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Mueller K, Thiel F, Taskin B, Beutner F, Teren A, Dubovoy VK, Möller HE, Villringer A, Schroeter ML. Brain dysconnectivity with heart failure. Brain Commun 2023; 5:fcad103. [PMID: 37091590 PMCID: PMC10116577 DOI: 10.1093/braincomms/fcad103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 01/18/2023] [Accepted: 03/29/2023] [Indexed: 04/01/2023] Open
Abstract
Abstract
Structural brain damage associated with heart failure is well described, however, little is known about associated changes in various specific brain functions that bear immediate clinical relevance. A satisfactory pathophysiological link between heart failure and decline in cognitive function is still missing. In the present study, we aim to detect functional correlates of heart failure in terms of alterations in functional brain connectivity (quantified by functional magnetic resonance imaging) related to cognitive performance assessed by neuropsychological testing.
Eighty patients were post-hoc grouped into subjects with and without coronary artery disease. The coronary artery disease patients were further grouped as presenting with or without heart failure according to the guidelines of the European Society of Cardiology. On the basis of resting-state functional magnetic resonance imaging, brain connectivity was investigated using network centrality as well as seed-based correlation. Statistical analysis aimed at specifying centrality group differences and potential correlations between centrality and heart failure related measures including left ventricular ejection fraction and serum concentrations of N-terminal fragment of brain natriuretic peptide (NT-proBNP). The resulting correlation maps were then analyzed using a flexible factorial model with the factors “heart failure” and “cognitive performance”. Our core findings are: (1) A statistically significant network centrality decrease was found to be associated with heart failure primarily in the precuneus, i.e., we show a positive correlation between centrality and left ventricular ejection fraction as well as a negative correlation between centrality and NT-proBNP. (2) Seed-based correlation analysis showed a significant interaction between heart failure and cognitive performance related to a significant decrease of precuneus connectivity to other brain regions. We obtained converging results by different analysis approaches indicating the robustness of the findings we report here.
Our results suggest that the precuneus is a brain region involved in connectivity decline in patients with heart failure, possibly primarily or already at an early stage. Current models of Alzheimer’s Disease – having pathophysiological risk factors in common with cerebrovascular disorders – also consider reduced precuneus connectivity as a marker of brain degeneration. Consequently, we propose that heart failure and Alzheimer’s Disease exhibit partly overlapping pathophysiological paths or have common endpoints associated with a more or less severe decrease in brain connectivity. This is further supported by specific functional connectivity alterations between the precuneus and widely distributed cortical regions, particularly in patients showing reduced cognitive performance.
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Affiliation(s)
- Karsten Mueller
- Correspondence to: Karsten Mueller Max Planck Institute for Human Cognitive and Brain Sciences Stephanstrasse 1A, 04103 Leipzig, Germany, E-mail: ; Twitter: @KarstenMueller6
| | - Friederike Thiel
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
- Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig 04103, Germany
| | - Birol Taskin
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
| | - Frank Beutner
- Leipzig Research Center for Civilization Diseases, Leipzig 04103, Germany
- Leipzig Heart Center, Leipzig 04289, Germany
| | - Andrej Teren
- Department of Cardiology and Intensive Care Medicine, University Hospital OWL of Bielefeld University, Bielefeld 33604, Germany
| | - Vladimir K Dubovoy
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
- Karazin Kharkiv National University, Kharkiv 61022, Ukraine
| | - Harald E Möller
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
| | - Arno Villringer
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
- Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig 04103, Germany
- Leipzig Research Center for Civilization Diseases, Leipzig 04103, Germany
| | - Matthias L Schroeter
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig 04103, Germany
- Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig 04103, Germany
- Leipzig Research Center for Civilization Diseases, Leipzig 04103, Germany
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2
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Schroeter ML, Godulla J, Thiel F, Taskin B, Beutner F, Dubovoy VK, Teren A, Camilleri J, Eickhoff S, Villringer A, Mueller K. Heart failure decouples the precuneus in interaction with social cognition and executive functions. Sci Rep 2023; 13:1236. [PMID: 36690723 PMCID: PMC9870947 DOI: 10.1038/s41598-023-28338-0] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 01/17/2023] [Indexed: 01/24/2023] Open
Abstract
Aging increases the risk to develop Alzheimer's disease. Cardiovascular diseases might accelerate this process. Our study aimed at investigating the impact of heart failure on brain connectivity using functional magnetic resonance imaging at resting state. Here we show brain connectivity alterations related to heart failure and cognitive performance. Heart failure decreases brain connectivity in the precuneus. Precuneus dysconnectivity was associated with biomarkers of heart failure-left ventricular ejection fraction and N-terminal prohormone of brain natriuretic peptide-and cognitive performance, predominantly executive function. Meta-analytical data-mining approaches-conducted in the BrainMap and Neurosynth databases-revealed that social and executive cognitive functions are mainly associated with those neural networks. Remarkably, the precuneus, as identified in our study in a mid-life cohort, represents one central functional hub affected by Alzheimer's disease. A long-term follow-up investigation in our cohort after approximately nine years revealed more severe cognitive impairment in the group with heart failure than controls, where social cognition was the cognitive domain mainly affected, and not memory such as in Alzheimer's disease. In sum, our results indicate consistently an association between heart failure and decoupling of the precuneus from other brain regions being associated with social and executive functions. Further longitudinal studies are warranted elucidating etiopathological mechanisms.
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Affiliation(s)
- Matthias L Schroeter
- Clinic for Cognitive Neurology, University Hospital Leipzig, Liebigstr. 16, 04103, Leipzig, Germany.
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany.
- Leipzig Research Center for Civilization Diseases, Leipzig, Germany.
| | - Jannis Godulla
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany
- Ludwig Maximilians University Munich, Munich, Germany
| | - Friederike Thiel
- Clinic for Cognitive Neurology, University Hospital Leipzig, Liebigstr. 16, 04103, Leipzig, Germany
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany
| | - Birol Taskin
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany
| | - Frank Beutner
- Leipzig Research Center for Civilization Diseases, Leipzig, Germany
- Leipzig Heart Center, Leipzig, Germany
| | - Vladimir K Dubovoy
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany
- Karazin Kharkiv National University, Kharkiv, Ukraine
| | - Andrej Teren
- Leipzig Research Center for Civilization Diseases, Leipzig, Germany
- Leipzig Heart Center, Leipzig, Germany
- Department of Cardiology and Intensive Care Medicine, Klinikum Bielefeld, Bielefeld, Germany
| | - Julia Camilleri
- Institute of Systems Neuroscience, Heinrich-Heine University, Düsseldorf, Germany
- Institute of Neuroscience and Medicine (INM-7 Brain and Behaviour), Forschungszentrum Jülich, Jülich, Germany
| | - Simon Eickhoff
- Institute of Systems Neuroscience, Heinrich-Heine University, Düsseldorf, Germany
- Institute of Neuroscience and Medicine (INM-7 Brain and Behaviour), Forschungszentrum Jülich, Jülich, Germany
| | - Arno Villringer
- Clinic for Cognitive Neurology, University Hospital Leipzig, Liebigstr. 16, 04103, Leipzig, Germany
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases, Leipzig, Germany
| | - Karsten Mueller
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstrasse 1A, 04103, Leipzig, Germany.
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3
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Castaneda AB, Petty LE, Scholz M, Jansen R, Weiss S, Zhang X, Schramm K, Beutner F, Kirsten H, Schminke U, Hwang SJ, Marzi C, Dhana K, Seldenrijk A, Krohn K, Homuth G, Wolf P, Peters MJ, Dörr M, Peters A, van Meurs JBJ, Uitterlinden AG, Kavousi M, Levy D, Herder C, van Grootheest G, Waldenberger M, Meisinger C, Rathmann W, Thiery J, Polak J, Koenig W, Seissler J, Bis JC, Franceshini N, Giambartolomei C, Hofman A, Franco OH, Penninx BWJH, Prokisch H, Völzke H, Loeffler M, O'Donnell CJ, Below JE, Dehghan A, de Vries PS. Associations of carotid intima media thickness with gene expression in whole blood and genetically predicted gene expression across 48 tissues. Hum Mol Genet 2022; 31:1171-1182. [PMID: 34788810 PMCID: PMC8976428 DOI: 10.1093/hmg/ddab236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 06/11/2021] [Accepted: 08/11/2021] [Indexed: 11/13/2022] Open
Abstract
Carotid intima media thickness (cIMT) is a biomarker of subclinical atherosclerosis and a predictor of future cardiovascular events. Identifying associations between gene expression levels and cIMT may provide insight to atherosclerosis etiology. Here, we use two approaches to identify associations between mRNA levels and cIMT: differential gene expression analysis in whole blood and S-PrediXcan. We used microarrays to measure genome-wide whole blood mRNA levels of 5647 European individuals from four studies. We examined the association of mRNA levels with cIMT adjusted for various potential confounders. Significant associations were tested for replication in three studies totaling 3943 participants. Next, we applied S-PrediXcan to summary statistics from a cIMT genome-wide association study (GWAS) of 71 128 individuals to estimate the association between genetically determined mRNA levels and cIMT and replicated these analyses using S-PrediXcan on an independent GWAS on cIMT that included 22 179 individuals from the UK Biobank. mRNA levels of TNFAIP3, CEBPD and METRNL were inversely associated with cIMT, but these associations were not significant in the replication analysis. S-PrediXcan identified associations between cIMT and genetically determined mRNA levels for 36 genes, of which six were significant in the replication analysis, including TLN2, which had not been previously reported for cIMT. There was weak correlation between our results using differential gene expression analysis and S-PrediXcan. Differential expression analysis and S-PrediXcan represent complementary approaches for the discovery of associations between phenotypes and gene expression. Using these approaches, we prioritize TNFAIP3, CEBPD, METRNL and TLN2 as new candidate genes whose differential expression might modulate cIMT.
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Affiliation(s)
- Andy B Castaneda
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Lauren E Petty
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany.,LIFE Research Center of Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Rick Jansen
- Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Stefan Weiss
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany.,DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Xiaoling Zhang
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA.,Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.,The Framingham Heart Study, Framingham, MA, USA
| | - Katharina Schramm
- Institute of Neurogenomics, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.,Institute of Human Genetics, Technical University Munich, Munich, Germany
| | | | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany.,LIFE Research Center of Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Ulf Schminke
- Department of Neurology, University Medicine Greifswald, Greifswald, Germany
| | - Shih-Jen Hwang
- The Framingham Heart Study, Framingham, MA, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA
| | - Carola Marzi
- Institute of Epidemiology, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.,German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Klodian Dhana
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Adrie Seldenrijk
- Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Knut Krohn
- Interdisciplinary Center of Clinical Research, University of Leipzig, Leipzig, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Petra Wolf
- Institute of Neurogenomics, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.,Institute of Human Genetics, Technical University Munich, Munich, Germany
| | - Marjolein J Peters
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Marcus Dörr
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.,Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Annette Peters
- Institute of Epidemiology, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Joyce B J van Meurs
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Daniel Levy
- The Framingham Heart Study, Framingham, MA, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA
| | - Christian Herder
- Institute of Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research (DZD e.V.), München-Neuherberg, Germany.,Division of Endocrinology and Diabetology, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | | | - Melanie Waldenberger
- Institute of Epidemiology, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Christa Meisinger
- Institute of Epidemiology, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.,Chair of Epidemiology, Ludwig-Maximilians-Universität München, UNIKA-T Augsburg, Augsburg, Germany
| | - Wolfgang Rathmann
- Institute of Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Joachim Thiery
- LIFE Research Center of Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Joseph Polak
- Tufts University School of Medicine, Boston, MA, USA
| | - Wolfgang Koenig
- Deutsches Herzzentrum München, Technische Universität München, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.,Department of Internal Medicine II-Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Jochen Seissler
- Diabetes Center, Diabetes Research Group, Medizinische Klinik und Poliklinik IV, Ludwig-Maximilians-Universität, Munich, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Nora Franceshini
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | | | | | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Oscar H Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Institute of Social and Preventive Medicine, University of Bern, Switzerland
| | - Brenda W J H Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, the Netherlands
| | - Holger Prokisch
- Institute of Neurogenomics, Helmholz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.,Institute of Human Genetics, Technical University Munich, Munich, Germany
| | - Henry Völzke
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.,Institute of Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany.,LIFE Research Center of Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Christopher J O'Donnell
- The Framingham Heart Study, Framingham, MA, USA.,Cardiology Section, Department of Medicine, Boston Veteran's Administration Healthcare and Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jennifer E Below
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands.,Department of Epidemiology and Biostatistics, Imperial College London, London, UK.,MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, Norfolk Place, London, UK.,UK Dementia Research Institute at Imperial College London, Burlington Danes Building, Hammersmith Hospital, Du Cane Road, London W12 0NN UK
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.,Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
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Beuchel C, Dittrich J, Pott J, Henger S, Beutner F, Isermann B, Loeffler M, Thiery J, Ceglarek U, Scholz M. Whole Blood Metabolite Profiles Reflect Changes in Energy Metabolism in Heart Failure. Metabolites 2022; 12:metabo12030216. [PMID: 35323659 PMCID: PMC8949022 DOI: 10.3390/metabo12030216] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 02/15/2022] [Accepted: 02/25/2022] [Indexed: 02/04/2023] Open
Abstract
A variety of atherosclerosis and cardiovascular disease (ASCVD) phenotypes are tightly linked to changes in the cardiac energy metabolism that can lead to a loss of metabolic flexibility and to unfavorable clinical outcomes. We conducted an association analysis of 31 ASCVD phenotypes and 97 whole blood amino acids, acylcarnitines and derived ratios in the LIFE-Adult (n = 9646) and LIFE-Heart (n = 5860) studies, respectively. In addition to hundreds of significant associations, a total of 62 associations of six phenotypes were found in both studies. Positive associations of various amino acids and a range of acylcarnitines with decreasing cardiovascular health indicate disruptions in mitochondrial, as well as peroxisomal fatty acid oxidation. We complemented our metabolite association analyses with whole blood and peripheral blood mononuclear cell (PBMC) gene-expression analyses of fatty acid oxidation and ketone-body metabolism related genes. This revealed several differential expressions for the heart failure biomarker N-terminal prohormone of brain natriuretic peptide (NT-proBNP) in peripheral blood mononuclear cell (PBMC) gene expression. Finally, we constructed and compared three prediction models of significant stenosis in the LIFE-Heart study using (1) traditional risk factors only, (2) the metabolite panel only and (3) a combined model. Area under the receiver operating characteristic curve (AUC) comparison of these three models shows an improved prediction accuracy for the combined metabolite and classical risk factor model (AUC = 0.78, 95%-CI: 0.76–0.80). In conclusion, we improved our understanding of metabolic implications of ASCVD phenotypes by observing associations with metabolite concentrations and gene expression of the mitochondrial and peroxisomal fatty acid oxidation. Additionally, we demonstrated the predictive potential of the metabolite profile to improve classification of patients with significant stenosis.
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Affiliation(s)
- Carl Beuchel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany; (J.P.); (S.H.); (M.L.)
- Correspondence: (C.B.); (U.C.); (M.S.)
| | - Julia Dittrich
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany; (J.D.); (B.I.); (J.T.)
| | - Janne Pott
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany; (J.P.); (S.H.); (M.L.)
- LIFE—Leipzig Research Center for Civilization Diseases, Leipzig University, 04103 Leipzig, Germany
| | - Sylvia Henger
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany; (J.P.); (S.H.); (M.L.)
- LIFE—Leipzig Research Center for Civilization Diseases, Leipzig University, 04103 Leipzig, Germany
| | | | - Berend Isermann
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany; (J.D.); (B.I.); (J.T.)
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany; (J.P.); (S.H.); (M.L.)
- LIFE—Leipzig Research Center for Civilization Diseases, Leipzig University, 04103 Leipzig, Germany
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany; (J.D.); (B.I.); (J.T.)
- Faculty of Medicine, Christian-Albrecht University of Kiel, 24118 Kiel, Germany
| | - Uta Ceglarek
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany; (J.D.); (B.I.); (J.T.)
- LIFE—Leipzig Research Center for Civilization Diseases, Leipzig University, 04103 Leipzig, Germany
- Correspondence: (C.B.); (U.C.); (M.S.)
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany; (J.P.); (S.H.); (M.L.)
- LIFE—Leipzig Research Center for Civilization Diseases, Leipzig University, 04103 Leipzig, Germany
- IFB AdiposityDiseases, University Hospital Leipzig, 04103 Leipzig, Germany
- Correspondence: (C.B.); (U.C.); (M.S.)
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5
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Ringel C, Dittrich J, Gaudl A, Schellong P, Beuchel CF, Baber R, Beutner F, Teren A, Engel C, Wirkner K, Thiele H, Büttner P, Löffler M, Scholz M, Thiery J, Ceglarek U. Association of plasma trimethylamine N-oxide levels with atherosclerotic cardiovascular disease and factors of the metabolic syndrome. Atherosclerosis 2021; 335:62-67. [PMID: 34583200 DOI: 10.1016/j.atherosclerosis.2021.09.026] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 09/22/2021] [Indexed: 12/30/2022]
Abstract
BACKGROUND AND AIMS The association of plasma trimethylamine N-oxide (TMAO) with atherosclerotic cardiovascular disease (ASCVD), diabetes mellitus (DM) and its determinants, as well as the role of TMAO as a predictor for short and long-term mortality, is still under discussion. We investigated associations between four plasma metabolites of the TMAO pathway and different clinical manifestations of atherosclerosis, diabetes determinants, and risk of short and long-term mortality in patients with stable ASCVD, acute myocardial infarction (AMI), cardiogenic shock (CS), and DM in three independent cohorts. METHODS TMAO and its dietary precursors were simultaneously quantified by liquid chromatography-tandem mass spectrometry in a total of 2655 participants of the German Leipzig Research Center for Civilization Diseases (LIFE)-Heart study, LIFE-Adult study, and the European Culprit Lesion Only PCI versus Multivessel PCI in Cardiogenic Shock (CULPRIT-SHOCK) multicenter trial. Associations with ASCVD manifestations, metabolic syndrome, 30-day mortality of patients with AMI and CS, and long-term mortality of subjects with suspected coronary artery disease (CAD) were analyzed. RESULTS TMAO plasma levels were not independently associated with stable ASCVD. Elevated TMAO plasma concentrations were independently associated with obesity (odds ratio, 1.23; p < 0.01) and DM (odds ratio, 1.37; p < 0.001) in LIFE-Heart. The latter association was confirmed in LIFE-Adult. We found no association of TMAO plasma levels with short-term mortality in patients with AMI and CS. However, TMAO plasma levels were independent predictors of long-term mortality in patients with suspected CAD (hazard ratio, 1.24; p < 0.05). CONCLUSIONS Potential proatherogenic mechanisms of TMAO seem to have no short-term effect in AMI. Presented associations with diabetes mellitus and obesity suggest that TMAO might have a functional role in metabolic syndrome.
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Affiliation(s)
- Clemens Ringel
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany
| | - Julia Dittrich
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Alexander Gaudl
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Paul Schellong
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany
| | - Carl Friedrich Beuchel
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstr. 16-18, 04107, Leipzig, Germany
| | - Ronny Baber
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Frank Beutner
- Department of Internal Medicine / Cardiology, Heart Center Leipzig at University of Leipzig, Struempellstr. 39, 04289, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Andrej Teren
- Department of Internal Medicine / Cardiology, Heart Center Leipzig at University of Leipzig, Struempellstr. 39, 04289, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Christoph Engel
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstr. 16-18, 04107, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Kerstin Wirkner
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstr. 16-18, 04107, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Holger Thiele
- Department of Internal Medicine / Cardiology, Heart Center Leipzig at University of Leipzig, Struempellstr. 39, 04289, Leipzig, Germany
| | - Petra Büttner
- Department of Internal Medicine / Cardiology, Heart Center Leipzig at University of Leipzig, Struempellstr. 39, 04289, Leipzig, Germany
| | - Markus Löffler
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstr. 16-18, 04107, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstr. 16-18, 04107, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany
| | - Uta Ceglarek
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Paul-List-Str. 13-15, 04103, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Philipp-Rosenthal-Str. 27, 04103, Leipzig, Germany.
