Cargando…
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...
Autores principales: | , , , , , , |
---|---|
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 |
_version_ | 1782287872874774528 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3799458 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT pengcheng thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT fuliangyu thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT dongpengfei thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT dengzhiluo thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT lijianxin thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT wangxiaotao thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT zhanghongyu thesequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT pengcheng sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT fuliangyu sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT dongpengfei sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT dengzhiluo sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT lijianxin sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT wangxiaotao sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling AT zhanghongyu sequencingbiasrelaxedcharacteristicsofhicderiveddataandimplicationsforchromatin3dmodeling |