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CHROMATIX: computing the functional landscape of many-body chromatin interactions in transcriptionally active loci from deconvolved single cells
- Source :
- Genome Biology, 21, Genome Biology, Vol 21, Iss 1, Pp 1-17 (2020), Genome Biology
- Publication Year :
- 2020
- Publisher :
- ETH Zurich, 2020.
-
Abstract
- Chromatin interactions are important for gene regulation and cellular specialization. Emerging evidence suggests many-body spatial interactions play important roles in condensing super-enhancer regions into a cohesive transcriptional apparatus. Chromosome conformation studies using Hi-C are limited to pairwise, population-averaged interactions; therefore unsuitable for direct assessment of many-body interactions. We describe a computational model, CHROMATIX, which reconstructs ensembles of single-cell chromatin structures by deconvolving Hi-C data and identifies significant many-body interactions. For a diverse set of highly active transcriptional loci with at least 2 super-enhancers, we detail the many-body functional landscape and show DNase accessibility, POLR2A binding, and decreased H3K27me3 are predictive of interaction-enriched regions.<br />Genome Biology, 21<br />ISSN:1474-760X
- Subjects :
- Epigenomics
Transcription, Genetic
lcsh:QH426-470
Direct assessment
Bayesian inference
Method
Chromatin folding
Computational biology
Biology
Many body
03 medical and health sciences
0302 clinical medicine
Gibbs sampling
Machine learning
Promoter Regions, Genetic
Polymer modeling
lcsh:QH301-705.5
030304 developmental biology
Regulation of gene expression
0303 health sciences
Genome
Models, Genetic
Histone modifications
Sequential Monte Carlo sampling
Computational Biology
Chromosome
Chromatin
Human genetics
lcsh:Genetics
Enhancer Elements, Genetic
Histone
Super-enhancers
lcsh:Biology (General)
Topologically associated domains
CHROMATIX
biology.protein
Single-Cell Analysis
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- ISSN :
- 1474760X
- Database :
- OpenAIRE
- Journal :
- Genome Biology, 21, Genome Biology, Vol 21, Iss 1, Pp 1-17 (2020), Genome Biology
- Accession number :
- edsair.doi.dedup.....b9ae1c31ced05a5a1939ef2e4ee43f0a
- Full Text :
- https://doi.org/10.3929/ethz-b-000395836