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6
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Võsa U, Claringbould A, Westra HJ, Bonder MJ, Deelen P, Zeng B, Kirsten H, Saha A, Kreuzhuber R, Yazar S, Brugge H, Oelen R, de Vries DH, van der Wijst MGP, Kasela S, Pervjakova N, Alves I, Favé MJ, Agbessi M, Christiansen MW, Jansen R, Seppälä I, Tong L, Teumer A, Schramm K, Hemani G, Verlouw J, Yaghootkar H, Sönmez Flitman R, Brown A, Kukushkina V, Kalnapenkis A, Rüeger S, Porcu E, Kronberg J, Kettunen J, Lee B, Zhang F, Qi T, Hernandez JA, Arindrarto W, Beutner F, Dmitrieva J, Elansary M, Fairfax BP, Georges M, Heijmans BT, Hewitt AW, Kähönen M, Kim Y, Knight JC, Kovacs P, Krohn K, Li S, Loeffler M, Marigorta UM, Mei H, Momozawa Y, Müller-Nurasyid M, Nauck M, Nivard MG, Penninx BWJH, Pritchard JK, Raitakari OT, Rotzschke O, Slagboom EP, Stehouwer CDA, Stumvoll M, Sullivan P, 't Hoen PAC, Thiery J, Tönjes A, van Dongen J, van Iterson M, Veldink JH, Völker U, Warmerdam R, Wijmenga C, Swertz M, Andiappan A, Montgomery GW, Ripatti S, Perola M, Kutalik Z, Dermitzakis E, Bergmann S, Frayling T, van Meurs J, Prokisch H, Ahsan H, Pierce BL, Lehtimäki T, Boomsma DI, Psaty BM, Gharib SA, Awadalla P, Milani L, Ouwehand WH, Downes K, Stegle O, Battle A, Visscher PM, Yang J, Scholz M, Powell J, Gibson G, Esko T, Franke L. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression. Nat Genet 2021; 53:1300-1310. [PMID: 34475573 PMCID: PMC8432599 DOI: 10.1038/s41588-021-00913-z] [Citation(s) in RCA: 450] [Impact Index Per Article: 150.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 07/12/2021] [Indexed: 12/22/2022]
Abstract
Trait-associated genetic variants affect complex phenotypes primarily via regulatory mechanisms on the transcriptome. To investigate the genetics of gene expression, we performed cis- and trans-expression quantitative trait locus (eQTL) analyses using blood-derived expression from 31,684 individuals through the eQTLGen Consortium. We detected cis-eQTL for 88% of genes, and these were replicable in numerous tissues. Distal trans-eQTL (detected for 37% of 10,317 trait-associated variants tested) showed lower replication rates, partially due to low replication power and confounding by cell type composition. However, replication analyses in single-cell RNA-seq data prioritized intracellular trans-eQTL. Trans-eQTL exerted their effects via several mechanisms, primarily through regulation by transcription factors. Expression of 13% of the genes correlated with polygenic scores for 1,263 phenotypes, pinpointing potential drivers for those traits. In summary, this work represents a large eQTL resource, and its results serve as a starting point for in-depth interpretation of complex phenotypes.
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Affiliation(s)
- Urmo Võsa
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
| | - Annique Claringbould
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Oncode Institute, Amsterdam, the Netherlands.
- Structural & Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.
| | - Harm-Jan Westra
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Marc Jan Bonder
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Patrick Deelen
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
- Genomics Coordination Center, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Genetics, University Medical Centre Utrecht, Utrecht, the Netherlands
| | - Biao Zeng
- School of Biological Sciences, Georgia Tech, Atlanta, GA, USA
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Ashis Saha
- Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA
| | - Roman Kreuzhuber
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
- NHS Blood and Transplant, Cambridge Biomedical Campus, Cambridge, United Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, United Kingdom
| | - Seyhan Yazar
- Garvan Institute of Medical Research, Garvan-Weizmann Centre for Cellular Genomics, Sydney, New South Wales, Australia
| | - Harm Brugge
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Roy Oelen
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Dylan H de Vries
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Monique G P van der Wijst
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Silva Kasela
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Natalia Pervjakova
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Isabel Alves
- Computational Biology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- L'institut du thorax, Université de Nantes, CHU Nantes, INSERM, CNRS, Nantes, France
| | - Marie-Julie Favé
- Computational Biology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mawussé Agbessi
- Computational Biology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mark W Christiansen
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Rick Jansen
- Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Public Health Research Institute and Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Ilkka Seppälä
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Lin Tong
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Katharina Schramm
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Munich, Ludwig Maximilian's University, Munich, Germany
| | - Gibran Hemani
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
| | - Joost Verlouw
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Hanieh Yaghootkar
- Genetics of Complex Traits, University of Exeter Medical School, Royal Devon & Exeter Hospital, Exeter, United Kingdom
- School of Life Sciences, College of Liberal Arts and Science, University of Westminster, London, United Kingdom
- Division of Medical Sciences, Department of Health Sciences, Luleå University of Technology, Luleå, Sweden
| | - Reyhan Sönmez Flitman
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Andrew Brown
- Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
- Population Health and Genomics, University of Dundee, Dundee, United Kingdom
| | - Viktorija Kukushkina
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Anette Kalnapenkis
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Sina Rüeger
- Lausanne University Hospital, Lausanne, Switzerland
| | | | - Jaanika Kronberg
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Johannes Kettunen
- Computational Medicine, Faculty of Medicine, University of Oulu, Oulu, Finland
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Bernett Lee
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | - Futao Zhang
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Ting Qi
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Jose Alquicira Hernandez
- Garvan Institute of Medical Research, Garvan-Weizmann Centre for Cellular Genomics, Sydney, New South Wales, Australia
| | | | - Frank Beutner
- Heart Center Leipzig, Universität Leipzig, Leipzig, Germany
| | - Julia Dmitrieva
- Unit of Animal Genomics, WELBIO, GIGA-R & Faculty of Veterinary Medicine, University of Liège, Liège, Belgium
| | - Mahmoud Elansary
- Unit of Animal Genomics, WELBIO, GIGA-R & Faculty of Veterinary Medicine, University of Liège, Liège, Belgium
| | - Benjamin P Fairfax
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Michel Georges
- Unit of Animal Genomics, WELBIO, GIGA-R & Faculty of Veterinary Medicine, University of Liège, Liège, Belgium
| | | | - Alex W Hewitt
- Menzies Institute for Medical Research, School of Medicine, University of Tasmania, Hobart, Tasmania, Australia
- Centre for Eye Research Australia, Department of Surgery, University of Melbourne, Melbourne, Victoria, Australia
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Yungil Kim
- Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA
- Genetics and Genomic Science Department, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Julian C Knight
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Peter Kovacs
- IFB Adiposity Diseases, Universität Leipzig, Leipzig, Germany
| | - Knut Krohn
- Interdisciplinary Center for Clinical Research, Faculty of Medicine, Universität Leipzig, Leipzig, Germany
| | - Shuang Li
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Genomics Coordination Center, University Medical Centre Groningen, Groningen, the Netherlands
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Urko M Marigorta
- School of Biological Sciences, Georgia Tech, Atlanta, GA, USA
- Integrative Genomics Lab, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bizkaia Science and Technology Park, Derio, Spain
- IKERBASQUE, Basque Foundation for Science, Bilbao, Spain
| | - Hailang Mei
- Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, the Netherlands
| | - Yukihide Momozawa
- Unit of Animal Genomics, WELBIO, GIGA-R & Faculty of Veterinary Medicine, University of Liège, Liège, Belgium
- Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Munich, Ludwig Maximilian's University, Munich, Germany
- IBE, Faculty of Medicine, LMU Munich, Munich, Germany
| | - Matthias Nauck
- DZHK (German Center for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Michel G Nivard
- Department of Biological Psychology, Faculty of Behaviour and Movement Sciences, Vrije Universiteit, Amsterdam, the Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Public Health Research Institute and Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Jonathan K Pritchard
- Department of Biology, Stanford University, Stanford, CA, USA
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
| | - Olaf Rotzschke
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | | | - Coen D A Stehouwer
- Department of Internal Medicine and School for Cardiovascular Diseases (CARIM), Maastricht University Medical Center, Maastricht, the Netherlands
| | | | - Patrick Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Peter A C 't Hoen
- Center for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute for Laboratory Medicine, LIFE-Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
| | - Anke Tönjes
- Department of Medicine, Universität Leipzig, Leipzig, Germany
| | - Jenny van Dongen
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam Public Health Research Institute and Amsterdam Neuroscience, Amsterdam, the Netherlands
| | | | - Jan H Veldink
- UMC Utrecht Brain Center, University Medical Center Utrecht, Department of Neurology, Utrecht University, Utrecht, the Netherlands
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Robert Warmerdam
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Morris Swertz
- Genomics Coordination Center, University Medical Centre Groningen, Groningen, the Netherlands
| | - Anand Andiappan
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | - Grant W Montgomery
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
- Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Markus Perola
- National Institute for Health and Welfare, University of Helsinki, Helsinki, Finland
| | - Zoltan Kutalik
- Center for Primary Care and Public Health, University of Lausanne, Lausanne, Switzerland
| | - Emmanouil Dermitzakis
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
- Institute of Genetics and Genomics in Geneva (iGE3), University of Geneva, Geneva, Switzerland
| | - Sven Bergmann
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Timothy Frayling
- Genetics of Complex Traits, University of Exeter Medical School, Royal Devon & Exeter Hospital, Exeter, United Kingdom
| | - Joyce van Meurs
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Holger Prokisch
- Institute of Neurogenomics, Helmholtz Zentrum München, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, Munich, Germany
| | - Habibul Ahsan
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Brandon L Pierce
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Dorret I Boomsma
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam Public Health Research Institute and Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA, USA
| | - Sina A Gharib
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Philip Awadalla
- Computational Biology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Willem H Ouwehand
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
- NHS Blood and Transplant, Cambridge Biomedical Campus, Cambridge, United Kingdom
- Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, United Kingdom
| | - Kate Downes
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
- NHS Blood and Transplant, Cambridge Biomedical Campus, Cambridge, United Kingdom
| | - Oliver Stegle
- Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, United Kingdom
- Division of Computational Genomics and Systems Genetics, German Cancer Research Center, Heidelberg, Germany
| | - Alexis Battle
- Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Peter M Visscher
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Jian Yang
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Joseph Powell
- Garvan Institute of Medical Research, Garvan-Weizmann Centre for Cellular Genomics, Sydney, New South Wales, Australia
- UNSW Cellular Genomics Futures Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Greg Gibson
- School of Biological Sciences, Georgia Tech, Atlanta, GA, USA
| | - Tõnu Esko
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Oncode Institute, Amsterdam, the Netherlands.
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7
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Beutner F, Ritter C, Scholz M, Teren A, Holdt LM, Teupser D, Becker S, Thiele H, Gielen S, Thiery J, Ceglarek U. A metabolomic approach to identify the link between sports activity and atheroprotection. Eur J Prev Cardiol 2020; 29:436-444. [PMID: 33624084 DOI: 10.1093/eurjpc/zwaa122] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 09/15/2020] [Accepted: 11/10/2020] [Indexed: 12/11/2022]
Abstract
AIMS Physical activity (PA) is a mainstay of cardiovascular prevention. This study aimed to identify metabolic mediators of PA that protect against the development of atherosclerosis. METHODS AND RESULTS A total of 2160 participants in the LIFE heart study were analysed with data on PA and vascular phenotyping. In a targeted metabolomic approach, 61 metabolites (amino acids and acylcarnitines) were measured using liquid chromatography-tandem mass spectrometry. We investigated the interactions between PA, metabolites and markers of atherosclerosis in order to uncover possible mediation effects. Intended sports activity, but no daily PA, was associated with a lower degree of atherosclerosis, odds ratio (OR) for total atherosclerotic burden of 0.76 (95% confidence interval 0.62-0.94), carotid artery plaque OR 0.79 (0.66-0.96), and peripheral artery disease OR 0.74 (0.56-0.98). Twelve amino acids, free carnitine, five acylcarnitines were associated with sports activity. Of these, eight metabolites were also associated with the degree of atherosclerosis. In the mediation analyses, a cluster of amino acids (arginine, glutamine, pipecolic acid, taurine) were considered as possible mediators of atheroprotection. In contrast, a group of members of the carnitine metabolism (free carnitine, acetyl carnitine, octadecenoyl carnitine) were associated with inactivity and higher atherosclerotic burden. CONCLUSION Our metabolomic approach, which is integrated into a mediation model, provides transformative insights into the complex metabolic processes involved in atheroprotection. Metabolites with antioxidant and endothelial active properties are believed to be possible mediators of atheroprotection. The metabolomic mediation approach can support the understanding of complex diseases in order to identify targets for prevention and therapy.
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Affiliation(s)
- Frank Beutner
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Department of Internal Medicine/Cardiology, Heart Center Leipzig at University of Leipzig, 04289 Leipzig, Germany
| | - Christian Ritter
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Medical Informatics, Statistics and Epidemiology, University Leipzig, Leipzig, Germany
| | - Andrej Teren
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Department of Internal Medicine/Cardiology, Heart Center Leipzig at University of Leipzig, 04289 Leipzig, Germany
| | - Lesca Miriam Holdt
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital, LMU Munich, Munich, Germany
| | - Daniel Teupser
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital, LMU Munich, Munich, Germany
| | - Susen Becker
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital Leipzig, Leipzig, Germany
| | - Holger Thiele
- Department of Internal Medicine/Cardiology, Heart Center Leipzig at University of Leipzig, 04289 Leipzig, Germany
| | - Stephan Gielen
- Department of Cardiology, Angiology and Intensive Care, Klinikum Lippe, Detmold, Germany
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital Leipzig, Leipzig, Germany
| | - Uta Ceglarek
- LIFE Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital Leipzig, Leipzig, Germany
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8
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Teren A, Vogel A, Beutner F, Gielen S, Burkhardt R, Scholz M, Thiery J, Ceglarek U. Relationship between fermented dairy consumption, circulating short-chain acylcarnitines and angiographic severity of coronary artery disease. Nutr Metab Cardiovasc Dis 2020; 30:1662-1672. [PMID: 32684363 DOI: 10.1016/j.numecd.2020.05.031] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Revised: 05/13/2020] [Accepted: 05/27/2020] [Indexed: 11/26/2022]
Abstract
BACKGROUND AND AIMS Current epidemiologic data suggest beneficial cardiovascular effects of fermented dairy products (FDP). However, the relationship between FDP consumption and angiographic coronary status has not been previously studied. Furthermore, the role of novel metabolomic biomarkers of cardiovascular risk in this context is unclear. We hypothesize that short-chain acylcarnitines (SCA) reflect the link between FDP intake and angiographic extent of stable coronary artery disease (CAD). METHODS AND RESULTS We recruited 1185 patients admitted for suspected CAD [median age 62 years (interquartile range: 54-69); 714 men (60.3%)]. Prior to coronary angiography, each patient completed a validated Food Frequency Questionnaire. In addition, venous blood was collected from each patient for whole blood metabolomic analysis, using targeted mass-spectrometry. CAD was defined by the presence of ≥1 coronary stenosis ≥50%. Patients with CAD (n = 441) reported lower median FDP intake [86.8 g/day (IQR: 53.4-127.6)] than patients without CAD [n = 744; 103.9 g/day (IQR: 62.9-152.7); p < 0.001]. Upon adjustment for relevant confounders, increased circulating SCA, particularly level of acetylcarnitine (C2) associated with both higher CAD probability [SCA:β(SE) = 0.584 (0.235), p = 0.013; C2:β(SE) = 0.575 (0.242), p = 0.017] and decreased FDP consumption [SCA:β/100 g FDP-increment/day (SE) = -0.785 (0.242), p = 0.001; C2:β(SE) = -0.560 (0.230), p = 0.015]. By mediation analysis, neither SCA nor C2 showed relevant mediator effect linking FDP consumption to the risk of CAD. CONCLUSION Increased consumption of fermented milk was associated with lower prevalence of CAD and correlated inversely with circulating SCA, in particular with acetylcarnitine. No substantial mediator effect of SCA linking fermented milk intake with risk of CAD was found. CLINICAL TRIAL REGISTRY NCT00497887.
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Affiliation(s)
- Andrej Teren
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Department of Cardiology, Angiology and Intensive Care, Detmold, Germany; Klinikum Lippe, Detmold, Germany.
| | - Anika Vogel
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Leipzig, Germany
| | - Frank Beutner
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Department of Internal Medicine/Cardiology, Germany; Heart Center University Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Leipzig, Germany
| | - Stephan Gielen
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Department of Cardiology, Angiology and Intensive Care, Detmold, Germany; Klinikum Lippe, Detmold, Germany
| | - Ralph Burkhardt
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Leipzig, Germany
| | - Markus Scholz
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Institute of Medical Informatics, Statistics and Epidemiology, Germany
| | - Joachim Thiery
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Leipzig, Germany
| | - Uta Ceglarek
- LIFE - Leipzig Research Center for Civilization Diseases, Germany; University Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Leipzig, Germany
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9
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Scholz M, Henger S, Beutner F, Teren A, Baber R, Willenberg A, Ceglarek U, Pott J, Burkhardt R, Thiery J. Cohort Profile: The Leipzig Research Center for Civilization Diseases–Heart Study (LIFE-Heart). Int J Epidemiol 2020; 49:1439-1440h. [DOI: 10.1093/ije/dyaa075] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 04/06/2020] [Indexed: 12/12/2022] Open
Affiliation(s)
- Markus Scholz
- Institute for Medical Informatics, Statistic and Epidemiology, University of Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
| | - Sylvia Henger
- Institute for Medical Informatics, Statistic and Epidemiology, University of Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
| | - Frank Beutner
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Heart Center Leipzig, Leipzig, Germany
| | - Andrej Teren
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Heart Center Leipzig, Leipzig, Germany
| | - Ronny Baber
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Anja Willenberg
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Uta Ceglarek
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Janne Pott
- Institute for Medical Informatics, Statistic and Epidemiology, University of Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
| | - Ralph Burkhardt
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg, Germany
| | - Joachim Thiery
- Leipzig Research Center for Civilization Diseases (LIFE), University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
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10
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Pott J, Beutner F, Horn K, Kirsten H, Olischer K, Wirkner K, Loeffler M, Scholz M. Genome-wide analysis of carotid plaque burden suggests a role of IL5 in men. PLoS One 2020; 15:e0233728. [PMID: 32469969 PMCID: PMC7259763 DOI: 10.1371/journal.pone.0233728] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 05/11/2020] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Carotid artery plaque is an established marker of subclinical atherosclerosis with pronounced sex-dimorphism. Here, we aimed to identify genetic variants associated with carotid plaque burden (CPB) and to examine potential sex-specific genetic effects on plaque sizes. METHODS AND RESULTS We defined six operationalizations of CPB considering plaques in common carotid arteries, carotid bulb, and internal carotid arteries. We performed sex-specific genome-wide association analyses for all traits in the LIFE-Adult cohort (n = 727 men and n = 550 women) and tested significantly associated loci for sex-specific effects. In order to identify causal genes, we analyzed candidate gene expression data for correlation with CPB traits and corresponding sex-specific effects. Further, we tested if previously reported SNP associations with CAD and plaque prevalence are also associated with CBP. We found seven loci with suggestive significance for CPB (p<3.33x10-7), explaining together between 6 and 13% of the CPB variance. Sex-specific analysis showed a genome-wide significant hit for men at 5q31.1 (rs201629990, β = -0.401, p = 5.22x10-9), which was not associated in women (β = -0.127, p = 0.093) with a significant difference in effect size (p = 0.008). Analyses of gene expression data suggested IL5 as the most plausible candidate, as it reflected the same sex-specific association with CPBs (p = 0.037). Known plaque prevalence or CAD loci showed no enrichment in the association with CPB. CONCLUSIONS We showed that CPB is a complementary trait in analyzing genetics of subclinical atherosclerosis. We detected a novel locus for plaque size in men only suggesting a role of IL5. Several estrogen response elements in this locus point towards a functional explanation of the observed sex-specific effect.
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Affiliation(s)
- Janne Pott
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Leipzig University Medical Center, IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Frank Beutner
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Heart Center Leipzig, Leipzig, Germany
| | - Katrin Horn
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Kay Olischer
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Kerstin Wirkner
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Leipzig University Medical Center, IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
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11
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Mueller K, Thiel F, Beutner F, Teren A, Frisch S, Ballarini T, Möller HE, Ihle K, Thiery J, Schuler G, Villringer A, Schroeter ML. Brain Damage With Heart Failure: Cardiac Biomarker Alterations and Gray Matter Decline. Circ Res 2020; 126:750-764. [PMID: 31969053 PMCID: PMC7077969 DOI: 10.1161/circresaha.119.315813] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Supplemental Digital Content is available in the text. Rationale: Heart failure (HF) following heart damage leads to a decreased blood flow due to a reduced pump efficiency of the heart muscle. A consequence can be insufficient oxygen supply to the organism including the brain. While HF clearly shows neurological symptoms, such as fatigue, nausea, and dizziness, the implications for brain structure are not well understood. Few studies show regional gray matter decrease related to HF; however, the underlying mechanisms leading to the observed brain changes remain unclear. Objective: To study the relationship between impaired heart function, hampered blood circulation, and structural brain change in a case-control study. Methods and Results: Within a group of 80 patients of the Leipzig Heart Center, we investigated a potential correlation between HF biomarkers and the brain’s gray matter density (GMD) obtained by magnetic resonance imaging. We observed a significant positive correlation between cardiac ejection fraction and GMD across the whole frontal and parietal medial cortex reflecting the consequence of HF onto the brain’s gray matter. Moreover, we also obtained a relationship between GMD and the NT-proBNP (N-terminal prohormone of brain natriuretic peptide)—a biomarker that is used for screening, diagnosis, and prognosis of HF. Here, we found a significant negative correlation between NT-proBNP and GMD in the medial and posterior cingulate cortex but also in precuneus and hippocampus, which are key regions implicated in structural brain changes in dementia. Conclusions: We obtained significant correlations between brain structure and markers of heart failure including ejection fraction and NT-proBNP. A diminished GMD was found with decreased ejection fraction and increased NT-proBNP in wide brain regions including the whole frontomedian cortex as well as hippocampus and precuneus. Our observations might reflect structural brain damage in areas that are related to cognition; however, whether these structural changes facilitate the development of cognitive alterations has to be proven by further longitudinal studies.
