Genomic insights into bacterial kidney disease resistance in Arctic charr (Salvelinus alpinus) via a 72k SNP array
Christos PalaiokostasiD, Henrik JeutheiD, Katja NilssoniD, Hampus Hällbom, Charlotte AxéniD, Øystein EvenseniD, S. ErikssoniD, Martin JohnssoniD
Abstract
Selection for disease resistance forms one of the most highlighted areas of aquaculture breeding. A breeding program for Arctic charr has been operating in Sweden for over 40 years, making it the oldest of its kind worldwide for this species. However, the lack of available genomic resources prevented selection for any disease-resistance traits. A 72k Axiom SNP array was produced in this study and used to assess the potential to select for charr resistant to bacterial kidney disease (BKD), which is currently a major threat to the industry. Following a challenge experiment with Renibacterium salmoninarum, the causative agent of BKD, relevant phenotypic proxies were collected from approximately 2,000 charr. Thereafter, those animals were genotyped with the new 72k SNP array. The magnitude of the estimated variance components suggested potential for breeding for BKD resistance in charr, with relevant heritabilities ranging from 0.05 to 0.56 depending on the resistance proxy used. In addition, GWAS suggested that BKD resistance is a polygenic trait. Furthermore, genomic prediction approaches indicated that BKD-resistant animals can be identified using their SNP genotypes. Accuracies, expressed as Pearson correlation coefficients, when BKD resistance was analysed as a continuous trait, ranged from 0.42 to 0.52. In the scenario where BKD resistance was treated as a binary trait, the efficiency of genomic prediction was assessed using ROC curves, with an area under the curve of 0.72. Finally, no unfavourable correlations were found with growth traits. The developed 72k SNP array has the potential of being a pivotal tool for the Swedish Arctic charr breeding program. Moreover, our data support the use of genomic prediction in breeding BKD-resistant Arctic charr. As a critical next step, further validations in actual industry conditions would be required.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Genome-Wide Association Study And Genomic Predictions For Resistance Against Piscirickettsia salmonis In Coho Salmon (Oncorhynchus kisutch) Using ddRAD Sequencing
Agustin Barría, Kris A. Christensen, … José Manuel Yañez·G3 Genes Genomes GeneticsPeer-reviewed·Feb 13, 2018
- Genome-wide association and genomic prediction of resistance to Flavobacterium columnare in a farmed rainbow trout population
Clémence Fraslin, Heikki Koskinen, … Antti Kause·AquaculturePeer-reviewed·May 10, 2022
- GWAS meta-analysis of resistance against Piscirickettsia salmonis in Atlantic salmon
Rodrigo Marín-Nahuelpi, Baltasar F. García, … José Manuel Yañez·AquaculturePeer-reviewed·Oct 18, 2023
- Investigating mechanisms underlying genetic resistance to Salmon Rickettsial Syndrome in Atlantic salmon using RNA sequencing
Carolina P. Moraleda, Diego Robledo, … Ross D. Houston·BMC GenomicsPeer-reviewed·Mar 6, 2021
- Genome-wide Association Studies Reveal Similar Genetic Architecture with Shared and Unique QTL for Bacterial Cold Water Disease Resistance in Two Rainbow Trout Breeding Populations
Roger L. Vallejo, 高广图, … Yniv Palti·Frontiers in GeneticsPeer-reviewed·Oct 23, 2017
- Single-step genome-wide association study for resistance to Piscirickettsia salmonis in rainbow trout (Oncorhynchus mykiss)
Rodrigo Marín-Nahuelpi, Agustin Barría, … José Manuel Yañez·bioRxiv·Mar 24, 2019