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Rinaldi AEM, Nucci LB, Enes CC. Modeling the potential impact of a sugar-sweetened beverage tax on ischemic heart disease and stroke in Brazil. J Public Health (Oxf) 2024; 46:357-365. [PMID: 38798018 DOI: 10.1093/pubmed/fdae074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 11/08/2023] [Revised: 03/25/2024] [Indexed: 05/29/2024] Open
Abstract
BACKGROUND A high intake of sugar-sweetened beverages (SSBs) is associated with the risk of several chronic diseases, including ischemic heart disease (IHD) and stroke. This study aimed to model the impact of a 20% tax on all SSBs for IHD and stroke among Brazilian adults. METHODS This was an ex-ante risk comparative study. The model applied a 20% tax on SSBs and projected the incidence, prevalence and mortality of IHD and stroke over a 20-year period (2019-39). Using data on consumption, previously published cross- and own-price elasticities of SSBs, and relative risk, we estimated changes in IHD and stroke burden. RESULTS Our model predicts that a 20% SSB tax may reduce new cases of IHD by ~13%, especially among women, and avert ~8% of the deaths attributable to IHD over 20 years. These results represent a decrease of 19 543 new cases and 8466 and 7274 fewer deaths in the period for men and women, respectively. Estimates of reduction in incidence, prevalence and deaths from stroke were not significant over 20 years. CONCLUSIONS Even under conservative assumptions, our study found that a small reduction in SSB consumption led to a substantial decrease in IHD incidence and mortality in Brazil.
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Affiliation(s)
- Ana Elisa M Rinaldi
- School of Medicine, Postgraduate Program in Health Sciences, Federal University of Uberlândia (FAMED-UFU), 1720, Pará Avenue, Block 2U, Uberlândia, MG 38400-902, Brazil
| | - Luciana Bertoldi Nucci
- School of Life Sciences, Postgraduate Program in Health Sciences, Pontifical Catholic University of Campinas (PUC-Campinas), Av. John Boyd Dunlop (no number), Campinas, SP 13060-904, Brazil
| | - Carla Cristina Enes
- School of Life Sciences, Postgraduate Program in Health Sciences, Pontifical Catholic University of Campinas (PUC-Campinas), Av. John Boyd Dunlop (no number), Campinas, SP 13060-904, Brazil
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Lv J, Yang C, Yang X. The global burden of cardiovascular disease attributable to diet high in sugar-sweetened beverages among people aged 60 years and older: an analysis for the global burden of disease study 2019. Front Public Health 2024; 12:1366286. [PMID: 39100957 PMCID: PMC11295280 DOI: 10.3389/fpubh.2024.1366286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 01/06/2024] [Accepted: 07/08/2024] [Indexed: 08/06/2024] Open
Abstract
Objectives This study aimed to quantify the global cardiovascular disease (CVD) burden attributable to diet high in sugar-sweetened beverages (SSB) among adults aged 60 years and older using data from the Global Burden of Disease (GBD) Study 2019. Methods We extracted data on CVD mortality, disability-adjusted life-years (DALYs), and risk-factor exposures from the GBD 2019 study for people aged 60 and older. Age-period-cohort models were used to estimate the overall annual percentage change in mortality and DALY rate (net drift, % per year), mortality and DALY rate for each age group from 1990 to 2019 (local drift, % per year), longitudinal age-specific rate corrected for period bias (age effect), and mortality and Daly rate for each age group from 1990 to 2019 (local drift, % per year). And period/cohort relative risk (period/cohort effect). Results Between 1990 and 2019, global age-standardized CVD mortality (ASMR) and disability-adjusted life years (DALY) rates attributable to high SSB intake decreased, with larger reductions in high-SDI regions. ASMR declined from 19.5 to 13 per 100,000 (estimated annual percentage change (EAPC): -1.46%) and ASDR declined from 345.8 to 220.6 per 100,000 (EAPC: -1.66%). Age-period-cohort analysis showed CVD deaths and DALYs increased exponentially with age, peaking at 85-89 years. Period effects indicated declining CVD mortality and DALY rates since 1999, especially in higher-SDI regions. Cohort effects demonstrated consistent risk declines across successive generations born between 1900 and 1959. Predictions suggest continuing decreases through 2045 globally, but slower declines in lower-SDI regions. Conclusion In conclusion, this comprehensive assessment of global CVD burden among older adults attributable to high SSB intake highlights major achievements but also persistent areas needing attention. Favorable declining mortality and DALY rate trends reflect substantial progress in CVD control amid population growth and aging.