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Affiliation(s)
- Karsten Mueller
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Friederike Thiel
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Frank Beutner
- Leipzig Heart Center, Germany (F.B., A.T., G.S.).,Leipzig Research Centre for Civilization Diseases, Germany (F.B., A.T., J.T., A.V., M.L.S.)
| | - Andrej Teren
- Leipzig Heart Center, Germany (F.B., A.T., G.S.).,Leipzig Research Centre for Civilization Diseases, Germany (F.B., A.T., J.T., A.V., M.L.S.)
| | - Stefan Frisch
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Tommaso Ballarini
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Harald E Möller
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Kristin Ihle
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.)
| | - Joachim Thiery
- Leipzig Heart Center, Germany (F.B., A.T., G.S.).,Leipzig Research Centre for Civilization Diseases, Germany (F.B., A.T., J.T., A.V., M.L.S.).,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Germany (J.T.)
| | | | - Arno Villringer
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.).,Leipzig Research Centre for Civilization Diseases, Germany (F.B., A.T., J.T., A.V., M.L.S.).,Clinic for Cognitive Neurology, University Hospital Leipzig, Germany (A.V., M.L.S.)
| | - Matthias L Schroeter
- From the Max Planck Institute for Human Cognitive and Brain Sciences, Germany (K.M., F.T., S.F., T.B., H.E.M., K.I., A.V., M.L.S.).,Leipzig Research Centre for Civilization Diseases, Germany (F.B., A.T., J.T., A.V., M.L.S.).,Clinic for Cognitive Neurology, University Hospital Leipzig, Germany (A.V., M.L.S.)
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12
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Beuchel C, Becker S, Dittrich J, Kirsten H, Toenjes A, Stumvoll M, Loeffler M, Thiele H, Beutner F, Thiery J, Ceglarek U, Scholz M. Clinical and lifestyle related factors influencing whole blood metabolite levels - A comparative analysis of three large cohorts. Mol Metab 2019; 29:76-85. [PMID: 31668394 PMCID: PMC6734104 DOI: 10.1016/j.molmet.2019.08.010] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Revised: 08/13/2019] [Accepted: 08/13/2019] [Indexed: 12/31/2022] Open
Abstract
Objective Human blood metabolites are influenced by a number of lifestyle and environmental factors. Identification of these factors and the proper quantification of their relevance provides insights into human biological and metabolic disease processes, is key for standardized translation of metabolite biomarkers into clinical applications, and is a prerequisite for comparability of data between studies. However, so far only limited data exist from large and well-phenotyped human cohorts and current methods for analysis do not fully account for the characteristics of these data. The primary aim of this study was to identify, quantify and compare the impact of a comprehensive set of clinical and lifestyle related factors on metabolite levels in three large human cohorts. To achieve this goal, we improve current methodology by developing a principled analysis approach, which could be translated to other cohorts and metabolite panels. Methods 63 Metabolites (amino acids, acylcarnitines) were quantified by liquid chromatography tandem mass spectrometry in three cohorts (total N = 16,222). Supported by a simulation study evaluating various analytical approaches, we developed an analysis pipeline including preprocessing, identification, and quantification of factors affecting metabolite levels. We comprehensively identified uni- and multivariable metabolite associations considering 29 environmental and clinical factors and performed metabolic pathway enrichment and network analyses. Results Inverse normal transformation of batch corrected and outlier removed metabolite levels accompanied by linear regression analysis proved to be the best suited method to deal with the metabolite data. Association analyses revealed numerous uni- and multivariable significant associations. 15 of the analyzed 29 factors explained >1% of variance for at least one of the metabolites. Strongest factors are application of steroid hormones, reticulocytes, waist-to-hip ratio, sex, haematocrit, and age. Effect sizes of factors are comparable across studies. Conclusions We introduced a principled approach for the analysis of MS data allowing identification, and quantification of effects of clinical and lifestyle factors with metabolite levels. We detected a number of known and novel associations broadening our understanding of the regulation of the human metabolome. The large heterogeneity observed between cohorts could almost completely be explained by differences in the distribution of influencing factors emphasizing the necessity of a proper confounder analysis when interpreting metabolite associations. Amino-acids and acylcarnitines analyzed in three studies with >16,000 individuals. Develop a generic and adaptable bioinformatics workflow. Analysis of the impact of 29 clinical and life-style factors on blood metabolites. Analysis of network between factors and metabolites. Comparison of results between studies.
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Affiliation(s)
- Carl Beuchel
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Susen Becker
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, Leipzig University, Leipzig, Germany; Department of Pediatric Surgery, University of Leipzig, Leipzig, Germany
| | - Julia Dittrich
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, Leipzig University, Leipzig, Germany
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Anke Toenjes
- Medical Department III - Endocrinology, Nephrology, Rheumatology, University Hospital Leipzig, Leipzig, Germany
| | - Michael Stumvoll
- Medical Department III - Endocrinology, Nephrology, Rheumatology, University Hospital Leipzig, Leipzig, Germany
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
| | | | | | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, Leipzig University, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Uta Ceglarek
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, Leipzig University, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE - Leipzig Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany; IFB Adiposity Diseases, University Hospital Leipzig, Leipzig, Germany.
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13
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Tönjes A, Scholz M, Krüger J, Krause K, Schleinitz D, Kirsten H, Gebhardt C, Marzi C, Grallert H, Ladenvall C, Heyne H, Laurila E, Kriebel J, Meisinger C, Rathmann W, Gieger C, Groop L, Prokopenko I, Isomaa B, Beutner F, Kratzsch J, Fischer-Rosinsky A, Pfeiffer A, Krohn K, Spranger J, Thiery J, Blüher M, Stumvoll M, Kovacs P. Genome-wide meta-analysis identifies novel determinants of circulating serum progranulin. Hum Mol Genet 2019; 27:546-558. [PMID: 29186428 DOI: 10.1093/hmg/ddx413] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Accepted: 11/22/2017] [Indexed: 11/14/2022] Open
Abstract
Progranulin is a secreted protein with important functions in processes including immune and inflammatory response, metabolism and embryonic development. The present study aimed at identification of genetic factors determining progranulin concentrations. We conducted a genome-wide association meta-analysis for serum progranulin in three independent cohorts from Europe: Sorbs (N = 848) and KORA (N = 1628) from Germany and PPP-Botnia (N = 335) from Finland (total N = 2811). Single nucleotide polymorphisms (SNPs) associated with progranulin levels were replicated in two additional German cohorts: LIFE-Heart Study (Leipzig; N = 967) and Metabolic Syndrome Berlin Potsdam (Berlin cohort; N = 833). We measured mRNA expression of genes in peripheral blood mononuclear cells (PBMC) by micro-arrays and performed mRNA expression quantitative trait and expression-progranulin association studies to functionally substantiate identified loci. Finally, we conducted siRNA silencing experiments in vitro to validate potential candidate genes within the associated loci. Heritability of circulating progranulin levels was estimated at 31.8% and 26.1% in the Sorbs and LIFE-Heart cohort, respectively. SNPs at three loci reached study-wide significance (rs660240 in CELSR2-PSRC1-MYBPHL-SORT1, rs4747197 in CDH23-PSAP and rs5848 in GRN) explaining 19.4%/15.0% of the variance and 61%/57% of total heritability in the Sorbs/LIFE-Heart Study. The strongest evidence for association was at rs660240 (P = 5.75 × 10-50), which was also associated with mRNA expression of PSRC1 in PBMC (P = 1.51 × 10-21). Psrc1 knockdown in murine preadipocytes led to a consecutive 30% reduction in progranulin secretion. In conclusion, the present meta-GWAS combined with mRNA expression identified three loci associated with progranulin and supports the role of PSRC1 in the regulation of progranulin secretion.
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Affiliation(s)
- Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig 04107, Germany.,LIFE Research Center, University of Leipzig, Leipzig 04103, Germany
| | - Jacqueline Krüger
- Leipzig University Medical Center, IFB AdiposityDiseases, University of Leipzig, Leipzig 04103, Germany
| | - Kerstin Krause
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany
| | - Dorit Schleinitz
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig 04107, Germany.,LIFE Research Center, University of Leipzig, Leipzig 04103, Germany
| | - Claudia Gebhardt
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany
| | - Carola Marzi
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg 85764, Germany.,German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Center Munich, Neuherberg 85764, Germany.,German Center for Diabetes Research (DZD e.V.), Neuherberg 85764, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg 85764, Germany.,German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Center Munich, Neuherberg 85764, Germany.,German Center for Diabetes Research (DZD e.V.), Neuherberg 85764, Germany
| | - Claes Ladenvall
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö 20502, Sweden
| | - Henrike Heyne
- Institute of Human Genetics, University of Leipzig, Leipzig 04103, Germany
| | - Esa Laurila
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö 20502, Sweden
| | - Jennifer Kriebel
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg 85764, Germany.,German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Center Munich, Neuherberg 85764, Germany.,German Center for Diabetes Research (DZD e.V.), Neuherberg 85764, Germany
| | - Christa Meisinger
- German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Center Munich, Neuherberg 85764, Germany.,German Center for Diabetes Research (DZD e.V.), Neuherberg 85764, Germany
| | - Wolfgang Rathmann
- German Diabetes Center, Institute of Biometrics and Epidemiology, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf 40225, Germany
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg 85764, Germany.,German Research Center for Environmental Health, Institute of Epidemiology II, Helmholtz Center Munich, Neuherberg 85764, Germany
| | - Leif Groop
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö 20502, Sweden
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK.,Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford OX3 7LE, UK.,Department of Genomics of Common Diseases, Imperial College London, London SW7 2AZ, UK
| | - Bo Isomaa
- Department of Social Services and Healthcare, Jakobstad 68601, Finland.,Folkhälsan Research Centre, Helsinki 00290, Finland
| | - Frank Beutner
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig 04103, Germany
| | - Jürgen Kratzsch
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig 04103, Germany
| | - Antje Fischer-Rosinsky
- Department of Endocrinology, Diabetes and Nutrition, Charité-Universitätsmedizin, Berlin 10117, Germany
| | - Andreas Pfeiffer
- Department of Endocrinology, Diabetes and Nutrition, Charité-Universitätsmedizin, Berlin 10117, Germany.,Department of Clinical Nutrition, German Institute of Human Nutrition, Nuthetal 14558, Germany
| | - Knut Krohn
- Interdisciplinary Centre for Clinical Research, University of Leipzig, Leipzig 04103, Germany
| | - Joachim Spranger
- Department of Endocrinology, Diabetes and Nutrition, Charité-Universitätsmedizin, Berlin 10117, Germany
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig 04103, Germany
| | - Matthias Blüher
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany.,Leipzig University Medical Center, IFB AdiposityDiseases, University of Leipzig, Leipzig 04103, Germany
| | - Michael Stumvoll
- Department of Medicine, University of Leipzig, Leipzig 04103, Germany.,Leipzig University Medical Center, IFB AdiposityDiseases, University of Leipzig, Leipzig 04103, Germany
| | - Peter Kovacs
- Leipzig University Medical Center, IFB AdiposityDiseases, University of Leipzig, Leipzig 04103, Germany
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14
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Franceschini N, Giambartolomei C, de Vries PS, Finan C, Bis JC, Huntley RP, Lovering RC, Tajuddin SM, Winkler TW, Graff M, Kavousi M, Dale C, Smith AV, Hofer E, van Leeuwen EM, Nolte IM, Lu L, Scholz M, Sargurupremraj M, Pitkänen N, Franzén O, Joshi PK, Noordam R, Marioni RE, Hwang SJ, Musani SK, Schminke U, Palmas W, Isaacs A, Correa A, Zonderman AB, Hofman A, Teumer A, Cox AJ, Uitterlinden AG, Wong A, Smit AJ, Newman AB, Britton A, Ruusalepp A, Sennblad B, Hedblad B, Pasaniuc B, Penninx BW, Langefeld CD, Wassel CL, Tzourio C, Fava C, Baldassarre D, O'Leary DH, Teupser D, Kuh D, Tremoli E, Mannarino E, Grossi E, Boerwinkle E, Schadt EE, Ingelsson E, Veglia F, Rivadeneira F, Beutner F, Chauhan G, Heiss G, Snieder H, Campbell H, Völzke H, Markus HS, Deary IJ, Jukema JW, de Graaf J, Price J, Pott J, Hopewell JC, Liang J, Thiery J, Engmann J, Gertow K, Rice K, Taylor KD, Dhana K, Kiemeney LALM, Lind L, Raffield LM, Launer LJ, Holdt LM, Dörr M, Dichgans M, Traylor M, Sitzer M, Kumari M, Kivimaki M, Nalls MA, Melander O, Raitakari O, Franco OH, Rueda-Ochoa OL, Roussos P, Whincup PH, Amouyel P, Giral P, Anugu P, Wong Q, Malik R, Rauramaa R, Burkhardt R, Hardy R, Schmidt R, de Mutsert R, Morris RW, Strawbridge RJ, Wannamethee SG, Hägg S, Shah S, McLachlan S, Trompet S, Seshadri S, Kurl S, Heckbert SR, Ring S, Harris TB, Lehtimäki T, Galesloot TE, Shah T, de Faire U, Plagnol V, Rosamond WD, Post W, Zhu X, Zhang X, Guo X, Saba Y, Dehghan A, Seldenrijk A, Morrison AC, Hamsten A, Psaty BM, van Duijn CM, Lawlor DA, Mook-Kanamori DO, Bowden DW, Schmidt H, Wilson JF, Wilson JG, Rotter JI, Wardlaw JM, Deanfield J, Halcox J, Lyytikäinen LP, Loeffler M, Evans MK, Debette S, Humphries SE, Völker U, Gudnason V, Hingorani AD, Björkegren JLM, Casas JP, O'Donnell CJ. GWAS and colocalization analyses implicate carotid intima-media thickness and carotid plaque loci in cardiovascular outcomes. Nat Commun 2018; 9:5141. [PMID: 30510157 PMCID: PMC6277418 DOI: 10.1038/s41467-018-07340-5] [Citation(s) in RCA: 93] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Accepted: 09/24/2018] [Indexed: 02/08/2023] Open
Abstract
Carotid artery intima media thickness (cIMT) and carotid plaque are measures of subclinical atherosclerosis associated with ischemic stroke and coronary heart disease (CHD). Here, we undertake meta-analyses of genome-wide association studies (GWAS) in 71,128 individuals for cIMT, and 48,434 individuals for carotid plaque traits. We identify eight novel susceptibility loci for cIMT, one independent association at the previously-identified PINX1 locus, and one novel locus for carotid plaque. Colocalization analysis with nearby vascular expression quantitative loci (cis-eQTLs) derived from arterial wall and metabolic tissues obtained from patients with CHD identifies candidate genes at two potentially additional loci, ADAMTS9 and LOXL4. LD score regression reveals significant genetic correlations between cIMT and plaque traits, and both cIMT and plaque with CHD, any stroke subtype and ischemic stroke. Our study provides insights into genes and tissue-specific regulatory mechanisms linking atherosclerosis both to its functional genomic origins and its clinical consequences in humans.
