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Inferring CTCF-binding patterns and anchored loops across human tissues and cell types
CCCTC-binding factor (CTCF) is a transcription regulator with a complex role in gene regulation. The recognition and effects of CTCF on DNA sequences, chromosome barriers, and enhancer blocking are not well understood. Existing computational tools struggle to assess the regulatory potential of CTCF-...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10436006/ https://www.ncbi.nlm.nih.gov/pubmed/37602215 http://dx.doi.org/10.1016/j.patter.2023.100798 |
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author | Xu, Hang Yi, Xianfu Fan, Xutong Wu, Chengyue Wang, Wei Chu, Xinlei Zhang, Shijie Dong, Xiaobao Wang, Zhao Wang, Jianhua Zhou, Yao Zhao, Ke Yao, Hongcheng Zheng, Nan Wang, Junwen Chen, Yupeng Plewczynski, Dariusz Sham, Pak Chung Chen, Kexin Huang, Dandan Li, Mulin Jun |
author_facet | Xu, Hang Yi, Xianfu Fan, Xutong Wu, Chengyue Wang, Wei Chu, Xinlei Zhang, Shijie Dong, Xiaobao Wang, Zhao Wang, Jianhua Zhou, Yao Zhao, Ke Yao, Hongcheng Zheng, Nan Wang, Junwen Chen, Yupeng Plewczynski, Dariusz Sham, Pak Chung Chen, Kexin Huang, Dandan Li, Mulin Jun |
author_sort | Xu, Hang |
collection | PubMed |
description | CCCTC-binding factor (CTCF) is a transcription regulator with a complex role in gene regulation. The recognition and effects of CTCF on DNA sequences, chromosome barriers, and enhancer blocking are not well understood. Existing computational tools struggle to assess the regulatory potential of CTCF-binding sites and their impact on chromatin loop formation. Here we have developed a deep-learning model, DeepAnchor, to accurately characterize CTCF binding using high-resolution genomic/epigenomic features. This has revealed distinct chromatin and sequence patterns for CTCF-mediated insulation and looping. An optimized implementation of a previous loop model based on DeepAnchor score excels in predicting CTCF-anchored loops. We have established a compendium of CTCF-anchored loops across 52 human tissue/cell types, and this suggests that genomic disruption of these loops could be a general mechanism of disease pathogenesis. These computational models and resources can help investigate how CTCF-mediated cis-regulatory elements shape context-specific gene regulation in cell development and disease progression. |
format | Online Article Text |
id | pubmed-10436006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-104360062023-08-19 Inferring CTCF-binding patterns and anchored loops across human tissues and cell types Xu, Hang Yi, Xianfu Fan, Xutong Wu, Chengyue Wang, Wei Chu, Xinlei Zhang, Shijie Dong, Xiaobao Wang, Zhao Wang, Jianhua Zhou, Yao Zhao, Ke Yao, Hongcheng Zheng, Nan Wang, Junwen Chen, Yupeng Plewczynski, Dariusz Sham, Pak Chung Chen, Kexin Huang, Dandan Li, Mulin Jun Patterns (N Y) Article CCCTC-binding factor (CTCF) is a transcription regulator with a complex role in gene regulation. The recognition and effects of CTCF on DNA sequences, chromosome barriers, and enhancer blocking are not well understood. Existing computational tools struggle to assess the regulatory potential of CTCF-binding sites and their impact on chromatin loop formation. Here we have developed a deep-learning model, DeepAnchor, to accurately characterize CTCF binding using high-resolution genomic/epigenomic features. This has revealed distinct chromatin and sequence patterns for CTCF-mediated insulation and looping. An optimized implementation of a previous loop model based on DeepAnchor score excels in predicting CTCF-anchored loops. We have established a compendium of CTCF-anchored loops across 52 human tissue/cell types, and this suggests that genomic disruption of these loops could be a general mechanism of disease pathogenesis. These computational models and resources can help investigate how CTCF-mediated cis-regulatory elements shape context-specific gene regulation in cell development and disease progression. Elsevier 2023-07-12 /pmc/articles/PMC10436006/ /pubmed/37602215 http://dx.doi.org/10.1016/j.patter.2023.100798 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Xu, Hang Yi, Xianfu Fan, Xutong Wu, Chengyue Wang, Wei Chu, Xinlei Zhang, Shijie Dong, Xiaobao Wang, Zhao Wang, Jianhua Zhou, Yao Zhao, Ke Yao, Hongcheng Zheng, Nan Wang, Junwen Chen, Yupeng Plewczynski, Dariusz Sham, Pak Chung Chen, Kexin Huang, Dandan Li, Mulin Jun Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title | Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title_full | Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title_fullStr | Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title_full_unstemmed | Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title_short | Inferring CTCF-binding patterns and anchored loops across human tissues and cell types |
title_sort | inferring ctcf-binding patterns and anchored loops across human tissues and cell types |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10436006/ https://www.ncbi.nlm.nih.gov/pubmed/37602215 http://dx.doi.org/10.1016/j.patter.2023.100798 |
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