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Neumann JT, Twerenbold R, Weimann J, Ballantyne CM, Benjamin EJ, Costanzo S, de Lemos JA, deFilippi CR, Di Castelnuovo A, Donfrancesco C, Dörr M, Eggers KM, Engström G, Felix SB, Ferrario MM, Gansevoort RT, Giampaoli S, Giedraitis V, Hedberg P, Iacoviello L, Jørgensen T, Kee F, Koenig W, Kuulasmaa K, Lewis JR, Lorenz T, Lyngbakken MN, Magnussen C, Melander O, Nauck M, Niiranen TJ, Nilsson PM, Olsen MH, Omland T, Oskarsson V, Palmieri L, Peters A, Prince RL, Qaderi V, Vasan RS, Salomaa V, Sans S, Smith JG, Söderberg S, Thorand B, Tonkin AM, Tunstall-Pedoe H, Veronesi G, Watanabe T, Watanabe M, Zeiher AM, Zeller T, Blankenberg S, Ojeda F. Prognostic Value of Cardiovascular Biomarkers in the Population. JAMA 2024:2818624. [PMID: 38739396 DOI: 10.1001/jama.2024.5596] [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: 05/14/2024]
Abstract
Importance Identification of individuals at high risk for atherosclerotic cardiovascular disease within the population is important to inform primary prevention strategies. Objective To evaluate the prognostic value of routinely available cardiovascular biomarkers when added to established risk factors. Design, Setting, and Participants Individual-level analysis including data on cardiovascular biomarkers from 28 general population-based cohorts from 12 countries and 4 continents with assessments by participant age. The median follow-up was 11.8 years. Exposure Measurement of high-sensitivity cardiac troponin I, high-sensitivity cardiac troponin T, N-terminal pro-B-type natriuretic peptide, B-type natriuretic peptide, or high-sensitivity C-reactive protein. Main Outcomes and Measures The primary outcome was incident atherosclerotic cardiovascular disease, which included all fatal and nonfatal events. The secondary outcomes were all-cause mortality, heart failure, ischemic stroke, and myocardial infarction. Subdistribution hazard ratios (HRs) for the association of biomarkers and outcomes were calculated after adjustment for established risk factors. The additional predictive value of the biomarkers was assessed using the C statistic and reclassification analyses. Results The analyses included 164 054 individuals (median age, 53.1 years [IQR, 42.7-62.9 years] and 52.4% were women). There were 17 211 incident atherosclerotic cardiovascular disease events. All biomarkers were significantly associated with incident atherosclerotic cardiovascular disease (subdistribution HR per 1-SD change, 1.13 [95% CI, 1.11-1.16] for high-sensitivity cardiac troponin I; 1.18 [95% CI, 1.12-1.23] for high-sensitivity cardiac troponin T; 1.21 [95% CI, 1.18-1.24] for N-terminal pro-B-type natriuretic peptide; 1.14 [95% CI, 1.08-1.22] for B-type natriuretic peptide; and 1.14 [95% CI, 1.12-1.16] for high-sensitivity C-reactive protein) and all secondary outcomes. The addition of each single biomarker to a model that included established risk factors improved the C statistic. For 10-year incident atherosclerotic cardiovascular disease in younger people (aged <65 years), the combination of high-sensitivity cardiac troponin I, N-terminal pro-B-type natriuretic peptide, and high-sensitivity C-reactive protein resulted in a C statistic improvement from 0.812 (95% CI, 0.8021-0.8208) to 0.8194 (95% CI, 0.8089-0.8277). The combination of these biomarkers also improved reclassification compared with the conventional model. Improvements in risk prediction were most pronounced for the secondary outcomes of heart failure and all-cause mortality. The incremental value of biomarkers was greater in people aged 65 years or older vs younger people. Conclusions and Relevance Cardiovascular biomarkers were strongly associated with fatal and nonfatal cardiovascular events and mortality. The addition of biomarkers to established risk factors led to only a small improvement in risk prediction metrics for atherosclerotic cardiovascular disease, but was more favorable for heart failure and mortality.
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Affiliation(s)
- Johannes Tobias Neumann
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Raphael Twerenbold
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Jessica Weimann
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Christie M Ballantyne
- Center for Cardiometabolic Disease Prevention, Department of Medicine, College of Medicine, Baylor University, Houston, Texas
| | - Emelia J Benjamin
- Department of Medicine, Boston Medical Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- Department of Epidemiology, School of Public Health, Boston University, Boston, Massachusetts
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - James A de Lemos
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, Texas
| | | | | | - Chiara Donfrancesco
- Department of Cardiovascular, Endocrine-Metabolic Diseases, and Aging, National Institute of Health, Rome, Italy
| | - Marcus Dörr
- Department of Internal Medicine B, University Greifswald, Greifswald, Germany
- German Center for Cardiovascular Research, Partner Site Greifswald, University Medicine, Greifswald, Germany
| | - Kai M Eggers
- Departments of Medical Sciences and Cardiology, Uppsala University, Uppsala, Sweden
| | - Gunnar Engström
- Department of Clinical Sciences, Lund University, Malmö, Sweden
| | - Stephan B Felix
- Department of Internal Medicine B, University Greifswald, Greifswald, Germany
- German Center for Cardiovascular Research, Partner Site Greifswald, University Medicine, Greifswald, Germany
| | - Marco M Ferrario
- Research Centre in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Ron T Gansevoort
- Department of Nephrology, University Medical Center Groningen, Groningen, the Netherlands
| | | | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Pär Hedberg
- Department of Clinical Physiology and Centre for Clinical Research, Västmanland County Hospital, Uppsala University, Västerås, Sweden
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Department of Medicine and Surgery, Libera Università Mediterranea, Casamassima, Italy
| | - Torben Jørgensen
- Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Centre for Clinical Research and Prevention, BFH Hospital, Copenhagen, Denmark
| | - Frank Kee
- UKCRC Centre of Excellence for Public Health, Queens University of Belfast, Belfast, Northern Ireland
| | - Wolfgang Koenig
- German Heart Center, Technical University of Munich, Munich, Germany
- Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
- German Center for Cardiovascular Disease Research, Partner Site Munich Heart Alliance, Munich, Germany
| | - Kari Kuulasmaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Joshua R Lewis
- Nutrition and Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
- Medical School, University of Western Australia, Perth
- Centre for Kidney Research, Children's Hospital at Westmead, School of Public Health, Sydney Medical School, University of Sydney, Sydney, Australia
| | - Thiess Lorenz
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Magnus N Lyngbakken
- Division of Medicine, Department of Cardiology, Akershus University Hospital, Lørenskog, Norway
- K. G. Jebsen Center for Cardiac Biomarkers, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Christina Magnussen
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Olle Melander
- Departments of Medical Sciences and Cardiology, Uppsala University, Uppsala, Sweden
| | - Matthias Nauck
- German Center for Cardiovascular Research, Partner Site Greifswald, University Medicine, Greifswald, Germany
- Institute for Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Teemu J Niiranen
- Finnish Institute for Health and Welfare, Helsinki, Finland
- Division of Medicine, Turku University Hospital, Turku, Finland
- Department of Internal Medicine, University of Turku, Turku, Finland
| | - Peter M Nilsson
- Departments of Medical Sciences and Cardiology, Uppsala University, Uppsala, Sweden
| | - Michael H Olsen
- Cardiology Section, Department of Internal Medicine, Holbaek Hospital, Holbaek, Denmark
- Department of Regional Health, University of Southern Denmark, Odense
| | - Torbjorn Omland
- Division of Medicine, Department of Cardiology, Akershus University Hospital, Lørenskog, Norway
- K. G. Jebsen Center for Cardiac Biomarkers, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Viktor Oskarsson
- Department of Public Health and Clinical Medicine, Section of Medicine, Umeå University, Umeå, Sweden
| | - Luigi Palmieri
- Department of Cardiovascular, Endocrine-Metabolic Diseases, and Aging, National Institute of Health, Rome, Italy
| | - Anette Peters
- German Center for Cardiovascular Disease Research, Partner Site Munich Heart Alliance, Munich, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig-Maximilians-Universität, Munich, Germany
| | - Richard L Prince
- Nutrition and Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
- Medical School, University of Western Australia, Perth
| | - Vazhma Qaderi
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ramachandran S Vasan
- Department of Medicine, Boston Medical Center, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts
- University of Texas School of Public Health and the University of Texas Health Science Center, San Antonio
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Susana Sans
- Catalan Department of Health, Barcelona, Spain
| | - J Gustav Smith
- Wallenberg Laboratory and Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University, Gothenburg, Sweden
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Section of Medicine, Umeå University, Umeå, Sweden
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig-Maximilians-Universität, Munich, Germany
| | - Andrew M Tonkin
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, Scotland
| | - Giovanni Veronesi
- Research Centre in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Tetsu Watanabe
- Department of Cardiology, Pulmonology, and Nephrology, School of Medicine, Yamagata University, Yamagata, Japan
| | - Masafumi Watanabe
- Department of Cardiology, Pulmonology, and Nephrology, School of Medicine, Yamagata University, Yamagata, Japan
| | - Andreas M Zeiher
- Institute for Cardiovascular Regeneration, Goethe University, Frankfurt, Germany
- German Center for Cardiovascular Disease Research, Partner Site Rhine-Main, Mainz, Germany
| | - Tanja Zeller
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research, Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Francisco Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Center for Population Health Innovation, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Ruggiero E, Di Castelnuovo A, Costanzo S, Esposito S, De Curtis A, Persichillo M, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Bonaccio M. Olive oil consumption is associated with lower cancer, cardiovascular and all-cause mortality among Italian adults: prospective results from the Moli-sani Study and analysis of potential biological mechanisms. Eur J Clin Nutr 2024:10.1038/s41430-024-01442-8. [PMID: 38704428 DOI: 10.1038/s41430-024-01442-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 04/10/2024] [Accepted: 04/15/2024] [Indexed: 05/06/2024]
Abstract
BACKGROUND Olive oil consumption has been reportedly associated with lower mortality rates, mostly from cardiovascular diseases, but its potential impact on cancer death remains controversial. Moreover, biological mechanisms possibly linking olive oil consumption to mortality outcomes remain unexplored. METHODS We longitudinally analysed data on 22,892 men and women from the Moli-sani Study in Italy (follow-up 13.1 y), to examine the association of olive oil consumption with mortality. Dietary data were collected at baseline (2005-2010) through a 188-item FFQ, and olive oil consumption was standardised to a 10 g tablespoon (tbsp) size. Diet quality was assessed through a Mediterranean diet score. Multivariable-adjusted Cox proportional hazard models, also including diet quality, were used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs). The potential mediating role of inflammatory, metabolic, cardiovascular and renal biomarkers on the association between olive oil intake and mortality was evaluated on the basis of change-in-estimate and associated p values. RESULTS Multivariable HRs for all-cause, cancer, cardiovascular and other cause mortality associated with high (>3 tbsp/d) versus low (≤1.5 tbsp/d) olive oil consumption were 0.80 (0.69-0.94), 0.77 (0.59-0.99), 0.75 (0.58-0.97) and 0.97 (0.73-1.29), respectively. Taken together, the investigated biomarkers attenuated the association of olive oil consumption with all-cause and cancer mortality by 21.2% and 13.7%, respectively. CONCLUSIONS Higher olive oil consumption was associated with lower cancer, cardiovascular and all-cause mortality rates, independent of overall diet quality. Known risk factors for chronic diseases only in part mediated such associations suggesting that other biological pathways are potentially involved in this relationship.
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Affiliation(s)
- Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Augusto Di Castelnuovo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Mariarosaria Persichillo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy.
- Department of Medicine and Surgery, LUM University "Giuseppe Degennaro", Casamassima, BA, Italy.
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, via dell'Elettronica, 86077, Pozzilli, IS, Italy
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3
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Bertuccio P, Vigezzi GP, Amerio A, Cavalieri D'oro L, Iacoviello L, Stuckler D, Signorelli C, Zucchi A, Gallus S, Odone A. Health and social home services among community-dwelling older people during COVID-19: Results from the cross-sectional LOST in Lombardia project. Scand J Public Health 2024; 52:262-270. [PMID: 37688313 DOI: 10.1177/14034948231184516] [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] [Indexed: 09/10/2023]
Abstract
BACKGROUND Few studies have focused on changes in health and social services access due to the COVID-19 pandemic. We aimed to describe changes in the use of selected health and social home services due to the pandemic and to investigate potential associated factors, including socio-demographic characteristics, number of chronic diseases and mental health indicators, among older Italian individuals. METHODS We analysed data from the LOST in Lombardia cross-sectional study conducted in November 2020 on a large representative sample of 4400 individuals aged ⩾65 years. To identify potential factors associated with the increased use of three selected health and social home services, we estimated odds ratios (OR) and confidence intervals (CI) using multivariable logistic regression models. RESULTS Compared to the year before, 5.0% of older adults increased help from domestic workers (vs. 6.9% reducing) during the pandemic, 4.4% increased help from non-familiar caregivers (vs. 1.3% decreasing) and 4.7% increased medical home visits (vs. 1.0% decreasing). An increase in the use of these services was more frequent among participants with co-morbidities (p for trend <0.001), especially with diabetes (for caregivers: OR=12.2, 95% CI 6.0-24.8), and worse mental health (for caregivers and for those with a GAD-2 score ⩾3 vs. <3: OR=10.6, 95% CI 5.8-19.4). Conversely, people living in more crowded households less frequently increased health and social services use during the pandemic. CONCLUSIONS Our results should inform targeted interventions for the identified vulnerable groups to close the gap in health and social inequities.
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Affiliation(s)
- Paola Bertuccio
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Italy
| | - Giacomo Pietro Vigezzi
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Italy
- Collegio Ca' della Paglia, Fondazione Ghislieri, Italy
| | - Andrea Amerio
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, Italy
- IRCCS San Martino Polyclinic Hospital, Italy
| | | | - Licia Iacoviello
- Department of Medicine and Surgery, Research Centre in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Italy
| | - David Stuckler
- Department of Social and Political Sciences, Bocconi University, Italy
| | | | - Alberto Zucchi
- Epidemiology Unit, Bergamo Health Protection Agency, Italy
| | - Silvano Gallus
- Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Italy
| | - Anna Odone
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Italy
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Gialluisi A, Tirozzi A, Costanzo S, De Bartolo MI, Belvisi D, Magnacca S, De Curtis A, Falciglia S, Ricci M, Cerletti C, Donati MB, Berardelli A, de Gaetano G, Iacoviello L. Blood-based biological ageing and red cell distribution width are associated with prevalent Parkinson's disease: findings from a large Italian population cohort. Front Endocrinol (Lausanne) 2024; 15:1376545. [PMID: 38660510 PMCID: PMC11041016 DOI: 10.3389/fendo.2024.1376545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 03/22/2024] [Indexed: 04/26/2024] Open
Abstract
Background Aging clocks tag the actual underlying age of an organism and its discrepancy with chronological age and have been reported to predict incident disease risk in the general population. However, the relationship with neurodegenerative risk and in particular with Parkinson's Disease (PD) remains unclear, with few discordant findings reporting associations with both incident and prevalent PD risk. Objective To clarify this relationship, we computed a common aging clock based on blood markers and tested the resulting discrepancy with chronological age (ΔPhenoAge) for association with both incident and prevalent PD risk. Methods In a large Italian population cohort - the Moli-sani study (N=23,437; age ≥ 35 years; 52% women) - we carried out both Cox Proportional Hazards regressions modelling ΔPhenoAge as exposure and incident PD as outcome, and linear models testing prevalent PD as exposure and ΔPhenoAge as outcome. All models were incrementally adjusted for age, sex, education level completed and other risk/protective factors previously associated with PD risk in the same cohort (prevalent dysthyroidism, hypertension, diabetes, use of oral contraceptives, exposure to paints, daily coffee intake and cigarette smoking). Results No significant association between incident PD risk (209 cases, median (IQR) follow-up time 11.19 (2.03) years) and PhenoAging was observed (Hazard Ratio [95% Confidence Interval] = 0.98 [0.71; 1.37]). However, a small but significant increase of ΔPhenoAge was observed in prevalent PD cases vs healthy subjects (β (Standard Error) = 1.39 (0.70)). An analysis of each component biomarker of PhenoAge revealed a significant positive association of prevalent PD status with red cell distribution width (RDW; β (SE) = 0.46 (0.18)). All the remaining markers did not show any significant evidence of association. Conclusion The reported evidence highlights systemic effects of prevalent PD status on biological aging and red cell distribution width. Further cohort and functional studies may help shedding a light on the related pathways altered at the organism level in prevalent PD, like red cells variability, inflammatory and oxidative stress mechanisms.
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Affiliation(s)
- Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
- Department of Medicine and Surgery, LUM University, Casamassima, Italy
| | - Alfonsina Tirozzi
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Daniele Belvisi
- IRCCS NEUROMED, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Sara Magnacca
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Stefania Falciglia
- UOC Governance del Farmaco, Azienda Sanitaria Regionale del Molise –ASREM, Campobasso, Italy
| | - Moreno Ricci
- UOC Governance del Farmaco, Azienda Sanitaria Regionale del Molise –ASREM, Campobasso, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Alfredo Berardelli
- IRCCS NEUROMED, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | | | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
- Department of Medicine and Surgery, LUM University, Casamassima, Italy
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Giusti EM, Ferrario MM, Veronesi G, D'Amato A, Gianfagna F, Iacoviello L. Perceived work stressors and the transition to burnout among nurses in response to the pandemic: implications for healthcare organizations. Scand J Work Environ Health 2024; 50:158-167. [PMID: 38477898 PMCID: PMC11014740 DOI: 10.5271/sjweh.4148] [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: 10/04/2023] [Indexed: 03/14/2024] Open
Abstract
OBJECTIVES This study aimed to assess the associations of pre-pandemic perceived work stressors and work satisfaction among nurses, including nurse assistants, with burnout profiles and their transitions in response to the pandemic. METHODS Three hundred and thirty-seven nurses working in an Italian University hospital participated in a longitudinal study including a survey in August 2019 investigating perceived work stressors (assessed using the HSE Indicator Tool), work satisfaction (Work Satisfaction Scale), and burnout (Maslach Burnout Inventory), and a second survey in December 2020 assessing burnout. Using latent transition analysis, we identified burnout profiles and then estimated the associations between work stressors and satisfaction on profiles and transitions. RESULTS We identified three pre-pandemic profiles, namely engaged (67%), ineffective (15%), and burnout (18%); and three pandemic profiles, namely engaged (37%), exhausted (51%), and severe burnout (12%). The severe burnout profile consisted of 70% nurses classified in the burnout profile before the pandemic. Overall, work stressors and satisfaction were associated with both pre-pandemic and pandemic burnout profiles. Among nurses not in the burnout profile prior to COVID-19, pre-pandemic hostile relationships increased [odds ratio (OR) 1.19, 95% confidence interval (CI) 1.05-1.34] and work satisfaction decreased (OR 0.82, 95% CI 0.68-0.98) the probability to transition to exhausted. Moreover, work satisfaction (OR 0.54, 95% CI 0.32-0.91) and participation in work organization (OR 0.69, 95% CI 0.51-0.93) protected from transitioning to severe burnout. The association between peer support and the transition to exhausted needs further investigation. CONCLUSIONS Pre-pandemic work stressors and satisfaction were associated with pandemic burnout and burnout transitions. To enhance preparedness for future crises, healthcare managers should carefully assess and tackle work-related constraints affecting nurses.
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Affiliation(s)
| | - Marco Mario Ferrario
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, 21100 Varese, Italy.
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Godos J, Scazzina F, Paternò Castello C, Giampieri F, Quiles JL, Briones Urbano M, Battino M, Galvano F, Iacoviello L, de Gaetano G, Bonaccio M, Grosso G. Underrated aspects of a true Mediterranean diet: understanding traditional features for worldwide application of a "Planeterranean" diet. J Transl Med 2024; 22:294. [PMID: 38515140 PMCID: PMC10956348 DOI: 10.1186/s12967-024-05095-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 03/15/2024] [Indexed: 03/23/2024] Open
Abstract
Over the last decades, the Mediterranean diet gained enormous scientific, social, and commercial attention due to proven positive effects on health and undeniable taste that facilitated a widespread popularity. Researchers have investigated the role of Mediterranean-type dietary patterns on human health all around the world, reporting consistent findings concerning its benefits. However, what does truly define the Mediterranean diet? The myriad of dietary scores synthesizes the nutritional content of a Mediterranean-type diet, but a variety of aspects are generally unexplored when studying the adherence to this dietary pattern. Among dietary factors, the main characteristics of the Mediterranean diet, such as consumption of fruit and vegetables, olive oil, and cereals should be accompanied by other underrated features, such as the following: (i) specific reference to whole-grain consumption; (ii) considering the consumption of legumes, nuts, seeds, herbs and spices often untested when exploring the adherence to the Mediterranean diet; (iii) consumption of eggs and dairy products as common foods consumed in the Mediterranean region (irrespectively of the modern demonization of dietary fat intake). Another main feature of the Mediterranean diet includes (red) wine consumption, but more general patterns of alcohol intake are generally unmeasured, lacking specificity concerning the drinking occasion and intensity (i.e., alcohol drinking during meals). Among other underrated aspects, cooking methods are rather simple and yet extremely varied. Several underrated aspects are related to the quality of food consumed when the Mediterranean diet was first investigated: foods are locally produced, minimally processed, and preserved with more natural methods (i.e., fermentation), strongly connected with the territory with limited and controlled impact on the environment. Dietary habits are also associated with lifestyle behaviors, such as sleeping patterns, and social and cultural values, favoring commensality and frugality. In conclusion, it is rather reductive to consider the Mediterranean diet as just a pattern of food groups to be consumed decontextualized from the social and geographical background of Mediterranean culture. While the methodologies to study the Mediterranean diet have demonstrated to be useful up to date, a more holistic approach should be considered in future studies by considering the aforementioned underrated features and values to be potentially applied globally through the concept of a "Planeterranean" diet.
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Affiliation(s)
- Justyna Godos
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | | | | | - Francesca Giampieri
- Department of Clinical Sciences, Università Politecnica Delle Marche, Ancona, Italy
- Research Group on Food, Nutritional Biochemistry and Health, Universidad Europea del Atlántico, Isabel Torres 21, 39011, Santander, Spain
| | - José L Quiles
- Research Group on Food, Nutritional Biochemistry and Health, Universidad Europea del Atlántico, Isabel Torres 21, 39011, Santander, Spain
- Department of Physiology, Institute of Nutrition and Food Technology "José Mataix", Biomedical Research Center, University of Granada, Avda del Conocimiento S/N, Parque Tecnologico de La Salud, Armilla, 18016, Granada, Spain
- Research and Development Functional Food Centre (CIDAF), Health Science Technological Park, Avenida del Conocimiento 37, 18016, Granada, Spain
| | - Mercedes Briones Urbano
- Research Group on Food, Nutritional Biochemistry and Health, Universidad Europea del Atlántico, Isabel Torres 21, 39011, Santander, Spain
- Universidad Internacional Iberoamericana, Campeche, 24560, México
- Universidad Internacional Iberoamericana, Arecibo, PR, 00613, USA
| | - Maurizio Battino
- Department of Clinical Sciences, Università Politecnica Delle Marche, Ancona, Italy
- Research Group on Food, Nutritional Biochemistry and Health, Universidad Europea del Atlántico, Isabel Torres 21, 39011, Santander, Spain
- International Joint Research Laboratory of Intelligent Agriculture and Agri-Products Processing, Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China
| | - Fabio Galvano
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Libera Università Mediterranea (LUM) "Giuseppe Degennaro", Casamassima (Bari), Italy
| | | | | | - Giuseppe Grosso
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy.
- Center for Human Nutrition and Mediterranean Foods (NUTREA), University of Catania, Catania, Italy.
