Identifying and Mapping Cell-type Specific Chromatin Programming of Gene Expression
Troels T. Marstrand, John D. Storey

TL;DR
This study presents a quantitative framework to map how chromatin structure variations influence gene expression across different human cell types, revealing that a significant portion of gene expression differences are explained by chromatin accessibility.
Contribution
The paper introduces a novel framework for linking high-resolution chromatin structure data to gene expression, emphasizing the importance of distal regions and cell-type specific hypersensitive sites.
Findings
Approximately 25% of genes have cell-type specific expression explained by chromatin structure.
Distal chromatin regions capture more genes with expression relationships than local regions.
Identified hypersensitive sites are contextually diverse and linked to cell-type specific expression.
Abstract
A problem of substantial interest is to systematically map variation in chromatin structure to gene expression regulation across conditions, environments, or differentiated cell types. We developed and applied a quantitative framework for determining the existence, strength, and type of relationship between high-resolution chromatin structure in terms of DNaseI hypersensitivity (DHS) and genome-wide gene expression levels in 20 diverse human cell lines. We show that ~25% of genes show cell-type specific expression explained by alterations in chromatin structure. We find that distal regions of chromatin structure (e.g., +/- 200kb) capture more genes with this relationship than local regions (e.g., +/- 2.5kb), yet the local regions show a more pronounced effect. By exploiting variation across cell-types, we were capable of pinpointing the most likely hypersensitive sites related to…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
