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Genomic Selection and Genome-wide Association Study for Feed-Efficiency Traits in a Farmed Nile Tilapia (Oreochromis niloticus) Population

Authors :
Agustin Barría
John A. H. Benzie
Ross D. Houston
Dirk-Jan De Koning
Hugues de Verdal
University of Edinburgh
WorldFish
University College Cork (UCC)
Swedish University of Agricultural Sciences (SLU)
Amélioration génétique et adaptation des plantes méditerranéennes et tropicales (UMR AGAP)
Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro)
Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)
Département Systèmes Biologiques (Cirad-BIOS)
Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)
CGIAR
International Fund for Agricultural Development (IFAD)
European Commission-IFAD Grant2000001539
Institute Strategic Programme from the United Kingdom Biotechnology and Biological Sciences Research CouncilBB/P013759/1
Source :
Frontiers in Genetics, Frontiers in Genetics, Frontiers, 2021, 12, ⟨10.3389/fgene.2021.737906⟩, Barria Gonzalez, A, Benzie, J A H, Houston, R, De Koning, D & Verdal, H D 2021, ' Genomic Selection and Genome-wide Association Study for Feed-Efficiency Traits in a Farmed Nile Tilapia (Oreochromis niloticus) Population ', Frontiers in genetics . https://doi.org/10.3389/fgene.2021.737906, Frontiers in Genetics, Vol 12 (2021)
Publication Year :
2021
Publisher :
HAL CCSD, 2021.

Abstract

Nile tilapia is a key aquaculture species with one of the highest production volumes globally. Genetic improvement of feed efficiency via selective breeding is an important goal, and genomic selection may expedite this process. The aims of this study were to 1) dissect the genetic architecture of feed-efficiency traits in a Nile tilapia breeding population, 2) map the genomic regions associated with these traits and identify candidate genes, 3) evaluate the accuracy of breeding value prediction using genomic data, and 4) assess the impact of the genetic marker density on genomic prediction accuracies. Using an experimental video recording trial, feed conversion ratio (FCR), body weight gain (BWG), residual feed intake (RFI) and feed intake (FI) traits were recorded in 40 full-sibling families from the GIFT (Genetically Improved Farmed Tilapia) Nile tilapia breeding population. Fish were genotyped with a ThermoFisher Axiom 65 K Nile tilapia SNP array. Significant heritabilities, ranging from 0.12 to 0.22, were estimated for all the assessed traits using the genomic relationship matrix. A negative but favourable genetic correlation was found between BWG and the feed-efficiency related traits; −0.60 and −0.63 for FCR and RFI, respectively. While the genome-wide association analyses suggested a polygenic genetic architecture for all the measured traits, there were significant QTL identified for BWG and FI on chromosomes seven and five respectively. Candidate genes previously found to be associated with feed-efficiency traits were located in these QTL regions, including ntrk3a, ghrh and eif4e3. The accuracy of breeding value prediction using the genomic data was up to 34% higher than using pedigree records. A SNP density of approximately 5,000 SNPs was sufficient to achieve similar prediction accuracy as the full genotype data set. Our results highlight the potential of genomic selection to improve feed efficiency traits in Nile tilapia breeding programmes.

Details

Language :
English
ISSN :
16648021
Database :
OpenAIRE
Journal :
Frontiers in Genetics, Frontiers in Genetics, Frontiers, 2021, 12, ⟨10.3389/fgene.2021.737906⟩, Barria Gonzalez, A, Benzie, J A H, Houston, R, De Koning, D & Verdal, H D 2021, ' Genomic Selection and Genome-wide Association Study for Feed-Efficiency Traits in a Farmed Nile Tilapia (Oreochromis niloticus) Population ', Frontiers in genetics . https://doi.org/10.3389/fgene.2021.737906, Frontiers in Genetics, Vol 12 (2021)
Accession number :
edsair.doi.dedup.....447fcff6ecf4841a30213ad0f949690b