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Affiliation(s)
- Jiajie Lv
- Shanghai Ninth People’s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | | | - Xitao Yang
- Shanghai Ninth People’s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
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Uthman OA, Court R, Anjorin S, Enderby J, Al-Khudairy L, Nduka C, Mistry H, Melendez-Torres GJ, Taylor-Phillips S, Clarke A. The potential impact of policies and structural interventions in reducing cardiovascular disease and mortality: a systematic review of simulation-based studies. Health Technol Assess 2023:1-32. [PMID: 38140927 DOI: 10.3310/nmfg0214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 12/24/2023] Open
Abstract
Background The aim of the study was to investigate the potential effect of different structural interventions for preventing cardiovascular disease. Methods Medline and EMBASE were searched for peer-reviewed simulation-based studies of structural interventions for prevention of cardiovascular disease. We performed a systematic narrative synthesis. Results A total of 54 studies met the inclusion criteria. Diet, nutrition, tobacco and alcohol control and other programmes are among the policy simulation models explored. Food tax and subsidies, healthy food and lifestyles policies, palm oil tax, processed meat tax, reduction in ultra-processed foods, supplementary nutrition assistance programmes, stricter food policy and subsidised community-supported agriculture were among the diet and nutrition initiatives. Initiatives to reduce tobacco and alcohol use included a smoking ban, a national tobacco control initiative and a tax on alcohol. Others included the NHS Health Check, WHO 25 × 25 and air quality management policy. Future work and limitations There is significant heterogeneity in simulation models, making comparisons of output data impossible. While policy interventions typically include a variety of strategies, none of the models considered possible interrelationships between multiple policies or potential interactions. Research that investigates dose-response interactions between numerous modifications as well as longer-term clinical outcomes can help us better understand the potential impact of policy-level interventions. Conclusions The reviewed studies underscore the potential of structural interventions in addressing cardiovascular diseases. Notably, interventions in areas such as diet, tobacco, and alcohol control demonstrate a prospective decrease in cardiovascular incidents. However, to realize the full potential of such interventions, there is a pressing need for models that consider the interplay and cumulative impacts of multiple policies. Rigorous research into holistic and interconnected interventions will pave the way for more effective policy strategies in the future. Study registration The study is registered as PROSPERO CRD42019154836. Funding This article presents independent research funded by the National Institute for Health and Care Research (NIHR) Health Technology Assessment programme as award number 17/148/05.
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Affiliation(s)
- Olalekan A Uthman
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Rachel Court
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Seun Anjorin
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Jodie Enderby
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Lena Al-Khudairy
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Chidozie Nduka
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Hema Mistry
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - G J Melendez-Torres
- Peninsula Technology Assessment Group (PenTAG), College of Medicine and Health, University of Exeter, Exeter, UK
| | - Sian Taylor-Phillips
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
| | - Aileen Clarke
- Division of Health Sciences, Warwick Medical School, The University of Warwick, Coventry, CV7 4AL, UK
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Seoni S, Jahmunah V, Salvi M, Barua PD, Molinari F, Acharya UR. Application of uncertainty quantification to artificial intelligence in healthcare: A review of last decade (2013-2023). Comput Biol Med 2023; 165:107441. [PMID: 37683529 DOI: 10.1016/j.compbiomed.2023.107441] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 08/04/2023] [Revised: 08/27/2023] [Accepted: 08/29/2023] [Indexed: 09/10/2023]
Abstract
Uncertainty estimation in healthcare involves quantifying and understanding the inherent uncertainty or variability associated with medical predictions, diagnoses, and treatment outcomes. In this era of Artificial Intelligence (AI) models, uncertainty estimation becomes vital to ensure safe decision-making in the medical field. Therefore, this review focuses on the application of uncertainty techniques to machine and deep learning models in healthcare. A systematic literature review was conducted using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Our analysis revealed that Bayesian methods were the predominant technique for uncertainty quantification in machine learning models, with Fuzzy systems being the second most used approach. Regarding deep learning models, Bayesian methods emerged as the most prevalent approach, finding application in nearly all aspects of medical imaging. Most of the studies reported in this paper focused on medical images, highlighting the prevalent application of uncertainty quantification techniques using deep learning models compared to machine learning models. Interestingly, we observed a scarcity of studies applying uncertainty quantification to physiological signals. Thus, future research on uncertainty quantification should prioritize investigating the application of these techniques to physiological signals. Overall, our review highlights the significance of integrating uncertainty techniques in healthcare applications of machine learning and deep learning models. This can provide valuable insights and practical solutions to manage uncertainty in real-world medical data, ultimately improving the accuracy and reliability of medical diagnoses and treatment recommendations.