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S, Pandey A, Pang Z, Panza F, Paoli M, Papadopoulou SK, Papandreou D, Pareja RG, Park SW, Park S, Parnell WR, Parsaeian M, Pascanu IM, Pasquet P, Patel ND, Pattussi M, Pavlyshyn H, Pechlaner R, Pećin I, Pednekar MS, Pedro JM, Peer N, Peixoto SV, Peltonen M, Pereira AC, Peres MA, Perez-Londoño A, Pérez CM, Peterkova V, Peters A, Petkeviciene J, Petrauskiene A, Petrovna Kovtun O, Pettenuzzo E, Peykari N, Pfeiffer N, Phall MC, Pham ST, Phiri FP, Pichardo RN, Pierannunzio D, Pierre-Marie P, Pigeot I, Pikhart H, Pilav A, Piler P, Pilotto L, Pistelli F, Pitakaka F, Piwonska A, Pizarro AN, Plans-Rubió P, Platonova AG, Poh BK, Pohlabeln H, Polka NS, Pop RM, Popkin BM, Popovic SR, Porta M, Posch G, Poudyal A, Poulimeneas D, Pouraram H, Pourfarzi F, Pourshams A, Poustchi H, Price AJ, Price JF, Prista A, Providencia R, Puder JJ, Pudule I, Puhakka S, Puiu M, Punab M, Qadir MS, Qasrawi RF, Qiao Q, Qorbani M, Quintana HK, Quiroga-Padilla PJ, Quoc Bao T, Rach S, Radic I, Radisauskas R, Rahimikazerooni S, Rahman M, Rahman M, Raitakari O, Raj M, Rajabov T, Rakhmatulloev S, Rakovac I, Ramachandra Rao S, Ramachandran A, Ramadan OPC, Ramires VV, Ramirez-Zea M, Ramke J, Ramos E, Ramos R, Rampal L, Rampal S, Ramsay SE, Rangelova LS, Rarra V, Rascon-Pacheco RA, Rashidi MM, Rech CR, Redon J, Reganit PFM, Regecová V, Renner JDP, Repasy JA, Reuter CP, Revilla L, Reynolds A, Rezaei N, Rezaianzadeh A, Rho Y, Ribas-Barba L, Ribeiro R, Riboli E, Rigo F, Rigotti A, Rinaldo N, Rinke de Wit TF, Risérus U, Rito AI, Ritti-Dias RM, Rivera JA, Roa RG, Robinson L, Roccaldo R, Rodrigues D, Rodriguez-Perez MDC, Rodríguez-Villamizar LA, Rodríguez AY, Roggenbuck U, Rohloff P, Rohner F, Rojas-Martinez R, Rojroongwasinkul N, Romaguera D, Romeo EL, Rosario RV, Rosengren A, Rouse I, Rouzier V, Roy JGR, Ruano MH, Rubinstein A, Rühli FJ, Ruidavets JB, Ruiz-Betancourt BS, Ruiz-Castell M, Ruiz Moreno E, Rusakova IA, Rusek W, Russell Jonsson K, Russo P, Rust P, Rutkowski M, Saamel M, Saar CG, Sabanayagam C, Sabbaghi H, Sacchini E, Sachdev HS, Sadjadi A, Safarpour AR, Safi S, Safiri S, Saghi MH, Saidi O, Saieva C, Sakata S, Saki N, Šalaj S, Salanave B, Salazar Martinez E, Salhanova A, Salmerón D, Salomaa V, Salonen JT, Salvetti M, Samoutian M, Sánchez-Abanto J, Sánchez Rodríguez I, Sandjaja, Sans S, Santa-Marina L, Santacruz E, Santos DA, Santos IS, Santos LC, Santos MP, Santos O, Santos R, Santos TR, Saramies JL, Sardinha LB, Sarrafzadegan N, Sathish T, Saum KU, Savva S, Savy M, Sawada N, Sbaraini M, Scazufca M, Schaan BD, Schaffrath Rosario A, Schargrodsky H, Schienkiewitz A, Schindler K, Schipf S, Schmidt B, Schmidt CO, Schmidt IM, Schneider A, Schnohr P, Schöttker B, Schramm S, Schramm S, Schröder H, Schultsz C, Schultz G, Schulze MB, Schutte AE, Sebert S, Sedaghattalab M, Selamat R, Sember V, Sen A, Senbanjo IO, Sepanlou SG, Sequera G, Serra-Majem L, Servais J, Ševčíková Ľ, Sewpaul R, Shalnova S, Shamah-Levy T, Shamshirgaran SM, Shanthirani CS, Sharafkhah M, Sharma SK, Sharman A, Shaw JE, Shayanrad A, Shayesteh AA, Shengelia L, Shi Z, Shibuya K, Shimizu-Furusawa H, Shimony T, Shiri R, Shrestha N, Si-Ramlee K, Siani A, Siantar R, Sibai AM, Sidossis LS, Silitrari N, Silva AM, Silva CRDM, Silva DAS, Silva KS, Sim X, Simon M, Simons J, Simons LA, Sjöberg A, Sjöström M, Skoblina EV, Skoblina NA, Slazhnyova T, Slowikowska-Hilczer J, Slusarczyk P, Smeeth L, So HK, Soares FC, Sobek G, Sobngwi E, Sodemann M, Söderberg S, Soekatri MYE, Soemantri A, Sofat R, Solfrizzi V, Solovieva YV, Somi MH, Sonestedt E, Song Y, Soofi S, Sørensen TIA, Sørgjerd EP, Sossa Jérome C, Soto-Rojas VE, Soumaré A, Sousa-Poza A, Sovic S, Sparboe-Nilsen B, Sparrenberger K, Spencer PR, Spinelli A, Spiroski I, Staessen JA, Stamm H, Stang A, Starc G, Staub K, Stavreski B, Steene-Johannessen J, Stehle P, Stein AD, Steinsbekk S, Stergiou GS, Stessman J, Stevanović R, Stieber J, Stöckl D, Stokwiszewski J, Stoyanova E, Stratton G, Stronks K, Strufaldi MW, Sturua L, Suárez-Medina R, Suarez-Ortegón MF, Suebsamran P, Sugiyama M, Suka M, Sulo G, Sun CA, Sun L, Sund M, Sundström J, Sung YT, Sunyer J, Suriyawongpaisal P, Sweis NWG, Swinburn BA, Sy RG, Sylva RC, Szponar L, Tabone L, Tai ES, Takuro F, Tambalis KD, Tammesoo ML, Tamosiunas A, Tan EJ, Tang X, Tanrygulyyeva M, Tanser F, Tao Y, Tarawneh MR, Tarp J, Tarqui-Mamani CB, Taxová Braunerová R, Taylor A, Taylor J, Tchibindat F, Te Velde S, Tebar WR, Tell GS, Tello T, Tessema M, Tham YC, Thankappan KR, Theobald H, Theodoridis X, Thomas N, Thorand B, Thrift AG, Tichá Ľ, Timmermans EJ, Tjandrarini DH, Tjonneland A, Tolonen HK, Tolstrup JS, Tomaszewski M, Topbas M, Topór-Mądry R, Torheim LE, Tornaritis MJ, Torrent M, Torres-Collado L, Toselli S, Touloumi G, Traissac P, Tran TTH, Tremblay MS, Triantafyllou A, Trichopoulos D, Trichopoulou A, Trinh OTH, Trivedi A, Tshepo L, Tsigga M, Tsintavis P, Tsugane S, Tuitele J, Tuliakova AM, Tulloch-Reid MK, Tullu F, Tuomainen TP, Tuomilehto J, Twig G, Tynelius P, Tzala E, Tzotzas T, Tzourio C, Udoji N, Ueda P, Ugel E, Ukoli FAM, Ulmer H, Unal B, Usupova Z, Uusitalo HMT, Uysal N, Vaitkeviciute J, Valdivia G, Vale S, Valvi D, van Dam RM, van den Born BJ, Van der Heyden J, van der Schouw YT, Van Herck K, Van Lippevelde W, Van Minh H, Van Schoor NM, van Valkengoed IGM, Vanderschueren D, Vanuzzo D, Varbo A, Varela-Moreiras G, Vargas LN, Varona-Pérez P, Vasan SK, Vasques DG, Vatasescu R, Vega T, Veidebaum T, Velasquez-Melendez G, Velika B, Verloigne M, Veronesi G, Verschuren WMM, Victora CG, Viegi G, Viet L, Vik FN, Vilar M, Villalpando S, Vioque J, Viriyautsahakul N, Virtanen JK, Visser M, Visvikis-Siest S, Viswanathan B, Vladulescu M, Vlasoff T, Vocanec D, Vollenweider P, Völzke H, Vourli G, Voutilainen A, Vrijheid M, Vrijkotte TGM, Vuletić S, Wade AN, Waldhör T, Walton J, Wambiya EOA, Wan Bebakar WM, Wan Mohamud WN, Wanderley Júnior RDS, Wang C, Wang H, Wang MD, Wang N, Wang Q, Wang X, Wang YX, Wang YW, Wannamethee SG, Wareham N, Wartha O, Weber A, Wedderkopp N, Weghuber D, Wei W, Weres A, Werner B, Westbury LD, Whincup PH, Wichstrøm L, Wickramasinghe K, Widhalm K, Widyahening IS, Więcek A, Wild PS, Wilks RJ, Willeit J, Willeit P, Williams J, Wilsgaard T, Wirth JP, Wojtyniak B, Woldeyohannes M, Wolf K, Wong-McClure RA, Wong A, Wong EB, Wong JE, Wong TY, Woo J, Woodward M, Wu FC, Wu HY, Wu J, Wu LJ, Wu S, Wyszyńska J, Xu H, Xu L, Yaacob NA, Yamborisut U, Yan L, Yan W, Yang L, Yang X, Yang Y, Yardim N, Yasuharu T, Yépez García M, Yiallouros PK, Yngve A, Yoosefi M, Yoshihara A, Yotov Y, You QS, You SL, Younger-Coleman NO, Yu YL, Yu Y, Yusof SM, Yusoff AF, Zaccagni L, Zafiropulos V, Zainuddin AA, Zakavi SR, Zamani F, Zambon S, Zampelas A, Zamrazilová H, Zapata ME, Zargar AH, Zaw KK, Zayed AA, Zdrojewski T, Żegleń M, Zejglicova K, Zeljkovic Vrkic T, Zeng Y, Zentai A, Zhang B, Zhang L, Zhang ZY, Zhao D, Zhao MH, Zhao W, Zhecheva YV, Zhen S, Zheng W, Zheng Y, Zholdin B, Zhou M, Zhu D, Zimmet P, Zins M, Zitt E, Zocalo Y, Zoghlami N, Zuñiga Cisneros J, Zuziak M, Ezzati M. Worldwide trends in underweight and obesity from 1990 to 2022: a pooled analysis of 3663 population-representative studies with 222 million children, adolescents, and adults. Lancet 2024; 403:1027-1050. [PMID: 38432237 PMCID: PMC7615769 DOI: 10.1016/s0140-6736(23)02750-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/22/2023] [Accepted: 12/05/2023] [Indexed: 03/05/2024]
Abstract
BACKGROUND Underweight and obesity are associated with adverse health outcomes throughout the life course. We estimated the individual and combined prevalence of underweight or thinness and obesity, and their changes, from 1990 to 2022 for adults and school-aged children and adolescents in 200 countries and territories. METHODS We used data from 3663 population-based studies with 222 million participants that measured height and weight in representative samples of the general population. We used a Bayesian hierarchical model to estimate trends in the prevalence of different BMI categories, separately for adults (age ≥20 years) and school-aged children and adolescents (age 5-19 years), from 1990 to 2022 for 200 countries and territories. For adults, we report the individual and combined prevalence of underweight (BMI <18·5 kg/m2) and obesity (BMI ≥30 kg/m2). For school-aged children and adolescents, we report thinness (BMI <2 SD below the median of the WHO growth reference) and obesity (BMI >2 SD above the median). FINDINGS From 1990 to 2022, the combined prevalence of underweight and obesity in adults decreased in 11 countries (6%) for women and 17 (9%) for men with a posterior probability of at least 0·80 that the observed changes were true decreases. The combined prevalence increased in 162 countries (81%) for women and 140 countries (70%) for men with a posterior probability of at least 0·80. In 2022, the combined prevalence of underweight and obesity was highest in island nations in the Caribbean and Polynesia and Micronesia, and countries in the Middle East and north Africa. Obesity prevalence was higher than underweight with posterior probability of at least 0·80 in 177 countries (89%) for women and 145 (73%) for men in 2022, whereas the converse was true in 16 countries (8%) for women, and 39 (20%) for men. From 1990 to 2022, the combined prevalence of thinness and obesity decreased among girls in five countries (3%) and among boys in 15 countries (8%) with a posterior probability of at least 0·80, and increased among girls in 140 countries (70%) and boys in 137 countries (69%) with a posterior probability of at least 0·80. The countries with highest combined prevalence of thinness and obesity in school-aged children and adolescents in 2022 were in Polynesia and Micronesia and the Caribbean for both sexes, and Chile and Qatar for boys. Combined prevalence was also high in some countries in south Asia, such as India and Pakistan, where thinness remained prevalent despite having declined. In 2022, obesity in school-aged children and adolescents was more prevalent than thinness with a posterior probability of at least 0·80 among girls in 133 countries (67%) and boys in 125 countries (63%), whereas the converse was true in 35 countries (18%) and 42 countries (21%), respectively. In almost all countries for both adults and school-aged children and adolescents, the increases in double burden were driven by increases in obesity, and decreases in double burden by declining underweight or thinness. INTERPRETATION The combined burden of underweight and obesity has increased in most countries, driven by an increase in obesity, while underweight and thinness remain prevalent in south Asia and parts of Africa. A healthy nutrition transition that enhances access to nutritious foods is needed to address the remaining burden of underweight while curbing and reversing the increase in obesity. FUNDING UK Medical Research Council, UK Research and Innovation (Research England), UK Research and Innovation (Innovate UK), and European Union.
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Pezzini A, Iacoviello L, Di Castelnuovo A, Costanzo S, Tarantino B, de Gaetano G, Zedde M, Marcheselli S, Silvestrelli G, Ciccone A, DeLodovici ML, Princiotta Cariddi L, Paciaroni M, Azzini C, Padroni M, Gamba M, Magoni M, Del Sette M, Tassi R, De Franco IG, Cavallini A, Calabrò RS, Cappellari M, Giorli E, Giacalone G, Lodigiani C, Zenorini M, Valletta F, Pascarella R, Grisendi I, Assenza F, Napoli M, Moratti C, Acampa M, Grassi M. Long-Term Risk of Arterial Thrombosis After Intracerebral Hemorrhage: MUCH-Italy. Stroke 2024; 55:634-642. [PMID: 38299371 PMCID: PMC10896192 DOI: 10.1161/strokeaha.123.044626] [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: 07/25/2023] [Revised: 11/22/2023] [Accepted: 12/11/2023] [Indexed: 02/02/2024]
Abstract
BACKGROUND The identification of patients surviving an acute intracerebral hemorrhage who are at a long-term risk of arterial thrombosis is a poorly defined, crucial issue for clinicians. METHODS In the setting of the MUCH-Italy (Multicenter Study on Cerebral Haemorrhage in Italy) prospective observational cohort, we enrolled and followed up consecutive 30-day intracerebral hemorrhage survivors to assess the long-term incidence of arterial thrombotic events, to assess the impact of clinical and radiological variables on the risk of these events, and to develop a tool for estimating such a risk at the individual level. Primary end point was a composite of ischemic stroke, myocardial infarction, or other arterial thrombotic events. A point-scoring system was generated by the β-coefficients of the variables independently associated with the long-term risk of arterial thrombosis, and the predictive MUCH score was calculated as the sum of the weighted scores. RESULTS Overall, 1729 patients (median follow-up time, 43 months [25th to 75th percentile, 69.0]) qualified for inclusion. Arterial thrombotic events occurred in 169 (9.7%) patients. Male sex, diabetes, hypercholesterolemia, atrial fibrillation, and personal history of coronary artery disease were associated with increased long-term risk of arterial thrombosis, whereas the use of statins and antithrombotic medications after the acute intracerebral hemorrhage was associated with a reduced risk. The area under the receiver operating characteristic curve of the MUCH score predictive validity was 0.716 (95% CI, 0.56-0.81) for the 0- to 1-year score, 0.672 (95% CI, 0.58-0.73) for the 0- to 5-year score, and 0.744 (95% CI, 0.65-0.81) for the 0- to 10-year score. C statistic for the prediction of events that occur from 0 to 10 years was 0.69 (95% CI, 0.64-0.74). CONCLUSIONS Intracerebral hemorrhage survivors are at high long-term risk of arterial thrombosis. The MUCH score may serve as a simple tool for risk estimation.
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Affiliation(s)
- Alessandro Pezzini
- Dipartimento di Medicina e Chirurgia, Università degli Studi di Parma, Italy (A.P.)
- Programma Stroke Care, Dipartimento di Emergenza-Urgenza, Azienda Ospedaliera Universitaria, Parma, Italy (A.P.)
| | - Licia Iacoviello
- Dipartimento di Epidemiologia e Prevenzione, IRCCS Neuromed, Pozzilli, Italy (L.I., S.C., G.G.)
- Dipartimento di Medicina e Chirurgia (L.I.), Università dell’Insubria, Varese, Italy
| | | | - Simona Costanzo
- Dipartimento di Epidemiologia e Prevenzione, IRCCS Neuromed, Pozzilli, Italy (L.I., S.C., G.G.)
| | - Barbara Tarantino
- Dipartimento di Scienze del Sistema Nervoso e del Comportamento, Unità di Statistica Medica e Genomica, Università di Pavia, Italy (B.T., M. Grassi)
| | - Giovanni de Gaetano
- Stroke Unit, U.O Neurologia, IRCCS Ospedale S. Raffaele, Milano, Italy (G.G.)
| | - Marialuisa Zedde
- S.C. Neurologia, Stroke Unit (M. Zedde, I.G., F.A.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Simona Marcheselli
- Neurologia d’Urgenza and Stroke Unit (S.M.), IRCCS Istituto Clinico Humanitas, Rozzano-Milano, Italy
| | - Giorgio Silvestrelli
- Stroke Unit, Dipartimento di Neuroscienze, ASST Mantova, Italy (G.S., A. Ciccone)
| | - Alfonso Ciccone
- Stroke Unit, Dipartimento di Neuroscienze, ASST Mantova, Italy (G.S., A. Ciccone)
| | - Maria Luisa DeLodovici
- Unità di Neurologia, Ospedale di Circolo (M.L.D.L., L.P.C.), Università dell’Insubria, Varese, Italy
| | - Lucia Princiotta Cariddi
- Unità di Neurologia, Ospedale di Circolo (M.L.D.L., L.P.C.), Università dell’Insubria, Varese, Italy
| | - Maurizio Paciaroni
- Stroke Unit and Divisione di Medicina Cardiovascolare, Università di Perugia, Italy (M. Paciaroni)
| | - Cristiano Azzini
- Stroke Unit, Divisione di Neurologia, Dipartimento di Neuroscienze e Riabilitazione, Azienda Ospedaliero-Universitaria di Ferrara, Italy (C.A., M. Padroni)
| | - Marina Padroni
- Stroke Unit, Divisione di Neurologia, Dipartimento di Neuroscienze e Riabilitazione, Azienda Ospedaliero-Universitaria di Ferrara, Italy (C.A., M. Padroni)
| | - Massimo Gamba
- Stroke Unit, Neurologia Vascolare, Spedali Civili di Brescia, Italy (M. Gamba, M.M.)
| | - Mauro Magoni
- Stroke Unit, Neurologia Vascolare, Spedali Civili di Brescia, Italy (M. Gamba, M.M.)
| | - Massimo Del Sette
- U.O. Neurologia, IRCCS Policlinico San Martino, Genova, Italy (M.D.S.)
| | - Rossana Tassi
- Stroke Unit, AOU Senese, Siena, Italy (R.T., I.G.D.F., M.A.)
| | | | - Anna Cavallini
- UOC Malattie Cerebrovascolari e Stroke Unit, IRCCS Fondazione Istituto Neurologico Nazionale “C. Mondino,” Pavia, Italy (A. Cavallini)
| | - Rocco Salvatore Calabrò
- Istituto di Ricovero e Cura a Carattere Scientifico, Centro Neurolesi Bonino-Pulejo, Messina, Italy (R.S.C.)
| | - Manuel Cappellari
- Stroke Unit, DAI di Neuroscienze, Azienda Ospedaliera Universitaria Integrata Verona, Italy (M.C., M. Zenorini, F.V.)
| | - Elisa Giorli
- U.O. Neurologia, Ospedale S. Andrea, La Spezia, Italy (E.G.)
| | - Giacomo Giacalone
- Dipartimento di Epidemiologia e Prevenzione, IRCCS Neuromed, Pozzilli, Italy (L.I., S.C., G.G.)
| | - Corrado Lodigiani
- UOC Centro Trombosi e Malattie Emorragiche (C.L.), IRCCS Istituto Clinico Humanitas, Rozzano-Milano, Italy
| | - Mara Zenorini
- Stroke Unit, DAI di Neuroscienze, Azienda Ospedaliera Universitaria Integrata Verona, Italy (M.C., M. Zenorini, F.V.)
| | - Francesco Valletta
- Stroke Unit, DAI di Neuroscienze, Azienda Ospedaliera Universitaria Integrata Verona, Italy (M.C., M. Zenorini, F.V.)
| | - Rosario Pascarella
- SSD Neuroradiologia (R.P., M.N., C.M.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Ilaria Grisendi
- S.C. Neurologia, Stroke Unit (M. Zedde, I.G., F.A.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Federica Assenza
- S.C. Neurologia, Stroke Unit (M. Zedde, I.G., F.A.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Manuela Napoli
- SSD Neuroradiologia (R.P., M.N., C.M.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Claudio Moratti
- SSD Neuroradiologia (R.P., M.N., C.M.), AUSL-IRCCS di Reggio Emilia, Italy
| | - Maurizio Acampa
- Stroke Unit, AOU Senese, Siena, Italy (R.T., I.G.D.F., M.A.)
| | - Mario Grassi
- Dipartimento di Scienze del Sistema Nervoso e del Comportamento, Unità di Statistica Medica e Genomica, Università di Pavia, Italy (B.T., M. Grassi)
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Montericcio A, Bonaccio M, Ghulam A, Di Castelnuovo A, Gianfagna F, de Gaetano G, Iacoviello L. Dietary indices underpinning front-of-pack nutrition labels and health outcomes: a systematic review and meta-analysis of prospective cohort studies. Am J Clin Nutr 2024; 119:756-768. [PMID: 38145705 DOI: 10.1016/j.ajcnut.2023.12.017] [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: 06/14/2023] [Revised: 12/13/2023] [Accepted: 12/22/2023] [Indexed: 12/27/2023] Open
Abstract
BACKGROUND Nutrient profiling systems are increasingly used to characterize the healthfulness of foods for front-of-package (FOP) labeling, which have been proposed as an effective public health strategy to help people make healthier food choices. OBJECTIVE This study aimed to review available evidence from cohort studies that evaluated the association of dietary indices underpinning FOP nutrition labels with all-cause mortality and incidence of cardiovascular diseases (CVDs) or cancer. METHODS PubMed, Web of Science, and Scopus were systematically searched up to October 2023. We included articles if they were prospective cohort studies, if the exposure was any dietary index underpinning FOP nutrition labels [e.g., the modified Food Standard Agency-Nutrient Profiling System (FSAm-NPS) and the Health Star Rating System], and if outcomes were all-cause mortality or incidence of or mortality due to CVD and cancer. Random-effects models were used to calculate the pooled hazard ratios (HRs) and 95% CIs. RESULTS We identified 11 records (7 unique prospective studies), which were included in the systematic review. The meta-analysis comprised 8 studies analyzing the FSAm-NPS dietary index (DI) as exposure. The pooled HRs associated with a 2-unit increase in the FSAm-NPS DI of all-cause mortality, CVD, and cancer risk were 1.06 (95% confidence interval [CI]: 0.99, 1.13; I2: 80%), 1.08 (95% CI: 1.00, 1.18; I2: 70%), and 1.09 (95% CI: 1.00, 1.19; I2: 77%), respectively. The Chilean Warning Label score and the Health Star Rating systems were examined by 1 study each and were significantly associated with the outcomes. CONCLUSIONS DIs underpinning most common FOP nutrition labels and reflecting nutrient-poor diets show a tendency toward an increased incidence of CVD and cancer, but the observed effects are quite modest in magnitude. Further studies at the population level are needed to support the widely shared hypothesis that FOP labels, possibly in conjunction with other interventions, may contribute to reduce noncommunicable disease risk. This meta-analysis was registered at PROSPERO as CRD42021292625.
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Affiliation(s)
- Alberto Montericcio
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese-Como, Italy
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy.
| | - Anwal Ghulam
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Francesco Gianfagna
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese-Como, Italy; Mediterranea Cardiocentro, Napoli, Italy
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy; Department of Medicine and Surgery LUM University "Giuseppe Degennaro," Casamassima (BA), Italy
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de Laat-Kremers R, Costanzo S, Roest M, De Curtis A, Huskens D, Di Castelnuovo A, Ninivaggi M, Cerletti C, Donati MB, de Laat B, Iacoviello L. Endogenous thrombin potential and time-dependent thrombin generation parameters are independent risk factors for mortality in the general population. J Thromb Haemost 2024:S1538-7836(24)00103-X. [PMID: 38382741 DOI: 10.1016/j.jtha.2024.02.005] [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: 12/03/2023] [Revised: 02/07/2024] [Accepted: 02/09/2024] [Indexed: 02/23/2024]
Abstract
BACKGROUND Thrombin generation (TG) is used as a global test of coagulation and is an indicator of thrombosis and bleeding risk. Until now, data on the association of TG and mortality are inconclusive. OBJECTIVES We investigated the association between TG and mortality in the prospective Moli-sani cohort (n = 21 920). METHODS TG was measured using calibrated automated thrombinography using PPP-Reagent Low. Lag time (LT), endogenous thrombin potential (ETP), peak height, time-to-peak (TTP), and velocity index were quantified. The association of TG and mortality was studied by Cox regression and adjusted for sex, age, body mass index, smoking, contraceptives, and medical history (cardiovascular diseases, hypertension, hypercholesterolemia, diabetes, and cancer). RESULTS LT and TTP were 4.1 ± 1.0 minutes and 6.6 ± 1.5 minutes, on average. The peak height was 364 ± 88 nM, velocity index was 163 ± 63 nM/min, and ETP was 1721 ± 411 nM·min. ETP was negatively associated with all-cause mortality (hazard ratio [HR], 0.86; 95% CI, 0.81-0.92; P < .001). Subjects in the lowest quintile of the ETP (ETPQ1) had a 1.3-fold higher mortality rate. Additionally, a high TTP/LT ratio was negatively associated with mortality (HR, 0.71; 95% CI, 0.57-0.89; P = .003). Individuals in quintile 1 of the TTP/LT ratio had a 1.4-fold higher mortality rate compared with the remainder of the cohort. Subjects that were both in ETPQ1 and TTP/LTQ1 had a 1.8-fold higher mortality rate, regardless of whether they reported history of cardiovascular disease at baseline (HR, 1.61 [CI: 1.07-2.42]) or not (HR, 1.89 [CI: 1.51-2.36]). CONCLUSION Low ETP and TTP/LT ratios are independent risk factors for all-cause mortality in the general population.
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Affiliation(s)
- Romy de Laat-Kremers
- Department of Data Analysis and Artificial Intelligence, Synapse Research Institute, Maastricht, The Netherlands.
| | - Simona Costanzo
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Neuromed, Pozzilli, Italy
| | - Mark Roest
- Department of Platelet Pathophysiology, Synapse Research Institute, Maastricht, The Netherlands
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Neuromed, Pozzilli, Italy
| | - Dana Huskens
- Department of Platelet Pathophysiology, Synapse Research Institute, Maastricht, The Netherlands
| | | | - Marisa Ninivaggi
- Department of Functional Coagulation, Synapse Research Institute, Maastricht, The Netherlands
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Neuromed, Pozzilli, Italy
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Neuromed, Pozzilli, Italy
| | - Bas de Laat
- Department of Data Analysis and Artificial Intelligence, Synapse Research Institute, Maastricht, The Netherlands; Department of Platelet Pathophysiology, Synapse Research Institute, Maastricht, The Netherlands; Department of Functional Coagulation, Synapse Research Institute, Maastricht, The Netherlands
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Neuromed, Pozzilli, Italy; Department of Medicine and Surgery, Libera Università Mediterranea (LUM) University "Giuseppe Degennaro", Casamassima, Italy
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Martinez CF, Ruggiero E, Di Castelnuovo A, Esposito S, Costanzo S, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Bonaccio M. Breakfast quality and its sociodemographic and psychosocial correlates among Italian children, adolescents, and adults from the Italian Nutrition & HEalth Survey (INHES) study. Nutr J 2024; 23:20. [PMID: 38369481 PMCID: PMC10875855 DOI: 10.1186/s12937-024-00924-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 01/30/2024] [Indexed: 02/20/2024] Open
Abstract
BACKGROUND Breakfast quality, together with regularity of breakfast, has been suggested to be associated with cardiometabolic health advantages. We aimed to evaluate the quality of breakfast and its socioeconomic and psychosocial correlates in a large sample of the Italian population. METHODS Cross-sectional analyses on 7,673 adult and 505 children/adolescent regular breakfast eaters from the Italian Nutrition & Health Survey (INHES; 2010-2013). Dietary data were collected through a single 24-h dietary recall. Breakfast quality was assessed through the Breakfast Quality Index (BQI) combining intake of ten food groups, energy, and nutrients of public health concern, and potentially ranging from 0 to 10. The association of sociodemographic and psychosocial factors with BQI were analyzed by multivariable-adjusted linear regression models. RESULTS The average BQI was 4.65 (SD ± 1.13) and 4.97 (SD ± 1.00) in adults and children/adolescents, respectively. Amongst adults, older age (β = 0.19; 95%CI 0.06 to 0.31 for > 65 vs. 20-40 years) and having a high educational level (β = 0.13; 0.03 to 0.23; for postsecondary vs. up to elementary) were independent predictors of better breakfast quality, while men reported lower BQI (β = -0.08; -0.14 to -0.02 vs. women). Perceived stress levels at home and work and financial stress were inversely associated with BQI. Children/adolescents living in Central and Southern Italian regions had lower BQI compared to residents in Northern Italy (β = -0.55; -0.91 to -0.19 and β = -0.24; -0.47 to -0.01, respectively). CONCLUSIONS In adults, breakfast quality was associated with age, sex, and educational level. Perceived stress levels were inversely associated with the quality of breakfast. In children/adolescents, a north-south gradient in breakfast quality was observed.
