Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Hait, Tom Aharon, Elkon, Ran, Shamir, Ron
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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
_version_ 1784722962723635200
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
work_keys_str_mv AT haittomaharon ctfocsanovelmethodforinferringcelltypespecificenhancerpromotermaps
AT elkonran ctfocsanovelmethodforinferringcelltypespecificenhancerpromotermaps
AT shamirron ctfocsanovelmethodforinferringcelltypespecificenhancerpromotermaps