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Abstract
Understanding why individuals with severe mental illness (Schizophrenia, Bipolar Disorder and Major Depressive Disorder) have increased risk of cardiometabolic disease (including obesity, type 2 diabetes and cardiovascular disease), and identifying those at highest risk of cardiometabolic disease are important priority areas for researchers. For individuals with European ancestry we explored whether genetic variation could identify sub-groups with different metabolic profiles. Loci associated with schizophrenia, bipolar disorder and major depressive disorder from previous genome-wide association studies and loci that were also implicated in cardiometabolic processes and diseases were selected. In the IMPROVE study (a high cardiovascular risk sample) and UK Biobank (general population sample) multidimensional scaling was applied to genetic variants implicated in both psychiatric and cardiometabolic disorders. Visual inspection of the resulting plots used to identify distinct clusters. Differences between these clusters were assessed using chi-squared and Kruskall-Wallis tests. In IMPROVE, genetic loci associated with both schizophrenia and cardiometabolic disease (but not bipolar disorder or major depressive disorder) identified three groups of individuals with distinct metabolic profiles. This grouping was replicated within UK Biobank, with somewhat less distinction between metabolic profiles. This work focused on individuals of European ancestry and is unlikely to apply to more genetically diverse populations. Overall, this study provides proof of concept that common biology underlying mental and physical illness may help to stratify subsets of individuals with different cardiometabolic profiles.
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1 University of Glasgow, Institute of Health and Wellbeing, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X); Health Data Research, London, UK (GRID:grid.507332.0); Karolinska Institute, Cardiovascular Medicine Unit, Department of Medicine Solna, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
2 University of Glasgow, Institute of Health and Wellbeing, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X); University of Edinburgh, Deanery of Molecular, Genetic and Population Health Sciences, College of Medicine and Veterinary Medicine, Edinburgh, Scotland, UK (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988); University of Glasgow, School of Life Sciences, College of Medical, Veterinary & Life Sciences, Glasgow, Scotland, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
3 University of Glasgow, School of Life Sciences, College of Medical, Veterinary & Life Sciences, Glasgow, Scotland, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
4 Università degli Studi di Milano, Department of Medical Biotechnology and Translational Medicine, Milan, Italy (GRID:grid.4708.b) (ISNI:0000 0004 1757 2822); IRCCS, Centro Cardiologico Monzino, Milan, Italy (GRID:grid.414603.4)
5 University of Glasgow, Institute of Health and Wellbeing, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X)
6 Karolinska Institute, Cardiovascular Medicine Unit, Department of Medicine Solna, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
7 Karolinska Institutet, Cardiovascular and Nutritional Epidemiology, Institute of Environmental Medicine, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
8 University of Glasgow, Institute of Health and Wellbeing, Glasgow, UK (GRID:grid.8756.c) (ISNI:0000 0001 2193 314X); University of Edinburgh, Usher Institute, Edinburgh, UK (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988)
9 Assistance Publique - Hopitaux de Paris, Service Endocrinologie-Metabolisme, Groupe Hôpitalier Pitie-Salpetriere, Unités de Prévention Cardiovasculaire, Paris, France (GRID:grid.50550.35) (ISNI:0000 0001 2175 4109)
10 University College London, Centre for Cardiovascular Genetics, Institute Cardiovascular Science, London, UK (GRID:grid.83440.3b) (ISNI:0000000121901201)
11 University of Eastern Finland, Institute of Public Health and Clinical Nutrition, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490)
12 University of Perugia, Internal Medicine, Angiology and Arteriosclerosis Diseases, Department of Clinical and Experimental Medicine, Perugia, Italy (GRID:grid.9027.c) (ISNI:0000 0004 1757 3630)
13 Kuopio Research Institute of Exercise Medicine, Foundation for Research in Health Exercise and Nutrition, Kuopio, Finland (GRID:grid.419013.e); Kuopio University Hospital, Department of Clinical Physiology and Nuclear Medicine, Kuopio, Finland (GRID:grid.410705.7) (ISNI:0000 0004 0628 207X)
14 University Medical Center Groningen and University of Groningen, Department of Medicine, Groningen, The Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
15 IRCCS, Centro Cardiologico Monzino, Milan, Italy (GRID:grid.414603.4)
16 University of Eastern Finland, Public Health and Clinical Nutrition, Department of Medicine, Kupiou, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490)
17 Uppsala University, Department of Cell and Molecular Biology, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)