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Affiliation(s)
- Claudia Francisca Martinez
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | | | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy.
- Department of Medicine and Surgery, LUM University "Giuseppe Degennaro", Casamassima, BA, Italy.
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Via Dell'Elettronica, Pozzilli, IS, 86077, Italy
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12
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de Laat-Kremers R, Costanzo S, Yan Q, Di Castelnuovo A, De Curtis A, Cerletti C, de Gaetano G, Donati MB, de Laat B, Iacoviello L. High alpha-2-macroglobulin levels are a risk factor for cardiovascular disease events: A Moli-sani cohort study. Thromb Res 2024; 234:94-100. [PMID: 38198944 DOI: 10.1016/j.thromres.2024.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 12/18/2023] [Accepted: 01/02/2024] [Indexed: 01/12/2024]
Abstract
BACKGROUND α2-macroglobulin (α2M) is a versatile endopeptidase inhibitor that plays a role in cell growth, inflammation and coagulation. α2M is an inhibitor of key coagulation enzyme thrombin. Hypercoagulability due to an excess of thrombin production can cause thrombotic events. Therefore, we investigated the association of α2M levels and cardiovascular events in a subset of the general Italian population. METHODS We determined α2M levels in the baseline samples of a prospective cohort (n = 19,688; age: 55 ± 12 years; 47.8 % men) of the Moli-sani study and investigated the association with the cardiovascular events (n = 432, 2.2 %) in the median follow-up period of 4.3 years. Hazard ratios (HR) with 95 % confidence intervals (CI) were calculated by multivariable Cox regression and adjusted for a large panel of confounding factors. RESULTS α2M levels above the 90th percentile were significantly associated with cardiovascular disease (CVD) events after full adjustment for age, sex, current smoking, BMI, oral contraceptive use, cardiovascular diseases, hypertension, hypercholesterolemia, diabetes and history of cancer (HR: 1.36; CI: 1.06-1.74). Moreover, high α2M was associated with coronary heart disease (CHD; HR: 1.47; CI: 1.12-1.91), but not stroke. Stratification for CVD at baseline showed that high α2M levels are associated with CHD events in subjects without CVD at baseline (HR: 1.40; CI: 1.00-1.95) and subjects with CVD at baseline (HR: 1.58; CI: 1.02-2.44). CONCLUSION We show in a prospective cohort that high levels of α2M could be a risk factor for cardiovascular events, especially coronary heart disease events.
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Affiliation(s)
- Romy de Laat-Kremers
- Department of Data Analysis and Artificial Intelligence, Synapse Research Institute, Maastricht, the Netherlands.
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Qiuting Yan
- Department of Functional Coagulation, Synapse Research Institute, Maastricht, the Netherlands; Department of Biochemistry, CARIM, Maastricht University, Maastricht, the Netherlands
| | | | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | | | - Bas de Laat
- Department of Data Analysis and Artificial Intelligence, Synapse Research Institute, Maastricht, the Netherlands; Department of Functional Coagulation, Synapse Research Institute, Maastricht, the Netherlands
| | - 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
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13
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Arnold N, Blaum C, Goßling A, Brunner FJ, Bay B, Ferrario MM, Brambilla P, Cesana G, Leoni V, Palmieri L, Donfrancesco C, Padró T, Andersson J, Jousilahti P, Ojeda F, Zeller T, Linneberg A, Söderberg S, Iacoviello L, Gianfagna F, Sans S, Veronesi G, Thorand B, Peters A, Tunstall-Pedoe H, Kee F, Salomaa V, Schnabel RB, Kuulasmaa K, Blankenberg S, Koenig W, Waldeyer C. C-reactive protein modifies lipoprotein(a)-related risk for coronary heart disease: the BiomarCaRE project. Eur Heart J 2024:ehad867. [PMID: 38240386 DOI: 10.1093/eurheartj/ehad867] [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] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 11/20/2023] [Accepted: 12/06/2023] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND AND AIMS Recent investigations have suggested an interdependence of lipoprotein(a) [Lp(a)]-related risk for cardiovascular disease with background inflammatory burden. The aim the present analysis was to investigate whether high-sensitive C-reactive protein (hsCRP) modulates the association between Lp(a) and coronary heart disease (CHD) in the general population. METHODS Data from 71 678 participants from 8 European prospective population-based cohort studies were used (65 661 without/6017 with established CHD at baseline; median follow-up 9.8/13.8 years, respectively). Fine and Gray competing risk-adjusted models were calculated according to accompanying hsCRP concentration (<2 and ≥2 mg/L). RESULTS Among CHD-free individuals, increased Lp(a) levels were associated with incident CHD irrespective of hsCRP concentration: fully adjusted sub-distribution hazard ratios [sHRs (95% confidence interval)] for the highest vs. lowest fifth of Lp(a) distribution were 1.45 (1.23-1.72) and 1.48 (1.23-1.78) for a hsCRP group of <2 and ≥2 mg/L, respectively, with no interaction found between these two biomarkers on CHD risk (Pinteraction = 0.82). In those with established CHD, similar associations were seen only among individuals with hsCRP ≥ 2 mg/L [1.34 (1.03-1.76)], whereas among participants with a hsCRP concentration <2 mg/L, there was no clear association between Lp(a) and future CHD events [1.29 (0.98-1.71)] (highest vs. lowest fifth, fully adjusted models; Pinteraction = 0.024). CONCLUSIONS While among CHD-free individuals Lp(a) was significantly associated with incident CHD regardless of hsCRP, in participants with CHD at baseline, Lp(a) was related to recurrent CHD events only in those with residual inflammatory risk. These findings might guide adequate selection of high-risk patients for forthcoming Lp(a)-targeting compounds.
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Affiliation(s)
- Natalie Arnold
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
| | - Christopher Blaum
- Department of Cardiology, 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
| | - Alina Goßling
- Department of Cardiology, 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
| | - Fabian J Brunner
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
| | - Benjamin Bay
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
| | - Marco M Ferrario
- Research Center in Epidemiology and Preventive Medicine-EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Paolo Brambilla
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Giancarlo Cesana
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Valerio Leoni
- Laboratory of Clinical Pathology, Hospital Pio XI of Desio, ASST Brianza, School of Medicine and Surgery, University of Milano Bicocca, Milan, Italy
| | - Luigi Palmieri
- Department of Cardiovascular, Endocrine-Metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, Rome, Italy
| | - Chiara Donfrancesco
- Department of Cardiovascular, Endocrine-Metabolic Diseases and Aging, Istituto Superiore di Sanità-ISS, Rome, Italy
| | - Teresa Padró
- Cardiovascular-Program ICCC, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
- Centro de Investigación Biomédica en Red Cardiovascular (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Jonas Andersson
- Department of Public Health and Clinical Medicine, Skellefteå Research Unit, Umeå University, Skellefteå, Sweden
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Francisco Ojeda
- Department of Cardiology, 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
| | - Tanja Zeller
- German Center for Cardiovascular Research (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
- University Center of Cardiovascular Science, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Allan Linneberg
- 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
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine-EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive Medicine-EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Mediterranea Cardiocentro, Naples, Italy
| | - Susana Sans
- Catalan Department of Health, Barcelona, Spain
| | - Giovanni Veronesi
- Research Center in Epidemiology and Preventive Medicine-EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry, and Epidemiology-IBE, Ludwig-Maximilians University of Munich, Munich, Germany
- German Center for Cardiovascular Disease Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, Scotland
| | - Frank Kee
- Centre for Public Health, Queens University of Belfast, Belfast, Northern Ireland, UK
| | - Veikko Salomaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Renate B Schnabel
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
| | - Kari Kuulasmaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Stefan Blankenberg
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
| | - Wolfgang Koenig
- German Center for Cardiovascular Disease Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- German Heart Center, Munich, Technical University of Munich, Lazarettstr. 36, Munich 80636, Germany
- Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Christoph Waldeyer
- Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- German Center for Cardiovascular Research (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
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Künzli N, Woodrow C, Berger A, Czabanowska K, Iacoviello L, Lucas R, Madarasova Geckova A, Merten S, Knesebeck OVD, Mantwill S, Panico S, Osorio L, Ribeiro AI, Chiodini P, Suggs LS, Coulibaly J. Chocolate Eaters Do Not Necessarily Win a Nobel Prize-Authors in Special Issues Do Not Necessarily Publish Lower Quality Papers. Int J Public Health 2023; 68:1606967. [PMID: 38188126 PMCID: PMC10768841 DOI: 10.3389/ijph.2023.1606967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 12/13/2023] [Indexed: 01/09/2024] Open
Affiliation(s)
- Nino Künzli
- Swiss Tropical and Public Health Institute, Allschwil, Switzerland
- University of Basel, Basel, Switzerland
- Swiss School of Public Health, Zürich, Switzerland
| | - Christopher Woodrow
- Swiss Tropical and Public Health Institute, Allschwil, Switzerland
- University of Basel, Basel, Switzerland
- Swiss School of Public Health, Zürich, Switzerland
| | - Anke Berger
- Swiss Tropical and Public Health Institute, Allschwil, Switzerland
- University of Basel, Basel, Switzerland
- Swiss School of Public Health, Zürich, Switzerland
| | - Katarzyna Czabanowska
- Department of International Health, Care and Public Health Research Institute (CAPHRI), FHML, Maastricht University, Maastricht, Netherlands
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Department of Medicine and Surgery, LUM University, Casamassima, Italy
| | - Raquel Lucas
- Epidemiology Research Unit, Institute of Public Health, University of Porto, Porto, Portugal
| | - Andrea Madarasova Geckova
- Department of Health Psychology and Research Methodology, Pavol Jozef Šafárik University in Košice, Košice, Slovakia
| | - Sonja Merten
- Swiss Tropical and Public Health Institute, Allschwil, Switzerland
- University of Basel, Basel, Switzerland
| | | | - Sarah Mantwill
- Faculty of Health Sciences and Medicine, University of Lucerne, Lucerne, Switzerland
| | | | - Lyda Osorio
- Centro Internacional de Entrenamiento e Investigaciones Médicas Universidad del Valle, Cali, Colombia
| | - Ana Isabel Ribeiro
- Epidemiology Research Unit, Institute of Public Health, University of Porto, Porto, Portugal
| | - Paolo Chiodini
- Medical Statistics Unit—University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - L. Suzanne Suggs
- Swiss School of Public Health, Zürich, Switzerland
- Institute of Communication and Public Policy, Faculty of Communication, Culture, and Society, Università della Svizzera Italiana, Lugano, Switzerland
| | - Jean Coulibaly
- Unité de Formation et de Recherche Biosciences, Université Félix Houphouët-Boigny, Abidjan, Côte d’Ivoire
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15
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Gallus S, Mosconi G, Stival C, Amerio A, Bertolini G, Bosetti C, Cavalieri d'Oro L, Fanucchi T, Iacoviello L, Lugo A, Stuckler D, Vigezzi GP, Zucchi A, Odone A. Who are the superheroes? A cross-sectional study on the determinants of good health among Italian older adults. Aging Clin Exp Res 2023; 35:2961-2969. [PMID: 37875705 DOI: 10.1007/s40520-023-02586-6] [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: 06/30/2023] [Accepted: 09/30/2023] [Indexed: 10/26/2023]
Abstract
BACKGROUND People who reach old age enjoying good physical and mental health can be defined as (health) "superheroes", given their relatively low impact on healthcare expenditure and the desirable model they represent. AIM To evaluate prevalence and possible determinants of being "physical superheroes" (i.e., free from the ten major chronic conditions, plus obesity), "mental superheroes" (i.e., free from major mental symptoms), and "superheroes" (i.e., both mental and physical superheroes). METHODS A telephone-based cross-sectional study (LOST in Lombardia) was conducted in November 2020 (i.e., during the COVID-19 pandemic) on a representative sample of 4,400 adults aged ≥ 65 years from Lombardy region, northern Italy. All participants provided both current data and data referring to one year before. RESULTS Mental and physical superheroes were 59.0% and 17.6%, respectively. Superheroes were 12.8% overall, 15.1% among men, and 11.1% among women; 20.2% among individuals aged 65-69 years, 11.3% among 70-74, 10.0% among 75-79, and 8.3% among ≥ 80 years. Multivariable analysis showed that female sex, higher age, disadvantaged socio-economic status, and physical inactivity (p for trend < 0.001) were inversely related to being superheroes. People not smoking (adjusted odds ratio, aOR = 1.40), alcohol abstainers (aOR = 1.30), and those free from feelings of hopelessness (aOR = 5.92) more frequently met the definition of superheroes. During COVID-19 pandemic, the proportion of superheroes decreased by 16.3%. CONCLUSIONS Differences in the older adults' health status are largely attributable to their lifestyles but are also likely due to gender, educational, and socio-economic disparities, which should be properly addressed by public health policies.
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Affiliation(s)
- Silvano Gallus
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.
| | - Giansanto Mosconi
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, Italy
| | - Chiara Stival
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Andrea Amerio
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Guido Bertolini
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Cristina Bosetti
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | | | - Tiziana Fanucchi
- Unit of Health Promotion, Epidemiology, and Government of Territorial Demand, ASST Fatebenefratelli Sacco, Milan, Italy
| | - Licia Iacoviello
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Alessandra Lugo
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - David Stuckler
- Department of Social and Political Sciences, Bocconi University, Milan, Italy
| | - Giacomo P Vigezzi
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, Italy
- Collegio Ca' della Paglia, Fondazione Ghislieri, 27100, Pavia, Italy
| | | | - Anna Odone
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, Italy
- School of Medicine, University Vita-Salute San Raffaele, Milan, Italy
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Esposito S, Ruggiero E, Di Castelnuovo A, Costanzo S, Bonaccio M, Bracone F, Esposito V, Innocenzi G, Paolini S, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Gialluisi A. Identifying brain tumor patients' subtypes based on pre-diagnostic history and clinical characteristics: a pilot hierarchical clustering and association analysis. Front Oncol 2023; 13:1276253. [PMID: 38146510 PMCID: PMC10749422 DOI: 10.3389/fonc.2023.1276253] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 10/30/2023] [Indexed: 12/27/2023] Open
Abstract
Introduction Central nervous system (CNS) tumors are severe health conditions with increasing incidence in the last years. Different biological, environmental and clinical factors are thought to have an important role in their epidemiology, which however remains unclear. Objective The aim of this pilot study was to identify CNS tumor patients' subtypes based on this information and to test associations with tumor malignancy. Methods 90 patients with suspected diagnosis of CNS tumor were recruited by the Neurosurgery Unit of IRCCS Neuromed. Patients underwent anamnestic and clinical assessment, to ascertain known or suspected risk factors including lifestyle, socioeconomic, clinical and psychometric characteristics. We applied a hierarchical clustering analysis to these exposures to identify potential groups of patients with a similar risk pattern and tested whether these clusters associated with brain tumor malignancy. Results Out of 67 patients with a confirmed CNS tumor diagnosis, we identified 28 non-malignant and 39 malignant tumor cases. These subtypes showed significant differences in terms of gender (with men more frequently presenting a diagnosis of cancer; p = 6.0 ×10-3) and yearly household income (with non-malignant tumor patients more frequently earning ≥25k Euros/year; p = 3.4×10-3). Cluster analysis revealed the presence of two clusters of patients: one (N=41) with more professionally active, educated, wealthier and healthier patients, and the other one with mostly retired and less healthy men, with a higher frequency of smokers, personal history of cardiovascular disease and cancer familiarity, a mostly sedentary lifestyle and generally lower income, education and cognitive performance. The former cluster showed a protective association with the malignancy of the disease, with a 74 (14-93) % reduction in the prevalent risk of CNS malignant tumors, compared to the other cluster (p=0.026). Discussion These preliminary data suggest that patients' profiling through unsupervised machine learning approaches may somehow help predicting the risk of being affected by a malignant form. If confirmed by further analyses in larger independent cohorts, these findings may be useful to create potential intelligent ranking systems for treatment priority, overcoming the lack of histopathological information and molecular diagnosis of the tumor, which are typically not available until the time of surgery.
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Affiliation(s)
- Simona Esposito
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | - Francesca Bracone
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | | | - Sergio Paolini
- Department of Neurosurgery, IRCCS Neuromed, Pozzilli, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | | | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Libera Università Mediterranea (LUM) “Giuseppe Degennaro”, Casamassima (Bari), Italy
| | - Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Libera Università Mediterranea (LUM) “Giuseppe Degennaro”, Casamassima (Bari), Italy
- Department of Medicine and Surgery, LUM University, Bari, Italy
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17
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Vigezzi GP, Bertuccio P, Amerio A, Bottini G, Gandola M, Cavalieri d'Oro L, Iacoviello L, Stuckler D, Signorelli C, Zucchi A, Gallus S, Odone A. Grandparenting during pandemic times: pros and cons for mental health. J Public Health (Oxf) 2023; 45:816-821. [PMID: 37632408 DOI: 10.1093/pubmed/fdad154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 07/02/2023] [Accepted: 08/03/2023] [Indexed: 08/28/2023] Open
Abstract
BACKGROUND The COVID-19 pandemic and associated lockdown measures posed an unprecedented challenge to the crucial role of grandparenting in family-oriented cultures, such as Italy. Reduced contact with grandchildren during this period potentially threatened grandparents' mental health and well-being. METHODS We analysed data from the LOckdown and lifeSTyles in Lombardia cross-sectional study conducted in November 2020. The study included a representative sample of 4400 older adults from Lombardy, Italy, of which 1289 provided childcare to their grandchildren. RESULTS A decrease in self-reported grandparenting was associated with an increased likelihood of experiencing depressive symptoms among grandparents (OR 1.50, 95% CI 1.01-2.24). Conversely, an increase in grandparenting was linked to poorer sleep quality (OR 11.67, 95% CI 5.88-23.17) and reduced sleep quantity (OR 2.53, 95% CI 1.45-4.41). CONCLUSIONS Despite the barriers posed by the pandemic, grandparenting played a beneficial role in maintaining the mental health and well-being of older adults. However, it is crucial to recognise specific vulnerabilities, such as gender, feelings of hopelessness and overcrowding, which can have detrimental effects during and beyond emergency situations. Careful attention to these factors is essential for developing targeted support systems and interventions aimed at safeguarding the mental health of older adults and enhancing their resilience in crises.
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Affiliation(s)
- Giacomo Pietro Vigezzi
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, 27100 Pavia, Italy
- Collegio Ca' della Paglia, Fondazione Ghislieri, 27100 Pavia, Italy
- PhD Programme in Psychology, Neuroscience and Data Science, Department of Brain and Behavioural Sciences, University of Pavia, 27100 Pavia, Italy
| | - Paola Bertuccio
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, 27100 Pavia, Italy
| | - Andrea Amerio
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, 16132 Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Gabriella Bottini
- Department of Brain and Behavioral Sciences, University of Pavia, 27100 Pavia, Italy
- Cognitive Neuropsychology Centre, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy
- NeuroMi, Milan Centre for Neuroscience, 20162 Milan, Italy
| | - Martina Gandola
- Department of Brain and Behavioral Sciences, University of Pavia, 27100 Pavia, Italy
- Cognitive Neuropsychology Centre, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milan, Italy
- NeuroMi, Milan Centre for Neuroscience, 20162 Milan, Italy
| | | | - Licia Iacoviello
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, 21100 Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, 86077 Pozzilli, Italy
| | - David Stuckler
- Department of Social and Political Sciences, Bocconi University, 20100 Milan, Italy
| | - Carlo Signorelli
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy
| | - Alberto Zucchi
- Epidemiology Unit, Bergamo Health Protection Agency, 24121 Bergamo, Italy
| | - Silvano Gallus
- Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milan, Italy
| | - Anna Odone
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, 27100 Pavia, Italy
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18
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Reinikainen J, Kuulasmaa K, Oskarsson V, Amouyel P, Biasch K, Brenner H, De Ponti R, Donfrancesco C, Drygas W, Ferrieres J, Grassi G, Grimsgaard S, Iacoviello L, Jousilahti P, Kårhus LL, Kee F, Linneberg A, Luksiene D, Mariño J, Moitry M, Palmieri L, Peters A, Piwonska A, Quarti-Trevano F, Salomaa V, Sans S, Schmidt CO, Schöttker B, Söderberg S, Tamosiunas A, Thorand B, Tunstall-Pedoe H, Vanuzzo D, Veronesi G, Woodward M, Lekadir K, Niiranen T. Regional and temporal differences in the associations between cardiovascular disease and its classic risk factors: An analysis of 49 cohorts from 11 European countries. Eur J Prev Cardiol 2023:zwad359. [PMID: 37976098 DOI: 10.1093/eurjpc/zwad359] [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] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 11/07/2023] [Accepted: 11/16/2023] [Indexed: 11/19/2023]
Abstract
AIMS The regional and temporal differences in the associations between cardiovascular disease (CVD) and its classic risk factors are unknown. The current study examined these associations in different European regions over a 30-year period. METHODS The study sample comprised 553818 individuals from 49 cohorts in 11 European countries (baseline: 1982-2012) who were followed up for a maximum of 10 years. Risk factors (sex, smoking, diabetes, non-HDL [high-density lipoprotein] cholesterol, systolic blood pressure [BP], and body mass index [BMI]) and CVD events (coronary heart disease or stroke) were harmonized across cohorts. Risk factor-outcome associations were analysed using multivariable-adjusted Cox regression models, and differences in associations were assessed using meta-regression. RESULTS The differences in the risk factor-CVD associations between central Europe, northern Europe, southern Europe, and the United Kingdom were generally small. Men had a slightly higher hazard ratio (HR) in southern Europe (p = 0.043 for overall difference) and those with diabetes had a slightly lower HR in central Europe (p = 0.022 for overall difference) compared with the other regions. Of the six CVD risk factors, minor HR decreases per decade were observed for non-HDL cholesterol (7% per mmol/L; 95% confidence interval [CI], 3-10%) and systolic BP (4% per 20 mmHg; 95% CI, 1-8%), while a minor HR increase per decade was observed for BMI (7% per 10 kg/m2; 95% CI, 1-13%). CONCLUSION The results demonstrate that all classic CVD risk factors are still relevant in Europe, irrespective of regional area. Preventive strategies should focus on risk factors with the greatest population attributable risk.
