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Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data

SUMMARY: Robust oscillation of clock genes is a core feature of the circadian system. Relative amplitude (rAMP) measures the robustness of clock gene oscillations but only works for longitudinal samples. We lack a method for estimating robust oscillations from human samples without labeled time. We...

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Detalles Bibliográficos
Autores principales: Wu, Gang, Francey, Lauren J, Ruben, Marc D, Hogenesch, John B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8652017/
https://www.ncbi.nlm.nih.gov/pubmed/34726689
http://dx.doi.org/10.1093/bioinformatics/btab731
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author Wu, Gang
Francey, Lauren J
Ruben, Marc D
Hogenesch, John B
author_facet Wu, Gang
Francey, Lauren J
Ruben, Marc D
Hogenesch, John B
author_sort Wu, Gang
collection PubMed
description SUMMARY: Robust oscillation of clock genes is a core feature of the circadian system. Relative amplitude (rAMP) measures the robustness of clock gene oscillations but only works for longitudinal samples. We lack a method for estimating robust oscillations from human samples without labeled time. We show that the normalized coefficient of variation (nCV) of 10 clock genes is linearly correlated with their normalized rAMP, independent of time labels. We found that the mean nCV of clock genes are consistently decreased in tumors compared to nontumors, suggesting a new therapeutic target in cancer treatment by enhancing clock robustness. nCV can provide a simple measure of the clock robustness in population-level datasets. AVAILABILITY AND IMPLEMENTATION: The nCV package (https://github.com/gangwug/nCV) and web application (https://github.com/gangwug/nCVapp) are available on the GitHub repository. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-86520172021-12-08 Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data Wu, Gang Francey, Lauren J Ruben, Marc D Hogenesch, John B Bioinformatics Applications Notes SUMMARY: Robust oscillation of clock genes is a core feature of the circadian system. Relative amplitude (rAMP) measures the robustness of clock gene oscillations but only works for longitudinal samples. We lack a method for estimating robust oscillations from human samples without labeled time. We show that the normalized coefficient of variation (nCV) of 10 clock genes is linearly correlated with their normalized rAMP, independent of time labels. We found that the mean nCV of clock genes are consistently decreased in tumors compared to nontumors, suggesting a new therapeutic target in cancer treatment by enhancing clock robustness. nCV can provide a simple measure of the clock robustness in population-level datasets. AVAILABILITY AND IMPLEMENTATION: The nCV package (https://github.com/gangwug/nCV) and web application (https://github.com/gangwug/nCVapp) are available on the GitHub repository. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2021-11-02 /pmc/articles/PMC8652017/ /pubmed/34726689 http://dx.doi.org/10.1093/bioinformatics/btab731 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Applications Notes
Wu, Gang
Francey, Lauren J
Ruben, Marc D
Hogenesch, John B
Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title_full Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title_fullStr Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title_full_unstemmed Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title_short Normalized coefficient of variation (nCV): a method to evaluate circadian clock robustness in population scale data
title_sort normalized coefficient of variation (ncv): a method to evaluate circadian clock robustness in population scale data
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8652017/
https://www.ncbi.nlm.nih.gov/pubmed/34726689
http://dx.doi.org/10.1093/bioinformatics/btab731
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