AI Article Synopsis

  • Introduces GARDEN-NET, an R package and web tool for analyzing and visualizing epigenomic data in 3D chromatin interaction networks.
  • Utilizes user-submitted genomic features alongside existing data to explore their relationship with chromatin network properties, specifically in haematopoietic cells.
  • Finds specific epigenomic features, like histone modifications and gene expression, correlated with 3D genome architecture, with replication timing being highly associated with chromatin organization across different scales.

Article Abstract

We introduce an R package and a web-based visualization tool for the representation, analysis and integration of epigenomic data in the context of 3D chromatin interaction networks. GARDEN-NET allows for the projection of user-submitted genomic features on pre-loaded chromatin interaction networks, exploiting the functionalities of the ChAseR package to explore the features in combination with chromatin network topology properties. We demonstrate the approach using published epigenomic and chromatin structure datasets in haematopoietic cells, including a collection of gene expression, DNA methylation and histone modifications data in primary healthy myeloid cells from hundreds of individuals. These datasets allow us to test the robustness of chromatin assortativity, which highlights which epigenomic features, alone or in combination, are more strongly associated with 3D genome architecture. We find evidence for genomic regions with specific histone modifications, DNA methylation, and gene expression levels to be forming preferential contacts in 3D nuclear space, to a different extent depending on the cell type and lineage. Finally, we examine replication timing data and find it to be the genomic feature most strongly associated with overall 3D chromatin organization at multiple scales, consistent with previous results from the literature.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7192625PMC
http://dx.doi.org/10.1093/nar/gkaa159DOI Listing

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