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Ntaios G, Brederecke J, Ojeda FM, Zeller T, Blankenberg S, Schnabel RB. New race-free creatinine- and cystatin C-based equations for the estimation of glomerular filtration rate and association with cardiovascular mortality in the AtheroGene study. Intern Emerg Med 2024; 19:697-703. [PMID: 38351263 PMCID: PMC11039520 DOI: 10.1007/s11739-023-03529-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 12/30/2023] [Indexed: 04/24/2024]
Abstract
Renal function is associated with cardiovascular outcomes and mortality. Among equations used to eGFR, CKD-EPI equations show more accurate association with cardiovascular risk and mortality than MDRD. Recently, new CKD-EPI equations were proposed which do not include race and would be considered sufficiently accurate to estimate eGFR in clinical practice. It is unknown if these new race-free equations are comparably well associated with cardiovascular outcomes in high-risk individuals. The analysis was performed in the AtheroGene Study cohort including patients at high cardiovascular risk. eGFR was determined using the established as well as the recently developed formulas which are calculated without the otherwise existing coefficient for black race. The outcome was cardiovascular death. Analyses included Cox-proportional hazard regression and area-under-the-curve calculation. The analysis included 2089 patients followed up for a median of 3.8 years with a maximum of 6.9 years, corresponding to an overall period of 7701 patient-years. Cardiovascular death occurred in 93 (4.45%), corresponding to an annualized rate of 1.2/100 person-years. In all Cox regression analyses, the estimated adjusted GFR was an independent predictor of cardiovascular death. The equations which included cystatin C showed higher C-index compared to those which did not include cystatin C (0.75-0.76 vs. 0.71, respectively). The equations for the estimation of eGFR which include cystatin C are better associated with cardiovascular death compared to the race-free equations which include only creatinine. This finding adds on the related literature which supports the elimination of race in GFR-estimating equations, and promotion of the use of cystatin C.
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Affiliation(s)
- George Ntaios
- Department of Internal Medicine, School of Health Sciences, University of Thessaly, 41110, Larissa, Greece.
| | - Jan Brederecke
- Department of Cardiology, University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Francisco M Ojeda
- Department of Cardiology, University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tanja Zeller
- Department of Cardiology, University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (DZHK) Partner Site, Hamburg, Germany
| | - Stefan Blankenberg
- Department of Cardiology, University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (DZHK) Partner Site, Hamburg, Germany
| | - Renate B Schnabel
- Department of Cardiology, University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (DZHK) Partner Site, Hamburg, Germany
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Ojeda FM, Jansen ML, Thiéry A, Blankenberg S, Weimar C, Schmid M, Ziegler A. Calibrating machine learning approaches for probability estimation: A comprehensive comparison. Stat Med 2023; 42:5451-5478. [PMID: 37849356 DOI: 10.1002/sim.9921] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 08/30/2023] [Accepted: 09/18/2023] [Indexed: 10/19/2023]
Abstract
Statistical prediction models have gained popularity in applied research. One challenge is the transfer of the prediction model to a different population which may be structurally different from the model for which it has been developed. An adaptation to the new population can be achieved by calibrating the model to the characteristics of the target population, for which numerous calibration techniques exist. In view of this diversity, we performed a systematic evaluation of various popular calibration approaches used by the statistical and the machine learning communities for estimating two-class probabilities. In this work, we first provide a review of the literature and, second, present the results of a comprehensive simulation study. The calibration approaches are compared with respect to their empirical properties and relationships, their ability to generalize precise probability estimates to external populations and their availability in terms of easy-to-use software implementations. Third, we provide code from real data analysis allowing its application by researchers. Logistic calibration and beta calibration, which estimate an intercept plus one and two slope parameters, respectively, consistently showed the best results in the simulation studies. Calibration on logit transformed probability estimates generally outperformed calibration methods on nontransformed estimates. In case of structural differences between training and validation data, re-estimation of the entire prediction model should be outweighted against sample size of the validation data. We recommend regression-based calibration approaches using transformed probability estimates, where at least one slope is estimated in addition to an intercept for updating probability estimates in validation studies.
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Affiliation(s)
- Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Centre for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Max L Jansen
- Cardio-CARE, Medizincampus Davos, Davos, Switzerland
| | | | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Centre for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Christian Weimar
- BDH-Klinik Elzach, Baden-Wuerttemberg, Germany
- Institute for Medical Informatics, Biometry and Epidemiology, University of Duisburg-Essen, Essen, North Rhine-Westphalia, Germany
| | - Matthias Schmid
- Institute of Medical Biometry, Informatics and Epidemiology, Faculty of Medicine, University of Bonn, Bonn, North Rhine-Westphalia, Germany
| | - Andreas Ziegler
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Centre for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Cardio-CARE, Medizincampus Davos, Davos, Switzerland
- School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
- Swiss Institute of Bioinformatics, Lausanne, Waadt, Switzerland
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3
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Magnussen C, Ojeda FM, Leong DP, Alegre-Diaz J, Amouyel P, Aviles-Santa L, De Bacquer D, Ballantyne CM, Bernabe-Ortiz A, Bobak M, Brenner H, Carrillo-Larco RM, de Lemos J, Dobson A, Dörr M, Donfrancesco C, Drygas W, Dullaart RP, Engström G, Ferrario MM, Ferrieres J, de Gaetano G, Goldbourt U, Gonzalez C, Grassi G, Hodge AM, Hveem K, Iacoviello L, Ikram MK, Irazola V, Jobe M, Jousilahti P, Kaleebu P, Kavousi M, Kee F, Khalili D, Koenig W, Kontsevaya A, Kuulasmaa K, Lackner KJ, Leistner DM, Lind L, Linneberg A, Lorenz T, Lyngbakken MN, Malekzadeh R, Malyutina S, Mathiesen EB, Melander O, Metspalu A, Miranda JJ, Moitry M, Mugisha J, Nalini M, Nambi V, Ninomiya T, Oppermann K, d’Orsi E, Pajak A, Palmieri L, Panagiotakos D, Perianayagam A, Peters A, Poustchi H, Prentice AM, Prescott E, Risérus U, Salomaa V, Sans S, Sakata S, Schöttker B, Schutte AE, Sepanlou SG, Sharma SK, Shaw JE, Simons LA, Söderberg S, Tamosiunas A, Thorand B, Tunstall-Pedoe H, Twerenbold R, Vanuzzo D, Veronesi G, Waibel J, Wannamethee SG, Watanabe M, Wild P, Yao Y, Zeng Y, Ziegler A, Blankenberg S. Global Effect of Modifiable Risk Factors on Cardiovascular Disease and Mortality. N Engl J Med 2023; 389:1273-1285. [PMID: 37632466 PMCID: PMC10589462 DOI: 10.1056/nejmoa2206916] [Citation(s) in RCA: 39] [Impact Index Per Article: 39.0] [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] [Indexed: 08/28/2023]
Abstract
BACKGROUND Five modifiable risk factors are associated with cardiovascular disease and death from any cause. Studies using individual-level data to evaluate the regional and sex-specific prevalence of the risk factors and their effect on these outcomes are lacking. METHODS We pooled and harmonized individual-level data from 112 cohort studies conducted in 34 countries and 8 geographic regions participating in the Global Cardiovascular Risk Consortium. We examined associations between the risk factors (body-mass index, systolic blood pressure, non-high-density lipoprotein cholesterol, current smoking, and diabetes) and incident cardiovascular disease and death from any cause using Cox regression analyses, stratified according to geographic region, age, and sex. Population-attributable fractions were estimated for the 10-year incidence of cardiovascular disease and 10-year all-cause mortality. RESULTS Among 1,518,028 participants (54.1% of whom were women) with a median age of 54.4 years, regional variations in the prevalence of the five modifiable risk factors were noted. Incident cardiovascular disease occurred in 80,596 participants during a median follow-up of 7.3 years (maximum, 47.3), and 177,369 participants died during a median follow-up of 8.7 years (maximum, 47.6). For all five risk factors combined, the aggregate global population-attributable fraction of the 10-year incidence of cardiovascular disease was 57.2% (95% confidence interval [CI], 52.4 to 62.1) among women and 52.6% (95% CI, 49.0 to 56.1) among men, and the corresponding values for 10-year all-cause mortality were 22.2% (95% CI, 16.8 to 27.5) and 19.1% (95% CI, 14.6 to 23.6). CONCLUSIONS Harmonized individual-level data from a global cohort showed that 57.2% and 52.6% of cases of incident cardiovascular disease among women and men, respectively, and 22.2% and 19.1% of deaths from any cause among women and men, respectively, may be attributable to five modifiable risk factors. (Funded by the German Center for Cardiovascular Research (DZHK); ClinicalTrials.gov number, NCT05466825.).
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Affiliation(s)
- Christina Magnussen
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Francisco M. Ojeda
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Darryl P. Leong
- Department of Medicine (Cardiology), McMaster University, Hamilton, Canada
| | - Jesus Alegre-Diaz
- Experimental Medicine Research Unit from the School of Medicine, National Autonomous University of Mexico (UNAM), Mexico City
| | - Philippe Amouyel
- Univ. Lille, Inserm, Centre Hosp. Univ Lille, Institut Pasteur de Lille, UMR1167 - RID-AGE LabEx DISTALZ - Risk factors and molecular determinants of aging-related diseases, F-59000 Lille, France
| | - Larissa Aviles-Santa
- Division of Clinical and Health Services Research, National Institute on Minority Health and Health Disparities at the National Institutes of Health, Bethesda, MD, USA
| | - Dirk De Bacquer
- Department of Public Health and Primary Care, Ghent University, Ghent, Belgium
| | | | - Antonio Bernabe-Ortiz
- CRONICAS Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Martin Bobak
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Network Aging Research (NAR), Heidelberg University, Heidelberg, Germany
| | - Rodrigo M. Carrillo-Larco
- Emory Global Diabetes Research Center and Hubert Department of Global Health Rollins School of Public Health, Emory University, Atlanta, USA
| | - James de Lemos
- Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, USA
| | - Annette Dobson
- School of Public Health, University of Queensland, Brisbane, QLD, Australia
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner Site Greifswald, Greifswald, Germany Cardiovascular Disease (DZD), Site Greifswald, Greifswald, Germany
| | - Chiara Donfrancesco
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, Rome, Italy
| | - Wojciech Drygas
- Department of Epidemiology, Cardiovascular Disease Prevention and Health Promotion, National Institute of Cardiology, Warsaw, Poland
- Lazarski University, Warsaw, Poland
| | - Robin P. Dullaart
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Gunnar Engström
- Lund University, Department of Clinical Sciences Malmö, Malmö, Sweden
| | - Marco M. Ferrario
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Jean Ferrieres
- Department of Cardiology, INSERM UMR 1295, Toulouse Rangueil University Hospital, 31059 Toulouse, France
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | - Uri Goldbourt
- Tel Aviv University School of Public Health department of Epidemiology Tel Aviv University School of Public Health department of Epidemiology
| | - Clicerio Gonzalez
- Centro de Estudios en Diabetes AC. Centro de Investigacion en Salud Poblacional. Instituto Nacional de Salud Publica
| | - Guido Grassi
- Clinica Medica, University of Milano-Bicocca, Milan, Italy
| | - Allison M. Hodge
- Cancer Epidemiology Division, Cancer Council Victoria, 615 St Kilda Road, Melbourne, Victoria 3004, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Victoria 3010, Australia
| | - Kristian Hveem
- HUNT Research Center, Department of Public Health and Nursing, Norwegian University of Science and Technology (NTNU), Levanger, Norway
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | - M. Kamran Ikram
- Departments of Neurology & Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Vilma Irazola
- Department of Chronic Diseases, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Modou Jobe
- MRC Unit The Gambia @ London School of Hygiene & Tropical Medicine, Banjul, The Gambia
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | | | - Maryam Kavousi
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Frank Kee
- Centre for Public Health, Queens University Belfast
| | - Davood Khalili
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Wolfgang Koenig
- German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- German Heart Centre, Technical University of Munich, Munich, Germany
- Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Anna Kontsevaya
- National research center for therapy and preventive medicine of the Ministry of Healthcare of the Russian Federation, Moscow, Russia
| | - Kari Kuulasmaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Karl J. Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- DZHK (German Center for Cardiovascular Research), partner site RhineMain, Mainz, Germany
| | - David M. Leistner
- University Heart & Vascular Center Frankfurt, Frankfurt/Main, Germany and German Centre for Cardiovascular Disease (DZHK), Partner site Rhein/Main, Frankfurt, Germany
| | - Lars Lind
- Department of Medical Sciences, Uppsala, Sweden
| | - Allan Linneberg
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Center for Clinical Research and Prevention, Bispebjerg/Frederiksberg Hospital, Copenhagen, Denmark
| | - Thiess Lorenz
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Magnus Nakrem Lyngbakken
- Department of Cardiology, Division of Medicine, Akershus University Hospital, Lørenskog, Norway
- K.G. Jebsen Center for Cardiac Biomarkers, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Reza Malekzadeh
- Liver and Pancreaticobiliary Disease Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
- Digestive Oncology Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
- Digestive Disease Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Sofia Malyutina
- Research Institute of Internal and Preventive Medicine, Branch of ‘Federal Research Center Institute of Cytology and Genetics’ (IC&G), Siberian Branch of RAS, Novosibirsk, Russia
| | - Ellisiv B. Mathiesen
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Olle Melander
- Lund University, Department of Clinical Sciences Malmö, Malmö, Sweden
| | - Andres Metspalu
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - J. Jaime Miranda
- CRONICAS Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, Lima, Peru
- Sydney School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Marie Moitry
- Department of Public health, Strasbourg University Hospital, University of Strasbourg, Strasbourg, France
| | | | - Mahdi Nalini
- Digestive Disease Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
- Metabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Vijay Nambi
- Michael E DeBakey Veterans Affairs hospital and Baylor College of Medicine, Houston, USA
| | - Toshiharu Ninomiya
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Karen Oppermann
- Medicine School, University of Passo Fundo, Passo Fundo, Rio Grande do Sul, Brazil
| | - Eleonora d’Orsi
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Santa Catarina, Florianopolis, Brazil
| | - Andrzej Pajak
- Department of Epidemiology and Population Studies, Institute of Public Health, Faculty of Health Sciences, Jagiellonian University Medical College, Poland
| | - Luigi Palmieri
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, Rome, Italy
| | | | - Arokiasamy Perianayagam
- National Council of Applied Economic Research (NCAER), Delhi, India
- International Institute for Population Sciences, Mumbai, India
| | - Annette Peters
- German Centre for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Chair of Epidemiology, Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Hossein Poustchi
- Digestive Oncology Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
- Digestive Disease Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Andrew M. Prentice
- MRC Unit The Gambia @ London School of Hygiene & Tropical Medicine, Banjul, The Gambia
| | - Eva Prescott
- Department of Cardiology, Bispebjerg Hospital, University of Copenhagen, Denmark
| | - Ulf Risérus
- Department of Public Health and Caring Sciences, Clinical Nutrition and Metabolism, Uppsala University, Uppsala, Sweden
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Susana Sans
- Catalan Department of Health, Barcelona, Spain
| | - Satoko Sakata
- Department of Epidemiology and Public Health, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Ben Schöttker
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Network Aging Research (NAR), Heidelberg University, Heidelberg, Germany
| | - Aletta E. Schutte
- The School of Population Health, University of New South Wales; The George Institute for Global Health, Sydney, Australia
- Hypertension in Africa Research Team (HART), SAMRC Unit for Hypertension and Cardiovascular Disease, North-West University, Potchefstroom, South Africa
| | - Sadaf G. Sepanlou
- Digestive Disease Research Center, Digestive Disease Research Institute, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Sanjib Kumar Sharma
- Department of Internal Medicine, BP Koirala Institute of Health Sciences, Dharan, Nepal
| | | | | | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, University of Umea, Umea, Sweden
| | - Abdonas Tamosiunas
- Laboratory of Population Studies, Institute of Cardiology, Kaunas, Lithuania; Department of Preventive Medicine, Faculty of Public Health, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Partner Munich-Neuherberg, Neuherberg, Germany
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, Scotland, UK
| | - Raphael Twerenbold
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Giovanni Veronesi
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Julia Waibel
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - S. Goya Wannamethee
- Research Department of Primary Care and Population Health, University College London, London, UK
| | - Masafumi Watanabe
- Global Center of Excellence Program Study Group, Yamagata University School of Medicine, Yamagata, Japan
| | - Philipp Wild
- University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Yao Yao
- China Center for Health Development Studies, Peking University, Beijing, China
- Key Laboratory of Epidemiology of Major Diseases (Peking University), Ministry of Education, Beijing, China
| | - Yi Zeng
- China Center for Health Development Studies, Peking University, Beijing, China
- Center for the Study of Aging and Human Development and Geriatrics Division, Medical School of Duke University, Durham, NC, US
| | - Andreas Ziegler
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Cardio-CARE, Davos, Switzerland
- School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Stefan Blankenberg
- University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Centre for Cardiovascular Disease (DZHK), Partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
- Center for Population Health Innovation (POINT), University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Cardio-CARE, Davos, Switzerland
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4
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Haller PM, Goßling A, Magnussen C, Brenner H, Schöttker B, Iacoviello L, Costanzo S, Kee F, Koenig W, Linneberg A, Sujana C, Thorand B, Salomaa V, Niiranen TJ, Söderberg S, Völzke H, Dörr M, Sans S, Padró T, Felix SB, Nauck M, Petersmann A, Palmieri L, Donfrancesco C, De Ponti R, Veronesi G, Ferrario MM, Kuulasmaa K, Zeller T, Ojeda FM, Blankenberg S, Westermann D. Biomarker-based prediction of fatal and non-fatal cardiovascular outcomes in individuals with diabetes mellitus. Eur J Prev Cardiol 2023; 30:1218-1226. [PMID: 37079290 DOI: 10.1093/eurjpc/zwad122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 04/03/2023] [Accepted: 04/17/2023] [Indexed: 04/21/2023]
Abstract
AIMS The role of biomarkers in predicting cardiovascular outcomes in high-risk individuals is not well established. We aimed to investigate benefits of adding biomarkers to cardiovascular risk assessment in individuals with and without diabetes. METHODS AND RESULTS We used individual-level data of 95 292 individuals of the European population harmonized in the Biomarker for Cardiovascular Risk Assessment across Europe consortium and investigated the prognostic ability of high-sensitivity cardiac troponin I (hs-cTnI), N-terminal prohormone of brain natriuretic peptide (NT-proBNP), and high-sensitivity C-reactive protein (hs-CRP). Cox-regression models were used to determine adjusted hazard ratios of diabetes and log-transformed biomarkers for fatal and non-fatal cardiovascular events. Models were compared using the likelihood ratio test. Stratification by specific biomarker cut-offs was performed for crude time-to-event analysis using Kaplan-Meier plots. Overall, 6090 (6.4%) individuals had diabetes at baseline, median follow-up was 9.9 years. Adjusting for classical risk factors and biomarkers, diabetes [HR 2.11 (95% CI 1.92, 2.32)], and all biomarkers (HR per interquartile range hs-cTnI 1.08 [95% CI 1.04, 1.12]; NT-proBNP 1.44 [95% CI 1.37, 1.53]; hs-CRP 1.27 [95% CI 1.21, 1.33]) were independently associated with cardiovascular events. Specific cut-offs for each biomarker identified a high-risk group of individuals with diabetes losing a median of 15.5 years of life compared to diabetics without elevated biomarkers. Addition of biomarkers to the Cox-model significantly improved the prediction of outcomes (likelihood ratio test for nested models P < 0.001), accompanied by an increase in the c-index (increase to 0.81). CONCLUSION Biomarkers improve cardiovascular risk prediction in individuals with and without diabetes and facilitate the identification of individuals with diabetes at highest risk for cardiovascular events.
