Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)

Arctic charr (Salvelinus alpinus) is a species of high economic value for the aquaculture industry, and of high ecological value due to its Holarctic distribution in both marine and freshwater environments. Novel genome sequencing approaches enable the study of population and quantitative genetic pa...

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Main Authors: Palaiokostas, Christos, Clarke, Shannon M., Jeuthe, Henrik, Brauning, Rudiger, Bilton, Timothy P., Dodds, Ken G., McEwan, John C., De Koning, Dirk-Jan
Format: Article in Journal/Newspaper
Language:English
Published: 2020
Subjects:
Online Access:https://pub.epsilon.slu.se/17283/
https://pub.epsilon.slu.se/17283/1/palaiokostas_c_et_al_200709.pdf
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spelling ftslunivuppsala:oai:pub.epsilon.slu.se:17283 2023-05-15T14:26:26+02:00 Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus) Palaiokostas, Christos Clarke, Shannon M. Jeuthe, Henrik Brauning, Rudiger Bilton, Timothy P. Dodds, Ken G. McEwan, John C. De Koning, Dirk-Jan 2020 application/pdf https://pub.epsilon.slu.se/17283/ https://pub.epsilon.slu.se/17283/1/palaiokostas_c_et_al_200709.pdf en eng eng https://pub.epsilon.slu.se/17283/1/palaiokostas_c_et_al_200709.pdf Palaiokostas, Christos and Clarke, Shannon M. and Jeuthe, Henrik and Brauning, Rudiger and Bilton, Timothy P. and Dodds, Ken G. and McEwan, John C. and De Koning, Dirk-Jan (2020). Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus). G3. 10 , 2069-2078 [Research article] Fish and Aquacultural Science Research article NonPeerReviewed info:eu-repo/semantics/article 2020 ftslunivuppsala 2022-01-09T19:15:17Z Arctic charr (Salvelinus alpinus) is a species of high economic value for the aquaculture industry, and of high ecological value due to its Holarctic distribution in both marine and freshwater environments. Novel genome sequencing approaches enable the study of population and quantitative genetic parameters even on species with limited or no prior genomic resources. Low coverage genotyping by sequencing (GBS) was applied in a selected strain of Arctic charr in Sweden originating from a landlocked freshwater population. For the needs of the current study, animals from year classes 2013 (171 animals, parental population) and 2017 (759 animals; 13 full sib families) were used as a template for identifying genome wide single nucleotide polymorphisms (SNPs). GBS libraries were constructed using the PstI and MspI restriction enzymes. Approximately 14.5K SNPs passed quality control and were used for estimating a genomic relationship matrix. Thereafter a wide range of analyses were conducted in order to gain insights regarding genetic diversity and investigate the efficiency of the genomic information for parentage assignment and breeding value estimation. Heterozygosity estimates for both year classes suggested a slight excess of heterozygotes. Furthermore, F-ST estimates among the families of year class 2017 ranged between 0.009 - 0.066. Principal components analysis (PCA) and discriminant analysis of principal components (DAPC) were applied aiming to identify the existence of genetic clusters among the studied population. Results obtained were in accordance with pedigree records allowing the identification of individual families. Additionally, DNA parentage verification was performed, with results in accordance with the pedigree records with the exception of a putative dam where full sib genotypes suggested a potential recording error. Breeding value estimation for juvenile growth through the usage of the estimated genomic relationship matrix clearly outperformed the pedigree equivalent in terms of prediction accuracy (0.51 opposed to 0.31). Overall, low coverage GBS has proven to be a cost-effective genotyping platform that is expected to boost the selection efficiency of the Arctic charr breeding program. Article in Journal/Newspaper Arctic Arctic charr Arctic Salvelinus alpinus Swedish University of Agricultural Sciences (SLU): Epsilon Open Archive Arctic
institution Open Polar
collection Swedish University of Agricultural Sciences (SLU): Epsilon Open Archive
op_collection_id ftslunivuppsala
language English
topic Fish and Aquacultural Science
spellingShingle Fish and Aquacultural Science
Palaiokostas, Christos
Clarke, Shannon M.
Jeuthe, Henrik
Brauning, Rudiger
Bilton, Timothy P.
Dodds, Ken G.
McEwan, John C.
De Koning, Dirk-Jan
Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
topic_facet Fish and Aquacultural Science
description Arctic charr (Salvelinus alpinus) is a species of high economic value for the aquaculture industry, and of high ecological value due to its Holarctic distribution in both marine and freshwater environments. Novel genome sequencing approaches enable the study of population and quantitative genetic parameters even on species with limited or no prior genomic resources. Low coverage genotyping by sequencing (GBS) was applied in a selected strain of Arctic charr in Sweden originating from a landlocked freshwater population. For the needs of the current study, animals from year classes 2013 (171 animals, parental population) and 2017 (759 animals; 13 full sib families) were used as a template for identifying genome wide single nucleotide polymorphisms (SNPs). GBS libraries were constructed using the PstI and MspI restriction enzymes. Approximately 14.5K SNPs passed quality control and were used for estimating a genomic relationship matrix. Thereafter a wide range of analyses were conducted in order to gain insights regarding genetic diversity and investigate the efficiency of the genomic information for parentage assignment and breeding value estimation. Heterozygosity estimates for both year classes suggested a slight excess of heterozygotes. Furthermore, F-ST estimates among the families of year class 2017 ranged between 0.009 - 0.066. Principal components analysis (PCA) and discriminant analysis of principal components (DAPC) were applied aiming to identify the existence of genetic clusters among the studied population. Results obtained were in accordance with pedigree records allowing the identification of individual families. Additionally, DNA parentage verification was performed, with results in accordance with the pedigree records with the exception of a putative dam where full sib genotypes suggested a potential recording error. Breeding value estimation for juvenile growth through the usage of the estimated genomic relationship matrix clearly outperformed the pedigree equivalent in terms of prediction accuracy (0.51 opposed to 0.31). Overall, low coverage GBS has proven to be a cost-effective genotyping platform that is expected to boost the selection efficiency of the Arctic charr breeding program.
format Article in Journal/Newspaper
author Palaiokostas, Christos
Clarke, Shannon M.
Jeuthe, Henrik
Brauning, Rudiger
Bilton, Timothy P.
Dodds, Ken G.
McEwan, John C.
De Koning, Dirk-Jan
author_facet Palaiokostas, Christos
Clarke, Shannon M.
Jeuthe, Henrik
Brauning, Rudiger
Bilton, Timothy P.
Dodds, Ken G.
McEwan, John C.
De Koning, Dirk-Jan
author_sort Palaiokostas, Christos
title Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
title_short Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
title_full Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
title_fullStr Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
title_full_unstemmed Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus)
title_sort application of low coverage genotyping by sequencing in selectively bred arctic charr (salvelinus alpinus)
publishDate 2020
url https://pub.epsilon.slu.se/17283/
https://pub.epsilon.slu.se/17283/1/palaiokostas_c_et_al_200709.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Arctic charr
Arctic
Salvelinus alpinus
genre_facet Arctic
Arctic charr
Arctic
Salvelinus alpinus
op_relation https://pub.epsilon.slu.se/17283/1/palaiokostas_c_et_al_200709.pdf
Palaiokostas, Christos and Clarke, Shannon M. and Jeuthe, Henrik and Brauning, Rudiger and Bilton, Timothy P. and Dodds, Ken G. and McEwan, John C. and De Koning, Dirk-Jan (2020). Application of Low Coverage Genotyping by Sequencing in Selectively Bred Arctic Charr (Salvelinus alpinus). G3. 10 , 2069-2078 [Research article]
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