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Affiliation(s)
- Jaakko Reinikainen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Kari Kuulasmaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Viktor Oskarsson
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | | | - Katia Biasch
- Department of Epidemiology and Public Health, University of Strasbourg, Strasbourg, France
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Network Aging Research, Heidelberg University, Heidelberg, Germany
| | - Roberto De Ponti
- Research center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Chiara Donfrancesco
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy
| | - Wojciech Drygas
- Department of Epidemiology, Cardiovascular Disease Prevention and Heart Promotion, National Institute of Cardiology, Warsaw, Poland
- Lazarski University, Warsaw, Poland
| | - Jean Ferrieres
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, INSERM UMR 1027, Toulouse Cedex 9, France
| | - Guido Grassi
- Clinica Medica, University of Milano-Bicocca, Milan, Italy
| | - Sameline Grimsgaard
- Department of Community Medicine, UiT the Arctic University of Norway, Tromsø, Norway
| | - 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
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Line L Kårhus
- Center for Clinical Research and Prevention, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark
| | - Frank Kee
- Centre for Public Health, The Queen's University of Belfast, Northern Ireland
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Dalia Luksiene
- Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Joany Mariño
- Unit Quality in the Health Sciences (QIHS), Department SHIP-KEF, Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Marie Moitry
- Department of Epidemiology and Public Health, University of Strasbourg, Strasbourg, France
| | - Luigi Palmieri
- Department of Cardiovascular, Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig-Maximilians-Universität München, Munich, Germany
- German Center for Cardiovascular Disease Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Aleksandra Piwonska
- Department of Epidemiology, Cardiovascular Disease Prevention and Heart Promotion, National Institute of Cardiology, Warsaw, Poland
| | | | - 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
| | - Carsten Oliver Schmidt
- Unit Quality in the Health Sciences (QIHS), Department SHIP-KEF, Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Ben Schöttker
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Network Aging Research, Heidelberg University, Heidelberg, Germany
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Abdonas Tamosiunas
- Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, Scotland, UK
| | | | - Giovanni Veronesi
- Research center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Mark Woodward
- The George Institute for Global Health, School of Public Health, Imperial College London, London UK
- The George Institute for Global Health, University of New South Wales, Sydney, Australia
| | - Karim Lekadir
- Artifcial Intelligence in Medicine Lab (BCN AIM), Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Barcelona, Spain
| | - Teemu Niiranen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
- Department of Internal Medicine, University of Turku and Turku University Hospital, Turku, Finland
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19
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Veronesi G, Ferrario MM, Giusti EM, Borchini R, Cimmino L, Ghelli M, Banfi A, Luoni A, Persechino B, Di Tecco C, Ronchetti M, Gianfagna F, De Matteis S, Castelnuovo G, Iacoviello L. Systematic Violence Monitoring to Reduce Underreporting and to Better Inform Workplace Violence Prevention Among Health Care Workers: Before-and-After Prospective Study. JMIR Public Health Surveill 2023; 9:e47377. [PMID: 37955961 PMCID: PMC10682923 DOI: 10.2196/47377] [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: 03/17/2023] [Revised: 07/14/2023] [Accepted: 09/26/2023] [Indexed: 11/14/2023] Open
Abstract
BACKGROUND Monitoring workplace violence (WPV) against health care workers (HCWs) through incident reporting is crucial to drive prevention, but the actual implementation is spotty and experiences underreporting. OBJECTIVE This study aims to introduce a systematic WPV surveillance in 2 public referral hospitals in Italy and assess underreporting, WPV annual rates, and attributes "before" (2016-2020) and "after" its implementation (November 2021 to 2022). METHODS During 2016-2020, incident reporting was based on procedures and data collection forms that were neither standardized between hospitals nor specific for aggressions. We planned and implemented a standardized WPV surveillance based on (1) an incident report form for immediate and systematic event notification, adopting international standards for violence definitions; (2) second-level root cause analysis with a dedicated psychologist, assessing violence determinants and impacts and offering psychological counseling; (3) a web-based platform for centralized data collection; and (4) periodic training for workforce coordinators and newly hired workers. We used data from incident reports to estimate underreporting, defined as an observed-to-expected (from literature and the "before" period) WPV ratio less than 1, and the 12-month WPV rates (per 100 HCWs) in the "before" and "after" periods. During the latter period, we separately estimated WPV rates for first and recurrent events. RESULTS In the "before" period, the yearly observed-to-expected ratios were consistently below 1 and as low as 0.27, suggesting substantial violence underreporting of up to 73%. WPV annual rates declined in 1 hospital (from 1.92 in 2016 to 0.57 in 2020) and rose in the other (from 0.52 to 1.0), with the divergence being attributable to trends in underreporting. Available data were poorly informative to identify at-risk HCW subgroups. In the "after" period, the observed-to-expected ratio rose to 1.14 compared to literature and 1.91 compared to the "before" period, consistently in both hospitals. The 12-month WPV rate was 2.08 (95% CI 1.79-2.42; 1.52 and 2.35 in the 2 hospitals); one-fifth (0.41/2.08, 19.7%) was due to recurrences. Among HCWs, the youngest group (3.79; P<.001), nurses (3.19; P<.001), and male HCWs (2.62; P=.008) reported the highest rates. Emergency departments and psychiatric wards were the 2 areas at increased risk. Physical assaults were more likely in male than female HWCs (45/67, 67.2% vs 62/130, 47.7%; P=.01), but the latter experienced more mental health consequences (46/130, 35.4% vs 13/67, 19.4%; P=.02). Overall, 40.8% (53/130) of female HWCs recognized sociocultural (eg, linguistic or cultural) barriers as contributing factors for the aggression, and 30.8% (40/130) of WPV against female HCWs involved visitors as perpetrators. CONCLUSIONS A systematic WPV surveillance reduced underreporting. The identification of high-risk workers and characterization of violence patterns and attributes can better inform priorities and contents of preventive policies. Our evaluation provides useful information for the large-scale implementation of standardized WPV-monitoring programs.
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Affiliation(s)
- 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
| | - Emanuele Maria Giusti
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Rossana Borchini
- Occupational and Preventive Medicine, Azienda Socio-Sanitaria Territoriale Lariana, Como, Italy
| | - Lisa Cimmino
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Monica Ghelli
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Italian Workers Compensations Authority (INAIL), Roma, Italy
| | - Alberto Banfi
- Struttura Complessa Qualità, Risk Management e Accreditamento, Azienda Socio-Sanitaria Territoriale dei Sette Laghi, Varese, Italy
| | - Alessandro Luoni
- School of Specialization in Occupational Medicine, University of Insubria, Varese, Italy
| | - Benedetta Persechino
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Italian Workers Compensations Authority (INAIL), Roma, Italy
| | - Cristina Di Tecco
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Italian Workers Compensations Authority (INAIL), Roma, Italy
| | - Matteo Ronchetti
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Italian Workers Compensations Authority (INAIL), Roma, Italy
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Mediterranea Cardiocentro, Napoli, Italy
| | - Sara De Matteis
- Department of Health Sciences, University of Milan, Milan, Italy
| | - Gianluca Castelnuovo
- Psychology Research Laboratory, Istituto Auxologico Italiano, Istituto di Ricovero e Cura a Carattere Scientifico, Milano, Italy
- Department of Psychology, Catholic University of the Sacred Heart, Milano, Italy
| | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine, Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, Istituto di Ricovero e Cura a Carattere Scientifico Neuromed, Pozzilli, Italy
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20
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Sharma S, Di Castelnuovo A, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Bonaccio M. Diet Quality and Risk of SARS-CoV-2 Infection or COVID-19: A Systematic Review of Observational Studies. Adv Nutr 2023; 14:1596-1616. [PMID: 37748553 PMCID: PMC10721534 DOI: 10.1016/j.advnut.2023.09.006] [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: 05/26/2023] [Revised: 08/28/2023] [Accepted: 09/07/2023] [Indexed: 09/27/2023] Open
Abstract
The COVID-19 pandemic highlighted the importance of healthy diets in the management of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and COVID-19. Evidence suggests the influence of diet and dietary patterns during post-COVID-19, and the impact of the COVID-19 pandemic on dietary habits and quality. However, limited evidence lies on the association between a healthy diet, and risk of SARS-CoV-2 infection or COVID-19. This study aimed to conduct a systematic review of observational studies to examine the association between diet quality, and the risk of SARS-CoV-2 infection or COVID-19 among adult populations. 6158 research articles from Scopus, EMBASE, PubMed, and MEDLINE databases were identified for eligibility. Only observational studies were included. Study quality was assessed using the National Institutes of Health Quality Assessment Tool for Observational Cohort and Cross-Sectional Studies. Thirteen studies were included (4 with SARS-CoV-2 infection and 9 with COVID-19 as the outcome); 3 were case-control, 3 were cross-sectional, and 7 were prospective studies. Adherence to Mediterranean diet was examined as exposure in 7 studies, and was associated with decreased risk of SARS-CoV-2 infection in 2 studies, with estimates varying from 12% to 22%, while COVID-19 risk or severity was found to be reduced in 3 studies with odds ratios (ORs) ranging from 36% to 77%. The Dietary Approaches to Stop Hypertension diet was inversely associated with COVID-19 hospitalization (OR: 0.19; 95% CI: 0.07, 0.55), whereas a healthy plant-based diet had an inverse association with both COVID-19 infection (hazard ratio [HR]: 0.91; 95% CI: 0.88, 0.94) and severity (HR: 0.59; 95% CI: 0.47, 0.74). Studies examining individual food groups generally found lower risk of infection or COVID-19 in association with larger dietary intakes of fruits, vegetables, and fiber. The overall findings of the observational studies in this review support the concept that nutritious diets might lower the risk of SARS-CoV-2 infection or COVID-19. This study was registered at PROSPERO as CRD42023397371.
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Affiliation(s)
- Sukshma Sharma
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy; Research Center in Epidemiology and Preventive Medicine - EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy.
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
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21
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Zhou B, Sheffer KE, Bennett JE, Gregg EW, Danaei G, Singleton RK, Shaw JE, Mishra A, Lhoste VPF, Carrillo-Larco RM, Kengne AP, Phelps NH, Heap RA, Rayner AW, Stevens GA, Paciorek CJ, Riley LM, Cowan MJ, Savin S, Vander Hoorn S, Lu Y, Pavkov ME, Imperatore G, Aguilar-Salinas CA, Ahmad NA, Anjana RM, Davletov K, Farzadfar F, González-Villalpando C, Khang YH, Kim HC, Laatikainen T, Laxmaiah A, Mbanya JCN, Narayan KMV, Ramachandran A, Wade AN, Zdrojewski T, Abbasi-Kangevari M, Rahim HFA, Abu-Rmeileh NM, Adambekov S, Adams RJ, Aekplakorn W, Agdeppa IA, Aghazadeh-Attari J, Agyemang C, Ahmadi A, Ahmadi N, Ahmadi N, Ahmed SH, Ajlouni K, Al-Hinai H, Al-Lahou B, Al-Lawati JA, Asfoor DA, Al Qaoud NM, Alarouj M, AlBuhairan F, AlDhukair S, Aldwairji MA, Ali MM, Alinezhad F, Alkandari A, Alomirah HF, Aly E, Amarapurkar DN, Andersen LB, Anderssen SA, Andrade DS, Ansari-Moghaddam A, Aounallah-Skhiri H, Aris T, Arlappa N, Aryal KK, Assah FK, Assembekov B, Auvinen J, Avdičová M, Azad K, Azimi-Nezhad M, Azizi F, Bacopoulou F, Balakrishna N, Bamoshmoosh M, Banach M, Bandosz P, Banegas JR, Barbagallo CM, Barceló A, Baretić M, Barrera L, Basit A, Batieha AM, Batista AP, Baur LA, Belavendra A, Ben Romdhane H, Benet M, Berkinbayev S, Bernabe-Ortiz A, Berrios Carrasola X, Bettiol H, Beybey AF, Bhargava SK, Bika Lele EC, Bikbov MM, Bista B, Bjerregaard P, Bjertness E, Bjertness MB, Björkelund C, Bloch KV, Blokstra A, Bo S, Bobak M, Boggia JG, Bonaccio M, Bonilla-Vargas A, Borghs H, Bovet P, Brajkovich I, Brenner H, Brewster LM, Brian GR, Briceño Y, Brito M, Bugge A, Buntinx F, Cabrera de León A, Caixeta RB, Can G, Cândido APC, Capanzana MV, Čapková N, Capuano E, Capuano R, Capuano V, Cardoso VC, Carlsson AC, Casanueva FF, Censi L, Cervantes‐Loaiza M, Chamnan P, Chamukuttan S, Chan Q, Charchar FJ, Chaturvedi N, Chen H, Cheraghian B, Chirlaque MD, Chudek J, Cifkova R, Cirillo M, Claessens F, Cohen E, Concin H, Cooper C, Costanzo S, Cowell C, Crujeiras AB, Cruz JJ, Cureau FV, Cuschieri S, D’Arrigo G, d’Orsi E, Dallongeville J, Damasceno A, Dastgiri S, De Curtis A, de Gaetano G, De Henauw S, Deepa M, DeGennaro V, Demarest S, Dennison E, Deschamps V, Dhimal M, Dika Z, Djalalinia S, Donfrancesco C, Dong G, Dorobantu M, Dörr M, Dragano N, Drygas W, Du Y, Duante CA, Duboz P, Dushpanova A, Dziankowska-Zaborszczyk E, Ebrahimi N, Eddie R, Eftekhar E, Efthymiou V, Egbagbe EE, Eghtesad S, El-Khateeb M, El Ati J, Eldemire-Shearer D, Elosua R, Enang O, Erasmus RT, Erbel R, Erem C, Ergor G, Eriksen L, Eriksson JG, Esmaeili A, Evans RG, Fakhradiyev I, Fall CH, Faramarzi E, Farjam M, Farzi Y, Fattahi MR, Fawwad A, Felix-Redondo FJ, Ferguson TS, Fernández-Bergés D, Ferrari M, Ferreccio C, Ferreira HS, Ferrer E, Feskens EJM, Flood D, Forsner M, Fosse S, Fottrell EF, Fouad HM, Francis DK, Frontera G, Furusawa T, Gaciong Z, Garnett SP, Gasull M, Gazzinelli A, Gehring U, Ghaderi E, Ghamari SH, Ghanbari A, Ghasemi E, Gheorghe-Fronea OF, Ghimire A, Gialluisi A, Giampaoli S, Gianfagna F, Gill TK, Gironella G, Giwercman A, Goltzman D, Gomula A, Gonçalves H, Gonçalves M, Gonzalez-Chica DA, Gonzalez-Gross M, González-Rivas JP, González-Villalpando ME, Gonzalez AR, Gottrand F, Grafnetter D, Grodzicki T, Grøntved A, Guerrero R, Gujral UP, Gupta R, Gutierrez L, Gwee X, Haghshenas R, Hakimi H, Hambleton IR, Hamzeh B, Hanekom WA, Hange D, Hantunen S, Hao J, Hari Kumar R, Harooni J, Hashemi-Shahri SM, Hata J, Heidemann C, Henrique RDS, Herrala S, Herzig KH, Heshmat R, Ho SY, Holdsworth M, Homayounfar R, Hopman WM, Horimoto ARVR, Hormiga C, Horta BL, Houti L, Howitt C, Htay TT, Htet AS, Htike MMT, Huerta JM, Huhtaniemi IT, Huisman M, Husseini A, Huybrechts I, Iacoviello L, Iakupova EM, Iannone AG, Ibrahim Wong N, Ijoma C, Irazola VE, Ishida T, Isiguzo GC, Islam SMS, Islek D, Ittermann T, Iwasaki M, Jääskeläinen T, Jacobs JM, Jaddou HY, Jadoul M, Jallow B, James K, Jamil KM, Janus E, Jarvelin MR, Jasienska G, Jelaković A, Jelaković B, Jennings G, Jha AK, Jimenez RO, Jöckel KH, Jokelainen JJ, Jonas JB, Joshi P, Josipović J, Joukar F, Jóźwiak J, Kafatos A, Kajantie EO, Kalmatayeva Z, Karki KB, Katibeh M, Kauhanen J, Kazakbaeva GM, Kaze FF, Ke C, Keinänen-Kiukaanniemi S, Kelishadi R, Keramati M, Kersting M, Khader YS, Khaledifar A, Khalili D, Kheiri B, Kheradmand M, Khosravi A, Kiechl-Kohlendorfer U, Kiechl SJ, Kiechl S, Kingston A, Klakk H, Klanova J, Knoflach M, Kolsteren P, König J, Korpelainen R, Korrovits P, Kos J, Koskinen S, Kowlessur S, Koziel S, Kriemler S, Kristensen PL, Kromhout D, Kubinova R, Kujala UM, Kulimbet M, Kurjata P, Kyobutungi C, La QN, Labadarios D, Lachat C, Laid Y, Lall L, Lankila T, Lanska V, Lappas G, Larijani B, Latt TS, Laurenzi M, Lehmann N, Lehtimäki T, Lemogoum D, Leung GM, Li Y, Lima-Costa MF, Lin HH, Lind L, Lissner L, Liu X, Lopez-Garcia E, Lopez T, Lozano JE, Luksiene D, Lundqvist A, Lunet N, Lustigová M, Machado-Coelho GLL, Machado-Rodrigues AM, Macia E, Macieira LM, Madar AA, Maestre GE, Maggi S, Magliano DJ, Magriplis E, Mahasampath G, Maire B, Makdisse M, Malekpour MR, Malekzadeh F, Malekzadeh R, Mallikharjuna Rao K, Malyutina S, Maniego LV, Manios Y, Mannix MI, Mansour-Ghanaei F, Manzato E, Margozzini P, Mariño J, Marques LP, Martorell R, Mascarenhas LP, Masinaei M, Mathiesen EB, Matsha TE, Mc Donald Posso AJ, McFarlane SR, McGarvey ST, Mediene Benchekor S, Mehlig K, Mehrparvar AH, Melgarejo JD, Méndez F, Menezes AMB, Mereke A, Meshram II, Meto DT, Minderico CS, Mini GK, Miquel JF, Miranda JJ, Mirjalili MR, Modesti PA, Moghaddam SS, Mohamed MK, Mohammad K, Mohammadi MR, Mohammadi Z, Mohammadifard N, Mohammadpourhodki R, Mohan V, Mohd Yusoff MF, Mohebbi I, Møller NC, Molnár D, Momenan A, Mondo CK, Montenegro Mendoza RA, Monterrubio-Flores E, Moosazadeh M, Moradpour F, Morejon A, Moreno LA, Morgan K, Morin SN, Moslem A, Mosquera M, Mossakowska M, Mostafa A, Mostafavi SA, Motlagh ME, Motta J, Msyamboza KP, Mu TT, Muiesan ML, Mursu J, Musa KI, Mustafa N, Muyer MTMC, Nabipour I, Nagel G, Naidu BM, Najafi F, Námešná J, Nangia VB, Naseri T, Neelapaichit N, Nejatizadeh A, Nenko I, Nervi F, Ng TP, Nguyen CT, Nguyen QN, Ni MY, Nie P, Nieto-Martínez RE, Ninomiya T, Noale M, Noboa OA, Noto D, Nsour MA, Nuhoğlu I, O’Neill TW, Odili AN, Oh K, Ohtsuka R, Omar MA, Onat A, Ong SK, Onodugo O, Ordunez P, Ornelas R, Ortiz PJ, Osmond C, Ostovar A, Otero JA, Ottendahl CB, Otu A, Owusu-Dabo E, Palmieri L, Pan WH, Panda-Jonas S, Panza F, Paoli M, Park S, Parsaeian M, Patel ND, Pechlaner R, Pećin I, Pedro JM, Peixoto SV, Peltonen M, Pereira AC, Pessôa dos Prazeres TM, Peykari N, Phall MC, Pham ST, Phan HH, Pichardo RN, Pikhart H, Pilav A, Piler P, Pitakaka F, Piwonska A, Pizarro AN, Plans-Rubió P, Plata S, Porta M, Poudyal A, Pourfarzi F, Pourshams A, Poustchi H, Pradeepa R, Providencia R, Puder JJ, Puhakka S, Punab M, Qorbani M, Quintana HK, Quoc Bao T, Rahimikazerooni S, Raitakari O, Ramirez-Zea M, Ramke J, Ramos R, Rampal L, Rampal S, Rangel Reina DA, Rashidi MM, Redon J, Renner JDP, Reuter CP, Revilla L, Rezaei N, Rezaianzadeh A, Rigo F, Roa RG, Robinson L, Rodríguez-Artalejo F, Rodriguez-Perez MDC, Rodríguez-Villamizar LA, Rodríguez AY, Roggenbuck U, Rohloff P, Romeo EL, Rosengren A, Rubinstein A, Rust P, Rutkowski M, Sabbaghi H, Sachdev HS, Sadjadi A, Safarpour AR, Safi S, Safiri S, Saghi MH, Saidi O, Saki N, Šalaj S, Salanave B, Salonen JT, Salvetti M, Sánchez-Abanto J, Santos DA, Santos LC, Santos MP, Santos TR, Saramies JL, Sardinha LB, Sarrafzadegan N, Saum KU, Sbaraini M, Scazufca M, Schaan BD, Scheidt-Nave C, Schipf S, Schmidt CO, Schöttker B, Schramm S, Sebert S, Sedaghattalab M, Sein AA, Sepanlou SG, Sewpaul R, Shamah-Levy T, Shamshirgaran SM, Sharafkhah M, Sharma SK, Sharman A, Shayanrad A, Shayesteh AA, Shimizu-Furusawa H, Shiri R, Shrestha N, Si-Ramlee K, Silva DAS, Simon M, Simons J, Simons LA, Sjöström M, Slowikowska-Hilczer J, Slusarczyk P, Smeeth L, Sobngwi E, Söderberg S, Soemantri A, Sofat R, Solfrizzi V, Somi MH, Soumaré A, Sousa-Poza A, Sparrenberger K, Staessen JA, Stavreski B, Steene-Johannessen J, Stehle P, Stein AD, Stessman J, Stokwiszewski J, Stronks K, Suarez-Ortegón MF, Suebsamran P, Sundström J, Suriyawongpaisal P, Sylva RC, Szklo M, Tamosiunas A, Tarawneh MR, Tarqui-Mamani CB, Taylor A, Taylor J, Tello T, Thankappan KR, Theobald H, Theodoridis X, Thomas N, Thrift AG, Timmermans EJ, Tjandrarini DH, Tolonen HK, Tolstrup JS, Tomaszewski M, Topbas M, Torres-Collado L, Traissac P, Triantafyllou A, Tuitele J, Tuliakova AM, Tulloch-Reid MK, Tuomainen TP, Tzala E, Tzourio C, Ueda P, Ugel E, Ukoli FAM, Ulmer H, Uusitalo HMT, Valdivia G, van den Born BJ, Van der Heyden J, Van Minh H, van Rossem L, Van Schoor NM, van Valkengoed IGM, van Zutphen EM, Vanderschueren D, Vanuzzo D, Vasan SK, Vega T, Velasquez-Melendez G, Verstraeten R, Viet L, Villalpando S, Vioque J, Virtanen JK, Viswanathan B, Voutilainen A, Wan Bebakar WM, Wan Mohamud WN, Wang C, Wang N, Wang Q, Wang YX, Wang YW, Wannamethee SG, Webster-Kerr K, Wedderkopp N, Wei W, Westbury LD, Whincup PH, Widhalm K, Widyahening IS, Więcek A, Wilks RJ, Willeit J, Willeit P, Wilsgaard T, Wojtyniak B, Wong A, Wong EB, Woodward M, Wu FC, Xu H, Xu L, Yaacob NA, Yan L, Yan W, Yoosefi M, Yoshihara A, Younger-Coleman NO, Yu YL, Yu Y, Yusoff AF, Zainuddin AA, Zamani F, Zambon S, Zampelas A, Zaw KK, Zeljkovic Vrkic T, Zeng Y, Zhang ZY, Zholdin B, Zimmet P, Zitt E, Zoghlami N, Zuñiga Cisneros J, Ezzati M. Global variation in diabetes diagnosis and prevalence based on fasting glucose and hemoglobin A1c. Nat Med 2023; 29:2885-2901. [PMID: 37946056 PMCID: PMC10667106 DOI: 10.1038/s41591-023-02610-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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] [Received: 03/15/2023] [Accepted: 09/25/2023] [Indexed: 11/12/2023]
Abstract
Fasting plasma glucose (FPG) and hemoglobin A1c (HbA1c) are both used to diagnose diabetes, but these measurements can identify different people as having diabetes. We used data from 117 population-based studies and quantified, in different world regions, the prevalence of diagnosed diabetes, and whether those who were previously undiagnosed and detected as having diabetes in survey screening, had elevated FPG, HbA1c or both. We developed prediction equations for estimating the probability that a person without previously diagnosed diabetes, and at a specific level of FPG, had elevated HbA1c, and vice versa. The age-standardized proportion of diabetes that was previously undiagnosed and detected in survey screening ranged from 30% in the high-income western region to 66% in south Asia. Among those with screen-detected diabetes with either test, the age-standardized proportion who had elevated levels of both FPG and HbA1c was 29-39% across regions; the remainder had discordant elevation of FPG or HbA1c. In most low- and middle-income regions, isolated elevated HbA1c was more common than isolated elevated FPG. In these regions, the use of FPG alone may delay diabetes diagnosis and underestimate diabetes prevalence. Our prediction equations help allocate finite resources for measuring HbA1c to reduce the global shortfall in diabetes diagnosis and surveillance.
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Salvioli S, Basile MS, Bencivenga L, Carrino S, Conte M, Damanti S, De Lorenzo R, Fiorenzato E, Gialluisi A, Ingannato A, Antonini A, Baldini N, Capri M, Cenci S, Iacoviello L, Nacmias B, Olivieri F, Rengo G, Querini PR, Lattanzio F. Biomarkers of aging in frailty and age-associated disorders: State of the art and future perspective. Ageing Res Rev 2023; 91:102044. [PMID: 37647997 DOI: 10.1016/j.arr.2023.102044] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 07/19/2023] [Revised: 08/24/2023] [Accepted: 08/25/2023] [Indexed: 09/01/2023]
Abstract
According to the Geroscience concept that organismal aging and age-associated diseases share the same basic molecular mechanisms, the identification of biomarkers of age that can efficiently classify people as biologically older (or younger) than their chronological (i.e. calendar) age is becoming of paramount importance. These people will be in fact at higher (or lower) risk for many different age-associated diseases, including cardiovascular diseases, neurodegeneration, cancer, etc. In turn, patients suffering from these diseases are biologically older than healthy age-matched individuals. Many biomarkers that correlate with age have been described so far. The aim of the present review is to discuss the usefulness of some of these biomarkers (especially soluble, circulating ones) in order to identify frail patients, possibly before the appearance of clinical symptoms, as well as patients at risk for age-associated diseases. An overview of selected biomarkers will be discussed in this regard, in particular we will focus on biomarkers related to metabolic stress response, inflammation, and cell death (in particular in neurodegeneration), all phenomena connected to inflammaging (chronic, low-grade, age-associated inflammation). In the second part of the review, next-generation markers such as extracellular vesicles and their cargos, epigenetic markers and gut microbiota composition, will be discussed. Since recent progresses in omics techniques have allowed an exponential increase in the production of laboratory data also in the field of biomarkers of age, making it difficult to extract biological meaning from the huge mass of available data, Artificial Intelligence (AI) approaches will be discussed as an increasingly important strategy for extracting knowledge from raw data and providing practitioners with actionable information to treat patients.
