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Ghosh N, Lejonberg C, Czuba T, Dekkers K, Robinson R, Ärnlöv J, Melander O, Smith ML, Evans AM, Gidlöf O, Gerszten RE, Lind L, Engström G, Fall T, Smith JG. Analysis of plasma metabolomes from 11 309 subjects in five population-based cohorts. Sci Rep 2024; 14:8933. [PMID: 38637659 PMCID: PMC11026396 DOI: 10.1038/s41598-024-59388-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 04/10/2024] [Indexed: 04/20/2024] Open
Abstract
Plasma metabolomics holds potential for precision medicine, but limited information is available to compare the performance of such methods across multiple cohorts. We compared plasma metabolite profiles after an overnight fast in 11,309 participants of five population-based Swedish cohorts (50-80 years, 52% women). Metabolite profiles were uniformly generated at a core laboratory (Metabolon Inc.) with untargeted liquid chromatography mass spectrometry and a comprehensive reference library. Analysis of a second sample obtained one year later was conducted in a subset. Of 1629 detected metabolites, 1074 (66%) were detected in all cohorts while only 10% were unique to one cohort, most of which were xenobiotics or uncharacterized. The major classes were lipids (28%), xenobiotics (22%), amino acids (14%), and uncharacterized (19%). The most abundant plasma metabolome components were the major dietary fatty acids and amino acids, glucose, lactate and creatinine. Most metabolites displayed a log-normal distribution. Temporal variability was generally similar to clinical chemistry analytes but more pronounced for xenobiotics. Extensive metabolite-metabolite correlations were observed but mainly restricted to within each class. Metabolites were broadly associated with clinical factors, particularly body mass index, sex and renal function. Collectively, our findings inform the conduct and interpretation of metabolite association and precision medicine studies.
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Affiliation(s)
- Nilanjana Ghosh
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, SE-413 45, Gothenburg, Sweden
| | - Carl Lejonberg
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden
| | - Tomasz Czuba
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, SE-413 45, Gothenburg, Sweden
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden
| | - Koen Dekkers
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | | | - Johan Ärnlöv
- Division of Family Medicine and Primary Care, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Huddinge, Sweden
| | - Olle Melander
- Department of Internal Medicine, Clinical Sciences, Lund University, Malmö, Sweden
| | - Maya Landenhed Smith
- Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiothoracic Surgery, Sahlgrenska University Hospital, Gothenburg, Sweden
| | | | - Olof Gidlöf
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden
| | - Robert E Gerszten
- Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, MA, USA
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Gunnar Engström
- Cardiovascular Epidemiology, Clinical Sciences, Lund University, Malmö, Sweden
| | - Tove Fall
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - J Gustav Smith
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, SE-413 45, Gothenburg, Sweden.
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden.
- Department of Heart Failure and Valvular Disease, Skåne University Hospital, Lund, Sweden.
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden.
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Yu Chen H, Dina C, Small AM, Shaffer CM, Levinson RT, Helgadóttir A, Capoulade R, Munter HM, Martinsson A, Cairns BJ, Trudsø LC, Hoekstra M, Burr HA, Marsh TW, Damrauer SM, Dufresne L, Le Scouarnec S, Messika-Zeitoun D, Ranatunga DK, Whitmer RA, Bonnefond A, Sveinbjornsson G, Daníelsen R, Arnar DO, Thorgeirsson G, Thorsteinsdottir U, Gudbjartsson DF, Hólm H, Ghouse J, Olesen MS, Christensen AH, Mikkelsen S, Jacobsen RL, Dowsett J, Pedersen OBV, Erikstrup C, Ostrowski SR, O’Donnell CJ, Budoff MJ, Gudnason V, Post WS, Rotter JI, Lathrop M, Bundgaard H, Johansson B, Ljungberg J, Näslund U, Le Tourneau T, Smith JG, Wells QS, Söderberg S, Stefánsson K, Schott JJ, Rader DJ, Clarke R, Engert JC, Thanassoulis G. Dyslipidemia, inflammation, calcification, and adiposity in aortic stenosis: a genome-wide study. Eur Heart J 2023; 44:1927-1939. [PMID: 37038246 PMCID: PMC10232274 DOI: 10.1093/eurheartj/ehad142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 01/20/2023] [Accepted: 02/21/2023] [Indexed: 04/12/2023] Open
Abstract
AIMS Although highly heritable, the genetic etiology of calcific aortic stenosis (AS) remains incompletely understood. The aim of this study was to discover novel genetic contributors to AS and to integrate functional, expression, and cross-phenotype data to identify mechanisms of AS. METHODS AND RESULTS A genome-wide meta-analysis of 11.6 million variants in 10 cohorts involving 653 867 European ancestry participants (13 765 cases) was performed. Seventeen loci were associated with AS at P ≤ 5 × 10-8, of which 15 replicated in an independent cohort of 90 828 participants (7111 cases), including CELSR2-SORT1, NLRP6, and SMC2. A genetic risk score comprised of the index variants was associated with AS [odds ratio (OR) per standard deviation, 1.31; 95% confidence interval (CI), 1.26-1.35; P = 2.7 × 10-51] and aortic valve calcium (OR per standard deviation, 1.22; 95% CI, 1.08-1.37; P = 1.4 × 10-3), after adjustment for known risk factors. A phenome-wide association study indicated multiple associations with coronary artery disease, apolipoprotein B, and triglycerides. Mendelian randomization supported a causal role for apolipoprotein B-containing lipoprotein particles in AS (OR per g/L of apolipoprotein B, 3.85; 95% CI, 2.90-5.12; P = 2.1 × 10-20) and replicated previous findings of causality for lipoprotein(a) (OR per natural logarithm, 1.20; 95% CI, 1.17-1.23; P = 4.8 × 10-73) and body mass index (OR per kg/m2, 1.07; 95% CI, 1.05-1.9; P = 1.9 × 10-12). Colocalization analyses using the GTEx database identified a role for differential expression of the genes LPA, SORT1, ACTR2, NOTCH4, IL6R, and FADS. CONCLUSION Dyslipidemia, inflammation, calcification, and adiposity play important roles in the etiology of AS, implicating novel treatments and prevention strategies.