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Affiliation(s)
- Silvia Seoni
- Biolab, PolitoBIOMedLab, Department of Electronics and Telecommunications, Politecnico di Torino, Turin, Italy
| | | | - Massimo Salvi
- Biolab, PolitoBIOMedLab, Department of Electronics and Telecommunications, Politecnico di Torino, Turin, Italy
| | - Prabal Datta Barua
- School of Business (Information System), University of Southern Queensland, Toowoomba, QLD, 4350, Australia; Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia
| | - Filippo Molinari
- Biolab, PolitoBIOMedLab, Department of Electronics and Telecommunications, Politecnico di Torino, Turin, Italy.
| | - U Rajendra Acharya
- School of Mathematics, Physics and Computing, University of Southern Queensland, Springfield, Australia
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Wang L, Ma N, Wei L. Global burden of ischemic heart disease attributable to high sugar-sweetened beverages intake from 1990 to 2019. Nutr Metab Cardiovasc Dis 2023; 33:1190-1196. [PMID: 37032253 DOI: 10.1016/j.numecd.2023.03.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 08/17/2022] [Revised: 03/02/2023] [Accepted: 03/14/2023] [Indexed: 04/11/2023]
Abstract
BACKGROUND AND AIMS Excessive sugar-sweetened beverages (SSBs) intake is associated with a higher risk of ischemic heart disease (IHD). However, global patterns and trends in the burden of IHD attributable to high SSBs intake have not been systematically assessed. METHODS AND RESULTS We retrieved data from the Global Burden of Disease Study (GBD) 2019. We obtained the numbers and age-standardized mortality rate (ASMR) and disability-adjusted life years (DALYs) rate (ASDR) of IHD attributable to high SSBs intake by sex, year, socio-demographic index (SDI), and country between 1990 and 2019. Furthermore, we used a validated decomposition algorithm to attribute changes to population growth, population aging, and epidemiologic changes in the 21 GBD regions. From 1990 to 2019, the global IHD mortality attributable to high SSBs intake, as quantified by ASMR and ASDR declined significantly, while the burden increased saliently in absolute numbers. Population decomposition suggested that changes in epidemiology in most GBD regions have reduced IHD mortality due to high SSBs intake, but this trend has been counteracted by population growth and aging. CONCLUSIONS Although the age-standardized rate of IHD deaths and DALYs attributable to high SSBs intake decreased overall from 1990 to 2019, the absolute IHD burden remains high in some countries, especially in some developing countries in Asia and Oceania. Action is needed to enhance the prevention of diseases associated with high SSBs intake.
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Affiliation(s)
- Lina Wang
- Department of Neurology, Xi'an Ninth Hospital Affiliated to Medical College of Xi'an Jiaotong University, Xi'an, Shaanxi, 710052, China
| | - Ning Ma
- Core Research Laboratory, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, 710004, China
| | - Linlin Wei
- Core Research Laboratory, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, Shaanxi, 710004, China.
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Pan B, Lai H, Ma N, Li D, Deng X, Wang X, Zhang Q, Yang Q, Wang Q, Zhu H, Li M, Cao X, Tian J, Ge L, Yang K. Association of soft drinks and 100% fruit juice consumption with risk of cancer: a systematic review and dose-response meta-analysis of prospective cohort studies. Int J Behav Nutr Phys Act 2023; 20:58. [PMID: 37189146 DOI: 10.1186/s12966-023-01459-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 07/26/2022] [Accepted: 04/26/2023] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND Studies of the associations between soft drinks and the risk of cancer showed inconsistent results. No previous published systematic reviews and meta-analysis has investigated a dose-response association between exposure dose and cancer risk or assessed the certainty of currently available evidence. Therefore, we aim to demonstrate the associations and assessed the certainty of the evidence to show our confidence in the associations. METHODS We searched Embase, PubMed, Web of Science, and the Cochrane Library from inception to Jun 2022, to include relevant prospective cohort studies. We used a restricted cubic spline model to conduct a dose-response meta-analysis and calculated the absolute effect estimates to present the results. The Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach was used to assess the certainty of the evidence. RESULTS Forty-two articles including on 37 cohorts enrolled 4,518,547 participants were included. With low certainty evidence, increased consumption of sugar-sweetened beverages (SSBs) per 250 mL/day was significantly associated with a 17% greater risk of breast cancer, a 10% greater risk of colorectal cancer, a 30% greater risk of biliary tract cancer, and a 10% greater risk of prostate cancer; increased consumption of artificially sweetened beverages (ASBs)re per 250 mL/day was significantly associated with a 16% greater risk of leukemia; increased consumption of 100% fruit juice per 250 mL/day was significantly associated with a 31% greater risk of overall cancer, 22% greater risk of melanoma, 2% greater risk of squamous cell carcinoma, and 29% greater risk of thyroid cancer. The associations with other specific cancer were no significant. We found linear dose-response associations between consumption of SSBs and the risk of breast and kidney cancer, and between consumption of ASBs and 100% fruit juices and the risk of pancreatic cancer. CONCLUSIONS An increment in consumption of SSBs of 250 mL/day was positively associated with increased risk of breast, colorectal, and biliary tract cancer. Fruit juices consumption was also positively associated with the risk of overall cancer, thyroid cancer, and melanoma. The magnitude of absolute effects, however, was small and mainly based on low or very low certainty of evidence. The association of ASBs consumption with specific cancer risk was uncertain. TRIAL REGISTRATION PROSPERO: CRD42020152223.
