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A statistical measure for the skewness of X chromosome inactivation based on case-control design

BACKGROUND: Skewed X chromosome inactivation (XCI), which is a non-random process, is frequently observed in both healthy and affected females. Furthermore, skewed XCI has been reported to be related to many X-linked diseases. However, no statistical method is available in the literature to measure...

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Autores principales: Wang, Peng, Zhang, Yu, Wang, Bei-Qi, Li, Jian-Long, Wang, Yi-Xin, Pan, Dongdong, Wu, Xian-Bo, Fung, Wing Kam, Zhou, Ji-Yuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6323862/
https://www.ncbi.nlm.nih.gov/pubmed/30616589
http://dx.doi.org/10.1186/s12859-018-2587-2
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author Wang, Peng
Zhang, Yu
Wang, Bei-Qi
Li, Jian-Long
Wang, Yi-Xin
Pan, Dongdong
Wu, Xian-Bo
Fung, Wing Kam
Zhou, Ji-Yuan
author_facet Wang, Peng
Zhang, Yu
Wang, Bei-Qi
Li, Jian-Long
Wang, Yi-Xin
Pan, Dongdong
Wu, Xian-Bo
Fung, Wing Kam
Zhou, Ji-Yuan
author_sort Wang, Peng
collection PubMed
description BACKGROUND: Skewed X chromosome inactivation (XCI), which is a non-random process, is frequently observed in both healthy and affected females. Furthermore, skewed XCI has been reported to be related to many X-linked diseases. However, no statistical method is available in the literature to measure the degree of the skewness of XCI for case-control design. Therefore, it is necessary to develop methods for such a task. RESULTS: In this article, we first proposed a statistical measure for the degree of XCI skewing by using a case-control design, which is a ratio of two logistic regression coefficients after a simple reparameterization. Based on the point estimate of the ratio, we further developed three types of confidence intervals (the likelihood ratio, Fieller’s and delta methods) to evaluate its variation. Simulation results demonstrated that the likelihood ratio method and the Fieller’s method have more accurate coverage probability and more balanced tail errors than the delta method. We also applied these proposed methods to analyze the Graves’ disease data for their practical use and found that rs3827440 probably undergoes a skewed XCI pattern with 68.7% of cells in heterozygous females having the risk allele T active, while the other 31.3% of cells keeping the normal allele C active. CONCLUSIONS: For practical application, we suggest using the Fieller’s method in large samples due to the non-iterative computation procedure and using the LR method otherwise for its robustness despite its slightly heavy computational burden. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2587-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-63238622019-01-11 A statistical measure for the skewness of X chromosome inactivation based on case-control design Wang, Peng Zhang, Yu Wang, Bei-Qi Li, Jian-Long Wang, Yi-Xin Pan, Dongdong Wu, Xian-Bo Fung, Wing Kam Zhou, Ji-Yuan BMC Bioinformatics Methodology Article BACKGROUND: Skewed X chromosome inactivation (XCI), which is a non-random process, is frequently observed in both healthy and affected females. Furthermore, skewed XCI has been reported to be related to many X-linked diseases. However, no statistical method is available in the literature to measure the degree of the skewness of XCI for case-control design. Therefore, it is necessary to develop methods for such a task. RESULTS: In this article, we first proposed a statistical measure for the degree of XCI skewing by using a case-control design, which is a ratio of two logistic regression coefficients after a simple reparameterization. Based on the point estimate of the ratio, we further developed three types of confidence intervals (the likelihood ratio, Fieller’s and delta methods) to evaluate its variation. Simulation results demonstrated that the likelihood ratio method and the Fieller’s method have more accurate coverage probability and more balanced tail errors than the delta method. We also applied these proposed methods to analyze the Graves’ disease data for their practical use and found that rs3827440 probably undergoes a skewed XCI pattern with 68.7% of cells in heterozygous females having the risk allele T active, while the other 31.3% of cells keeping the normal allele C active. CONCLUSIONS: For practical application, we suggest using the Fieller’s method in large samples due to the non-iterative computation procedure and using the LR method otherwise for its robustness despite its slightly heavy computational burden. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2587-2) contains supplementary material, which is available to authorized users. BioMed Central 2019-01-07 /pmc/articles/PMC6323862/ /pubmed/30616589 http://dx.doi.org/10.1186/s12859-018-2587-2 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Methodology Article
Wang, Peng
Zhang, Yu
Wang, Bei-Qi
Li, Jian-Long
Wang, Yi-Xin
Pan, Dongdong
Wu, Xian-Bo
Fung, Wing Kam
Zhou, Ji-Yuan
A statistical measure for the skewness of X chromosome inactivation based on case-control design
title A statistical measure for the skewness of X chromosome inactivation based on case-control design
title_full A statistical measure for the skewness of X chromosome inactivation based on case-control design
title_fullStr A statistical measure for the skewness of X chromosome inactivation based on case-control design
title_full_unstemmed A statistical measure for the skewness of X chromosome inactivation based on case-control design
title_short A statistical measure for the skewness of X chromosome inactivation based on case-control design
title_sort statistical measure for the skewness of x chromosome inactivation based on case-control design
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6323862/
https://www.ncbi.nlm.nih.gov/pubmed/30616589
http://dx.doi.org/10.1186/s12859-018-2587-2
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