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Affiliation(s)
- Nora Franceschini
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC, 27516, USA
| | - Claudia Giambartolomei
- Department of Pathology and Laboratory Medicine, University of California (UCLA), Los Angeles, Los Angeles, CA, 90095, USA
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Chris Finan
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98101, USA
| | - Rachael P Huntley
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Ruth C Lovering
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Salman M Tajuddin
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, 20892, USA
| | - Thomas W Winkler
- Department of Genetic Epidemiology, University of Regensburg, Regensburg, 93053, Germany
| | - Misa Graff
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC, 27516, USA
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
| | - Caroline Dale
- Institute of Health Informatics, University College London, London, WC1E 6BT, UK
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | | | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 3015, The Netherlands
| | - Lingyi Lu
- Department of Biostatistical Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, , University of Leipzig, Leipzig, 04107, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
| | - Muralidharan Sargurupremraj
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, F-33000, Bordeaux, France
| | - Niina Pitkänen
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
| | - Oscar Franzén
- Department of Genetics and Genomic Sciences, The Icahn Institute for Genomics and Multiscale Biology Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Clinical Gene Networks AB, Stockholm, 104 62, Sweden
| | - Peter K Joshi
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, UK
| | - Raymond Noordam
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2300, RC, The Netherlands
| | - Riccardo E Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Shih-Jen Hwang
- Population Sciences Branch, Division of Intramural Research, NHLBI, NIH, Framingham, MA, 01702-5827, USA
- National Heart, Lung and Blood Institute's Intramural Research Program, Framingham Heart Study, Framingham, MA, 01702-5827, USA
| | - Solomon K Musani
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, 39216, USA
| | - Ulf Schminke
- Department of Neurology, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Walter Palmas
- Department of Medicine, Columbia University, New York, NY, 10032, USA
| | - Aaron Isaacs
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Department of Biochemistry, Maastricht Centre for Systems Biology (MaCSBio), CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, 6229, The Netherlands
| | - Adolfo Correa
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, 39216, USA
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, 20892, USA
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
| | - Amanda J Cox
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, 25157, USA
- Menzies Health Institute Queensland, Griffith University, Southport, QLD, 4222, Australia
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, 3015, The Netherlands
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at UCL, London, WC1E 6BT, UK
| | - Andries J Smit
- Department of Medicine, University of Groningen, University Medical Center Groningen, Groningen, 2300, The Netherlands
| | - Anne B Newman
- Department of Epidemiology, and School of Medicine, Division of Geriatric Medicine, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Annie Britton
- Department of Epidemiology and Public Health, University College London, London, WC1E 6BT, UK
| | - Arno Ruusalepp
- Clinical Gene Networks AB, Stockholm, 104 62, Sweden
- Department of Pathophysiology, Institute of Biomedicine and Translation Medicine, University of Tartu, Biomeedikum, Tartu, 51010, Estonia
- Department of Cardiac Surgery, Tartu University Hospital, Tartu, 51010, Estonia
| | - Bengt Sennblad
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, 17177, Sweden
- Department of Cell and Molecular Biology, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Uppsala University, Uppsala, 75108, Sweden
| | - Bo Hedblad
- Department of Clinical Sciences in Malmö, Lund University, Malmö, SE-205 02, Sweden
| | - Bogdan Pasaniuc
- Department of Pathology and Laboratory Medicine, University of California (UCLA), Los Angeles, Los Angeles, CA, 90095, USA
- Department of Human Genetics, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Brenda W Penninx
- Department of Psychiatry, EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, 1081, HL, The Netherlands
| | - Carl D Langefeld
- Department of Biostatistical Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
| | | | - Christophe Tzourio
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, F-33000, Bordeaux, France
| | - Cristiano Fava
- Department of Clinical Sciences in Malmö, Lund University, Malmö, SE-205 02, Sweden
- Department of Medicine, University of Verona, Verona, 37134, Italy
| | - Damiano Baldassarre
- Department of Medical Biotechnology and Translational Medicine, Università di Milano, Milan, 20133, Italy
- Centro Cardiologico Monzino, IRCCS, Milan, 20138, Italy
| | - Daniel H O'Leary
- St. Elizabeth's Medical Center, Tufts University School of Medicine, Boston, MA, 02135, USA
| | - Daniel Teupser
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute of Laboratory Medicine, University Hospital Munich, LMU Munich, 80539, Germany
| | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing at UCL, London, WC1E 6BT, UK
| | - Elena Tremoli
- Centro Cardiologico Monzino, IRCCS, Milan, 20138, Italy
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, 20133, Italy
| | - Elmo Mannarino
- Department of Clinical and Experimental Medicine, Internal Medicine, Angiology and Arteriosclerosis Diseases, University of Perugia, Perugia, 06123, Italy
| | - Enzo Grossi
- Centro Diagnostico Italiano, Milan, 20147, Italy
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030-3411, USA
| | - Eric E Schadt
- Department of Genetics and Genomic Sciences, The Icahn Institute for Genomics and Multiscale Biology Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Clinical Gene Networks AB, Stockholm, 104 62, Sweden
| | - Erik Ingelsson
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, 94309, USA
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, 75185, Sweden
- Stanford Cardiovascular Institute, Stanford University, Stanford, CA, G1120, USA
| | | | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, 3015, The Netherlands
| | | | - Ganesh Chauhan
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, F-33000, Bordeaux, France
- Centre for Brain Research, Indian Institute of Science, Bangalore, 560012, India
| | - Gerardo Heiss
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC, 27516, USA
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 3015, The Netherlands
| | - Harry Campbell
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, UK
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
| | - Hugh S Markus
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300, RC, The Netherlands
| | - Jacqueline de Graaf
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, 6525, GA, The Netherlands
| | - Jacqueline Price
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, UK
| | - Janne Pott
- Institute for Medical Informatics, Statistics and Epidemiology, , University of Leipzig, Leipzig, 04107, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
| | - Jemma C Hopewell
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Jingjing Liang
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute for Laboratory Medicine, University of Leipzig, Leipzig, 04109, Germany
| | - Jorgen Engmann
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Karl Gertow
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, 17177, Sweden
| | - Kenneth Rice
- Department of Biostatistics, University of Washington, Seattle, WA, 98105, USA
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Klodian Dhana
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Lambertus A L M Kiemeney
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, GA, 6525, The Netherlands
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, 751 05, Sweden
| | - Laura M Raffield
- Department of Genetics, University of North Carolina, Chapel Hill, NC, 27516, USA
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, 20892, USA
| | - Lesca M Holdt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute of Laboratory Medicine, University Hospital Munich, LMU Munich, 80539, Germany
| | - Marcus Dörr
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, Ludwig-Maximilians-University (LMU), Munich, 80539, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, 81377, Germany
| | - Matthew Traylor
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Matthias Sitzer
- Department of Neurology, Center for Neurology and Neurosurgery, Johann Wolfgang Goethe-University, Frankfurt am Main, 60323, Germany
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, London, WC1E 6BT, UK
- Institute for Social and Economic Research, Essex University, Colchester, CO4 3SQ, UK
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, London, WC1E 6BT, UK
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA
- Data Tecnica International, Glen Echo, MD, 20812, USA
| | - Olle Melander
- Department of Clinical Sciences in Malmö, Lund University, Malmö, SE-205 02, Sweden
| | - Olli Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20521, Finland
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, 3012, Switzerland
| | - Oscar L Rueda-Ochoa
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Electrocardiography Research Group, School of Medicine, Universidad Industrial de Santander, Bucaramanga, Santander, 680003, Colombia
| | - Panos Roussos
- Department of Genetics and Genomic Sciences, The Icahn Institute for Genomics and Multiscale Biology Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Department of Psychiatry and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Mental Illness Research Education and Clinical Center (MIRECC), James J. Peters VA Medical Center, Bronx, New York, NY, 10468, USA
| | - Peter H Whincup
- Population Health Research Institute, St George's, University of London, London, SW17 0RE, UK
| | - Philippe Amouyel
- Inserm U1167, F-59000, Lille, France
- Institut Pasteur de Lille, U1167, F-59000, Lille, France
- Université de Lille, U1167 - RID-AGE & Centre Hospitalier Universitaire de Lille, U1167, F-59000, Lille, France
| | - Philippe Giral
- Sorbonne Université, Cardiovascular Prevention Unit, Pitié Salpétrière Hospital, Paris, 75013, France
| | - Pramod Anugu
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, 39216, USA
| | - Quenna Wong
- Collaborative Health Studies Coordinating Center, Department of Biostatistics, University of Washington, Seattle, WA, 98195, USA
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), University Hospital, Ludwig-Maximilians-University (LMU), Munich, 80539, Germany
| | - Rainer Rauramaa
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, 70100, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, 70210, Finland
| | - Ralph Burkhardt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute of Laboratory Medicine, University of Leipzig, Leipzig, 04109, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg, 93053, Germany
| | - Rebecca Hardy
- MRC Unit for Lifelong Health and Ageing at UCL, London, WC1E 6BT, UK
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
| | - Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Richard W Morris
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 1QU, UK
| | - Rona J Strawbridge
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, 17177, Sweden
- Mental Health and Wellbeing, Institute of Health and Wellbeing, University of Glasgow, Glasgow, G12 0XH, UK
| | - S Goya Wannamethee
- Department of Primary Care & Population Health, University College London, London, WC1E 6BT, UK
| | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Sonia Shah
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Stela McLachlan
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, UK
| | - Stella Trompet
- Department of Internal Medicine, Section of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2300, RC, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300, RC, The Netherlands
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Sudhir Kurl
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Kuopio, FI-70210, Finland
| | - Susan R Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98101, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, 98101, USA
| | - Susan Ring
- Population Health Science, Bristol Medical School, University of Bristol, Bristol, BS8 1QU, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 1TH, UK
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, 20892, USA
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, 33014, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - Tessel E Galesloot
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, GA, 6525, The Netherlands
| | - Tina Shah
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, S-171 77, Sweden
- Department of Cardiology, Karolinska University Hospital, Stockholm, S-171 77, Sweden
| | - Vincent Plagnol
- Genetics Institute, University College London, London, WC1E 6BT, UK
| | - Wayne D Rosamond
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC, 27516, USA
| | - Wendy Post
- Departments of Medicine and Epidemiology, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Xiaofeng Zhu
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Xiaoling Zhang
- National Heart, Lung and Blood Institute's Intramural Research Program, Framingham Heart Study, Framingham, MA, 01702-5827, USA
- Section of Biomedical Genetics, School of Medicine, Boston University, Boston, MA, 02215, USA
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Yasaman Saba
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8010, Austria
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Department of Epidemiology & Biostatistics, Imperial College London, London, SW7 2AZ, UK
| | - Adrie Seldenrijk
- GGZ inGeest and Amsterdam Public Health Research Institute, Department of Psychiatry, Amsterdam University Medical Center, Amsterdam, 1081 HV, The Netherlands
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Anders Hamsten
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, 17177, Sweden
| | - Bruce M Psaty
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, 98101, USA
- Cardiovascular Health Research Unit and Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA, 98195, USA
| | - Cornelia M van Duijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Deborah A Lawlor
- Population Health Science, Bristol Medical School, University of Bristol, Bristol, BS8 1QU, UK
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 1TH, UK
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Donald W Bowden
- Center for Human Genomics, Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8010, Austria
| | - James F Wilson
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, UK
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, 39216, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Joanna M Wardlaw
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Centre for Clinical Brain Sciences, and UK Dementia Research Institute at the University of Edinburgh, Edinburgh, EH16 4SB, UK
| | - John Deanfield
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Julian Halcox
- Swansea University Medical School, Swansea, SA2 8PP, UK
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, 33014, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, 33014, Finland
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, , University of Leipzig, Leipzig, 04107, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
| | - Michele K Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, 20892, USA
| | - Stéphanie Debette
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, F-33000, Bordeaux, France
| | - Steve E Humphries
- Centre for Cardiovascular Genetics, Institute Cardiovascular Science, University College London, London, WC1E 6BT, UK
| | - Uwe Völker
- DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, WC1 6BT, UK
| | - Johan L M Björkegren
- Department of Genetics and Genomic Sciences, The Icahn Institute for Genomics and Multiscale Biology Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
- Clinical Gene Networks AB, Stockholm, 104 62, Sweden.
- Department of Pathophysiology, Institute of Biomedicine and Translation Medicine, University of Tartu, Biomeedikum, Tartu, 51010, Estonia.
- Integrated Cardio Metabolic Centre, Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset, Huddinge, SE-141 57, Sweden.
| | - Juan P Casas
- Institute of Health Informatics, University College London, London, WC1E 6BT, UK
| | - Christopher J O'Donnell
- Intramural Administration Management Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, 20892, USA.
- Cardiology Section, Boston Veteran's Administration Healthcare, Boston, MA, 02130, USA.
- Harvard Medical School, Boston, MA, 02115, USA.
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Netto J, Teren A, Burkhardt R, Willenberg A, Beutner F, Henger S, Schuler G, Thiele H, Scholz M, Thiery J. Predictive Value of Biomarkers in Patients with Suspected Coronary Heart Disease Regarding Severity of Coronary Obstruction and Mortality – LIFE-Heart Study. ATHEROSCLEROSIS SUPP 2018. [DOI: 10.1016/j.atherosclerosissup.2018.04.221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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Zewinger S, Kleber ME, Tragante V, McCubrey RO, Schmidt AF, Direk K, Laufs U, Werner C, Koenig W, Rothenbacher D, Mons U, Breitling LP, Brenner H, Jennings RT, Petrakis I, Triem S, Klug M, Filips A, Blankenberg S, Waldeyer C, Sinning C, Schnabel RB, Lackner KJ, Vlachopoulou E, Nygård O, Svingen GFT, Pedersen ER, Tell GS, Sinisalo J, Nieminen MS, Laaksonen R, Trompet S, Smit RAJ, Sattar N, Jukema JW, Groesdonk HV, Delgado G, Stojakovic T, Pilbrow AP, Cameron VA, Richards AM, Doughty RN, Gong Y, Cooper-DeHoff R, Johnson J, Scholz M, Beutner F, Thiery J, Smith JG, Vilmundarson RO, McPherson R, Stewart AFR, Cresci S, Lenzini PA, Spertus JA, Olivieri O, Girelli D, Martinelli NI, Leiherer A, Saely CH, Drexel H, Mündlein A, Braund PS, Nelson CP, Samani NJ, Kofink D, Hoefer IE, Pasterkamp G, Quyyumi AA, Ko YA, Hartiala JA, Allayee H, Tang WHW, Hazen SL, Eriksson N, Held C, Hagström E, Wallentin L, Åkerblom A, Siegbahn A, Karp I, Labos C, Pilote L, Engert JC, Brophy JM, Thanassoulis G, Bogaty P, Szczeklik W, Kaczor M, Sanak M, Virani SS, Ballantyne CM, Lee VV, Boerwinkle E, Holmes MV, Horne BD, Hingorani A, Asselbergs FW, Patel RS, Krämer BK, Scharnagl H, Fliser D, März W, Speer T. Relations between lipoprotein(a) concentrations, LPA genetic variants, and the risk of mortality in patients with established coronary heart disease: a molecular and genetic association study. Lancet Diabetes Endocrinol 2017; 5:534-543. [PMID: 28566218 PMCID: PMC5651679 DOI: 10.1016/s2213-8587(17)30096-7] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Revised: 01/25/2017] [Accepted: 02/14/2017] [Indexed: 01/02/2023]
Abstract
BACKGROUND Lipoprotein(a) concentrations in plasma are associated with cardiovascular risk in the general population. Whether lipoprotein(a) concentrations or LPA genetic variants predict long-term mortality in patients with established coronary heart disease remains less clear. METHODS We obtained data from 3313 patients with established coronary heart disease in the Ludwigshafen Risk and Cardiovascular Health (LURIC) study. We tested associations of tertiles of lipoprotein(a) concentration in plasma and two LPA single-nucleotide polymorphisms ([SNPs] rs10455872 and rs3798220) with all-cause mortality and cardiovascular mortality by Cox regression analysis and with severity of disease by generalised linear modelling, with and without adjustment for age, sex, diabetes diagnosis, systolic blood pressure, BMI, smoking status, estimated glomerular filtration rate, LDL-cholesterol concentration, and use of lipid-lowering therapy. Results for plasma lipoprotein(a) concentrations were validated in five independent studies involving 10 195 patients with established coronary heart disease. Results for genetic associations were replicated through large-scale collaborative analysis in the GENIUS-CHD consortium, comprising 106 353 patients with established coronary heart disease and 19 332 deaths in 22 studies or cohorts. FINDINGS The median follow-up was 9·9 years. Increased severity of coronary heart disease was associated with lipoprotein(a) concentrations in plasma in the highest tertile (adjusted hazard radio [HR] 1·44, 95% CI 1·14-1·83) and the presence of either LPA SNP (1·88, 1·40-2·53). No associations were found in LURIC with all-cause mortality (highest tertile of lipoprotein(a) concentration in plasma 0·95, 0·81-1·11 and either LPA SNP 1·10, 0·92-1·31) or cardiovascular mortality (0·99, 0·81-1·2 and 1·13, 0·90-1·40, respectively) or in the validation studies. INTERPRETATION In patients with prevalent coronary heart disease, lipoprotein(a) concentrations and genetic variants showed no associations with mortality. We conclude that these variables are not useful risk factors to measure to predict progression to death after coronary heart disease is established. FUNDING Seventh Framework Programme for Research and Technical Development (AtheroRemo and RiskyCAD), INTERREG IV Oberrhein Programme, Deutsche Nierenstiftung, Else-Kroener Fresenius Foundation, Deutsche Stiftung für Herzforschung, Deutsche Forschungsgemeinschaft, Saarland University, German Federal Ministry of Education and Research, Willy Robert Pitzer Foundation, and Waldburg-Zeil Clinics Isny.
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Affiliation(s)
- Stephen Zewinger
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Marcus E Kleber
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany; Institute of Nutrition, Friedrich-Schiller University, Jena, Germany
| | - Vinicius Tragante
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands
| | - Raymond O McCubrey
- Intermountain Heart Institute, Intermountain Medical Center, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Amand F Schmidt
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Kenan Direk
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Ulrich Laufs
- Department of Internal Medicine III, Saarland University Hospital, Homburg/Saar, Germany
| | - Christian Werner
- Department of Internal Medicine III, Saarland University Hospital, Homburg/Saar, Germany
| | - Wolfgang Koenig
- Department of Internal Medicine II-Cardiology, University of Ulm Medical Centre, Ulm, Germany; Deutsches Herzzentrum München, Technische Universität München, Munich, Germany; German Centre of Cardiovascular Research (DZHK), Partner site Munich Heart Alliance, Munich, Germany
| | - Dietrich Rothenbacher
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany; Institute of Epidemiology and Medical Biometry, Ulm University, Ulm, Germany
| | - Ute Mons
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Lutz P Breitling
- Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Herrmann Brenner
- Network Ageing Research, University Heidelberg, Mannheim, Germany; Division of Clinical Epidemiology and Ageing Research, German Cancer Centre (DKFZ), Heidelberg, Germany
| | - Richard T Jennings
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Ioannis Petrakis
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Sarah Triem
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Mira Klug
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Alexandra Filips
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Stefan Blankenberg
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Christoph Waldeyer
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Christoph Sinning
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Renate B Schnabel
- University Heart Centre Hamburg, Clinic for General and Interventional Cardiology, Hamburg, Germany; German Centre for Cardiovascular Research (DZHK e.V.), partner site Hamburg/Kiel/Lübeck, Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Centre Mainz, Germany
| | | | - Ottar Nygård
- Department of Clinical Science, University of Bergen, Bergen, Norway; Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | | | | | - Grethe S Tell
- Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Juha Sinisalo
- Heart and Lung Centre, Helsinki University Hospital, Helsinki, Finland
| | - Markku S Nieminen
- Heart and Lung Centre, Helsinki University Hospital, Helsinki, Finland
| | - Reijo Laaksonen
- Medical School, Tampere University, Tampere, Finland; Finnish Clinical Biobank Tampere, University Hospital of Tampere, Tampere, Finland
| | - Stella Trompet
- Department of Geriatics and Gerontology, Leiden University Medical Centre, Leiden, Netherlands; Department of Cardiology, Leiden University Medical Centre, Leiden, Netherlands
| | - Roelof A J Smit
- Department of Geriatics and Gerontology, Leiden University Medical Centre, Leiden, Netherlands; Department of Cardiology, Leiden University Medical Centre, Leiden, Netherlands
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Science, BHF Glasgow, Cardiovascular Research Centre, University of Glasgow, Glasgow, UK
| | - J Wouter Jukema
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Centre, Leiden, Netherlands; Interuniversity Cardiology Institute of the Netherlands, Utrecht, Netherlands
| | - Heinrich V Groesdonk
- Department of Anesthesiology, Intensive Care Medicine, and Pain Medicine, Saarland University Hospital, Homburg/Saar, Germany
| | - Graciela Delgado
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany
| | - Tatjana Stojakovic
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria
| | - Anna P Pilbrow
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
| | - Vicky A Cameron
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
| | - A Mark Richards
- Christchurch Heart Institute, University of Otago, Christchurch, New Zealand; Cardiovascular Research Institute, National University of Singapore, Singapore
| | - Robert N Doughty
- Heart Health Research Group, University of Auckland, New Zealand
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Rhonda Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Julie Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, Colleges of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Centre for Civilisation Diseases, University of Leipzig, Leipzig, Germany
| | | | - Joachim Thiery
- LIFE Research Centre for Civilisation Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University, Lund, Sweden; Skåne University Hospital, Lund, Sweden
| | - Ragnar O Vilmundarson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Alexandre F R Stewart
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada
| | - Sharon Cresci
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA; Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - Petra A Lenzini
- Statistical Genomics Division, Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - John A Spertus
- Saint Luke's Mid America Heart Institute, Kansas City, MO, USA; Department of Biomedical and Health Informatics, University of Missouri-Kansas City, Kansas City, MO, USA
| | | | | | | | - Andreas Leiherer
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Christoph H Saely
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Heinz Drexel
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria; Drexel University College of Medicine, Philadelphia, PA, USA
| | - Axel Mündlein
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria
| | - Peter S Braund
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, BHF Cardiovascular Research Centre, Glenfield Hospital, Leicester, UK; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, UK
| | - Daniel Kofink
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands
| | - Imo E Hoefer
- Laboratory of Experimental Cardiology, UMC Utrecht, Utrecht, Netherlands
| | - Gerard Pasterkamp
- Laboratory of Experimental Cardiology, UMC Utrecht, Utrecht, Netherlands
| | - Arshed A Quyyumi
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, USA
| | - Yi-An Ko
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | | | | | - Niclas Eriksson
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Claes Held
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Emil Hagström
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Lars Wallentin
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Axel Åkerblom
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
| | - Agneta Siegbahn
- Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden; Department of Medical Sciences, Clinical Chemistry, Uppsala University, Uppsala, Sweden
| | - Igor Karp
- University of Montreal Hospital Research Centre (CRCHUM), University of Montreal, Montreal, QC, Canada; Department of Social and Preventive Medicine, University of Montreal, Montreal, QC, Canada; Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, Canada
| | | | - Louise Pilote
- Department of Medicine, McGill University, Montreal, QC, Canada; Division of General Internal Medicine, McGill University Health Centre, Montreal, QC, Canada; Division of Clinical Epidemiology, McGill University Health Centre, Montreal, QC, Canada
| | - James C Engert
- Department of Medicine, McGill University, Montreal, QC, Canada
| | - James M Brophy
- Department of Medicine, McGill University, Montreal, QC, Canada
| | | | - Peter Bogaty
- Department of Medicine, Université Laval, QC, Canada
| | | | - Marcin Kaczor
- Jagielonian University Medical College, Kraków, Poland
| | - Marek Sanak
- Jagielonian University Medical College, Kraków, Poland
| | - Salim S Virani
- Section of Cardiology, Michael E DeBakey Veterans Affairs Medical Center, Baylor College of Medicine, Houston, TX, USA
| | - Christie M Ballantyne
- Section of Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Vei-Vei Lee
- Department of Biostatistics 7, Epidemiology, Texas Heart Institute, Houston, TX, USA
| | - Eric Boerwinkle
- School of Public Health, University of Texas, Houston, TX, USA
| | - Michael V Holmes
- Medical Research Council Population Health Research Unit at the University of Oxford, University of Oxford, Oxford, UK; Clinical Trial Service Unit and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford, Oxford, UK; National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital, Oxford, UK
| | - Benjamin D Horne
- Intermountain Heart Institute, Intermountain Medical Center, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Aroon Hingorani
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | - Folkert W Asselbergs
- Department of Cardiology, Heart and Lungs Division, UMC Utrecht, Utrecht, Netherlands; Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK; Durrer Centre of Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, Netherlands
| | - Riyaz S Patel
- Institute of Cardiovascular Science Facultyof Population Health Science, University College London, London, UK
| | | | - Bernhard K Krämer
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria
| | - Danilo Fliser
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
| | - Winfried März
- Fifth Department of Medicine, University Heidelberg, Mannheim, Germany; Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria; Synlab Academy, Synlab Holding, Mannheim, Germany.
| | - Thimoteus Speer
- Department of Internal Medicine IV, Saarland University Hospital, Homburg/Saar, Germany
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17
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Pott J, Burkhardt R, Beutner F, Horn K, Teren A, Kirsten H, Holdt LM, Schuler G, Teupser D, Loeffler M, Thiery J, Scholz M. Genome-wide meta-analysis identifies novel loci of plaque burden in carotid artery. Atherosclerosis 2017; 259:32-40. [PMID: 28282560 DOI: 10.1016/j.atherosclerosis.2017.02.018] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 02/13/2017] [Accepted: 02/22/2017] [Indexed: 12/26/2022]
Abstract
BACKGROUND AND AIMS Carotid artery plaque is an established marker of subclinical atherosclerosis and common patho-mechanisms with coronary artery disease (CAD) are hypothesized. We aimed to identify genetic variants associated with carotid plaque and to examine the potential shared genetic basis with CAD. METHODS After investigating the reliability of plaque detection, we performed a genome-wide meta-association study in two independent cohorts (LIFE-Adult, n = 4037 and LIFE-Heart, n = 3152) for carotid plaque score (PS), defined as the sum of the plaque load of common carotid artery and carotid bulb. Further, we analyzed whether previously reported CAD and stroke loci were also associated with PS. RESULTS We identified two loci with genome-wide significance for PS. One locus is the known CAD-locus at chromosome 9p21 (lead SNP rs9644862, p = 8.73 × 10-12). We also describe a novel locus on chromosome 10q24 within the SFXN2 gene as the most probable candidate (lead SNP rs2902548, p = 1.97 × 10-8). In addition, 17 out of 58 known CAD loci and six of 17 known stroke loci were associated with PS at a nominal level of significance. CONCLUSIONS We showed that PS is a reliable trait to analyze genetics of atherosclerosis. Two new loci of genome-wide significant association with PS were found. The observed non-random overlap of CAD and PS associations strengthens the hypothesis of a shared genetic basis for these atherosclerotic manifestations.