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Affiliation(s)
- Hao Yu Chen
- Division of Experimental Medicine, McGill University, 1001 Decarie Blvd., Room EM1.2218, Montreal, Quebec H4A 3J1, Canada
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
| | - Christian Dina
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, 8 Quai Moncousu, Nantes F-44000, France
| | - Aeron M Small
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Christian M Shaffer
- Vanderbilt Translational and Clinical Cardiovascular Research Center, Vanderbilt University Medical Center, Nashville, USA
| | - Rebecca T Levinson
- Vanderbilt Translational and Clinical Cardiovascular Research Center, Vanderbilt University Medical Center, Nashville, USA
| | | | - Romain Capoulade
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, 8 Quai Moncousu, Nantes F-44000, France
| | | | - Andreas Martinsson
- Department of Cardiology, Clinical Sciences, Lund University, Sweden and Skåne University Hospital, Lund, Sweden
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Benjamin J Cairns
- MRC Population Health Research Unit, Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Linea C Trudsø
- Laboratory for Molecular Cardiology, Department of Cardiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Mary Hoekstra
- Division of Experimental Medicine, McGill University, 1001 Decarie Blvd., Room EM1.2218, Montreal, Quebec H4A 3J1, Canada
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
| | - Hannah A Burr
- Division of Experimental Medicine, McGill University, 1001 Decarie Blvd., Room EM1.2218, Montreal, Quebec H4A 3J1, Canada
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
| | - Thomas W Marsh
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
- Department of Human Genetics, McGill University, Montreal, Canada
| | - Scott M Damrauer
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Line Dufresne
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
| | - Solena Le Scouarnec
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, 8 Quai Moncousu, Nantes F-44000, France
| | - David Messika-Zeitoun
- Department of Cardiology, Assistance Publique - Hôpitaux de Paris, Bichat Hospital, Paris, France
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada
| | - Dilrini K Ranatunga
- Division of Research, Kaiser Permanente of Northern California, Oakland, USA
| | - Rachel A Whitmer
- Department of Public Health Sciences, University of California Davis, Davis, USA
| | - Amélie Bonnefond
- University Lille, Inserm, CNRS, CHU Lille, Institut Pasteur de Lille, UMR1283-8199 EGID, Lille, France
- Department of Metabolism, Imperial College London, London, UK
| | | | - Ragnar Daníelsen
- Internal Medicine and Emergency Services, Landspitali—The National University Hospital of Iceland, Reykjavik, Iceland
| | - David O Arnar
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Internal Medicine and Emergency Services, Landspitali—The National University Hospital of Iceland, Reykjavik, Iceland
- School of Health Sciences, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Gudmundur Thorgeirsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- School of Health Sciences, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Unnur Thorsteinsdottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- School of Health Sciences, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Daníel F Gudbjartsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | - Hilma Hólm
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
| | - Jonas Ghouse
- Laboratory for Molecular Cardiology, Department of Cardiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Morten Salling Olesen
- Laboratory for Molecular Cardiology, Department of Cardiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Alex H Christensen
- Laboratory for Molecular Cardiology, Department of Cardiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
- Department of Cardiology, Herlev-Gentofte Hospital, Copenhagen, Denmark
| | - Susan Mikkelsen
- Department of Clinical Immunology, Aarhus University Hospital, Aarhus, Denmark
| | - Rikke Louise Jacobsen
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Joseph Dowsett
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | | | - Christian Erikstrup
- Department of Clinical Immunology, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Sisse R Ostrowski
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | | | - Christopher J O’Donnell
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Boston, USA
| | - Matthew J Budoff
- The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, USA
| | | | - Wendy S Post
- Division of Cardiology, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, USA
| | - Mark Lathrop
- McGill University and Genome Quebec Innovation Centre, Montreal, Canada
- Department of Human Genetics, McGill University, Montreal, Canada
| | - Henning Bundgaard
- Department of Cardiology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Bengt Johansson
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Johan Ljungberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Ulf Näslund
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Thierry Le Tourneau
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, 8 Quai Moncousu, Nantes F-44000, France
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University, Sweden and Skåne University Hospital, Lund, Sweden
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund, Sweden
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and the Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Quinn S Wells
- Vanderbilt Translational and Clinical Cardiovascular Research Center, Vanderbilt University Medical Center, Nashville, USA
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Kári Stefánsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- School of Health Sciences, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Jean-Jacques Schott
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, 8 Quai Moncousu, Nantes F-44000, France
| | - Daniel J Rader
- Departments of Genetics and Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Robert Clarke
- MRC Population Health Research Unit, Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - James C Engert
- Division of Experimental Medicine, McGill University, 1001 Decarie Blvd., Room EM1.2218, Montreal, Quebec H4A 3J1, Canada
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
- Department of Human Genetics, McGill University, Montreal, Canada
| | - George Thanassoulis
- Division of Experimental Medicine, McGill University, 1001 Decarie Blvd., Room EM1.2218, Montreal, Quebec H4A 3J1, Canada
- Preventive and Genomic Cardiology, McGill University Health Centre and Research Institute, 1001 Decarie Blvd., Room D05.5120, Montreal, Quebec H4A 3J1, Canada
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