Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them

Custom genotyping arrays provide a flexible and accurate means of genotyping single nucleotide polymorphisms (SNPs) in a large number of individuals of essentially any organism. However, validation rates, defined as the proportion of putative SNPs that are verified to be polymorphic in a population,...

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Main Authors: Humble, E., Martinez-Barrio, A., Forcada, J., Trathan, P.N., Thorne, M.A.S., Hoffmann, M., Wolf, J. B. W., Hoffman, J.I., Hoffman, J. I., Trathan, P. N., Thorne, M. A. S.
Format: Other/Unknown Material
Language:unknown
Published: Zenodo 2015
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Online Access:https://doi.org/10.5061/dryad.8kn8c
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spelling ftzenodo:oai:zenodo.org:5001045 2024-09-15T17:43:15+00:00 Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them Humble, E. Martinez-Barrio, A. Forcada, J. Trathan, P.N. Thorne, M.A.S. Hoffmann, M. Wolf, J. B. W. Hoffman, J.I. Hoffman, J. I. Trathan, P. N. Thorne, M. A. S. 2015-12-17 https://doi.org/10.5061/dryad.8kn8c unknown Zenodo https://doi.org/10.1111/1755-0998.12502 https://zenodo.org/communities/dryad https://doi.org/10.5061/dryad.8kn8c oai:zenodo.org:5001045 info:eu-repo/semantics/openAccess Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode Antarctic fur seal high density SNP array cross-validation Arctocephalus gazella SNP array Draft genome single nucleotide polymorphism (SNP) info:eu-repo/semantics/other 2015 ftzenodo https://doi.org/10.5061/dryad.8kn8c10.1111/1755-0998.12502 2024-07-26T18:58:46Z Custom genotyping arrays provide a flexible and accurate means of genotyping single nucleotide polymorphisms (SNPs) in a large number of individuals of essentially any organism. However, validation rates, defined as the proportion of putative SNPs that are verified to be polymorphic in a population, are often very low. A number of potential causes of assay failure have been identified, but none have been explored systematically. In particular, as SNPs are often developed from transcriptomes, parameters relating to the genomic context are rarely taken into account. Here, we assembled a draft Antarctic fur seal (Arctocephalus gazella) genome (assembly size: 2.41Gb; scaffold/contig N50: 3.1Mb/27.5kb). We then used this resource to map the probe sequences of 144 putative SNPs genotyped in 480 individuals. The number of probe-to-genome mappings and alignment length together explained almost a third of the variation in validation success, indicating that sequence uniqueness and proximity to intron-exon boundaries play an important role. The same pattern was found after mapping the probe sequences to the Walrus and Weddell seal genomes, suggesting that the genomes of species divergent by as much as 23 million years can hold information relevant to SNP validation outcomes. Additionally, re-analysis of genotyping data from seven previous studies found the same two variables to be significantly associated with SNP validation success across a variety of taxa. Finally, our study reveals considerable scope for validation rates to be improved, either by simply filtering for SNPs whose flanking sequences align uniquely and completely to a reference genome, or through predictive modeling. submission.assembly.ArcGaz001_AP3.fasta Draft fur seal genome v1.0 Seal_assay_SNPs.csv List of pre-validated fur seal SNPs plus variables used for modeling SNP validation success. crossvalidation.R R script to perform the k-fold cross-validation. Other/Unknown Material Antarc* Antarctic Antarctic Fur Seal Arctocephalus gazella Weddell Seal walrus* Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic Antarctic fur seal
high density SNP array
cross-validation
Arctocephalus gazella
SNP array
Draft genome
single nucleotide polymorphism (SNP)
spellingShingle Antarctic fur seal
high density SNP array
cross-validation
Arctocephalus gazella
SNP array
Draft genome
single nucleotide polymorphism (SNP)
Humble, E.
Martinez-Barrio, A.
Forcada, J.
Trathan, P.N.
Thorne, M.A.S.
Hoffmann, M.
Wolf, J. B. W.
Hoffman, J.I.
Hoffman, J. I.
Trathan, P. N.
Thorne, M. A. S.
Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
topic_facet Antarctic fur seal
high density SNP array
cross-validation
Arctocephalus gazella
SNP array
Draft genome
single nucleotide polymorphism (SNP)
description Custom genotyping arrays provide a flexible and accurate means of genotyping single nucleotide polymorphisms (SNPs) in a large number of individuals of essentially any organism. However, validation rates, defined as the proportion of putative SNPs that are verified to be polymorphic in a population, are often very low. A number of potential causes of assay failure have been identified, but none have been explored systematically. In particular, as SNPs are often developed from transcriptomes, parameters relating to the genomic context are rarely taken into account. Here, we assembled a draft Antarctic fur seal (Arctocephalus gazella) genome (assembly size: 2.41Gb; scaffold/contig N50: 3.1Mb/27.5kb). We then used this resource to map the probe sequences of 144 putative SNPs genotyped in 480 individuals. The number of probe-to-genome mappings and alignment length together explained almost a third of the variation in validation success, indicating that sequence uniqueness and proximity to intron-exon boundaries play an important role. The same pattern was found after mapping the probe sequences to the Walrus and Weddell seal genomes, suggesting that the genomes of species divergent by as much as 23 million years can hold information relevant to SNP validation outcomes. Additionally, re-analysis of genotyping data from seven previous studies found the same two variables to be significantly associated with SNP validation success across a variety of taxa. Finally, our study reveals considerable scope for validation rates to be improved, either by simply filtering for SNPs whose flanking sequences align uniquely and completely to a reference genome, or through predictive modeling. submission.assembly.ArcGaz001_AP3.fasta Draft fur seal genome v1.0 Seal_assay_SNPs.csv List of pre-validated fur seal SNPs plus variables used for modeling SNP validation success. crossvalidation.R R script to perform the k-fold cross-validation.
format Other/Unknown Material
author Humble, E.
Martinez-Barrio, A.
Forcada, J.
Trathan, P.N.
Thorne, M.A.S.
Hoffmann, M.
Wolf, J. B. W.
Hoffman, J.I.
Hoffman, J. I.
Trathan, P. N.
Thorne, M. A. S.
author_facet Humble, E.
Martinez-Barrio, A.
Forcada, J.
Trathan, P.N.
Thorne, M.A.S.
Hoffmann, M.
Wolf, J. B. W.
Hoffman, J.I.
Hoffman, J. I.
Trathan, P. N.
Thorne, M. A. S.
author_sort Humble, E.
title Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
title_short Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
title_full Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
title_fullStr Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
title_full_unstemmed Data from: A draft fur seal genome provides insights into factors affecting SNP validation and how to mitigate them
title_sort data from: a draft fur seal genome provides insights into factors affecting snp validation and how to mitigate them
publisher Zenodo
publishDate 2015
url https://doi.org/10.5061/dryad.8kn8c
genre Antarc*
Antarctic
Antarctic Fur Seal
Arctocephalus gazella
Weddell Seal
walrus*
genre_facet Antarc*
Antarctic
Antarctic Fur Seal
Arctocephalus gazella
Weddell Seal
walrus*
op_relation https://doi.org/10.1111/1755-0998.12502
https://zenodo.org/communities/dryad
https://doi.org/10.5061/dryad.8kn8c
oai:zenodo.org:5001045
op_rights info:eu-repo/semantics/openAccess
Creative Commons Zero v1.0 Universal
https://creativecommons.org/publicdomain/zero/1.0/legalcode
op_doi https://doi.org/10.5061/dryad.8kn8c10.1111/1755-0998.12502
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