Metabolomics, proteomics, and genomics analyses provide profound insight into human biology and disease pathophysiology. In this thesis, we explored the methodological challenges facing these OMICs... Show moreMetabolomics, proteomics, and genomics analyses provide profound insight into human biology and disease pathophysiology. In this thesis, we explored the methodological challenges facing these OMICs technologies and illustrated their applications in epidemiological studies. In part one, we focused on some of the methodological challenges facing OMICs research. These challenges included handling missing data in metabolomics, measurement agreement between high throughput proteomic measurements with standard clinical measurements, and challenges in developing prediction models using metabolomic data. The second part of this thesis addressed various epidemiological research questions by utilizing genomic data and metabolomics measurements (Metabolon and Nightingale platforms) and using advanced data analysis methods. These studies provided important insights into the associations between metabolites and hepatic triglyceride content, the associations of between the size of cytosine-adenine-guanine nucleotide repeats in the huntingtin gene with metabolomic profile, and the associations of the man-made per- and polyfluoroalkyl substances (PFAS) with metabolite levels. Show less
Cardiovascular disease and diabetes are one of the leading causes of death worldwide. Multiple genetic and non-genetic factors play a role in this process. This dissertation aims to study the... Show moreCardiovascular disease and diabetes are one of the leading causes of death worldwide. Multiple genetic and non-genetic factors play a role in this process. This dissertation aims to study the interplay between genetic factors and lifestyle factors (eg sleep, nutrition, physical activity) with diseases such as cardiovascular disease and risk factors for cardiovascular disease (diabetes). For example, 12 blood biomarkers associated with insulin resistance have been identified, 5 of which are specifically much higher in subjects with diabetes. In addition, it appeared that a short sleep duration and poor sleep quality are associated with poorer lipids in the blood (eg cholesterol and LDL) and more insulin resistance. With regard to sleep, 59 new genetic variants have also been identified with regard to blood lipids (HDL, LDL, triglycerides). In addition, the results indicate that a better lifestyle can also help reduce the development of new cardiovascular diseases in people with an increased genetic risk. This is particularly interesting to prevent diseases in persons at high risk. All in all, this thesis has provided new insights into the various factors that are potentially important in the development of cardiovascular disease and diabetes. Show less
The explosive increase in infections by pathogens is a major problem in the clinic today. The theme of this thesis was to find novel antibiotics from actinomycetes. Next-generation... Show more The explosive increase in infections by pathogens is a major problem in the clinic today. The theme of this thesis was to find novel antibiotics from actinomycetes. Next-generation sequencing revealed that the biosynthetic potential of actinomycetes had been grossly underestimated. In this thesis, different antibiotics-eliciting strategies, including microbial cocultivation, streptomycin-resistant mutation, overexpression of pathway-specific activator, variation of culture conditions, were utilized to enforce fluctuations in the production of bioactive compounds in actinomycetes, after which, NMR-based metabolic profiling was used to facilitate uncovering those elicited molecules. This pipeline allowed the discovery of new antibiotics involving various chemical skeletons, such as 7-prenylisatin, methoxylated isocoumarins, endophenazines, and C-glycosylpyranonaphthoquinones. On the other hand, genome-mining methodology enabled the discovery of a group of endophenasides and leucanicidin in Kitasatospora sp. MBT66, whereby the rhamnosylation of both scaffold are executed by a same promiscuous glycosyltransferase. Last but not least, a novel antibiotic termed lugdunomycin with unprecedented chemical scaffold, as well as a number of new angucycline-type antibiotics, were characterized from Streptomyces sp. QL37. The biosynthetic pathway of lugdunomycin was deciphered by genetic knockout and OSMAC (One Strain MAny Compound) strategy. In summary, this thesis explores an interface of genomics and metabolomics to accelerate new antibiotics discovery. Show less
