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The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling

The 3D chromatin structure modeling by chromatin interactions derived from Hi-C experiments is significantly challenged by the intrinsic sequencing biases in these experiments. Conventional modeling methods only focus on the bias among different chromatin regions within the same experiment but negle...

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Autores principales: Peng, Cheng, Fu, Liang-Yu, Dong, Peng-Fei, Deng, Zhi-Luo, Li, Jian-Xin, Wang, Xiao-Tao, Zhang, Hong-Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3799458/
https://www.ncbi.nlm.nih.gov/pubmed/23965308
http://dx.doi.org/10.1093/nar/gkt745
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author Peng, Cheng
Fu, Liang-Yu
Dong, Peng-Fei
Deng, Zhi-Luo
Li, Jian-Xin
Wang, Xiao-Tao
Zhang, Hong-Yu
author_facet Peng, Cheng
Fu, Liang-Yu
Dong, Peng-Fei
Deng, Zhi-Luo
Li, Jian-Xin
Wang, Xiao-Tao
Zhang, Hong-Yu
author_sort Peng, Cheng
collection PubMed
description The 3D chromatin structure modeling by chromatin interactions derived from Hi-C experiments is significantly challenged by the intrinsic sequencing biases in these experiments. Conventional modeling methods only focus on the bias among different chromatin regions within the same experiment but neglect the bias arising from different experimental sequencing depth. We now show that the regional interaction bias is tightly coupled with the sequencing depth, and we further identify a chromatin structure parameter as the inherent characteristics of Hi-C derived data for chromatin regions. Then we present an approach for chromatin structure prediction capable of relaxing both kinds of sequencing biases by using this identified parameter. This method is validated by intra and inter cell-line comparisons among various chromatin regions for four human cell-lines (K562, GM12878, IMR90 and H1hESC), which shows that the openness of chromatin region is well correlated with chromatin function. This method has been executed by an automatic pipeline (AutoChrom3D) and thus can be conveniently used.
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spelling pubmed-37994582013-10-21 The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling Peng, Cheng Fu, Liang-Yu Dong, Peng-Fei Deng, Zhi-Luo Li, Jian-Xin Wang, Xiao-Tao Zhang, Hong-Yu Nucleic Acids Res Methods Online The 3D chromatin structure modeling by chromatin interactions derived from Hi-C experiments is significantly challenged by the intrinsic sequencing biases in these experiments. Conventional modeling methods only focus on the bias among different chromatin regions within the same experiment but neglect the bias arising from different experimental sequencing depth. We now show that the regional interaction bias is tightly coupled with the sequencing depth, and we further identify a chromatin structure parameter as the inherent characteristics of Hi-C derived data for chromatin regions. Then we present an approach for chromatin structure prediction capable of relaxing both kinds of sequencing biases by using this identified parameter. This method is validated by intra and inter cell-line comparisons among various chromatin regions for four human cell-lines (K562, GM12878, IMR90 and H1hESC), which shows that the openness of chromatin region is well correlated with chromatin function. This method has been executed by an automatic pipeline (AutoChrom3D) and thus can be conveniently used. Oxford University Press 2013-10 2013-08-21 /pmc/articles/PMC3799458/ /pubmed/23965308 http://dx.doi.org/10.1093/nar/gkt745 Text en © The Author(s) 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/), 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 Methods Online
Peng, Cheng
Fu, Liang-Yu
Dong, Peng-Fei
Deng, Zhi-Luo
Li, Jian-Xin
Wang, Xiao-Tao
Zhang, Hong-Yu
The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title_full The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title_fullStr The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title_full_unstemmed The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title_short The sequencing bias relaxed characteristics of Hi-C derived data and implications for chromatin 3D modeling
title_sort sequencing bias relaxed characteristics of hi-c derived data and implications for chromatin 3d modeling
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3799458/
https://www.ncbi.nlm.nih.gov/pubmed/23965308
http://dx.doi.org/10.1093/nar/gkt745
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