Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom
Jessica Tyrrell
Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom
Research Centre for Optimal Health, School of Life Sciences, University of Westminster, London, United Kingdom
Matthew J Bown
Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom; NIHR Leicester Biomedical Research Centre, Leicester, United Kingdom
Andrew R Wood
Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom
Robin N Beaumont
Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom
Lam C Tsoi
Department of Dermatology, University of Michigan, Ann Arbor, United States
Philip E Stuart
Department of Dermatology, University of Michigan, Ann Arbor, United States
James T Elder
Department of Dermatology, University of Michigan, Ann Arbor, United States; Ann Arbor Veterans Affairs Hospital, Ann Arbor, United States
Philip Law
The Institute of Cancer Research, London, United Kingdom
Richard Houlston
The Institute of Cancer Research, London, United Kingdom
Christopher Kabrhel
Department of Emergency Medicine, Massachusetts General Hospital, Boston, United States; Department of Emergency Medicine, Harvard Medical School, Boston, United States
Nikos Papadimitriou
Nutrition and Metabolism Branch, International Agency for Research on Cancer, Lyon, France
Marc J Gunter
Nutrition and Metabolism Branch, International Agency for Research on Cancer, Lyon, France
Caroline J Bull
MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, United Kingdom; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom; School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
Joshua A Bell
MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, United Kingdom; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
Emma E Vincent
MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, United Kingdom; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom; School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom
Malcolm G Dunlop
University of Edinburgh, Edinburgh, United Kingdom; Western General Hospital, Edinburgh, United Kingdom
Ian PM Tomlinson
Edinburgh Cancer Research Centre, IGMM, University of Edinburgh, Edinburgh, United Kingdom
Sara Lindström
Department of Epidemiology, University of Washington, Seattle, United States; Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, United States
Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom
Institute of Biomedical and Clinical Science, University of Exeter Medical School, Research, Innovation, Learning and Development building, Royal Devon & Exeter Hospital, Exeter, United Kingdom; Research Centre for Optimal Health, School of Life Sciences, University of Westminster, London, United Kingdom; Centre for Inflammation Research and Translational Medicine (CIRTM), Department of Life Sciences, Brunel University London, Uxbridge, United Kingdom
Background: Some individuals living with obesity may be relatively metabolically healthy, whilst others suffer from multiple conditions that may be linked to adverse metabolic effects or other factors. The extent to which the adverse metabolic component of obesity contributes to disease compared to the non-metabolic components is often uncertain. We aimed to use Mendelian randomisation (MR) and specific genetic variants to separately test the causal roles of higher adiposity with and without its adverse metabolic effects on diseases. Methods: We selected 37 chronic diseases associated with obesity and genetic variants associated with different aspects of excess weight. These genetic variants included those associated with metabolically ‘favourable adiposity’ (FA) and ‘unfavourable adiposity’ (UFA) that are both associated with higher adiposity but with opposite effects on metabolic risk. We used these variants and two sample MR to test the effects on the chronic diseases. Results: MR identified two sets of diseases. First, 11 conditions where the metabolic effect of higher adiposity is the likely primary cause of the disease. Here, MR with the FA and UFA genetics showed opposing effects on risk of disease: coronary artery disease, peripheral artery disease, hypertension, stroke, type 2 diabetes, polycystic ovary syndrome, heart failure, atrial fibrillation, chronic kidney disease, renal cancer, and gout. Second, 9 conditions where the non-metabolic effects of excess weight (e.g. mechanical effect) are likely a cause. Here, MR with the FA genetics, despite leading to lower metabolic risk, and MR with the UFA genetics, both indicated higher disease risk: osteoarthritis, rheumatoid arthritis, osteoporosis, gastro-oesophageal reflux disease, gallstones, adult-onset asthma, psoriasis, deep vein thrombosis, and venous thromboembolism. Conclusions: Our results assist in understanding the consequences of higher adiposity uncoupled from its adverse metabolic effects, including the risks to individuals with high body mass index who may be relatively metabolically healthy. Funding: Diabetes UK, UK Medical Research Council, World Cancer Research Fund, National Cancer Institute.