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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8652017 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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