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Affiliation(s)
- Paul M Haller
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Luebeck, Martinistrasse 52, 20246 Hamburg, Germany
| | - Alina Goßling
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
| | - Christina Magnussen
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Luebeck, Martinistrasse 52, 20246 Hamburg, Germany
| | - Hermann Brenner
- German Cancer Research Center, Division of Clinical Epidemiology and Aging Research, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Ben Schöttker
- German Cancer Research Center, Division of Clinical Epidemiology and Aging Research, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Licia Iacoviello
- 1) Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Atinense, 18, 86077 Pozzilli, Italy
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Via O. Rossi 9, 21100 Varese, Italy
| | - Simona Costanzo
- 1) Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Atinense, 18, 86077 Pozzilli, Italy
| | - Frank Kee
- Centre for Public Health, Queens University of Belfast, Belfast BT12 6BA, UK
| | - Wolfgang Koenig
- Klinik für Herz-& Kreislauferkrankungen, Deutsches Herzzentrum München, Technische Universität München, Lazarettstraße 36, 80636 München, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Lazarettstraße 36, 80636 Munich, Germany
- Institute of Epidemiology and Medical Biometry, University of Ulm, Helmholtzstr. 22, 89081 Ulm, Germany
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region of Denmark, Ndr. Fasanvej 57, 1. sal, Bygning 14, 2000 Frederiksber, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Chaterina Sujana
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Institute of Epidemiology, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Institute of Epidemiology, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
- German Center for Diabetes Research (DZD), Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Department of Public Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland
| | - Teemu J Niiranen
- Finnish Institute for Health and Welfare, Department of Public Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland
- Department of Medicine, Turku University Hospital and University of Turku, Kiinamyllynkatu 10, 20520 Turku, Finland
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, 901 87 Umeå, Sweden
| | - Henry Völzke
- Institut für Community Medicine, Funktionsbereich SHIP/KEF, University Medicine Greifswald, Walter Rathenau Str. 48, 17475 Greifswald, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Greifswald, Walter Rathenau Str. 48, 17475 Greifswald, Germany
| | - Marcus Dörr
- German Center for Cardiovascular Research (DZHK), Partner Site Greifswald, Walter Rathenau Str. 48, 17475 Greifswald, Germany
- Klinik und Poliklinik für Innere Medizin B, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Susana Sans
- Catalan Department of Health, Roc Boronat, 81, 08005 Barcelona, Spain
| | - Teresa Padró
- Cardiovascular-Program ICCC, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Stephan B Felix
- German Center for Cardiovascular Research (DZHK), Partner Site Greifswald, Walter Rathenau Str. 48, 17475 Greifswald, Germany
- Klinik und Poliklinik für Innere Medizin B, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Matthias Nauck
- German Center for Cardiovascular Research (DZHK), Partner Site Greifswald, Walter Rathenau Str. 48, 17475 Greifswald, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17489 Greifswald, Germany
| | - Astrid Petersmann
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17489 Greifswald, Germany
- University Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Oldenburg, Rahel-Straus-Straße 10, 26133 Oldenburg, Germany
| | - Luigi Palmieri
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, 299 Viale Regina Elena, 00161 Rome, Italy
| | - Chiara Donfrancesco
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, 299 Viale Regina Elena, 00161 Rome, Italy
| | - Roberto De Ponti
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Via O. Rossi 9, 21100 Varese, Italy
| | - Giovanni Veronesi
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Via O. Rossi 9, 21100 Varese, Italy
| | - Marco M Ferrario
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Via O. Rossi 9, 21100 Varese, Italy
| | - Kari Kuulasmaa
- Finnish Institute for Health and Welfare, Department of Public Health and Welfare, P.O. Box 30, FI-00271 Helsinki, Finland
| | - Tanja Zeller
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Luebeck, Martinistrasse 52, 20246 Hamburg, Germany
| | - Francisco M Ojeda
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
| | - Stefan Blankenberg
- Department for Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246 Hamburg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Luebeck, Martinistrasse 52, 20246 Hamburg, Germany
| | - Dirk Westermann
- Department of Cardiology and Angiology, University Heart Center Freiburg • Bad Krozingen, Breisacher Straße 153, 79110 Freiburg, Germany
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5
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Börschel CS, Geelhoed B, Niiranen T, Camen S, Donati MB, Havulinna AS, Gianfagna F, Palosaari T, Jousilahti P, Kontto J, Vartiainen E, Ojeda FM, den Ruijter HM, Costanzo S, de Gaetano G, Di Castelnuovo A, Linneberg A, Vishram-Nielsen JK, Løchen ML, Koenig W, Jørgensen T, Kuulasmaa K, Blankenberg S, Iacoviello L, Zeller T, Söderberg S, Salomaa V, Schnabel RB. Risk prediction of atrial fibrillation and its complications in the community using hs troponin I. Eur J Clin Invest 2023; 53:e13950. [PMID: 36602448 DOI: 10.1111/eci.13950] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/22/2022] [Accepted: 12/24/2022] [Indexed: 01/06/2023]
Abstract
AIMS Atrial fibrillation (AF) is becoming increasingly common. Traditional cardiovascular risk factors (CVRF) do not explain all AF cases. Blood-based biomarkers reflecting cardiac injury such as high-sensitivity troponin I (hsTnI) may help close this gap. METHODS We investigated the predictive ability of hsTnI for incident AF in 45,298 participants (median age 51.4 years, 45.0% men) across European community cohorts in comparison to CVRF and established biomarkers (C-reactive protein, N-terminal pro B-type natriuretic peptide). RESULTS During a median follow-up of 7.7 years, 1734 (3.8%) participants developed AF. Those in the highest hsTnI quarter (≥4.2 ng/L) had a 3.91-fold (95% confidence interval (CI) 3.30, 4.63; p < .01) risk for developing AF compared to the lowest quarter (<1.4 ng/L). In multivariable-adjusted Cox proportional hazards models a statistically significant association was seen between hsTnI and AF (hazard ratio (HR) per 1 standard deviation (SD) increase in log10(hsTnI) 1.08; 95% CI 1.01, 1.16; p = .03). Inclusion of hsTnI did improve model discrimination (C-index CVRF 0.811 vs. C-index CVRF and hsTnI 0.813; p < .01). Higher hsTnI concentrations were associated with heart failure (HR per SD 1.37; 95% CI 1.12, 1.68; p < .01) and overall mortality (HR per SD 1.24; 95% CI 1.09, 1.41; p < .01). CONCLUSION hsTnI as a biomarker of myocardial injury does not improve prediction of AF incidence beyond classical CVRF and NT-proBNP. However, it is associated with the AF-related disease heart failure and mortality likely reflecting underlying subclinical cardiovascular impairment.
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Affiliation(s)
- Christin S Börschel
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Bastiaan Geelhoed
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Teemu Niiranen
- Finnish Institute for Health and Welfare, Helsinki, Finland.,Deparment of Internal Medicine, University of Turku, Turku, Finland.,Division of Medicine, Turku University Hospital, Turku, Finland
| | - Stephan Camen
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | | | - Aki S Havulinna
- Finnish Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy.,Mediterranea Cardiocentro, Naples, Italy
| | | | | | - Jukka Kontto
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | | | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Hester M den Ruijter
- Laboratory for Experimental Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | | | - Allan Linneberg
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.,Centre for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
| | - Julie K Vishram-Nielsen
- Centre for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark.,Department of Cardiology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Maja-Lisa Løchen
- Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Wolfgang Koenig
- German Heart Centre Munich, Technical University of Munich, Munich, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance Munich, Munich, Germany.,Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Torben Jørgensen
- Centre for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark.,Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Kari Kuulasmaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy.,Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany.,University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg-Eppendorf, Hamburg, Germany
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Centre Hamburg-Eppendorf, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
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6
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Toprak B, Brandt S, Brederecke J, Gianfagna F, Vishram-Nielsen JKK, Ojeda FM, Costanzo S, Börschel CS, Söderberg S, Katsoularis I, Camen S, Vartiainen E, Donati MB, Kontto J, Bobak M, Mathiesen EB, Linneberg A, Koenig W, Løchen ML, Di Castelnuovo A, Blankenberg S, de Gaetano G, Kuulasmaa K, Salomaa V, Iacoviello L, Niiranen T, Zeller T, Schnabel RB. Exploring the incremental utility of circulating biomarkers for robust risk prediction of incident atrial fibrillation in European cohorts using regressions and modern machine learning methods. Europace 2023; 25:812-819. [PMID: 36610061 PMCID: PMC10062370 DOI: 10.1093/europace/euac260] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 11/23/2022] [Indexed: 01/09/2023] Open
Abstract
AIMS To identify robust circulating predictors for incident atrial fibrillation (AF) using classical regressions and machine learning (ML) techniques within a broad spectrum of candidate variables. METHODS AND RESULTS In pooled European community cohorts (n = 42 280 individuals), 14 routinely available biomarkers mirroring distinct pathophysiological pathways including lipids, inflammation, renal, and myocardium-specific markers (N-terminal pro B-type natriuretic peptide [NT-proBNP], high-sensitivity troponin I [hsTnI]) were examined in relation to incident AF using Cox regressions and distinct ML methods. Of 42 280 individuals (21 843 women [51.7%]; median [interquartile range, IQR] age, 52.2 [42.7, 62.0] years), 1496 (3.5%) developed AF during a median follow-up time of 5.7 years. In multivariable-adjusted Cox-regression analysis, NT-proBNP was the strongest circulating predictor of incident AF [hazard ratio (HR) per standard deviation (SD), 1.93 (95% CI, 1.82-2.04); P < 0.001]. Further, hsTnI [HR per SD, 1.18 (95% CI, 1.13-1.22); P < 0.001], cystatin C [HR per SD, 1.16 (95% CI, 1.10-1.23); P < 0.001], and C-reactive protein [HR per SD, 1.08 (95% CI, 1.02-1.14); P = 0.012] correlated positively with incident AF. Applying various ML techniques, a high inter-method consistency of selected candidate variables was observed. NT-proBNP was identified as the blood-based marker with the highest predictive value for incident AF. Relevant clinical predictors were age, the use of antihypertensive medication, and body mass index. CONCLUSION Using different variable selection procedures including ML methods, NT-proBNP consistently remained the strongest blood-based predictor of incident AF and ranked before classical cardiovascular risk factors. The clinical benefit of these findings for identifying at-risk individuals for targeted AF screening needs to be elucidated and tested prospectively.
