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Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data

SUMMARY: Capture Hi-C is a powerful approach for detecting chromosomal interactions involving, at least on one end, DNA regions of interest, such as gene promoters. We present Chicdiff, an R package for robust detection of differential interactions in Capture Hi-C data. Chicdiff enhances a state-of-...

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Detalles Bibliográficos
Autores principales: Cairns, Jonathan, Orchard, William R, Malysheva, Valeriya, Spivakov, Mikhail
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6853696/
https://www.ncbi.nlm.nih.gov/pubmed/31197313
http://dx.doi.org/10.1093/bioinformatics/btz450
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author Cairns, Jonathan
Orchard, William R
Malysheva, Valeriya
Spivakov, Mikhail
author_facet Cairns, Jonathan
Orchard, William R
Malysheva, Valeriya
Spivakov, Mikhail
author_sort Cairns, Jonathan
collection PubMed
description SUMMARY: Capture Hi-C is a powerful approach for detecting chromosomal interactions involving, at least on one end, DNA regions of interest, such as gene promoters. We present Chicdiff, an R package for robust detection of differential interactions in Capture Hi-C data. Chicdiff enhances a state-of-the-art differential testing approach for count data with bespoke normalization and multiple testing procedures that account for specific statistical properties of Capture Hi-C. We validate Chicdiff on published Promoter Capture Hi-C data in human Monocytes and CD4(+) T cells, identifying multitudes of cell type-specific interactions, and confirming the overall positive association between promoter interactions and gene expression. AVAILABILITY AND IMPLEMENTATION: Chicdiff is implemented as an R package that is publicly available at https://github.com/RegulatoryGenomicsGroup/chicdiff. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-68536962019-11-19 Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data Cairns, Jonathan Orchard, William R Malysheva, Valeriya Spivakov, Mikhail Bioinformatics Applications Notes SUMMARY: Capture Hi-C is a powerful approach for detecting chromosomal interactions involving, at least on one end, DNA regions of interest, such as gene promoters. We present Chicdiff, an R package for robust detection of differential interactions in Capture Hi-C data. Chicdiff enhances a state-of-the-art differential testing approach for count data with bespoke normalization and multiple testing procedures that account for specific statistical properties of Capture Hi-C. We validate Chicdiff on published Promoter Capture Hi-C data in human Monocytes and CD4(+) T cells, identifying multitudes of cell type-specific interactions, and confirming the overall positive association between promoter interactions and gene expression. AVAILABILITY AND IMPLEMENTATION: Chicdiff is implemented as an R package that is publicly available at https://github.com/RegulatoryGenomicsGroup/chicdiff. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2019-11-15 2019-06-14 /pmc/articles/PMC6853696/ /pubmed/31197313 http://dx.doi.org/10.1093/bioinformatics/btz450 Text en © The Author(s) 2019. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Cairns, Jonathan
Orchard, William R
Malysheva, Valeriya
Spivakov, Mikhail
Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title_full Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title_fullStr Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title_full_unstemmed Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title_short Chicdiff: a computational pipeline for detecting differential chromosomal interactions in Capture Hi-C data
title_sort chicdiff: a computational pipeline for detecting differential chromosomal interactions in capture hi-c data
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6853696/
https://www.ncbi.nlm.nih.gov/pubmed/31197313
http://dx.doi.org/10.1093/bioinformatics/btz450
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AT malyshevavaleriya chicdiffacomputationalpipelinefordetectingdifferentialchromosomalinteractionsincapturehicdata
AT spivakovmikhail chicdiffacomputationalpipelinefordetectingdifferentialchromosomalinteractionsincapturehicdata