CT-FOCS: a novel method for inferring cell type-specific enhancer-promoter maps.
Tom Aharon HaitRan ElkonRon ShamirPublished in: Nucleic acids research (2022)
Spatiotemporal gene expression patterns are governed to a large extent by the activity of enhancer elements, which engage in physical contacts with their target genes. Identification of enhancer-promoter (EP) links that are functional only in a specific subset of cell types is a key challenge in understanding gene regulation. We introduce CT-FOCS (cell type FOCS), a statistical inference method that uses linear mixed effect models to infer EP links that show marked activity only in a single or a small subset of cell types out of a large panel of probed cell types. Analyzing 808 samples from FANTOM5, covering 472 cell lines, primary cells and tissues, CT-FOCS inferred such EP links more accurately than recent state-of-the-art methods. Furthermore, we show that strictly cell type-specific EP links are very uncommon in the human genome.
Keyphrases
- gene expression
- single cell
- transcription factor
- dna methylation
- computed tomography
- image quality
- cell therapy
- dual energy
- contrast enhanced
- genome wide
- binding protein
- endothelial cells
- positron emission tomography
- magnetic resonance imaging
- induced apoptosis
- physical activity
- stem cells
- mesenchymal stem cells
- bone marrow
- molecular dynamics simulations
- cell death
- genome wide identification