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Affiliation(s)
- Betül Toprak
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany
| | - Stephanie Brandt
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany
| | - Jan Brederecke
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany
| | - Francesco Gianfagna
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Via Rossi 9, 21100 Varese, Italy.,Mediterranea Cardiocentro, Via Orazio 2, 80122 Napoli, Italy
| | - Julie K K Vishram-Nielsen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region of Denmark, Nordre Fasanvej 57, 2000 Frederiksberg, Denmark.,Department of Cardiology, Rigshospitalet, University Hospital of Copenhagen, Blegdamsvej 9, 2100 Copenhagen, Denmark
| | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell´ Elettronica, 86077 Pozzilli, Italy
| | - Christin S Börschel
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, SE-901 87 Umeå, Sweden
| | - Ioannis Katsoularis
- Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, SE-901 87 Umeå, Sweden
| | - Stephan Camen
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany
| | - Erkki Vartiainen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, POB 30, Mannerheimintie 166, 00271 Helsinki, Finland
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell´ Elettronica, 86077 Pozzilli, Italy
| | - Jukka Kontto
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, POB 30, Mannerheimintie 166, 00271 Helsinki, Finland
| | - Martin Bobak
- Department of Epidemiology and Public Health, University College London, 1-19 Torrington Place, London, WC1E 7HB, UK
| | - Ellisiv B Mathiesen
- Brain and Circulation Research Group, Department of Clinical Medicine, UiT The Arctic University of Norway, Hansine Hansens veg 18, 9019 Tromsø, Norway
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region of Denmark, Nordre Fasanvej 57, 2000 Frederiksberg, Denmark.,Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Wolfgang Koenig
- German Heart Centre Munich, Technical University of Munich, Lazarettstraße 36, 80636 Munich, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Biedersteinerstraße 29, 80802 Munich, Germany.,Institute of Epidemiology and Medical Biometry, University of Ulm, Helmholtzstraße 22, 89081 Ulm, Germany
| | - Maja-Lisa Løchen
- Department of Community Medicine, UiT The Arctic University of Norway, Hansine Hansens veg 18, 9019 Tromsø, Norway
| | | | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell´ Elettronica, 86077 Pozzilli, Italy
| | - Kari Kuulasmaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, POB 30, Mannerheimintie 166, 00271 Helsinki, Finland
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, POB 30, Mannerheimintie 166, 00271 Helsinki, Finland
| | - Licia Iacoviello
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Via Rossi 9, 21100 Varese, Italy.,Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell´ Elettronica, 86077 Pozzilli, Italy
| | - Teemu Niiranen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, POB 30, Mannerheimintie 166, 00271 Helsinki, Finland.,Department of Medicine, Turku University Hospital and University of Turku, Kiinamyllynkatu 4-8, 20521 Turku, Finland
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany.,University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg, Martinistraße 52, 20246 Hamburg, Germany
| | - Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246 Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site, Hamburg/Kiel/Luebeck, Potsdamer Straße 58, 10785 Berlin, Germany
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7
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Knorr MS, Neyazi M, Bremer JP, Brederecke J, Ojeda FM, Ohm F, Augustin M, Blankenberg S, Kirsten N, Schnabel RB. Predicting cardiovascular risk factors from facial & full body photography using deep learning. Eur Heart J 2022. [DOI: 10.1093/eurheartj/ehac544.2780] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Introduction
The early and easy detection of pathological cardiovascular phenotypes can lead to an early medical intervention and thus slow or limit the development of cardiovascular diseases. As full body photographs are easily obtainable without the need of medical expertise, this modality holds the potential to be viable for screening of populations.
Purpose
Utilizing data from a population-based study, we examined the possibility to detect cardiovascular risk factors from total body photographs using deep learning.
Methods
A population-based cohort study was utilized. The first data release provides facial and full body photographs in dermatologic standard poses of 6500 participants (median age 62.0 years, 49.6% men) and corresponding cardiovascular risk factors. Here, we focus on the most prevalent ones: smoking status (prevalence: 19.0%), hypertension (35.3%) and diabetes (8.2%). Here we employ a 2D-Convolutional Resnet-18 Neural Network for predicting the risk factors. It receives the full body image, the facial image and age and sex as input. We compare this to a logistic regression model only including sex and age. Logistic Regression and Neural Network are employed in a 5-fold validation scheme and t-tested for significance.
Results
Our model provided a good detection of arterial hypertension (AUC 0.711, CI 0.684–0.739), while a logistic regression on age and sex yielded a significantly worse prediction (AUC 0.681, CI 0.679– 0.683, p<0.05). Additionally, it made a good detection of a positive smoking status (AUC 0.733, CI 0.711–0.754), being significantly better than a respective logistic regression on age and sex (AUC 0.598, CI 0.597–0.6, p<0.001). Lastly, it classified diabetes well (AUC 0.744, CI 0.724–0.764, p<0.001) in comparison to the logistic regression (AUC 0.681, CI 0.679–0.683, p<0.001).
Conclusion
The presence of cardiovascular risk factors can be detected from a total body photograph. As total body photographs can be easily obtained with a majority of digital cameras, including smart phones, this model represents a potentially widely applicable diagnostic tool to easily screen large parts of the population for relevant cardiovascular risk factors, making an early medical intervention possible.
Funding Acknowledgement
Type of funding sources: None.
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Affiliation(s)
- M S Knorr
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - M Neyazi
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - J P Bremer
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - J Brederecke
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - F M Ojeda
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - F Ohm
- University Medical Center Hamburg Eppendorf, Institute for Health Services Research in Dermatology and Nursing (IVDP) , Hamburg , Germany
| | - M Augustin
- University Medical Center Hamburg Eppendorf, Institute for Health Services Research in Dermatology and Nursing (IVDP) , Hamburg , Germany
| | - S Blankenberg
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
| | - N Kirsten
- University Medical Center Hamburg Eppendorf, Institute for Health Services Research in Dermatology and Nursing (IVDP) , Hamburg , Germany
| | - R B Schnabel
- University Medical Center Hamburg Eppendorf, Department of Cardiology, University Heart & Vascular Center Hamburg , Hamburg , Germany
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8
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Ohlrogge AH, Brederecke J, Ojeda FM, Pecha S, Börschel CS, Conradi L, Rimkus V, Blankenberg S, Zeller T, Schnabel RB. The Relationship Between Vitamin D and Postoperative Atrial Fibrillation: A Prospective Cohort Study. Front Nutr 2022; 9:851005. [PMID: 35619954 PMCID: PMC9127673 DOI: 10.3389/fnut.2022.851005] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 04/05/2022] [Indexed: 11/26/2022] Open
Abstract
Background and Aims The relationship between postoperative atrial fibrillation (POAF) and 25-hydroxyvitamin D [25(OH)D] concentration as well as vitamin D supplementation has been discussed controversially. The relation of pre-operative vitamin D status and POAF remains unclear. Methods and Results We analysed the risk of POAF in a prospective, observational cohort study of n = 201 patients undergoing coronary artery bypass graft surgery (CABG) with 25(OH)D concentration. The median age was 66.6 years, 15.4% were women. The median (25th/75th percentile) vitamin D concentration at baseline was 17.7 (12.6/23.7) ng/ml. During follow-up we observed 48 cases of POAF. In age, sex, and creatinine-adjusted analyses, 25(OH)D was associated with an increased risk of POAF, though with borderline statistical significance [odds ratio (OR) 1.85, 95% confidence interval (CI) 0.87–3.92, p-value 0.107], in further risk factor-adjusted analyses the results remained stable (OR 1.99, 95% CI 0.90–4.39, p-value 0.087). The subgroup with vitamin D supplementation at baseline showed an increased risk of POAF (OR 5.03, 95% CI 1.13–22.33, p-value 0.034). Conclusion In our contemporary mid-European cohort, higher 25(OH)D concentration did not show a benefit for POAF in CABG patients and may even be harmful, though with borderline statistical significance. Our data are in line with a recent randomised study in community-based adults and call for further research to determine both, the clinical impact of elevated 25(OH)D concentration and vitamin D supplementation as well as the possible underlying pathophysiological mechanisms.
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Affiliation(s)
- Amelie H Ohlrogge
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Jan Brederecke
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Simon Pecha
- German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany.,Department of Cardiovascular Surgery, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Christin S Börschel
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Lenard Conradi
- Department of Cardiovascular Surgery, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Vanessa Rimkus
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany.,University Centre of Cardiovascular Science, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Centre for Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
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9
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Camen S, Csengeri D, Geelhoed B, Niiranen T, Gianfagna F, Vishram‐Nielsen JK, Costanzo S, Söderberg S, Vartiainen E, Börschel CS, Donati MB, Løchen M, Ojeda FM, Kontto J, Mathiesen EB, Jensen S, Koenig W, Kee F, de Gaetano G, Zeller T, Jørgensen T, Tunstall‐Pedoe H, Blankenberg S, Kuulasmaa K, Linneberg A, Salomaa V, Iacoviello L, Schnabel RB. Risk Factors, Subsequent Disease Onset, and Prognostic Impact of Myocardial Infarction and Atrial Fibrillation. J Am Heart Assoc 2022; 11:e024299. [PMID: 35322680 PMCID: PMC9075452 DOI: 10.1161/jaha.121.024299] [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] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Background Although myocardial infarction (MI) and atrial fibrillation (AF) are frequent comorbidities and share common cardiovascular risk factors, the direction and strength of the association of the risk factors with disease onset, subsequent disease incidence, and mortality are not completely understood. Methods and Results In pooled multivariable Cox regression analyses, we examined temporal relations of disease onset and identified predictors of MI, AF, and all-cause mortality in 108 363 individuals (median age, 46.0 years; 48.2% men) free of MI and AF at baseline from 6 European population-based cohorts. During a maximum follow-up of 10.0 years, 3558 (3.3%) individuals were diagnosed exclusively with MI, 1922 (1.8%) with AF but no MI, and 491 (0.5%) individuals developed both MI and AF. Association of sex, systolic blood pressure, antihypertensive treatment, and diabetes appeared to be stronger with incident MI than with AF, whereas increasing age and body mass index showed a higher risk for incident AF. Total cholesterol and daily smoking were significantly related to incident MI but not AF. Combined population attributable fraction of cardiovascular risk factors was >70% for incident MI, whereas it was only 27% for AF. Subsequent MI after AF (hazard ratio [HR], 1.68; 95% CI, 1.03-2.74) and subsequent AF after MI (HR, 1.75; 95% CI, 1.31-2.34) both significantly increased overall mortality risk. Conclusions We observed different associations of cardiovascular risk factors with both diseases indicating distinct pathophysiological pathways. Subsequent diagnoses of MI and AF significantly increased mortality risk.
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Affiliation(s)
- Stephan Camen
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany,German Center for Cardiovascular Research (DZHK)Partner Site Hamburg/Kiel/LuebeckHamburgGermany
| | - Dora Csengeri
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany
| | - Bastiaan Geelhoed
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany
| | - Teemu Niiranen
- Finnish Institute for Health and WelfareHelsinkiFinland,Department of MedicineTurku University Hospital and University of TurkuTurkuFinland
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive MedicineDepartment of Medicine and SurgeryUniversity of InsubriaVareseItaly,Mediterranea CardiocentroNapoliItaly
| | - Julie K. Vishram‐Nielsen
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark,Department of Cardiology, RigshospitaletUniversity of CopenhagenCopenhagenDenmark
| | - Simona Costanzo
- Department of Epidemiology and PreventionIstituto Neurologico Mediterraneo è un Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) NeuromedPozzilliItaly
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, and Heart CentreUmeå UniversityUmeåSweden
| | | | - Christin S. Börschel
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany,German Center for Cardiovascular Research (DZHK)Partner Site Hamburg/Kiel/LuebeckHamburgGermany
| | - Maria Benedetta Donati
- Department of Epidemiology and PreventionIstituto Neurologico Mediterraneo è un Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) NeuromedPozzilliItaly
| | - Maja‐Lisa Løchen
- Department of Community MedicineUiT The Arctic University of NorwayTromsøNorway
| | - Francisco M. Ojeda
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany
| | - Jukka Kontto
- Finnish Institute for Health and WelfareHelsinkiFinland
| | - Ellisiv B. Mathiesen
- Brain and Circulation Research GroupDepartment of Clinical MedicineUiT The Arctic University of NorwayTromsøNorway,Department of NeurologyUniversity Hospital of North NorwayTromsøNorway
| | - Steen Jensen
- Department of Public Health and Clinical Medicine, and Heart CentreUmeå UniversityUmeåSweden
| | - Wolfgang Koenig
- German Heart Center MunichTechnical University of MunichMunichGermany,German Centre for Cardiovascular Research (DZHK)Partner Site Munich Heart AllianceMunichGermany,Institute of Epidemiology and Medical BiometryUniversity of UlmGermany
| | - Frank Kee
- Centre for Public Health, Queens University of BelfastBelfastUK
| | - Giovanni de Gaetano
- Department of Epidemiology and PreventionIstituto Neurologico Mediterraneo è un Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) NeuromedPozzilliItaly
| | - Tanja Zeller
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany,German Center for Cardiovascular Research (DZHK)Partner Site Hamburg/Kiel/LuebeckHamburgGermany
| | - Torben Jørgensen
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark,Department of Public HealthFaculty of Health and Medical SciencesUniversity of CopenhagenCopenhagenDenmark
| | - Hugh Tunstall‐Pedoe
- Cardiovascular Epidemiology UnitInstitute of Cardiovascular ResearchUniversity of DundeeDundeeUK
| | - Stefan Blankenberg
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany,German Center for Cardiovascular Research (DZHK)Partner Site Hamburg/Kiel/LuebeckHamburgGermany
| | | | - Allan Linneberg
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark,Department of Clinical MedicineFaculty of Health and Medical SciencesUniversity of CopenhagenCopenhagenDenmark
| | | | - Licia Iacoviello
- Research Center in Epidemiology and Preventive MedicineDepartment of Medicine and SurgeryUniversity of InsubriaVareseItaly,Department of Epidemiology and PreventionIstituto Neurologico Mediterraneo è un Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) NeuromedPozzilliItaly
| | - Renate B. Schnabel
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg‐EppendorfHamburgGermany,German Center for Cardiovascular Research (DZHK)Partner Site Hamburg/Kiel/LuebeckHamburgGermany
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10
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Schrage B, Rübsamen N, Ojeda FM, Thorand B, Peters A, Koenig W, Söderberg S, Söderberg M, Mathiesen EB, Njølstad I, Kee F, Linneberg A, Kuulasmaa K, Tarja P, Salomaa V, Blankenberg S, Zeller T, Karakas M. Association of iron deficiency with incident cardiovascular diseases and mortality in the general population. ESC Heart Fail 2021; 8:4584-4592. [PMID: 34610649 PMCID: PMC8712835 DOI: 10.1002/ehf2.13589] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 08/09/2021] [Accepted: 08/19/2021] [Indexed: 12/13/2022] Open
Abstract
Aims Although absolute (AID) and functional iron deficiency (FID) are known risk factors for patients with cardiovascular (CV) disease, their relevance for the general population is unknown. The aim was to assess the association between AID/FID with incident CV disease and mortality in the general population. Methods and results In 12 164 individuals from three European population‐based cohorts, AID was defined as ferritin < 100 μg/L or as ferritin < 30 μg/L (severe AID), and FID was defined as ferritin < 100 μg/L or ferritin 100–299 μg/L and transferrin saturation < 20%. The association between iron deficiency and incident coronary heart disease (CHD), CV mortality, and all‐cause mortality was evaluated by Cox regression models. Population attributable fraction (PAF) was estimated. Median age was 59 (45–68) years; 45.2% were male. AID, severe AID, and FID were prevalent in 60.0%, 16.4%, and 64.3% of individuals. AID was associated with CHD [hazard ratio (HR) 1.20, 95% confidence interval (CI) 1.04–1.39, P = 0.01], but not with mortality. Severe AID was associated with all‐cause mortality (HR 1.28, 95% CI 1.12–1.46, P < 0.01), but not with CV mortality/CHD. FID was associated with CHD (HR 1.24, 95% CI 1.07–1.43, P < 0.01), CV mortality (HR 1.26, 95% CI 1.03–1.54, P = 0.03), and all‐cause mortality (HR 1.12, 95% CI 1.01–1.24, P = 0.03). Overall, 5.4% of all deaths, 11.7% of all CV deaths, and 10.7% of CHD were attributable to FID. Conclusions In the general population, FID was highly prevalent, was associated with incident CHD, CV death, and all‐cause death, and had the highest PAF for these events, whereas AID was only associated with CHD and severe AID only with all‐cause mortality. This indicates that FID is a relevant risk factor for CV diseases in the general population.
