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Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data
Conformation capture technologies measure frequencies of interactions between chromatin regions. However, understanding gene-regulation require knowledge of detailed spatial structures of heterogeneous chromatin in cells. Here we describe the nC-SAC (n-Constrained-Self Avoiding Chromatin) method tha...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5714131/ https://www.ncbi.nlm.nih.gov/pubmed/28981716 http://dx.doi.org/10.1093/nar/gkx784 |
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author | Gürsoy, Gamze Xu, Yun Kenter, Amy L. Liang, Jie |
author_facet | Gürsoy, Gamze Xu, Yun Kenter, Amy L. Liang, Jie |
author_sort | Gürsoy, Gamze |
collection | PubMed |
description | Conformation capture technologies measure frequencies of interactions between chromatin regions. However, understanding gene-regulation require knowledge of detailed spatial structures of heterogeneous chromatin in cells. Here we describe the nC-SAC (n-Constrained-Self Avoiding Chromatin) method that transforms experimental interaction frequencies into 3D ensembles of chromatin chains. nC-SAC first distinguishes specific from non-specific interaction frequencies, then generates 3D chromatin ensembles using identified specific interactions as spatial constraints. Application to α-globin locus shows that these constraints (∼20%) drive the formation of ∼99% all experimentally captured interactions, in which ∼30% additional to the imposed constraints is found to be specific. Many novel specific spatial contacts not captured by experiments are also predicted. A subset, of which independent ChIA-PET data are available, is validated to be RNAPII-, CTCF-, and RAD21-mediated. Their positioning in the architectural context of imposed specific interactions from nC-SAC is highly important. Our results also suggest the presence of a many-body structural unit involving α-globin gene, its enhancers, and POL3RK gene for regulating the expression of α-globin in silent cells. |
format | Online Article Text |
id | pubmed-5714131 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-57141312017-12-08 Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data Gürsoy, Gamze Xu, Yun Kenter, Amy L. Liang, Jie Nucleic Acids Res Computational Biology Conformation capture technologies measure frequencies of interactions between chromatin regions. However, understanding gene-regulation require knowledge of detailed spatial structures of heterogeneous chromatin in cells. Here we describe the nC-SAC (n-Constrained-Self Avoiding Chromatin) method that transforms experimental interaction frequencies into 3D ensembles of chromatin chains. nC-SAC first distinguishes specific from non-specific interaction frequencies, then generates 3D chromatin ensembles using identified specific interactions as spatial constraints. Application to α-globin locus shows that these constraints (∼20%) drive the formation of ∼99% all experimentally captured interactions, in which ∼30% additional to the imposed constraints is found to be specific. Many novel specific spatial contacts not captured by experiments are also predicted. A subset, of which independent ChIA-PET data are available, is validated to be RNAPII-, CTCF-, and RAD21-mediated. Their positioning in the architectural context of imposed specific interactions from nC-SAC is highly important. Our results also suggest the presence of a many-body structural unit involving α-globin gene, its enhancers, and POL3RK gene for regulating the expression of α-globin in silent cells. Oxford University Press 2017-11-16 2017-09-15 /pmc/articles/PMC5714131/ /pubmed/28981716 http://dx.doi.org/10.1093/nar/gkx784 Text en © The Author(s) 2017. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://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 | Computational Biology Gürsoy, Gamze Xu, Yun Kenter, Amy L. Liang, Jie Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title | Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title_full | Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title_fullStr | Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title_full_unstemmed | Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title_short | Computational construction of 3D chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5C data |
title_sort | computational construction of 3d chromatin ensembles and prediction of functional interactions of alpha-globin locus from 5c data |
topic | Computational Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5714131/ https://www.ncbi.nlm.nih.gov/pubmed/28981716 http://dx.doi.org/10.1093/nar/gkx784 |
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