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Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays
High-density DNA microarrays are useful tools for analyzing sequence changes in DNA samples. Although microarray analysis provides informative signals from a large number of probes, the analysis and interpretation of these signals have certain inherent limitations, namely, complex dependency of sign...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3557292/ https://www.ncbi.nlm.nih.gov/pubmed/23382915 http://dx.doi.org/10.1371/journal.pone.0054571 |
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author | Ono, Naoaki Suzuki, Shingo Furusawa, Chikara Shimizu, Hiroshi Yomo, Tetsuya |
author_facet | Ono, Naoaki Suzuki, Shingo Furusawa, Chikara Shimizu, Hiroshi Yomo, Tetsuya |
author_sort | Ono, Naoaki |
collection | PubMed |
description | High-density DNA microarrays are useful tools for analyzing sequence changes in DNA samples. Although microarray analysis provides informative signals from a large number of probes, the analysis and interpretation of these signals have certain inherent limitations, namely, complex dependency of signals on the probe sequences and the existence of false signals arising from non-specific binding between probe and target. In this study, we have developed a novel algorithm to detect the single-base substitutions by using microarray data based on a thermodynamic model of hybridization. We modified the thermodynamic model by introducing a penalty for mismatches that represent the effects of substitutions on hybridization affinity. This penalty results in significantly higher detection accuracy than other methods, indicating that the incorporation of hybridization free energy can improve the analysis of sequence variants by using microarray data. |
format | Online Article Text |
id | pubmed-3557292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35572922013-02-04 Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays Ono, Naoaki Suzuki, Shingo Furusawa, Chikara Shimizu, Hiroshi Yomo, Tetsuya PLoS One Research Article High-density DNA microarrays are useful tools for analyzing sequence changes in DNA samples. Although microarray analysis provides informative signals from a large number of probes, the analysis and interpretation of these signals have certain inherent limitations, namely, complex dependency of signals on the probe sequences and the existence of false signals arising from non-specific binding between probe and target. In this study, we have developed a novel algorithm to detect the single-base substitutions by using microarray data based on a thermodynamic model of hybridization. We modified the thermodynamic model by introducing a penalty for mismatches that represent the effects of substitutions on hybridization affinity. This penalty results in significantly higher detection accuracy than other methods, indicating that the incorporation of hybridization free energy can improve the analysis of sequence variants by using microarray data. Public Library of Science 2013-01-28 /pmc/articles/PMC3557292/ /pubmed/23382915 http://dx.doi.org/10.1371/journal.pone.0054571 Text en © 2013 Ono et al 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 Ono, Naoaki Suzuki, Shingo Furusawa, Chikara Shimizu, Hiroshi Yomo, Tetsuya Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title | Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title_full | Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title_fullStr | Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title_full_unstemmed | Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title_short | Development of a Physical Model-Based Algorithm for the Detection of Single-Nucleotide Substitutions by Using Tiling Microarrays |
title_sort | development of a physical model-based algorithm for the detection of single-nucleotide substitutions by using tiling microarrays |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3557292/ https://www.ncbi.nlm.nih.gov/pubmed/23382915 http://dx.doi.org/10.1371/journal.pone.0054571 |
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