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Predicting CTCF-mediated chromatin interactions by integrating genomic and epigenomic features
by
Kai, Yan
, Andricovich, Jaclyn
, Zhu, Jun
, Tzatsos, Alexandros
, Zeng, Zhouhao
, Peng, Weiqun
in
38/15
/ 45/77
/ 45/91
/ 631/114
/ 631/114/2785
/ 631/61/191
/ CCCTC-Binding Factor - metabolism
/ Cell Line
/ Chromatin
/ Chromatin - metabolism
/ Epigenesis, Genetic
/ Gene expression
/ Gene Regulatory Networks
/ Genome
/ Genomes
/ Humanities and Social Sciences
/ Humans
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Predictions
/ Proteins
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Wiring
/ Zinc finger proteins
2018
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Predicting CTCF-mediated chromatin interactions by integrating genomic and epigenomic features
by
Kai, Yan
, Andricovich, Jaclyn
, Zhu, Jun
, Tzatsos, Alexandros
, Zeng, Zhouhao
, Peng, Weiqun
in
38/15
/ 45/77
/ 45/91
/ 631/114
/ 631/114/2785
/ 631/61/191
/ CCCTC-Binding Factor - metabolism
/ Cell Line
/ Chromatin
/ Chromatin - metabolism
/ Epigenesis, Genetic
/ Gene expression
/ Gene Regulatory Networks
/ Genome
/ Genomes
/ Humanities and Social Sciences
/ Humans
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Predictions
/ Proteins
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Wiring
/ Zinc finger proteins
2018
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Predicting CTCF-mediated chromatin interactions by integrating genomic and epigenomic features
by
Kai, Yan
, Andricovich, Jaclyn
, Zhu, Jun
, Tzatsos, Alexandros
, Zeng, Zhouhao
, Peng, Weiqun
in
38/15
/ 45/77
/ 45/91
/ 631/114
/ 631/114/2785
/ 631/61/191
/ CCCTC-Binding Factor - metabolism
/ Cell Line
/ Chromatin
/ Chromatin - metabolism
/ Epigenesis, Genetic
/ Gene expression
/ Gene Regulatory Networks
/ Genome
/ Genomes
/ Humanities and Social Sciences
/ Humans
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Predictions
/ Proteins
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Wiring
/ Zinc finger proteins
2018
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Predicting CTCF-mediated chromatin interactions by integrating genomic and epigenomic features
Journal Article
Predicting CTCF-mediated chromatin interactions by integrating genomic and epigenomic features
2018
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Overview
The CCCTC-binding zinc-finger protein (CTCF)-mediated network of long-range chromatin interactions is important for genome organization and function. Although this network has been considered largely invariant, we find that it exhibits extensive cell-type-specific interactions that contribute to cell identity. Here, we present Lollipop, a machine-learning framework, which predicts CTCF-mediated long-range interactions using genomic and epigenomic features. Using ChIA-PET data as benchmark, we demonstrate that Lollipop accurately predicts CTCF-mediated chromatin interactions both within and across cell types, and outperforms other methods based only on CTCF motif orientation. Predictions are confirmed computationally and experimentally by Chromatin Conformation Capture (3C). Moreover, our approach identifies other determinants of CTCF-mediated chromatin wiring, such as gene expression within the loops. Our study contributes to a better understanding about the underlying principles of CTCF-mediated chromatin interactions and their impact on gene expression.
CTCF mediates long-range chromatin interactions which are important for genome organization and function. Here, the authors demonstrate that CTCF-mediated interactome exhibits extensive plasticity and present Lollipop, a machine-learning framework which predicts CTCF-mediated long-range interactions using genomic and epigenomic features.
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