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Affiliation(s)
- Janne Pott
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Ralph Burkhardt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany
| | - Frank Beutner
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Heart Center Leipzig, Leipzig, Germany
| | - Katrin Horn
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Andrej Teren
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Heart Center Leipzig, Leipzig, Germany
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Lesca M Holdt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute for Laboratory Medicine, Ludwig-Maximilians University, Munich, Germany
| | | | - Daniel Teupser
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute for Laboratory Medicine, Ludwig-Maximilians University, Munich, Germany
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany.
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18
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Teren A, Kirsten H, Beutner F, Scholz M, Holdt LM, Teupser D, Gutberlet M, Thiery J, Schuler G, Eitel I. Alteration of Multiple Leukocyte Gene Expression Networks is Linked with Magnetic Resonance Markers of Prognosis After Acute ST-Elevation Myocardial Infarction. Sci Rep 2017; 7:41705. [PMID: 28155873 PMCID: PMC5290530 DOI: 10.1038/srep41705] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Accepted: 12/21/2016] [Indexed: 02/02/2023] Open
Abstract
Prognostic relevant pathways of leukocyte involvement in human myocardial ischemic-reperfusion injury are largely unknown. We enrolled 136 patients with ST-elevation myocardial infarction (STEMI) after primary angioplasty within 12 h after onset of symptoms. Following reperfusion, whole blood was collected within a median time interval of 20 h (interquartile range: 15-25 h) for genome-wide gene expression analysis. Subsequent CMR scans were performed using a standard protocol to determine infarct size (IS), area at risk (AAR), myocardial salvage index (MSI) and the extent of late microvascular obstruction (lateMO). We found 398 genes associated with lateMO and two genes with IS. Neither AAR, nor MSI showed significant correlations with gene expression. Genes correlating with lateMO were strongly related to several canonical pathways, including positive regulation of T-cell activation (p = 3.44 × 10-5), and regulation of inflammatory response (p = 1.86 × 10-3). Network analysis of multiple gene expression alterations associated with larger lateMO identified the following functional consequences: facilitated utilisation and decreased concentration of free fatty acid, repressed cell differentiation, enhanced phagocyte movement, increased cell death, vascular disease and compensatory vasculogenesis. In conclusion, the extent of lateMO after acute, reperfused STEMI correlated with altered activation of multiple genes related to fatty acid utilisation, lymphocyte differentiation, phagocyte mobilisation, cell survival, and vascular dysfunction.
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Affiliation(s)
- A Teren
- Department of Cardiology/Internal Medicine, Heart Center, University of Leipzig, Germany.,LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Germany
| | - H Kirsten
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Medical Informatics, Statistic and Epidemiology, University of Leipzig, Germany.,IZI, Fraunhofer Institute for Cell Therapy and Immunology IZI, Leipzig, Germany
| | - F Beutner
- Department of Cardiology/Internal Medicine, Heart Center, University of Leipzig, Germany.,LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Germany
| | - M Scholz
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Medical Informatics, Statistic and Epidemiology, University of Leipzig, Germany
| | - L M Holdt
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital Munich (LMU) and Ludwig-Maximilian- University Munich, Germany
| | - D Teupser
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Laboratory Medicine, University Hospital Munich (LMU) and Ludwig-Maximilian- University Munich, Germany
| | - M Gutberlet
- Department of Diagnostic and Interventional Radiology, Heart Center, University of Leipzig, Germany
| | - J Thiery
- LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Germany
| | - G Schuler
- Department of Cardiology/Internal Medicine, Heart Center, University of Leipzig, Germany.,LIFE - Leipzig Research Center for Civilization Diseases, University of Leipzig, Germany
| | - I Eitel
- University Heart Center Lübeck, University of Lübeck, Medical Clinic II (Cardiology, Angiology and Intensive Care Medicine), Lübeck, Germany
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19
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Loley C, Alver M, Assimes TL, Bjonnes A, Goel A, Gustafsson S, Hernesniemi J, Hopewell JC, Kanoni S, Kleber ME, Lau KW, Lu Y, Lyytikäinen LP, Nelson CP, Nikpay M, Qu L, Salfati E, Scholz M, Tukiainen T, Willenborg C, Won HH, Zeng L, Zhang W, Anand SS, Beutner F, Bottinger EP, Clarke R, Dedoussis G, Do R, Esko T, Eskola M, Farrall M, Gauguier D, Giedraitis V, Granger CB, Hall AS, Hamsten A, Hazen SL, Huang J, Kähönen M, Kyriakou T, Laaksonen R, Lind L, Lindgren C, Magnusson PKE, Marouli E, Mihailov E, Morris AP, Nikus K, Pedersen N, Rallidis L, Salomaa V, Shah SH, Stewart AFR, Thompson JR, Zalloua PA, Chambers JC, Collins R, Ingelsson E, Iribarren C, Karhunen PJ, Kooner JS, Lehtimäki T, Loos RJF, März W, McPherson R, Metspalu A, Reilly MP, Ripatti S, Sanghera DK, Thiery J, Watkins H, Deloukas P, Kathiresan S, Samani NJ, Schunkert H, Erdmann J, König IR. No Association of Coronary Artery Disease with X-Chromosomal Variants in Comprehensive International Meta-Analysis. Sci Rep 2016; 6:35278. [PMID: 27731410 PMCID: PMC5059659 DOI: 10.1038/srep35278] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2016] [Accepted: 09/26/2016] [Indexed: 11/09/2022] Open
Abstract
In recent years, genome-wide association studies have identified 58 independent risk loci for coronary artery disease (CAD) on the autosome. However, due to the sex-specific data structure of the X chromosome, it has been excluded from most of these analyses. While females have 2 copies of chromosome X, males have only one. Also, one of the female X chromosomes may be inactivated. Therefore, special test statistics and quality control procedures are required. Thus, little is known about the role of X-chromosomal variants in CAD. To fill this gap, we conducted a comprehensive X-chromosome-wide meta-analysis including more than 43,000 CAD cases and 58,000 controls from 35 international study cohorts. For quality control, sex-specific filters were used to adequately take the special structure of X-chromosomal data into account. For single study analyses, several logistic regression models were calculated allowing for inactivation of one female X-chromosome, adjusting for sex and investigating interactions between sex and genetic variants. Then, meta-analyses including all 35 studies were conducted using random effects models. None of the investigated models revealed genome-wide significant associations for any variant. Although we analyzed the largest-to-date sample, currently available methods were not able to detect any associations of X-chromosomal variants with CAD.
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Affiliation(s)
- Christina Loley
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.,DZHK (German Centre for Cardiovascular Research), partner site Hamburg-Lübeck-Kiel, Lübeck, Germany
| | - Maris Alver
- Estonian Genome Center, University of Tartu, Tartu, Estonia.,Institute of Molecular and Cell Biology, Tartu, Estonia
| | - Themistocles L Assimes
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine Stanford, Standford, California, USA
| | - Andrew Bjonnes
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Anuj Goel
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Stefan Gustafsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Jussi Hernesniemi
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.,Department of Cardiology, Heart Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Jemma C Hopewell
- CTSU, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Marcus E Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - King Wai Lau
- CTSU, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK.,NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | - Majid Nikpay
- Ruddy Canadian Cardiovascular Genetics Centre University of Ottawa Heart Institute, Ottawa, Canada
| | - Liming Qu
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Elias Salfati
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine Stanford, Standford, California, USA
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology/Medical Faculty/University of Leipzig, Leipzig, Germany.,LIFE Research Center of Civilization Diseases, Leipzig, Germany
| | - Taru Tukiainen
- Analytic and Translation Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Christina Willenborg
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg-Lübeck-Kiel, Lübeck, Germany.,Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany and University Heart Center Luebeck, Campus Lübeck, Lübeck, Germany
| | - Hong-Hee Won
- Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, Korea
| | - Lingyao Zeng
- Deutsches Herzzentrum München, Technische Universität München, Munich, Germany.,DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, München, Germany
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK.,Department of Cardiology, Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK
| | - Sonia S Anand
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Frank Beutner
- LIFE Research Center of Civilization Diseases, Leipzig, Germany.,Heart Center Leipzig, Cardiology, University of Leipzig, Leipzig, Germany
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Robert Clarke
- CTSU, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | | | - Ron Do
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, USA.,The Center for Statistical Genetics, Icahn School of Medicine at Mount Sinai, New York, USA.,The Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, USA.,The Zena and Michael A. Weiner Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia.,Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Markku Eskola
- Department of Cardiology, Heart Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Martin Farrall
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala Universit, Uppsala, Sweden
| | | | - Alistair S Hall
- Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, UK
| | - Anders Hamsten
- Cardiovascular Genetics and Genomics Group, Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | | | - Jie Huang
- Boston VA Research Institute, Inc., Boston, Massachusetts, USA
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland.,Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Theodosios Kyriakou
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Reijo Laaksonen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland.,Zora Biosciences, Espoo, Finland
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Cecilia Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK.,Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Eirini Marouli
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | | | - Andrew P Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK.,Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Kjell Nikus
- Department of Cardiology, Heart Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Nancy Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Loukianos Rallidis
- Second Department of Cardiology, University General Hospital Attikon, Athens, Greece
| | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Svati H Shah
- Duke University School of Medicine, Durham, North Carolina, USA
| | - Alexandre F R Stewart
- Ruddy Canadian Cardiovascular Genetics Centre University of Ottawa Heart Institute, Ottawa, Canada
| | - John R Thompson
- Department of Health Sciences, University of Leicester, Leicester, UK
| | - Pierre A Zalloua
- Lebanese American University, School of Medicine, Beirut, Lebanon.,Harvard School of Public Health, Boston, Massachusetts, USA
| | - John C Chambers
- Department of Cardiology, Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK.,Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada.,Imperial College Healthcare NHS Trust, London, UK
| | - Rory Collins
- CTSU, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Erik Ingelsson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK.,Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Carlos Iribarren
- Kaiser Permanente, Division of Research, Oakland, California, USA
| | - Pekka J Karhunen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.,Department of Forensic Medicine, University of Tampere School of Medicine, Tampere, Finland
| | - Jaspal S Kooner
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada.,Imperial College Healthcare NHS Trust, London, UK.,Cardiovascular Science, National Heart and Lung Institute, Imperial College London, London, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland.,Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, USA.,The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Synlab Academy, Synlab Services GmbH, Mannheim, Germany.,Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre University of Ottawa Heart Institute, Ottawa, Canada
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia.,Institute of Molecular and Cell Biology, Tartu, Estonia
| | - Muredach P Reilly
- Cardiovascular Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Samuli Ripatti
- Kaiser Permanente, Division of Research, Oakland, California, USA.,Hjelt Institute, University of Helsinki, Helsinki, Finland.,Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Dharambir K Sanghera
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA.,Department of Pharmaceutical Sciences, College of Pharmacy, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA.,Oklahoma Center for Neuroscience, Oklahoma City, Oklahoma, USA
| | - Joachim Thiery
- LIFE Research Center of Civilization Diseases, Leipzig, Germany.,Institute for Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Medical Faculty, Leipzig, Germany
| | - Hugh Watkins
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK.,Wellcome Trust Sanger Institute, Hinxton, Cambridge, UK.,Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, Saudi Arabia
| | - Sekar Kathiresan
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA.,Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK.,NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | - Heribert Schunkert
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, München, Germany.,Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Jeanette Erdmann
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg-Lübeck-Kiel, Lübeck, Germany.,Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany and University Heart Center Luebeck, Campus Lübeck, Lübeck, Germany
| | - Inke R König
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.,DZHK (German Centre for Cardiovascular Research), partner site Hamburg-Lübeck-Kiel, Lübeck, Germany
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20
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Holdt LM, Stahringer A, Sass K, Pichler G, Kulak NA, Wilfert W, Kohlmaier A, Herbst A, Northoff BH, Nicolaou A, Gäbel G, Beutner F, Scholz M, Thiery J, Musunuru K, Krohn K, Mann M, Teupser D. Circular non-coding RNA ANRIL modulates ribosomal RNA maturation and atherosclerosis in humans. Nat Commun 2016; 7:12429. [PMID: 27539542 PMCID: PMC4992165 DOI: 10.1038/ncomms12429] [Citation(s) in RCA: 791] [Impact Index Per Article: 98.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2015] [Accepted: 07/01/2016] [Indexed: 02/06/2023] Open
Abstract
Circular RNAs (circRNAs) are broadly expressed in eukaryotic cells, but their molecular mechanism in human disease remains obscure. Here we show that circular antisense non-coding RNA in the INK4 locus (circANRIL), which is transcribed at a locus of atherosclerotic cardiovascular disease on chromosome 9p21, confers atheroprotection by controlling ribosomal RNA (rRNA) maturation and modulating pathways of atherogenesis. CircANRIL binds to pescadillo homologue 1 (PES1), an essential 60S-preribosomal assembly factor, thereby impairing exonuclease-mediated pre-rRNA processing and ribosome biogenesis in vascular smooth muscle cells and macrophages. As a consequence, circANRIL induces nucleolar stress and p53 activation, resulting in the induction of apoptosis and inhibition of proliferation, which are key cell functions in atherosclerosis. Collectively, these findings identify circANRIL as a prototype of a circRNA regulating ribosome biogenesis and conferring atheroprotection, thereby showing that circularization of long non-coding RNAs may alter RNA function and protect from human disease.
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Affiliation(s)
- Lesca M. Holdt
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- or to
| | - Anika Stahringer
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Kristina Sass
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Garwin Pichler
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, 82152 Martinsried, Germany
| | - Nils A. Kulak
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, 82152 Martinsried, Germany
| | - Wolfgang Wilfert
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Alexander Kohlmaier
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Andreas Herbst
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Bernd H. Northoff
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Alexandros Nicolaou
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Gabor Gäbel
- Department of Vascular and Endovascular Surgery, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
| | - Frank Beutner
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany
| | - Markus Scholz
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University Leipzig, 04107 Leipzig, Germany
| | - Joachim Thiery
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, 04103 Leipzig, Germany
| | - Kiran Musunuru
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Department of Genetics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Knut Krohn
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- Interdisciplinary Center for Clinical Research, University Leipzig, 04103 Leipzig, Germany
| | - Matthias Mann
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, 82152 Martinsried, Germany
| | - Daniel Teupser
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, 81337 Munich, Germany
- LIFE—Leipzig Research Center for Civilization Diseases, Universität Leipzig, 04103 Leipzig, Germany
- or to
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21
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Krüger J, Scholz M, Gross A, Krause K, Marzi C, Grallert H, Ladenvall C, Schleinitz D, Kirsten H, Heyne H, Laurila E, Kriebel J, Thorand B, Rathmann W, Groop L, Prokopenko I, Isomaa B, Beutner F, Kratzsch J, Thiery J, Klöting N, Fischer-Rosinský A, Pfeiffer A, Spranger J, Gieger C, Blüher M, Stumvoll M, Kovacs P, Tönjes A. Genome wide meta-analysis identifies novel regulators of circulating serum progranulin. DIABETOL STOFFWECHS 2016. [DOI: 10.1055/s-0036-1580916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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22
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Teren A, Beutner F, Wirkner K, Löffler M, Scholz M. Relationship Between Determinants of Arterial Stiffness Assessed by Diastolic and Suprasystolic Pulse Oscillometry: Comparison of Vicorder and Vascular Explorer. Medicine (Baltimore) 2016; 95:e2963. [PMID: 26962797 PMCID: PMC4998878 DOI: 10.1097/md.0000000000002963] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Pulse wave velocity (PWV) and augmentation index (AI) are independent predictors of cardiovascular health. However, the comparability of multiple oscillometric modalities currently available for their assessment was not studied in detail. In the present study, we aimed to evaluate the relationship between indices of arterial stiffness assessed by diastolic and suprasystolic oscillometry.In total, 56 volunteers from the general population (23 males; median age 70 years [interquartile range: 65-72 years]) were recruited into observational feasibility study to evaluate the carotid-femoral/aortic PWV (cf/aoPWV), brachial-ankle PWV (baPWV), and AI assessed by 2 devices: Vicorder (VI) applying diastolic, right-sided oscillometry for the determination of all 3 indices, and Vascular explorer (VE) implementing single-point, suprasystolic brachial oscillometry (SSBO) pulse wave analysis for the assessment of cfPWV and AI. Within- and between-device correlations of measured parameters were analyzed. Furthermore, agreement of repeated measurements, intra- and inter-observer concordances were determined and compared for both devices.In VI, both baPWV and cfPWV inter-correlated well and showed good level of agreement with bilateral baPWV measured by VE (baPWV[VI]-baPWV[VE]R: overall concordance correlation coefficient [OCCC] = 0.484, mean difference = 1.94 m/s; cfPWV[VI]-baPWV[VE]R: OCCC = 0.493, mean difference = 1.0 m/s). In contrast, SSBO-derived aortic PWA (cf/aoPWA[VE]) displayed only weak correlation with cfPWV(VI) (r = 0.196; P = 0.04) and ipsilateral baPWV (cf/aoPWV[VE]R-baPWV[VE]R: r = 0.166; P = 0.08). cf/aoPWA(VE) correlated strongly with AI(VE) (right-sided: r = 0.725, P < 0.001). AI exhibited marginal between-device agreement (right-sided: OCCC = 0.298, mean difference: 6.12%). All considered parameters showed good-to-excellent repeatability giving OCCC > 0.9 for 2-point-PWV modes and right-sided AI(VE). Intra- and inter-observer concordances were similarly high except for AI yielding a trend toward better reproducibility in VE (interobserver-OCCC[VI] vs [VE] = 0.774 vs 0.844; intraobserver-OCCC[VI] vs [VE] = 0.613 vs 0.769).Both diastolic oscillometry-derived PWV modes, and AI measured either with VI or VE, are comparable and reliable alternatives for the assessment of arterial stiffness. Aortic PWV assessed by SSBO in VE is not related to the corresponding indices determined by traditional diastolic oscillometry.
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Affiliation(s)
- Andrej Teren
- From the LIFE-Leipzig Research Center for Civilization Diseases (AT, FB, KW, ML, MS) and Institute for Medical Informatics, Statistics and Epidemiology (ML, MS), University of Leipzig and Department of Internal Medicine/Cardiology, Heart Center of the University Leipzig (AT, FB), Leipzig, Germany
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23
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Teren A, Zachariae S, Beutner F, Ubrich R, Sandri M, Engel C, Löffler M, Gielen S. Incremental value of Veterans Specific Activity Questionnaire and the YMCA-step test for the assessment of cardiorespiratory fitness in population-based studies. Eur J Prev Cardiol 2015; 23:1221-7. [DOI: 10.1177/2047487315621844] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Accepted: 11/19/2015] [Indexed: 11/17/2022]
Affiliation(s)
- Andrej Teren
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Centre University of Leipzig, Germany
| | - Silke Zachariae
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Germany
| | - Frank Beutner
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Centre University of Leipzig, Germany
| | - Romy Ubrich
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Centre University of Leipzig, Germany
| | - Marcus Sandri
- Department of Internal Medicine/Cardiology, Heart Centre University of Leipzig, Germany
| | - Christoph Engel
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Germany
| | - Markus Löffler
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Germany
| | - Stephan Gielen
- LIFE – Leipzig Research Centre for Civilization Diseases, University of Leipzig, Germany
- Department of Internal Medicine III, Martin-Luther-University Halle-Wittenberg, University Hospital Halle/Saale, Germany
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24
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Burkhardt R, Kirsten H, Beutner F, Holdt LM, Gross A, Teren A, Tönjes A, Becker S, Krohn K, Kovacs P, Stumvoll M, Teupser D, Thiery J, Ceglarek U, Scholz M. Integration of Genome-Wide SNP Data and Gene-Expression Profiles Reveals Six Novel Loci and Regulatory Mechanisms for Amino Acids and Acylcarnitines in Whole Blood. PLoS Genet 2015; 11:e1005510. [PMID: 26401656 PMCID: PMC4581711 DOI: 10.1371/journal.pgen.1005510] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Accepted: 08/17/2015] [Indexed: 01/23/2023] Open
Abstract
Profiling amino acids and acylcarnitines in whole blood spots is a powerful tool in the laboratory diagnosis of several inborn errors of metabolism. Emerging data suggests that altered blood levels of amino acids and acylcarnitines are also associated with common metabolic diseases in adults. Thus, the identification of common genetic determinants for blood metabolites might shed light on pathways contributing to human physiology and common diseases. We applied a targeted mass-spectrometry-based method to analyze whole blood concentrations of 96 amino acids, acylcarnitines and pathway associated metabolite ratios in a Central European cohort of 2,107 adults and performed genome-wide association (GWA) to identify genetic modifiers of metabolite concentrations. We discovered and replicated six novel loci associated with blood levels of total acylcarnitine, arginine (both on chromosome 6; rs12210538, rs17657775), propionylcarnitine (chromosome 10; rs12779637), 2-hydroxyisovalerylcarnitine (chromosome 21; rs1571700), stearoylcarnitine (chromosome 1; rs3811444), and aspartic acid traits (chromosome 8; rs750472). Based on an integrative analysis of expression quantitative trait loci in blood mononuclear cells and correlations between gene expressions and metabolite levels, we provide evidence for putative causative genes: SLC22A16 for total acylcarnitines, ARG1 for arginine, HLCS for 2-hydroxyisovalerylcarnitine, JAM3 for stearoylcarnitine via a trans-effect at chromosome 1, and PPP1R16A for aspartic acid traits. Further, we report replication and provide additional functional evidence for ten loci that have previously been published for metabolites measured in plasma, serum or urine. In conclusion, our integrative analysis of SNP, gene-expression and metabolite data points to novel genetic factors that may be involved in the regulation of human metabolism. At several loci, we provide evidence for metabolite regulation via gene-expression and observed overlaps with GWAS loci for common diseases. These results form a strong rationale for subsequent functional and disease-related studies.
