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Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions
Non-coding regions of the human genome are important for functional regulations, but their mechanisms remain elusive. We used machine learning to guide a CRISPR screening on hubs (i.e. non-coding loci forming many 3D contacts) and significantly increased the discovery rate of hubs essential for cell...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10515877/ https://www.ncbi.nlm.nih.gov/pubmed/37745584 http://dx.doi.org/10.1101/2023.09.11.557110 |
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author | Wu, Peiyao Wang, Wei |
author_facet | Wu, Peiyao Wang, Wei |
author_sort | Wu, Peiyao |
collection | PubMed |
description | Non-coding regions of the human genome are important for functional regulations, but their mechanisms remain elusive. We used machine learning to guide a CRISPR screening on hubs (i.e. non-coding loci forming many 3D contacts) and significantly increased the discovery rate of hubs essential for cell growth. We found no clear genetic or epigenetic differences between essential and nonessential hubs, but we observed that some neighboring hubs in the linear genome have distinct spatial contacts and opposite effects on cell growth. One such pair in an epigenetically quiescent region showed different impacts on gene expression, chromatin accessibility and chromatin organization. We also found that deleting the essential hub altered the genetic network activity and increased the entropy of chromatin accessibility, more severe than that caused by deletion of the nonessential hub, suggesting that they are critical for maintaining an ordered chromatin structure. Our study reveals new insights into the system-level roles of non-coding regions in the human genome. |
format | Online Article Text |
id | pubmed-10515877 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-105158772023-09-23 Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions Wu, Peiyao Wang, Wei bioRxiv Article Non-coding regions of the human genome are important for functional regulations, but their mechanisms remain elusive. We used machine learning to guide a CRISPR screening on hubs (i.e. non-coding loci forming many 3D contacts) and significantly increased the discovery rate of hubs essential for cell growth. We found no clear genetic or epigenetic differences between essential and nonessential hubs, but we observed that some neighboring hubs in the linear genome have distinct spatial contacts and opposite effects on cell growth. One such pair in an epigenetically quiescent region showed different impacts on gene expression, chromatin accessibility and chromatin organization. We also found that deleting the essential hub altered the genetic network activity and increased the entropy of chromatin accessibility, more severe than that caused by deletion of the nonessential hub, suggesting that they are critical for maintaining an ordered chromatin structure. Our study reveals new insights into the system-level roles of non-coding regions in the human genome. Cold Spring Harbor Laboratory 2023-09-13 /pmc/articles/PMC10515877/ /pubmed/37745584 http://dx.doi.org/10.1101/2023.09.11.557110 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Wu, Peiyao Wang, Wei Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title | Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title_full | Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title_fullStr | Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title_full_unstemmed | Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title_short | Distinct 3D contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
title_sort | distinct 3d contacts and phenotypic consequences of adjacent non-coding loci in the epigenetically quiescent regions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10515877/ https://www.ncbi.nlm.nih.gov/pubmed/37745584 http://dx.doi.org/10.1101/2023.09.11.557110 |
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