10
|
Jackson P, Spector AL, Strath LJ, Antoine LH, Li P, Goodin BR, Hidalgo BA, Kempf MC, Gonzalez CE, Jones AC, Foster TC, Peterson JA, Quinn T, Huo Z, Fillingim R, Cruz-Almeida Y, Aroke EN. Epigenetic age acceleration mediates the relationship between neighborhood deprivation and pain severity in adults with or at risk for knee osteoarthritis pain. Soc Sci Med 2023; 331:116088. [PMID: 37473540 PMCID: PMC10407756 DOI: 10.1016/j.socscimed.2023.116088] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 06/08/2023] [Accepted: 07/08/2023] [Indexed: 07/22/2023]
Abstract
An estimated 250 million people worldwide suffer from knee osteoarthritis (KOA), with older adults having greater risk. Like other age-related diseases, residents of high-deprivation neighborhoods experience worse KOA pain outcomes compared to their more affluent neighbors. The purpose of this study was to examine the relationship between neighborhood deprivation and pain severity in KOA and the influence of epigenetic age acceleration (EpAA) on that relationship. The sample of 128 participants was mostly female (60.9%), approximately half non-Hispanic Black (49.2%), and had a mean age of 58 years. Spearman bivariate correlations revealed that pain severity positively correlated with EpAA (ρ = 0.47, p ≤ 0.001) and neighborhood deprivation (ρ = 0.25, p = 0.004). We found a positive significant relationship between neighborhood deprivation and EpAA (ρ = 0.47, p ≤ 0.001). Results indicate a mediating relationship between neighborhood deprivation (predictor), EpAA (mediator), and pain severity (outcome variable). There was a significant indirect effect of neighborhood deprivation on pain severity through EpAA, as the mediator accounted for a moderate portion of the total effect, PM = 0.44. Epigenetic age acceleration may act as a mechanism through which neighborhood deprivation leads to worse KOA pain outcomes and may play a role in the well-documented relationship between the neighborhood of residence and age-related diseases.
Collapse
Affiliation(s)
- Pamela Jackson
- School of Public Health, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Antoinette L Spector
- School of Rehabilitation Sciences and Technology, University of Wisconsin-Milwaukee, PO Box 413, Milwaukee, WI, 53201, USA; Pain Research and Intervention Center of Excellence (PRICE), University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA.
| | - Larissa J Strath
- Department of Community Dentistry and Behavioral Science, University of Florida, 1329 16th Street Southwest, Gainesville, FL, 32608, USA; Pain Research and Intervention Center of Excellence (PRICE), University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA.
| | - Lisa H Antoine
- Department of Psychology, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Peng Li
- School of Nursing, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Burel R Goodin
- Washington University Pain Center, Department of Anesthesiology, Washington University School of Medicine in St. Louis, USA.
| | - Bertha A Hidalgo
- School of Public Health, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Mirjam-Colette Kempf
- School of Nursing, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Cesar E Gonzalez
- Department of Psychology, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Alana C Jones
- School of Public Health, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Thomas C Foster
- Department of Neuroscience, University of Florida, 1149 Newell Dr, Gainesville, FL, 32610, USA.
| | - Jessica A Peterson
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA.
| | - Tammie Quinn
- Department of Psychology, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, 2004 Mowry Road, Gainesville, FL, 32603, USA.
| | - Roger Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, 1329 16th Street Southwest, Gainesville, FL, 32608, USA; Pain Research and Intervention Center of Excellence (PRICE), University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA.
| | - Yenisel Cruz-Almeida
- Department of Community Dentistry and Behavioral Science, University of Florida, 1329 16th Street Southwest, Gainesville, FL, 32608, USA; Pain Research and Intervention Center of Excellence (PRICE), University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA; Department of Neuroscience, University of Florida, 1149 Newell Dr, Gainesville, FL, 32610, USA.
| | - Edwin N Aroke
- School of Nursing, University of Alabama at Birmingham, 1720 2nd Avenue South, Birmingham, AL, 35294, USA.
