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Distance-based assessment of the localization of functional annotations in 3D genome reconstructions

BACKGROUND: Recent studies used the contact data or three-dimensional (3D) genome reconstructions from Hi-C (chromosome conformation capture with next-generation sequencing) to assess the co-localization of functional genomic annotations in the nucleus. These analyses dichotomized data point pairs b...

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Autores principales: Capurso, Daniel, Segal, Mark R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4254257/
https://www.ncbi.nlm.nih.gov/pubmed/25407917
http://dx.doi.org/10.1186/1471-2164-15-992
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author Capurso, Daniel
Segal, Mark R
author_facet Capurso, Daniel
Segal, Mark R
author_sort Capurso, Daniel
collection PubMed
description BACKGROUND: Recent studies used the contact data or three-dimensional (3D) genome reconstructions from Hi-C (chromosome conformation capture with next-generation sequencing) to assess the co-localization of functional genomic annotations in the nucleus. These analyses dichotomized data point pairs belonging to a functional annotation as “close” or “far” based on some threshold and then tested for enrichment of “close” pairs. We propose an alternative approach that avoids dichotomization of the data and instead directly estimates the significance of distances within the 3D reconstruction. RESULTS: We applied this approach to 3D genome reconstructions for Plasmodium falciparum, the causative agent of malaria, and Saccharomyces cerevisiae and compared the results to previous approaches. We found significant 3D co-localization of centromeres, telomeres, virulence genes, and several sets of genes with developmentally regulated expression in P. falciparum; and significant 3D co-localization of centromeres and long terminal repeats in S. cerevisiae. Additionally, we tested the experimental observation that telomeres form three to seven clusters in P. falciparum and S. cerevisiae. Applying affinity propagation clustering to telomere coordinates in the 3D reconstructions yielded six telomere clusters for both organisms. CONCLUSIONS: Distance-based assessment replicated key findings, while avoiding dichotomization of the data (which previously yielded threshold-sensitive results). ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-992) contains supplementary material, which is available to authorized users.
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spelling pubmed-42542572014-12-04 Distance-based assessment of the localization of functional annotations in 3D genome reconstructions Capurso, Daniel Segal, Mark R BMC Genomics Research Article BACKGROUND: Recent studies used the contact data or three-dimensional (3D) genome reconstructions from Hi-C (chromosome conformation capture with next-generation sequencing) to assess the co-localization of functional genomic annotations in the nucleus. These analyses dichotomized data point pairs belonging to a functional annotation as “close” or “far” based on some threshold and then tested for enrichment of “close” pairs. We propose an alternative approach that avoids dichotomization of the data and instead directly estimates the significance of distances within the 3D reconstruction. RESULTS: We applied this approach to 3D genome reconstructions for Plasmodium falciparum, the causative agent of malaria, and Saccharomyces cerevisiae and compared the results to previous approaches. We found significant 3D co-localization of centromeres, telomeres, virulence genes, and several sets of genes with developmentally regulated expression in P. falciparum; and significant 3D co-localization of centromeres and long terminal repeats in S. cerevisiae. Additionally, we tested the experimental observation that telomeres form three to seven clusters in P. falciparum and S. cerevisiae. Applying affinity propagation clustering to telomere coordinates in the 3D reconstructions yielded six telomere clusters for both organisms. CONCLUSIONS: Distance-based assessment replicated key findings, while avoiding dichotomization of the data (which previously yielded threshold-sensitive results). ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-992) contains supplementary material, which is available to authorized users. BioMed Central 2014-11-18 /pmc/articles/PMC4254257/ /pubmed/25407917 http://dx.doi.org/10.1186/1471-2164-15-992 Text en © Capurso and Segal; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Capurso, Daniel
Segal, Mark R
Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title_full Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title_fullStr Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title_full_unstemmed Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title_short Distance-based assessment of the localization of functional annotations in 3D genome reconstructions
title_sort distance-based assessment of the localization of functional annotations in 3d genome reconstructions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4254257/
https://www.ncbi.nlm.nih.gov/pubmed/25407917
http://dx.doi.org/10.1186/1471-2164-15-992
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