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Affiliation(s)
- Ralph Burkhardt
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Holger Kirsten
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- Department for Cell Therapy, Fraunhofer Institute for Cell Therapy and Immunology, Leipzig, Germany
| | - Frank Beutner
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Heart Center Leipzig, Leipzig, Germany
| | - Lesca M. Holdt
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute for Laboratory Medicine, Ludwig-Maximilians University Munich, Munich, Germany
| | - Arnd Gross
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Andrej Teren
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Heart Center Leipzig, Leipzig, Germany
| | - Anke Tönjes
- Medical Department, Clinic for Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
| | - Susen Becker
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Knut Krohn
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Interdisciplinary Centre for Clinical Research, University of Leipzig, Leipzig, Germany
| | - Peter Kovacs
- Integrated Research and Treatment Center Adiposity Diseases, University of Leipzig, Leipzig Germany
| | - Michael Stumvoll
- Medical Department, Clinic for Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
- Integrated Research and Treatment Center Adiposity Diseases, University of Leipzig, Leipzig Germany
| | - Daniel Teupser
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute for Laboratory Medicine, Ludwig-Maximilians University Munich, Munich, Germany
| | - Joachim Thiery
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Uta Ceglarek
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Markus Scholz
- LIFE Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- * E-mail:
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25
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Weissgerber A, Scholz M, Teren A, Sandri M, Teupser D, Gielen S, Thiery J, Schuler G, Beutner F. The value of noncoronary atherosclerosis for identifying coronary artery disease: results of the Leipzig LIFE Heart Study. Clin Res Cardiol 2015; 105:172-81. [PMID: 26362881 PMCID: PMC4735267 DOI: 10.1007/s00392-015-0900-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2015] [Accepted: 07/30/2015] [Indexed: 11/11/2022]
Abstract
Background Despite the widespread use of noninvasive testing prior to invasive coronary diagnostic the diagnostic yield of elective coronary angiography has been reported low in subjects with suspected obstructive CAD. Objective To determine the predictive value of noncoronary atherosclerosis (NCA) in subjects with suspected stable coronary artery disease (CAD) intended to invasive coronary angiography. Methods Ultrasound-based assessment of carotid artery plaque (CAP), carotid intima-media thickness (CIMT) and ankle-brachial index (ABI) was performed in 2216 subjects with suspected CAD prior to coronary angiography. Logistic regression and c-statistics were used to analyze the diagnostic value of NCA for the presence of obstructive CAD and the intention to revascularization. Results Percentage of positive results of elective coronary angiography was low but comparable to other studies (41 % obstructive CAD). We identified 1323 subjects (60 %) with NCA, most of them were characterized by CAP (93 %). CAP independently predicted obstructive CAD in addition to traditional risk factors and clinical factors while CIMT and ABI failed to improve the prediction. The presence of NCA and typical angina were the strongest predictors for obstructive CAD (OR 4.0 and 2.4, respectively). A large subgroup of patients (n = 703, 32 %) with atypical clinical presentation and lack of NCA revealed a low indication for revascularization <15 % indicating a large proportion of subjects with non-obstructive CAD in this subgroup. Conclusion The evaluation of noncoronary atherosclerosis has the potential to impact clinical decision making and to direct subsequent diagnostic procedures in subjects with suspected coronary artery disease. Clinical trial registration NCT00497887. Electronic supplementary material The online version of this article (doi:10.1007/s00392-015-0900-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Alexander Weissgerber
- Department of Cardiology, Heart Center University Leipzig, Strümpellstr. 39, 04289, Leipzig, Germany.,LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
| | - Markus Scholz
- LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Medical Informatics, Statistic and Epidemiology, University Leipzig, Leipzig, Germany
| | - Andrej Teren
- Department of Cardiology, Heart Center University Leipzig, Strümpellstr. 39, 04289, Leipzig, Germany.,LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
| | - Marcus Sandri
- Department of Cardiology, Heart Center University Leipzig, Strümpellstr. 39, 04289, Leipzig, Germany
| | - Daniel Teupser
- LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Ludwig-Maximilian University, Munich, Germany
| | - Stephan Gielen
- LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Department of Medicine III, University Hospital Halle (Saale), Halle/Saale, Germany
| | - Joachim Thiery
- LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Gerhard Schuler
- Department of Cardiology, Heart Center University Leipzig, Strümpellstr. 39, 04289, Leipzig, Germany.,LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
| | - Frank Beutner
- Department of Cardiology, Heart Center University Leipzig, Strümpellstr. 39, 04289, Leipzig, Germany. .,LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.
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26
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Loeffler M, Engel C, Ahnert P, Alfermann D, Arelin K, Baber R, Beutner F, Binder H, Brähler E, Burkhardt R, Ceglarek U, Enzenbach C, Fuchs M, Glaesmer H, Girlich F, Hagendorff A, Häntzsch M, Hegerl U, Henger S, Hensch T, Hinz A, Holzendorf V, Husser D, Kersting A, Kiel A, Kirsten T, Kratzsch J, Krohn K, Luck T, Melzer S, Netto J, Nüchter M, Raschpichler M, Rauscher FG, Riedel-Heller SG, Sander C, Scholz M, Schönknecht P, Schroeter ML, Simon JC, Speer R, Stäker J, Stein R, Stöbel-Richter Y, Stumvoll M, Tarnok A, Teren A, Teupser D, Then FS, Tönjes A, Treudler R, Villringer A, Weissgerber A, Wiedemann P, Zachariae S, Wirkner K, Thiery J. The LIFE-Adult-Study: objectives and design of a population-based cohort study with 10,000 deeply phenotyped adults in Germany. BMC Public Health 2015. [PMID: 26197779 PMCID: PMC4509697 DOI: 10.1186/s12889-015-1983-z] [Citation(s) in RCA: 231] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Background The LIFE-Adult-Study is a population-based cohort study, which has recently completed the baseline examination of 10,000 randomly selected participants from Leipzig, a major city with 550,000 inhabitants in the east of Germany. It is the first study of this kind and size in an urban population in the eastern part of Germany. The study is conducted by the Leipzig Research Centre for Civilization Diseases (LIFE). Our objective is to investigate prevalences, early onset markers, genetic predispositions, and the role of lifestyle factors of major civilization diseases, with primary focus on metabolic and vascular diseases, heart function, cognitive impairment, brain function, depression, sleep disorders and vigilance dysregulation, retinal and optic nerve degeneration, and allergies. Methods/design The study covers a main age range from 40-79 years with particular deep phenotyping in elderly participants above the age of 60. The baseline examination was conducted from August 2011 to November 2014. All participants underwent an extensive core assessment programme (5-6 h) including structured interviews, questionnaires, physical examinations, and biospecimen collection. Participants over 60 underwent two additional assessment programmes (3-4 h each) on two separate visits including deeper cognitive testing, brain magnetic resonance imaging, diagnostic interviews for depression, and electroencephalography. Discussion The participation rate was 33 %. The assessment programme was accepted well and completely passed by almost all participants. Biomarker analyses have already been performed in all participants. Genotype, transcriptome and metabolome analyses have been conducted in subgroups. The first follow-up examination will commence in 2016.
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Affiliation(s)
- Markus Loeffler
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany. .,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany.
| | - Christoph Engel
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Peter Ahnert
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Dorothee Alfermann
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Sport and Exercise Psychology, University of Leipzig, Leipzig, Germany
| | - Katrin Arelin
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Clinic of Cognitive Neurology, University of Leipzig, Leipzig, Germany
| | - Ronny Baber
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Frank Beutner
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Internal Medicine/Cardiology, Leipzig Heart Centre, Leipzig, Germany
| | - Hans Binder
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Interdisciplinary Centre for Bioinformatics, University of Leipzig, Leipzig, Germany
| | - Elmar Brähler
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Psychosomatic Medicine and Psychotherapy, Universal Medical Centre Mainz, Mainz, Germany
| | - Ralph Burkhardt
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Uta Ceglarek
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Cornelia Enzenbach
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Michael Fuchs
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Otorhinolaryngology, Section of Phoniatrics and Audiology, University of Leipzig, Leipzig, Germany
| | - Heide Glaesmer
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Medical Psychology and Medical Sociology, University of Leipzig, Leipzig, Germany
| | - Friederike Girlich
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Andreas Hagendorff
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Cardiology-Angiology, University of Leipzig, Leipzig, Germany
| | - Madlen Häntzsch
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Ulrich Hegerl
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Psychiatry and Psychotherapy, University of Leipzig, Leipzig, Germany
| | - Sylvia Henger
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Tilman Hensch
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Psychiatry and Psychotherapy, University of Leipzig, Leipzig, Germany
| | - Andreas Hinz
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Medical Psychology and Medical Sociology, University of Leipzig, Leipzig, Germany
| | - Volker Holzendorf
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Clinical Trial Centre Leipzig - Coordinating Centre for Clinical Trials, University of Leipzig, Leipzig, Germany
| | - Daniela Husser
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Electrophysiology, Leipzig Heart Centre, Leipzig, Germany
| | - Anette Kersting
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Clinic of Psychosomatic Medicine and Psychotherapy, University of Leipzig, Leipzig, Germany
| | - Alexander Kiel
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Toralf Kirsten
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Interdisciplinary Centre for Bioinformatics, University of Leipzig, Leipzig, Germany
| | - Jürgen Kratzsch
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Knut Krohn
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Interdisciplinary Centre for Clinical Research (IZKF), University of Leipzig, Leipzig, Germany
| | - Tobias Luck
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, Germany
| | - Susanne Melzer
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Pediatric Cardiology, Leipzig Heart Centre, Leipzig, Germany
| | - Jeffrey Netto
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Matthias Nüchter
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Matthias Raschpichler
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Radiology, University of Leipzig, Leipzig, Germany
| | - Franziska G Rauscher
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Ophthalmology, University of Leipzig, Leipzig, Germany
| | - Steffi G Riedel-Heller
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, Germany
| | - Christian Sander
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Psychiatry and Psychotherapy, University of Leipzig, Leipzig, Germany
| | - Markus Scholz
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Peter Schönknecht
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Psychiatry and Psychotherapy, University of Leipzig, Leipzig, Germany
| | - Matthias L Schroeter
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Clinic of Cognitive Neurology, University of Leipzig, Leipzig, Germany
| | - Jan-Christoph Simon
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Dermatology, Venereology and Allergology, University of Leipzig, Leipzig, Germany
| | - Ronald Speer
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Julia Stäker
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Clinic of Cognitive Neurology, University of Leipzig, Leipzig, Germany
| | - Robert Stein
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Yve Stöbel-Richter
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Medical Psychology and Medical Sociology, University of Leipzig, Leipzig, Germany
| | - Michael Stumvoll
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Medical Department, Division of Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
| | - Attila Tarnok
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Pediatric Cardiology, Leipzig Heart Centre, Leipzig, Germany
| | - Andrej Teren
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Internal Medicine/Cardiology, Leipzig Heart Centre, Leipzig, Germany
| | - Daniel Teupser
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Francisca S Then
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, Germany
| | - Anke Tönjes
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Medical Department, Division of Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
| | - Regina Treudler
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Dermatology, Venereology and Allergology, University of Leipzig, Leipzig, Germany
| | - Arno Villringer
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Clinic of Cognitive Neurology, University of Leipzig, Leipzig, Germany
| | - Alexander Weissgerber
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Peter Wiedemann
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Department of Ophthalmology, University of Leipzig, Leipzig, Germany
| | - Silke Zachariae
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute for Medical Informatics, Statistics, and Epidemiology (IMISE), University of Leipzig, Haertelstrasse 16-18, 04107, Leipzig, Germany
| | - Kerstin Wirkner
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Joachim Thiery
- LIFE - Leipzig Research Centre for Civilization Diseases, University of Leipzig, Leipzig, Germany.,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
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27
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Kirsten H, Al-Hasani H, Holdt L, Gross A, Beutner F, Krohn K, Horn K, Ahnert P, Burkhardt R, Reiche K, Hackermüller J, Löffler M, Teupser D, Thiery J, Scholz M. Dissecting the genetics of the human transcriptome identifies novel trait-related trans-eQTLs and corroborates the regulatory relevance of non-protein coding loci†. Hum Mol Genet 2015; 24:4746-63. [PMID: 26019233 PMCID: PMC4512630 DOI: 10.1093/hmg/ddv194] [Citation(s) in RCA: 83] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2014] [Accepted: 05/21/2015] [Indexed: 12/24/2022] Open
Abstract
Genetics of gene expression (eQTLs or expression QTLs) has proved an indispensable tool for understanding biological pathways and pathomechanisms of trait-associated SNPs. However, power of most genome-wide eQTL studies is still limited. We performed a large eQTL study in peripheral blood mononuclear cells of 2112 individuals increasing the power to detect trans-effects genome-wide. Going beyond univariate SNP-transcript associations, we analyse relations of eQTLs to biological pathways, polygenetic effects of expression regulation, trans-clusters and enrichment of co-localized functional elements. We found eQTLs for about 85% of analysed genes, and 18% of genes were trans-regulated. Local eSNPs were enriched up to a distance of 5 Mb to the transcript challenging typically implemented ranges of cis-regulations. Pathway enrichment within regulated genes of GWAS-related eSNPs supported functional relevance of identified eQTLs. We demonstrate that nearest genes of GWAS-SNPs might frequently be misleading functional candidates. We identified novel trans-clusters of potential functional relevance for GWAS-SNPs of several phenotypes including obesity-related traits, HDL-cholesterol levels and haematological phenotypes. We used chromatin immunoprecipitation data for demonstrating biological effects. Yet, we show for strongly heritable transcripts that still little trans-chromosomal heritability is explained by all identified trans-eSNPs; however, our data suggest that most cis-heritability of these transcripts seems explained. Dissection of co-localized functional elements indicated a prominent role of SNPs in loci of pseudogenes and non-coding RNAs for the regulation of coding genes. In summary, our study substantially increases the catalogue of human eQTLs and improves our understanding of the complex genetic regulation of gene expression, pathways and disease-related processes.
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Affiliation(s)
- Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases, Cognitive Genetics, Department of Cell Therapy
| | - Hoor Al-Hasani
- Department for Computer Science, Analysis Strategies Group, Department of Diagnostics, Young Investigators Group Bioinformatics and Transcriptomics, Department Proteomics, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany and
| | - Lesca Holdt
- Institute of Laboratory Medicine, Ludwig-Maximilians-University, Munich, Germany
| | - Arnd Gross
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases
| | - Frank Beutner
- LIFE - Leipzig Research Center for Civilization Diseases, Department of Internal Medicine/Cardiology, Heart Center
| | - Knut Krohn
- Interdisciplinary Center for Clinical Research, Faculty of Medicine and
| | - Katrin Horn
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases
| | - Peter Ahnert
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases
| | - Ralph Burkhardt
- LIFE - Leipzig Research Center for Civilization Diseases, Institute of Laboratory Medicine, University of Leipzig, Leipzig, Germany
| | - Kristin Reiche
- Department for Computer Science, RNomics Group, Department of Diagnostics, Fraunhofer Institute for Cell Therapy and Immunology- IZI, Leipzig, Germany, Young Investigators Group Bioinformatics and Transcriptomics, Department Proteomics, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany and
| | - Jörg Hackermüller
- Department for Computer Science, RNomics Group, Department of Diagnostics, Fraunhofer Institute for Cell Therapy and Immunology- IZI, Leipzig, Germany, Young Investigators Group Bioinformatics and Transcriptomics, Department Proteomics, Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany and
| | - Markus Löffler
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases
| | - Daniel Teupser
- Institute of Laboratory Medicine, Ludwig-Maximilians-University, Munich, Germany
| | - Joachim Thiery
- LIFE - Leipzig Research Center for Civilization Diseases, Institute of Laboratory Medicine, University of Leipzig, Leipzig, Germany
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, LIFE - Leipzig Research Center for Civilization Diseases,
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28
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Tönjes A, Scholz M, Breitfeld J, Marzi C, Grallert H, Gross A, Ladenvall C, Schleinitz D, Krause K, Kirsten H, Laurila E, Kriebel J, Thorand B, Rathmann W, Groop L, Prokopenko I, Isomaa B, Beutner F, Kratzsch J, Thiery J, Fasshauer M, Klöting N, Gieger C, Blüher M, Stumvoll M, Kovacs P. Genome wide meta-analysis highlights the role of genetic variation in RARRES2 in the regulation of circulating serum chemerin. PLoS Genet 2014; 10:e1004854. [PMID: 25521368 PMCID: PMC4270463 DOI: 10.1371/journal.pgen.1004854] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2014] [Accepted: 10/27/2014] [Indexed: 11/18/2022] Open
Abstract
Chemerin is an adipokine proposed to link obesity and chronic inflammation of adipose tissue. Genetic factors determining chemerin release from adipose tissue are yet unknown. We conducted a meta-analysis of genome-wide association studies (GWAS) for serum chemerin in three independent cohorts from Europe: Sorbs and KORA from Germany and PPP-Botnia from Finland (total N = 2,791). In addition, we measured mRNA expression of genes within the associated loci in peripheral mononuclear cells by micro-arrays, and within adipose tissue by quantitative RT-PCR and performed mRNA expression quantitative trait and expression-chemerin association studies to functionally substantiate our loci. Heritability estimate of circulating chemerin levels was 16.2% in the Sorbs cohort. Thirty single nucleotide polymorphisms (SNPs) at chromosome 7 within the retinoic acid receptor responder 2 (RARRES2)/Leucine Rich Repeat Containing (LRRC61) locus reached genome-wide significance (p<5.0×10−8) in the meta-analysis (the strongest evidence for association at rs7806429 with p = 7.8×10−14, beta = −0.067, explained variance 2.0%). All other SNPs within the cluster were in linkage disequilibrium with rs7806429 (minimum r2 = 0.43 in the Sorbs cohort). The results of the subgroup analyses of males and females were consistent with the results found in the total cohort. No significant SNP-sex interaction was observed. rs7806429 was associated with mRNA expression of RARRES2 in visceral adipose tissue in women (p<0.05 after adjusting for age and body mass index). In conclusion, the present meta-GWAS combined with mRNA expression studies highlights the role of genetic variation in the RARRES2 locus in the regulation of circulating chemerin concentrations. Chemerin is an adipokine proposed to link obesity and chronic inflammation of adipose tissue. In the present study we show that circulating chemerin is a heritable trait. In a meta-analysis of genome-wide association studies (GWAS) of 2,791 individuals from Germany and Finland, we identified common genetic variants which associate with serum chemerin levels. The variants map within the retinoic acid receptor responder 2 (RARRES2)/Leucine Rich Repeat Containing (LRRC61) at chromosome 7. To better understand the potential functionality of the identified variants, we also provide insights into the mRNA expression of RARRES2 (encoding chemerin) in blood and adipose tissue. Our results highlight the role and function of genetic variation in the RARRES2 locus in the regulation of circulating chemerin concentrations.
