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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-...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
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.
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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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