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Affiliation(s)
- Bei Pan
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, 730000, China
| | - Honghao Lai
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Ning Ma
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Dan Li
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Xiyuan Deng
- Gansu Provincial Maternity and Child-care Hospital , Lanzhou, 730000, China
| | - Xiaoman Wang
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, 730000, China
| | - Qian Zhang
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, 730000, China
| | - Qiuyu Yang
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, 730000, China
| | - Qi Wang
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Hongfei Zhu
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Mengting Li
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Xiao Cao
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Jinhui Tian
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, 730000, China
| | - Long Ge
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China.
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, 730000, China.
| | - Kehu Yang
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China.
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, No. 199 Donggang West Road, Chengguan District, Lanzhou, 730000, China.
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, 730000, China.
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Dötsch-Klerk M, Bruins MJ, Detzel P, Martikainen J, Nergiz-Unal R, Roodenburg AJC, Pekcan AG. Modelling health and economic impact of nutrition interventions: a systematic review. Eur J Clin Nutr 2023; 77:413-426. [PMID: 36195747 PMCID: PMC10115624 DOI: 10.1038/s41430-022-01199-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 05/20/2020] [Revised: 06/17/2022] [Accepted: 08/12/2022] [Indexed: 11/08/2022]
Abstract
Diet related non-communicable diseases (NCDs), as well as micronutrient deficiencies, are of widespread and growing importance to public health. Authorities are developing programs to improve nutrient intakes via foods. To estimate the potential health and economic impact of these programs there is a wide variety of models. The aim of this review is to evaluate existing models to estimate the health and/or economic impact of nutrition interventions with a focus on reducing salt and sugar intake and increasing vitamin D, iron, and folate/folic acid intake. The protocol of this systematic review has been registered with the International Prospective Register of Systematic Reviews (PROSPERO: CRD42016050873). The final search was conducted on PubMed and Scopus electronic databases and search strings were developed for salt/sodium, sugar, vitamin D, iron, and folic acid intake. Predefined criteria related to scientific quality, applicability, and funding/interest were used to evaluate the publications. In total 122 publications were included for a critical appraisal: 45 for salt/sodium, 61 for sugar, 4 for vitamin D, 9 for folic acid, and 3 for iron. The complexity of modelling the health and economic impact of nutrition interventions is dependent on the purpose and data availability. Although most of the models have the potential to provide projections of future impact, the methodological challenges are considerable. There is a substantial need for more guidance and standardization for future modelling, to compare results of different studies and draw conclusions about the health and economic impact of nutrition interventions.
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Affiliation(s)
- Mariska Dötsch-Klerk
- Unilever Foods Innovation Centre, Wageningen, The Netherlands.
- Unilever Foods Innovation Centre, Wageningen, Bronland 14, 6708 WH, The Netherlands.
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Salgado MV, Penko J, Fernandez A, Mejia R. Modelling the impact of plain packaging of tobacco products on cardiovascular disease in Argentina. Tob Control 2023; 32:255-258. [PMID: 34261789 DOI: 10.1136/tobaccocontrol-2021-056651] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/12/2021] [Accepted: 06/19/2021] [Indexed: 11/03/2022]
Abstract
INTRODUCTION Tobacco packaging design is conceived to be attractive. Plain packaging of tobacco products reduces this attractiveness by standardising their shape, size, font and colours. METHODS To evaluate the effect of applying plain packaging to tobacco products on cardiovascular events and mortality in Argentina, we used the Cardiovascular Disease Policy Model-Argentina, a local adaptation of a well-established computer simulation model that projects cardiovascular and mortality events for the population 35-94 years old using local demographic and consumption data, during the period 2015-2024. After a literature review, we estimated that the implementation of plain packaging of tobacco products would result in an absolute decrease in tobacco prevalence of 0.55% (base-case scenario) and performed a sensitivity analysis assuming a higher and lower decrease of 1.01% and 0.095%, respectively. RESULTS Over the 2015-2024 period, the decrease in smoking prevalence associated with plain packaging (0.55%) is projected to avert 1880 myocardial infarctions (MI), 820 strokes and 4320 total deaths in Argentina. The higher estimate of smoking prevalence reduction (1.01%) would translate into 3450 fewer MIs, 1490 fewer strokes and 7920 fewer deaths, while the lower estimate of smoking prevalence reduction (0.095%) would result in 330 fewer MIs, 140 fewer strokes and 750 fewer deaths. CONCLUSIONS The implementation of plain packaging of tobacco products could reduce cardiovascular events in Argentina, even in the absence of other tobacco control measures. Actual health benefits are likely higher than those presented here, since plain packaging may be most impactful by preventing young people from initiating smoking.
