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Loss-of-function tolerance of enhancers in the human genome
Previous studies have surveyed the potential impact of loss-of-function (LoF) variants and identified LoF-tolerant protein-coding genes. However, the tolerance of human genomes to losing enhancers has not yet been evaluated. Here we present the catalog of LoF-tolerant enhancers using structural vari...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7159235/ https://www.ncbi.nlm.nih.gov/pubmed/32243438 http://dx.doi.org/10.1371/journal.pgen.1008663 |
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author | Xu, Duo Gokcumen, Omer Khurana, Ekta |
author_facet | Xu, Duo Gokcumen, Omer Khurana, Ekta |
author_sort | Xu, Duo |
collection | PubMed |
description | Previous studies have surveyed the potential impact of loss-of-function (LoF) variants and identified LoF-tolerant protein-coding genes. However, the tolerance of human genomes to losing enhancers has not yet been evaluated. Here we present the catalog of LoF-tolerant enhancers using structural variants from whole-genome sequences. Using a conservative approach, we estimate that individual human genomes possess at least 28 LoF-tolerant enhancers on average. We assessed the properties of LoF-tolerant enhancers in a unified regulatory network constructed by integrating tissue-specific enhancers and gene-gene interactions. We find that LoF-tolerant enhancers tend to be more tissue-specific and regulate fewer and more dispensable genes relative to other enhancers. They are enriched in immune-related cells while enhancers with low LoF-tolerance are enriched in kidney and brain/neuronal stem cells. We developed a supervised learning approach to predict the LoF-tolerance of all enhancers, which achieved an area under the receiver operating characteristics curve (AUROC) of 98%. We predict 3,519 more enhancers would be likely tolerant to LoF and 129 enhancers that would have low LoF-tolerance. Our predictions are supported by a known set of disease enhancers and novel deletions from PacBio sequencing. The LoF-tolerance scores provided here will serve as an important reference for disease studies. |
format | Online Article Text |
id | pubmed-7159235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-71592352020-04-24 Loss-of-function tolerance of enhancers in the human genome Xu, Duo Gokcumen, Omer Khurana, Ekta PLoS Genet Research Article Previous studies have surveyed the potential impact of loss-of-function (LoF) variants and identified LoF-tolerant protein-coding genes. However, the tolerance of human genomes to losing enhancers has not yet been evaluated. Here we present the catalog of LoF-tolerant enhancers using structural variants from whole-genome sequences. Using a conservative approach, we estimate that individual human genomes possess at least 28 LoF-tolerant enhancers on average. We assessed the properties of LoF-tolerant enhancers in a unified regulatory network constructed by integrating tissue-specific enhancers and gene-gene interactions. We find that LoF-tolerant enhancers tend to be more tissue-specific and regulate fewer and more dispensable genes relative to other enhancers. They are enriched in immune-related cells while enhancers with low LoF-tolerance are enriched in kidney and brain/neuronal stem cells. We developed a supervised learning approach to predict the LoF-tolerance of all enhancers, which achieved an area under the receiver operating characteristics curve (AUROC) of 98%. We predict 3,519 more enhancers would be likely tolerant to LoF and 129 enhancers that would have low LoF-tolerance. Our predictions are supported by a known set of disease enhancers and novel deletions from PacBio sequencing. The LoF-tolerance scores provided here will serve as an important reference for disease studies. Public Library of Science 2020-04-03 /pmc/articles/PMC7159235/ /pubmed/32243438 http://dx.doi.org/10.1371/journal.pgen.1008663 Text en © 2020 Xu et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Xu, Duo Gokcumen, Omer Khurana, Ekta Loss-of-function tolerance of enhancers in the human genome |
title | Loss-of-function tolerance of enhancers in the human genome |
title_full | Loss-of-function tolerance of enhancers in the human genome |
title_fullStr | Loss-of-function tolerance of enhancers in the human genome |
title_full_unstemmed | Loss-of-function tolerance of enhancers in the human genome |
title_short | Loss-of-function tolerance of enhancers in the human genome |
title_sort | loss-of-function tolerance of enhancers in the human genome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7159235/ https://www.ncbi.nlm.nih.gov/pubmed/32243438 http://dx.doi.org/10.1371/journal.pgen.1008663 |
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