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Improved data analysis for the MinION nanopore sequencer
The Oxford Nanopore MinION sequences individual DNA molecules using an array of pores that read nucleotide identities based on ionic current steps. We evaluated and optimized MinION performance using M13 genomic dsDNA. Using expectation-maximization (EM) we obtained robust maximum likelihood (ML) es...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4907500/ https://www.ncbi.nlm.nih.gov/pubmed/25686389 http://dx.doi.org/10.1038/nmeth.3290 |
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author | Jain, Miten Fiddes, Ian Miga, Karen H. Olsen, Hugh E. Paten, Benedict Akeson, Mark |
author_facet | Jain, Miten Fiddes, Ian Miga, Karen H. Olsen, Hugh E. Paten, Benedict Akeson, Mark |
author_sort | Jain, Miten |
collection | PubMed |
description | The Oxford Nanopore MinION sequences individual DNA molecules using an array of pores that read nucleotide identities based on ionic current steps. We evaluated and optimized MinION performance using M13 genomic dsDNA. Using expectation-maximization (EM) we obtained robust maximum likelihood (ML) estimates for read insertion, deletion and substitution error rates (4.9%, 7.8%, and 5.1% respectively). We found that 99% of high-quality ‘2D’ MinION reads mapped to reference at a mean identity of 85%. We present a MinION-tailored tool for single nucleotide variant (SNV) detection that uses ML parameter estimates and marginalization over many possible read alignments to achieve precision and recall of up to 99%. By pairing our high-confidence alignment strategy with long MinION reads, we resolved the copy number for a cancer/testis gene family (CT47) within an unresolved region of human chromosome Xq24. |
format | Online Article Text |
id | pubmed-4907500 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
spelling | pubmed-49075002016-06-14 Improved data analysis for the MinION nanopore sequencer Jain, Miten Fiddes, Ian Miga, Karen H. Olsen, Hugh E. Paten, Benedict Akeson, Mark Nat Methods Article The Oxford Nanopore MinION sequences individual DNA molecules using an array of pores that read nucleotide identities based on ionic current steps. We evaluated and optimized MinION performance using M13 genomic dsDNA. Using expectation-maximization (EM) we obtained robust maximum likelihood (ML) estimates for read insertion, deletion and substitution error rates (4.9%, 7.8%, and 5.1% respectively). We found that 99% of high-quality ‘2D’ MinION reads mapped to reference at a mean identity of 85%. We present a MinION-tailored tool for single nucleotide variant (SNV) detection that uses ML parameter estimates and marginalization over many possible read alignments to achieve precision and recall of up to 99%. By pairing our high-confidence alignment strategy with long MinION reads, we resolved the copy number for a cancer/testis gene family (CT47) within an unresolved region of human chromosome Xq24. 2015-02-16 2015-04 /pmc/articles/PMC4907500/ /pubmed/25686389 http://dx.doi.org/10.1038/nmeth.3290 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Jain, Miten Fiddes, Ian Miga, Karen H. Olsen, Hugh E. Paten, Benedict Akeson, Mark Improved data analysis for the MinION nanopore sequencer |
title | Improved data analysis for the MinION nanopore sequencer |
title_full | Improved data analysis for the MinION nanopore sequencer |
title_fullStr | Improved data analysis for the MinION nanopore sequencer |
title_full_unstemmed | Improved data analysis for the MinION nanopore sequencer |
title_short | Improved data analysis for the MinION nanopore sequencer |
title_sort | improved data analysis for the minion nanopore sequencer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4907500/ https://www.ncbi.nlm.nih.gov/pubmed/25686389 http://dx.doi.org/10.1038/nmeth.3290 |
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