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Affiliation(s)
- Benedikt Schrage
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
| | - Nicole Rübsamen
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health (GmbH), Neuherberg, Germany
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health (GmbH), Neuherberg, Germany.,DZHK (German Center for Cardiovascular Research), partner site Munich, Munich, Germany
| | - Wolfgang Koenig
- DZHK (German Center for Cardiovascular Research), partner site Munich, Munich, Germany.,Deutsches Herzzentrum München, Technische Universität München, Munich, Germany.,Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Umeå, Sweden
| | - Maja Söderberg
- Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Umeå, Sweden
| | - Ellisiv B Mathiesen
- Department of Community Medicine, University of Tromsø The Arctic University of Norway, Tromsø, Norway
| | - Inger Njølstad
- Department of Community Medicine, University of Tromsø The Arctic University of Norway, Tromsø, Norway
| | - Frank Kee
- Centre for Public Health, Queens University of Belfast, Belfast, UK
| | - Allan Linneberg
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.,Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Palosaari Tarja
- National Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
| | - Mahir Karakas
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Hamburg, Germany
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11
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Morseth B, Geelhoed B, Linneberg A, Johansson L, Kuulasmaa K, Salomaa V, Iacoviello L, Costanzo S, Söderberg S, Niiranen TJ, Vishram-Nielsen JKK, Njølstad I, Wilsgaard T, Mathiesen EB, Løchen ML, Zeller T, Blankenberg S, Ojeda FM, Schnabel RB. Age-specific atrial fibrillation incidence, attributable risk factors and risk of stroke and mortality: results from the MORGAM Consortium. Open Heart 2021; 8:openhrt-2021-001624. [PMID: 34341095 PMCID: PMC8330568 DOI: 10.1136/openhrt-2021-001624] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [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: 02/13/2021] [Accepted: 07/13/2021] [Indexed: 12/01/2022] Open
Abstract
Background The main aim was to examine age-specific risk factor associations with incident atrial fibrillation (AF) and their attributable fraction in a large European cohort. Additionally, we aimed to examine risk of stroke and mortality in relation to new-onset AF across age. Methods We used individual-level data (n=66 951, 49.1% men, age range 40–98 years at baseline) from five European cohorts of the MOnica Risk, Genetics, Archiving and Monograph Consortium. The participants were followed for incident AF for up to 10 years and the association with modifiable risk factors from the baseline examinations (body mass index (BMI), hypertension, diabetes, daily smoking, alcohol consumption and history of stroke and myocardial infarction (MI)) was examined. Additionally, the participants were followed up for incident stroke and all-cause mortality after new-onset AF. Results AF incidence increased from 0.9 per 1000 person-years at baseline age 40–49 years, to 17.7 at baseline age ≥70 years. Multivariable-adjusted Cox models showed that higher BMI, hypertension, high alcohol consumption and a history of stroke or MI were associated with increased risk of AF across age groups (p<0.05). Between 30% and 40% of the AF risk could be attributed to BMI, hypertension and a history of stroke or MI. New-onset AF was associated with a twofold increase in risk of stroke and death at ages≥70 years (p≤0.001). Conclusion In this large European cohort aged 40 years and above, risk of AF was largely attributed to BMI, high alcohol consumption and a history MI or stroke from middle age. Thus, preventive measures for AF should target risk factors such as obesity and hypertension from early age and continue throughout life.
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Affiliation(s)
- Bente Morseth
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø, Norway
| | - Bastiaan Geelhoed
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark.,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Lars Johansson
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Kari Kuulasmaa
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy.,Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Teemu J Niiranen
- Department of Public Health Solutions, Finnish Institute for Health and Welfare, Helsinki, Finland.,Department of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Julie K K Vishram-Nielsen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark.,Department of Cardiology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Inger Njølstad
- Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Tom Wilsgaard
- Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Ellisiv B Mathiesen
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway.,Department of Neurology, University Hospital of North Norway, Tromsø, Norway
| | - Maja-Lisa Løchen
- Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
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12
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Schnabel RB, Magnussen C, Schulz A, Ojeda FM, Schmitt VH, Arnold N, Sinning CR, Beutel ME, Schmidtmann I, Pfeiffer N, Leuschner A, Lackner KJ, Gori T, Benjamin EJ, Binder H, Wild PS, Blankenberg S, Münzel T. Noninvasive peripheral vascular function, incident cardiovascular disease, and mortality in the general population. Cardiovasc Res 2021; 118:904-912. [PMID: 33724298 PMCID: PMC8859627 DOI: 10.1093/cvr/cvab087] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [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] [Received: 07/06/2020] [Revised: 09/04/2020] [Accepted: 03/11/2021] [Indexed: 11/30/2022] Open
Abstract
Aims Evidence suggests that peripheral vascular function is related to cardiovascular disease (CVD) and mortality. We evaluated the associations of non-invasive measures of flow-mediated dilatation and peripheral arterial tonometry with incident CVD and mortality. Methods and results In a post-hoc analysis of the community-based Gutenberg Health Study, median age 55 years (25th/75th percentile 46/65) and 49.5% women, we measured brachial artery flow-mediated dilatation (N=12 599) and fingertip peripheral arterial tonometry (N=11 125). After a follow-up of up to 11.7 years, we observed 595 incident CVD events, 106 cardiac deaths, and 860 deaths in total. Survival curves showed decreased event-free survival with higher mean brachial artery diameter and baseline pulse amplitude and better survival with higher mean flow-mediated dilatation and peripheral arterial tonometry ratio (all Plog rank <0.05). In multivariable-adjusted Cox regression analyses only baseline pulse amplitude was inversely related to mortality [hazard ratio (HR) per standard deviation increase, 0.86, 95% confidence interval (95% CI), 0.79–0.94; P=0.0009]. After exclusion of individuals with prevalent CVD the association was no longer statistically significant in multivariable-adjusted models (HR 0.91, 95% CI 0.81–1.02; P=0.11). None of the vascular variables substantially increased the C-index of a model comprising clinical risk factors. Conclusions In our cohort, non-invasive measures of peripheral vascular structure and function did not reveal clinically relevant associations with incident CVD or mortality. Whether determination of pulse amplitude by peripheral arterial tonometry improves clinical decision-making in primary prevention needs to be demonstrated.
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Affiliation(s)
- Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Center Hamburg, Germany (RBS, CM, FMO, CRS, SB).,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Luebeck (RBS, CM, CRS, SB)
| | - Christina Magnussen
- Department of Cardiology, University Heart and Vascular Center Hamburg, Germany (RBS, CM, FMO, CRS, SB).,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Luebeck (RBS, CM, CRS, SB)
| | - Andreas Schulz
- Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center Mainz, Germany (AS, PSW)
| | - Francisco M Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, Germany (RBS, CM, FMO, CRS, SB)
| | - Volker H Schmitt
- Center for Thrombosis and Hemostasis, University Medical Center Mainz, Germany (PSW); Center for Cardiology-, Cardiology I (VHS, NA, AL, TG, TM).,Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center Mainz, Germany (AS, PSW)
| | - Natalie Arnold
- Center for Thrombosis and Hemostasis, University Medical Center Mainz, Germany (PSW); Center for Cardiology-, Cardiology I (VHS, NA, AL, TG, TM)
| | - Christoph R Sinning
- Department of Cardiology, University Heart and Vascular Center Hamburg, Germany (RBS, CM, FMO, CRS, SB).,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Luebeck (RBS, CM, CRS, SB)
| | - Manfred E Beutel
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Mainz, Germany (MEB)
| | - Irene Schmidtmann
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center Mainz, Germany (HB, IS)
| | - Norbert Pfeiffer
- Department of Ophthalmology, University Medical Center Mainz, Germany (NP)
| | - Anja Leuschner
- Center for Thrombosis and Hemostasis, University Medical Center Mainz, Germany (PSW); Center for Cardiology-, Cardiology I (VHS, NA, AL, TG, TM)
| | - Karl J Lackner
- German Center for Cardiovascular Research (DZHK) (VHS, KJL, TG, PSW, TM).,Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center Mainz, Germany (KJL)
| | - Tommaso Gori
- Center for Thrombosis and Hemostasis, University Medical Center Mainz, Germany (PSW); Center for Cardiology-, Cardiology I (VHS, NA, AL, TG, TM).,German Center for Cardiovascular Research (DZHK) (VHS, KJL, TG, PSW, TM)
| | - Emelia J Benjamin
- NHLBI's and Boston University's Framingham Study, Framingham, MA, Epidemiology Department, School of Public Health, Boston University, Boston, MA.,Whitaker Cardiovascular Institute, Evans Memorial Medicine Department, and Sections of Cardiology, and Preventive Medicine, Boston University School of Medicine, Boston, MA (EJB)
| | - Harald Binder
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center Mainz, Germany (HB, IS)
| | - Philipp S Wild
- Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center Mainz, Germany (AS, PSW).,German Center for Cardiovascular Research (DZHK) (VHS, KJL, TG, PSW, TM)
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, Germany (RBS, CM, FMO, CRS, SB).,German Center for Cardiovascular Research (DZHK), partner site Hamburg/Kiel/Luebeck (RBS, CM, CRS, SB)
| | - Thomas Münzel
- Center for Thrombosis and Hemostasis, University Medical Center Mainz, Germany (PSW); Center for Cardiology-, Cardiology I (VHS, NA, AL, TG, TM).,German Center for Cardiovascular Research (DZHK) (VHS, KJL, TG, PSW, TM)
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13
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Cavus E, Karakas M, Ojeda FM, Kontto J, Veronesi G, Ferrario MM, Linneberg A, Jørgensen T, Meisinger C, Thorand B, Iacoviello L, Börnigen D, Woodward M, Schnabel R, Costanzo S, Tunstall-Pedoe H, Koenig W, Kuulasmaa K, Salomaa V, Blankenberg S, Zeller T. Association of Circulating Metabolites With Risk of Coronary Heart Disease in a European Population: Results From the Biomarkers for Cardiovascular Risk Assessment in Europe (BiomarCaRE) Consortium. JAMA Cardiol 2020; 4:1270-1279. [PMID: 31664431 DOI: 10.1001/jamacardio.2019.4130] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [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] [Indexed: 12/26/2022]
Abstract
Importance Risk stratification for coronary heart disease (CHD) remains challenging because of the complex causative mechanism of the disease. Metabolomic profiling offers the potential to detect new biomarkers and improve CHD risk assessment. Objective To evaluate the association between circulating metabolites and incident CHD in a large European cohort. Design, Setting, and Participants This population-based study used the Biomarkers for Cardiovascular Risk Assessment in Europe (BiomarCaRE) case-cohort to measure circulating metabolites using a targeted approach in serum samples from 10 741 individuals without prevalent CHD. The cohort consisted of a weighted, random subcohort of the original cohort of more than 70 000 individuals. The case-cohort design was applied to 6 European cohorts: FINRISK97 (Finland), Monitoring of Trends and Determinants in Cardiovascular Diseases/Cooperative Health Research in the Region of Augsburg (MONICA/KORA; Germany), MONICA-Brianza and Moli-sani (Italy), DanMONICA (Denmark), and the Scottish Heart Health Extended Cohort (United Kingdom). Main Outcomes and Measures Associations with time to CHD onset were assessed individually by applying weighted and adjusted Cox proportional hazard models. The association of metabolites with CHD onset was examined by C indices. Results In 10 741 individuals (4157 women [38.7%]; median [interquartile range] age, 56.5 [49.2-62.2] years), 2166 incident CHD events (20.2%) occurred over a median (interquartile range) follow-up time of 9.2 (4.5-15.0) years. Among the 141 metabolites analyzed, 24 were significantly associated with incident CHD at a nominal P value of .05, including phosphatidylcholines (PCs), lysoPCs, amino acids, and sphingolipids. Five PCs remained significant after correction for multiple testing: acyl-alkyl-PC C40:6 (hazard ratio [HR], 1.13 [95% CI, 1.07-1.18]), diacyl-PC C40:6 (HR, 1.10 [95% CI, 1.04-1.15]), acyl-alkyl-PC C38:6 (HR, 1.11 [95% CI, 1.05-1.16]), diacyl-PC C38:6 (HR, 1.09 [95% CI, 1.04-1.14]) and diacyl-PC C38:5 (HR, 1.10 [95% CI, 1.05-1.16]). Lower levels of these metabolites were associated with increased risk of incident CHD. The strength of the associations competes with those of classic risk factors (C statistics: acyl-alkyl-PC C40:6, 0.756 [95% CI, 0.738-0.774], diacyl-PC C40:6, 0.754 [95% CI, 0.736-0.772], acyl-alkyl-PC C38:6, 0.755 [95% CI, 0.736-0.773], diacyl-PC C38:6, 0.754 [95% CI, 0.736-0.772]), diacyl-PC C38:5, 0.754 [95% CI, 0.736-0.772]). Adding metabolites to a base risk model including classic risk factors high-sensitivity C-reactive protein and high-sensitivity troponin I did not improve discrimination by C statistics. Conclusions and Relevance Five PCs were significantly associated with increased risk of incident CHD and showed comparable discrimination with individual classic risk factors. Although these metabolites do not improve CHD risk assessment beyond that of classic risk factors, these findings hold promise for an improved understanding of the pathophysiology of CHD.
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Affiliation(s)
- Ersin Cavus
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Mahir Karakas
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Jukka Kontto
- National Institute for Health and Welfare, Helsinki, Finland
| | - Giovanni Veronesi
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Marco Mario Ferrario
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Allan Linneberg
- Center for Clinical Research and Prevention, the Capital Region of Denmark, Copenhagen, Denmark.,Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark.,Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Torben Jørgensen
- Center for Clinical Research and Prevention, the Capital Region of Denmark, Copenhagen, Denmark.,Department of Public Health, Faculty of Health and Medical Science, University of Copenhagen, Denmark.,Faculty of Medicine, Aalborg University, Aalborg, Denmark
| | - Christa Meisinger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health GmbH, Neuherberg, Germany.,Department of Epidemiology, University Center for Health Sciences at the Klinikum Augsburg (UNIKA-T), Ludwig-Maximilians-Universität München, Augsburg, Germany
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health GmbH, Neuherberg, Germany
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy.,Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Daniela Börnigen
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Mark Woodward
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, United Kingdom.,The George Institute for Global Health, University of Oxford, Oxford, United Kingdom.,The George Institute for Global Health, University of New South Wales, Sydney, Australia
| | - Renate Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, United Kingdom
| | - Wolfgang Koenig
- Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany.,Deutsches Herzzentrum München, Technische Universität München, Munich, Germany.,German Center for Cardiovascular Research, Partner Site Munich Heart Alliance, Munich, Germany
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
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14
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Schrage B, Geelhoed B, Niiranen TJ, Gianfagna F, Vishram‐Nielsen JKK, Costanzo S, Söderberg S, Ojeda FM, Vartiainen E, Donati MB, Magnussen C, Di Castelnuovo A, Camen S, Kontto J, Koenig W, Blankenberg S, de Gaetano G, Linneberg A, Jørgensen T, Zeller T, Kuulasmaa K, Tunstall‐Pedoe H, Hughes M, Iacoviello L, Salomaa V, Schnabel RB. Comparison of Cardiovascular Risk Factors in European Population Cohorts for Predicting Atrial Fibrillation and Heart Failure, Their Subsequent Onset, and Death. J Am Heart Assoc 2020; 9:e015218. [PMID: 32351154 PMCID: PMC7428582 DOI: 10.1161/jaha.119.015218] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Background Differences in risk factors for atrial fibrillation (AF) and heart failure (HF) are incompletely understood. Aim of this study was to understand whether risk factors and biomarkers show different associations with incident AF and HF and to investigate predictors of subsequent onset and mortality. Methods and Results In N=58 693 individuals free of AF/HF from 5 population‐based European cohorts, Cox regressions were used to find predictors for AF, HF, subsequent onset, and mortality. Differences between associations were estimated using bootstrapping. Median follow‐up time was 13.8 years, with a mortality of 15.7%. AF and HF occurred in 5.0% and 5.4% of the participants, respectively, with 1.8% showing subsequent onset. Age, male sex, myocardial infarction, body mass index, and NT‐proBNP (N‐terminal pro‐B‐type natriuretic peptide) showed similar associations with both diseases. Antihypertensive medication and smoking were stronger predictors of HF than AF. Cholesterol, diabetes mellitus, and hsCRP (high‐sensitivity C‐reactive protein) were associated with HF, but not with AF. No variable was exclusively associated with AF. Population‐attributable risks were higher for HF (75.6%) than for AF (30.9%). Age, male sex, body mass index, diabetes mellitus, and NT‐proBNP were associated with subsequent onset, which was associated with the highest all‐cause mortality risk. Conclusions Common risk factors and biomarkers showed different associations with AF and HF, and explained a higher proportion of HF than AF risk. As the subsequent onset of both diseases was strongly associated with mortality, prevention needs to be rigorously addressed and remains challenging, as conventional risk factors explained only 31% of AF risk.
