Distinct genomic and epigenomic features demarcate hypomethylated blocks in colon cancer

dc.contributor.authorSharmin, Mahfuza
dc.contributor.authorBravo, Héctor Corrada
dc.contributor.authorHannenhalli, Sridhar
dc.date.accessioned2021-07-28T19:49:54Z
dc.date.available2021-07-28T19:49:54Z
dc.date.issued2016-02-11
dc.description.abstractLarge mega base-pair genomic regions show robust alterations in DNA methylation levels in multiple cancers. A vast majority of these regions are hypomethylated in cancers. These regions are generally enriched for CpG islands, Lamin Associated Domains and Large organized chromatin lysine modification domains, and are associated with stochastic variability in gene expression. Given the size and consistency of hypomethylated blocks (HMB) across cancer types, we hypothesized that the immediate causes of methylation instability are likely to be encoded in the genomic region near HMB boundaries, in terms of specific genomic or epigenomic signatures. However, a detailed characterization of the HMB boundaries has not been reported. Here, we focused on ~13 k HMBs, encompassing approximately half of the genome, identified in colon cancer. We modeled the genomic features of HMB boundaries by Random Forest to identify their salient features, in terms of transcription factor (TF) binding motifs. Additionally we analyzed various epigenomic marks, and chromatin structural features of HMB boundaries relative to the non-HMB genomic regions. We found that the classical promoter epigenomic mark – H3K4me3, is highly enriched at HMB boundaries, as are CTCF bound sites. HMB boundaries harbor distinct combinations of TF motifs. Our Random Forest model based on TF motifs can accurately distinguish boundaries not only from regions inside and outside HMBs, but surprisingly, from active promoters as well. Interestingly, the distinguishing TFs and their interacting proteins are involved in chromatin modification. Finally, HMB boundaries significantly coincide with the boundaries of Topologically Associating Domains of the chromatin. Our analyses suggest that the overall architecture of HMBs is guided by pre-existing chromatin architecture, and are associated with aberrant activity of promoter-like sequences at the boundary.en_US
dc.description.urihttps://doi.org/10.1186/s12885-016-2128-1
dc.identifierhttps://doi.org/10.13016/h3ca-dltk
dc.identifier.citationSharmin, M., Bravo, H.C. & Hannenhalli, S. Distinct genomic and epigenomic features demarcate hypomethylated blocks in colon cancer. BMC Cancer 16, 88 (2016).en_US
dc.identifier.urihttp://hdl.handle.net/1903/27590
dc.language.isoen_USen_US
dc.publisherSpringer Natureen_US
dc.relation.isAvailableAtCollege of Computer, Mathematical & Physical Sciencesen_us
dc.relation.isAvailableAtDigital Repository at the University of Marylanden_us
dc.relation.isAvailableAtBiologyen_us
dc.relation.isAvailableAtUniversity of Maryland (College Park, MD)en_us
dc.subjectDNA methylationen_US
dc.subjectCanceren_US
dc.subjectMachine learningen_US
dc.titleDistinct genomic and epigenomic features demarcate hypomethylated blocks in colon canceren_US
dc.typeArticleen_US

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