3D chromatin architecture, BRD4, and Mediator have distinct roles in regulating genome-wide transcriptional bursting and gene network.
Pawel TrzaskomaSeolKyoung JungAleksandra PękowskaChristopher H BohrerXiang WangFaiza NazStefania Dell'OrsoWendy D DuboisAna OliveraSupriya V VartakYongbing ZhaoSubhashree NayakAndrew OvermillerMaria I MorassoVittorio SartorelliDaniel R LarsonCarson C ChowRafael CasellasJohn J O'SheaPublished in: Science advances (2024)
Discontinuous transcription is evolutionarily conserved and a fundamental feature of gene regulation; yet, the exact mechanisms underlying transcriptional bursting are unresolved. Analyses of bursting transcriptome-wide have focused on the role of cis-regulatory elements, but other factors that regulate this process remain elusive. We applied mathematical modeling to single-cell RNA sequencing data to infer bursting dynamics transcriptome-wide under multiple conditions to identify possible molecular mechanisms. We found that Mediator complex subunit 26 (MED26) primarily regulates frequency, MYC regulates burst size, while cohesin and Bromodomain-containing protein 4 (BRD4) can modulate both. Despite comparable effects on RNA levels among these perturbations, acute depletion of MED26 had the most profound impact on the entire gene regulatory network, acting downstream of chromatin spatial architecture and without affecting TATA box-binding protein (TBP) recruitment. These results indicate that later steps in the initiation of transcriptional bursts are primary nodes for integrating gene networks in single cells.
Keyphrases
- transcription factor
- genome wide
- single cell
- genome wide identification
- binding protein
- rna seq
- dna methylation
- copy number
- gene expression
- induced apoptosis
- high throughput
- liver failure
- machine learning
- high frequency
- cell cycle arrest
- intellectual disability
- density functional theory
- respiratory failure
- deep learning
- protein kinase
- dna damage
- signaling pathway
- squamous cell carcinoma
- endoplasmic reticulum stress
- nucleic acid
- early stage
- drug induced
- pi k akt
- artificial intelligence
- intensive care unit
- cell proliferation
- genome wide analysis
- network analysis
- acute respiratory distress syndrome
- molecular dynamics
- neural network