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Abstract
Metabolomics examines the small molecules involved in cellular metabolism. Approximately 50% of total phenotypic differences in metabolite levels is due to genetic variance, but heritability estimates differ across metabolite classes. We perform a review of all genome-wide association and (exome-) sequencing studies published between November 2008 and October 2018, and identify >800 class-specific metabolite loci associated with metabolite levels. In a twin-family cohort (N = 5117), these metabolite loci are leveraged to simultaneously estimate total heritability (h2total), and the proportion of heritability captured by known metabolite loci (h2Metabolite-hits) for 309 lipids and 52 organic acids. Our study reveals significant differences in h2Metabolite-hits among different classes of lipids and organic acids. Furthermore, phosphatidylcholines with a high degree of unsaturation have higher h2Metabolite-hits estimates than phosphatidylcholines with low degrees of unsaturation. This study highlights the importance of common genetic variants for metabolite levels, and elucidates the genetic architecture of metabolite classes.
Blood metabolite levels are under the influence of environmental and genetic factors. Here, Hagenbeek et al. perform heritability estimations for metabolite measures and determine the contribution of known metabolite loci to metabolite levels using data from 40 genome-wide association studies.
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1 Vrije Universiteit Amsterdam, Department of Biological Psychology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Amsterdam Public Health Research Institute, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
2 Vrije Universiteit Amsterdam, Department of Biological Psychology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227)
3 Vrije Universiteit Amsterdam, Department of Biological Psychology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Amsterdam UMC, University of Amsterdam, Department of Psychiatry, Amsterdam, The Netherlands (GRID:grid.7177.6) (ISNI:0000000084992262)
4 Vrije Universiteit Amsterdam, Department of Biological Psychology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Alzheimer Center Amsterdam, Department of Neurology, VU Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Amsterdam Neuroscience, Amsterdam, The Netherlands (GRID:grid.484519.5)
5 Alzheimer Center Amsterdam, Department of Neurology, VU Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Maastricht University, Department of Psychiatry and Neuropsychology, School of Mental Health and Neuroscience, Alzheimer Center Limburg, Maastricht, The Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099)
6 Vrije Universiteit Amsterdam, Department of Biological Psychology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Amsterdam Public Health Research Institute, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X); Amsterdam Neuroscience, Amsterdam, The Netherlands (GRID:grid.484519.5)
7 Leiden University Medical Center, Einthoven Laboratory for Experimental Vascular Medicine, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Leiden University Medical Center, Department of Internal Medicine, Division of Endocrinology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
8 Leiden University Medical Center, Center for Proteomics and Metabolomics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
9 Leiden University Medical Center, Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
10 Erasmus Medical Center, Department of Epidemiology, Rotterdam, The Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X)
11 Amsterdam University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands (GRID:grid.5645.2); University Medical Center Utrecht, Julius Center for Health Sciences and Primary Care, Utrecht, The Netherlands (GRID:grid.7692.a) (ISNI:0000000090126352)
12 Centre for Clinical Transfusion Research, Sanquin Research, Leiden, The Netherlands (GRID:grid.417732.4) (ISNI:0000 0001 2234 6887); Leiden University Medical Centre, Jon J van Rood Centre for Clinical Transfusion Research, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); TIAS, Tilburg University, Tilburg, The Netherlands (GRID:grid.12295.3d) (ISNI:0000 0001 0943 3265); Leiden University Medical Centre, Department of Clinical Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
13 University of Groningen, Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands (GRID:grid.4830.f) (ISNI:0000 0004 0407 1981)
14 Center for Clinical Transfusion Research, Sanquin Research, Leiden, The Netherlands (GRID:grid.417732.4) (ISNI:0000 0001 2234 6887)
15 Leiden University Medical Centre, Department of Orthopedics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
16 University Medical Center Groningen, University of Groningen, Department of Genetics, Groningen, The Netherlands (GRID:grid.10419.3d); University Medical Center Groningen, University of Groningen, Department of Pediatrics, Groningen, The Netherlands (GRID:grid.10419.3d)
17 Leiden University Medical Center, Department of Neurology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
18 Amsterdam University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands (GRID:grid.10419.3d)
19 Alzheimer Center Amsterdam, Department of Neurology, VU Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227); Amsterdam University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands (GRID:grid.12380.38)
20 VU University Medical Center, Department of General Practice, The EMGO Institute for Health and Care Research, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
