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The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results
The inaccuracy of copy number variation (CNV) detection on single nucleotide polymorphism (SNP) arrays has recently been brought to attention. Such high error rates will undoubtedly have ramifications on downstream association testing. We examined this effect for a wide range of scenarios and found...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3327691/ https://www.ncbi.nlm.nih.gov/pubmed/22523537 http://dx.doi.org/10.1371/journal.pone.0032396 |
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author | Wineinger, Nathan E. Tiwari, Hemant K. |
author_facet | Wineinger, Nathan E. Tiwari, Hemant K. |
author_sort | Wineinger, Nathan E. |
collection | PubMed |
description | The inaccuracy of copy number variation (CNV) detection on single nucleotide polymorphism (SNP) arrays has recently been brought to attention. Such high error rates will undoubtedly have ramifications on downstream association testing. We examined this effect for a wide range of scenarios and found a noticeable decrease in power for error rates typical of CNV calling algorithms. We compared power using CNV calls to the log relative ratio and found the latter to be superior when error rates are moderate to large or when the CNV size is small. It is our recommendation that CNV researchers use intensity measurements as an alternative to CNV calls in these scenarios. |
format | Online Article Text |
id | pubmed-3327691 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-33276912012-04-20 The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results Wineinger, Nathan E. Tiwari, Hemant K. PLoS One Research Article The inaccuracy of copy number variation (CNV) detection on single nucleotide polymorphism (SNP) arrays has recently been brought to attention. Such high error rates will undoubtedly have ramifications on downstream association testing. We examined this effect for a wide range of scenarios and found a noticeable decrease in power for error rates typical of CNV calling algorithms. We compared power using CNV calls to the log relative ratio and found the latter to be superior when error rates are moderate to large or when the CNV size is small. It is our recommendation that CNV researchers use intensity measurements as an alternative to CNV calls in these scenarios. Public Library of Science 2012-04-16 /pmc/articles/PMC3327691/ /pubmed/22523537 http://dx.doi.org/10.1371/journal.pone.0032396 Text en Wineinger, Tiwari. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Wineinger, Nathan E. Tiwari, Hemant K. The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title | The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title_full | The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title_fullStr | The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title_full_unstemmed | The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title_short | The Impact of Errors in Copy Number Variation Detection Algorithms on Association Results |
title_sort | impact of errors in copy number variation detection algorithms on association results |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3327691/ https://www.ncbi.nlm.nih.gov/pubmed/22523537 http://dx.doi.org/10.1371/journal.pone.0032396 |
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