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Estimating the information value of polymorphic sites using pooled sequences

BACKGROUND: High-throughput sequencing is a cost effective method for identifying genetic variation, and it is currently in use on a large scale across the field of biology, including ecology and population genetics. Correctly identifying variable sites and allele frequencies from sequencing data re...

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Autor principal: Malde, Ketil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239578/
https://www.ncbi.nlm.nih.gov/pubmed/25571927
http://dx.doi.org/10.1186/1471-2164-15-S6-S20
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author Malde, Ketil
author_facet Malde, Ketil
author_sort Malde, Ketil
collection PubMed
description BACKGROUND: High-throughput sequencing is a cost effective method for identifying genetic variation, and it is currently in use on a large scale across the field of biology, including ecology and population genetics. Correctly identifying variable sites and allele frequencies from sequencing data remains challenging, in large part due to artifacts and biases inherent in the sequencing process. Selecting variants that are diagnostic is commonly done using diversity statistics like F(ST), but these measures are not ideal for the task. RESULTS: Here, we develop a method that directly calculates the expected amount of information gained from observing each variant site. We then develop and implement a conservative estimator that takes into account uncertainity introduced by sampling bias and sequencing error. This estimator is applied to simulated and real sequencing data, and we discuss how it performs compared to the commonly used existing methods for identifying diagnostic polymorphisms. CONCLUSION: The expected information content gives an easy to interpret measure for the usefulness of variant sites. The results show that we achieve a clear separation between true variants and noise, allowing us to select candidate sites with a high degree of confidence.
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spelling pubmed-42395782014-11-25 Estimating the information value of polymorphic sites using pooled sequences Malde, Ketil BMC Genomics Research BACKGROUND: High-throughput sequencing is a cost effective method for identifying genetic variation, and it is currently in use on a large scale across the field of biology, including ecology and population genetics. Correctly identifying variable sites and allele frequencies from sequencing data remains challenging, in large part due to artifacts and biases inherent in the sequencing process. Selecting variants that are diagnostic is commonly done using diversity statistics like F(ST), but these measures are not ideal for the task. RESULTS: Here, we develop a method that directly calculates the expected amount of information gained from observing each variant site. We then develop and implement a conservative estimator that takes into account uncertainity introduced by sampling bias and sequencing error. This estimator is applied to simulated and real sequencing data, and we discuss how it performs compared to the commonly used existing methods for identifying diagnostic polymorphisms. CONCLUSION: The expected information content gives an easy to interpret measure for the usefulness of variant sites. The results show that we achieve a clear separation between true variants and noise, allowing us to select candidate sites with a high degree of confidence. BioMed Central 2014-10-17 /pmc/articles/PMC4239578/ /pubmed/25571927 http://dx.doi.org/10.1186/1471-2164-15-S6-S20 Text en Copyright © 2014 Malde; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/4.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Malde, Ketil
Estimating the information value of polymorphic sites using pooled sequences
title Estimating the information value of polymorphic sites using pooled sequences
title_full Estimating the information value of polymorphic sites using pooled sequences
title_fullStr Estimating the information value of polymorphic sites using pooled sequences
title_full_unstemmed Estimating the information value of polymorphic sites using pooled sequences
title_short Estimating the information value of polymorphic sites using pooled sequences
title_sort estimating the information value of polymorphic sites using pooled sequences
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239578/
https://www.ncbi.nlm.nih.gov/pubmed/25571927
http://dx.doi.org/10.1186/1471-2164-15-S6-S20
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