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The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche)
Whole genome sequencing for generating SNP data is increasingly used in population genetic studies. However, obtaining genomes for massive numbers of samples is still not within the budgets of many researchers. It is thus imperative to select an appropriate reference genome and sequencing depth to e...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9745013/ https://www.ncbi.nlm.nih.gov/pubmed/36523526 http://dx.doi.org/10.1002/ece3.9583 |
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author | Deng, Xi‐Ling Frandsen, Paul B. Dikow, Rebecca B. Favre, Adrien Shah, Deep Narayan Shah, Ram Devi Tachamo Schneider, Julio V. Heckenhauer, Jacqueline Pauls, Steffen U. |
author_facet | Deng, Xi‐Ling Frandsen, Paul B. Dikow, Rebecca B. Favre, Adrien Shah, Deep Narayan Shah, Ram Devi Tachamo Schneider, Julio V. Heckenhauer, Jacqueline Pauls, Steffen U. |
author_sort | Deng, Xi‐Ling |
collection | PubMed |
description | Whole genome sequencing for generating SNP data is increasingly used in population genetic studies. However, obtaining genomes for massive numbers of samples is still not within the budgets of many researchers. It is thus imperative to select an appropriate reference genome and sequencing depth to ensure the accuracy of the results for a specific research question, while balancing cost and feasibility. To evaluate the effect of the choice of the reference genome and sequencing depth on downstream analyses, we used five confamilial reference genomes of variable relatedness and three levels of sequencing depth (3.5×, 7.5× and 12×) in a population genomic study on two caddisfly species: Himalopsyche digitata and H. tibetana. Using these 30 datasets (five reference genomes × three depths × two target species), we estimated population genetic indices (inbreeding coefficient, nucleotide diversity, pairwise F (ST), and genome‐wide distribution of F (ST)) based on variants and population structure (PCA and admixture) based on genotype likelihood estimates. The results showed that both distantly related reference genomes and lower sequencing depth lead to degradation of resolution. In addition, choosing a more closely related reference genome may significantly remedy the defects caused by low depth. Therefore, we conclude that population genetic studies would benefit from closely related reference genomes, especially as the costs of obtaining a high‐quality reference genome continue to decrease. However, to determine a cost‐efficient strategy for a specific population genomic study, a trade‐off between reference genome relatedness and sequencing depth can be considered. |
format | Online Article Text |
id | pubmed-9745013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97450132022-12-14 The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) Deng, Xi‐Ling Frandsen, Paul B. Dikow, Rebecca B. Favre, Adrien Shah, Deep Narayan Shah, Ram Devi Tachamo Schneider, Julio V. Heckenhauer, Jacqueline Pauls, Steffen U. Ecol Evol Research Articles Whole genome sequencing for generating SNP data is increasingly used in population genetic studies. However, obtaining genomes for massive numbers of samples is still not within the budgets of many researchers. It is thus imperative to select an appropriate reference genome and sequencing depth to ensure the accuracy of the results for a specific research question, while balancing cost and feasibility. To evaluate the effect of the choice of the reference genome and sequencing depth on downstream analyses, we used five confamilial reference genomes of variable relatedness and three levels of sequencing depth (3.5×, 7.5× and 12×) in a population genomic study on two caddisfly species: Himalopsyche digitata and H. tibetana. Using these 30 datasets (five reference genomes × three depths × two target species), we estimated population genetic indices (inbreeding coefficient, nucleotide diversity, pairwise F (ST), and genome‐wide distribution of F (ST)) based on variants and population structure (PCA and admixture) based on genotype likelihood estimates. The results showed that both distantly related reference genomes and lower sequencing depth lead to degradation of resolution. In addition, choosing a more closely related reference genome may significantly remedy the defects caused by low depth. Therefore, we conclude that population genetic studies would benefit from closely related reference genomes, especially as the costs of obtaining a high‐quality reference genome continue to decrease. However, to determine a cost‐efficient strategy for a specific population genomic study, a trade‐off between reference genome relatedness and sequencing depth can be considered. John Wiley and Sons Inc. 2022-12-12 /pmc/articles/PMC9745013/ /pubmed/36523526 http://dx.doi.org/10.1002/ece3.9583 Text en © 2022 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Deng, Xi‐Ling Frandsen, Paul B. Dikow, Rebecca B. Favre, Adrien Shah, Deep Narayan Shah, Ram Devi Tachamo Schneider, Julio V. Heckenhauer, Jacqueline Pauls, Steffen U. The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title | The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title_full | The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title_fullStr | The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title_full_unstemmed | The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title_short | The impact of sequencing depth and relatedness of the reference genome in population genomic studies: A case study with two caddisfly species (Trichoptera, Rhyacophilidae, Himalopsyche) |
title_sort | impact of sequencing depth and relatedness of the reference genome in population genomic studies: a case study with two caddisfly species (trichoptera, rhyacophilidae, himalopsyche) |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9745013/ https://www.ncbi.nlm.nih.gov/pubmed/36523526 http://dx.doi.org/10.1002/ece3.9583 |
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