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Affiliation(s)
- Stefano Salvioli
- Department of Medical and Surgical Science, University of Bologna, Bologna, Italy; IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
| | | | - Leonardo Bencivenga
- Department of Translational Medical Sciences, University of Naples Federico II, Napoli, Italy
| | - Sara Carrino
- Department of Medical and Surgical Science, University of Bologna, Bologna, Italy
| | - Maria Conte
- Department of Medical and Surgical Science, University of Bologna, Bologna, Italy
| | - Sarah Damanti
- IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milano, Italy
| | - Rebecca De Lorenzo
- IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milano, Italy
| | - Eleonora Fiorenzato
- Parkinson's Disease and Movement Disorders Unit, Center for Rare Neurological Diseases (ERN-RND), Department of Neurosciences, University of Padova, Padova, Italy
| | - Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy; EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Assunta Ingannato
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy; IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Angelo Antonini
- Parkinson's Disease and Movement Disorders Unit, Center for Rare Neurological Diseases (ERN-RND), Department of Neurosciences, University of Padova, Padova, Italy; Center for Neurodegenerative Disease Research (CESNE), Department of Neurosciences, University of Padova, Padova, Italy
| | - Nicola Baldini
- IRCCS Istituto Ortopedico Rizzoli, Bologna, Italy; Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Miriam Capri
- Department of Medical and Surgical Science, University of Bologna, Bologna, Italy
| | - Simone Cenci
- IRCCS Ospedale San Raffaele and Vita-Salute San Raffaele University, Milano, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy; EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy; IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Fabiola Olivieri
- Department of Clinical and Molecular Sciences, Università Politecnica Delle Marche, Ancona, Italy; Clinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy
| | - Giuseppe Rengo
- Department of Translational Medical Sciences, University of Naples Federico II, Napoli, Italy; Istituti Clinici Scientifici Maugeri IRCCS, Scientific Institute of Telese Terme, Telese Terme, Italy
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23
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Di Castelnuovo A, Bonaccio M, Costanzo S, De Curtis A, Persichillo M, Panzera T, Bracone F, Baldassarre D, Roncaglioni MC, Baviera M, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. The Moli-sani risk score, a new algorithm for measuring the global impact of modifiable cardiovascular risk factors. Int J Cardiol 2023; 389:131228. [PMID: 37527754 DOI: 10.1016/j.ijcard.2023.131228] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 03/23/2023] [Revised: 06/10/2023] [Accepted: 07/28/2023] [Indexed: 08/03/2023]
Abstract
BACKGROUND Cardiovascular (CV) disease is preventable through interventions targeting modifiable factors. Most algorithms based on modifiable CV risk factors (CV-rf) have been developed in US populations and do not account for the role of diet. We aimed to assess an algorithm based on modifiable CV-rf including diet, using data from an Italian population. METHODS To derive the Moli-sani Risk Score (MRS), we used data on 16,656 men and women (age ≥ 35 y) from the population of the Moli-sani Study. The Risk-and-Prevention-Study, Italy (N = 8606) acted as external validation cohort and the Life's-Simple-7 score was used as benchmark. The MRS targeted at fatal or non-fatal CV events and included 9 common modifiable CV-rf. RESULTS After 8.1 years (median) of follow-up, 816 events occurred in the derivation cohort. The MRS was calculated as a weighted sum of its 9 components, with weights reflecting the strength of the association. In comparison with individuals in the first, those in the fourth quartile of the score had hazard ratio (HR) for CV events equal to 3.18 (95%CI: 2.54-3.97). One more point in the score was associated with 7% (6%-8%) and 4% (3%-5%) higher hazard of events in the derivation and validation cohort, respectively. The MRS performed better than the Life's Simple-7 for discrimination. CONCLUSION We propose the Moli-sani Risk Score, a validated, performing algorithm able to measure the combined impact that modifiable CV-rf have on CV risk. The score can be used to design preventive interventions, quantify the effectiveness of interventions, and compare different preventive strategies.
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Affiliation(s)
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Teresa Panzera
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Francesca Bracone
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Damiano Baldassarre
- Centro Cardiologico Monzino, IRCCS, Milan, Italy; Department of Medical Biotechnology and Translational Medicine, Università degli Studi di Milano, Milan, Italy
| | - Maria Carla Roncaglioni
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri-IRCCS, Milan, Italy
| | - Marta Baviera
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri-IRCCS, Milan, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy; Department of Medicine and Surgery, University of Insubria, Varese, Italy.
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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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25
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Martínez CF, Di Castelnuovo A, Costanzo S, Panzera T, Esposito S, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Bonaccio M. Pro-Vegetarian Food Patterns and Cancer Risk among Italians from the Moli-Sani Study Cohort. Nutrients 2023; 15:3976. [PMID: 37764762 PMCID: PMC10535500 DOI: 10.3390/nu15183976] [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: 08/01/2023] [Revised: 09/06/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
Besides the Mediterranean diet, there is a paucity of studies examining plant-based diets in relation to cancer outcomes in Mediterranean populations. We analyzed 22,081 apparently cancer-free participants (mean age 55 ± 12 year) from the Moli-sani study (enrollment period 2005-2010; Italy). A general pro-vegetarian food pattern was computed by assigning positive or negative scores to plant- or animal-derived foods, respectively from a 188-item FFQ. A priori healthful or unhealthful pro-vegetarian food patterns distinguished between healthy plant foods (e.g., fruits, vegetables) and less-healthy plant foods (e.g., fruit juices, refined grains). Cancer incidence was defined as the earliest diagnosis of cancer from hospital discharge records over a median follow-up of 12.9 years. In multivariable-adjusted analyses, a general pro-vegetarian food pattern was associated with a lower rate of cancer incidence (HR = 0.85; 95%CI 0.75-0.97 for Q5 vs. Q1); no association was observed between the healthful or unhealthful pro-vegetarian food patterns and overall cancer incidence. A healthful pro-vegetarian pattern, however, was inversely associated with digestive cancer (HR = 0.76; 95%CI 0.58-0.99 for Q5 vs. Q1), while the unhealthful pro-vegetarian pattern was directly linked to respiratory cancer (HR = 1.68; 95%CI 1.06-2.68 for Q5 vs. Q1). Our findings in a Mediterranean population support the hypothesis that some, but not all pro-vegetarian diets, might prevent some cancers.
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Affiliation(s)
- Claudia Francisca Martínez
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
- Population Health Research Center, National Institute of Public Health, Cuernavaca 62100, Mexico
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Teresa Panzera
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, 21100 Varese, Italy
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy; (C.F.M.); (S.C.); (T.P.); (S.E.); (C.C.); (M.B.D.); (G.d.G.); (M.B.)
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26
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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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Gialluisi A, De Bartolo MI, Costanzo S, Belvisi D, Falciglia S, Ricci M, Di Castelnuovo A, Panzera T, Donati MB, Fabbrini G, de Gaetano G, Berardelli A, Iacoviello L. Risk and protective factors in Parkinson's disease: a simultaneous and prospective study with classical statistical and novel machine learning models. J Neurol 2023; 270:4487-4497. [PMID: 37294324 DOI: 10.1007/s00415-023-11803-1] [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: 03/20/2023] [Revised: 05/30/2023] [Accepted: 06/01/2023] [Indexed: 06/10/2023]
Abstract
BACKGROUND Several environmental/lifestyle factors have been individually investigated in previous Parkinson's disease (PD) studies with controversial results. No study has prospectively and simultaneously investigated potential risk/protective factors of PD using both classical statistical and novel machine learning analyses. The latter may reveal more complex associations and new factors that are undetected by merely linear models. To fill this gap, we simultaneously investigated potential risk/protective factors involved in PD in a large prospective population study using both approaches. METHODS Participants in the Moli-sani study were enrolled between 2005 and 2010 and followed up until December 2018. Incident PD cases were identified by individual-level record linkage to regional hospital discharge forms, the Italian death registry, and the regional prescription register. Exposure to potential risk/protective factors was assessed at baseline. Multivariable Cox Proportional Hazards (PH) regression models and survival random forests (SRF) were built to identify the most influential factors. RESULTS We identified 213 incident PD cases out of 23,901 subjects. Cox PH models revealed that age, sex, dysthyroidism and diabetes were associated with an increased risk of PD. Both hyper and hypothyroidism were independently associated with PD risk. SRF showed that age was the most influential factor in PD risk, followed by coffee intake, daily physical activity, and hypertension. CONCLUSION This study sheds light on the role of dysthyroidism, diabetes and hypertension in PD onset, characterized to date by an uncertain relationship with PD, and also confirms the relevance of most factors (age, sex, coffee intake, daily physical activity) reportedly shown be associated with PD. Further methodological developments in SRF models will allow to untangle the nature of the potential non-linear relationships identified.
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Affiliation(s)
- Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
- Department of Medicine and Surgery, EPIMED Research Center, University of Insubria, Varese, Italy
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Daniele Belvisi
- IRCCS NEUROMED, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Stefania Falciglia
- UOC Governance del Farmaco, Azienda Sanitaria Regionale del Molise -ASREM, Campobasso, Italy
| | - Moreno Ricci
- UOC Governance del Farmaco, Azienda Sanitaria Regionale del Molise -ASREM, Campobasso, Italy
| | | | - Teresa Panzera
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Giovanni Fabbrini
- IRCCS NEUROMED, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | | | - Alfredo Berardelli
- IRCCS NEUROMED, Pozzilli, Italy.
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
- Department of Medicine and Surgery, EPIMED Research Center, University of Insubria, Varese, Italy
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Bonaccio M, Di Castelnuovo A, Costanzo S, Ruggiero E, Esposito S, Persichillo M, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Ultraprocessed food consumption is associated with all-cause and cardiovascular mortality in participants with type 2 diabetes independent of diet quality: a prospective observational cohort study. Am J Clin Nutr 2023; 118:627-636. [PMID: 37506883 DOI: 10.1016/j.ajcnut.2023.07.004] [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: 03/06/2023] [Revised: 06/30/2023] [Accepted: 07/07/2023] [Indexed: 07/30/2023] Open
Abstract
BACKGROUND Nutritional strategies for prevention and management of type 2 diabetes traditionally emphasize dietary patterns reflecting nutrient goals, but the health implications of ultraprocessed food (UPF) for patients with type 2 diabetes remain unknown. OBJECTIVES This study aimed to evaluate the association of UPF intake with all-cause and cardiovascular disease (CVD) mortality among participants with type 2 diabetes from the Moli-sani Study in Italy (enrollment 2005-2010). METHODS This was a prospective observational cohort study on 1065 individuals with type 2 diabetes at baseline, followed up for 11.6 y (median). Food intake was assessed by a 188-item food-frequency questionnaire. UPF was defined following the Nova classification and calculated as the ratio (weight ratio; %) between UPF (g/d) and total food eaten (g/d). Overall diet quality was assessed through the Mediterranean Diet Score (MDS). Multivariable-adjusted Cox proportional hazards models were used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs) for mortality. RESULTS The average UPF consumption was 7.4% (±5.0%). In multivariable-adjusted Cox analyses, greater UPF intake (Q4, ≥10.5% and ≥9% of total food eaten for females and males, respectively), as opposed to the lowest (Q1, UPF <4.7% and <3.7% for females and males, respectively), was associated with higher hazards of both all-cause (HR: 1.70; 95% CI: 1.25, 2.33) and CVD mortality (HR: 2.64; 95% CI: 1.59, 4.40); inclusion of the MDS into the model did not substantially alter the magnitude of these associations (HR: 1.64; 95% CI: 1.19, 2.25 and HR: 2.55; 95% CI: 1.53, 4.24 for all-cause and CVD mortality, respectively). A linear dose-response relationship of UPF intake with both all-cause and CVD mortality was also observed. CONCLUSIONS In participants with type 2 diabetes at study entry, higher UPF consumption was associated with reduced survival and higher CVD mortality rate, independent of diet quality. Besides prioritizing the adoption of a diet based on nutritional requirements, dietary guidelines for the management of type 2 diabetes should also recommend limiting UPF.
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Affiliation(s)
- Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy.
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy; Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy
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Krause J, Nickel A, Madsen A, Aitken-Buck HM, Stoter AMS, Schrapers J, Ojeda F, Geiger K, Kern M, Kohlhaas M, Bertero E, Hofmockel P, Hübner F, Assum I, Heinig M, Müller C, Hansen A, Krause T, Park DD, Just S, Aïssi D, Börnigen D, Lindner D, Friedrich N, Alhussini K, Bening C, Schnabel RB, Karakas M, Iacoviello L, Salomaa V, Linneberg A, Tunstall-Pedoe H, Kuulasmaa K, Kirchhof P, Blankenberg S, Christ T, Eschenhagen T, Lamberts RR, Maack C, Stenzig J, Zeller T. An arrhythmogenic metabolite in atrial fibrillation. J Transl Med 2023; 21:566. [PMID: 37620858 PMCID: PMC10464005 DOI: 10.1186/s12967-023-04420-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 08/07/2023] [Indexed: 08/26/2023] Open
Abstract
BACKGROUND Long-chain acyl-carnitines (ACs) are potential arrhythmogenic metabolites. Their role in atrial fibrillation (AF) remains incompletely understood. Using a systems medicine approach, we assessed the contribution of C18:1AC to AF by analysing its in vitro effects on cardiac electrophysiology and metabolism, and translated our findings into the human setting. METHODS AND RESULTS Human iPSC-derived engineered heart tissue was exposed to C18:1AC. A biphasic effect on contractile force was observed: short exposure enhanced contractile force, but elicited spontaneous contractions and impaired Ca2+ handling. Continuous exposure provoked an impairment of contractile force. In human atrial mitochondria from AF individuals, C18:1AC inhibited respiration. In a population-based cohort as well as a cohort of patients, high C18:1AC serum concentrations were associated with the incidence and prevalence of AF. CONCLUSION Our data provide evidence for an arrhythmogenic potential of the metabolite C18:1AC. The metabolite interferes with mitochondrial metabolism, thereby contributing to contractile dysfunction and shows predictive potential as novel circulating biomarker for risk of AF.
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Affiliation(s)
- Julia Krause
- University Center of Cardiovascular Science, Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Alexander Nickel
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Alexandra Madsen
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Hamish M Aitken-Buck
- Department of Physiology, HeartOtago, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - A M Stella Stoter
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jessica Schrapers
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Francisco Ojeda
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Kira Geiger
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Melanie Kern
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Michael Kohlhaas
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Edoardo Bertero
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Patrick Hofmockel
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Florian Hübner
- Institute of Food Chemistry, University of Münster, Münster, Germany
| | - Ines Assum
- Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
- Department of Informatics, Technical University Munich, Munich, Germany
| | - Matthias Heinig
- Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
- Department of Informatics, Technical University Munich, Munich, Germany
| | - Christian Müller
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Arne Hansen
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tobias Krause
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Deung-Dae Park
- Molecular Cardiology, Department of Internal Medicine II, University of Ulm, Ulm, Germany
| | - Steffen Just
- Molecular Cardiology, Department of Internal Medicine II, University of Ulm, Ulm, Germany
| | - Dylan Aïssi
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Daniela Börnigen
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Diana Lindner
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
- Department of Cardiology and Angiology, Faculty of Medicine, University Heart Center Freiburg-Bad Krozingen, Medical Center - University of Freiburg, University of Freiburg, 79106, Freiburg, Germany
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Khaled Alhussini
- Department of Thoracic and Cardiovascular Surgery, University Clinic Würzburg, Würzburg, Germany
| | - Constanze Bening
- Department of Thoracic and Cardiovascular Surgery, University Clinic Würzburg, Würzburg, Germany
| | - Renate B Schnabel
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Mahir Karakas
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Capital Region of Denmark, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, UK
| | - Kari Kuulasmaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Paulus Kirchhof
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
- Institute of Cardiovascular Sciences, University of Birmingham, Birmingham, UK
| | - Stefan Blankenberg
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of Cardiology, University Heart and Vascular Center Hamburg, Hamburg, Germany
| | - Torsten Christ
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Thomas Eschenhagen
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Regis R Lamberts
- Department of Physiology, HeartOtago, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Christoph Maack
- Comprehensive Heart Failure Center, University Clinic Würzburg, Würzburg, Germany
| | - Justus Stenzig
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Institute of Experimental Pharmacology and Toxicology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Tanja Zeller
- University Center of Cardiovascular Science, Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany.
- DZHK (German Centre for Cardiovascular Research), Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany.
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30
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Di Castelnuovo A, Bonaccio M, Costanzo S, McElduff P, Linneberg A, Salomaa V, Männistö S, Ferrières J, Dallongeville J, Thorand B, Brenner H, Ferrario M, Veronesi G, Tamosiunas A, Grimsgaard S, Drygas W, Malyutina S, Söderberg S, Nordendahl M, Kee F, Grassi G, Dabboura S, Borchini R, Westermann D, Schrage B, Zeller T, Kuulasmaa K, Blankenberg S, Donati MB, Iacoviello L, de Gaetano G. Drinking alcohol in moderation is associated with lower rate of all-cause mortality in individuals with higher rather than lower educational level: findings from the MORGAM project. Eur J Epidemiol 2023; 38:869-881. [PMID: 37386255 DOI: 10.1007/s10654-023-01022-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 05/24/2023] [Indexed: 07/01/2023]
Abstract
The association between socioeconomic status (SES) and alcohol-related diseases has been widely explored. Less is known, however, on whether the association of moderate drinking with all-cause mortality is modified by educational level (EL). Using harmonized data from 16 cohorts in the MORGAM Project (N = 142,066) the association of pattern of alcohol intake with hazard of all-cause mortality across EL (lower = primary-school; middle = secondary-school; higher = university/college degree) was assessed using multivariable Cox-regression and spline curves. A total of 16,695 deaths occurred in 11.8 years (median). In comparison with life-long abstainers, participants drinking 0.1-10 g/d of ethanol had 13% (HR = 0.87; 95%CI: 0.74-1.02), 11% (HR = 0.89; 0.84-0.95) and 5% (HR = 0.95; 0.89-1.02) lower rate of death in higher, middle and lower EL, respectively. Conversely, drinkers > 20 g/d had 1% (HR = 1.01; 0.82-1.25), 10% (HR = 1.10; 1.02-1.19) and 17% (HR = 1.17; 1.09-1.26) higher rate of death. The association of alcohol consumption with all-cause mortality was nonlinear, with a different J-shape by EL levels. It was consistent across both sexes and in various approaches of measuring alcohol consumption, including combining quantity and frequency and it was more evident when the beverage of preference was wine. We observed that drinking in moderation (≤ 10 g/d) is associated with lower mortality rate more evidently in individuals with higher EL than in people with lower EL, while heavy drinking is associated with higher mortality rate more evidently in individuals with lower EL than in people with higher EL, suggesting that advice on reducing alcohol intake should especially target individuals of low EL.
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Affiliation(s)
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077, Pozzilli, IS, Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077, Pozzilli, IS, Italy
| | - Patrick McElduff
- Hunter Medical Research Institute, University of Newcastle, Newcastle, Australia
| | - Allen Linneberg
- 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
| | - Veikko Salomaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Satu Männistö
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Jean Ferrières
- Department of Cardiology and INSERM UMR 1295, Toulouse University Hospital, Toulouse, France
| | - Jean Dallongeville
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE, 59000, Lille, France
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research and Division of Preventive Oncology, German Cancer Research Center, Heidelberg, Germany
| | - Marco Ferrario
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy
| | - Giovanni Veronesi
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy
| | | | - Sameline Grimsgaard
- Department of Community Medicine, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Norway
| | - Wojciech Drygas
- Department of Epidemiology CVD Prevention and Health Promotion, National Institute of Cardiology, Warsaw, Poland
- Calisia University, 62-800, Kalisz, Poland
| | - Sofia Malyutina
- The Institute of Internal and Preventive Medicine -Branch of the "FRC Institute of Cytology and Genetics SB RAS", Novosibirsk, Russia
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine and Heart Centre, Umeå University, Umeå, Sweden
| | - Maria Nordendahl
- Department of Public Health and Clinical Medicine and Heart Centre, Umeå University, Umeå, Sweden
| | - Frank Kee
- Centre for Public Health, Queens University of Belfast, Belfast, Northern Ireland
| | - Guido Grassi
- Clinica Medica, Università Milano-Bicocca, Milan, Italy
| | - Salim Dabboura
- Clinic of General and Interventional Cardiology, University Heart & Vascular Center Hamburg, Germany, and German Center for Cardiovascular Research, partner site Hamburg/Lübeck/Kiel, Hamburg, Germany
| | | | - Dirk Westermann
- Department for Cardiology and Angiology, Medical Faculty of Medicine, University Heart Center Freiburg-Bad Krozingen, University of Freiburg, Freiburg, Germany
| | - Benedikt Schrage
- Clinic of General and Interventional Cardiology, University Heart & Vascular Center Hamburg, Germany, and German Center for Cardiovascular Research, partner site Hamburg/Lübeck/Kiel, Hamburg, Germany
| | - Tanja Zeller
- Clinic of General and Interventional Cardiology, University Heart & Vascular Center Hamburg, Germany, and German Center for Cardiovascular Research, partner site Hamburg/Lübeck/Kiel, Hamburg, Germany
| | - Kari Kuulasmaa
- Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Stefan Blankenberg
- Clinic of General and Interventional Cardiology, University Heart & Vascular Center Hamburg, Germany, and German Center for Cardiovascular Research, partner site Hamburg/Lübeck/Kiel, Hamburg, Germany
| | | | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077, Pozzilli, IS, Italy.
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese, Italy.
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077, Pozzilli, IS, Italy
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31
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Baldassarre D, Iacoviello L, Baetta R, Roncaglioni MC, Condorelli G, Remuzzi G, Gensini G, Frati L, Ricciardi W, Conaldi PG, Uccelli A, Blandini F, Bosari S, Scambia G, Fini M, Di Malta A, Amato M, Veglia F, Bonomi A, Klersy C, Colazzo F, Pengo M, Gorini F, Auteri L, Ferrante G, Baviera M, Ambrosio G, Catapano A, Gialluisi A, Malavazos AE, Castelvecchio S, Corsi-Romanelli MM, Cardani R, La Rovere MT, Agnese V, Pane B, Prati D, Spinardi L, Liuzzo G, Arbustini E, Volterrani M, Visconti M, Werba JP, Genovese S, Bilo G, Invitti C, Di Blasio A, Lombardi C, Faini A, Rosa D, Ojeda-Fernández L, Foresta A, De Curtis A, Di Castelnuovo A, Scalvini S, Pierobon A, Gorini A, Valenti L, Luzi L, Racca A, Bandi M, Tremoli E, Menicanti L, Parati G, Pompilio G. Rationale and design of the CV-PREVITAL study: an Italian multiple cohort randomised controlled trial investigating innovative digital strategies in primary cardiovascular prevention. BMJ Open 2023; 13:e072040. [PMID: 37451717 PMCID: PMC10351259 DOI: 10.1136/bmjopen-2023-072040] [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: 01/18/2023] [Accepted: 06/26/2023] [Indexed: 07/18/2023] Open
Abstract
INTRODUCTION Prevention of cardiovascular disease (CVD) is of key importance in reducing morbidity, disability and mortality worldwide. Observational studies suggest that digital health interventions can be an effective strategy to reduce cardiovascular (CV) risk. However, evidence from large randomised clinical trials is lacking. METHODS AND ANALYSIS The CV-PREVITAL study is a multicentre, prospective, randomised, controlled, open-label interventional trial designed to compare the effectiveness of an educational and motivational mobile health (mHealth) intervention versus usual care in reducing CV risk. The intervention aims at improving diet, physical activity, sleep quality, psycho-behavioural aspects, as well as promoting smoking cessation and adherence to pharmacological treatment for CV risk factors. The trial aims to enrol approximately 80 000 subjects without overt CVDs referring to general practitioners' offices, community pharmacies or clinics of Scientific Institute for Research, Hospitalization and Health Care (Italian acronym IRCCS) affiliated with the Italian Cardiology Network. All participants are evaluated at baseline and after 12 months to assess the effectiveness of the intervention on short-term endpoints, namely improvement in CV risk score and reduction of major CV risk factors. Beyond the funded life of the study, a long-term (7 years) follow-up is also planned to assess the effectiveness of the intervention on the incidence of major adverse CV events. A series of ancillary studies designed to evaluate the effect of the mHealth intervention on additional risk biomarkers are also performed. ETHICS AND DISSEMINATION This study received ethics approval from the ethics committee of the coordinating centre (Monzino Cardiology Center; R1256/20-CCM 1319) and from all other relevant IRBs and ethics committees. Findings are disseminated through scientific meetings and peer-reviewed journals and via social media. Partners are informed about the study's course and findings through regular meetings. TRIAL REGISTRATION NUMBER NCT05339841.
