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Confidence in Phase Definition for Periodicity in Genes Expression Time Series
Circadian oscillation in baseline gene expression plays an important role in the regulation of multiple cellular processes. Most of the knowledge of circadian gene expression is based on studies measuring gene expression over time. Our ability to dissect molecular events in time is determined by the...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4498625/ https://www.ncbi.nlm.nih.gov/pubmed/26161537 http://dx.doi.org/10.1371/journal.pone.0131111 |
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author | El Anbari, Mohammed Fadda, Abeer Ptitsyn, Andrey |
author_facet | El Anbari, Mohammed Fadda, Abeer Ptitsyn, Andrey |
author_sort | El Anbari, Mohammed |
collection | PubMed |
description | Circadian oscillation in baseline gene expression plays an important role in the regulation of multiple cellular processes. Most of the knowledge of circadian gene expression is based on studies measuring gene expression over time. Our ability to dissect molecular events in time is determined by the sampling frequency of such experiments. However, the real peaks of gene activity can be at any time on or between the time points at which samples are collected. Thus, some genes with a peak activity near the observation point have their phase of oscillation detected with better precision then those which peak between observation time points. Separating genes for which we can confidently identify peak activity from ambiguous genes can improve the analysis of time series gene expression. In this study we propose a new statistical method to quantify the phase confidence of circadian genes. The numerical performance of the proposed method has been tested using three real gene expression data sets. |
format | Online Article Text |
id | pubmed-4498625 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44986252015-07-17 Confidence in Phase Definition for Periodicity in Genes Expression Time Series El Anbari, Mohammed Fadda, Abeer Ptitsyn, Andrey PLoS One Research Article Circadian oscillation in baseline gene expression plays an important role in the regulation of multiple cellular processes. Most of the knowledge of circadian gene expression is based on studies measuring gene expression over time. Our ability to dissect molecular events in time is determined by the sampling frequency of such experiments. However, the real peaks of gene activity can be at any time on or between the time points at which samples are collected. Thus, some genes with a peak activity near the observation point have their phase of oscillation detected with better precision then those which peak between observation time points. Separating genes for which we can confidently identify peak activity from ambiguous genes can improve the analysis of time series gene expression. In this study we propose a new statistical method to quantify the phase confidence of circadian genes. The numerical performance of the proposed method has been tested using three real gene expression data sets. Public Library of Science 2015-07-10 /pmc/articles/PMC4498625/ /pubmed/26161537 http://dx.doi.org/10.1371/journal.pone.0131111 Text en © 2015 El Anbari 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 El Anbari, Mohammed Fadda, Abeer Ptitsyn, Andrey Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title | Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title_full | Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title_fullStr | Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title_full_unstemmed | Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title_short | Confidence in Phase Definition for Periodicity in Genes Expression Time Series |
title_sort | confidence in phase definition for periodicity in genes expression time series |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4498625/ https://www.ncbi.nlm.nih.gov/pubmed/26161537 http://dx.doi.org/10.1371/journal.pone.0131111 |
work_keys_str_mv | AT elanbarimohammed confidenceinphasedefinitionforperiodicityingenesexpressiontimeseries AT faddaabeer confidenceinphasedefinitionforperiodicityingenesexpressiontimeseries AT ptitsynandrey confidenceinphasedefinitionforperiodicityingenesexpressiontimeseries |