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Affiliation(s)
- Benedikt Schrage
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
| | - Bastiaan Geelhoed
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
| | - Teemu J. Niiranen
- Division of MedicineTurku University Hospital and University of TurkuTurkuFinland
- National Institute for Health and WelfareHelsinkiFinland
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive MedicineDepartment of Medicine and SurgeryUniversity of InsubriaVareseItaly
- Mediterranea CardiocentroNapoliItaly
| | - Julie K. K. Vishram‐Nielsen
- Center for Cardiac, Vascular, Pulmonary and Infectious DiseasesRigshospitaletUniversity Hospital of CopenhagenDenmark
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark
| | - Simona Costanzo
- Department of Epidemiology and PreventionIRCCS NeuromedPozzilli (IS)Italy
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, and Heart CentreUmeå UniversityUmeåSweden
| | - Francisco M. Ojeda
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
| | | | | | - Christina Magnussen
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
| | | | - Stephan Camen
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
| | - Jukka Kontto
- National Institute for Health and WelfareHelsinkiFinland
| | - Wolfgang Koenig
- Deutsches Herzzentrum MünchenTechnische Universität MünchenGermany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart AllianceMunichGermany
- Institute of Epidemiology and Medical BiometryUniversity of UlmGermany
| | - Stefan Blankenberg
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
| | | | - Allan Linneberg
- Department of Clinical MedicineFaculty of Health and Medical SciencesUniversity of CopenhagenDenmark
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark
| | - Torben Jørgensen
- Center for Clinical Research and PreventionBispebjerg and Frederiksberg HospitalThe Capital Region of DenmarkCopenhagenDenmark
| | - Tanja Zeller
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
| | - Kari Kuulasmaa
- National Institute for Health and WelfareHelsinkiFinland
| | - Hugh Tunstall‐Pedoe
- Cardiovascular Epidemiology UnitInstitute of Cardiovascular ResearchUniversity of DundeeUnited Kingdom
| | - Maria Hughes
- Centre of Excellence for Public HealthQueen′s University Belfast,BelfastNorthern Ireland
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive MedicineDepartment of Medicine and SurgeryUniversity of InsubriaVareseItaly
- Department of Epidemiology and PreventionIRCCS NeuromedPozzilli (IS)Italy
| | - Veikko Salomaa
- National Institute for Health and WelfareHelsinkiFinland
| | - Renate B. Schnabel
- Department of CardiologyUniversity Heart and Vascular Center HamburgHamburgGermany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/LuebeckGermany
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15
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Gross T, Lindner D, Ojeda FM, Blankenberg S, Reichenspurner H, Westermann D, Girdauskas E. P6498Linkage analysis of transvalvular flow patterns, histopathology and target gene expression in aortic valve disease. Eur Heart J 2019. [DOI: 10.1093/eurheartj/ehz746.1088] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Objectives
Recent studies have shown that shear stress can alter the integrity and gene expression of the aortic wall. We aim to analyze the link between jet dynamic, histological alterations, and gene expression patterns of the proximal aorta in patients with aortic valve disease.
Methods
We prospectively identified a total of 139 consecutive patients who were referred for aortic valve replacement (AVR) from January 2012 through December 2015. All patients underwent pre-operative MRI assessment to determine the maximal shear stress area of the proximal aorta. Depending of the aorta diameter we subdivided our study population in three subgroup (i.e., patients with a diameter ≤40mm, 41–49mm and ≥50mm). Based on the MRI results, two aortic wall tissue samples were collected during surgery. One sample were acquired from an area of low wall shear stress (WSS) and the second from the area of maximal WSS. The samples were graded in seven histopathologic features.
For RNA isolation the tissue was disrupted using a Tissue Lyser II (Qiagen). For the gene expression analysis of h18S, hCCL2, hCOL1A1, hVCAM1, and hELN reverse transcription of RNA was carried out using the High-capacity cDNA kit (life-technologies,USA). Therefore, 125 ng total RNA from tissue samples were reversely transcribed into cDNA.
Results
Regardless of the aortic valve functional lesion (i.e., stenosis or regurgitation), the maximal area of WSS was in the major curvature of the proximal aorta (73%, n=102). We observed that in both tissue samples just the orientation of vascular smooth muscle cell was strongly related to the diameter of the ascending aorta (p=0.004 vs. p=0.0032). In the whole study population any significant correlation was found between maximal cross-sectional aortic diameter and genes expression. However, in the subgroup analysis we identified that the tissue samples who were exposed to higher wall shear stress and presented a diameter ≥50mm, showed a statically significant gene over-expresion of COL1A1 (p=0.041) and ELN (p=0.01). In the tissue samples with a low WSS we also identified a significant over-expression of CCL2 (p=0.005) and COL1A1 (p=0.01).
Conclusions
Tissue samples from the slow WSS area with a proximal aortic diameter ≥50mm presented elevated levels of inflammatory response genes (i.e, CCL2). On the other hand, samples that were exposed to higher WSS demonstrated more relation to changes in the architecture of the connective fibres (i.e., elastin and collagen).
Acknowledgement/Funding
None
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Affiliation(s)
- T Gross
- University Heart Center Hamburg, Hamburg, Germany
| | - D Lindner
- University Heart Center Hamburg, Hamburg, Germany
| | - F M Ojeda
- University Heart Center Hamburg, Hamburg, Germany
| | | | | | - D Westermann
- University Heart Center Hamburg, Hamburg, Germany
| | - E Girdauskas
- University Heart Center Hamburg, Hamburg, Germany
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16
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Magnussen C, Ruebsamen N, Ojeda FM, Rybczynski M, Kobashigawa J, Reichenspurner H, Bernhardt AM, Schnabel RB. Sex differences in preformed panel-reactive antibody levels and outcomes in patients undergoing heart transplantation. Clin Transplant 2019; 33:e13572. [PMID: 31012162 DOI: 10.1111/ctr.13572] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Revised: 03/31/2019] [Accepted: 04/02/2019] [Indexed: 11/30/2022]
Abstract
BACKGROUND Sex differences in panel-reactive antibody (PRA) levels in heart transplant recipients and their association with transplant-related outcomes are mostly unknown. METHODS In 20 181 (24.7% women) first-time heart transplant recipients included from July 2004 to March 2015 in the prospective Organ Procurement and Transplantation Network (OPTN), we studied sex differences in most recent (mr) and peak (p)PRA and outcomes (graft failure, rejection, cardiac allograft vasculopathy [CAV], retransplantation, and mortality). Median follow-up (all-cause mortality) was 6 years. Analyses are based on OPTN data (March 6, 2017). RESULTS MrPRA levels were associated with all-cause mortality (hazard ratio, 95% confidence interval: class I 1.03, 1.01-1.04, P < 0.001) and acute rejection (class II 1.08, 1.03-1.14, P = 0.0044). PPRA levels were associated with all-cause mortality (class I 1.02, 1.00-1.04, P = 0.015) and CAV (class II 1.03, 1.01-1.06, P = 0.020). Sex interactions were seen for the association of pPRA and graft failure with a higher risk in women, and for pPRA and CAV with a higher risk in men. CONCLUSIONS PRA were associated with different transplant-related outcomes in both sexes. However, women with elevated pPRA were shown to be at higher risk for graft failure, whereas higher levels of pPRA were more hazardous for men in developing CAV.
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Affiliation(s)
- Christina Magnussen
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), Hamburg/Kiel/Luebeck, Germany
| | - Nicole Ruebsamen
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Meike Rybczynski
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | | | - Hermann Reichenspurner
- DZHK (German Center for Cardiovascular Research), Hamburg/Kiel/Luebeck, Germany.,Department of Cardiovascular Surgery, University Heart Center Hamburg, Hamburg, Germany
| | - Alexander M Bernhardt
- Department of Cardiovascular Surgery, University Heart Center Hamburg, Hamburg, Germany
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,DZHK (German Center for Cardiovascular Research), Hamburg/Kiel/Luebeck, Germany
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17
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Camen S, Ojeda FM, Niiranen T, Gianfagna F, Soderberg S, Lochen ML, Kee F, Blankenberg S, Joergensen T, Zeller T, Kuulasmaa K, Linneberg A, Salomaa V, Iacoviello L, Schnabel R. P1000Temporal relations between atrial fibrillation and ischemic stroke and their prognostic impact on mortality. Eur Heart J 2018. [DOI: 10.1093/eurheartj/ehy564.p1000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- S Camen
- University Heart Center Hamburg, Hamburg, Germany
| | - F M Ojeda
- University Heart Center Hamburg, Hamburg, Germany
| | - T Niiranen
- Framingham Heart Study, Framingham, United States of America
| | | | | | - M L Lochen
- UiT The Arctic University of Norway, Tromso, Norway
| | - F Kee
- Queen's University of Belfast, Belfast, United Kingdom
| | | | - T Joergensen
- Bispebjerg and Frederiksberg Hospital, Center for Clinical Research and Prevention, Copenhagen, Denmark
| | - T Zeller
- University Heart Center Hamburg, Hamburg, Germany
| | - K Kuulasmaa
- National Institute for Health and Welfare (THL), Helsinki, Finland
| | - A Linneberg
- Bispebjerg and Frederiksberg Hospital, Center for Clinical Research and Prevention, Copenhagen, Denmark
| | - V Salomaa
- National Institute for Health and Welfare (THL), Helsinki, Finland
| | | | - R Schnabel
- University Heart Center Hamburg, Hamburg, Germany
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18
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Schnabel RB, Pecen L, Rzayeva N, Lucerna M, Purmah Y, Ojeda FM, De Caterina R, Kirchhof P. Symptom Burden of Atrial Fibrillation and Its Relation to Interventions and Outcome in Europe. J Am Heart Assoc 2018; 7:JAHA.117.007559. [PMID: 29776959 PMCID: PMC6015366 DOI: 10.1161/jaha.117.007559] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [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: 11/16/2022]
Abstract
Background Little is known about the association of atrial fibrillation symptom burden with quality of life and outcomes. Methods and Results In the Prevention of Thromboembolic Events–European Registry in Atrial Fibrillation (n=6196 patients with atrial fibrillation; mean±SD age, 71.8±10.4 years; 39.7% women), we assessed European Heart Rhythm Association score symptoms and calculated correlations with the standardized health status questionnaire (EQ‐5D‐5L). Patients were followed up for atrial fibrillation therapies and outcomes (stroke/transient ischemic attack/arterial thromboembolism, coronary events, heart failure, and major bleeding) over 1 year. Most individuals (92%) experienced symptoms. Correlations with health status and quality of life were modest. In multivariable‐adjusted regression models, the dichotomized European Heart Rhythm Association score (intermediate/frequent versus never/occasional symptoms) was associated with cardioversions (odds ratio [OR], 1.21; 95% confidence interval [CI], 1.01–1.45) and catheter ablation (OR, 1.97; 95% CI, 1.44–2.69), and inversely related with heart rate control (OR, 0.80; 95% CI, 0.70–0.92) and heart failure incidence (OR, 1.65; 95% CI, 1.16–2.34). Anxiety was inversely related with stroke/transient ischemic attack/arterial thromboembolism (OR, 0.55; 95% CI, 0.32–0.93), whereas chest pain related positively with coronary events (OR, 2.45; 95% CI, 1.42–4.22). Fatigue (OR, 1.84; 95% CI, 1.30–2.60), dyspnea (OR, 2.33; 95% CI, 1.63–3.33), and anxiety (OR, 1.72; 95% CI, 1.16–2.55) were associated with heart failure incidence. Palpitations were positively associated with cardioversion (OR, 1.32; 95% CI, 1.08–1.61) and ablation therapy (OR, 2.02; 95% CI, 1.48–2.76). Conclusions A higher symptom burden, in particular palpitations, predicted interventions to restore sinus rhythm. The score itself had limited predictive value, but its individual components were related to different and specific clinical events, and may thus be helpful to target patient management.
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Affiliation(s)
- Renate B Schnabel
- University Heart Center Hamburg Eppendorf, Hamburg, Germany .,German Center for Cardiovascular Research partner site, Hamburg/Kiel/Lübeck, Germany
| | - Ladislav Pecen
- Medical Faculty Pilsen of Charles University, Prague, Czech Republic
| | - Nargiz Rzayeva
- University Heart Center Hamburg Eppendorf, Hamburg, Germany.,German Center for Cardiovascular Research partner site, Hamburg/Kiel/Lübeck, Germany
| | | | - Yanish Purmah
- Institute of Cardiovascular Sciences, University of Birmingham, United Kingdom.,Sandwell and West Birmingham Hospitals (SWBH) and University Hospitals Birmingham (UHB) NHS Trust, Birmingham, United Kingdom
| | - Francisco M Ojeda
- University Heart Center Hamburg Eppendorf, Hamburg, Germany.,German Center for Cardiovascular Research partner site, Hamburg/Kiel/Lübeck, Germany
| | | | - Paulus Kirchhof
- Institute of Cardiovascular Sciences, University of Birmingham, United Kingdom.,Sandwell and West Birmingham Hospitals (SWBH) and University Hospitals Birmingham (UHB) NHS Trust, Birmingham, United Kingdom
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19
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Magnussen C, Ojeda FM, Schnabel RB. Response by Magnussen et al to Letter Regarding Article, "Sex Differences and Similarities in Atrial Fibrillation Epidemiology, Risk Factors, and Mortality in Community Cohorts: Results From the BiomarCaRE Consortium (Biomarker for Cardiovascular Risk Assessment in Europe)". Circulation 2018; 137:2087-2088. [PMID: 29735597 DOI: 10.1161/circulationaha.118.033968] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Christina Magnussen
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., R.B.S.).,German Center for Cardiovascular Research, partner site Hamburg/Kiel/Luebeck, Germany (C.M., R.B.S.)
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., R.B.S.)
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., R.B.S.).,German Center for Cardiovascular Research, partner site Hamburg/Kiel/Luebeck, Germany (C.M., R.B.S.)
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20
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B Schnabel R, Pecen L, Engler D, Lucerna M, Sellal JM, Ojeda FM, De Caterina R, Kirchhof P. Atrial fibrillation patterns are associated with arrhythmia progression and clinical outcomes. Heart 2018; 104:1608-1614. [PMID: 29550771 DOI: 10.1136/heartjnl-2017-312569] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [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: 10/19/2017] [Revised: 02/26/2018] [Accepted: 02/26/2018] [Indexed: 11/03/2022] Open
Abstract
OBJECTIVES Determinants of atrial fibrillation (AF) patterns and of progression of earlier forms to permanent AF, and their relationship with outcome are still poorly understood. METHODS We examined AF patterns (paroxysmal, persistent and permanent), rate and predictors of AF progression, and outcomes in the PREFER (PREvention oF thromboembolic events-European Registry) in AF. The primary analysis was performed in the PREFER in AF prolongation dataset (n=3223 patients with AF with a complete 1-year follow-up, mean age 72±9 years, 40% women). Sensitivity analyses were performed using the PREFER in the AF study (n=6390 patients). RESULTS AF progressed to more persistent types in 506 patients (17%). Permanent AF was associated with development of heart failure at 1 year (OR 1.80, 95% CI 1.06 to 3.07, p=0.03) compared with paroxysmal AF, which was confirmed in the entire cohort. In multivariable-adjusted models, sinus rhythm at baseline, AF duration, cardioversion, hyperthyroidism, valvular heart disease, diabetes mellitus and heart failure were predictors of AF progression (area under the receiver operating characteristic curve 0.60, 95% CI 0.57 to 0.63). Results were similar when we restricted analyses to patients with AF duration <1 year. AF progression showed an association with coronary events over 1 year (OR 2.27, 95% CI 1.22 to 4.19, p=0.0074). CONCLUSIONS Permanent AF at baseline was associated with incident heart failure. A substantial proportion of well-managed patients with AF showed AF progression over 1 year. AF progression itself was not strongly related to outcome and may indicate the need to refine the current classification of AF types to enhance clinical utility.
