Caves are accessible windows into the shallow subsurface, serving as transitional ecosystems between the photosynthesis-dependent surface and the deeper subsurface. Without a source of solar energy to ultimately power carbon (C) fixation (photolithoautotrophy), cave ecosystems are either reliant on surface-derived nutrients, recovering reducing power from the microbial oxidation of redox-sensitive...
Cancer is a complex and heterogeneous disease characterized by aberrant gene regulation. Gene regulation is fundamentally orchestrated by the 3D genome organization which involves chromatin looping, compartmentalization, and the formation of topologically associating domains (TADs). Structural variations (SVs), such as genomic rearrangements, deletions, inversions, and duplications, are commonly observed in...
Bacterial infections (BI) are a frequent, expensive, and life-threatening condition for critically ill patients. For patients with serious BI, minimizing the time between admission to the
intensive care unit (ICU) and administration of appropriate antibiotic therapy is crucial to
improve prognosis. However, the current gold-standard for identifying the appropriate
antimicrobials...
Fat represents an important source of energy for ovarian cancer (OC) cells and is supplied either through import from the tumor milieu or via de novo lipogenesis. During fast tumor growth, when nutrients are scarce, lipogenesis becomes the primary source of fatty acids. Stearoyl-CoA desaturase (SCD), a rate-limiting enzyme in...
Transfer of information across membranes is fundamental to the function of all organisms and is primarily initiated by transmembrane receptors. This is an allosteric process and involves conformational coupling between ligand-binding domain and signaling domain of a receptor. This allosteric mechanism of activation is unclear for many receptors. Moreover, for...
Breakthroughs in large-scale biological data collection have resulted in a wealth of -omics (genomics, metabolomics, etc.) datasets in the literature. However, the development of appropriate computational techniques for their analysis is lacking, yet crucial for fully extracting the rich information contained in these datasets. The work in this dissertation describes...
In 2009, the Health Information Technology for Economic and Clinical Health Act (HITECH) promoted national use of electronic health records (EHR) in the US by giving incentives to providers who adopt ‘meaningful use’ of EHRs. As of 2017, nearly 86% of office-based physicians had adopted EHRs. EHRs have rich information...
Circadian rhythms — physiological, behavioral, and metabolic oscillations with an approximate 24-h period — are controlled by an evolutionarily conserved set of core clock genes operating at the transcriptional and protein level. Entrainable by Zeitgebers (external environmental stimuli such as light, temperature, and food) that modulate time-of-day specific functions, the...
Modern data sets are increasingly vast, not only in the number of samples, but also in the number of measurements, or features, that they contain. This high-dimensionality poses a unique set of problems for data analysis due to a set of phenomena known as ``the curse of dimensionality.'' This thesis...
Macrophages are innate immune cells that are traditionally thought to be specialists in phagocytosis. More recent evidence suggest that macrophages reside in nearly every organ and readily adapt to local microenvironmental signals, leading to highly plastic phenotypes across and within tissues. Therefore, rather than treating it as a homogenous cell...