Genetically personalised organ-specific metabolic models in health and disease
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Peer-reviewed
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Abstract
Understanding how genetic variants influence disease risk and complex traits (variant-to-function) is one of the major challenges in human genetics. Here we present a model-driven framework to leverage human genome-scale metabolic networks to define how genetic variants affect biochemical reaction fluxes across major human tissues, including skeletal muscle, adipose, liver, brain and heart. As proof of concept, we build personalised organ-specific metabolic flux models for 524,615 individuals of the INTERVAL and UK Biobank cohorts and perform a fluxome-wide association study (FWAS) to identify 4,312 associations between personalised flux values and the concentration of metabolites in blood. Furthermore, we apply FWAS to identify 92 metabolic fluxes associated with the risk of developing coronary artery disease, many of which are linked to processes previously described to play in role in the disease. Our work demonstrates that genetically personalised metabolic models can elucidate the downstream effects of genetic variants on biochemical reactions involved in common human diseases.
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Funder: RCUK | Science and Technology Facilities Council (STFC); doi: https://doi.org/10.13039/501100000271
Funder: Scottish Government Health and Social Care Directorate (SGHSC); doi: https://doi.org/10.13039/100011529
Funder: Wellcome Trust (Wellcome); doi: https://doi.org/10.13039/100010269
Funder: NHS Blood and Transplant; doi: https://doi.org/10.13039/100009033
Funder: Health Data Research UK Department of Health and Social Care (England) Health and Social Care Research and Development Division (Welsh Government) Public Health Agency (Northern Ireland)
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2041-1723
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Department of Health (via National Institute for Health Research (NIHR)) (NIHR BTRU-2014-10024)
Department of Health (via National Institute for Health Research (NIHR)) (NIHR203337)
Medical Research Council (MR/L003120/1)
British Heart Foundation (RG/18/13/33946)
ESRC (ES/T013192/1)
Engineering and Physical Sciences Research Council (EP/P020259/1)
European Commission and European Federation of Pharmaceutical Industries and Associations (EFPIA) FP7 Innovative Medicines Initiative (IMI) (116074)
European Commission (279233)
Health Data Research UK (via Wellcome Trust Sanger Institute, Genome Research Limited) (CFC0107)
British Heart Foundation (SP/09/002/27676)
British Heart Foundation (None)