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StripeDiff: Model-based algorithm for differential analysis of chromatin stripe

Multiple recent studies revealed stripes as an architectural feature of three-dimensional chromatin and found stripes connected to epigenetic regulation of transcription. Whereas a couple of tools are available to define stripes in a single sample, there is yet no reported method to quantitatively m...

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Autores principales: Gupta, Krishan, Wang, Guangyu, Zhang, Shuo, Gao, Xinlei, Zheng, Rongbin, Zhang, Yanchun, Meng, Qingshu, Zhang, Lili, Cao, Qi, Chen, Kaifu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9728969/
https://www.ncbi.nlm.nih.gov/pubmed/36475785
http://dx.doi.org/10.1126/sciadv.abk2246
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author Gupta, Krishan
Wang, Guangyu
Zhang, Shuo
Gao, Xinlei
Zheng, Rongbin
Zhang, Yanchun
Meng, Qingshu
Zhang, Lili
Cao, Qi
Chen, Kaifu
author_facet Gupta, Krishan
Wang, Guangyu
Zhang, Shuo
Gao, Xinlei
Zheng, Rongbin
Zhang, Yanchun
Meng, Qingshu
Zhang, Lili
Cao, Qi
Chen, Kaifu
author_sort Gupta, Krishan
collection PubMed
description Multiple recent studies revealed stripes as an architectural feature of three-dimensional chromatin and found stripes connected to epigenetic regulation of transcription. Whereas a couple of tools are available to define stripes in a single sample, there is yet no reported method to quantitatively measure the dynamic change of each stripe between samples. Here, we developed StripeDiff, a bioinformatics tool that delivers a set of statistical methods to detect differential stripes between samples. StripeDiff showed optimal performance in both simulation data analysis and real Hi-C data analysis. Applying StripeDiff to 12 sets of Hi-C data revealed new insights into the connection between change of chromatin stripe and change of chromatin modification, transcriptional regulation, and cell differentiation. StripeDiff will be a robust tool for the community to facilitate understanding of stripes and their function in numerous biological models.
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spelling pubmed-97289692022-12-13 StripeDiff: Model-based algorithm for differential analysis of chromatin stripe Gupta, Krishan Wang, Guangyu Zhang, Shuo Gao, Xinlei Zheng, Rongbin Zhang, Yanchun Meng, Qingshu Zhang, Lili Cao, Qi Chen, Kaifu Sci Adv Biomedicine and Life Sciences Multiple recent studies revealed stripes as an architectural feature of three-dimensional chromatin and found stripes connected to epigenetic regulation of transcription. Whereas a couple of tools are available to define stripes in a single sample, there is yet no reported method to quantitatively measure the dynamic change of each stripe between samples. Here, we developed StripeDiff, a bioinformatics tool that delivers a set of statistical methods to detect differential stripes between samples. StripeDiff showed optimal performance in both simulation data analysis and real Hi-C data analysis. Applying StripeDiff to 12 sets of Hi-C data revealed new insights into the connection between change of chromatin stripe and change of chromatin modification, transcriptional regulation, and cell differentiation. StripeDiff will be a robust tool for the community to facilitate understanding of stripes and their function in numerous biological models. American Association for the Advancement of Science 2022-12-07 /pmc/articles/PMC9728969/ /pubmed/36475785 http://dx.doi.org/10.1126/sciadv.abk2246 Text en Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) , which permits which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Biomedicine and Life Sciences
Gupta, Krishan
Wang, Guangyu
Zhang, Shuo
Gao, Xinlei
Zheng, Rongbin
Zhang, Yanchun
Meng, Qingshu
Zhang, Lili
Cao, Qi
Chen, Kaifu
StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title_full StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title_fullStr StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title_full_unstemmed StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title_short StripeDiff: Model-based algorithm for differential analysis of chromatin stripe
title_sort stripediff: model-based algorithm for differential analysis of chromatin stripe
topic Biomedicine and Life Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9728969/
https://www.ncbi.nlm.nih.gov/pubmed/36475785
http://dx.doi.org/10.1126/sciadv.abk2246
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