| |
Collapse
|
11
|
Steinacker JM, van Mechelen W, Bloch W, Börjesson M, Casasco M, Wolfarth B, Knoke C, Papadopoulou T, Wendt J, Al Tunaiji H, Andresen D, Andrieieva O, Bachl N, Badtieva V, Beucher FJ, Blauwet CA, Casajus Mallen JA, Chang JH, Clénin G, Constantini N, Constantinou D, Di Luigi L, Declercq L, Doutreleau S, Drozdovska S, Duclos M, Ermolao A, Fischbach T, Fischer AN, Fossati C, Franchella J, Fulcher M, Galle JC, Gerloff C, Georgiades E, Gojanovic B, González Gross M, Grote A, Halle M, Hauner H, Herring MP, Hiura M, Holze K, Huber G, Hughes D, Hutchinson MR, Ionescu A, Janse van Rensburg DC, Jegier A, Jones N, Kappert-Gonther K, Kellerer M, Kimura Y, Kiopa A, Kladny B, Koch G, Kolle E, Kolt G, Koutedakis Y, Kress S, Kriemler S, Kröger J, Kuhn C, Laszlo R, Lehnert R, Lhuissier FJ, Lüdtke K, Makita S, Manonelles Marqueta P, März W, Micallef-Stafrace K, Miller M, Moore M, Müller E, Neunhäuserer D, Onur IR, Ööpik V, Perl M, Philippou A, Predel HG, Racinais S, Raslanas A, Reer R, Reinhardt K, Reinsberger C, Rozenstoka S, Sallis R, Sardinha LB, Scherer M, Schipperijn J, Seil R, Tan B, Schmidt-Trucksäss A, Schumacher N, Schwaab B, Schwirtz A, Suzuki M, Swart J, Tiesler R, Tippelt U, et alSteinacker JM, van Mechelen W, Bloch W, Börjesson M, Casasco M, Wolfarth B, Knoke C, Papadopoulou T, Wendt J, Al Tunaiji H, Andresen D, Andrieieva O, Bachl N, Badtieva V, Beucher FJ, Blauwet CA, Casajus Mallen JA, Chang JH, Clénin G, Constantini N, Constantinou D, Di Luigi L, Declercq L, Doutreleau S, Drozdovska S, Duclos M, Ermolao A, Fischbach T, Fischer AN, Fossati C, Franchella J, Fulcher M, Galle JC, Gerloff C, Georgiades E, Gojanovic B, González Gross M, Grote A, Halle M, Hauner H, Herring MP, Hiura M, Holze K, Huber G, Hughes D, Hutchinson MR, Ionescu A, Janse van Rensburg DC, Jegier A, Jones N, Kappert-Gonther K, Kellerer M, Kimura Y, Kiopa A, Kladny B, Koch G, Kolle E, Kolt G, Koutedakis Y, Kress S, Kriemler S, Kröger J, Kuhn C, Laszlo R, Lehnert R, Lhuissier FJ, Lüdtke K, Makita S, Manonelles Marqueta P, März W, Micallef-Stafrace K, Miller M, Moore M, Müller E, Neunhäuserer D, Onur IR, Ööpik V, Perl M, Philippou A, Predel HG, Racinais S, Raslanas A, Reer R, Reinhardt K, Reinsberger C, Rozenstoka S, Sallis R, Sardinha LB, Scherer M, Schipperijn J, Seil R, Tan B, Schmidt-Trucksäss A, Schumacher N, Schwaab B, Schwirtz A, Suzuki M, Swart J, Tiesler R, Tippelt U, Tillet E, Thornton J, Ulkar B, Unt E, Verhagen E, Weikert T, Vettor R, Zeng S, Budgett R, Engebretsen L, Erdener U, Pigozzi F, Pitsiladis YP. Global Alliance for the Promotion of Physical Activity: the Hamburg Declaration. BMJ Open Sport Exerc Med 2023; 9:e001626. [PMID: 37533594 PMCID: PMC10391804 DOI: 10.1136/bmjsem-2023-001626] [Show More Authors] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/29/2023] [Indexed: 08/04/2023] Open
Abstract
Non-communicable diseases (NCDs), including coronary heart disease, stroke, hypertension, type 2 diabetes, dementia, depression and cancers, are on the rise worldwide and are often associated with a lack of physical activity (PA). Globally, the levels of PA among individuals are below WHO recommendations. A lack of PA can increase morbidity and mortality, worsen the quality of life and increase the economic burden on individuals and society. In response to this trend, numerous organisations came together under one umbrella in Hamburg, Germany, in April 2021 and signed the 'Hamburg Declaration'. This represented an international commitment to take all necessary actions to increase PA and improve the health of individuals to entire communities. Individuals and organisations are working together as the 'Global Alliance for the Promotion of Physical Activity' to drive long-term individual and population-wide behaviour change by collaborating with all stakeholders in the community: active hospitals, physical activity specialists, community services and healthcare providers, all achieving sustainable health goals for their patients/clients. The 'Hamburg Declaration' calls on national and international policymakers to take concrete action to promote daily PA and exercise at a population level and in healthcare settings.
