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van den Akker EB, Trompet S, Barkey Wolf JJH, Beekman M, Suchiman HED, Deelen J, Asselbergs FW, Boersma E, Cats D, Elders PM, Geleijnse JM, Ikram MA, Kloppenburg M, Mei H, Meulenbelt I, Mooijaart SP, Nelissen RGHH, Netea MG, Penninx BWJH, Slofstra M, Stehouwer CDA, Swertz MA, Teunissen CE, Terwindt GM, 't Hart LM, van den Maagdenberg AMJM, van der Harst P, van der Horst ICC, van der Kallen CJH, van Greevenbroek MMJ, van Spil WE, Wijmenga C, Zhernakova A, Zwinderman AH, Sattar N, Jukema JW, van Duijn CM, Boomsma DI, Reinders MJT, Slagboom PE. Metabolic Age Based on the BBMRI-NL 1H-NMR Metabolomics Repository as Biomarker of Age-related Disease. Circ Genom Precis Med 2020; 13:541-547. [PMID: 33079603 DOI: 10.1161/circgen.119.002610] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND The blood metabolome incorporates cues from the environment and the host's genetic background, potentially offering a holistic view of an individual's health status. METHODS We have compiled a vast resource of proton nuclear magnetic resonance metabolomics and phenotypic data encompassing over 25 000 samples derived from 26 community and hospital-based cohorts. RESULTS Using this resource, we constructed a metabolomics-based age predictor (metaboAge) to calculate an individual's biological age. Exploration in independent cohorts demonstrates that being judged older by one's metabolome, as compared with one's chronological age, confers an increased risk on future cardiovascular disease, mortality, and functionality in older individuals. A web-based tool for calculating metaboAge (metaboage.researchlumc.nl) allows easy incorporation in other epidemiological studies. Access to data can be requested at bbmri.nl/samples-images-data. CONCLUSIONS In summary, we present a vast resource of metabolomics data and illustrate its merit by constructing a metabolomics-based score for biological age that captures aspects of current and future cardiometabolic health.
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Affiliation(s)
- Erik B van den Akker
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Department of Biomedical Data Sciences, Leiden Computational Biology Center (E.B.v.d.A., M.J.T.R.), Leiden University Medical Center, the Netherlands.,Department of Pattern Recognition and Bioinformatics, Delft University of Technology, the Netherlands (E.B.v.d.A., M.J.T.R.)
| | - Stella Trompet
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Department of Internal Medicine, Division of Gerontology and Geriatrics (S.T., S.P.M.), Leiden University Medical Center, the Netherlands
| | - Jurriaan J H Barkey Wolf
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.)
| | - Marian Beekman
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.)
| | - H Eka D Suchiman
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.)
| | - Joris Deelen
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Max Planck Institute for Biology of Ageing, Cologne, Germany (J.D., P.E.S.)
| | - Folkert W Asselbergs
- Department of Cardiology, Division of Heart and Lungs (F.W.A.), University Medical Center Utrecht, the Netherlands.,Durrer Center for Cardiovascular Research, Netherlands Heart Institute, Utrecht (F.W.A.).,Faculty of Population Health Sciences, Institute of Cardiovascular Science (F.W.A.), Institute of Health Informatics, UCL, London, United Kingdom.,Farr Institute of Health Informatics Research (F.W.A.), Institute of Health Informatics, UCL, London, United Kingdom
| | - Eric Boersma
- Thorax Center (E.B.), Erasmus Medical Center, Rotterdam, the Netherlands
| | - Davy Cats
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.)
| | - Petra M Elders
- Department of General Practice and Elderly Care Medicine (P.M.E.), VU University Medical Center, the Netherlands.,Amsterdam Public Health Research Institute (P.M.E., B.W.J.H.P., L.M.'t.H., D.I.B.), VU University Medical Center, the Netherlands
| | - J Marianne Geleijnse
- Division of Human Nutrition and Health, Wageningen University, the Netherlands (J.M.G.)
| | - M Arfan Ikram
- Department of Epidemiology (M.A.I., C.M.v.D.), Erasmus Medical Center, Rotterdam, the Netherlands.,Department of Radiology (M.A.I.), Erasmus Medical Center, Rotterdam, the Netherlands.,Department of Neurology (M.A.I.), Erasmus Medical Center, Rotterdam, the Netherlands
| | - Margreet Kloppenburg
- Department of Rheumatology (M.K.), Leiden University Medical Center, the Netherlands.,Department of Clinical Epidemiology (M.K.), Leiden University Medical Center, the Netherlands
| | - Haillang Mei
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Department of Biomedical Data Sciences, Sequencing Analysis Support Core (H.M.), Leiden University Medical Center, the Netherlands
| | - Ingrid Meulenbelt
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.)