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Affiliation(s)
- M Victoria Salgado
- Área de Salud, Economía y Sociedad, Centro de Estudios de Estado y Sociedad, Ciudad de Buenos Aires, Argentina
- Servicio de Medicina Familiar, Hospital SAMIC El Calafate, El Calafate, Argentina
| | - Joanne Penko
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, California, USA
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California, USA
| | - Alicia Fernandez
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, California, USA
- Department of Medicine, University of California San Francisco, San Francisco, California, USA
| | - Raul Mejia
- Área de Salud, Economía y Sociedad, Centro de Estudios de Estado y Sociedad, Ciudad de Buenos Aires, Argentina
- Programa de Medicina Interna General, Hospital de Clinicas Jose de San Martin, Buenos Aires, Argentina
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Bardach AE, Espínola N, Cairoli FR, Perelli L, Balan D, Palacios A, Augustovski F, Pichón-Riviere A, Alcaraz AO. The burden of disease and economic impact of sugar-sweetened beverages' consumption in Argentina: A modeling study. PLoS One 2023; 18:e0279978. [PMID: 36821592 PMCID: PMC9949658 DOI: 10.1371/journal.pone.0279978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 02/12/2022] [Accepted: 12/19/2022] [Indexed: 02/24/2023] Open
Abstract
BACKGROUND Approximately two-thirds of Argentine adults are overweight or obese, and 11% have diabetes. Over the last two decades, all population groups have increased their consumption of ultra-processed foods and sugar-sweetened beverages (SSB). We aimed to estimate the disease burden-deaths, events, and costs to the health system-attributed to SSB consumption in Argentina. METHODS We used a comparative risk assessment framework to estimate the health and economic impacts that would be avoided in a scenario without sugar-sweetened beverage (SSB) consumption. We calculated the direct effects on diabetes, cardiovascular disease, and BMI, and then estimated the effects of BMI on disease incidence. Finally, we applied the population attributable factor to calculate the health and economic burden avoided in Argentina in 2020. RESULTS Our model estimated that about 4,425 deaths, 110,000 healthy life years lost to premature death and disability, more than 520,000 cases of overweight and obesity in adults, and 774,000 in children and adolescents would be attributed to SSB Consumption in Argentina. This disease burden corresponds to 23% of type-2 diabetes cases and other significant proportions of cardiovascular disease and cancer. The overweight and obesity costs attributable to SSB totaled approximately $47 million in adults and $15 million in children and adolescents. CONCLUSION A significant number of disease cases, deaths, and health care costs could be attributed to SSB consumption in Argentina. Implementing measures to reduce the sugar content in beverages is a pending debt for the country and could lead to measurable improvements in population health, especially among children and adolescents.
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Affiliation(s)
- Ariel Esteban Bardach
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
- Centro de Investigaciones en Epidemiología y Salud Pública (CIESP), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
- * E-mail:
| | - Natalia Espínola
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
| | | | - Lucas Perelli
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
| | - Darío Balan
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
| | - Alfredo Palacios
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
| | - Federico Augustovski
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
- Centro de Investigaciones en Epidemiología y Salud Pública (CIESP), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Andrés Pichón-Riviere
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
- Centro de Investigaciones en Epidemiología y Salud Pública (CIESP), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Andrea Olga Alcaraz
- Instituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, Argentina
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Alcaraz A, Bardach AE, Espinola N, Perelli L, Rodriguez Cairoli F, La Foucade A, de Mello Vianna CM, Guevara G, Gittens-Baynes KA, Johns P, Beharry V, Balán DJ, Palacios A, Augustovski F, Pichon-Riviere A. Health and economic burden of disease of sugar-sweetened beverage consumption in four Latin American and Caribbean countries: a modelling study. BMJ Open 2023; 13:e062809. [PMID: 36750287 PMCID: PMC9906178 DOI: 10.1136/bmjopen-2022-062809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 03/15/2022] [Accepted: 01/11/2023] [Indexed: 02/09/2023] Open
Abstract
OBJECTIVE Overweight and obesity are important contributors to the non-communicable disease burden. The consumption of sugar-sweetened beverages (SSBs) has been associated with an increased risk of type 2 diabetes mellitus (T2DM), cardiovascular disease, cancer and other conditions. The objective of this study was to estimate the burden of disease attributable to the consumption of SSBs and the costs to the healthcare systems in Argentina, Brazil, El Salvador, and Trinidad and Tobago. DESIGN Following a systematic review of models, a comparative risk assessment framework was developed to estimate the health and economic impact associated with the consumption of SSBs. SETTING Argentina, Brazil, El Salvador, and Trinidad and Tobago. PARTICIPANTS Overall population. PRIMARY AND SECONDARY OUTCOME MEASURES The model estimated the effects of SSB consumption on health through two causal pathways: one mediated by body mass index (BMI) and health conditions associated with BMI and another that reflected the independent effects of SSB consumption on T2DM and cardiovascular diseases. RESULTS The model results indicated that for all four countries, in 1 year, SSB consumption was associated with 18 000 deaths (3.2% of the total disease-related deaths), seven million disease events (3.3% of the total disease-related events), a half-million DALYs and US$2 billion in direct medical costs. This included 1.5 million cases of overweight and obesity in children/adolescents (12% of the excess weight cases) and 2.8 million cases in adults (2.8%); 2.2 million cases of type 2 diabetes (19%); 200 000 cases of heart disease (3.8%); 124 000 strokes (3.9%); 116 000 cases of musculoskeletal disease (0.2%); 102 000 cases of kidney disease (0.9%); and 45 000 episodes of asthma (0.4%). The Trinidad and Tobago population were the most affected by disease events. CONCLUSIONS The study results indicate that the consumption of SSBs is associated with a significant burden of disease and death in Latin America and the Caribbean.
