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Physical Sciences and Mathematics Commons

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Statistics and Probability

Theses and Dissertations

Theses/Dissertations

2019

Biostatistics

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Full-Text Articles in Physical Sciences and Mathematics

Spectral Methods For The Detection And Characterization Of Topologically Associated Domains, Kellen Garrison Cresswell Jan 2019

Spectral Methods For The Detection And Characterization Of Topologically Associated Domains, Kellen Garrison Cresswell

Theses and Dissertations

The three-dimensional (3D) structure of the genome plays a crucial role in gene expression regulation. Chromatin conformation capture technologies (Hi-C) have revealed that the genome is organized in a hierarchy of topologically associated domains (TADs), sub-TADs, and chromatin loops which is relatively stable across cell-lines and even across species. These TADs dynamically reorganize during development of disease, and exhibit cell- and conditionspecific differences. Identifying such hierarchical structures and how they change between conditions is a critical step in understanding genome regulation and disease development. Despite their importance, there are relatively few tools for identification of TADs and even fewer for …