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CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps
Spatiotemporal gene expression patterns are governed to a large extent by the activity of enhancer elements, which engage in physical contacts with their target genes. Identification of enhancer–promoter (EP) links that are functional only in a specific subset of cell types is a key challenge in und...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9178001/ https://www.ncbi.nlm.nih.gov/pubmed/35100425 http://dx.doi.org/10.1093/nar/gkac048 |
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author | Hait, Tom Aharon Elkon, Ran Shamir, Ron |
author_facet | Hait, Tom Aharon Elkon, Ran Shamir, Ron |
author_sort | Hait, Tom Aharon |
collection | PubMed |
description | Spatiotemporal gene expression patterns are governed to a large extent by the activity of enhancer elements, which engage in physical contacts with their target genes. Identification of enhancer–promoter (EP) links that are functional only in a specific subset of cell types is a key challenge in understanding gene regulation. We introduce CT-FOCS (cell type FOCS), a statistical inference method that uses linear mixed effect models to infer EP links that show marked activity only in a single or a small subset of cell types out of a large panel of probed cell types. Analyzing 808 samples from FANTOM5, covering 472 cell lines, primary cells and tissues, CT-FOCS inferred such EP links more accurately than recent state-of-the-art methods. Furthermore, we show that strictly cell type-specific EP links are very uncommon in the human genome. |
format | Online Article Text |
id | pubmed-9178001 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-91780012022-06-09 CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps Hait, Tom Aharon Elkon, Ran Shamir, Ron Nucleic Acids Res Methods Online Spatiotemporal gene expression patterns are governed to a large extent by the activity of enhancer elements, which engage in physical contacts with their target genes. Identification of enhancer–promoter (EP) links that are functional only in a specific subset of cell types is a key challenge in understanding gene regulation. We introduce CT-FOCS (cell type FOCS), a statistical inference method that uses linear mixed effect models to infer EP links that show marked activity only in a single or a small subset of cell types out of a large panel of probed cell types. Analyzing 808 samples from FANTOM5, covering 472 cell lines, primary cells and tissues, CT-FOCS inferred such EP links more accurately than recent state-of-the-art methods. Furthermore, we show that strictly cell type-specific EP links are very uncommon in the human genome. Oxford University Press 2022-01-31 /pmc/articles/PMC9178001/ /pubmed/35100425 http://dx.doi.org/10.1093/nar/gkac048 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://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 | Methods Online Hait, Tom Aharon Elkon, Ran Shamir, Ron CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title | CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title_full | CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title_fullStr | CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title_full_unstemmed | CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title_short | CT-FOCS: a novel method for inferring cell type-specific enhancer–promoter maps |
title_sort | ct-focs: a novel method for inferring cell type-specific enhancer–promoter maps |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9178001/ https://www.ncbi.nlm.nih.gov/pubmed/35100425 http://dx.doi.org/10.1093/nar/gkac048 |
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