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Affiliation(s)
- Damiano Baldassarre
- Centro Cardiologico Monzino IRCCS, Milan, Italy
- Department of Medical Biotechnology and Translational Medicine, Università degli Studi di Milano, Milan, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo NEUROMED, Pozzilli, Italy
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Varese, Italy
| | | | - Maria Carla Roncaglioni
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Gianluigi Condorelli
- Department of Cardiovascular Medicine, IRCCS-Humanitas Research Hospital, Rozzano, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Giuseppe Remuzzi
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | | | - Luigi Frati
- IRCCS Istituto Neurologico Mediterraneo NEUROMED, Pozzilli, Italy
| | - Walter Ricciardi
- Istituti Clinici Scientifici Maugeri IRCCS Pavia, Pavia, Italy
- Università Cattolica del Sacro Cuore - Campus di Roma, Rome, Italy
| | - Pier Giulio Conaldi
- IRCCS ISMETT (Mediterranean Institute for Transplantation and Advanced Specialized Therapies), Palermo, Italy
| | | | - Fabio Blandini
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Silvano Bosari
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Giovanni Scambia
- Università Cattolica del Sacro Cuore - Campus di Roma, Rome, Italy
- Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | | | | | - Mauro Amato
- Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Fabrizio Veglia
- Maria Cecilia Hospital, GVM Care & Research, Cotignola, Ravenna, Italy
| | | | - Catherine Klersy
- Unit of Clinical Epidemiology & Biostatistic, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | | | - Martino Pengo
- Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | | | | | - Giuseppe Ferrante
- Department of Cardiovascular Medicine, IRCCS-Humanitas Research Hospital, Rozzano, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Marta Baviera
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Giuseppe Ambrosio
- Cardiology, University of Perugia School of Medicine, Perugia, Italy
| | - Alberico Catapano
- IRCCS Multimedica, Milan, Italy
- Department of Pharmacological and Biomolecular Sciences, Università degli Studi di Milano, Milan, Italy
| | - Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo NEUROMED, Pozzilli, Italy
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Varese, Italy
| | - Alexis Elias Malavazos
- Endocrinology Unit, Clinical Nutrition and Cardiovascular Prevention Service, IRCCS Policlinico San Donato, San Donato Milanese, Italy
- Department of Biomedical Surgical and Dental Sciences, Università degli Studi di Milano, Milan, Italy
| | | | - Massimiliano Marco Corsi-Romanelli
- UOC SMEL-1, IRCCS POLICLINICO SAN DONATO, San Donato Milanese, Italy
- Department of Health and Biomedical Sciences, Università degli Studi di Milano, Milan, Italy
| | - Rosanna Cardani
- BioCor Biobank, UOC SMEL-1 of Clinical Pathology, IRCCS-Policlinico San Donato, San Donato Milanese, Italy
| | | | - Valentina Agnese
- IRCCS ISMETT (Mediterranean Institute for Transplantation and Advanced Specialized Therapies), Palermo, Italy
| | - Bianca Pane
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
- Dipartimento di Scienze Chirurgiche e Diagnostiche Integrate, Università degli Studi di Genova, Genoa, Italy
| | - Daniele Prati
- Department of Transfusion Medicine and Haematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Laura Spinardi
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Giovanna Liuzzo
- Università Cattolica del Sacro Cuore - Campus di Roma, Rome, Italy
- Dipartimento di Scienze Cardiovascolari, Fondazione Policlinico Gemelli IRCCS, Rome, Italy
| | - Eloisa Arbustini
- Centro Malattie Genetiche Cardiovascolari - Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Maurizio Volterrani
- Cardio Pulmonary Department, IRCCS San Raffaele, Rome, Italy
- Exercise Science and Medicine, San Raffaele Open University, Rome, Italy
| | - Marco Visconti
- Co.S. (Consorzio Sanità) Study Center, Italy, Soresina, Italy
| | | | | | - Grzegorz Bilo
- Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | | | | | - Carolina Lombardi
- Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Andrea Faini
- Istituto Auxologico Italiano IRCCS, Milan, Italy
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy
| | - Debora Rosa
- Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Luisa Ojeda-Fernández
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Andreana Foresta
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo NEUROMED, Pozzilli, Italy
| | | | | | - Antonia Pierobon
- Istituti Clinici Scientifici Maugeri IRCCS Montescano, Montescano, Italy
| | - Alessandra Gorini
- Istituti Clinici Scientifici Maugeri IRCCS Milano, Milan, Italy
- Dipartimento di Scienze Cliniche e di Comunità, Università degli Studi di Milano, Milan, Italy
| | - Luca Valenti
- Department of Transfusion Medicine and Haematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
- Dipartimento Fisiopatologia e Trapianti, Università degli Studi di Milano, Milan, Italy
| | - Livio Luzi
- IRCCS Multimedica, Milan, Italy
- Department of Health and Biomedical Sciences, Università degli Studi di Milano, Milan, Italy
| | - Annarosa Racca
- Federfarma Lombardia & Fondazione Guido Muralti, Milan, Italy
| | - Manuela Bandi
- Federfarma Lombardia & Fondazione Guido Muralti, Milan, Italy
| | - Elena Tremoli
- Maria Cecilia Hospital, GVM Care & Research, Cotignola, Ravenna, Italy
| | - Lorenzo Menicanti
- Department of Cardiac Surgery, IRCCS Policlinico San Donato, San Donato Milanese, Italy
| | - Gianfranco Parati
- Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Giulio Pompilio
- Centro Cardiologico Monzino IRCCS, Milan, Italy
- Department of Biomedical Surgical and Dental Sciences, Università degli Studi di Milano, Milan, Italy
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Giusti EM, Veronesi G, Callegari C, Borchini R, Castelnuovo G, Gianfagna F, Iacoviello L, Ferrario MM. Pre-pandemic burnout and its changes during the COVID-19 outbreak as predictors of mental health of healthcare workers: A lesson to be learned. Psychiatry Res 2023; 326:115305. [PMID: 37331071 PMCID: PMC10261975 DOI: 10.1016/j.psychres.2023.115305] [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: 02/22/2023] [Revised: 06/08/2023] [Accepted: 06/11/2023] [Indexed: 06/20/2023]
Abstract
The aim of this study was to identify how previously existing burnout and its changes during the pandemic contributed to PTSD symptoms and psychological distress in a cohort of 388 healthcare workers (HCWs). Each HCW was surveyed in Sep 2019 (before COVID-19) and again in Dec 2020-Jan 2021 (during the pandemic) to assess burnout (MBI); and in the second wave only to assess PTSD (PCL-5-SF), psychological distress (GHQ-12) and resilience (CD-RISC-10). Changes in emotional exhaustion (EE) and depersonalisation (DEP) were stronger in HCWs with lower EE and DEP baseline values. HCWs with higher baseline poor personal accomplishment (PPA) improved more than those with lower baseline values. In multivariable-adjusted models, pre-pandemic EE and its changes were equally associated to both outcomes: standardised-βs of 0.52 and 0.54 for PTSD, respectively; and 0.55 and 0.53 for psychological distress. Changes in DEP were associated with PTSD only (0.10). Changes in PPA had a higher association with psychological distress (0.29) than pre-pandemic PPA (0.13). Resilience was associated with lower psychological distress (-0.25). Preventive actions aimed at reducing EE, e.g., addressing organisational dysfunctions, are needed to mitigate the impact of future crises, whereas improving personal accomplishment levels is a key target to protect HCWs from mental health disorders during a pandemic.
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Affiliation(s)
- Emanuele Maria Giusti
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Giovanni Veronesi
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Camilla Callegari
- Division of Psychiatry, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | | | - Gianluca Castelnuovo
- Department of Psychology, Catholic University of the Sacred Heart, Milan, Italy; Psychology Research Laboratory, Istituto Auxologico Italiano IRCCS, Verbania, Italy
| | - Francesco Gianfagna
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy; Mediterranea Cardiocentro, Napoli, Italy
| | - Licia Iacoviello
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy; Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Marco Mario Ferrario
- EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy.
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Sharma S, Di Castelnuovo A, Costanzo S, Persichillo M, Panzera T, Ruggiero E, De Curtis A, Storto M, Cavallo P, Gianfagna F, Donati MB, de Gaetano G, Cerletti C, Iacoviello L, Bonaccio M. Habitual adherence to a traditional Mediterranean diet and risk of SARS-CoV-2 infection and Coronavirus disease 2019 (COVID-19): a longitudinal analysis. Int J Food Sci Nutr 2023:1-13. [PMID: 37260396 DOI: 10.1080/09637486.2023.2212879] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Evidence on habitual Mediterranean diet (MD) and risk of SARS-CoV-2 infection, and COVID-19 is limited. 1,520 participants from the Moli-sani Study (2017-2020) were tested during January-September 2021 and adherence to MD was ascertained through the Mediterranean Diet Score (MDS). SARS-CoV-2 infection cases were determined through serology, and previous clinical diagnosis of COVID-19 disease was self-reported. Results were presented as odd ratios (OR) with 95% confidence intervals (CI). The MDS was not associated with the likelihood of SARS-CoV-2 infection (OR= 0.94; 95% CI: 0.83-1.06) and COVID-19 (OR= 0.82; 95% CI: 0.62-1.10) diagnosis. High consumption of cereals was associated with lower odds of SARS-CoV-2 infection (OR = 0.91; 95% CI: 0.83-1.00; for each 25 g/d increase). Likelihood of having being diagnosed with COVID-19 disease decreased in association with increasing olive oil intake (OR= 0.10; 95% CI: 0.01-0.79; for each additional 10 g/d), moderate alcohol consumption (OR= 0.18; 95% CI: 0.04-0.82) and higher intakes of fruits and nuts (OR = 0.89; 95% CI: 0.79-0.99). Our findings emphasise the adoption and maintenance of a balanced MD as a key strategy to reduce the risk of future SARS-CoV-2 infections and COVID-19.
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Affiliation(s)
- Sukshma Sharma
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Teresa Panzera
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | | | - Pierpaolo Cavallo
- Department of Physics, University of Salerno, Salerno, Italy
- Complex Systems Institute, CNR, Rome, Italy
| | - Francesco Gianfagna
- Mediterranea Cardiocentro, Napoli, Italy
- Research Center in Epidemiology and Preventive Medicine - EPIMED, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | | | | | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli, Italy
| | - 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
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Ghulam A, Gianfagna F, Bonaccio M, Costanzo S, Di Castelnuovo A, De Curtis A, Gialluisi A, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Association between BMI, RFM and mortality and potential mediators: Prospective findings from the Moli-sani study. Int J Obes (Lond) 2023:10.1038/s41366-023-01313-5. [PMID: 37208513 DOI: 10.1038/s41366-023-01313-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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] [Received: 09/28/2022] [Revised: 04/07/2023] [Accepted: 04/12/2023] [Indexed: 05/21/2023]
Abstract
BACKGROUND Body mass index (BMI) is the most frequently used adiposity measure, yet it is unable to differentiate fat mass from lean mass. Relative fat mass (RFM) has been proposed as an alternative. This paper aims to study RFM and BMI association with mortality in a general Italian population and potential mediators of such association. METHODS 20,587 individuals from the Moli-sani cohort were analysed (mean age = 54 ± 11, women = 52%, median follow up = 11.2 years, interquartile range = 1.96 years). Cox regressions were used to assess BMI, RFM, and their interactive association with mortality. Dose-response relationships were computed with spline regression, mediation analysis was performed. All analyses were separated for men and women. RESULTS Men and women with BMI > 35 kg/m2 and men in the 4th quartile of RFM showed an independent association with mortality (HR = 1.71, 95% CI = 1.30-2.26 BMI in men, HR = 1.37, 95%CI = 1.01-1.85 BMI in women, HR = 1.37 CI 95% = 1.11-1.68 RFM in men), that was lost once adjusted for potential mediators. Cubic splines showed a U-shaped association for BMI in men and women, and for RFM in men. Mediation analysis showed that 46.5% of the association of BMI with mortality in men was mediated by glucose, C reactive protein, forced expiratory volume in 1 s (FEV1), and cystatin C; 82.9% of the association of BMI in women was mediated by HOMA index, cystatin C and FEV1; lastly, 55% of RFM association with mortality was mediated by glucose, FEV1 and cystatin C. Regression models including BMI and RFM showed that RFM drives most of the risk in men, but is not predictive in women. CONCLUSIONS The association between anthropometric measures and mortality was U shaped and it was largely dependent on sex. Associations were mediated by glucose metabolism, renal and lung function. Public health interventions should mainly focus on people with severe obesity or impaired metabolic, renal, or respiratory function.
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Affiliation(s)
- Anwal Ghulam
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Francesco Gianfagna
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy.
- Mediterranea Cardiocentro, Napoli, Italy.
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Alessandro Gialluisi
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | | | | | - Licia Iacoviello
- Research Center in Epidemiology and Preventive Medicine (EPIMED), Department of Medicine and Surgery, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
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35
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Chadalavada S, Reinikainen J, Andersson J, Di Castelnuovo A, Iacoviello L, Jousilahti P, Kårhus LL, Linneberg A, Söderberg S, Tunstall-Pedoe H, Lekadir K, Aung N, Jensen MT, Kuulasmaa K, Niiranen TJ, Petersen SE. Diabetes and heart failure associations in women and men: Results from the MORGAM consortium. Front Cardiovasc Med 2023; 10:1136764. [PMID: 37180793 PMCID: PMC10167048 DOI: 10.3389/fcvm.2023.1136764] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 03/20/2023] [Indexed: 05/16/2023] Open
Abstract
Background Diabetes and its cardiovascular complications are a growing concern worldwide. Recently, some studies have demonstrated that relative risk of heart failure (HF) is higher in women with type 1 diabetes (T1DM) than in men. This study aims to validate these findings in cohorts representing five countries across Europe. Methods This study includes 88,559 (51.8% women) participants, 3,281 (46.3% women) of whom had diabetes at baseline. Survival analysis was performed with the outcomes of interest being death and HF with a follow-up time of 12 years. Sub-group analysis according to sex and type of diabetes was also performed for the HF outcome. Results 6,460 deaths were recorded, of which 567 were amongst those with diabetes. Additionally, HF was diagnosed in 2,772 individuals (446 with diabetes). A multivariable Cox proportional hazard analysis showed that there was an increased risk of death and HF (hazard ratio (HR) of 1.73 [1.58-1.89] and 2.12 [1.91-2.36], respectively) when comparing those with diabetes and those without. The HR for HF was 6.72 [2.75-16.41] for women with T1DM vs. 5.80 [2.72-12.37] for men with T1DM, but the interaction term for sex differences was insignificant (p for interaction 0.45). There was no significant difference in the relative risk of HF between men and women when both types of diabetes were combined (HR 2.22 [1.93-2.54] vs. 1.99 [1.67-2.38] respectively, p for interaction 0.80). Conclusion Diabetes is associated with increased risks of death and heart failure, and there was no difference in relative risk according to sex.
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Affiliation(s)
- Sucharitha Chadalavada
- William Harvey Research Institute, NIHR Barts Biomedical Research Centre, Queen Mary University of London, Charterhouse Square, London, United Kingdom
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, West Smithfield, London, United Kingdom
| | - Jaakko Reinikainen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Jonas Andersson
- Department of Public Health and Clinical Medicine, Skellefteå Research Unit, Umeå University, Skellefteå, Sweden
| | | | - 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
| | - Pekka Jousilahti
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Line Lund Kårhus
- Center for Clinical Research and Prevention, Copenhagen University Hospital-Bispebjerg and Frederiksberg, Copenhagen, Denmark
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Copenhagen University Hospital-Bispebjerg and Frederiksberg, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Stefan Söderberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Hugh Tunstall-Pedoe
- Cardiovascular Epidemiology Unit, Institute of Cardiovascular Research, University of Dundee, Dundee, United Kingdom
| | - Karim Lekadir
- Artificial Intelligence in Medicine Lab (BCN-AIM), Departament de Matemàtiques and Informàtica, Universitat de Barcelona, Barcelona, Spain
| | - Nay Aung
- William Harvey Research Institute, NIHR Barts Biomedical Research Centre, Queen Mary University of London, Charterhouse Square, London, United Kingdom
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, West Smithfield, London, United Kingdom
| | - Magnus T Jensen
- William Harvey Research Institute, NIHR Barts Biomedical Research Centre, Queen Mary University of London, Charterhouse Square, London, United Kingdom
- Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, Herlev, Denmark
| | - Kari Kuulasmaa
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Teemu J Niiranen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
- Department of Internal Medicine, University of Turku and Turku University Hospital, Turku, Finland
| | - Steffen E Petersen
- William Harvey Research Institute, NIHR Barts Biomedical Research Centre, Queen Mary University of London, Charterhouse Square, London, United Kingdom
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, West Smithfield, London, United Kingdom
- Health Data Research UK, London, United Kingdom
- National Institute for Health and Care Research, London, United Kingdom
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Martínez CF, Esposito S, Di Castelnuovo A, Costanzo S, Ruggiero E, De Curtis A, Persichillo M, Hébert JR, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Gialluisi A, Bonaccio M. Association between the Inflammatory Potential of the Diet and Biological Aging: A Cross-Sectional Analysis of 4510 Adults from the Moli-Sani Study Cohort. Nutrients 2023; 15:nu15061503. [PMID: 36986232 PMCID: PMC10056325 DOI: 10.3390/nu15061503] [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: 02/15/2023] [Revised: 03/16/2023] [Accepted: 03/18/2023] [Indexed: 03/30/2023] Open
Abstract
Chronological age (CA) may not accurately reflect the health status of an individual. Rather, biological age (BA) or hypothetical underlying "functional" age has been proposed as a relevant indicator of healthy aging. Observational studies have found that decelerated biological aging or Δage (BA-CA) is associated with a lower risk of disease and mortality. In general, CA is associated with low-grade inflammation, a condition linked to the risk of the incidence of disease and overall cause-specific mortality, and is modulated by diet. To address the hypothesis that diet-related inflammation is associated with Δage, a cross-sectional analysis of data from a sub-cohort from the Moli-sani Study (2005-2010, Italy) was performed. The inflammatory potential of the diet was measured using the Energy-adjusted Dietary Inflammatory Index (E-DIITM) and a novel literature-based dietary inflammation score (DIS). A deep neural network approach based on circulating biomarkers was used to compute BA, and the resulting Δage was fit as the dependent variable. In 4510 participants (men 52.0%), the mean of CA (SD) was 55.6 y (±11.6), BA 54.8 y (±8.6), and Δage -0.77 (±7.7). In a multivariable-adjusted analysis, an increase in E-DIITM and DIS scores led to an increase in Δage (β = 0.22; 95%CI 0.05, 0.38; β = 0.27; 95%CI 0.10, 0.44, respectively). We found interaction for DIS by sex and for E-DIITM by BMI. In conclusion, a pro-inflammatory diet is associated with accelerated biological aging, which likely leads to an increased long-term risk of inflammation-related diseases and mortality.
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Affiliation(s)
- Claudia F Martínez
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
- Population Health Research Center, National Institute of Public Health, Cuernavaca 62100, Mexico
| | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | | | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Mariarosaria Persichillo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - James R Hébert
- Cancer Prevention and Control Program and Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC 29208, USA
- Department of Nutrition, Connecting Health Innovations LLC, Columbia, SC 29201, USA
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Maria Benedetta Donati
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, 21100 Varese-Como, Italy
| | - Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS Neuromed, Via dell'Elettronica, 86077 Pozzilli, Italy
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37
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Bonaccio M, Ruggiero E, Di Castelnuovo A, Martínez CF, Esposito S, Costanzo S, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Association between Late-Eating Pattern and Higher Consumption of Ultra-Processed Food among Italian Adults: Findings from the INHES Study. Nutrients 2023; 15:nu15061497. [PMID: 36986227 PMCID: PMC10058735 DOI: 10.3390/nu15061497] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/01/2023] [Accepted: 03/16/2023] [Indexed: 03/30/2023] Open
Abstract
Late eating is reportedly associated with adverse metabolic health, possibly through poor diet quality. We tested the hypothesis that meal timing could also be linked to food processing, an independent predictor of health outcomes. We analysed data on 8688 Italians (aged > 19years) from the Italian Nutrition & HEalth Survey (INHES) established in 2010-2013 throughout Italy. Dietary data were collected through a single 24 h dietary recall, and the NOVA classification was used to categorize foods according to increasing levels of processing: (1) minimally processed foods (e.g., fruits); (2) culinary ingredients (e.g., butter); (3) processed foods (e.g., canned fish); (4) ultra-processed foods (UPFs; e.g., carbonated drinks, processed meat). We then calculated the proportion (%) of each NOVA group on the total weight of food eaten (g/d) by creating a weight ratio. Subjects were classified as early or late eaters based on the population's median timing for breakfast, lunch and dinner. In multivariable-adjusted regression models, late eaters reported a lower intake of minimally processed food (β = -1.23; 95% CI -1.75 to -0.71), a higher intake of UPF (β = 0.93; 0.60 to 1.25) and reduced adherence to a Mediterranean Diet (β = -0.07; -0.12 to -0.03) as compared to early eaters. Future studies are warranted to examine whether increased UPF consumption may underpin the associations of late eating with adverse metabolic health reported in prior cohorts.
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Affiliation(s)
- Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | | | | | - Simona Esposito
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, 86077 Pozzilli, Italy
- Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, 21100 Varese, Italy
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Amerio A, Stival C, Lugo A, Fanucchi T, d'Oro LC, Iacoviello L, Odone A, Stuckler D, Zucchi A, Serafini G, Gallus S, Jarach CM, Santucci C, Amore M, De Sena R, Ghislandi S, Wang Y, Bonaccio M, Gianfagna F, Signorelli C, Mosconi G, Vigezzi GP, Rognoni M, Paroni L, Ciampichini R. COVID-19 pandemic impact on mental health in a large representative sample of older adults from the Lombardy region, Italy. J Affect Disord 2023; 325:282-288. [PMID: 36627059 PMCID: PMC9824954 DOI: 10.1016/j.jad.2023.01.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 12/26/2022] [Accepted: 01/03/2023] [Indexed: 01/09/2023]
Abstract
BACKGROUND We aimed to assess the prevalence of depressive and anxiety symptoms, hopelessness and insomnia in the older adults before and during the COVID-19 pandemic identifying subgroups at higher risk of mental distress. METHODS Within the Lost in Lombardy project, a web-based cross-sectional study was conducted on a representative sample of 4400 older adults aged 65 years or more from the Lombardy region recruited between November 17th and 30th 2020. RESULTS The prevalence of depressive symptoms increased by +112 % during the pandemic, anxiety symptoms by +136 %, insufficient sleep by +12 %, unsatisfactory sleep by +15 %. Feelings of hopelessness were more frequent among women compared to men and increased with increasing age. A worsening in each of the four specific mental health outcomes was more frequently observed in women (OR = 1.50, depression; OR = 1.31, anxiety; OR = 1.57, sleep quality; OR = 1.38, sleep quantity), in subjects who decreased their physical activity during the pandemic (OR = 1.64, depression; OR = 1.48, anxiety; OR = 2.05, sleep quality; OR = 1.28, sleep quantity), and with increasing number of pre-existing chronic diseases. The use of at least one psychotropic drug - mostly antidepressants/anxiolytics - increased by +26 % compared to pre-pandemic. LIMITATIONS Pre-pandemic symptoms were retrospectively reported during the Covid pandemic. Potential information and recall bias should not be ruled out. CONCLUSIONS If confirmed by future longitudinal studies, our findings could support evidence-based health and welfare policies on responding to this pandemic and on how to promote mental health and wellbeing, should future waves of infection emerge.
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Affiliation(s)
- Andrea Amerio
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy.
| | - Chiara Stival
- Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.
| | - Alessandra Lugo
- Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.
| | - Tiziana Fanucchi
- SOD Alcologia - Centro Alcologico Regionale Toscano, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy.
| | | | - Licia Iacoviello
- School of Medicine, University of Insubria, Varese, Italy; IRCCS Neuromed, Pozzilli, Italy.
| | - Anna Odone
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, Italy; School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.
| | - David Stuckler
- Department of Social Sciences and Politics, Bocconi University, Milan, Italy.
| | | | - Gianluca Serafini
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy.
| | - Silvano Gallus
- Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.
