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Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes
BACKGROUND: Microarrays are widely used for estimation of expression of thousands of genes in a biological sample. The resolution ability of this method is limited by the background noise. Low expressed genes are detected with insufficient reliability and expression of many genes is never detected a...
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2008
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2266998/ https://www.ncbi.nlm.nih.gov/pubmed/18365000 http://dx.doi.org/10.1371/journal.pone.0001842 |
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author | Ptitsyn, Andrey |
author_facet | Ptitsyn, Andrey |
author_sort | Ptitsyn, Andrey |
collection | PubMed |
description | BACKGROUND: Microarrays are widely used for estimation of expression of thousands of genes in a biological sample. The resolution ability of this method is limited by the background noise. Low expressed genes are detected with insufficient reliability and expression of many genes is never detected at all. METHODOLOGY/PRINCIPAL FINDINGS: We have applied the principles of stochastic resonance to detect expression of genes from microarray signals below the background noise level. We report the periodic pattern detected in genes called “Absent” by traditional analysis. The pattern is consistent with expression of the conventionally detected genes and specific to the tissue of origin. This effect is corroborated by the analysis of oscillating gene expression in mouse (M.musculus) and yeast (S. cerevisae). CONCLUSION/SIGNIFICANCE: Most genes usually considered silent are in fact expressed at a very low level. Stochastic resonance can be applied to detect changes in expression pattern of low-expressed genes as well as for the validation of the probe performance in microarrays. |
format | Text |
id | pubmed-2266998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-22669982008-03-26 Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes Ptitsyn, Andrey PLoS One Research Article BACKGROUND: Microarrays are widely used for estimation of expression of thousands of genes in a biological sample. The resolution ability of this method is limited by the background noise. Low expressed genes are detected with insufficient reliability and expression of many genes is never detected at all. METHODOLOGY/PRINCIPAL FINDINGS: We have applied the principles of stochastic resonance to detect expression of genes from microarray signals below the background noise level. We report the periodic pattern detected in genes called “Absent” by traditional analysis. The pattern is consistent with expression of the conventionally detected genes and specific to the tissue of origin. This effect is corroborated by the analysis of oscillating gene expression in mouse (M.musculus) and yeast (S. cerevisae). CONCLUSION/SIGNIFICANCE: Most genes usually considered silent are in fact expressed at a very low level. Stochastic resonance can be applied to detect changes in expression pattern of low-expressed genes as well as for the validation of the probe performance in microarrays. Public Library of Science 2008-03-26 /pmc/articles/PMC2266998/ /pubmed/18365000 http://dx.doi.org/10.1371/journal.pone.0001842 Text en Andrey Ptitsyn. 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 Ptitsyn, Andrey Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title | Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title_full | Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title_fullStr | Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title_full_unstemmed | Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title_short | Stochastic Resonance Reveals “Pilot Light” Expression in Mammalian Genes |
title_sort | stochastic resonance reveals “pilot light” expression in mammalian genes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2266998/ https://www.ncbi.nlm.nih.gov/pubmed/18365000 http://dx.doi.org/10.1371/journal.pone.0001842 |
work_keys_str_mv | AT ptitsynandrey stochasticresonancerevealspilotlightexpressioninmammaliangenes |