Data-driven Mechanistic Modeling of 3D Human Genome

Data-driven Mechanistic Modeling of 3D Human Genome
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Book Synopsis Data-driven Mechanistic Modeling of 3D Human Genome by : Yifeng Qi (Scientist in chemistry)

Download or read book Data-driven Mechanistic Modeling of 3D Human Genome written by Yifeng Qi (Scientist in chemistry) and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis is organized as follows. In the first chapter, we introduce a computational model to simulate chromatin structure and dynamics. The model defines chromatin states by taking one-dimensional genomics and epigenomics data as input and quantitatively learns interacting patterns between these states using experimental contact data. Once learned, the model is able to make de novo predictions of 3D chromatin structures at five-kilo-base resolution across different cell types. The manuscript associated with this study is published in PLoS Computational Biology, 15.6, e1007024 (2019).

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This book is a revised version of the PhD dissertation written by the author to receive her PhD from the Department of Electronics, Information and Bioengineeri