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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...

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Detalles Bibliográficos
Autores principales: El Anbari, Mohammed, Fadda, Abeer, Ptitsyn, Andrey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
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.
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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
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