Collapse
Affiliation(s)
- Jürgen M Steinacker
- Division of Sports and Rehabilitation Medicine, University Hospital Ulm, Ulm, Germany
- European Initiative for Exercise in Medicine (EIEIM), Ulm, Germany
- International Federation of Sports Medicine, Fédération Internationale de Médecine du Sport (FIMS), Lausanne, Switzerland
- Institute for Rehabilitation Medicine Research at Ulm University, Institut für rehabilitationsmedizinische Forschung an der Universität Ulm, Bad Buchau, Germany
| | - Willem van Mechelen
- European Initiative for Exercise in Medicine (EIEIM), Ulm, Germany
- Department of Public and Occupational Health, location Vrije Universiteit, Amsterdam University Medical Centers, Amsterdam, Netherlands
- School of Human Movement and Nutrition Sciences, Faculty of Health and Behavioural Sciences, University of Queensland, Brisbane, Queensland, Australia
- Division of Exercise Science and Sports Medicine (ESSM), Department of Human Biology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- UCD School of Public Health, Physiotherapy and Sports Science, University College Dublin, Dublin, Ireland
| | - Wilhelm Bloch
- Institute for Cardiology and Sports Medicine, German Sport University, Cologne, Germany
- Exercise is Medicine Germany, Frankfurt, Germany
| | - Mats Börjesson
- European Initiative for Exercise in Medicine (EIEIM), Ulm, Germany
- Department of Molecular and Clinical Medicine, University of Gothenburg, Goteborg, Sweden
- Institute of Medicine, Sahlgrenska University Hospital, Goteborg, Region Västra Götaland, Sweden
| | | | - Bernd Wolfarth
- International Federation of Sports Medicine, Fédération Internationale de Médecine du Sport (FIMS), Lausanne, Switzerland
- Department of Sport Medicine, Humboldt University and Charité University School of Medicine, Berlin, Deutschland, Germany
- German Society for Sports Medicine and Prevention, Deutsche Gesellschaft für Sportmedizin und Prävention (DGSP), Frankfurt, Germany
| | - Carolin Knoke
- Division of Sports and Rehabilitation Medicine, University Hospital Ulm, Ulm, Germany
- European Initiative for Exercise in Medicine (EIEIM), Ulm, Germany
| | - Theodora Papadopoulou
- Defence Medical Rehabilitation Centre, Stanford Hall, Loughborough, UK
- British Association of Sport and Exercise Medicine, Doncaster, South Yorkshire, UK
| | - Janine Wendt
- Division of Sports and Rehabilitation Medicine, University Hospital Ulm, Ulm, Germany
| | - Hashel Al Tunaiji
- Sports Medicine, United Arab Emirates National Olympic Committee, Dubai, UAE
- Sports Medicine & Sciences Unit, Zayed Military University, Abu Dhabi, UAE
| | | | - Olena Andrieieva
- Department of Health, Fitness and Recreation, National University of Physical Education and Sport of Ukraine, Kiew, Ukraine
| | - Norbert Bachl
- Institute of Sports Science, University of Vienna, Vienna, Austria
- International Federation of Sports Medicine, Lausanne, Switzerland
| | - Victoriya Badtieva
- Sport Medicine, I M Sechenov First Moscow State Medical University, Moscow, Russia
- Sport Medicine, Moscow Scientific and Practical Center of Medical Rehabilitation and Sports Medicine, Moscow, Russian
| | - Friedhelm J Beucher
- National Paralympic Committee Germany (Deutscher Behindertensportverband (DBS), Bonn, Germany
| | - Cheri A Blauwet
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital and Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jose-Antonio Casajus Mallen
- University of Zaragoza, GENUD “Growth, Exercise, NUtrition and Development” Research Group, Zaragoza, Spain
- Department of Physiatry and Nursing, Faculty of Health and Sport Science (FCSD), University of Zaragoza, Zaragoza, Spain
- Exercise is Medicine Spain, University of Zaragoza, Zaragoza, Spain
| | - Ju-Ho Chang
- The Association for International Sport for All (TAFISA), Frankfurt, Germany
| | - German Clénin
- Sportsmedical Centre Bern-Ittigen, Ittigen, Switzerland