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Affiliation(s)
- Anke Tönjes
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Markus Scholz
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center, University of Leipzig, Leipzig, Germany
| | - Jana Breitfeld
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Carola Marzi
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Arnd Gross
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center, University of Leipzig, Leipzig, Germany
| | - Claes Ladenvall
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö, Sweden
| | | | - Kerstin Krause
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Holger Kirsten
- Institute of Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
- LIFE Research Center, University of Leipzig, Leipzig, Germany
- Department for Cell Therapy, Fraunhofer Institute for Cell Therapy and Immunology, Leipzig, Germany
| | - Esa Laurila
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö, Sweden
| | - Jennifer Kriebel
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, München, Germany
| | - Wolfgang Rathmann
- Institute of Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Leif Groop
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University and Lund University Diabetes Centre, CRC at Skåne University Hospital, Malmö, Sweden
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, United Kingdom
- Department of Genomics of Common Diseases, Imperial College London, London, United Kingdom
| | - Bo Isomaa
- Department of Social Services and Health Care, Jakobstad, Finland
- Folkhälsan Research Centre, Helsinki, Finland
| | - Frank Beutner
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Jürgen Kratzsch
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Mathias Fasshauer
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Nora Klöting
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Matthias Blüher
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Michael Stumvoll
- Department of Medicine, University of Leipzig, Leipzig, Germany
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
- * E-mail: (MSt); (PK)
| | - Peter Kovacs
- IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
- * E-mail: (MSt); (PK)
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Häntzsch M, Tolios A, Beutner F, Nagel D, Thiery J, Teupser D, Holdt LM. Comparison of whole blood RNA preservation tubes and novel generation RNA extraction kits for analysis of mRNA and MiRNA profiles. PLoS One 2014; 9:e113298. [PMID: 25469788 PMCID: PMC4254602 DOI: 10.1371/journal.pone.0113298] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2014] [Accepted: 10/24/2014] [Indexed: 11/18/2022] Open
Abstract
Background Whole blood expression profiling is frequently performed using PAXgene (Qiagen) or Tempus (Life Technologies) tubes. Here, we compare 6 novel generation RNA isolation protocols with respect to RNA quantity, quality and recovery of mRNA and miRNA. Methods 3 PAXgene and 3 Tempus Tubes were collected from participants of the LIFE study with (n = 12) and without (n = 35) acute myocardial infarction (AMI). RNA was extracted with 4 manual protocols from Qiagen (PAXgene Blood miRNA Kit), Life Technologies (MagMAX for Stabilized Blood Tubes RNA Isolation Kit), and Norgen Biotek (Norgen Preserved Blood RNA Purification Kit I and Kit II), and 2 (semi-)automated protocols on the QIAsymphony (Qiagen) and MagMAX Express-96 Magnetic Particle Processor (Life Technologies). RNA quantity and quality was determined. For biological validation, RNA from 12 representative probands, extracted with all 6 kits (n = 72), was reverse transcribed and mRNAs (matrix metalloproteinase 9, arginase 1) and miRNAs (miR133a, miR1), shown to be altered by AMI, were analyzed. Results RNA yields were highest using the Norgen Kit I with Tempus Tubes and lowest using the Norgen Kit II with PAXgene. The disease status was the second major determinant of RNA yields (LIFE-AMI 11.2 vs. LIFE 6.7 µg, p<0.001) followed by the choice of blood collection tube. (Semi-)automation reduced overall RNA extraction time but did not generally reduce hands-on-time. RNA yields and quality were comparable between manual and automated extraction protocols. mRNA expression was not affected by collection tubes and RNA extraction kits but by RT/qPCR reagents with exception of the Norgen Kit II, which led to mRNA depletion. For miRNAs, expression differences related to collection tubes (miR30b), RNA isolation (Norgen Kit II), and RT/qRT reagents (miR133a) were observed. Conclusion We demonstrate that novel generation RNA isolation kits significantly differed with respect to RNA recovery and affected miRNA but not mRNA expression profiles.
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Affiliation(s)
- Madlen Häntzsch
- LIFE – Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Alexander Tolios
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Frank Beutner
- LIFE – Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Department of Cardiology, Heart Center, University Leipzig, Leipzig, Germany
| | - Dorothea Nagel
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Joachim Thiery
- LIFE – Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Daniel Teupser
- LIFE – Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Lesca M. Holdt
- LIFE – Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
- * E-mail:
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Abstract
BACKGROUND Physical exercise capacity has been shown to predict cardiovascular disease incidence and is increasingly measured in epidemiological studies. However, direct measurement of peak oxygen uptake is too time consuming in large-scale studies. We therefore investigated whether a brief 3-minute step-test protocol can be used to estimate peak oxygen uptake in these settings. DESIGN AND METHODS A group of 97 subjects performed the YMCA step test and a maximal treadmill test with continuous measurement of oxygen uptake. Correlation and linear regression analyses were used to identify VO2peak predictors obtained from the step test and to develop models for VO2peak estimation. RESULTS The YMCA model, including the 1-minute heart beat count, predicted VO2peak with R = 0.83. A novel simplified model based on the heart rate at 45 s of recovery performed comparable (R = 0.83). However, models based on heart rate measures were only valid in subjects who completed the test according to protocol, but not in subjects who terminated prematurely. For the applicability in subjects with low exercise capacity, a new model including gas exchange analysis enabled prediction of VO2peak (R = 0.89). All models were validated in an independent sample (r = 0.86-0.91). Exercise time of the step test was less than one-hird of standard ergospirometry (treadmill test: 654 ± 151 s, step test: 180 s, p < 0.001). CONCLUSION In large-scale epidemiological studies with limited time slots for exercise testing and significant proportions of subjects with low exercise capacity a modified version of the YMCA step test may be used to predict VO2peak.
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Affiliation(s)
- Frank Beutner
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany Heart Center University Leipzig, Department of Internal Medicine/Cardiology, Leipzig, Germany
| | - Romy Ubrich
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany
| | - Silke Zachariae
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany Institute for Medical Informatics, Statistics and Epidemiology, University Leipzig, Leipzig, Germany
| | - Christoph Engel
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany Institute for Medical Informatics, Statistics and Epidemiology, University Leipzig, Leipzig, Germany
| | - Marcus Sandri
- Heart Center University Leipzig, Department of Internal Medicine/Cardiology, Leipzig, Germany
| | - Andrej Teren
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany Heart Center University Leipzig, Department of Internal Medicine/Cardiology, Leipzig, Germany
| | - Stephan Gielen
- LIFE - Leipzig Research Center for Civilization Diseases, Medical Faculty, University Leipzig, Leipzig, Germany Department of Medicine III, Martin Luther University Halle-Wittenberg, University Hospital Halle, Halle/Saale, Germany
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31
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Holmes MV, Simon T, Exeter HJ, Folkersen L, Asselbergs FW, Guardiola M, Cooper JA, Palmen J, Hubacek JA, Carruthers KF, Horne BD, Brunisholz KD, Mega JL, van Iperen EPA, Li M, Leusink M, Trompet S, Verschuren JJW, Hovingh GK, Dehghan A, Nelson CP, Kotti S, Danchin N, Scholz M, Haase CL, Rothenbacher D, Swerdlow DI, Kuchenbaecker KB, Staines-Urias E, Goel A, van 't Hooft F, Gertow K, de Faire U, Panayiotou AG, Tremoli E, Baldassarre D, Veglia F, Holdt LM, Beutner F, Gansevoort RT, Navis GJ, Mateo Leach I, Breitling LP, Brenner H, Thiery J, Dallmeier D, Franco-Cereceda A, Boer JMA, Stephens JW, Hofker MH, Tedgui A, Hofman A, Uitterlinden AG, Adamkova V, Pitha J, Onland-Moret NC, Cramer MJ, Nathoe HM, Spiering W, Klungel OH, Kumari M, Whincup PH, Morrow DA, Braund PS, Hall AS, Olsson AG, Doevendans PA, Trip MD, Tobin MD, Hamsten A, Watkins H, Koenig W, Nicolaides AN, Teupser D, Day INM, Carlquist JF, Gaunt TR, Ford I, Sattar N, Tsimikas S, Schwartz GG, Lawlor DA, Morris RW, Sandhu MS, Poledne R, Maitland-van der Zee AH, Khaw KT, Keating BJ, van der Harst P, Price JF, Mehta SR, Yusuf S, Witteman JCM, Franco OH, Jukema JW, de Knijff P, Tybjaerg-Hansen A, Rader DJ, Farrall M, Samani NJ, Kivimaki M, Fox KAA, Humphries SE, Anderson JL, Boekholdt SM, Palmer TM, Eriksson P, Paré G, Hingorani AD, Sabatine MS, Mallat Z, Casas JP, Talmud PJ. Secretory phospholipase A(2)-IIA and cardiovascular disease: a mendelian randomization study. J Am Coll Cardiol 2013; 62:1966-1976. [PMID: 23916927 PMCID: PMC3826105 DOI: 10.1016/j.jacc.2013.06.044] [Citation(s) in RCA: 96] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2013] [Revised: 05/22/2013] [Accepted: 06/27/2013] [Indexed: 11/19/2022]
Abstract
OBJECTIVES This study sought to investigate the role of secretory phospholipase A2 (sPLA2)-IIA in cardiovascular disease. BACKGROUND Higher circulating levels of sPLA2-IIA mass or sPLA2 enzyme activity have been associated with increased risk of cardiovascular events. However, it is not clear if this association is causal. A recent phase III clinical trial of an sPLA2 inhibitor (varespladib) was stopped prematurely for lack of efficacy. METHODS We conducted a Mendelian randomization meta-analysis of 19 general population studies (8,021 incident, 7,513 prevalent major vascular events [MVE] in 74,683 individuals) and 10 acute coronary syndrome (ACS) cohorts (2,520 recurrent MVE in 18,355 individuals) using rs11573156, a variant in PLA2G2A encoding the sPLA2-IIA isoenzyme, as an instrumental variable. RESULTS PLA2G2A rs11573156 C allele associated with lower circulating sPLA2-IIA mass (38% to 44%) and sPLA2 enzyme activity (3% to 23%) per C allele. The odds ratio (OR) for MVE per rs11573156 C allele was 1.02 (95% confidence interval [CI]: 0.98 to 1.06) in general populations and 0.96 (95% CI: 0.90 to 1.03) in ACS cohorts. In the general population studies, the OR derived from the genetic instrumental variable analysis for MVE for a 1-log unit lower sPLA2-IIA mass was 1.04 (95% CI: 0.96 to 1.13), and differed from the non-genetic observational estimate (OR: 0.69; 95% CI: 0.61 to 0.79). In the ACS cohorts, both the genetic instrumental variable and observational ORs showed a null association with MVE. Instrumental variable analysis failed to show associations between sPLA2 enzyme activity and MVE. CONCLUSIONS Reducing sPLA2-IIA mass is unlikely to be a useful therapeutic goal for preventing cardiovascular events.
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Affiliation(s)
- Michael V Holmes
- Faculty of Population Health Sciences, University College London, London, United Kingdom.
| | - Tabassome Simon
- Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Saint-Antoine, Department of Clinical Pharmacology, URC-EST, Paris, France; Université Pierre et Marie Curie, Paris, France; INSERM, U 698, Paris, France
| | - Holly J Exeter
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Lasse Folkersen
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden; Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Folkert W Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, the Netherlands; Durrer Center for Cardiogenetic Research, Amsterdam, the Netherlands
| | - Montse Guardiola
- Unitat de Recerca en Lípids i Arteriosclerosi, IISPV, Universitat Rovira i Virgili, CIBERDEM, Reus, Spain
| | - Jackie A Cooper
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Jutta Palmen
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Jaroslav A Hubacek
- Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Kathryn F Carruthers
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Benjamin D Horne
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, Utah; Department of Medicine, University of Utah School of Medicine, Salt Lake City, Utah
| | | | - Jessica L Mega
- TIMI Study Group, Divison of Cardiovascular Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts
| | - Erik P A van Iperen
- Durrer Center for Cardiogenetic Research, Amsterdam, the Netherlands; Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Mingyao Li
- Department of Biostatistics & Epidemiology, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania
| | - Maarten Leusink
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands; Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | | | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Member of the Netherlands Consortium on Healthy Aging (NCHA), Leiden, the Netherlands
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, United Kingdom
| | - Salma Kotti
- Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Saint-Antoine, Department of Clinical Pharmacology, URC-EST, Paris, France
| | - Nicolas Danchin
- Assistance Publique Hôpitaux de Paris, Hôpital Européen Georges Pompidou, Department of Cardiology, Paris, France; Université Paris Descartes, Paris V, Paris, France
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE: Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Christiane L Haase
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Dietrich Rothenbacher
- Institute of Epidemiology and Medical Biometry, Ulm University, Ulm, Germany; Division of Clinical Epidemiology & Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Daniel I Swerdlow
- Faculty of Population Health Sciences, University College London, London, United Kingdom
| | - Karoline B Kuchenbaecker
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Eleonora Staines-Urias
- Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Anuj Goel
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom; Department of Cardiovascular Medicine, University of Oxford, Oxford, United Kingdom
| | - Ferdinand van 't Hooft
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden; Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Karl Gertow
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden; Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Andrie G Panayiotou
- Cyprus Cardiovascular Educational and Research Trust, Nicosia, Cyprus and Cyprus International Institute for Environmental and Public Health in association with the Harvard School of Public Health, Cyprus University of Technology, Limassol, Cyprus
| | - Elena Tremoli
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Universitá di Milano, Milan, Italy; Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Damiano Baldassarre
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Universitá di Milano, Milan, Italy; Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | | | - Lesca M Holdt
- LIFE: Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, University Hospital Munich (LMU), Ludwig-Maximilians-University Munich, Munich, Germany
| | - Frank Beutner
- LIFE: Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Department of Internal Medicine/Cardiology, Heart Center, University of Leipzig, Leipzig, Germany
| | - Ron T Gansevoort
- University Medical Center Groningen, University of Groningen, Department of Internal Medicine, Groningen, the Netherlands
| | - Gerjan J Navis
- University Medical Center Groningen, University of Groningen, Department of Internal Medicine, Groningen, the Netherlands
| | - Irene Mateo Leach
- University Medical Center Groningen, University of Groningen, Department of Cardiology, Groningen, the Netherlands
| | - Lutz P Breitling
- Division of Clinical Epidemiology & Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology & Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Joachim Thiery
- LIFE: Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Dhayana Dallmeier
- Department of Internal Medicine II-Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Anders Franco-Cereceda
- Cardiothoracic Surgery Unit, Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Jolanda M A Boer
- Department for Nutrition and Health, National Institute for Public Health and the Environment, Bilthoven, the Netherlands
| | - Jeffrey W Stephens
- Diabetes Research Group, Institute of Life Sciences, College of Medicine, Swansea University, Swansea, Wales, United Kingdom
| | - Marten H Hofker
- Department of Pathology and Medical Biology, Medical Biology Section, Molecular Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Alain Tedgui
- Inserm U970, Paris-Cardiovascular Research Center, Paris, France
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Member of the Netherlands Consortium on Healthy Aging (NCHA), Leiden, the Netherlands
| | - André G Uitterlinden
- Member of the Netherlands Consortium on Healthy Aging (NCHA), Leiden, the Netherlands; Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Vera Adamkova
- Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Jan Pitha
- Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - N Charlotte Onland-Moret
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, the Netherlands
| | - Maarten J Cramer
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Hendrik M Nathoe
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Wilko Spiering
- Department of Vascular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Olaf H Klungel
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Meena Kumari
- Faculty of Population Health Sciences, University College London, London, United Kingdom
| | - Peter H Whincup
- Division of Population Health Sciences and Education, St George's, University of London, London, United Kingdom
| | - David A Morrow
- TIMI Study Group, Divison of Cardiovascular Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts
| | - Peter S Braund
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
| | - Alistair S Hall
- Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, Leeds, United Kingdom
| | - Anders G Olsson
- Stockholm Heart Center, Stockholm, and Linköping University, Linkőping, Sweden
| | - Pieter A Doevendans
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Mieke D Trip
- Department of Cardiology, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Martin D Tobin
- Departments of Health Sciences & Genetics, University of Leicester, Leicester, United Kingdom
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden; Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Hugh Watkins
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom; Department of Cardiovascular Medicine, University of Oxford, Oxford, United Kingdom
| | - Wolfgang Koenig
- Department of Internal Medicine II-Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Andrew N Nicolaides
- Department of Vascular Surgery, Imperial College, London, United Kingdom; Cyprus Cardiovascular Educational and Research Trust, Nicosia, Cyprus
| | - Daniel Teupser
- LIFE: Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany; Institute of Laboratory Medicine, University Hospital Munich (LMU), Ludwig-Maximilians-University Munich, Munich, Germany
| | - Ian N M Day
- Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Saint-Antoine, Department of Clinical Pharmacology, URC-EST, Paris, France
| | - John F Carlquist
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, Utah; Department of Medicine, University of Utah School of Medicine, Salt Lake City, Utah
| | - Tom R Gaunt
- MRC Centre for Causal Analyses in Translational Epidemiology (CAiTE), and Bristol Genetic Epidemiology Laboratories (BGEL), School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, Scotland, United Kingdom
| | - Naveed Sattar
- British Heart Foundation Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, Scotland, United Kingdom
| | - Sotirios Tsimikas
- Division of Cardiovascular Diseases, Department of Medicine, University of California San Diego, La Jolla, California
| | - Gregory G Schwartz
- VA Medical Center and University of Colorado School of Medicine, Denver, Colorado
| | - Debbie A Lawlor
- MRC Centre for Causal Analyses in Translational Epidemiology (CAiTE), and Bristol Genetic Epidemiology Laboratories (BGEL), School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Richard W Morris
- Department of Primary Care & Population Health, University College London, Royal Free Campus, London, United Kingdom
| | - Manjinder S Sandhu
- VA Medical Center and University of Colorado School of Medicine, Denver, Colorado
| | - Rudolf Poledne
- Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Anke H Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Brendan J Keating
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Pim van der Harst
- University Medical Center Groningen, University of Groningen, Department of Cardiology, Groningen, the Netherlands
| | - Jackie F Price
- Centre for Population Health Sciences, University of Edinburgh, United Kingdom
| | - Shamir R Mehta
- Department of Clinical Epidemiology & Biostatistics, McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada; Interventional Cardiology, McMaster University, Hamilton, Ontario, Canada; Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Salim Yusuf
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Jaqueline C M Witteman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Member of the Netherlands Consortium on Healthy Aging (NCHA), Leiden, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands; Member of the Netherlands Consortium on Healthy Aging (NCHA), Leiden, the Netherlands
| | - J Wouter Jukema
- Durrer Center for Cardiogenetic Research, Amsterdam, the Netherlands; Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands; Interuniversity Cardiology Institute of the Netherlands, Utrecht, the Netherlands
| | - Peter de Knijff
- Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Anne Tybjaerg-Hansen
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Daniel J Rader
- Preventive Cardiovascular Medicine, Penn Heart and Vascular Center, Philadelphia, Pennsylvania
| | - Martin Farrall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom; Department of Cardiovascular Medicine, University of Oxford, Oxford, United Kingdom
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom; Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester, United Kingdom
| | - Mika Kivimaki
- Faculty of Population Health Sciences, University College London, London, United Kingdom
| | - Keith A A Fox
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Steve E Humphries
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Jeffrey L Anderson
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, Utah; Department of Medicine, University of Utah School of Medicine, Salt Lake City, Utah
| | - S Matthijs Boekholdt
- Department of Cardiology, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Tom M Palmer
- Division of Health Sciences, Warwick Medical School, University of Warwick, Coventry, United Kingdom
| | - Per Eriksson
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden; Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Guillaume Paré
- Department of Clinical Epidemiology & Biostatistics, McMaster University, Hamilton, Ontario, Canada; Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada; Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada; Genetic and Molecular Epidemiology Laboratory, McMaster University, Hamilton, Ontario, Canada
| | - Aroon D Hingorani
- Faculty of Population Health Sciences, University College London, London, United Kingdom; Centre for Clinical Pharmacology, Division of Medicine, University College London, London, United Kingdom
| | - Marc S Sabatine
- TIMI Study Group, Divison of Cardiovascular Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts
| | - Ziad Mallat
- Inserm U970, Paris-Cardiovascular Research Center, Paris, France; Division of Cardiovascular Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Juan P Casas
- Faculty of Population Health Sciences, University College London, London, United Kingdom; Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, United Kingdom.
| | - Philippa J Talmud
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, University College London, London, United Kingdom
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32
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Teren A, Beutner F, Wirkner K, Loeffler M, Scholz M. Validity, intra- and inter-observer reliability of automated devices for the assessment of ankle brachial index using photo-plethysmography. BMC Cardiovasc Disord 2013; 13:81. [PMID: 24103352 PMCID: PMC3851735 DOI: 10.1186/1471-2261-13-81] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2013] [Accepted: 10/03/2013] [Indexed: 11/15/2022] Open
Abstract
Background Ankle-brachial-Index (ABI) measured by manual Dopplersonography is an easily assessable marker of global cardiovascular risk. The aim of this study was to establish novel photo-plethysmography (PPG)-based ABI assessments in an epidemiologic context and to compare its results with those of Doppler. Methods Two devices for PPG-based ABI assessments (Vicorder, Vascular Explorer) were tested and compared against Doppler in 56 putatively healthy subjects. We determined acceptance, time requirements, agreement of repeat measurements, agreement with Doppler and intra- and inter-observer concordances for both devices and compared the results. Differences between cuff inflation- and deflation-based methods were also studied for Vascular Explorer. Results Acceptance was similar for both devices but Vascular Explorer was more time consuming. Agreement of multiple measurements was moderate for both methods highlighting the importance of measurement replicates. Both automated devices showed significantly higher ABI compared to Doppler which can be traced back to higher brachial pressures (Vicorder) or higher ankle pressures (Vascular Explorer). This effect is more pronounced for Vascular Explorer but can be ameliorated using the deflation method of measurement. Intra-observer concordances were similar. Inter-observer concordance was non-significantly better for Vicorder. Conclusions Both devices proved to be feasible in epidemiologic studies, but compared to Doppler, do not constitute an advantage regarding time requirement and accuracy of ABI assessment. Since PPG-based ABI values are inflated compared to Doppler, it will be necessary to adjust Doppler-based cut-offs for risk stratification.
