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Development and application of a platform for harmonisation and integration of metabolomics data

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Title: Development and application of a platform for harmonisation and integration of metabolomics data
Authors: Haggart, Gordon Andrew
Item Type: Thesis or dissertation
Abstract: Integrating diverse metabolomics data for molecular epidemiology analyses provides both opportuni- ties and challenges in the field of human health research. Combining patient cohorts may improve power and sensitivity of analyses but is challenging due to significant technical and analytical vari- ability. Additionally, current systems for the storage and analysis of metabolomics data suffer from scalability, query-ability, and integration issues that limit their adoption for molecular epidemiological research. Here, a novel platform for integrative metabolomics is developed, which addresses issues of storage, harmonisation, querying, scaling, and analysis of large-scale metabolomics data. Its use is demonstrated through an investigation of molecular trends of ageing in an integrated four-cohort dataset where the advantages and disadvantages of combining balanced and unbalanced cohorts are explored, and robust metabolite trends are successfully identified and shown to be concordant with previous studies.
Content Version: Open Access
Issue Date: Oct-2022
Date Awarded: Mar-2023
URI: http://hdl.handle.net/10044/1/103621
DOI: https://doi.org/10.25560/103621
Copyright Statement: Creative Commons Attribution NonCommercial NoDerivatives Licence
Supervisor: Glen, Robert
Ebbels, Timothy
Department: Department of Metabolism, Digestion and Reproduction
Publisher: Imperial College London
Qualification Level: Doctoral
Qualification Name: Doctor of Philosophy (PhD)
Appears in Collections:Department of Metabolism, Digestion and Reproduction PhD Theses



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