- Sport and Exercise Medicine Switzerland (SEMS), Bern, Switzerland
| | - Naama Constantini
- Shaare Zedek Medical Center, Hebrew University, Jerusalem, Israel
- Exercise is Medicine Israel, Hebrew University, Jerusalem, Israel
| | - Demitri Constantinou
- Centre for Exercise Science and Sports Medicine, University of Witwatersrand, Johannesburg, South Africa
- South African Sports Medicine Association (SASMA), Pretoria, South Africa
| | - Luigi Di Luigi
- Unit of Endocrinology - Department of Movement, Human and Health Sciences, University of Rome Foro Italico, Rome, Italy
| | | | - Stephane Doutreleau
- Department of Sports Medicine, University Grenoble Alpes, Grenoble, Auvergne-Rhône-Alpes, France
- French Society of Exercise and Sports Medicine, Société Française de Médecine de l'Exercice et du Sport, Paris, France
| | - Svitlana Drozdovska
- National University of Physical Education and Sport of Ukraine, Kyiv, Ukraine
| | - Martine Duclos
- French Society of Exercise and Sports Medicine, Société Française de Médecine de l'Exercice et du Sport, Paris, France
- Department of Sport Medicine and Functional Explorations, University-Hospital (CHU), G. Montpied Hospital, Clermont-Ferrand, France
- UMR 1019, INRAE, French National Research Institute for Agriculture, Food and Environment, Clermont-Ferrand, France
| | - Andrea Ermolao
- Sports and Exercise Medicine Division, Department of Medicine, Università degli Studi di Padova, Padova, Italy
- Exercise is Medicine Italy, Università degli Studi di Padova, Padova, Italy
| | - Thomas Fischbach
- German Association of Paediatric and Adolescent Care Specialists, BVKJ - Berufsverband der Kinder- und Jugendärzte, Cologne, Germany
| | - Anastasia N Fischer
- Sports Medicine and Pediatrics, Nationwide Children's Hospital and The Ohio State University, Columbus, Ohio, USA
- American College of Sports Medicine, Indianapolis, Indiana, USA
| | - Chiara Fossati
- Faculty of Sport and Exercise Sciences, University of Rome 'Foro Italico', Roma, Lazio, Italy
| | - Jeorge Franchella
- Hospital de Clínicas José San Martin, University of Buenos Aires, Buenos Aires, Argentina
| | - Mark Fulcher
- Australasian College of Sport and Exercise Physicians, Melbourne, Victoria, Australia
- AUT Sports Performance Research Institute New Zealand, Auckland, New Zealand
| | - Jan C Galle
- German Society of Nephrology (Deutsche Gesellschaft für Nephrologie (DGfN)), Berlin, Germany
| | - Christian Gerloff
- German Society for Neurology (Deutsche Gesellschaft für Neurologie (DGN)), Berlin, Germany
| | | | - Boris Gojanovic
- Sports Medicine, Swiss Olympic Medical Center, Hopital de la Tour, Meyrin, Geneva, Switzerland
- SportAdo Consultation - Multidisciplinary Unit of Adolescent Health, University Hospital of Lausanne, Lausanne, Switzerland
| | - Marcela González Gross
- Exercise is Medicine Spain, University of Zaragoza, Zaragoza, Spain
- Department of Health and Human Performance - Facultad de CC de la Actividad Física y del Deporte, INEF Universidad Politécnica de Madrid, Madrid, Spain
| | - Andy Grote
- Senat, Freie und Hansestadt Hamburg, Hamburg, Germany
| | - Martin Halle
- European Association of Preventive Cardiology (EAPC), European Society of Cardiology (ECS), Biot, France
- Department of Prevention and Sports Medicine, Klinikum rechts der Isar, Technische Universität München, München, Germany
| | - Hans Hauner
- German Diabetes Foundation, Deutsche Diabetes Stiftung, Düsseldorf, Germany
| | | | - Mikio Hiura
- Center for Brain and Health Sciences, Aomori University, Aomori, Japan
| | - Kerstin Holze
- German Olympic Sports Confederation, Deutscher Olympischer Sportbund, Frankfurt am Main, Germany
| | - Gerhard Huber
- Institute of Sports and Sport Science, University Heidelberg, Heidelberg, Germany
- Deutscher Verband für Gesundheitssport und Sporttherapie e.V. (DVGS), Hamburg, Germany
| | - David Hughes