| | - Simon P Mooijaart
- Department of Biomedical Data Sciences, Leiden Computational Biology Center (E.B.v.d.A., M.J.T.R.), Leiden University Medical Center, the Netherlands
| | - Rob G H H Nelissen
- Department of Orthopaedics (R.G.H.H.N.), Leiden University Medical Center, the Netherlands
| | - Mihai G Netea
- Department for Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Germany (M.G.N.)
| | - Brenda W J H Penninx
- Amsterdam Public Health Research Institute (P.M.E., B.W.J.H.P., L.M.'t.H., D.I.B.), VU University Medical Center, the Netherlands.,Department of Psychiatry (B.W.J.H.P.), VU University Medical Center, the Netherlands
| | - Mariska Slofstra
- Department of Genetics, University of Groningen, the Netherlands (M.S., M.A.S., C.W., A.Z.)
| | - Coen D A Stehouwer
- Department of Internal Medicine, Maastricht University Medical Center, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.).,School for Cardiovascular Diseases (Cardiovascular Research Institute Maastricht [CARIM]), Maastricht University, Maastricht, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.)
| | - Morris A Swertz
- Department of Genetics, University of Groningen, the Netherlands (M.S., M.A.S., C.W., A.Z.)
| | - Charlotte E Teunissen
- Neurochemistry Laboratory, Clinical Chemistry Department (C.E.T.), Amsterdam University Medical Center, the Netherlands
| | - Gisela M Terwindt
- Department of Neurology (G.M.T.), Leiden University Medical Center, the Netherlands
| | - Leen M 't Hart
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Department of Cell and Chemical Biology (L.M.'t.H.), Leiden University Medical Center, the Netherlands.,Amsterdam Public Health Research Institute (P.M.E., B.W.J.H.P., L.M.'t.H., D.I.B.), VU University Medical Center, the Netherlands.,Department of Epidemiology and Biostatistics (L.M.'t.H.), Amsterdam University Medical Center, the Netherlands.,Department of General Practice (L.M.'t.H.), Amsterdam University Medical Center, the Netherlands
| | | | - Pim van der Harst
- Department of Cardiology (P.v.d.H.), University Medical Center Groningen, the Netherlands
| | - Iwan C C van der Horst
- Department of Critical Care (I.C.C.v.d.H.), University Medical Center Groningen, the Netherlands
| | - Carla J H van der Kallen
- Department of Internal Medicine, Maastricht University Medical Center, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.).,School for Cardiovascular Diseases (Cardiovascular Research Institute Maastricht [CARIM]), Maastricht University, Maastricht, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.)
| | - Marleen M J van Greevenbroek
- Department of Internal Medicine, Maastricht University Medical Center, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.).,School for Cardiovascular Diseases (Cardiovascular Research Institute Maastricht [CARIM]), Maastricht University, Maastricht, the Netherlands (C.D.A.S., C.J.H.v.d.K., M.M.J.v.G.)
| | - W Erwin van Spil
- Department of Rheumatology and Clinical Immunology (W.E.v.S.), University Medical Center Utrecht, the Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University of Groningen, the Netherlands (M.S., M.A.S., C.W., A.Z.)
| | - Alexandra Zhernakova
- Department of Genetics, University of Groningen, the Netherlands (M.S., M.A.S., C.W., A.Z.)
| | - Aeilko H Zwinderman
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, the Netherlands (A.H.Z.)
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, Cardiovascular Research Center, University of Glasgow, United Kingdom (N.S.)
| | - J Wouter Jukema
- Department of Cardiology (S.T., J.W.J.), Leiden University Medical Center, the Netherlands
| | - Cornelia M van Duijn
- Department of Epidemiology (M.A.I., C.M.v.D.), Erasmus Medical Center, Rotterdam, the Netherlands
| | - Dorret I Boomsma
- Department of Cardiology (S.T., J.W.J.), Leiden University Medical Center, the Netherlands.,Netherlands Twin Register, Department of Biological Psychology, Vrije University, Amsterdam (D.I.B.)
| | - Marcel J T Reinders
- Department of Biomedical Data Sciences, Leiden Computational Biology Center (E.B.v.d.A., M.J.T.R.), Leiden University Medical Center, the Netherlands.,Department of Pattern Recognition and Bioinformatics, Delft University of Technology, the Netherlands (E.B.v.d.A., M.J.T.R.)
| | - P Eline Slagboom
- Department of Molecular Epidemiology (E.B.v.d.A., J.J.H.B.W., M.B., H.E.D.S., J.D., D.C., H.M., I.M., L.M.'t.H., P.E.S.).,Max Planck Institute for Biology of Ageing, Cologne, Germany (J.D., P.E.S.)
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