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Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline

samβada is a genome–environment association software, designed to search for signatures of local adaptation. However, pre‐ and postprocessing of data can be labour‐intensive, preventing wider uptake of the method. We have now developed R.SamBada, an r‐package providing a pipeline for landscape genom...

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Autores principales: Duruz, Solange, Sevane, Natalia, Selmoni, Oliver, Vajana, Elia, Leempoel, Kevin, Stucki, Sylvie, Orozco‐terWengel, Pablo, Rochat, Estelle, Dunner, Susana, Bruford, Michael W., Joost, Stéphane
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6790591/
https://www.ncbi.nlm.nih.gov/pubmed/31136078
http://dx.doi.org/10.1111/1755-0998.13044
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author Duruz, Solange
Sevane, Natalia
Selmoni, Oliver
Vajana, Elia
Leempoel, Kevin
Stucki, Sylvie
Orozco‐terWengel, Pablo
Rochat, Estelle
Dunner, Susana
Bruford, Michael W.
Joost, Stéphane
author_facet Duruz, Solange
Sevane, Natalia
Selmoni, Oliver
Vajana, Elia
Leempoel, Kevin
Stucki, Sylvie
Orozco‐terWengel, Pablo
Rochat, Estelle
Dunner, Susana
Bruford, Michael W.
Joost, Stéphane
author_sort Duruz, Solange
collection PubMed
description samβada is a genome–environment association software, designed to search for signatures of local adaptation. However, pre‐ and postprocessing of data can be labour‐intensive, preventing wider uptake of the method. We have now developed R.SamBada, an r‐package providing a pipeline for landscape genomic analysis based on samβada, spanning from the retrieval of environmental conditions at sampling locations to gene annotation using the Ensembl genome browser. As a result, R.SamBada standardizes the landscape genomics pipeline and eases the search for candidate genes of local adaptation, enhancing reproducibility of landscape genomic studies. The efficiency and power of the pipeline is illustrated using two examples: sheep populations from Morocco with no evident population structure and Lidia cattle from Spain displaying population substructuring. In both cases, R.SamBada enabled rapid identification and interpretation of candidate genes, which are further discussed in the light of local adaptation. The package is available in the r CRAN package repository and on GitHub (github.com/SolangeD/R.SamBada).
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spelling pubmed-67905912019-10-18 Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline Duruz, Solange Sevane, Natalia Selmoni, Oliver Vajana, Elia Leempoel, Kevin Stucki, Sylvie Orozco‐terWengel, Pablo Rochat, Estelle Dunner, Susana Bruford, Michael W. Joost, Stéphane Mol Ecol Resour RESOURCE ARTICLES samβada is a genome–environment association software, designed to search for signatures of local adaptation. However, pre‐ and postprocessing of data can be labour‐intensive, preventing wider uptake of the method. We have now developed R.SamBada, an r‐package providing a pipeline for landscape genomic analysis based on samβada, spanning from the retrieval of environmental conditions at sampling locations to gene annotation using the Ensembl genome browser. As a result, R.SamBada standardizes the landscape genomics pipeline and eases the search for candidate genes of local adaptation, enhancing reproducibility of landscape genomic studies. The efficiency and power of the pipeline is illustrated using two examples: sheep populations from Morocco with no evident population structure and Lidia cattle from Spain displaying population substructuring. In both cases, R.SamBada enabled rapid identification and interpretation of candidate genes, which are further discussed in the light of local adaptation. The package is available in the r CRAN package repository and on GitHub (github.com/SolangeD/R.SamBada). John Wiley and Sons Inc. 2019-06-24 2019-09 /pmc/articles/PMC6790591/ /pubmed/31136078 http://dx.doi.org/10.1111/1755-0998.13044 Text en © 2019 The Authors. Molecular Ecology Resources Published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle RESOURCE ARTICLES
Duruz, Solange
Sevane, Natalia
Selmoni, Oliver
Vajana, Elia
Leempoel, Kevin
Stucki, Sylvie
Orozco‐terWengel, Pablo
Rochat, Estelle
Dunner, Susana
Bruford, Michael W.
Joost, Stéphane
Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title_full Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title_fullStr Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title_full_unstemmed Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title_short Rapid identification and interpretation of gene–environment associations using the new R.SamBada landscape genomics pipeline
title_sort rapid identification and interpretation of gene–environment associations using the new r.sambada landscape genomics pipeline
topic RESOURCE ARTICLES
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6790591/
https://www.ncbi.nlm.nih.gov/pubmed/31136078
http://dx.doi.org/10.1111/1755-0998.13044
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