- Sports Medicine, Australian Institute of Sport, Canberra, Canberra, Australia
- Australian Institute of Sport, Australian Sports Commission, Canberra, Canberra, Australia
| | - Mark R. Hutchinson
- American College of Sports Medicine, Indianapolis, Indiana, USA
- Department of Orthopaedics, University of Illinois at Chicago, Chicago, Illinois, USA
- American College of Sports Medicine Foundation, Indianapolis, Indiana, USA
| | - Anca Ionescu
- European Federation of Sports Medicine Associations (EFSMA), Lausanne, Switzerland
- Carol Davila University of Medicine and Pharmacy, Bucharest, Bucharest, Romania
| | - Dina Christina Janse van Rensburg
- South African Sports Medicine Association (SASMA), Pretoria, South Africa
- Section Sports Medicine, University of Pretoria Faculty of Health Sciences, Pretoria, Gauteng, South Africa
| | - Anna Jegier
- European Federation of Sports Medicine Associations (EFSMA), Lausanne, Switzerland
- Department of Sports Medicine, Medical University of Lodz, Lodz, Poland
| | - Natasha Jones
- Moving Medicine, Faculty of Sport and Exercise Medicine UK, Edinburgh, UK
| | | | - Monika Kellerer
- German Diabetes Foundation, Deutsche Diabetes Stiftung, Düsseldorf, Germany
| | - Yutaka Kimura
- Health Science Center, Kansai Medical University, Osaka, Japan
- Exercise is Medicine Japan, Japanese Society of Physical Fitness and Sports Medicine, Osaka, Japan
| | | | - Bernd Kladny
- German Society of Orthopaedics and Trauma (Deutsche Gesellschaft für Orthopädie und Unfallchirurgie (DGOU)) with the German Society for Trauma Surgery (DGU) and German Society of Orthopaedics and Orthopaedic Surgery (DGOOC), Berlin, Germany
| | - Gerhard Koch
- Platform on Nutrition and Physical Activity, Plattform Ernährung und Bewegung e.V. (peb), Berlin, Germany
| | - Elin Kolle
- Exercise is Medicine Norway, Oslo, Norway
| | - Greg Kolt
- School of Science and Health, University of Western Sydney, Sydney, New South Wales, Australia
| | - Yiannis Koutedakis
- Exercise is Medicine Greece, National and Kapodistrian University of Athens, Athens, Greece
- School of Exercise Science and Dietetics, University of Thessaly, Trikala, Greece
| | - Stephan Kress
- German Diabetes Association (Deutsche Diabetes Gesellschaft (DDG)), Berlin, Germany
| | - Susi Kriemler
- Sport and Exercise Medicine Switzerland (SEMS), Bern, Switzerland
- Institute of Epidemiology, Biostatistics and Prevention, Zuerich University, Zuerich, Switzerland
| | - Jens Kröger
- German Diabetes Support (diabetesDE - Deutsche Diabetes-Hilfe), Charlottenburg, Germany
| | - Christian Kuhn
- German Alliance for Baths, Bäderallianz Deutschland, Köln, Germany
- International Assocation for Sport and Leisure Facilities, Köln, Germany
| | - Roman Laszlo
- German Cardiac Society (Deutsche Gesellschaft für Kardiologie – Herz- und Kreislaufforschung (DGK)), Düsseldorf, Nordrhein-Westfalen, Germany
| | - Ralph Lehnert
- Hamburg Sport Association (Hamburger Sportbund e.V.), Hamburg, Germany
| | - François J Lhuissier
- French Society of Exercise and Sports Medicine, Société Française de Médecine de l'Exercice et du Sport, Paris, France
- UMR INSERM 1272 Hypoxie et poumon, Université Sorbonne Paris Nord - Campus de Bobigny, Bobigny, France
- Hôpital Jean-Verdier, Médecine de l’exercice et du sport, Assistance Publique - Hôpitaux de Paris, Bondy, France
| | - Kerstin Lüdtke
- German Society for Physiotherapy Science (Deutsche Gesellschaft für Physiotherapiewissenschaft (DGPTW)), Hamburg, Germany
| | - Shigeru Makita
- Exercise is Medicine Japan, Japanese Society of Physical Fitness and Sports Medicine, Osaka, Japan
- Dept. of Rehabilitation, Saitama Medical University, Saitama, Japan
| | - Pedro Manonelles Marqueta
- International Federation of Sports Medicine, Lausanne, Switzerland
- Dept. of Rehabilitation, Saitama Medical University, Saitama, Japan
| | - Winfried März
