diversity in the base population by optimizing the selection of breeders instead of sampling equal numbers from each strain. The higher performance observed in the base population persisted during ten generations of phenotypic selection applied in the subsequent breeding program.
topic Fish Genomics
Base populations
aquaculture breeding programs
SNP markers
optimal contributions
url http://journal.frontiersin.org/Journal/10.3389/fgene.2014.00414/full
work_keys_str_mv AT jesusefernandez optimizingthecreationofbasepopulationsforaquaculturebreedingprogramsusingphenotypicandgenomicdataanditsconsequencesongeneticprogress
AT miguelangeltoro optimizingthecreationofbasepopulationsforaquaculturebreedingprogramsusingphenotypicandgenomicdataanditsconsequencesongeneticprogress
AT annaksonesson optimizingthecreationofbasepopulationsforaquaculturebreedingprogramsusingphenotypicandgenomicdataanditsconsequencesongeneticprogress
AT beatrizevillanueva optimizingthecreationofbasepopulationsforaquaculturebreedingprogramsusingphenotypicandgenomicdataanditsconsequencesongeneticprogress
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