Inferring CTCF-binding patterns and anchored loops across human tissues and cell types

被引:3
|
作者
Xu, Hang [1 ,2 ]
Yi, Xianfu [3 ]
Fan, Xutong [3 ]
Wu, Chengyue [4 ]
Wang, Wei [1 ]
Chu, Xinlei [1 ]
Zhang, Shijie [6 ]
Dong, Xiaobao [6 ]
Wang, Zhao [5 ]
Wang, Jianhua [3 ]
Zhou, Yao [3 ]
Zhao, Ke [5 ]
Yao, Hongcheng [7 ]
Zheng, Nan [8 ]
Wang, Junwen [9 ,10 ]
Chen, Yupeng [4 ]
Plewczynski, Dariusz [11 ]
Sham, Pak Chung [7 ]
Chen, Kexin [1 ]
Huang, Dandan [12 ]
Jun, Mulin [1 ,3 ]
机构
[1] Tianjin Med Univ, Tianjin Med Univ Canc Inst Hosp, Natl Clin Res Ctr Canc, Dept Epidemiol & Biostat,Key Lab Prevent & Control, Tianjin 300070, Peoples R China
[2] ASTAR, Singapore Immunol Network SIgN, Singapore 138648, Singapore
[3] Tianjin Med Univ, Prov & Minist Cosponsored Collaborat Innovat Ctr M, Sch Basic Med Sci, Dept Bioinformat, Tianjin 300070, Peoples R China
[4] Tianjin Med Univ, Sch Basic Med Sci, Dept Biochem & Mol Biol, Tianjin 300070, Peoples R China
[5] Tianjin Med Univ, Sch Basic Med Sci, Dept Pharmacol, Tianjin Key Lab Inflammat Biol, Tianjin 300070, Peoples R China
[6] Tianjin Med Univ, Sch Basic Med Sci, Dept Genet, Tianjin 300070, Peoples R China
[7] Univ Hong Kong, Ctr PanorOm Sci Genom & Bioinformat Cores, Hong Kong, Peoples R China
[8] Tianjin Med Univ, Dept Network Secur & Informatizat, Tianjin 300070, Peoples R China
[9] Mayo Clin Arizona, Dept Hlth Sci Res, Scottsdale, AZ USA
[10] Mayo Clin, Ctr Individualized Med, Scottsdale, AZ 85259 USA
[11] Warsaw Univ Technol, Fac Math & Informat Sci, Warsaw, Poland
[12] Jiangnan Univ, Wuxi Sch Med, Wuxi 214122, Peoples R China
来源
PATTERNS | 2023年 / 4卷 / 08期
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
INSULATED NEIGHBORHOODS; GENOME TOPOLOGY; DNA; PROTEIN; LANDSCAPE; FRAMEWORK; DYNAMICS; COFACTOR; SEQUENCE; PROVIDES;
D O I
10.1016/j.patter.2023.100798
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
CCCTC-binding factor (CTCF) is a transcription regulator with a complex role in gene regulation. The recog-nition and effects of CTCF on DNA sequences, chromosome barriers, and enhancer blocking are not well un-derstood. 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 imple-mentation 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 ele-ments shape context-specific gene regulation in cell development and disease progression.
引用
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页数:16
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