21 University Medical Center Utrecht and the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Department of Cardiology, Division Heart and Lungs, Utrecht, The Netherlands (GRID:grid.7692.a) (ISNI:0000000090126352)
22 Thorax Centre, Erasmus Medical Centre, Rotterdam, The Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X)
23 Amsterdam Public Health Research Institute, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X); VU University Medical Center, Department of General Practice and Elderly Care Medicine, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
24 Wageningen University, Division of Human Nutrition and Health, Wageningen, The Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666)
25 Erasmus Medical Center, Department of Epidemiology, Rotterdam, The Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X); Erasmus University Medical Center Rotterdam, Department of Radiology, Rotterdam, The Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X); Erasmus University Medical Center Rotterdam, Department of Neurology, Rotterdam, The Netherlands (GRID:grid.5645.2) (ISNI:000000040459992X)
26 Leiden University Medical Centre, Department of Clinical Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Leiden University Medical Center, Department of Rheumatology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
27 Leiden University Medical Centre, Department of Internal Medicine, Division of Gerontology and Geriatrics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
28 Leiden University Medical Center, Department of Orthopaedics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
29 Radboud University Medical Center, Department of Internal Medicine, Radboud Center for Infectious Diseases, Nijmegen, Netherlands (GRID:grid.10417.33) (ISNI:0000 0004 0444 9382); University of Bonn, Department for Genomics & Immunoregulation, Life and Medical Sciences Institute (LIMES), Bonn, Germany (GRID:grid.10388.32) (ISNI:0000 0001 2240 3300)
30 Amsterdam Public Health Research Institute, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X); VU University Medical Center, Department of Psychiatry, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
31 Maastricht University Medical Center (MUMC+), Department of Internal Medicine, Maastricht, The Netherlands (GRID:grid.412966.e) (ISNI:0000 0004 0480 1382); Maastricht University, School for Cardiovascular Diseases (CARIM), Maastricht, The Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099)
32 Amsterdam University Medical Center, Amsterdam Neuroscience, Neurochemistry Laboratory, Clinical Chemistry Department, Amsterdam, The Netherlands (GRID:grid.484519.5)
33 Amsterdam Public Health Research Institute, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X); Leiden University Medical Center, Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Amsterdam University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands (GRID:grid.10419.3d); Leiden University Medical Center, Department of Cell and Chemical Biology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Amsterdam University Medical Center, Department of General practice, Amsterdam, The Netherlands (GRID:grid.10419.3d)
34 University Medical Center Groningen, Department of Critical Care, Groningen, The Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598); Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
35 Leiden University Medical Centre, Department of Clinical Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
36 University Medical Center Groningen, Department of Critical Care, Groningen, The Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
37 UMC Utrecht, Department of Rheumatology & Clinical Immunology, Utrecht, The Netherlands (GRID:grid.7692.a) (ISNI:0000000090126352)
38 University Medical Center Groningen, University of Groningen, Department of Genetics, Groningen, The Netherlands (GRID:grid.7692.a)
39 University of Amsterdam, Department of Clinical Epidemiology, Biostatistics, and Bioinformatics, Academic Medical Centre, Amsterdam, The Netherlands (GRID:grid.7177.6) (ISNI:0000000084992262)
40 University Medical Center Groningen, University of Groningen, Department of Genetics, Groningen, The Netherlands (GRID:grid.7177.6)
41 Leiden University Medical Center, Department of Cardiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
42 Leiden University Medical Center, Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Leiden University Medical Center, Sequencing Analysis Support Core, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
43 University Medical Center Groningen, University of Groningen, Department of Genetics, Groningen, The Netherlands (GRID:grid.10419.3d)
44 Leiden University Medical Center, Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Leiden University Medical Center, Leiden Computational Biology Center, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Delft University of Technology, Department of Pattern Recognition and Bioinformatics, Delft, The Netherlands (GRID:grid.5292.c) (ISNI:0000 0001 2097 4740)
45 Leiden University Medical Center, Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Max Planck Institute for Biology of Ageing, Cologne, Germany (GRID:grid.419502.b) (ISNI:0000 0004 0373 6590)
46 Leiden University Medical Center, Leiden Computational Biology Center, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978); Delft University of Technology, Department of Pattern Recognition and Bioinformatics, Delft, The Netherlands (GRID:grid.5292.c) (ISNI:0000 0001 2097 4740)
47 Leiden Academic Center for Drug Research, Leiden University and The Netherlands Metabolomics Centre, Division of Analytical Biosciences, Leiden, The Netherlands (GRID:grid.5292.c)