| | - the “LOST in Lombardia” Study InvestigatorsBosettiCristina1JarachCarlotta Micaela1SantucciClaudia1AmoreMario23De SenaRoberto4GhislandiSimone4WangYuxi4BonaccioMarialaura56GianfagnaFrancesco56SignorelliCarlo7MosconiGiansanto8VigezziGiacomo Pietro8RognoniMagda9ParoniLuca9CiampichiniRoberta10Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, ItalyDepartment of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Section of Psychiatry, University of Genoa, Genoa, ItalyIRCCS Ospedale Policlinico San Martino, Genoa, ItalyDepartment of Social Sciences and Politics, Bocconi University, Milan, ItalySchool of Medicine, University of Insubria, Varese, ItalyIRCCS Neuromed, Pozzilli, ItalySchool of Medicine, Vita-Salute San Raffaele University, Milan, ItalyDepartment of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, ItalyATS Brianza, Monza, ItalyATS Bergamo, Bergamo, Italy
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Mishra A, Zhou B, Rodriguez-Martinez A, Bixby H, Singleton RK, Carrillo-Larco RM, Sheffer KE, Paciorek CJ, Bennett JE, Lhoste V, Iurilli MLC, Di Cesare M, Bentham J, Phelps NH, Sophiea MK, Stevens GA, Danaei G, Cowan MJ, Savin S, Riley LM, Gregg EW, Aekplakorn W, Ahmad NA, Baker JL, Chirita-Emandi A, Farzadfar F, Fink G, Heinen M, Ikeda N, Kengne AP, Khang YH, Laatikainen T, Laxmaiah A, Ma J, Monroy-Valle M, Mridha MK, Padez CP, Reynolds A, Sorić M, Starc G, Wirth JP, Abarca-Gómez L, Abdeen ZA, Abdrakhmanova S, Ghaffar SA, Abdul Rahim HF, Abdurrahmonova Z, Abu-Rmeileh NM, Garba JA, Acosta-Cazares B, Adam I, Adamczyk M, Adams RJ, Adu-Afarwuah S, Afsana K, Afzal S, Agbor VN, Agdeppa IA, Aghazadeh-Attari J, Aguenaou H, Aguilar-Salinas CA, Agyemang C, Ahmad MH, Ahmadi A, Ahmadi N, Ahmadi N, Ahmed I, Ahmed SH, Ahrens W, Aitmurzaeva G, Ajlouni K, Al-Hazzaa HM, Al-Lahou B, Al-Raddadi R, Al Hourani HM, Al Qaoud NM, Alarouj M, AlBuhairan F, AlDhukair S, Aldwairji MA, Alexius S, Ali MM, Alkandari A, Alkerwi A, Alkhatib BM, Allin K, Alvarez-Pedrerol M, Aly E, Amarapurkar DN, Etxezarreta PA, Amoah J, Amougou N, Amouyel P, Andersen LB, Anderssen SA, Androutsos O, Ängquist L, Anjana RM, Ansari-Moghaddam A, Anufrieva E, Aounallah-Skhiri H, Araújo J, Ariansen I, Aris T, Arku RE, Arlappa N, Aryal KK, Aseffa N, Aspelund T, Assah FK, Assembekov B, Assunção MCF, Aung MS, Auvinen J, Avdičová M, Avi S, Azevedo A, Azimi-Nezhad M, Azizi F, Azmin M, Babu BV, Jørgensen MB, Baharudin A, Bahijri S, Bakacs M, Balakrishna N, Balanova Y, Bamoshmoosh M, Banach M, Banegas JR, Baran J, Baran R, Barbagallo CM, Filho VB, Barceló A, Baretić M, Barkat A, Barnoya J, Barrera L, Barreto M, Barros AJD, Barros MVG, Bartosiewicz A, Basit A, Bastos JLD, Bata I, Batieha AM, Batista AP, Batista RL, Battakova Z, Baur LA, Bayauli PM, Beaglehole R, Bel-Serrat S, Belavendra A, Ben Romdhane H, Benedics J, Benet M, Rolandi GEB, Bere E, Bergh IH, Berhane Y, Berkinbayev S, Bernabe-Ortiz A, Bernotiene G, Carrasola XB, Bettiol H, Beutel ME, Beybey AF, Bezerra J, Bhagyalaxmi A, Bharadwaj S, Bhargava SK, Bi H, Bi Y, Bia D, Biasch K, Lele ECB, Bikbov MM, Bista B, Bjelica DJ, Bjerregaard AA, Bjerregaard P, Bjertness E, Bjertness MB, Björkelund C, Bloch KV, Blokstra A, Magnazu MB, Bo S, Bobak M, Boddy LM, Boehm BO, Boer JMA, Boggia JG, Bogova E, Boissonnet CP, Bojesen SE, Bonaccio M, Bongard V, Bonilla-Vargas A, Bopp M, Borghs H, Bovet P, Boymatova K, Braeckevelt L, Braeckman L, Bragt MCE, Brajkovich I, Branca F, Breckenkamp J, Breda J, Brenner H, Brewster LM, Brian GR, Briceño Y, Brinduse L, Brito M, Brophy S, Brug J, Bruno G, Bugge A, Buntinx F, Buoncristiano M, Burazeri G, Burns C, de León AC, Cacciottolo J, Cai H, Caixeta RB, Cama T, Cameron C, Camolas J, Can G, Cândido APC, Cañete F, Capanzana MV, Čapková N, Capuano E, Capuano R, Capuano V, Cardol M, Cardoso VC, Carlsson AC, Carmuega E, Carvalho J, Casajús JA, Casanueva FF, Casas M, Celikcan E, Censi L, Cervantes‐Loaiza M, Cesar JA, Chamukuttan S, Chan A, Chan Q, Chaturvedi HK, Chaturvedi N, Rahim NCA, Chee ML, Chen CJ, Chen F, Chen H, Chen S, Chen Z, Cheng CY, Cheng YJ, Cheraghian B, Chetrit A, Chikova-Iscener E, Chinapaw MJM, Chinnock A, Chiolero A, Chiou ST, Chirlaque MD, Cho B, Christensen K, Christofaro DG, Chudek J, Cifkova R, Cilia M, Cinteza E, Cirillo M, Claessens F, Clarke J, Clays E, Cohen E, Compañ-Gabucio LM, Concin H, Confortin SC, Cooper C, Coppinger TC, Corpeleijn E, Cortés LY, Costanzo S, Cottel D, Cowell C, Craig CL, Crampin AC, Cross AJ, Crujeiras AB, Cruz JJ, Csányi T, Csilla S, Cucu AM, Cui L, Cureau FV, Cuschieri S, Czenczek-Lewandowska E, D’Arrigo G, d’Orsi E, Dacica L, Dallongeville J, Damasceno A, Damsgaard CT, Dankner R, Dantoft TM, Dasgupta P, Dastgiri S, Dauchet L, Davletov K, de Assis MAA, De Backer G, De Bacquer D, De Curtis A, de Fragas Hinnig P, de Gaetano G, De Henauw S, De Miguel-Etayo P, de Oliveira PD, De Ridder D, De Ridder K, de Rooij SR, De Smedt D, Deepa M, Deev AD, DeGennaro V, Delisle H, Delpeuch F, Demarest S, Dennison E, Dereń K, Deschamps V, Dhimal M, Di Castelnuovo A, Dias-da-Costa JS, Díaz-Sánchez ME, Diaz A, Fernández PD, Ripollés MPD, Dika Z, Djalalinia S, Djordjic V, Do HTP, Dobson AJ, Dominguez L, Donati MB, Donfrancesco C, Dong G, Dong Y, Donoso SP, Döring A, Dorobantu M, Dorosty AR, Doua K, Dragano N, Drygas W, Duan JL, Duante CA, Duboz P, Duleva VL, Dulskiene V, Dumith SC, Dushpanova A, Dyussupova A, Dzerve V, Dziankowska-Zaborszczyk E, Echeverría G, Eddie R, Eftekhar E, Egbagbe EE, Eggertsen R, Eghtesad S, Eiben G, Ekelund U, El-Khateeb M, El Ammari L, El Ati J, Eldemire-Shearer D, Eliasen M, Elliott P, Endevelt R, Engle-Stone R, Erasmus RT, Erbel R, Erem C, Ergor G, Eriksen L, Eriksson JG, Escobedo-de la Peña J, Eslami S, Esmaeili A, Evans A, Faeh D, Fakhradiyev I, Fakhretdinova AA, Fall CH, Faramarzi E, Farjam M, Sant’Angelo VF, Fattahi MR, Fawwad A, Fawzi WW, Feigl E, Felix-Redondo FJ, Ferguson TS, Fernandes RA, Fernández-Bergés D, Ferrante D, Ferrao T, Ferrari G, Ferrari M, Ferrario MM, Ferreccio C, Ferreira HS, Ferrer E, Ferrieres J, Figueiró TH, Fijalkowska A, Fisberg M, Fischer K, Foo LH, Forsner M, Fouad HM, Francis DK, do Carmo Franco M, Fras Z, Frontera G, Fuchs FD, Fuchs SC, Fujiati II, Fujita Y, Fumihiko M, Furdela V, Furusawa T, Gaciong Z, Gafencu M, Cuesta MG, Galbarczyk A, Galenkamp H, Galeone D, Galfo M, Galvano F, Gao J, Gao P, Garcia-de-la-Hera M, Mérida MJG, Solano MG, Gareta D, Garnett SP, Gaspoz JM, Gasull M, Gaya ACA, Gaya AR, Gazzinelli A, Gehring U, Geiger H, Geleijnse JM, George R, Ghaderi E, Ghanbari A, Ghasemi E, Gheorghe-Fronea OF, Gialluisi A, Giampaoli S, Gianfagna F, Gieger C, Gill TK, Giovannelli J, Gironella G, Giwercman A, Gkiouras K, Glushkova N, Gluškova N, Godara R, Godos J, Gogen S, Goldberg M, Goltzman D, Gómez G, Gómez JHG, Gomez LF, Gómez SF, Gomula A, da Silva BGC, Gonçalves H, Gonçalves M, González-Alvarez AD, Gonzalez-Chica DA, González-Gil EM, Gonzalez-Gross M, González-Leon M, González-Rivas JP, González-Villalpando C, González-Villalpando ME, Gonzalez AR, Gottrand F, Graça AP, Graff-Iversen S, Grafnetter D, Grajda A, Grammatikopoulou MG, Gregor RD, Gregório MJ, Grøholt EK, Grøntved A, Grosso G, Gruden G, Gu D, Guajardo V, Gualdi-Russo E, Guallar-Castillón P, Gualtieri A, Gudmundsson EF, Gudnason V, Guerrero R, Guessous I, Guimaraes AL, Gulliford MC, Gunnlaugsdottir J, Gunter MJ, Guo XH, Guo Y, Gupta PC, Gupta R, Gureje O, González EG, Gutierrez L, Gutzwiller F, Gwee X, Ha S, Hadaegh F, Hadjigeorgiou CA, Haghshenas R, Hakimi H, Halkjær J, Hambleton IR, Hamzeh B, Hanekom WA, Hange D, Hanif AAM, Hantunen S, Hao J, Hardman CM, Kumar RH, Lassen TH, Harooni J, Hashemi-Shahri SM, Hassapidou M, Hata J, Haugsgjerd T, Hayes AJ, He J, He Y, He Y, Heidinger-Felső R, Heier M, Hejgaard T, Hendriks ME, dos Santos Henrique R, Henriques A, Cadena LH, Herrala S, Herrera-Cuenca M, Herrera VM, Herter-Aeberli I, Herzig KH, Heshmat R, Hill AG, Ho SY, Ho SC, Hobbs M, Höfelmann DA, Holdsworth M, Homayounfar R, Homs C, Hopman WM, Horimoto ARVR, Hormiga CM, Horta BL, Houti L, Howitt C, Htay TT, Htet AS, Htike MMT, Hu Y, Huerta JM, Huhtaniemi IT, Huiart L, Petrescu CH, Huisman M, Husseini A, Huu CN, Huybrechts I, Hwalla N, Hyska J, Iacoviello L, Iakupova EM, Ibarluzea JM, Ibrahim MM, Wong NI, Ikram MA, Iñiguez C, Iotova V, Irazola VE, Ishida T, Isiguzo GC, Islam M, Islam SMS, Islek D, Ivanova-Pandourska IY, Iwasaki M, Jääskeläinen T, Jackson RT, Jacobs JM, Jadoul M, Jafar T, Jallow B, James K, Jamil KM, Jamrozik K, Jansson A, Janszky I, Janus E, Jarani J, Jarvelin MR, Jasienska G, Jelaković A, Jelaković B, Jennings G, Jiang CQ, Jimenez RO, Jöckel KH, Joffres M, Jokelainen JJ, Jonas JB, Jonnagaddala J, Jørgensen T, Joshi P, Josipović J, Joukar F, Jóźwiak JJ, Judge DS, Juolevi A, Jurak G, Simina IJ, Juresa V, Kaaks R, Kaducu FO, Kafatos A, Kaj M, Kajantie EO, Kakutia N, Kállayová D, Kalmatayeva Z, Kalter-Leibovici O, Kameli Y, Kampmann FB, Kanala KR, Kannan S, Kapantais E, Karaglani E, Karakosta A, Kårhus LL, Karki KB, Katchunga PB, Katibeh M, Katz J, Katzmarzyk PT, Kauhanen J, Kaur P, Kavousi M, Kazakbaeva GM, Kaze FF, Ke C, Keil U, Boker LK, Keinänen-Kiukaanniemi S, Kelishadi R, Kelleher C, Kemper HCG, Keramati M, Kerimkulova A, Kersting M, Key T, Khader YS, Khaledifar A, Khalili D, Khaw KT, Kheiri B, Kheradmand M, Khosravi A, Khouw IMSL, Kiechl-Kohlendorfer U, Kiechl SJ, Kiechl S, Killewo J, Kim HC, Kim J, Kindblom JM, Kingston A, Klakk H, Klimek M, Klimont J, Klumbiene J, Knoflach M, Koirala B, Kolle E, Kolsteren P, König J, Korpelainen R, Korrovits P, Korzycka M, Kos J, Koskinen S, Kouda K, Kovács É, Kovacs VA, Kovalskys I, Kowlessur S, Koziel S, Kratenova J, Kratzer W, Kriaucioniene V, Kriemler S, Kristensen PL, Krizan H, Kroker-Lobos MF, Krokstad S, Kromhout D, Kruger HS, Kruger R, Kryst Ł, Kubinova R, Kuciene R, Kujala UM, Kujundzic E, Kulaga Z, Kulimbet M, Kumar RK, Kunešová M, Kurjata P, Kusuma YS, Kutsenko V, Kuulasmaa K, Kyobutungi C, La QN, Laamiri FZ, Lachat C, Lackner KJ, Laid Y, Lall L, Lam TH, Jimenez ML, Landais E, Lanska V, Lappas G, Larijani B, Larissa SP, Latt TS, Laurenzi M, Lauria L, Lazo-Porras M, Le Coroller G, Le Nguyen Bao K, Le Port A, Le TD, Lee J, Lee J, Lee PH, Lehmann N, Lehtimäki T, Lemogoum D, Leskošek B, Leszczak J, Leth-Møller KB, Leung GM, Levitt NS, Li Y, Liivak M, Lilly CL, Lim C, Lim WY, Lima-Costa MF, Lin HH, Lin X, Lin YT, Lind L, Lingam V, Linkohr B, Linneberg A, Lissner L, Litwin M, Liu J, Liu L, Lo WC, Loit HM, Long KQ, Abril GL, Lopes L, Lopes MVV, Lopes O, Lopez-Garcia E, Lopez T, Lotufo PA, Lozano JE, Lukrafka JL, Luksiene D, Lundqvist A, Lunet N, Lunogelo C, Lustigová M, Łuszczki E, M’Buyamba-Kabangu JR, Ma G, Ma X, Machado-Coelho GLL, Machado-Rodrigues AM, Macia E, Macieira LM, Madar AA, Madsen AL, Maestre GE, Maggi S, Magliano DJ, Magnacca S, Magriplis E, Mahasampath G, Maire B, Majer M, Makdisse M, Mäki P, Malekzadeh F, Malekzadeh R, Malhotra R, Rao KM, Malyutina SK, Maniego LV, Manios Y, Manix MI, Mann JI, Mansour-Ghanaei F, Manyanga T, Manzato E, Marcil A, Margozzini P, Mariño J, Markaki A, Markey O, Ioannidou EM, Marques-Vidal P, Marques LP, Marrugat J, Martin-Prevel Y, Martin R, Martorell R, Martos E, Maruszczak K, Marventano S, Masala G, Mascarenhas LP, Masoodi SR, Mathiesen EB, Mathur P, Matijasevich A, Matłosz P, Matsha TE, Matsudo V, Mavrogianni C, Mazur A, Mbanya JCN, McFarlane SR, McGarvey ST, McKee M, McLachlan S, McLean RM, McLean SB, McNairy ML, McNulty BA, Benchekor SM, Medzioniene J, Mehdipour P, Mehlig K, Mehrparvar AH, Meirhaeghe A, Meisfjord J, Meisinger C, Melgarejo JD, Melkumova M, Mello J, Méndez F, Mendivil CO, Menezes AMB, Menon GR, Mensink GBM, Menzano MT, Meshram II, Meto DT, Mi J, Michaelsen KF, Michels N, Mikkel K, Miłkowska K, Miller JC, Milushkina O, Minderico CS, Mini GK, Miquel JF, Miranda JJ, Mirjalili MR, Mirkopoulou D, Mirrakhimov E, Mišigoj-Duraković M, Mistretta A, Mocanu V, Modesti PA, Moghaddam SS, Mohajer B, Mohamed MK, Mohamed SF, Mohammad K, Mohammadi MR, Mohammadi Z, Mohammadifard N, Mohammadpourhodki R, Mohan V, Mohanna S, Yusoff MFM, Mohebbi I, Mohebi F, Moitry M, Møllehave LT, Møller NC, Molnár D, Momenan A, Mondo CK, Montenegro Mendoza RA, Monterrubio-Flores E, Monyeki KDK, Moon JS, Moosazadeh M, Mopa HT, Moradpour F, Moreira LB, Morejon A, Moreno LA, Morey F, Morgan K, Morin SN, Mortensen EL, Moschonis G, Moslem A, Mossakowska M, Mostafa A, Mostafavi SA, Mota-Pinto A, Mota J, Motlagh ME, Motta J, Moura-dos-Santos MA, Movsesyan Y, Msyamboza KP, Mu TT, Muc M, Muca F, Mugoša B, Muiesan ML, Müller-Nurasyid M, Münzel T, Mursu J, Murtagh EM, Musa KI, Milanović SM, Musil V, Musinguzi G, Muyer MTMC, Nabipour I, Naderimagham S, Nagel G, Najafi F, Nakamura H, Nalecz H, Námešná J, Nang EEK, Nangia VB, Nankap M, Narake S, Nardone P, Naseri T, Nauck M, Neal WA, Nejatizadeh A, Nekkantti C, Nelis K, Nenko I, Neovius M, Nervi F, Ng TP, Nguyen CT, Nguyen ND, Nguyen QN, Ni MY, Nicolescu R, Nie P, Nieto-Martínez RE, Nikitin YP, Ning G, Ninomiya T, Nishi N, Nishtar S, Noale M, Noboa OA, Nogueira H, Nordendahl M, Nordestgaard BG, Noto D, Nowak-Szczepanska N, Nsour MA, Nuhoğlu I, Nunes B, Nurk E, Nuwaha F, Nyirenda M, O’Neill TW, O’Reilly D, Obreja G, Ochimana C, Ochoa-Avilés AM, Oda E, Odili AN, Oh K, Ohara K, Ohlsson C, Ohtsuka R, Olafsson Ö, Olinto MTA, Oliveira IO, Omar MA, Omar SM, Onat A, Ong SK, Onland-Moret NC, Ono LM, Ordunez P, Ornelas R, Ortiz AP, Ortiz PJ, Osler M, Osmond C, Ostojic SM, Ostovar A, Otero JA, Overvad K, Owusu-Dabo E, Paccaud FM, Pagkalos I, Pahomova E, de Paiva KM, Pająk A, Palloni A, Palmieri L, Pan WH, Panda-Jonas S, Pandey A, Panza F, Paoli M, Papadopoulou SK, Papandreou D, Pareja RG, Park SW, Park S, Parnell WR, Parsaeian M, Pascanu IM, Pasquet P, Patel ND, Pattussi M, Pavlyshyn H, Pechlaner R, Pećin I, Pednekar MS, Pedro JM, Peer N, Peixoto SV, Peltonen M, Pereira AC, Peres MA, Pérez CM, Peterkova V, Peters A, Petersmann A, Petkeviciene J, Petrauskiene A, Kovtun OP, Pettenuzzo E, Peykari N, Pfeiffer N, Phall MC, Pham ST, Pichardo RN, Pierannunzio D, Pigeot I, Pikhart H, Pilav A, Pilotto L, Pistelli F, Pitakaka F, Piwonska A, Pizarro AN, Plans-Rubió P, Platonova AG, Poh BK, Pohlabeln H, Polka NS, Pop RM, Popovic SR, Porta M, Posch G, Poudyal A, Poulimeneas D, Pouraram H, Pourfarzi F, Pourshams A, Poustchi H, Pradeepa R, Price AJ, Price JF, Prista A, Providencia R, Puder JJ, Pudule I, Puiu M, Punab M, Qadir MS, Qasrawi RF, Qorbani M, Quintana HK, Quiroga-Padilla PJ, Bao TQ, Rach S, Radic I, Radisauskas R, Rahimikazerooni S, Rahman M, Rahman M, Raitakari O, Raj M, Rajabov T, Rakhmatulloev S, Rakovac I, Rao SR, Ramachandran A, Ramadan OPC, Ramires VV, Ramke J, Ramos E, Ramos R, Rampal L, Rampal S, Rangelova LS, Rarra V, Rascon-Pacheco RA, Rech CR, Redon J, Reganit PFM, Regecová V, Renner JDP, Repasy JA, Reuter CP, Revilla L, Rezaianzadeh A, Rho Y, Ribas-Barba L, Ribeiro R, Riboli E, Richter A, Rigo F, Rigotti A, Rinaldo N, Rinke de Wit TF, Rito AI, Ritti-Dias RM, Rivera JA, Roa RG, Robinson L, Robitaille C, Roccaldo R, Rodrigues D, Rodríguez-Artalejo F, del Cristo Rodriguez-Perez M, Rodríguez-Villamizar LA, Rodríguez AY, Roggenbuck U, Rohloff P, Rohner F, Rojas-Martinez R, Rojroongwasinkul N, Romaguera D, Romeo EL, Rosario RV, Rosengren A, Rouse I, Rouzier V, Roy JGR, Ruano MH, Rubinstein A, Rühli FJ, Ruidavets JB, Ruiz-Betancourt BS, Ruiz-Castell M, Moreno ER, Rusakova IA, Jonsson KR, Russo P, Rust P, Rutkowski M, Saamel M, Sabanayagam C, Sabbaghi H, Sacchini E, Sachdev HS, Sadjadi A, Safarpour AR, Safi S, Safiri S, Saghi MH, Saidi O, Saki N, Šalaj S, Salanave B, Martinez ES, Saleva C, Salmerón D, Salomaa V, Salonen JT, Salvetti M, Samoutian M, Sánchez-Abanto J, Rodríguez IS, Sandjaja, Sans S, Marina LS, Santacruz E, Santos DA, Santos IS, Santos LC, Santos MP, Santos O, Santos R, Santos TR, Saramies JL, Sardinha LB, Sarrafzadegan N, Sathish T, Saum KU, Savva S, Savy M, Sawada N, Sbaraini M, Scazufca M, Schaan BD, Rosario AS, Schargrodsky H, Schienkiewitz A, Schindler K, Schipf S, Schmidt CO, Schmidt IM, Schneider A, Schnohr P, Schöttker B, Schramm S, Schramm S, Schröder H, Schultsz C, Schulze MB, Schutte AE, Sebert S, Sedaghattalab M, Selamat R, Sember V, Sen A, Senbanjo IO, Sepanlou SG, Sequera G, Serra-Majem L, Servais J, Ševčíková Ľ, Shalnova S, Shamah-Levy T, Shamshirgaran SM, Shanthirani CS, Sharafkhah M, Sharma SK, Shaw JE, Shayanrad A, Shayesteh AA, Shengelia L, Shi Z, Shibuya K, Shimizu-Furusawa H, Shimony T, Shiri R, Shrestha N, Si-Ramlee K, Siani A, Siantar R, Sibai AM, Sidossis LS, Silitrari N, Silva AM, de Moura Silva CR, Silva DAS, Silva KS, Sim X, Simon M, Simons J, Simons LA, Sjöberg A, Sjöström M, Skoblina NA, Skodje G, Slazhnyova T, Slowikowska-Hilczer J, Slusarczyk P, Smeeth L, So HK, Soares FC, Sobek G, Sobngwi E, Sodemann M, Söderberg S, Soekatri MYE, Soemantri A, Sofat R, Solfrizzi V, Somi MH, Sonestedt E, Song Y, Soofi S, Sørensen TIA, Sørgjerd EP, Jérome CS, Soto-Rojas VE, Soumaré A, Sousa-Poza A, Sovic S, Sparboe-Nilsen B, Sparrenberger K, Spencer PR, Spinelli A, Spiroski I, Staessen JA, Stamm H, Staub K, Stavreski B, Steene-Johannessen J, Stehle P, Stein AD, Stergiou GS, Stessman J, Stevanović R, Stieber J, Stöckl D, Stokwiszewski J, Stoyanova E, Stratton G, Stronks K, Strufaldi MW, Sturua L, Suárez-Medina R, Suka M, Sun CA, Sun L, Sundström J, Sung YT, Sunyer J, Suriyawongpaisal P, Sweis NWG, Swinburn BA, Sy RG, Sylva RC, Szklo M, Szponar L, Tabone L, Tai ES, Tambalis KD, Tammesoo ML, Tamosiunas A, Tan EJ, Tang X, Tanrygulyyeva M, Tanser F, Tao Y, Tarawneh MR, Tarp J, Tarqui-Mamani CB, Braunerová RT, Taylor A, Taylor J, Tchibindat F, Te Velde S, Tebar WR, Tell GS, Tello T, Tham YC, Thankappan KR, Theobald H, Theodoridis X, Thomas N, Thorand B, Thuesen BH, Tichá Ľ, Timmermans EJ, Tjandrarini DH, Tjonneland A, Tolonen HK, Tolstrup JS, Topbas M, Topór-Mądry R, Torheim LE, Tormo MJ, Tornaritis MJ, Torrent M, Torres-Collado L, Toselli S, Touloumi G, Traissac P, Tran TTH, Tremblay MS, Triantafyllou A, Trichopoulos D, Trichopoulou A, Trinh OTH, Trivedi A, Tsao YH, Tshepo L, Tsigga M, Tsintavis P, Tsugane S, Tuitele J, Tuliakova AM, Tulloch-Reid MK, Tullu F, Tuomainen TP, Tuomilehto J, Turley ML, Twig G, Tynelius P, Tzala E, Tzotzas T, Tzourio C, Ueda P, Ugel E, Ukoli FAM, Ulmer H, Unal B, Usupova Z, Uusitalo HMT, Uysal N, Vaitkeviciute J, Valdivia G, Vale S, Valvi D, van Dam RM, van den Born BJ, Van der Heyden J, van der Schouw YT, Van Herck K, Van Lippevelde W, Van Minh H, Van Schoor NM, van Valkengoed IGM, Vanderschueren D, Vanuzzo D, Varbo A, Varela-Moreiras G, Vargas LN, Varona-Pérez P, Vasan SK, Vasques DG, Vega T, Veidebaum T, Velasquez-Melendez G, Velika B, Verloigne M, Veronesi G, Verschuren WMM, Victora CG, Viegi G, Viet L, Vik FN, Vilar M, Villalpando S, Vioque J, Virtanen JK, Visvikis-Siest S, Viswanathan B, Vladulescu M, Vlasoff T, Vocanec D, Vollenweider P, Völzke H, Voutilainen A, Vrijheid M, Vrijkotte TGM, Wade AN, Waldhör T, Walton J, Wambiya EOA, Bebakar WMW, Mohamud WNW, de Souza Wanderley Júnior R, Wang MD, Wang N, Wang Q, Wang X, Wang YX, Wang YW, Wannamethee SG, Wareham N, Weber A, Webster-Kerr K, Wedderkopp N, Weghuber D, Wei W, Weres A, Werner B, Westbury LD, Whincup PH, Wickramasinghe K, Widhalm K, Widyahening IS, Więcek A, Wild PS, Wilks RJ, Willeit J, Willeit P, Williams J, Wilsgaard T, Wojciech R, Wojtyniak B, Wolf K, Wong-McClure RA, Wong A, Wong EB, Wong JE, Wong TY, Woo J, Woodward M, Wu FC, Wu HY, Wu J, Wu LJ, Wu S, Wyszyńska J, Xu H, Xu L, Yaacob NA, Yamborisut U, Yan W, Yang L, Yang X, Yang Y, Yardim N, Yasuharu T, García MY, Yiallouros PK, Yngve A, Yoosefi M, Yoshihara A, You QS, You SL, Younger-Coleman NO, Yu YL, Yu Y, Yusof SM, Yusoff AF, Zaccagni L, Zafiropulos V, Zainuddin AA, Zakavi SR, Zamani F, Zambon S, Zampelas A, Zamrazilová H, Zapata ME, Zargar AH, Zaw KK, Zayed AA, Zdrojewski T, Żegleń M, Zejglicova K, Vrkic TZ, Zeng Y, Zhang L, Zhang ZY, Zhao D, Zhao MH, Zhao W, Zhecheva YV, Zhen S, Zheng W, Zheng Y, Zholdin B, Zhou M, Zhu D, Zins M, Zitt E, Zocalo Y, Zoghlami N, Cisneros JZ, Zuziak M, Bhutta ZA, Black RE, Ezzati M. Diminishing benefits of urban living for children and adolescents' growth and development. Nature 2023; 615:874-883. [PMID: 36991188 PMCID: PMC10060164 DOI: 10.1038/s41586-023-05772-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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] [Received: 05/27/2022] [Accepted: 01/30/2023] [Indexed: 03/31/2023]
Abstract
Optimal growth and development in childhood and adolescence is crucial for lifelong health and well-being1-6. Here we used data from 2,325 population-based studies, with measurements of height and weight from 71 million participants, to report the height and body-mass index (BMI) of children and adolescents aged 5-19 years on the basis of rural and urban place of residence in 200 countries and territories from 1990 to 2020. In 1990, children and adolescents residing in cities were taller than their rural counterparts in all but a few high-income countries. By 2020, the urban height advantage became smaller in most countries, and in many high-income western countries it reversed into a small urban-based disadvantage. The exception was for boys in most countries in sub-Saharan Africa and in some countries in Oceania, south Asia and the region of central Asia, Middle East and north Africa. In these countries, successive cohorts of boys from rural places either did not gain height or possibly became shorter, and hence fell further behind their urban peers. The difference between the age-standardized mean BMI of children in urban and rural areas was <1.1 kg m-2 in the vast majority of countries. Within this small range, BMI increased slightly more in cities than in rural areas, except in south Asia, sub-Saharan Africa and some countries in central and eastern Europe. Our results show that in much of the world, the growth and developmental advantages of living in cities have diminished in the twenty-first century, whereas in much of sub-Saharan Africa they have amplified.
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Bonaccio M, Di Castelnuovo AF, Ruggiero E, Costanzo S, Esposito S, Ghulam A, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Abstract P219: An Elevated Consumption of Ultra-Processed Food Modifies the Association of Body Mass Index With All-Cause Mortality: Prospective Analyses From the Moli-Sani Study. Circulation 2023. [DOI: 10.1161/circ.147.suppl_1.p219] [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: 03/18/2023]
Abstract
Introduction:
Body mass index (BMI) has J-shaped associations with all-cause mortality, but it is unclear whether diet can modify the impact of BMI on mortality.
Hypothesis:
We tested the hypothesis that a large dietary share of ultra-processed food (UPF) can act as an effect modifier of this association.