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Affiliation(s)
- Renate B Schnabel
- University Heart Center Hamburg Eppendorf, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck (RBS, DE, FMO), Berlin, Germany
| | - Ladislav Pecen
- Medical Faculty Pilsen of Charles University, Pilsen, Czech Republic
| | - Daniel Engler
- University Heart Center Hamburg Eppendorf, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck (RBS, DE, FMO), Berlin, Germany
| | | | - Jean Marc Sellal
- Departement de Cardiologie, Centre Hospitalier Universitaire de Nancy, Nancy, France
| | - Francisco M Ojeda
- University Heart Center Hamburg Eppendorf, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck (RBS, DE, FMO), Berlin, Germany
| | | | - Paulus Kirchhof
- University of Birmingham SWBH, Birmingham, UK.,UHB NHS Trust, Birmingham, UK
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21
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Magnussen C, Niiranen TJ, Ojeda FM, Gianfagna F, Blankenberg S, Njølstad I, Vartiainen E, Sans S, Pasterkamp G, Hughes M, Costanzo S, Donati MB, Jousilahti P, Linneberg A, Palosaari T, de Gaetano G, Bobak M, den Ruijter HM, Mathiesen E, Jørgensen T, Söderberg S, Kuulasmaa K, Zeller T, Iacoviello L, Salomaa V, Schnabel RB. Sex Differences and Similarities in Atrial Fibrillation Epidemiology, Risk Factors, and Mortality in Community Cohorts: Results From the BiomarCaRE Consortium (Biomarker for Cardiovascular Risk Assessment in Europe). Circulation 2017; 136:1588-1597. [PMID: 29038167 DOI: 10.1161/circulationaha.117.028981] [Citation(s) in RCA: 259] [Impact Index Per Article: 37.0] [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: 04/18/2017] [Accepted: 08/10/2017] [Indexed: 02/02/2023]
Abstract
BACKGROUND Atrial fibrillation (AF) is a common cardiac disease in aging populations with high comorbidity and mortality. Sex differences in AF epidemiology are insufficiently understood. METHODS In N=79 793 individuals without AF diagnosis at baseline (median age, 49.6 years; age range, 24.1-97.6 years; 51.7% women) from 4 community-based European studies (FINRISK, DanMONICA, Moli-sani Northern Sweden) of the BiomarCaRE consortium (Biomarker for Cardiovascular Risk Assessment in Europe), we examined AF incidence, its association with mortality, common risk factors, biomarkers, and prevalent cardiovascular disease, and their attributable risk by sex. Median follow-up time was 12.6 (to a maximum of 28.2) years. RESULTS Fewer AF cases were observed in women (N=1796; 4.4%), than in men (N=2465; 6.4%). Cardiovascular risk factor distribution and lipid profile at baseline were less beneficial in men than in women, and cardiovascular disease was more prevalent in men. Cumulative incidence increased markedly after the age of 50 years in men and after 60 years in women. The lifetime risk was similar (>30%) for both sexes. Subjects with incident AF had a 3.5-fold risk of death in comparison with those without AF. Multivariable-adjusted models showed sex differences for the association of body mass index and AF (hazard ratio per standard deviation increase, 1.18; 95% confidence interval [CI], 1.12-1.23 in women versus 1.31; 95% CI 1.25-1.38 in men; interaction P value of 0.001). Total cholesterol was inversely associated with incident AF with a greater risk reduction in women (hazard ratio per SD, 0.86; 95% CI, 0.81-0.90 versus 0.92; 95% CI, 0.88-0.97 in men; interaction P value of 0.023). No sex differences were seen for C-reactive protein and N-terminal pro B-type natriuretic peptide. The population-attributable risk of all risk factors combined was 41.9% in women and 46.0% in men. About 20% of the risk was observed for body mass index. CONCLUSIONS Lifetime risk of AF was high, and AF was strongly associated with increased mortality both in women and men. Body mass index explained the largest proportion of AF risk. Observed sex differences in the association of body mass index and total cholesterol with AF need to be evaluated for underlying pathophysiology and relevance to sex-specific prevention strategies.
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Affiliation(s)
- Christina Magnussen
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Teemu J Niiranen
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Francisco M Ojeda
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Francesco Gianfagna
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Stefan Blankenberg
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Inger Njølstad
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Erkki Vartiainen
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Susana Sans
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Gerard Pasterkamp
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Maria Hughes
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Simona Costanzo
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Maria Benedetta Donati
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Pekka Jousilahti
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Allan Linneberg
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Tarja Palosaari
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Giovanni de Gaetano
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Martin Bobak
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Hester M den Ruijter
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Ellisiv Mathiesen
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Torben Jørgensen
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Stefan Söderberg
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Kari Kuulasmaa
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Tanja Zeller
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Licia Iacoviello
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Veikko Salomaa
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.)
| | - Renate B Schnabel
- From Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany (C.M., F.M.O., S.B., T.Z., R.B.S.); DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany (C.M., S.B., T.Z., R.B.S.); National Heart, Lung and Blood Institute's and Boston University's Framingham Heart Study, MA (T.J.N.); Department of Community Medicine, University of Tromso The Arctic University of Norway, Tromsø (I.N.); Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, Pozzilli, Italy (F.G., S.C., M.B.D., G.d.G., L.I.); EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy (F.G.); National Institute for Health and Welfare, Helsinki, Finland (T.J.N., E.V., P.J., T.P., K.K., V.S.); Catalan Department of Health, Barcelona, Spain (S. Sans); Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, Netherlands (G.P.); Center of Excellence for Public Health, Institute of Clinical Sciences, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Northern Ireland (M.H.); Research Center for Prevention and Health, the Capital Region of Denmark, Copenhagen (A.L.); Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark (A.L.); Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (A.L., T.J.); Department of Epidemiology and Public Health, University College London, UK (M.B.); Laboratory of Experimental Cardiology, University Medical Center Utrecht, Netherlands (H.M.d.R.); Department of Clinical Medicine, Brain and Circulation Research Group, UiT The Arctic University of Norway, Tromsø (E.M.); Research Center for Prevention and Health, Glostrup University Hospital, Denmark (T.J.); Faculty of Medicine, Aalborg University, Denmark (T.J.); Department of Public Health and Clinical Medicine, and Heart Centre, Umeå University, Sweden (S. Söderberg); and Department of Medicine and Surgery, University of Insubria, Varese, Italy (L.I.).
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Schnabel RB, Pecen L, Ojeda FM, Lucerna M, Rzayeva N, Blankenberg S, Darius H, Kotecha D, Caterina RD, Kirchhof P. Gender differences in clinical presentation and 1-year outcomes in atrial fibrillation. Heart 2017; 103:1024-1030. [PMID: 28228467 PMCID: PMC5529986 DOI: 10.1136/heartjnl-2016-310406] [Citation(s) in RCA: 85] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2016] [Revised: 12/14/2016] [Accepted: 12/15/2016] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES Our objective was to examine gender differences in clinical presentation, management and prognosis of atrial fibrillation (AF) in a contemporary cohort. METHODS In 6412 patients, 39.7% women, of the PREvention oF thromboembolic events - European Registry in Atrial Fibrillation, we examined gender differences in symptoms, risk factors, therapies and 1-year incidence of adverse outcomes. RESULTS Men with AF were on average younger than women (mean±SD: 70.1±10.7 vs 74.1±9.7 years, p<0.0001). Women more frequently had at least one AF-related symptom at least occasionally compared with men (95.4% in women, 89.8% in men, p<0.0001). Prescription of oral anticoagulation was similar, with an increase of non-vitamin K antagonist oral anticoagulants from 5.9% to 12.6% in women and from 6.2% to 12.6% in men, p<0.0001 for both.Men were more frequently treated with electrical cardioversion and ablation (20.6% and 6.3%, respectively) than women (14.9% and 3.3%, respectively), p<0.0001. Women had 65% (OR: 0.35; 95% CI (0.22 to 0.56)) lower age-adjusted and country-adjusted odds of coronary revascularisation, 40% (OR: 0.60; (0.38 to 0.93)) lower odds of acute coronary syndrome and 20% (OR: 0.80; (0.68 to 0.96)) lower odds of heart failure at 1 year. There were no statistically significant gender differences in 1-year stroke/transient ischaemic attack/arterial thromboembolism and major bleeding events. CONCLUSION In a 'real-world' European AF registry, women were more symptomatic but less likely to receive invasive rhythm control therapy such as electrical cardioversion or ablation. Further study is needed to confirm that these differences do not disadvantage women with AF.
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Affiliation(s)
- Renate B Schnabel
- Department of Cardiology, University Heart Center Hamburg–Eppendorf, German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Ladislav Pecen
- Medical Facility Pilsen of Charles University, Pilsen, Czech Republic
| | - Francisco M Ojeda
- Department of Cardiology, University Heart Center Hamburg–Eppendorf, German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | | | - Nargiz Rzayeva
- Department of Cardiology, University Heart Center Hamburg–Eppendorf, German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Stefan Blankenberg
- Department of Cardiology, University Heart Center Hamburg–Eppendorf, German Center for Cardiovascular Research (DZHK) partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Harald Darius
- Department of Cardiology, Angiology, Nephrology and Conservative Intensive Care Medicine, Vivantes Klinikum Neukolln, Berlin, Germany
| | - Dipak Kotecha
- School of Clinical & Experimental Medicine, University of Birmingham, Birmingham, UK
| | - Raffaele De Caterina
- G. d’Annunzio University of Chieti–Pescara, Chieti, Italy
- Fondazione G. Monasterio, Pisa, Italy
| | - Paulus Kirchhof
- Institute of Cardiovascular Sciences, University of Birmingham and SWBH and UHB NHS Trust, Birmingham, UK
- AFNET, Münster, Germany
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23
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Brant LCC, Wang N, Ojeda FM, LaValley M, Barreto SM, Benjamin EJ, Mitchell GF, Vasan RS, Palmisano JN, Münzel T, Blankenberg S, Wild PS, Zeller T, Ribeiro ALP, Schnabel RB, Hamburg NM. Relations of Metabolically Healthy and Unhealthy Obesity to Digital Vascular Function in Three Community-Based Cohorts: A Meta-Analysis. J Am Heart Assoc 2017; 6:JAHA.116.004199. [PMID: 28275071 PMCID: PMC5523995 DOI: 10.1161/jaha.116.004199] [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] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Background Microvascular dysfunction is a marker of early vascular disease that predicts cardiovascular events. Whether metabolically healthy obese individuals have impaired microvascular function remains unclear. The aim of this study was to evaluate the relation of obesity phenotypes stratified by metabolic status to microvascular function. Methods and Results We meta‐analyzed aggregate data from 3 large cohorts (Brazilian Longitudinal Study of Adult Health, the Framingham Heart Study, and the Gutenberg Heart Study; n=16 830 participants, age range 19–90, 51.3% men). Regression slopes between cardiovascular risk factors and microvascular function, measured by peripheral arterial tonometry (PAT), were calculated. Individuals were classified as normal‐weight, overweight, or obese by body mass index (BMI) and stratified by healthy or unhealthy metabolic status based on metabolic syndrome using the ATP‐III criteria. Male sex, BMI, and metabolic risk factors were associated with higher baseline pulse amplitude and lower PAT ratio. There was stepwise impairment of vascular measures from normal weight to obesity in both metabolic status strata. Metabolically healthy obese individuals had more impaired vascular function than metabolically healthy normal‐weight individuals (baseline pulse amplitude 6.12±0.02 versus 5.61±0.01; PAT ratio 0.58±0.01 versus 0.76±0.01, all P<0.0001). Metabolically unhealthy obese individuals had more impaired vascular function than metabolically healthy obese individuals (baseline pulse amplitude 6.28±0.01 versus 6.12±0.02; PAT ratio 0.49±0.01 versus 0.58±0.01, all P<0.0001). Conclusions Metabolically healthy obese individuals have impaired microvascular function, though the degree of impairment is less marked than in metabolically unhealthy obese individuals. Our findings suggest that obesity is detrimental to vascular health irrespective of metabolic status.
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Affiliation(s)
- Luisa C C Brant
- Estudo Longitudinal da Saúde do Adulto (ELSA-Brasil), Hospital das Clínicas and School of Medicine, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Na Wang
- Data Coordinating Center, Boston University School of Public Health, Boston, MA
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK e.V.), partner site Hamburg, Lübeck Kiel, Germany
| | - Michael LaValley
- Department of Biostatistics, Boston University School of Public Health, Boston, MA
| | - Sandhi M Barreto
- Estudo Longitudinal da Saúde do Adulto (ELSA-Brasil), Hospital das Clínicas and School of Medicine, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Emelia J Benjamin
- Department of Epidemiology, Boston University School of Public Health, Boston, MA.,Boston University's and the NHLIBI's Framingham Heart Study, Framingham, MA.,Sections of Cardiology and Preventive Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA
| | - Gary F Mitchell
- Boston University's and the NHLIBI's Framingham Heart Study, Framingham, MA
| | - Ramachandran S Vasan
- Department of Epidemiology, Boston University School of Public Health, Boston, MA.,Boston University's and the NHLIBI's Framingham Heart Study, Framingham, MA.,Sections of Cardiology and Preventive Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA
| | - Joseph N Palmisano
- Data Coordinating Center, Boston University School of Public Health, Boston, MA
| | - Thomas Münzel
- Center for Cardiology, Cardiology I, University Medical Center of the Johannes Gutenberg-University Mainz, Germany.,DZHK (German Center for Cardiovascular Research), partner site RhineMain, Mainz, Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK e.V.), partner site Hamburg, Lübeck Kiel, Germany
| | - Philipp S Wild
- Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center of the Johannes Gutenberg-University Mainz, Germany.,Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Germany.,DZHK (German Center for Cardiovascular Research), partner site RhineMain, Mainz, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK e.V.), partner site Hamburg, Lübeck Kiel, Germany
| | - Antonio L P Ribeiro
- Estudo Longitudinal da Saúde do Adulto (ELSA-Brasil), Hospital das Clínicas and School of Medicine, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.,German Center for Cardiovascular Research (DZHK e.V.), partner site Hamburg, Lübeck Kiel, Germany
| | - Naomi M Hamburg
- Whitaker Cardiovascular Institute, School of Medicine, Boston University, Boston, MA
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24
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Atzler D, Appelbaum S, Cordts K, Ojeda FM, Wild PS, Münzel T, Blankenberg S, Böger RH, Blettner M, Beutel ME, Pfeiffer N, Zeller T, Lackner KJ, Schwedhelm E. Reference intervals of plasma homoarginine from the German Gutenberg Health Study. Clin Chem Lab Med 2017; 54:1231-7. [PMID: 26562034 DOI: 10.1515/cclm-2015-0785] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 10/12/2015] [Indexed: 11/15/2022]
Abstract
BACKGROUND Low circulating homoarginine has been associated with adverse cardiovascular (CV) outcome and mortality in patients at risk and in the general population. The present study aimed to define plasma homoarginine reference intervals from a representative population sample to improve risk stratification between healthy individuals and individuals at risk. METHODS We determined age- and sex-specific reference intervals for circulating plasma homoarginine in a subgroup of 786 healthy participants (no CV disease or risk factors) of the Gutenberg Health Study. Homoarginine concentrations were measured using a validated liquid chromatography-tandem mass spectrometry method. RESULTS Median EDTA plasma homoarginine concentration was 1.88 [25th; 75th percentile, 1.47; 2.41] μmol/L, with lower concentrations in women (1.77 [1.38; 2.26] μmol/L) than in men (2.01 [1.61; 2.56] μmol/L; p<0.001). Sex-specific 2.5th and 97.5th percentiles of reference intervals were 0.84 and 3.89 μmol/L in women and 0.98 and 4.10 μmol/L in men, respectively. Homoarginine concentrations also depended on age and single nucleotide polymorphisms related to the L-arginine:glycine amidinotransferase gene. CONCLUSIONS We provide plasma homoarginine reference intervals in men and women of the general population. The determination of homoarginine levels might be favorable for individual risk stratification.
