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Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions

A growing amount of evidence in literature suggests that germline sequence variants and somatic mutations in non-coding distal regulatory elements may be crucial for defining disease risk and prognostic stratification of patients, in genetic disorders as well as in cancer. Their functional interpret...

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Autores principales: Salviato, Elisa, Djordjilović, Vera, Hariprakash, Judith Mary, Tagliaferri, Ilario, Pal, Koustav, Ferrari, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464068/
https://www.ncbi.nlm.nih.gov/pubmed/34197622
http://dx.doi.org/10.1093/nar/gkab547
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author Salviato, Elisa
Djordjilović, Vera
Hariprakash, Judith Mary
Tagliaferri, Ilario
Pal, Koustav
Ferrari, Francesco
author_facet Salviato, Elisa
Djordjilović, Vera
Hariprakash, Judith Mary
Tagliaferri, Ilario
Pal, Koustav
Ferrari, Francesco
author_sort Salviato, Elisa
collection PubMed
description A growing amount of evidence in literature suggests that germline sequence variants and somatic mutations in non-coding distal regulatory elements may be crucial for defining disease risk and prognostic stratification of patients, in genetic disorders as well as in cancer. Their functional interpretation is challenging because genome-wide enhancer–target gene (ETG) pairing is an open problem in genomics. The solutions proposed so far do not account for the hierarchy of structural domains which define chromatin three-dimensional (3D) architecture. Here we introduce a change of perspective based on the definition of multi-scale structural chromatin domains, integrated in a statistical framework to define ETG pairs. In this work (i) we develop a computational and statistical framework to reconstruct a comprehensive map of ETG pairs leveraging functional genomics data; (ii) we demonstrate that the incorporation of chromatin 3D architecture information improves ETG pairing accuracy and (iii) we use multiple experimental datasets to extensively benchmark our method against previous solutions for the genome-wide reconstruction of ETG pairs. This solution will facilitate the annotation and interpretation of sequence variants in distal non-coding regulatory elements. We expect this to be especially helpful in clinically oriented applications of whole genome sequencing in cancer and undiagnosed genetic diseases research.
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spelling pubmed-84640682021-09-27 Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions Salviato, Elisa Djordjilović, Vera Hariprakash, Judith Mary Tagliaferri, Ilario Pal, Koustav Ferrari, Francesco Nucleic Acids Res Methods Online A growing amount of evidence in literature suggests that germline sequence variants and somatic mutations in non-coding distal regulatory elements may be crucial for defining disease risk and prognostic stratification of patients, in genetic disorders as well as in cancer. Their functional interpretation is challenging because genome-wide enhancer–target gene (ETG) pairing is an open problem in genomics. The solutions proposed so far do not account for the hierarchy of structural domains which define chromatin three-dimensional (3D) architecture. Here we introduce a change of perspective based on the definition of multi-scale structural chromatin domains, integrated in a statistical framework to define ETG pairs. In this work (i) we develop a computational and statistical framework to reconstruct a comprehensive map of ETG pairs leveraging functional genomics data; (ii) we demonstrate that the incorporation of chromatin 3D architecture information improves ETG pairing accuracy and (iii) we use multiple experimental datasets to extensively benchmark our method against previous solutions for the genome-wide reconstruction of ETG pairs. This solution will facilitate the annotation and interpretation of sequence variants in distal non-coding regulatory elements. We expect this to be especially helpful in clinically oriented applications of whole genome sequencing in cancer and undiagnosed genetic diseases research. Oxford University Press 2021-07-01 /pmc/articles/PMC8464068/ /pubmed/34197622 http://dx.doi.org/10.1093/nar/gkab547 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Salviato, Elisa
Djordjilović, Vera
Hariprakash, Judith Mary
Tagliaferri, Ilario
Pal, Koustav
Ferrari, Francesco
Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title_full Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title_fullStr Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title_full_unstemmed Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title_short Leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
title_sort leveraging three-dimensional chromatin architecture for effective reconstruction of enhancer–target gene regulatory interactions
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464068/
https://www.ncbi.nlm.nih.gov/pubmed/34197622
http://dx.doi.org/10.1093/nar/gkab547
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