- D.A.CH Society Prevention of Cardiovascular Diseases, D.A.CH-Gesellschaft Prävention von Herz-Kreislauf-Erkrankungen, Hamburg, Germany
| | - Kirill Micallef-Stafrace
- European Federation of Sports Medicine Associations (EFSMA), Lausanne, Switzerland
- University Sports Complex, Institute for Physical Education and Sport, Msida, Malta
| | - Mike Miller
- World Olympians Association (WOA), Lausanne, Switzerland
| | | | - Erich Müller
- European College of Sport Science, Köln, Germany
| | - Daniel Neunhäuserer
- Sports and Exercise Medicine Division, Department of Medicine, Università degli Studi di Padova, Padova, Italy
- Exercise is Medicine Italy, Università degli Studi di Padova, Padova, Italy
| | - I. Renay Onur
- Istanbul Spor Etkinlikleri ve Isletmeciligi A S, City of Istanbul, Istanbul, Turkey
| | - Vahur Ööpik
- Institute of Sport Sciences and Physiotherapy, Faculty of Medicine, University of Tartu, Tartu, Estonia
| | | | - Anastassios Philippou
- Exercise is Medicine Greece, National and Kapodistrian University of Athens, Athens, Greece
| | - Hans-Georg Predel
- German Hypertension League (Deutsche Hochdruckliga e.V. (DHL)), Heidelberg, Baden-Württemberg, Germany
- German Society for Hypertension and Prevention (Deutsche Gesellschaft für Hypertonie und Prävention), Heidelberg, Germany
| | - Sebastien Racinais
- Research Education Centre, ASPETAR - Qatar Orthopaedic and Sports Medicine Hospital, Doha, Qatar
| | - Algirdas Raslanas
- Department of Educational Assistance, Physical and Health Education, Vytautas Magnus University, Vilnius, Lithuania
| | - Ruediger Reer
- European Initiative for Exercise in Medicine (EIEIM), Ulm, Germany
- European Federation of Sports Medicine Associations (EFSMA), Lausanne, Switzerland
- Department of Movement Science, University of Hamburg, Hamburg, Germany
| | - Klaus Reinhardt
- German Medical Association (Bundesaerztekammer), Berlin, Germany
| | - Claus Reinsberger
- German Society for Sports Medicine and Prevention, Deutsche Gesellschaft für Sportmedizin und Prävention (DGSP), Frankfurt, Germany
| | - Sandra Rozenstoka
- International Federation of Sports Medicine, Lausanne, Switzerland
- Rīga Stradiņš University, Riga, Latvia
- Sports Laboratory, Sports Medicine and Physical Health Centre, Riga, Latvia, Riga, Latvia
- Latvian Sports Medicine Association, Riga, Latvia
| | - Robert Sallis
- Family Medicine, Kaiser Permanente, Fontana, California, USA
| | - Luis B Sardinha
- Exercise is Medicine Portugal, Universidade de Lisboa, Lisboa, Portugal
- Exercise and Health Laboratory, CIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Lisboa, Portugal
| | - Martin Scherer
- German Society of General Practice and Family Medicine (Deutsche Gesellschaft für Allgemeinmedizin und Familienmedizin (DEGAM)), Berlin, Germany
- Department of General Practice and Primary Care, University Medical Center, Hamburg, Germany
| | - Jasper Schipperijn
- International Society for Physical Activity and Health (ISPAH), Vancouver, British Columbia, Canada
| | - Romain Seil
- Society for Orthopaedic and Traumatologic Sports Medicine (GOTS), Jena, Germany
| | - Benedict Tan
- Exercise is Medicine Singapore, Singapore
- Department of Sport & Exercise Medicine, Changi General Hospital, Singapore
| | - Arno Schmidt-Trucksäss
- Division of Sports and Exercise Medicine, Department of Sport, Exercise and Health, Basel, Switzerland
| | - Nils Schumacher
- Department of Movement Science, University of Hamburg, Hamburg, Germany
| | - Bernhard Schwaab
- German Society for the Prevention and Rehabilitation of Cardiovascular Diseases (Deutsche Gesellschaft für Prävention und Rehabilitation von Herz-Kreislauferkrankungen (DGPR)), Koblenz, Germany
| | - Ansgar Schwirtz
- German Society of Sports Science, Deutsche Vereinigung für Sportwissenschaft (DVS), Frankfurt, Germany
| | - Masato Suzuki
- Exercise is Medicine Japan, Japanese Society of Physical Fitness and Sports Medicine, Osaka, Japan
