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Bioinformatics

Washington University in St. Louis

DNA methylation

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Computational Analysis Of Non-Cpg Dna Methylation In The Mammalian Nervous System, Dennis Yawen Wu Jan 2021

Computational Analysis Of Non-Cpg Dna Methylation In The Mammalian Nervous System, Dennis Yawen Wu

Arts & Sciences Electronic Theses and Dissertations

Noncanonical forms of DNA methylation, especially non-CpG DNA methylation, play essential roles in the neuronal epigenome, and have only recently begun to be characterized. While most DNA methylation within mammals is found in a CG context and maintained by DNMT1, neurons contain uniquely high levels of non-CpG methylation, such that the total amounts of methylation in non-CpG contexts equals or surpasses the total amounts of methylation in CG contexts. Non-CpG methylation, unlike CpG methylation, cannot be maintained by DNMT1, and must be established by the de novo methyltransferase DNMT3A.One unique characteristic of non-CpG methylation compared to canonical CpG methylation is …


Identify Genetic And Epigenetic Abnormalities Associated With Therapeutic Vulnerability In Human Cancers, Wen-Wei Liang Jan 2021

Identify Genetic And Epigenetic Abnormalities Associated With Therapeutic Vulnerability In Human Cancers, Wen-Wei Liang

Arts & Sciences Electronic Theses and Dissertations

Human cancer is a complex and dynamic disease with mutational, spatial, and temporal heterogeneity. There has been a concerted effort to address the heterogeneity by profiling large-scale multiomic datasets with an emphasis on abnormalities such as DNA mutations at coding regions and structural variants. However, a systematic analysis of alterations at “dark matter” is lacking – including DNA slippage events at microsatellite sequences, gene fusions arising from genomic rearrangements, and aberrant DNA methylations at promoter regions. This dissertation focus on developing data-driven computational analysis pipelines to study the patterns of microsatellite instability, gene fusions, and aberrant DNA methylation, and their …