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Abstract
Iron is essential for many biological processes, but iron levels must be tightly regulated to avoid harmful effects of both iron deficiency and overload. Here, we perform genome-wide association studies on four iron-related biomarkers (serum iron, serum ferritin, transferrin saturation, total iron-binding capacity) in the Trøndelag Health Study (HUNT), the Michigan Genomics Initiative (MGI), and the SardiNIA study, followed by their meta-analysis with publicly available summary statistics, analyzing up to 257,953 individuals. We identify 123 genetic loci associated with iron traits. Among 19 novel protein-altering variants, we observe a rare missense variant (rs367731784) in HUNT, which suggests a role for DNAJC13 in transferrin recycling. We further validate recently published results using genetic risk scores for each biomarker in HUNT (6% variance in serum iron explained) and present linear and non-linear Mendelian randomization analyses of the traits on all-cause mortality. We find evidence of a harmful effect of increased serum iron and transferrin saturation in linear analyses that estimate population-averaged effects. However, there was weak evidence of a protective effect of increasing serum iron at the very low end of its distribution. Our findings contribute to our understanding of the genes affecting iron status and its consequences on human health.
A GWAS on the four major iron-related biomarkers is conducted using data from the Trøndelag Health Study (HUNT), Michigan Genomics Initiative (MGI), and SardiNIA study, to identify 123 loci associated with iron homeostasis and effect on all-cause mortality.
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1 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
2 University of Michigan, Division of Cardiovascular Medicine, Department of Internal Medicine, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
3 University of Michigan, Department of Computational Medicine and Bioinformatics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
4 Université de Montréal, Department of Medicine and Department of Neurosciences, Montréal, Canada (GRID:grid.14848.31) (ISNI:0000 0001 2292 3357); Montréal Heart Institute, Montréal, Canada (GRID:grid.482476.b) (ISNI:0000 0000 8995 9090)
5 Massachusetts General Hospital, Analytic and Translational Genetics Unit, Department of Medicine, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
6 St. Olavs hospital Trondheim University Hospital, Department of Clinical Chemistry, Trondheim, Norway (GRID:grid.52522.32) (ISNI:0000 0004 0627 3560)
7 University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan School of Public Health, Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
8 School of Public Health, Imperial College London, Department of Epidemiology and Biostatistics, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); St George’s, University of London, Clinical Pharmacology and Therapeutics Section, Institute for Infection and Immunity, London, UK (GRID:grid.264200.2) (ISNI:0000 0000 8546 682X); Clinical Pharmacology Group, Pharmacy and Medicines Directorate, St George’s University Hospitals NHS Foundation Trust, London, UK (GRID:grid.451349.e); Novo Nordisk Research Centre Oxford, Old Road Campus, Oxford, UK (GRID:grid.436696.8)
9 University of Cambridge, British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934)
10 Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Cagliari, Italy (GRID:grid.428485.7) (ISNI:0000 0004 1789 9390); Università degli Studi di Sassari, Dipartimento di Scienze Biomediche, Sassari, Italy (GRID:grid.11450.31) (ISNI:0000 0001 2097 9138)
11 Laboratory of Genetics, National Institute on Aging, US National Institutes of Health, Baltimore, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913)
12 University of Michigan School of Public Health, Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
13 University of Cambridge, British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934); University of Cambridge, Medical Research Council Biostatistics Unit, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934)
14 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); Clinic of Medicine, St. Olavs hospital Trondheim University Hospital, Department of Endocrinology, Trondheim, Norway (GRID:grid.52522.32) (ISNI:0000 0004 0627 3560); NTNU – Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.52522.32)
15 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); University of Michigan, Division of Cardiovascular Medicine, Department of Internal Medicine, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Statens Serum Institute, Department of Epidemiology Research, Copenhagen, Denmark (GRID:grid.6203.7) (ISNI:0000 0004 0417 4147); Copenhagen University Hospital, Department of Cardiology, Copenhagen, Denmark (GRID:grid.4973.9) (ISNI:0000 0004 0646 7373)
16 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); NTNU – Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.5947.f)
17 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); University of Michigan, Division of Cardiovascular Medicine, Department of Internal Medicine, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Montréal Heart Institute, Montréal, Canada (GRID:grid.482476.b) (ISNI:0000 0000 8995 9090); University of Michigan, Department of Human Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
18 NTNU – Norwegian University of Science and Technology, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); NTNU – Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.5947.f); Clinic of Medicine, St. Olavs hospital Trondheim University Hospital, Trondheim, Norway (GRID:grid.52522.32) (ISNI:0000 0004 0627 3560)