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Affiliation(s)
- Andrej Teren
- LIFE- Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany.
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Holdt LM, Hoffmann S, Sass K, Langenberger D, Scholz M, Krohn K, Finstermeier K, Stahringer A, Wilfert W, Beutner F, Gielen S, Schuler G, Gäbel G, Bergert H, Bechmann I, Stadler PF, Thiery J, Teupser D. Alu elements in ANRIL non-coding RNA at chromosome 9p21 modulate atherogenic cell functions through trans-regulation of gene networks. PLoS Genet 2013; 9:e1003588. [PMID: 23861667 PMCID: PMC3701717 DOI: 10.1371/journal.pgen.1003588] [Citation(s) in RCA: 287] [Impact Index Per Article: 26.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2013] [Accepted: 05/09/2013] [Indexed: 01/01/2023] Open
Abstract
The chromosome 9p21 (Chr9p21) locus of coronary artery disease has been identified in the first surge of genome-wide association and is the strongest genetic factor of atherosclerosis known today. Chr9p21 encodes the long non-coding RNA (ncRNA) antisense non-coding RNA in the INK4 locus (ANRIL). ANRIL expression is associated with the Chr9p21 genotype and correlated with atherosclerosis severity. Here, we report on the molecular mechanisms through which ANRIL regulates target-genes in trans, leading to increased cell proliferation, increased cell adhesion and decreased apoptosis, which are all essential mechanisms of atherogenesis. Importantly, trans-regulation was dependent on Alu motifs, which marked the promoters of ANRIL target genes and were mirrored in ANRIL RNA transcripts. ANRIL bound Polycomb group proteins that were highly enriched in the proximity of Alu motifs across the genome and were recruited to promoters of target genes upon ANRIL over-expression. The functional relevance of Alu motifs in ANRIL was confirmed by deletion and mutagenesis, reversing trans-regulation and atherogenic cell functions. ANRIL-regulated networks were confirmed in 2280 individuals with and without coronary artery disease and functionally validated in primary cells from patients carrying the Chr9p21 risk allele. Our study provides a molecular mechanism for pro-atherogenic effects of ANRIL at Chr9p21 and suggests a novel role for Alu elements in epigenetic gene regulation by long ncRNAs. Chromosome 9p21 is the strongest genetic factor for coronary artery disease and encodes the long non-coding RNA (ncRNA) ANRIL. Here, we show that increased ANRIL expression mediates atherosclerosis risk through trans-regulation of gene networks leading to pro-atherogenic cellular properties, such as increased proliferation and adhesion. ANRIL may act as a scaffold, guiding effector-proteins to chromatin. These functions depend on an Alu motif present in ANRIL RNA and mirrored several thousand-fold in the genome. Alu elements are a family of primate-specific short interspersed repeat elements (SINEs) and have been linked with genetic disease. Current models propose that either exonisation of Alu elements or changes of cis-regulation of adjacent genes are the underlying disease mechanisms. Our work extends the function of Alu transposons to regulatory components of long ncRNAs with a central role in epigenetic trans-regulation. Furthermore, it implies a pivotal role for Alu elements in genetically determined vascular disease and describes a plausible molecular mechanism for a pro-atherogenic function of ANRIL at chromosome 9p21.
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Affiliation(s)
- Lesca M. Holdt
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Steve Hoffmann
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Transcriptome Bioinformatics Group and Interdisciplinary Centre for Bioinformatics, University Leipzig, Leipzig, Germany
| | - Kristina Sass
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - David Langenberger
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Transcriptome Bioinformatics Group and Interdisciplinary Centre for Bioinformatics, University Leipzig, Leipzig, Germany
| | - Markus Scholz
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University Leipzig, Leipzig, Germany
| | - Knut Krohn
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Interdisciplinary Center for Clinical Research, University Leipzig, Leipzig, Germany
| | - Knut Finstermeier
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Anika Stahringer
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Wolfgang Wilfert
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Frank Beutner
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Center, University Leipzig, Leipzig, Germany
| | - Stephan Gielen
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Center, University Leipzig, Leipzig, Germany
| | - Gerhard Schuler
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Department of Internal Medicine/Cardiology, Heart Center, University Leipzig, Leipzig, Germany
| | - Gabor Gäbel
- Department of General, Thoracic, and Vascular Surgery, University Dresden, Dresden, Germany
| | - Hendrik Bergert
- Department of General, Thoracic, and Vascular Surgery, University Dresden, Dresden, Germany
| | - Ingo Bechmann
- Institute of Anatomy, University Leipzig, Leipzig, Germany
| | - Peter F. Stadler
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Transcriptome Bioinformatics Group and Interdisciplinary Centre for Bioinformatics, University Leipzig, Leipzig, Germany
- Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany
- Santa Fe Institute, Santa Fe, New Mexico, United States of America
| | - Joachim Thiery
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
| | - Daniel Teupser
- LIFE – Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Ludwig-Maximilians-University Munich, Munich, Germany
- * E-mail:
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Beutner F, Teren A, Gielen S, Schuler G, Wirkner K, Tiller D, Loeffler M, Scholz M. Automated photoplethysmography-based determination of ankle-brachial index: a validation study against Doppler sonography. Clin Res Cardiol 2012; 101:875-83. [PMID: 22584382 DOI: 10.1007/s00392-012-0471-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2012] [Accepted: 04/26/2012] [Indexed: 11/29/2022]
Abstract
INTRODUCTION Determination of ankle-brachial-index (ABI) by manual Doppler is well established to screen for lower extremity arterial disease (LEAD) and to predict cardiovascular risk. A new generation of digital-controlled devices promises automated ABI determination. The aim of this study was to determine comparability of automated photoplethysmography (PPG)-derived ABI calculation with the Doppler-ABI algorithm commonly used in cohort studies. METHODS Automated PPG-based ABI measurements [Vascular Explorer (VE) and Vicorder (VI)] were recorded from 112 limbs of healthy subjects and 22 limbs of patients with confirmed LEAD. Validity was evaluated on the basis of receiver-operating characteristic (ROC) analysis of clinical status and concordance with Doppler-ABI. Differences between cuff inflation [inf]- and deflation [def]-based method were studied in VE. RESULTS PPG-based ABI values were higher compared to Doppler-ABI (VI +0.06, VEinf +0.15, VEdef +0.09, p < 0.001, respectively). The difference was pronounced in pathological (<0.9), borderline (0.9-0.99) and low normal (1.0-1.09) ABI, but less in ABI ≥1.1. However, ROC analysis revealed excellent diagnostic value for LEAD (sensitivity/specificity) and comparable area under the curve at method-adapted ABI thresholds for all methods: Doppler (95/90 %, 0.95), VI (75/96 %, 0.91), VEinf (85/89 %, 0.93) and VEdef (80/98 %, 0.94). CONCLUSIONS Digital-controlled PPG-based ABI determination is a useful diagnostic application for LEAD. However, the systematic higher ABI in PPG-based measurement compared to Doppler and remarkable differences between the deflationary and inflationary method are critical for the interpretation of borderline and low normal ABI values where precise reading is essential to detect mild LEAD and subclinical disease and to predict cardiovascular risk.
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Affiliation(s)
- Frank Beutner
- LIFE-Leipzig Research Center for Civilization Diseases, University Leipzig, Leipzig, Germany.
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Beutner F, Teupser D, Gielen S, Holdt LM, Scholz M, Boudriot E, Schuler G, Thiery J. Rationale and design of the Leipzig (LIFE) Heart Study: phenotyping and cardiovascular characteristics of patients with coronary artery disease. PLoS One 2011; 6:e29070. [PMID: 22216169 PMCID: PMC3245257 DOI: 10.1371/journal.pone.0029070] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2011] [Accepted: 11/20/2011] [Indexed: 12/31/2022] Open
Abstract
Objective We established the Leipzig (LIFE) Heart Study, a biobank and database of patients with different stages of coronary artery disease (CAD) for studies of clinical, metabolic, cellular and genetic factors of cardiovascular diseases. Design The Leipzig (LIFE) Heart Study (NCT00497887) is an ongoing observational angiographic study including subjects with different entities of CAD. Cohort 1, patients undergoing first-time diagnostic coronary angiography due to suspected stable CAD with previously untreated coronary arteries. Cohort 2, patients with acute myocardial infarction (MI) requiring percutaneous revascularization. Cohort 3, patients with known left main coronary artery disease (LMCAD). Results We present preliminary results of demographics and phenotyping based on a 4-years analysis of a total of 3,165 subjects. Cohort 1 (n = 2,274) shows the typical distribution of elective coronary angiography cohorts with 43% cases with obstructive CAD and 37% normal angiograms. Cohorts 2 and 3 consist of 590 and 301 subjects, respectively, adding patients with severe forms of CAD. The suitability of the database and biobank to perform association studies was confirmed by replication of the CAD susceptibility locus on chromosome 9p21 (OR per allele: 1.55 (any CAD), 1.54 (MI), 1.74 (LMCAD), p<10−6, respectively). A novel finding was that patients with LMCAD had a stronger association with 9p21 than patients with obstructive CAD without LMCAD (OR 1.22, p = 0.042). In contrast, 9p21 did not associate with myocardial infarction in excess of stable CAD. Conclusion The Leipzig (LIFE) Heart Study provides a basis to identify molecular targets related to atherogenesis and associated metabolic disorders. The study may contribute to an improvement of individual prediction, prevention, and treatment of CAD.
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Affiliation(s)
- Frank Beutner
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Department of Cardiology, Heart Center, University Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
| | - Daniel Teupser
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
- * E-mail:
| | - Stephan Gielen
- Department of Cardiology, Heart Center, University Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
| | - Lesca Miriam Holdt
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
| | - Markus Scholz
- Institute of Medical Informatics, Statistic and Epidemiology, University Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
| | - Enno Boudriot
- Department of Cardiology, Heart Center, University Leipzig, Leipzig, Germany
| | - Gerhard Schuler
- Department of Cardiology, Heart Center, University Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Leipzig, Germany
- Leipzig Research Center for Civilization Diseases (LIFE), University Leipzig, Leipzig, Germany
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Teupser D, Baber R, Ceglarek U, Scholz M, Illig T, Gieger C, Holdt LM, Leichtle A, Greiser KH, Huster D, Linsel-Nitschke P, Schäfer A, Braund PS, Tiret L, Stark K, Raaz-Schrauder D, Fiedler GM, Wilfert W, Beutner F, Gielen S, Grosshennig A, König IR, Lichtner P, Heid IM, Kluttig A, El Mokhtari NE, Rubin D, Ekici AB, Reis A, Garlichs CD, Hall AS, Matthes G, Wittekind C, Hengstenberg C, Cambien F, Schreiber S, Werdan K, Meitinger T, Loeffler M, Samani NJ, Erdmann J, Wichmann HE, Schunkert H, Thiery J. Genetic regulation of serum phytosterol levels and risk of coronary artery disease. ACTA ACUST UNITED AC 2010; 3:331-9. [PMID: 20529992 DOI: 10.1161/circgenetics.109.907873] [Citation(s) in RCA: 125] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Phytosterols are plant-derived sterols that are taken up from food and can serve as biomarkers of cholesterol uptake. Serum levels are under tight genetic control. We used a genomic approach to study the molecular regulation of serum phytosterol levels and potential links to coronary artery disease (CAD). METHODS AND RESULTS A genome-wide association study for serum phytosterols (campesterol, sitosterol, brassicasterol) was conducted in a population-based sample from KORA (Cooperative Research in the Region of Augsburg) (n=1495) with subsequent replication in 2 additional samples (n=1157 and n=1760). Replicated single-nucleotide polymorphisms (SNPs) were tested for association with premature CAD in a metaanalysis of 11 different samples comprising 13 764 CAD cases and 13 630 healthy controls. Genetic variants in the ATP-binding hemitransporter ABCG8 and at the blood group ABO locus were significantly associated with serum phytosterols. Effects in ABCG8 were independently related to SNPs rs4245791 and rs41360247 (combined P=1.6 x 10(-50) and 6.2 x 10(-25), respectively; n=4412). Serum campesterol was elevated 12% for each rs4245791 T-allele. The same allele was associated with 40% decreased hepatic ABCG8 mRNA expression (P=0.009). Effects at the ABO locus were related to SNP rs657152 (combined P=9.4x10(-13)). Alleles of ABCG8 and ABO associated with elevated phytosterol levels displayed significant associations with increased CAD risk (rs4245791 odds ratio, 1.10; 95% CI, 1.06 to 1.14; P=2.2 x 10(-6); rs657152 odds ratio, 1.13; 95% CI, 1.07 to 1.19; P=9.4 x 10(-6)), whereas alleles at ABCG8 associated with reduced phytosterol levels were associated with reduced CAD risk (rs41360247 odds ratio, 0.84; 95% CI, 0.78 to 0.91; P=1.3 x 10(-5)). CONCLUSION Common variants in ABCG8 and ABO are strongly associated with serum phytosterol levels and show concordant and previously unknown associations with CAD.
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Affiliation(s)
- Daniel Teupser
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, Leipzig, Germany.
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Beutner F, Teupser D, Gielen S, Sandri M, Scholz M, Schuler G, Thiery J. MS343 CAROTID ULTRASOUND CONTRIBUTES TO THE ASSESSMENT OF CORONARY ARTERY DISEASE. ATHEROSCLEROSIS SUPP 2010. [DOI: 10.1016/s1567-5688(10)70844-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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38
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Holdt L, Beutner F, Scholz M, Gielen S, Gäbel G, Bergert H, Schuler G, Thiery J, Teupser D. W57 INCREASED ATHEROSCLEROSIS SEVERITY AT CHROMOSOME 9P21. ATHEROSCLEROSIS SUPP 2010. [DOI: 10.1016/s1567-5688(10)70058-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Beutner F, Teupser D, Tennert C, Scholz M, Gielen S, Sandri M, Schuler G, Thiery J. MS259 RELATIONSHIP OF INFLAMMATORY MARKER C-REACTIVE PROTEIN, LIPID MARKERS AND CONVENTIONAL CARDIOVASCULAR RISK FACTORS IN SUBJECTS WITH SUSPECTED CORONARY ARTERY DISEASE. ATHEROSCLEROSIS SUPP 2010. [DOI: 10.1016/s1567-5688(10)70760-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Holdt LM, Beutner F, Scholz M, Gielen S, Gäbel G, Bergert H, Schuler G, Thiery J, Teupser D. ANRIL
Expression Is Associated With Atherosclerosis Risk at Chromosome 9p21. Arterioscler Thromb Vasc Biol 2010; 30:620-7. [DOI: 10.1161/atvbaha.109.196832] [Citation(s) in RCA: 351] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Objective—
We tested the hypothesis that expression of transcripts adjacent to the chromosome 9p21 (Chr9p21) locus of coronary artery disease was affected by the genotype at this locus and associated with atherosclerosis risk.
Methods and Results—
We replicated the locus for coronary artery disease (
P
=0.007; OR=1.28) and other manifestations of atherosclerosis such as carotid plaque (
P
=0.003; OR=1.31) in the Leipzig Heart Study, a cohort of 1134 patients with varying degree of angiographically assessed coronary artery disease. Expression analysis in peripheral blood mononuclear cells (n=1098) revealed that transcripts
EU741058
and
NR_003529
of
antisense noncoding RNA in the INK4 locus
(
ANRIL
) were significantly increased in carriers of the risk haplotype (
P
=2.1×10
−12
and
P
=1.6×10
−5
, respectively). In contrast, transcript
DQ485454
remained unaffected, suggesting differential expression of
ANRIL
transcripts at Chr9p21. Results were replicated in whole blood (n=769) and atherosclerotic plaque tissue (n=41). Moreover, expression of
ANRIL
transcripts was directly correlated with severity of atherosclerosis (
EU741058
and
NR_003529
;
P
=0.02 and
P
=0.001, respectively). No consistent association of Chr9p21 or atherosclerosis was found with expression of other genes such as
CDKN2A
,
CDKN2B
,
C9orf53
, and
MTAP
.
Conclusion—
Our data provide robust evidence for an association of
ANRIL
but not
CDKN2A, CDKN2B, C9orf53
, and
MTAP
, with atherosclerosis and Chr9p21 genotype in a large cohort.
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Affiliation(s)
- Lesca M. Holdt
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Frank Beutner
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Markus Scholz
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Stephan Gielen
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Gábor Gäbel
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Hendrik Bergert
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Gerhard Schuler
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Joachim Thiery
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
| | - Daniel Teupser
- From Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics (L.M.H., F.B., J.T., D.T.), University Hospital Leipzig, Leipzig, Germany; Institute of Medical Informatics, Statistics, and Epidemiology (IMISE) (M.S.), University Leipzig, Leipzig, Germany; University Leipzig—Heart Center (S.G., G.S.), Department of Internal Medicine/Cardiology, Leipzig, Germany; Department of General, Thoracic, and Vascular Surgery (G.G., H.B.), University of Dresden, Dresden, Germany
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Beutner F, Teupser D, Scholz M, Gielen S, Schuler G, Thiery J. Abstract: P776 SONOGRAPHIC IMAGING OF CAROTID ATHEROSCLEROSIS IS A BETTER PREDICTOR OF CORONARY ARTERY DISEASE THAN CREACTIVE PROTEIN (CRP). ATHEROSCLEROSIS SUPP 2009. [DOI: 10.1016/s1567-5688(09)70932-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Holdt L, Beutner F, Scholz M, Gielen S, Schuler G, Thiery J, Teupser D. Abstract: 1080 THE CHROMOSOME 9P21 LOCUS OF CORONARY ARTERY DISEASE AFFECTS EXPRESSION OF ADJACENT ATHEROSCLEROSIS CANDIDATE GENES. ATHEROSCLEROSIS SUPP 2009. [DOI: 10.1016/s1567-5688(09)70292-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Brendel D, Beutner F, Müller M, Teupser D, Baber R, Ceglarek U, Thiery J. Abstract: P467 EFFECT OF EVEROLIMUS ON PRE-EXISTING ATHEROSCLEROSIS IN LDLR−/− MICE. ATHEROSCLEROSIS SUPP 2009. [DOI: 10.1016/s1567-5688(09)70762-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Mueller MA, Beutner F, Teupser D, Ceglarek U, Thiery J. Prevention of atherosclerosis by the mTOR inhibitor everolimus in LDLR-/- mice despite severe hypercholesterolemia. Atherosclerosis 2007; 198:39-48. [PMID: 17980369 DOI: 10.1016/j.atherosclerosis.2007.09.019] [Citation(s) in RCA: 122] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2007] [Revised: 09/12/2007] [Accepted: 09/13/2007] [Indexed: 12/12/2022]
Abstract
Everolimus inhibits the mammalian target of rapamycin (mTOR) in proliferating cells. It is widely used in transplant patients and has also been exploited by drug-eluting stents for the treatment of cardiovascular disease. However, there is only limited data on the pathophysiological effects of mTOR-inhibitors on the vascular wall. We aimed to unravel the effects of everolimus on cholesterol-induced atherosclerosis and on circulating cell mediators in LDL-receptor-deficient (LDLR(-/-)) mice. Male hypercholesterolemic LDLR(-/-) mice received either solvent (group A; n=28) or everolimus at 0.05 mg/kg (group B, n=22) and 1.5 mg/kg (group C, n=29) per body weight per day by subcutaneously implanted osmotic minipumps for the study period of 12 weeks. Group B showed 44% reduction of atherosclerotic lesions at the brachiocephalic artery (BCA). In group C atherosclerotic lesions were reduced by 85% in the BCA and by 60% at the aortic root. This was associated with a significantly lower complexity of lesions in both treated groups (p<0.001) and despite a 40% increase of plasma cholesterol. Everolimus caused a significant reduction of circulating cell mediators such as interleukin-1alpha, interleukin-5, GM-CSF and interleukin-12p40. Everolimus increased the plasma levels of KC but had no effect on eighteen other circulating cell mediators studied. Everolimus strongly inhibits atherosclerosis development in LDL-receptor(-/-) mice despite severe hypercholesterolemia. Everolimus application had only small effects on circulating cell mediators. The significant reduction of atherosclerotic lesions was associated with a delayed transition from early macrophages enriched lesions to advanced atherosclerotic plaques.
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Affiliation(s)
- Marc A Mueller
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital Leipzig, Liebigstrasse 27, 04103 Leipzig, Germany
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Mueller M, Beutner F, Teupser D, Ceglarek U, Jeromin F, Weise C, Thiery J. Th-W48:8 The immunosuppresant everolimus significantly prevents atherosclerosis in hypercholesterolemic LDLR-/- mice. ATHEROSCLEROSIS SUPP 2006. [DOI: 10.1016/s1567-5688(06)81864-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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