| | - Jeroen Swart
- International Federation of Sports Medicine, Lausanne, Switzerland
- Health through Physical Activity, Lifestyle and Sport (HPALS) Research Centre, University of Cape Town, Cape Town, South Africa
| | - Ralph Tiesler
- Federal Institute for Sports Science (Bundesinstitut für Sportwissenschaft (BISp)), Bonn, Nordrhein-Westfalen, Germany
| | - Ulf Tippelt
- Institute for Applied Training Science Leipzig, Leipzig, Sachsen, Germany
| | - Eleanor Tillet
- British Association of Sport and Exercise Medicine, Doncaster, South Yorkshire, UK
- Division of Surgery and Interventional Science, University College London, London, UK
| | - Jane Thornton
- Public Health and Family Medicine, University of Western Ontario Schulich School of Medicine and Dentistry, London, Ontario, Canada
| | - Bulent Ulkar
- International Federation of Sports Medicine, Lausanne, Switzerland
- Sports Medicine Department, Faculty of Medicine, Ankara University, Ankara, Ankara, Turkey
| | - Eve Unt
- Department of Sports Medicine and Rehabilitation, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Evert Verhagen
- Department of Public and Occupational Health, location Vrije Universiteit, Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Thomas Weikert
- German Olympic Sports Confederation, Deutscher Olympischer Sportbund, Frankfurt am Main, Germany
| | - Roberto Vettor
- Exercise is Medicine Italy, Università degli Studi di Padova, Padova, Italy
- Department of Medicine, Università degli Studi di Padova, Padova, Italy
| | - Sheng Zeng
- International Federation of Sports Medicine, Lausanne, Switzerland
- Laboratory of Regenerative Medicine, Haikou, Hainan, China
| | | | - Lars Engebretsen
- International Olympic Committee, Lausanne, Switzerland
- Division of Orthopedic Surgery, University of Oslo, Oslo, Norway
| | - Ugur Erdener
- International Olympic Committee, Lausanne, Switzerland
| | - Fabio Pigozzi
- International Federation of Sports Medicine, Fédération Internationale de Médecine du Sport (FIMS), Lausanne, Switzerland
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, Rome, Italy
| | - Yannis P Pitsiladis
- International Federation of Sports Medicine, Fédération Internationale de Médecine du Sport (FIMS), Lausanne, Switzerland
- School of Sport and Health Sciences, University of Brighton, Eastbourne, UK
| |
Collapse
|
13
|
Cappozzo A, McCrory C, Robinson O, Freni Sterrantino A, Sacerdote C, Krogh V, Panico S, Tumino R, Iacoviello L, Ricceri F, Sieri S, Chiodini P, McKay GJ, McKnight AJ, Kee F, Young IS, McGuinness B, Crimmins EM, Arpawong TE, Kenny RA, O'Halloran A, Polidoro S, Solinas G, Vineis P, Ieva F, Fiorito G. A blood DNA methylation biomarker for predicting short-term risk of cardiovascular events. Clin Epigenetics 2022; 14:121. [PMID: 36175966 PMCID: PMC9521011 DOI: 10.1186/s13148-022-01341-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 09/13/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Recent evidence highlights the epidemiological value of blood DNA methylation (DNAm) as surrogate biomarker for exposure to risk factors for non-communicable diseases (NCD). DNAm surrogate of exposures predicts diseases and longevity better than self-reported or measured exposures in many cases. Consequently, disease prediction models based on blood DNAm surrogates may outperform current state-of-the-art prediction models. This study aims to develop novel DNAm surrogates for cardiovascular diseases (CVD) risk factors and develop a composite biomarker predictive of CVD risk. We compared the prediction performance of our newly developed risk score with the state-of-the-art DNAm risk scores for cardiovascular diseases, the 'next-generation' epigenetic clock DNAmGrimAge, and the prediction model based on traditional risk factors SCORE2. RESULTS Using data from the EPIC Italy cohort, we derived novel DNAm surrogates for BMI, blood pressure, fasting glucose