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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...

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Detalles Bibliográficos
Autores principales: Ono, Naoaki, Suzuki, Shingo, Furusawa, Chikara, Shimizu, Hiroshi, Yomo, Tetsuya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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