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25
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Magnussen C, Ojeda FM, Rzayeva N, Zeller T, Sinning CR, Pfeiffer N, Beutel M, Blettner M, Lackner KJ, Blankenberg S, Münzel T, Rabe KF, Wild PS, Schnabel RB. FEV1 and FVC predict all-cause mortality independent of cardiac function - Results from the population-based Gutenberg Health Study. Int J Cardiol 2017; 234:64-68. [PMID: 28214081 DOI: 10.1016/j.ijcard.2017.02.012] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [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: 07/21/2016] [Revised: 11/28/2016] [Accepted: 02/01/2017] [Indexed: 10/20/2022]
Abstract
BACKGROUND Lung function has previously been related to increased mortality. Whether pulmonary impairment is associated with an increased mortality independent of cardiac dysfunction remains unclear. METHODS In 15010 individuals from the general population (age range 35-74years, 51% men) in the Gutenberg Health Study we performed spirometry and transthoracic echocardiography. N-terminal pro-B-type natriuretic peptide (Nt-proBNP) and high-sensitive troponin I (hsTnI) were measured in all individuals. 1819 individuals with pulmonary diseases were excluded from further analysis. RESULTS The median for forced expiratory volume in 1s (FEV1) was 94.2% and for forced vital capacity (FVC) 94.2% as a percentage of their predicted values. The median FEV1/FVC ratio was 79.1%. In 13191 subjects, 335 deaths were verified from death certificate over a median follow-up of 5.5years. Multivariable-adjusted Cox regression analyses for common cardiovascular risk factors and heart failure revealed that an increase of one standard deviation (SD) of percent predicted (%pred.) FEV1 was associated with a 22% risk reduction (hazard ratio [HR] per SD 0.78 [95% confidence interval (CI): 0.70, 0.86]). The association remained statistically significant after additional adjustment for diastolic dysfunction, Nt-proBNP or hsTnI. Comparable results were seen for %pred. FVC. After adjustment, no association of FEV1/FVC ratio with mortality could be shown. No significant interaction by heart failure was observed. CONCLUSIONS The lung function parameters FEV1 and FVC, but not FEV1/FVC ratio, were related to all-cause mortality in individuals from the general population independent of cardiac function.
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Affiliation(s)
- Christina Magnussen
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Nargiz Rzayeva
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Christoph R Sinning
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Norbert Pfeiffer
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Manfred Beutel
- Department of Psychosomatic Medicine and Psychotherapy, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Maria Blettner
- Institute of Medical Biometry, Epidemiology and Informatics (IMBEI), Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Thomas Münzel
- Center for Cardiology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Klaus F Rabe
- LungenClinic Großhansdorf and Christian Albrechts Universität Kiel, Airway Research Center North within the German Center for Lung Research (DZL), Germany
| | - Philipp S Wild
- Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany; Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany; Center for Translational Vascular Biology (CTVB), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
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26
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Sörensen NA, Shah AS, Ojeda FM, Peitsmeyer P, Zeller T, Keller T, Johannsen SS, Lackner KJ, Griffiths M, Münzel T, Mills NL, Blankenberg S, Schnabel RB. High-sensitivity troponin and novel biomarkers for the early diagnosis of non-ST-segment elevation myocardial infarction in patients with atrial fibrillation. Eur Heart J Acute Cardiovasc Care 2016; 5:419-427. [PMID: 26460326 DOI: 10.1177/2048872615611108] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2015] [Accepted: 09/21/2015] [Indexed: 09/17/2023]
Abstract
AIMS To evaluate the diagnostic performance of high-sensitivity troponin I (hsTnI) and other novel biomarkers for diagnosing non-ST-segment elevation myocardial infarction (NSTEMI) in patients with atrial fibrillation. METHODS In an acute chest pain cohort (N=1673), mean age 61.4±13.6 (34% female), we measured hsTnI and 13 established and novel biomarkers reflecting ischaemia, necrosis, inflammation, myocardial stress, angiogenesis on admission and after three hours in order to investigate their diagnostic accuracy for NSTEMI. RESULTS In atrial fibrillation patients (N=299) hsTnI on admission had the best discriminatory ability for NSTEMI (area under the curve 0.97) with only two novel biomarkers, copeptin and heart-type fatty acid binding protein, having area under the curve >0.70. Measured biomarkers showed comparable discriminatory ability in atrial fibrillation and non-atrial fibrillation patients. The combination of hsTnI on admission with additional biomarkers did not clinically significantly improve diagnostic performance. In atrial fibrillation patients, hsTnI concentrations ⩽21.7 ng/L (99th percentile in a healthy German cohort) on admission gave a negative predictive value of ~100% (95% confidence interval 97-100%). The combination of hsTnI on admission and absolute change of hsTnI concentration after three hours of ⩾40 ng/L resulted in a positive predictive value of 81.2% and sensitivity of 88.6%. Diagnostic accuracy was validated in an independent cohort (N=1076). CONCLUSION The diagnostic accuracy of hsTnI in patients with acute chest pain and atrial fibrillation is high and comparable to those without atrial fibrillation. Absolute change in hsTnI concentration enhanced diagnostic performance. No clinically relevant improvement was achieved by adding other biomarkers.
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Affiliation(s)
- Nils A Sörensen
- Department of General and Interventional Cardiology, University Heart Center, Germany
| | - Anoop Sv Shah
- BHF/University Centre for Cardiovascular Science, UK
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center, Germany
| | - Philipp Peitsmeyer
- Department of General and Interventional Cardiology, University Heart Center, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center, Germany German Center for Cardiovascular research (DZHK), Partner Site Hamburg, Germany
| | - Till Keller
- Department of Cardiology, University Hospital Frankfurt, Germany German Center for Cardiovascular research (DZHK), Partner Site Rhein/Main, Germany
| | - Silke S Johannsen
- Department of General and Interventional Cardiology, University Heart Center, Germany German Center for Cardiovascular research (DZHK), Partner Site Hamburg, Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | | | - Thomas Münzel
- German Center for Cardiovascular research (DZHK), Partner Site Rhein/Main, Germany Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | | | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center, Germany German Center for Cardiovascular research (DZHK), Partner Site Hamburg, Germany
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center, Germany German Center for Cardiovascular research (DZHK), Partner Site Hamburg, Germany
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27
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Ojeda FM, Müller C, Börnigen D, Trégouët DA, Schillert A, Heinig M, Zeller T, Schnabel RB. Comparison of Cox Model Methods in A Low-dimensional Setting with Few Events. Genomics Proteomics Bioinformatics 2016; 14:235-43. [PMID: 27224515 PMCID: PMC4996851 DOI: 10.1016/j.gpb.2016.03.006] [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] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2015] [Revised: 03/01/2016] [Accepted: 03/22/2016] [Indexed: 11/01/2022]
Abstract
Prognostic models based on survival data frequently make use of the Cox proportional hazards model. Developing reliable Cox models with few events relative to the number of predictors can be challenging, even in low-dimensional datasets, with a much larger number of observations than variables. In such a setting we examined the performance of methods used to estimate a Cox model, including (i) full model using all available predictors and estimated by standard techniques, (ii) backward elimination (BE), (iii) ridge regression, (iv) least absolute shrinkage and selection operator (lasso), and (v) elastic net. Based on a prospective cohort of patients with manifest coronary artery disease (CAD), we performed a simulation study to compare the predictive accuracy, calibration, and discrimination of these approaches. Candidate predictors for incident cardiovascular events we used included clinical variables, biomarkers, and a selection of genetic variants associated with CAD. The penalized methods, i.e., ridge, lasso, and elastic net, showed a comparable performance, in terms of predictive accuracy, calibration, and discrimination, and outperformed BE and the full model. Excessive shrinkage was observed in some cases for the penalized methods, mostly on the simulation scenarios having the lowest ratio of a number of events to the number of variables. We conclude that in similar settings, these three penalized methods can be used interchangeably. The full model and backward elimination are not recommended in rare event scenarios.
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Affiliation(s)
- Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, 20246 Hamburg, Germany.
| | - Christian Müller
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, 20246 Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Hamburg/Kiel/Luebeck, Germany
| | - Daniela Börnigen
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, 20246 Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Hamburg/Kiel/Luebeck, Germany
| | - David-Alexandre Trégouët
- Sorbonne Universités, Université Pierre et Marie Curie Paris 06, Institut National pour la Santé et la Recherche Médicale (INSERM), Unité Mixte de Recherche en Santé (UMR_S) 1166, F-75013 Paris, France; Institute for Cardiometabolism and Nutrition (ICAN), F-75013 Paris, France
| | - Arne Schillert
- Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, 23562 Lübeck, Germany; German Center for Cardiovascular Research (DZHK), Hamburg/Kiel/Luebeck, Germany
| | - Matthias Heinig
- Institute of Computational Biology, German Research Center for Environmental Health, Helmholtz Zentrum München, 85764 Neuherberg, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, 20246 Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Hamburg/Kiel/Luebeck, Germany
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, 20246 Hamburg, Germany; German Center for Cardiovascular Research (DZHK), Hamburg/Kiel/Luebeck, Germany
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28
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Baum C, Ojeda FM, Wild PS, Rzayeva N, Zeller T, Sinning CR, Pfeiffer N, Beutel M, Blettner M, Lackner KJ, Blankenberg S, Münzel T, Rabe KF, Schnabel RB. Subclinical impairment of lung function is related to mild cardiac dysfunction and manifest heart failure in the general population. Int J Cardiol 2016; 218:298-304. [PMID: 27240155 DOI: 10.1016/j.ijcard.2016.05.034] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [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: 03/03/2016] [Revised: 05/07/2016] [Accepted: 05/12/2016] [Indexed: 11/20/2022]
Abstract
BACKGROUND Lung function impairment has previously been related to heart failure, although no overt cardiovascular or structural heart disease is present. The extent to which pulmonary function is related to subclinical left ventricular impairment in the general population remains to be investigated. METHODS 15010 individuals from the general population (mean age 55±11years, 50.5% men) in the Gutenberg Health Study underwent spirometry, transthoracic echocardiography and biomarker measurement. Forced expiratory volume in 1s (FEV1) and forced vital capacity (FVC) in percent of the predicted value and FEV1/FVC ratio were associated with echocardiographic measures of cardiac structure, systolic and diastolic function, biomarkers of cardiac necrosis (high-sensitive troponin I, hsTnI) and stress (N-terminal pro-B-type natriuretic peptide, Nt-proBNP) and heart failure with preserved (HFpEF) and reduced ejection fraction (HFrEF). RESULTS Percent predicted FEV1 and FVC were significantly associated with hsTnI (P<0.001) and Nt-proBNP (P<0.001). Additionally, FEV1/FVC ratio was significantly related to hsTnI (P=0.0043) and Nt-proBNP (P<0.001). In the multivariable-adjusted linear regression analyses strongest associations were observed for percent predicted FEV1 and FVC with LVESD, E/e', SV and EF. FEV1/FVC ratio was significantly related with SV and EF. The three lung function parameters were significantly (P<0.001) associated with HFpEF and HFrEF. Associations remained statistically significant after exclusion of individuals with COPD. CONCLUSIONS FEV1, FVC and FEV1/FVC ratio were associated with systolic and diastolic function and manifest heart failure. Our observations could show, that subclinical lung function impairment is related to a measurable reduction of left ventricular filling and cardiac output in the general population.
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Affiliation(s)
- Christina Baum
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany.
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Philipp S Wild
- Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany; Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Nargiz Rzayeva
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Christoph R Sinning
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Norbert Pfeiffer
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Manfred Beutel
- Department of Psychosomatic Medicine and Psychotherapy, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Maria Blettner
- Institute of Medical Biometry, Epidemiology and Informatics (IMBEI), Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Thomas Münzel
- Center for Cardiology, Cardiology I, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Klaus F Rabe
- LungenClinic Grosshansdorf, Center of Pneumology and Thoracic Surgery, Großhansdorf, Germany
| | - Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
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29
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Ramuschkat M, Appelbaum S, Atzler D, Zeller T, Bauer C, Ojeda FM, Sinning CR, Hoffmann B, Lackner KJ, Böger RH, Wild PS, Münzel T, Blankenberg S, Schwedhelm E, Schnabel RB. ADMA, subclinical changes and atrial fibrillation in the general population. Int J Cardiol 2016; 203:640-6. [DOI: 10.1016/j.ijcard.2015.05.102] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2015] [Revised: 05/11/2015] [Accepted: 05/17/2015] [Indexed: 10/23/2022]
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30
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Baum C, Johannsen SS, Zeller T, Atzler D, Ojeda FM, Wild PS, Sinning CR, Lackner KJ, Gori T, Schwedhelm E, Böger RH, Blankenberg S, Münzel T, Schnabel RB. ADMA and arginine derivatives in relation to non-invasive vascular function in the general population. Atherosclerosis 2016; 244:149-56. [DOI: 10.1016/j.atherosclerosis.2015.10.101] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2015] [Revised: 10/07/2015] [Accepted: 10/26/2015] [Indexed: 11/24/2022]
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31
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Schnabel RB, Wild PS, Prochaska JH, Ojeda FM, Zeller T, Rzayeva N, Ebrahim A, Lackner KJ, Beutel ME, Pfeiffer N, Sinning CR, Oertelt-Prigione S, Regitz-Zagrosek V, Binder H, Münzel T, Blankenberg S. Sex Differences in Correlates of Intermediate Phenotypes and Prevalent Cardiovascular Disease in the General Population. Front Cardiovasc Med 2015; 2:15. [PMID: 26664887 PMCID: PMC4671364 DOI: 10.3389/fcvm.2015.00015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2015] [Accepted: 03/16/2015] [Indexed: 01/04/2023] Open
Abstract
Background There are marked sex differences in cardiovascular disease (CVD) manifestation. It is largely unknown how the distribution of CVD risk factors or intermediate phenotypes explain sex-specific differences. Methods and Results In 5000 individuals of the population-based Gutenberg Health Study, mean age 55 ± 11 years, 51% males, we examined sex-specific associations of classical CVD risk factors with intima-media thickness, ankle-brachial index, flow-mediated dilation, peripheral arterial tonometry, echocardiographic, and electrocardiographic variables. Intermediate cardiovascular phenotypes were related to prevalent CVD [coronary artery disease, heart failure, stroke, myocardial infarction, lower extremity artery disease (LEAD) N = 561]. We observed differential distributions of CVD risk factors with a higher risk factor burden in men. Manifest coronary artery disease, stroke, myocardial infarction, and LEAD were more frequent in men; the proportion of heart failure was higher in women. Intermediate phenotypes showed clear sex differences with more beneficial values in women. Fairly linear changes toward less beneficial values with age were observed in both sexes. In multivariable-adjusted regression analyses, age, systolic blood pressure, and body mass index were consistently associated with intermediate phenotypes in both sexes with different ranking according to random forests, maximum model R2 0.43. Risk factor-adjusted associations with prevalent CVD showed some differences by sex. No interactions by menopausal status were observed. Conclusion In a population-based cohort, we observed sex differences in risk factors and a broad range of intermediate phenotypes of non-invasive cardiovascular structure and function. Their relation to prevalent CVD differed markedly. Our results indicate the need of future investigations to understand sex differences in CVD manifestation.