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Affiliation(s)
- Andrea Alcaraz
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Ariel Esteban Bardach
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Natalia Espinola
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Lucas Perelli
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Federico Rodriguez Cairoli
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Althea La Foucade
- Centre for Health Economics, The University of the West Indies at St Augustine, St Augustine, Tunapuna-Piarco, Trinidad and Tobago
| | | | | | - Kimberly-Ann Gittens-Baynes
- Centre for Health Economics, The University of the West Indies at St Augustine, St Augustine, Tunapuna-Piarco, Trinidad and Tobago
| | | | - Vyjanti Beharry
- Centre for Health Economics, The University of the West Indies at St Augustine, St Augustine, Tunapuna-Piarco, Trinidad and Tobago
| | - Darío Javier Balán
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Alfredo Palacios
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
| | - Federico Augustovski
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Andres Pichon-Riviere
- Health Techonology Assessment and Economic Evaluation Department, Institute for Clinical Effectiveness and Health Policy, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
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11
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Nilson EAF, Ferrari G, Louzada MLC, Levy RB, Monteiro CA, Rezende LFM. Premature Deaths Attributable to the Consumption of Ultraprocessed Foods in Brazil. Am J Prev Med 2023; 64:129-136. [PMID: 36528353 DOI: 10.1016/j.amepre.2022.08.013] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 04/22/2022] [Revised: 06/25/2022] [Accepted: 08/15/2022] [Indexed: 11/09/2022]
Abstract
INTRODUCTION Ultraprocessed foods have been associated with an increased risk of noncommunicable diseases, such as diabetes, cardiovascular diseases, and cancer as well as all-cause mortality. The study aimed to estimate premature deaths attributable to the consumption of ultraprocessed food in Brazil. METHODS A comparative risk assessment model was developed on the basis of RRs from a recent meta-analysis, national food consumption for 2017-2018, and demographic and mortality data for 2019. Population attributable fractions for all-cause mortality were then estimated within each sex and age stratum according to the distribution of the ultraprocessed food contribution to the total energy of the diet. Analysis was conducted in February 2022-April 2022. RESULTS The contribution of ultraprocessed foods to the total energy intake of the diet across sex and age stratum of Brazilian adults ranged from 13% to 21% of the total energy intake. A total of 541,160 adults aged 30‒69 years died in 2019. The consumption of ultraprocessed foods was responsible for approximately 57,000 premature deaths (95% uncertainty interval=33,493, 82,570) or 10.5% of all premature deaths in adults aged 30‒69 years. Reducing the contribution of ultraprocessed foods to the total energy intake by 10%‒50% could potentially prevent 5,900 deaths (95% uncertainty interval=2,910, 10,613) to 29,300 deaths (95% uncertainty interval=16,514, 44,226), respectively. CONCLUSIONS The consumption of ultraprocessed foods represents a significant cause of premature death in Brazil. Reducing ultraprocessed food intake would promote substantial health gains for the population and should be a food policy priority to reduce premature mortality.
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Affiliation(s)
- Eduardo A F Nilson
- From the Center for Epidemiological Research in Nutrition and Public Health, University of São Paulo, São Paulo, Brazil; Programa de Alimentação, Nutrição e Cultura, Fundação Oswaldo Cruz, Brasília, Brazil.
