Author : Carles Boix (Scientist in computational and systems biology)
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (136 download)
Book Synopsis Gene-regulatory Circuitry of Disease Risk and Progression by : Carles Boix (Scientist in computational and systems biology)
Download or read book Gene-regulatory Circuitry of Disease Risk and Progression written by Carles Boix (Scientist in computational and systems biology) and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Complex diseases act heterogeneously through a remarkable diversity of cellular and functional outcomes across the human body, primarily through epigenetic organization and gene regulation. Genetics is a powerful tool to shed light on genes involved in disease, but we need maps of gene regulation and function at the tissue and cell type resolution to better understand disease mechanisms. Increasingly high resolution measurements of cellular epigenomes and transcriptomes allow us to observe this cellular heterogeneity at scale. To systematically model these, we require scalable statistical tools that can interpret and model gene regulation, its machinery, and complex transcriptional states. In this thesis, I build references of gene regulation and function in health and disease to interpret disease-linked genomic loci and develop methods to learn context-specific representations in order to understand how a single genome yields robust and diverse transcriptional outcomes through modularity of biological functions, how this heterogeneity is maintained, and how it breaks down over time and in disease.