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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Autores principales: Naoaki Ono, Shingo Suzuki, Chikara Furusawa, Hiroshi Shimizu, Tetsuya Yomo
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Publicado: Public Library of Science (PLoS) 2013
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Acceso en línea:https://doaj.org/article/c4056a9e5ed84dd088b4bd288eeb8da1
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spelling oai:doaj.org-article:c4056a9e5ed84dd088b4bd288eeb8da12021-11-18T07:59:48ZDevelopment of a physical model-based algorithm for the detection of single-nucleotide substitutions by using tiling microarrays.1932-620310.1371/journal.pone.0054571https://doaj.org/article/c4056a9e5ed84dd088b4bd288eeb8da12013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23382915/?tool=EBIhttps://doaj.org/toc/1932-6203High-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.Naoaki OnoShingo SuzukiChikara FurusawaHiroshi ShimizuTetsuya YomoPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 1, p e54571 (2013)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Naoaki Ono
Shingo Suzuki
Chikara Furusawa
Hiroshi Shimizu
Tetsuya Yomo
Development of a physical model-based algorithm for the detection of single-nucleotide substitutions by using tiling microarrays.
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 article
author Naoaki Ono
Shingo Suzuki
Chikara Furusawa
Hiroshi Shimizu
Tetsuya Yomo
author_facet Naoaki Ono
Shingo Suzuki
Chikara Furusawa
Hiroshi Shimizu
Tetsuya Yomo
author_sort Naoaki Ono
title 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_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_sort development of a physical model-based algorithm for the detection of single-nucleotide substitutions by using tiling microarrays.
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doaj.org/article/c4056a9e5ed84dd088b4bd288eeb8da1
work_keys_str_mv AT naoakiono developmentofaphysicalmodelbasedalgorithmforthedetectionofsinglenucleotidesubstitutionsbyusingtilingmicroarrays
AT shingosuzuki developmentofaphysicalmodelbasedalgorithmforthedetectionofsinglenucleotidesubstitutionsbyusingtilingmicroarrays
AT chikarafurusawa developmentofaphysicalmodelbasedalgorithmforthedetectionofsinglenucleotidesubstitutionsbyusingtilingmicroarrays
AT hiroshishimizu developmentofaphysicalmodelbasedalgorithmforthedetectionofsinglenucleotidesubstitutionsbyusingtilingmicroarrays
AT tetsuyayomo developmentofaphysicalmodelbasedalgorithmforthedetectionofsinglenucleotidesubstitutionsbyusingtilingmicroarrays
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