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Affiliation(s)
- Renate B Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Philipp S Wild
- Center for Thrombosis and Hemostasis, University Medical Center Mainz , Mainz , Germany ; Department of Medicine 2, University Medical Center Mainz , Mainz , Germany ; German Centre for Cardiovascular Research (DZHK), Partner Site RheinMain , Germany
| | - Jürgen H Prochaska
- Center for Thrombosis and Hemostasis, University Medical Center Mainz , Mainz , Germany ; Department of Medicine 2, University Medical Center Mainz , Mainz , Germany
| | - Francisco M Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Nargiz Rzayeva
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Ariana Ebrahim
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Karl J Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center Mainz , Mainz , Germany
| | - Manfred E Beutel
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Mainz , Mainz , Germany
| | - Norbert Pfeiffer
- Department of Ophthalmology, University Medical Center Mainz , Mainz , Germany
| | - Christoph R Sinning
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
| | - Sabine Oertelt-Prigione
- Institute of Gender in Medicine (GiM), Center for Cardiovascular Research (CCR), Charité-Universitätsmedizin Berlin , Berlin , Germany
| | - Vera Regitz-Zagrosek
- Institute of Gender in Medicine (GiM), Center for Cardiovascular Research (CCR), Charité-Universitätsmedizin Berlin , Berlin , Germany ; German Centre for Cardiovascular Research (DZHK), Partner Site Berlin , Germany
| | - Harald Binder
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center Mainz , Mainz , Germany
| | - Thomas Münzel
- Department of Medicine 2, University Medical Center Mainz , Mainz , Germany ; German Centre for Cardiovascular Research (DZHK), Partner Site RheinMain , Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf , Hamburg , Germany
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Schnabel RB, Wild PS, Wilde S, Ojeda FM, Schulz A, Zeller T, Sinning CR, Kunde J, Lackner KJ, Munzel T, Blankenberg S. Multiple biomarkers and atrial fibrillation in the general population. PLoS One 2014; 9:e112486. [PMID: 25401728 PMCID: PMC4234420 DOI: 10.1371/journal.pone.0112486] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [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: 02/12/2014] [Accepted: 10/16/2014] [Indexed: 01/09/2023] Open
Abstract
Background Different biological pathways have been related to atrial fibrillation (AF). Novel biomarkers capturing inflammation, oxidative stress, and neurohumoral activation have not been investigated comprehensively in AF. Methods and Results In the population-based Gutenberg Health Study (n = 5000), mean age 56±11 years, 51% males, we measured ten biomarkers representing inflammation (C-reactive protein, fibrinogen), cardiac and vascular function (midregional pro adrenomedullin [MR-proADM], midregional pro atrial natriuretic peptide [MR-proANP], N-terminal pro-B-type natriuretic peptide [Nt-proBNP], sensitive troponin I ultra [TnI ultra], copeptin, and C-terminal pro endothelin-1), and oxidative stress (glutathioneperoxidase-1, myeloperoxidase) in relation to manifest AF (n = 161 cases). Individuals with AF were older, mean age 64.9±8.3, and more often males, 71.4%. In Bonferroni-adjusted multivariable regression analyses strongest associations per standard deviation increase in biomarker concentrations were observed for the natriuretic peptides Nt-proBNP (odds ratio [OR] 2.89, 99.5% confidence interval [CI] 2.14–3.90; P<0.0001), MR-proANP (OR 2.45, 99.5% CI 1.91–3.14; P<0.0001), the vascular function marker MR-proADM (OR 1.54, 99.5% CI 1.20–1.99; P<0.0001), TnI ultra (OR 1.50, 99.5% CI 1.19–1.90; P<0.0001) and. fibrinogen (OR 1.44, 99.5% CI 1.19–1.75; P<0.0001). Based on a model comprising known clinical risk factors for AF, all biomarkers combined resulted in a net reclassification improvement of 0.665 (99.3% CI 0.441–0.888) and an integrated discrimination improvement of >13%. Conclusions In conclusion, in our large, population-based study, we identified novel biomarkers reflecting vascular function, MR-proADM, inflammation, and myocardial damage, TnI ultra, as related to AF; the strong association of natriuretic peptides was confirmed. Prospective studies need to examine whether risk prediction of AF can be enhanced beyond clinical risk factors using these biomarkers.
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Affiliation(s)
- Renate B. Schnabel
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
- * E-mail:
| | - Philipp S. Wild
- Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
- Center of Thrombosis and Hemostasis University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | - Sandra Wilde
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
| | - Francisco M. Ojeda
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
| | - Andreas Schulz
- Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
| | - Christoph R. Sinning
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
| | | | - Karl J. Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | - Thomas Munzel
- Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University Mainz, Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Germany
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Seiffert M, Conradi L, Terstesse AC, Koschyk D, Schirmer J, Schnabel RB, Wilde S, Ojeda FM, Reichenspurner H, Blankenberg S, Schäfer U, Treede H, Diemert P. Blood transfusion is associated with impaired outcome after transcatheter aortic valve implantation. Catheter Cardiovasc Interv 2014; 85:460-7. [DOI: 10.1002/ccd.25691] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [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: 04/20/2014] [Revised: 07/17/2014] [Accepted: 10/01/2014] [Indexed: 11/07/2022]
Affiliation(s)
- Moritz Seiffert
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Lenard Conradi
- Department of Cardiovascular Surgery; University Heart Center Hamburg; Germany
| | | | - Dietmar Koschyk
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Johannes Schirmer
- Department of Cardiovascular Surgery; University Heart Center Hamburg; Germany
| | - Renate B. Schnabel
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Sandra Wilde
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Francisco M. Ojeda
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | | | - Stefan Blankenberg
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Ulrich Schäfer
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
| | - Hendrik Treede
- Department of Cardiovascular Surgery; University Heart Center Hamburg; Germany
| | - Patrick Diemert
- Department of General and Interventional Cardiology; University Heart Center Hamburg; Germany
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Lüneburg N, Lieb W, Zeller T, Chen MH, Maas R, Carter AM, Xanthakis V, Glazer NL, Schwedhelm E, Seshadri S, Ikram MA, Longstreth WT, Fornage M, König IR, Loley C, Ojeda FM, Schillert A, Wang TJ, Sticht H, Kittel A, König J, Benjamin EJ, Sullivan LM, Bernges I, Anderssohn M, Ziegler A, Gieger C, Illig T, Meisinger C, Wichmann HE, Wild PS, Schunkert H, Psaty BM, Wiggins KL, Heckbert SR, Smith N, Lackner K, Lunetta KL, Blankenberg S, Erdmann J, Munzel T, Grant PJ, Vasan RS, Böger RH. Genome-wide association study of L-arginine and dimethylarginines reveals novel metabolic pathway for symmetric dimethylarginine. ACTA ACUST UNITED AC 2014; 7:864-72. [PMID: 25245031 DOI: 10.1161/circgenetics.113.000264] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND Dimethylarginines (DMA) interfere with nitric oxide formation by inhibiting nitric oxide synthase (asymmetrical DMA [ADMA]) and l-arginine uptake into the cell (ADMA and symmetrical DMA [SDMA]). In prospective clinical studies, ADMA has been characterized as a cardiovascular risk marker, whereas SDMA is a novel marker for renal function and associated with all-cause mortality after ischemic stroke. The aim of the current study was to characterize the environmental and genetic contributions to interindividual variability of these biomarkers. METHODS AND RESULTS This study comprised a genome-wide association analysis of 3 well-characterized population-based cohorts (Framingham Heart Study [FHS; n=2992], Gutenberg Health Study [GHS; n=4354], and Multinational Monitoring of Trends and Determinants in Cardiovascular Disease Study [MONICA]/Cooperative Health Research in the Augsburg Area, Augsburg, Bavaria, Germany [KORA] F3 [n=581]) and identified replicated loci (DDAH1, MED23, Arg1, and AGXT2) associated with the interindividual variability in ADMA, l-arginine, and SDMA. Experimental in silico and in vitro studies confirmed functional significance of the identified AGXT2 variants. Clinical outcome analysis in 384 patients of the Leeds stroke study demonstrated an association between increased plasma levels of SDMA, AGXT2 variants, and various cardiometabolic risk factors. AGXT2 variants were not associated with poststroke survival in the Leeds study or were they associated with incident stroke in the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium. CONCLUSIONS These genome-wide association study support the importance of DDAH1 and MED23/Arg1 in regulating ADMA and l-arginine metabolism, respectively, and identify a novel regulatory renal pathway for SDMA by AGXT2. AGXT2 variants might explain part of the pathogenic link between SDMA, renal function, and outcome. An association between AGXT2 variants and stroke is unclear and warrants further investigation.
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Schnabel RB, Michal M, Wilde S, Wiltink J, Wild PS, Sinning CR, Lubos E, Ojeda FM, Zeller T, Munzel T, Blankenberg S, Beutel ME. Depression in atrial fibrillation in the general population. PLoS One 2013; 8:e79109. [PMID: 24324579 PMCID: PMC3850915 DOI: 10.1371/journal.pone.0079109] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [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: 07/12/2013] [Accepted: 09/25/2013] [Indexed: 11/19/2022] Open
Abstract
Background Initial evidence suggests that depressive symptoms are more frequent in patients with atrial fibrillation. Data from the general population are limited. Methods and Results In 10,000 individuals (mean age 56±11 years, 49.4% women) of the population-based Gutenberg Health Study we assessed depression by the Patient Health Questionnaire (PHQ-9) and a history of depression in relation to manifest atrial fibrillation (n = 309 cases). The median (25th/75th percentile) PHQ-9 score of depressive symptoms was 4 (2/6) in atrial fibrillation individuals versus 3 (2/6) individuals without atrial fibrillation, . Multivariable regression analyses of the severity of depressive symptoms in relation to atrial fibrillation in cardiovascular risk factor adjusted models revealed a relation of PHQ-9 values and atrial fibrillation (odds ratio (OR) 1.04, 95% confidence interval (CI) 1.01–1.08; P = 0.023). The association was stronger for the somatic symptom dimension of depression (OR 1.08, 95% CI 1.02–1.15; P = 0.0085) than for cognitive symptoms (OR 1.05, 95% CI 0.98–1.11; P = 0.15). Results did not change markedly after additional adjustment for heart failure, partnership status or the inflammatory biomarker C-reactive protein. Both, self-reported physical health status, very good/good versus fair/bad, (OR 0.54, 95% CI 0.41–0.70; P<0.001) and mental health status (OR 0.61 (0.46–0.82); P = 0.0012) were associated with atrial fibrillation in multivariable-adjusted models. Conclusions In a population-based sample we observed a higher burden of depressive symptoms driven by somatic symptom dimensions in individuals with atrial fibrillation. Depression was associated with a worse perception of physical or mental health status. Whether screening and treatment of depressive symptoms modulates disease progression and outcome needs to be shown.
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Affiliation(s)
- Renate B. Schnabel
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
- * E-mail:
| | - Matthias Michal
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
| | - Sandra Wilde
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Jörg Wiltink
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
| | - Philipp S. Wild
- Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
- Center of Thrombosis and Hemostasis University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
| | - Christoph R. Sinning
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Edith Lubos
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Francisco M. Ojeda
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Thomas Munzel
- Department of Medicine 2, University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center, Hamburg, Germany
| | - Manfred E. Beutel
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center of the Johannes Gutenberg-University, Mainz, Germany
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Tzikas S, Keller T, Ojeda FM, Zeller T, Wild PS, Lubos E, Kunde J, Baldus S, Bickel C, Lackner KJ, Münzel TF, Blankenberg S. MR-proANP and MR-proADM for risk stratification of patients with acute chest pain. Heart 2012; 99:388-95. [DOI: 10.1136/heartjnl-2012-302956] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Beutel ME, Wiltink J, Till Y, Wild PS, Münzel T, Ojeda FM, Zeller T, Schnabel RB, Lackner K, Blettner M, Zwiener I, Michal M. Type D personality as a cardiovascular risk marker in the general population: results from the Gutenberg health study. Psychother Psychosom 2012; 81:108-17. [PMID: 22262039 DOI: 10.1159/000331776] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2011] [Accepted: 08/12/2011] [Indexed: 11/19/2022]
Abstract
BACKGROUND Type D personality is considered as an independent risk factor for morbidity and mortality in cardiovascular patients and a vulnerability factor for distress in the general population. Because representative community studies are rare, we sought to determine the prevalence of type D personality and its relationship with demographic characteristics, different features of mental disorders, cardiovascular risk factors, health behavior, endothelial function and cardiovascular biomarkers in the general population. METHODS The prevalence of type D personality and its correlates were analyzed cross-sectionally in a population-based sample of 5,000 Mid-Europeans aged 35-74 years from the Gutenberg Health Study. RESULTS The prevalence of type D personality was 22.2% without remarkable differences in sex distribution. Type D subjects were characterized by lower socioeconomic status, lack of a partnership, increased depression, anxiety, depersonalization and health care utilization. Despite its strong association with mental disorders, type D personality emerged as psychometrically distinct. Although type D personality was independently associated with coronary heart disease (OR = 1.54, p = 0.044), no associations with traditional cardiovascular risk factors were found independently from depression or anxiety. CONCLUSIONS Although type D personality is strongly associated with depression, anxiety, impaired mental and somatic health status, and increased health care utilization, the type D construct seems to comprise dysfunctional personality patterns not covered by depression and anxiety scales. Beyond these associations, the pathways of the cardiotoxic impact of type D personality remain to be elucidated. There is a need for prospective population studies on potential links between type D personality and cardiac disease.
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Affiliation(s)
- M E Beutel
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
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Wiltink J, Beutel ME, Till Y, Ojeda FM, Wild PS, Münzel T, Blankenberg S, Michal M. Prevalence of distress, comorbid conditions and well being in the general population. J Affect Disord 2011; 130:429-37. [PMID: 21106250 DOI: 10.1016/j.jad.2010.10.041] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.1] [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: 07/23/2010] [Revised: 10/25/2010] [Accepted: 10/26/2010] [Indexed: 10/18/2022]
Abstract
BACKGROUND The purposes of this paper are to determine the prevalence of distress in the community, to identify its determinants and to assess its relationship to somatic conditions and subjective well being. METHODS Distress and associated factors were investigated in a random sample of 5000 participants (35-74 years) of a community-based, prospective, observational cohort study in western Mid-Germany ("Gutenberg Heart Study") between 04/2007 and 10/2008. The sample was stratified 1:1 for gender and residence and in equal strata for decades of age. Data were assessed by self-report instruments, interviews and medical examination. RESULTS We found a prevalence rate for depression of 7.2% (6.5-8.0%), social anxiety 7.0% (6.3-7.7%), panic 4.6% (4.0-5.2%), generalized anxiety 3.4% (2.9-3.9%), and Type D personality 22.1% (21.0-23.2%). Mental conditions declined by age. Depression was related to diabetes (OR=1.99, 95% CI=1.26-3.15), dyslipidemia (OR=1.35, 95% CI=1.02-1.79), coronary heart disease (CHD; OR=1.88, 95% CI=1.04-3.39), and the history of stroke (OR=2.43, 95% CI=1.02-5.76). Panic was related to the history of myocardial infarction (OR=2.46, 95% CI=1.15-5.25), and generalized anxiety to obesity (OR=1.65, 95% CI=1.11-2.44). Mental distress was unrelated to hypertension, atrial fibrillation and cancer. In ordinal logistic regression subjective physical and mental well being were associated with anxiety, depression and Type D personality. CONCLUSIONS While mental conditions are highly prevalent, especially depression is associated with several somatic conditions. Mental and physical well being are strongly related to mental conditions. Future work should take into account comorbid conditions when identifying the impact of depression on CHD.
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Affiliation(s)
- Jörg Wiltink
- Clinic of Psychosomatic Medicine and Psychotherapy, University Medical Center of the Johannes Gutenberg University Mainz, Germany.
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Keller T, Tzikas S, Zeller T, Czyz E, Lillpopp L, Ojeda FM, Roth A, Bickel C, Baldus S, Sinning CR, Wild PS, Lubos E, Peetz D, Kunde J, Hartmann O, Bergmann A, Post F, Lackner KJ, Genth-Zotz S, Nicaud V, Tiret L, Münzel TF, Blankenberg S. Copeptin Improves Early Diagnosis of Acute Myocardial Infarction. J Am Coll Cardiol 2010; 55:2096-106. [DOI: 10.1016/j.jacc.2010.01.029] [Citation(s) in RCA: 194] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2009] [Revised: 12/17/2009] [Accepted: 01/02/2010] [Indexed: 02/07/2023]
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