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Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints
The study of the 3D architecture of chromosomes has been advancing rapidly in recent years. While a number of methods for 3D reconstruction of genomic models based on Hi-C data were proposed, most of the analyses in the field have been performed on different 3D representation forms (such as graphs)....
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4441392/ https://www.ncbi.nlm.nih.gov/pubmed/26000633 http://dx.doi.org/10.1371/journal.pcbi.1004298 |
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author | Diament, Alon Tuller, Tamir |
author_facet | Diament, Alon Tuller, Tamir |
author_sort | Diament, Alon |
collection | PubMed |
description | The study of the 3D architecture of chromosomes has been advancing rapidly in recent years. While a number of methods for 3D reconstruction of genomic models based on Hi-C data were proposed, most of the analyses in the field have been performed on different 3D representation forms (such as graphs). Here, we reproduce most of the previous results on the 3D genomic organization of the eukaryote Saccharomyces cerevisiae using analysis of 3D reconstructions. We show that many of these results can be reproduced in sparse reconstructions, generated from a small fraction of the experimental data (5% of the data), and study the properties of such models. Finally, we propose for the first time a novel approach for improving the accuracy of 3D reconstructions by introducing additional predicted physical interactions to the model, based on orthologous interactions in an evolutionary-related organism and based on predicted functional interactions between genes. We demonstrate that this approach indeed leads to the reconstruction of improved models. |
format | Online Article Text |
id | pubmed-4441392 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44413922015-05-28 Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints Diament, Alon Tuller, Tamir PLoS Comput Biol Research Article The study of the 3D architecture of chromosomes has been advancing rapidly in recent years. While a number of methods for 3D reconstruction of genomic models based on Hi-C data were proposed, most of the analyses in the field have been performed on different 3D representation forms (such as graphs). Here, we reproduce most of the previous results on the 3D genomic organization of the eukaryote Saccharomyces cerevisiae using analysis of 3D reconstructions. We show that many of these results can be reproduced in sparse reconstructions, generated from a small fraction of the experimental data (5% of the data), and study the properties of such models. Finally, we propose for the first time a novel approach for improving the accuracy of 3D reconstructions by introducing additional predicted physical interactions to the model, based on orthologous interactions in an evolutionary-related organism and based on predicted functional interactions between genes. We demonstrate that this approach indeed leads to the reconstruction of improved models. Public Library of Science 2015-05-22 /pmc/articles/PMC4441392/ /pubmed/26000633 http://dx.doi.org/10.1371/journal.pcbi.1004298 Text en © 2015 Diament, Tuller http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Diament, Alon Tuller, Tamir Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title | Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title_full | Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title_fullStr | Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title_full_unstemmed | Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title_short | Improving 3D Genome Reconstructions Using Orthologous and Functional Constraints |
title_sort | improving 3d genome reconstructions using orthologous and functional constraints |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4441392/ https://www.ncbi.nlm.nih.gov/pubmed/26000633 http://dx.doi.org/10.1371/journal.pcbi.1004298 |
work_keys_str_mv | AT diamentalon improving3dgenomereconstructionsusingorthologousandfunctionalconstraints AT tullertamir improving3dgenomereconstructionsusingorthologousandfunctionalconstraints |