| | - Gerson Ferrari
- Universidad de Santiago de Chile (USACH), Escuela de Ciencias de la Actividad Física, el Deporte y la Salud, Santiago, Chile
| | - Maria Laura C Louzada
- Departamento de Nutrição, Faculdade de Saúde Pública, Universidade de São Paulo, São Paulo, Brazil
| | - Renata B Levy
- Department of Preventive Medicine, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, Brazil
| | - Carlos A Monteiro
- From the Center for Epidemiological Research in Nutrition and Public Health, University of São Paulo, São Paulo, Brazil
| | - Leandro F M Rezende
- and the Department of Preventive Medicine, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
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12
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The Potential Impact of Different Taxation Scenarios towards Sugar-Sweetened Beverages on Overweight and Obesity in Brazil: A Modeling Study. Nutrients 2022; 14:nu14235163. [PMID: 36501192 PMCID: PMC9737639 DOI: 10.3390/nu14235163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 11/08/2022] [Revised: 11/22/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022] Open
Abstract
The adoption of fiscal policies based on the specific taxation of sugar-sweetened beverages (SSBs) has been recommended by international health agencies, as they are measures that potentially reduce consumption. This study is an ex ante risk comparison that estimates the impact of three tax scenarios (20, 25, and 30%) with a 100% pass-on rate to SSBs on the prevalence of high weight and obesity in the Brazilian population. Data on the consumption habits, weight, and height of 46,164 adults aged 20 years or over from Brazilian recent national surveys were used. The shift in consumption after taxation was estimated based on the price elasticity of the demand. The percentage changes in overweight for 20, 25, and 30% taxation were 1.84% (95%CI: 1.82; 1.86), 1.89% (95%CI: 1.87; 1.90), and 2.25% (95%CI: 2.24; 2.27), respectively. The change in the prevalence of obesity was 1.93% (95%CI: 1.87; 2.00), 2.90% (95%CI: 2.80; 3.02), and 4.16% (95%CI: 4.01; 4.32), respectively. Taxes on SSBs may have a more favorable result among the heaviest consumers, who are young adults (20-29 years), especially men, thereby promoting a greater reduction in the prevalence of high weight and obesity.
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Nucci LB, Rinaldi AEM, Ramos AF, Itria A, Enes CC. Impact of a reduction in sugar-sweetened beverage consumption on the burden of type 2 diabetes in Brazil: A modeling study. Diabetes Res Clin Pract 2022; 192:110087. [PMID: 36130646 DOI: 10.1016/j.diabres.2022.110087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 04/13/2022] [Revised: 09/04/2022] [Accepted: 09/12/2022] [Indexed: 11/16/2022]
Abstract
AIM To model the impact of a 20 % tax on sugar-sweetened beverages (SSBs) on the disease burden of T2DM among Brazilian adults. METHODS This is an ex-ante risk comparative study. The model applied a 20 % tax on SSB and projected the incidence, prevalence, and mortality of T2DM over a 20-year period (2019 to 2039). Using recent national data on consumption, previously published cross- and own-price elasticities of SSBs and diabetes relative risk we estimated changes on T2DM burden. RESULTS With a 20 % tax on SSBs, after 10 years, we estimated a reduction of 37,303 new cases of T2DM for men and 56,757 for women; 184,129 prevalent cases for men and 219,236 for women; and 5,386 and 6,075 deaths for men and women, respectively. After 20 years, 8.6 % and 12.4 % new cases of T2DM will have been prevented, 4.0 % and 5.5 % prevalent cases, and 13.7 % and 12.7 % deaths among men and women, respectively. CONCLUSIONS SSB taxes have the potential to reduce the burden of and deaths attributable to T2DM. Our results show that a fiscal policy may significantly impact strategic plans to tackle noncommunicable diseases.
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Affiliation(s)
- Luciana Bertoldi Nucci
- Pontifical Catholic University of Campinas (PUC-Campinas), Center for Life Sciences, Postgraduate Program in Health Sciences, Campinas, SP, Brazil
| | - Ana Elisa M Rinaldi
- Federal University of Uberlândia (UFU), School of Medicine, Postgraduate Program in Health Sciences, Uberlândia, MG, Brazil
| | - Amanda Ferreira Ramos
- Federal University of Uberlândia (UFU), School of Medicine, Nutrition Course, Uberlândia, MG, Brazil
| | - Alexander Itria
- Federal University of Sao Carlos (UFSCar), Management and Technology Sciences Center, Postgraduate Program in Economy, Sorocaba, SP, Brazil
| | - Carla Cristina Enes
- Pontifical Catholic University of Campinas (PUC-Campinas), Center for Life Sciences, Postgraduate Program in Health Sciences, Campinas, SP, Brazil.