Methods:
Longitudinal analysis on 22,836 women and men (mean age 55±12 y) from the Moli-sani Study (2005-2010) with BMI values ≥18.5 kg/m
2
. Food intake was assessed by a 188-item FFQ. UPF was defined by the NOVA classification, and calculated as the proportion (%) of UPF in the total weight of food eaten (g/d). The Food Standards Agency nutrient profiling system (FSAm-NPS) dietary index was used to evaluate participants’ diet quality. To test for a non-linear, continuous relationship of BMI with mortality, we used multivariable Cox regression analysis with BMI modelled as restricted cubic splines and used the value of 25 kg/m
2
as the reference value. Main analyses were stratified by baseline low or high UPF consumption (i.e. below or above our population sex-specific median of UPF consumption, respectively).
Results:
Over a median follow-up of 12.2 y, 2,230 all-cause deaths occurred. In multivariable-adjusted models also including the FSAm-NPS dietary index and UPF, BMI had a J-shaped association with mortality (p-value<0.001; p for non-linearity<0.001); amongst lower UPF consumers, BMI values ≥33.6 kg/m
2
were associated with increased death risk, while BMI values ≤25 kg/m
2
were not (
Figure
). Higher UPF consumers experienced greater mortality risk both at higher and lower BMI values (
Figure
; p for interaction across UPF intake groups=0.016).
Conclusions:
In this cohort of adult Italians, UPF consumption acts as an effect modifier of the association between BMI and mortality, regardless of the overall diet quality. These findings suggest that a body weight considered to be healthy, when associated with a large dietary share of highly processed foods, is unlikely to provide substantial long-term health advantages.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Licia Iacoviello
- IRCCS NEUROMED (Pozzilli, Italy) and Univ of Insubria (Varese, Italy), Pozzilli, Italy
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Costanzo S, Grosso G, Di Castelnuovo A, Bonaccio M, Panzera T, Cerletti C, Donati MB, Iacoviello L, de Gaetano G. Abstract P617: Light to Moderate Alcohol Consumption is Not Associated With Breast Cancer Incidence in Italian Adult Women: Results From the Moli-Sani Study. Circulation 2023. [DOI: 10.1161/circ.147.suppl_1.p617] [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: 03/16/2023]
Abstract
Introduction:
Epidemiologic studies suggest that heavy alcohol drinking is associated with unhealthy profile, whereas its light to moderate intake is associated with reduced hazard of total mortality as compared with lifetime abstention, a result largely driven by a reduction in cardiovascular mortality. Up to date, there is no agreement on a possible safe threshold for alcohol consumption in relation with cancer risk, especially breast cancer (BC) in women.
Hypothesis:
We assessed the hypothesis that the association of alcohol consumption with development of BC is mostly dependent on the average daily volume consumed.
Methods:
A prospective investigation was conducted on 11,394 women (age ≥35y) from the Moli-sani study (apparently free from any cancer at baseline; 2005-2010). The alcohol volume consumed in the year before enrolment was classified as: lifetime or former or occasional drinkers and current drinkers who drank 1-12, 12.1-24, and > 24 g/d. Incident cases of BC were validated through medical and histological records. Multivariable hazard ratio (HR) and 95% confidence interval (CI) for BC were estimated using Cox proportional hazard models and multiple imputation for missing data on covariates.
Results:
During a median follow-up of 13.2 years, 296 BC events occurred. In comparison with lifetime abstention, intake of alcohol up to 12 g/d was not associated with BC, while consumption >12 g/d had higher hazard of BC (Table). These findings remained consistent after the exclusion of BC events occurred during the first 12 months of follow-up or stratifying by BC subtypes (Table).
Conclusions:
Drinking up to one unit of alcohol (12 g) per day was not associated with either a protection or an increased BC risk in women. In contrast, drinking more than 12 g/d of alcohol had hazardous impact on BC incidence. These findings contribute to the current literature debate, suggesting that there is indeed an alcohol threshold below which alcohol drinking would not affect breast cancer risk.
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Affiliation(s)
| | | | | | | | | | | | | | - Licia Iacoviello
- Univ of Insubria, Varese-Como and IRCCS NEUROMED, Pozzilli, Italy
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Di Castelnuovo A, Bonaccio M, Costanzo S, De Curtis A, Persichillo M, Panzera T, Baldassarre D, Roncaglioni MC, Baviera M, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Abstract P450: The Moli-Sani Risk Score, a New Algorithm for Measuring the Global Impact of Nine Modifiable Cardiovascular Risk Factors. Circulation 2023. [DOI: 10.1161/circ.147.suppl_1.p450] [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: 03/16/2023]
Abstract
Introduction:
Cardiovascular (CV) disease, the leading cause of death globally, is largely preventable through targeting modifiable risk factors. Scores of modifiable CV risk factors able to collect the combined effect of all the included components were mainly developed in US populations, or do not include nutritional aspects.
Hypothesis:
We assessed the hypothesis that an algorithm for measuring the global impact of nine modifiable CV risk factors, including dietary factors is useful in a Mediterranean population.
Methods:
Data on 16 656 participants of the Moli-sani Study (age ≥45y, 47% men), Italy, were used. The
Moli-sani
Risk Score (MRS) was calculated as a weighted sum of smoking, adherence to Mediterranean diet, LDL and HDL cholesterol, triglycerides, blood pressure, glucose, physical activity and relative fat mass. A composite outcome of fatal or non-fatal CV events was used. The Risk-and-Prevention Study, Italy (N=8606) acted as external validation cohort and the Life's Simple 7 metric as benchmark.
Results:
In the derivation cohort, 816 CV events occurred in 8.1 years (median) of follow-up. In multivariable Cox analysis adjusted for non-modifiable risk factors, 1-unit increase in the MRS was associated with a hazard ratio (HR) for CV events of 1.07 (95%CI: 1.06-1.08). In comparison with individuals in the first quartile, those in the fourth quartile of the MRS had HR=3.18 (2.54-3.97, Table). In the validation cohort, individuals in the fourth quartile reported a HR=1.69 (1.39-2.05). In comparison with the Life's Simple 7 metric, the MRS performed better in the derivation cohort and similarly in the validation cohort.
Conclusions:
The
Moli-sani
Risk Score is a validated, replicable algorithm predictive of CV events, based on nine modifiable CV risk factors, well performing in a Mediterranean population. The MRS can be useful to evaluate the efficacy of preventive strategies, to design intervention schemes and to communicate effectiveness of a preventive action, increasing compliance to the strategy itself.
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Affiliation(s)
| | | | | | | | | | | | - Damiano Baldassarre
- Cntr Cardiologico Monzino, IRCCS, and Università degli Studi di Milano, Milan, Italy
| | | | - Marta Baviera
- Istituto di Ricerche Farmacologiche Mario Negri-IRCCS, Milan, Italy
| | | | | | | | - Licia Iacoviello
- Univ of Insubria, Varese-Como and IRCCS NEUROMED, Pozzilli, Italy
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Bonaccio M, Di Castelnuovo AF, Costanzo S, Ruggiero E, Esposito S, Persichillo M, De Curtis A, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Abstract P218: Quality of Plant-Based Diets is Differently Associated With Cardiovascular Mortality: A Longitudinal Analysis From the Moli-Sani Study. Circulation 2023. [DOI: 10.1161/circ.147.suppl_1.p218] [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: 03/16/2023]
Abstract
Introduction:
Vegetarian diets are characterized by the absence of some animal foods (e.g. red and processed meats), and a high consumption of plant-based foods. However, plant-based foods can include foods with varying nutritional value and divergent health effects.
Hypothesis:
We assessed the hypothesis that three different pro-vegetarian (PVG) food patterns defined as general (gPVG), healthful (hPVG) and unhealthful (uPVG) are differently associated with the risk of cardiovascular disease (CVD) mortality in adult Italians. Established CVD risk factors (
e.g.
blood lipids, inflammatory markers) were analyzed as potential biological mechanisms underpinning these associations.
Methods:
Longitudinal analysis on 22,895 women and men (mean age 55±12 y) from the Moli-sani Study (2005-2010). Food intake was assessed by a 188-item food frequency questionnaire. A pro-vegetarian food pattern was constructed by assigning positive scores to plant foods and reverse scores to animal foods. Both a healthful and an unhealthful pro-vegetarian food patterns, distinguishing between healthy (
e.g
. fruits, vegetables, legumes) and less-healthy plant foods (
e.g
. fruit juices, potatoes, sugary beverages), were built up. Cox proportional hazard regression models were used to estimate the association between dietary exposures (quarters of) and mortality. Hazard ratios (HRs) were calculated with their 95% confidence intervals (CIs) for each quarter, considering Q1 as the reference category.
Results:
After a median follow-up of 12.2 y (272,960 person/years), a total of 792 CVD deaths were ascertained. In multivariable-adjusted analyses controlled for common known risk factors, higher adherence to a gPVG was not associated with CVD mortality (HR=0.92; 0.75-1.13 for Q4 vs. Q1). Increasing adherence to a hPVG was linked to lower risk of CVD mortality (HR=0.78; 0.62-0.98 for Q4 vs. Q1), whereas a higher uPVG led to an increased risk (HR=1.28; 1.04-1.57). Altered levels of subclinical inflammation (
i.e.
C-reactive protein) accounted for 13.4% (p=0.012) of the association of the hPVG with CVD mortality.
Conclusions:
In this large Italian general population, increasing adherence to a general pro-vegetarian food pattern was not associated with CVD mortality. Only participants preferring healthful vegetarian foods experienced a significant protection against CVD mortality risk, possibly through a favorable modulation of the inflammatory pathway. Consistently, a large dietary share of unhealthful vegetarian foods, mostly highly processed, was associated with increased risk of CVD mortality. We conclude that it is not sufficient to adopt a general vegetarian diet, since it is the quality of the plant food consumed that is critical to achieve vegetarian diet-related benefits on CVD mortality.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Licia Iacoviello
- IRCCS NEUROMED (Pozzilli, Italy) and Univ of Insubria (Varese, Italy), Pozzilli, Italy
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Esposito S, Bonaccio M, Ruggiero E, Costanzo S, Di Castelnuovo A, Gialluisi A, Esposito V, Innocenzi G, Paolini S, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Food processing and risk of central nervous system tumours: A preliminary case-control analysis from the MEditerranean DIet in relation to CancEr of brAin (MEDICEA) study. Clin Nutr 2023; 42:93-101. [PMID: 36521255 DOI: 10.1016/j.clnu.2022.11.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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: 07/18/2022] [Revised: 11/02/2022] [Accepted: 11/21/2022] [Indexed: 12/11/2022]
Abstract
BACKGROUND The relationship between diet and central nervous system (CNS) tumours was almost exclusively focused on food composition. We evaluated the relationship of different degrees of food processing with risk of CNS tumours. METHODS The study sample included 44 CNS tumours cases (20 non-malignant and 24 malignant) recruited from the Neurosurgery Department at the IRCCS Neuromed (Italy), and 88 controls matched 1:2 for sex and age± 10 years, identified from the Moli-sani Study. Dietary intake was assessed using a 188-item FFQ. Food items were grouped according to the NOVA classification on the basis of processing as: (1) unprocessed/minimally processed foods; (2) processed culinary ingredients; (3) processed foods; and (4) ultra-processed food (UPF). Conditional logistic regression models were used to estimate odds ratio (OR) and 95% confidence intervals (95%CI) of dietary contributions from each NOVA group (as weight ratio on the total food eaten) and adjusting for potential confounders. RESULTS In a multivariable conditional to match logistic regression analysis also controlled for overall diet quality, 1% increment in UPF intake was associated with higher odds of all CNS tumours (OR = 1.06; 1.01-1.13), particularly of malignant CNS tumours (OR = 1.11; 1.02-1.22), while no association with non-malignant CNS tumours was found (OR = 1.06; 0.99-1.15). In contrast, only processed food was inversely associated with risk of both CNS tumours overall (OR = 0.94; 0.90-0.98) and of malignant CNS tumours (OR = 0.90; 0.83-0.96). CONCLUSION Increasing UPF intake was associated with higher risk of CNS tumours, especially malignant ones, independently of the overall diet quality, while only processed food (but not UPF) was inversely related to the risk of this disease.
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Affiliation(s)
- Simona Esposito
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | - Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy.
| | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | | | - Alessandro Gialluisi
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy; Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese-Como, Italy
| | | | | | - Sergio Paolini
- Department of Neurosurgery, IRCCS Neuromed, Pozzilli (IS), Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli (IS), Italy; Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine (EPIMED), University of Insubria, Varese-Como, Italy
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Cilla S, Romano C, Macchia G, Boccardi M, Pezzulla D, Buwenge M, Castelnuovo AD, Bracone F, Curtis AD, Cerletti C, Iacoviello L, Donati MB, Deodato F, Morganti AG. Machine-learning prediction model for acute skin toxicity after breast radiation therapy using spectrophotometry. Front Oncol 2023; 12:1044358. [PMID: 36686808 PMCID: PMC9853396 DOI: 10.3389/fonc.2022.1044358] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/08/2022] [Indexed: 01/09/2023] Open
Abstract
Purpose Radiation-induced skin toxicity is a common and distressing side effect of breast radiation therapy (RT). We investigated the use of quantitative spectrophotometric markers as input parameters in supervised machine learning models to develop a predictive model for acute radiation toxicity. Methods and materials One hundred twenty-nine patients treated for adjuvant whole-breast radiotherapy were evaluated. Two spectrophotometer variables, i.e. the melanin (IM) and erythema (IE) indices, were used to quantitatively assess the skin physical changes. Measurements were performed at 4-time intervals: before RT, at the end of RT and 1 and 6 months after the end of RT. Together with clinical covariates, melanin and erythema indices were correlated with skin toxicity, evaluated using the Radiation Therapy Oncology Group (RTOG) guidelines. Binary group classes were labeled according to a RTOG cut-off score of ≥ 2. The patient's dataset was randomly split into a training and testing set used for model development/validation and testing (75%/25% split). A 5-times repeated holdout cross-validation was performed. Three supervised machine learning models, including support vector machine (SVM), classification and regression tree analysis (CART) and logistic regression (LR), were employed for modeling and skin toxicity prediction purposes. Results Thirty-four (26.4%) patients presented with adverse skin effects (RTOG ≥2) at the end of treatment. The two spectrophotometric variables at the beginning of RT (IM,T0 and IE,T0), together with the volumes of breast (PTV2) and boost surgical cavity (PTV1), the body mass index (BMI) and the dose fractionation scheme (FRAC) were found significantly associated with the RTOG score groups (p<0.05) in univariate analysis. The diagnostic performances measured by the area-under-curve (AUC) were 0.816, 0.734, 0.714, 0.691 and 0.664 for IM, IE, PTV2, PTV1 and BMI, respectively. Classification performances reported precision, recall and F1-values greater than 0.8 for all models. The SVM classifier using the RBF kernel had the best performance, with accuracy, precision, recall and F-score equal to 89.8%, 88.7%, 98.6% and 93.3%, respectively. CART analysis classified patients with IM,T0 ≥ 99 to be associated with RTOG ≥ 2 toxicity; subsequently, PTV1 and PTV2 played a significant role in increasing the classification rate. The CART model provided a very high diagnostic performance of AUC=0.959. Conclusions Spectrophotometry is an objective and reliable tool able to assess radiation induced skin tissue injury. Using a machine learning approach, we were able to predict grade RTOG ≥2 skin toxicity in patients undergoing breast RT. This approach may prove useful for treatment management aiming to improve patient quality of life.
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Affiliation(s)
- Savino Cilla
- Medical Physics Unit, Gemelli Molise Hospital, Campobasso, Italy,*Correspondence: Savino Cilla, ;
| | - Carmela Romano
- Medical Physics Unit, Gemelli Molise Hospital, Campobasso, Italy
| | | | | | - Donato Pezzulla
- Radiation Oncology Unit, Gemelli Molise Hospital, Campobasso, Italy
| | - Milly Buwenge
- Radiation Oncology, Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | | | - Francesca Bracone
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy
| | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, 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), University of Insubria, Varese, Italy
| | | | - Francesco Deodato
- Radiation Oncology Unit, Gemelli Molise Hospital, Campobasso, Italy,Istituto di Radiologia, Universitá Cattolica del Sacro Cuore, Rome, Italy
| | - Alessio Giuseppe Morganti
- Radiation Oncology, Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy,Department of Experimental, Diagnostic, and Specialty Medicine - DIMES, Alma Mater Studiorum Bologna University, Bologna, Italy
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46
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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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47
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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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Noro F, Santonastaso F, Marotta A, Bonaccio M, Orlandi S, Tirozzi A, Costanzo S, De Curtis A, Gianfagna F, Di Castelnuovo A, Brighenti F, Cerletti C, Donati MB, de Gaetano G, Iacoviello L, Gialluisi A, Izzi B, de Gaetano G, Donati MB, Bonaccio M, Bonanni A, Cerletti C, Costanzo S, De Curtis A, Di Castelnuovo A, Gialluisi A, Gianfagna F, Persichillo M, Di Prospero T, Vermylen J, Pegoraro R, Spagnolo A, Assanelli D, Rago L, Costanzo S, Olivieri M, Panzera T, Di Castelnuovo A, Bonaccio M, Costanzo S, Esposito S, Gialluisi A, Gianfagna F, Orlandi S, Ruggiero E, Tirozzi A, De Curtis A, Magnacca S, Noro F, Tirozzi A, Persichillo M, Bracone F, Panzera T, Bonanni A. Association of nutritional glycaemic indices with global DNA methylation patterns: results from the Moli-sani cohort. Clin Epigenetics 2022; 14:189. [PMID: 36578055 PMCID: PMC9798643 DOI: 10.1186/s13148-022-01407-3] [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: 07/04/2022] [Accepted: 12/13/2022] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND High dietary glycaemic index (GI) and load (GL) have been associated with increased risk of various cardiometabolic conditions. Among the molecular potential mechanisms underlying this relationship, DNA methylation has been studied, but a direct link between high GI and/or GL of diet and global DNA methylation levels has not been proved yet. We analyzed the associations between GI and GL and global DNA methylation patterns within an Italian population. RESULTS Genomic DNA methylation (5mC) and hydroxymethylation (5hmC) levels were measured in 1080 buffy coat samples from participants of the Moli-sani study (mean(SD) = 54.9(11.5) years; 52% women) via ELISA. A 188-item Food Frequency Questionnaire was used to assess food intake and dietary GI and GL for each participant were calculated. Multiple linear regressions were used to investigate the associations between dietary GI and GL and global 5mC and 5hmC levels, as well as the proportion of effect explained by metabolic and inflammatory markers. We found negative associations of GI with both 5mC (β (SE) = - 0.073 (0.027), p = 0.007) and 5hmC (- 0.084 (0.030), p = 0.006), and of GL with 5mC (- 0.14 (0.060), p = 0.014). Circulating biomarkers did not explain the above-mentioned associations. Gender interaction analyses revealed a significant association of the gender-x-GL interaction with 5mC levels, with men showing an inverse association three times as negative as in women (interaction β (SE) = - 0.16 (0.06), p = 0.005). CONCLUSIONS Our findings suggest that global DNA methylation and hydroxymethylation patterns represent a biomarker of carbohydrate intake. Based on the differential association of GL with 5mC between men and women, further gender-based separate approaches are warranted.
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Affiliation(s)
- Fabrizia Noro
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Federica Santonastaso
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy ,grid.510779.d0000 0004 9414 6915Present Address: Human Technopole, Viale Rita Levi Montalcini 1, 20157 Milan, Italy ,grid.4708.b0000 0004 1757 2822Present Address: European School of Molecular Medicine, University of Milan, 20122 Milan, Italy
| | - Annalisa Marotta
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy ,grid.412451.70000 0001 2181 4941Present Address: Center of Predictive Molecular Medicine, Center for Excellence on Ageing and Translational Medicine (CAST), University of Chieti-Pescara, Chieti, Italy
| | - Marialaura Bonaccio
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Sabatino Orlandi
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Alfonsina Tirozzi
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Simona Costanzo
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Amalia De Curtis
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Francesco Gianfagna
- grid.18147.3b0000000121724807EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy ,grid.477084.80000 0004 1787 3414Mediterranea Cardiocentro, Naples, Italy
| | | | - Furio Brighenti
- grid.10383.390000 0004 1758 0937Department of Food and Drug, University of Parma, Parma, Italy
| | - Chiara Cerletti
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Maria Benedetta Donati
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Giovanni de Gaetano
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
| | - Licia Iacoviello
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy ,grid.18147.3b0000000121724807EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Alessandro Gialluisi
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy ,grid.18147.3b0000000121724807EPIMED Research Center, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Benedetta Izzi
- grid.419543.e0000 0004 1760 3561Department of Epidemiology and Prevention, IRCCS Neuromed, Via Dell’Elettronica, 86077 Pozzilli, IS Italy
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Bonaccio M, Costanzo S, Di Castelnuovo A, Gialluisi A, Ruggiero E, De Curtis A, Persichillo M, Cerletti C, Donati MB, de Gaetano G, Iacoviello L. Increased Adherence to a Mediterranean Diet Is Associated with Reduced Low-Grade Inflammation after a 12.7-Year Period: Results from the Moli-sani Study. J Acad Nutr Diet 2022; 123:783-795.e7. [PMID: 36549563 DOI: 10.1016/j.jand.2022.12.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 03/21/2022] [Revised: 11/16/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND There is little knowledge on the association of changes over time in adherence to a Mediterranean diet (MD) with changes in modifiable cardiovascular disease (CVD) risk factors and of markers of low-grade inflammation. OBJECTIVE To evaluate the association between long-term changes in MD adherence and concurrent changes in established CVD risk factors and in markers of low-grade inflammation among adult Italians. DESIGN A prospective cohort study was conducted. Dietary and health data were obtained both at baseline (2005-2010) and at follow-up (2017-2020). Adherence to the MD was estimated by a Mediterranean Diet Score ranging from zero to nine points, and the exposure was change in this score measured after a median 12.7-year period. PARTICIPANTS/SETTING This study included a subgroup of 897 men and 1,126 women aged ≥35 years at enrolment in the Moli-sani Study (n = 24,325). MAIN OUTCOME MEASURES Changes in two composite z scores, including nine established CVD risk factors (eg, serum lipid levels and blood pressure) and four inflammatory markers (including C-reactive protein), respectively, were measured both at enrolment and after the same 12.7-year period. STATISTICAL ANALYSES PERFORMED Multivariable-adjusted linear regression models were used. RESULTS In a multivariable-adjusted analysis, an increased Mediterranean Diet Score over time was associated with decreased levels in the Inflammatory score (β = -0.372, 95% CI -0.720 to -0.025), but had little or no influence on the CVD risk score (β = -0.200, 95% CI -0.752 to 0.351), compared with individuals who had decreased their MD adherence. Among individual food groups/nutrients included in the Mediterranean Diet Score, an increased intake of monounsaturated over saturated fats over time was associated with lower CVD Risk Score, whereas increased consumption of cereals was inversely linked to the Inflammatory Score, compared with the reduced consumption group. CONCLUSIONS An increased adherence to a traditional MD over time was associated with reduced low-grade inflammation. These findings suggest the potential of a traditional Mediterranean eating pattern to help reduce the long-term risk of inflammation-related chronic diseases in an ageing population.
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Affiliation(s)
- Marialaura Bonaccio
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy.
| | - Simona Costanzo
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | | | - Emilia Ruggiero
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Amalia De Curtis
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Chiara Cerletti
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | | | - Giovanni de Gaetano
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy
| | - Licia Iacoviello
- Department of Epidemiology and Prevention, IRCCS NEUROMED, Pozzilli (IS), Italy; Department of Medicine and Surgery, Research Center in Epidemiology and Preventive Medicine, University of Insubria, Varese, Italy
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Di Pietro P, Abate AC, Rusciano MR, Visco V, Izzo C, Iacoviello L, Toni AL, Ciccarelli M, Carrizzo A, Vecchione C. 719 CIRCULATING SORTILIN LEVELS ARE INCREASED IN PATIENTS RECEIVING LONG-TERM WARFARIN AND ITS INHIBITION ATTENUATES WARFARIN-INDUCED VASCULAR CALCIFICATION. Eur Heart J Suppl 2022. [DOI: 10.1093/eurheartjsupp/suac121.757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Abstract
Long-term use of the vitamin K antagonist (VKA) warfarin, has been shown to accelerate vascular and valvular calcification both in rodents and in humans. Increasing evidence suggests that vascular endothelium contributes to calcification via endothelial-mesenchymal transition (EndMT). However, additional research is warranted to elucidate the signaling mechanisms involved. In the last decade, a prominent role for sortilin has been demonstrated in cardiovascular calcification. Moreover, we recently demonstrated that the increase of sortilin in the endothelium promotes endothelial dysfunction, a known initiator of EndMT.
Thus, we aim to investigate a potential contribution of sortilin in vascular calcification induced by warfarin. For this purpose, human endothelial cells and aortic rings from wild type C57BL/6J mice were cultured in promineralization medium in the presence of therapeutic levels of warfarin. Plasma sortilin and calcium levels were measured in 19 patients under VKA therapy who were stratified into short-term (3-12 months) or long-term group (24-45 months) based on VKA treatment duration.
Increased protein expression of sortilin was found both in the endothelial and in the medial smooth muscle layers of aortic rings. Sortilin immunostaining was found to co-localize with α-SMA in the endothelium of warfarin-treated aortic rings, a hallmark of EndMT. Interestingly, pharmacological inhibition of sortilin with AF38469 reduced calcification and prevented loss of expression of the endothelial marker von Willebrand Factor (vWF) induced by warfarin treatment in human endothelial cells and mouse aortas.
Finally, along with elevated plasma calcium levels, patients receiving long-term VKA showed increased circulating sortilin levels when compared to short term VKA-treated patients.
Our data provide evidence for a potential role for endothelial-derived sortilin in regulating vascular calcification promoted by warfarin, and suggest that targeting circulating sortilin may be beneficial for the prevention of warfarin-associated cardiovascular calcification.
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Affiliation(s)
- Paola Di Pietro
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Angela Carmelita Abate
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Maria Rosaria Rusciano
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Valeria Visco
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Carmine Izzo
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | | | - Anna Laura Toni
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Michele Ciccarelli
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
| | - Albino Carrizzo
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
- Vascular Physiopathology Unit, IRCCS Neuromed , Pozzilli , Italy
| | - Carmine Vecchione
- Department Of Medicine, Surgery And Dentistry, University Of Salerno , Baronissi , Italy
- Vascular Physiopathology Unit, IRCCS Neuromed , Pozzilli , Italy
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