and insulin, cholesterol, triglycerides, and coagulation biomarkers. We validated them in four independent data sets from Europe and the USA. Further, we derived a DNAmCVDscore predictive of the time-to-CVD event as a combination of several DNAm surrogates. ROC curve analyses show that DNAmCVDscore outperforms previously developed DNAm scores for CVD risk and SCORE2 for short-term CVD risk. Interestingly, the performance of DNAmGrimAge and DNAmCVDscore was comparable (slightly lower for DNAmGrimAge, although the differences were not statistically significant). CONCLUSIONS We described novel DNAm surrogates for CVD risk factors useful for future molecular epidemiology research, and we described a blood DNAm-based composite biomarker, DNAmCVDscore, predictive of short-term cardiovascular events. Our results highlight the usefulness of DNAm surrogate biomarkers of risk factors in epigenetic epidemiology to identify high-risk populations. In addition, we provide further evidence on the effectiveness of prediction models based on DNAm surrogates and discuss methodological aspects for further improvements. Finally, our results encourage testing this approach for other NCD diseases by training and developing DNAm surrogates for disease-specific risk factors and exposures.
Collapse
Affiliation(s)
- Andrea Cappozzo
- MOX - Laboratory for Modeling and Scientific Computing, Department of Mathematics, Politecnico di Milano, Milan, Italy
| | - Cathal McCrory
- Department of Medical Gerontology, Trinity College Dublin, Dublin, Ireland
| | - Oliver Robinson
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Anna Freni Sterrantino
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
- The Alan Turing Institute, London, UK
| | - Carlotta Sacerdote
- Unit of Cancer Epidemiology, Città della Salute e della Scienza University-Hospital, Turin, Italy
| | - Vittorio Krogh
- Fondazione IRCCS - Istituto Nazionale dei Tumori, Milan, Italy
| | - Salvatore Panico
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Rosario Tumino
- Association for Epidemiology Research, AIRE ONLYS, Ragusa, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), Turin, Italy
| | - Fulvio Ricceri
- Epidemiology Unit, Regional Health Service TO3, Grugliasco, Italy
- Department of Clinical and Biological Sciences, Centre for Biostatistics, Epidemiology, and Public Health (C-BEPH), University of Turin, Turin, Italy
| | - Sabina Sieri
- Fondazione IRCCS - Istituto Nazionale dei Tumori, Milan, Italy
| | - Paolo Chiodini
- Department of Mental, Physical Health and Preventive Medicine, University of Campania 'Luigi Vanvitelli', Caserta, Italy
| | - Gareth J McKay
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | | | - Frank Kee
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Ian S Young
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | | | - Eileen M Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Thalida Em Arpawong
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA, USA
| | - Rose Anne Kenny
- Department of Medical Gerontology, Trinity College Dublin, Dublin, Ireland
| | - Aisling O'Halloran
- Department of Medical Gerontology, Trinity College Dublin, Dublin, Ireland
| | | | - Giuliana Solinas
- Laboratory Biostatistics, Department of Biomedical Sciences, University of Sassari, Via Padre Manzella 4, Sassari, Italy
| | - Paolo Vineis
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Francesca Ieva
- MOX - Laboratory for Modeling and Scientific Computing, Department of Mathematics, Politecnico di Milano, Milan, Italy
- CHDS - Health Data Science Center, Human Technopole, Milan, Italy
| | - Giovanni Fiorito
- Department of Medical Gerontology, Trinity College Dublin, Dublin, Ireland.
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK.
- Laboratory Biostatistics, Department of Biomedical Sciences, University of Sassari, Via Padre Manzella 4, Sassari, Italy.
| |
Collapse
|