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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...

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Autores principales: Gürsoy, Gamze, Xu, Yun, Kenter, Amy L., Liang, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
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.
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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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