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14
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Lee JJ, Khan TA, McGlynn N, Malik VS, Hill JO, Leiter LA, Jeppesen PB, Rahelić D, Kahleová H, Salas-Salvadó J, Kendall CW, Sievenpiper JL. Relation of Change or Substitution of Low- and No-Calorie Sweetened Beverages With Cardiometabolic Outcomes: A Systematic Review and Meta-analysis of Prospective Cohort Studies. Diabetes Care 2022; 45:1917-1930. [PMID: 35901272 PMCID: PMC9346984 DOI: 10.2337/dc21-2130] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 10/13/2021] [Accepted: 04/21/2022] [Indexed: 02/03/2023]
Abstract
BACKGROUND Adverse associations of low- and no-calorie sweetened beverages (LNCSB) with cardiometabolic outcomes in observational studies may be explained by reverse causality and residual confounding. PURPOSE To address these limitations we used change analyses of repeated measures of intake and substitution analyses to synthesize the association of LNCSB with cardiometabolic outcomes. DATA SOURCES MEDLINE, Embase, and the Cochrane Library were searched up to 10 June 2021 for prospective cohort studies with ≥1 year of follow-up duration in adults. STUDY SELECTION Outcomes included changes in clinical measures of adiposity, risk of overweight/obesity, metabolic syndrome, type 2 diabetes (T2D), cardiovascular disease, and total mortality. DATA EXTRACTION Two independent reviewers extracted data, assessed study quality, and assessed certainty of evidence using GRADE. Data were pooled with a random-effects model and expressed as mean difference (MD) or risk ratio (RR) and 95% CI. DATA SYNTHESIS A total of 14 cohorts (416,830 participants) met the eligibility criteria. Increase in LNCSB intake was associated with lower weight (5 cohorts, 130,020 participants; MD -0.008 kg/year [95% CI -0.014, -0.002]). Substitution of LNCSB for sugar-sweetened beverages (SSB) was associated with lower weight (three cohorts, 165,579 participants; MD, -0.12 [-0.14, -0.10,] kg/y) and lower incidence of obesity (OB) (one cohort, 15,765 participants; RR 0.88 [95% CI 0.88, 0.89]), coronary heart disease (six cohorts, 233,676 participants; 0.89 [0.81, 0.98]), cardiovascular disease mortality (one cohort, 118,363 participants; 0.95 [0.90, 0.99]), and total mortality (one cohort, 118,363 participants; 0.96 [0.94, 0.98]) with no adverse associations across other outcomes. Substitution of water for SSB showed lower weight (three cohorts, 165,579 participants; MD -0.10 kg/year [-0.13, -0.06]), lower waist circumference (one cohort, 173 participants; -2.71 cm/year [-4.27, -1.15]) and percent body fat (one cohort, 173 participants; -1.51% per year [-2.61, -0.42]), and lower incidence of OB (one cohort, 15,765 participants; RR 0.85 [0.75, 0.97]) and T2D (three cohorts, 281,855 participants; 0.96 [0.94, 0.98]). Substitution of LNCSB for water showed no adverse associations. LIMITATIONS The evidence was low to very low certainty owing to downgrades for imprecision, indirectness, and/or inconsistency. CONCLUSIONS LNCSB were not associated with cardiometabolic harm in analyses that model the exposure as change or substitutions. The available evidence provides some indication that LNCSB in their intended substitution for SSB may be associated with cardiometabolic benefit, comparable with the standard of care, water.
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Affiliation(s)
- Jennifer J. Lee
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Tauseef A. Khan
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Toronto 3D Knowledge Synthesis and Clinical Trials Unit, Clinical Nutrition and Risk Factor Modification Centre, St. Michael’s Hospital, Toronto, Ontario, Canada
| | - Nema McGlynn
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Toronto 3D Knowledge Synthesis and Clinical Trials Unit, Clinical Nutrition and Risk Factor Modification Centre, St. Michael’s Hospital, Toronto, Ontario, Canada
| | - Vasanti S. Malik
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA
| | - James O. Hill
- Department of Nutrition Sciences, The University of Alabama at Birmingham, Birmingham, AL
| | - Lawrence A. Leiter
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Toronto 3D Knowledge Synthesis and Clinical Trials Unit, Clinical Nutrition and Risk Factor Modification Centre, St. Michael’s Hospital, Toronto, Ontario, Canada
- Division of Endocrinology and Metabolism, Department of Medicine, St. Michael’s Hospital, Toronto, Ontario, Canada
- Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, Ontario, Canada
- Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Per Bendix Jeppesen
- Department of Clinical Medicine, Aarhus University, Aarhus University Hospital, Aarhus, Denmark
| | - Dario Rahelić
- Vuk Vrhovac University Clinic for Diabetes, Endocrinology and Metabolic Diseases, Merkur University Hospital, Zagreb, Croatia
- Catholic University of Croatia School of Medicine, Zagreb, Croatia
- Josip Juraj Strossmayer University of Osijek School of Medicine, Osijek, Croatia
| | - Hana Kahleová
- Institute for Clinical and Experimental Medicine, Diabetes Centre, Prague, Czech Republic
- Physicians Committee for Responsible Medicine, Washington, DC
| | - Jordi Salas-Salvadó
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Instituto de Salud Carlos III, Madrid, Spain
- Human Nutrition Department, Pere Virgili Biomedical Research Institute (IISPV), Universitat Rovira i Virgili, Reus, Spain
| | - Cyril W.C. Kendall
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Toronto 3D Knowledge Synthesis and Clinical Trials Unit, Clinical Nutrition and Risk Factor Modification Centre, St. Michael’s Hospital, Toronto, Ontario, Canada
- College of Pharmacy and Nutrition, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - John L. Sievenpiper
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Toronto 3D Knowledge Synthesis and Clinical Trials Unit, Clinical Nutrition and Risk Factor Modification Centre, St. Michael’s Hospital, Toronto, Ontario, Canada
- Division of Endocrinology and Metabolism, Department of Medicine, St. Michael’s Hospital, Toronto, Ontario, Canada
- Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, Ontario, Canada
- Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
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Socioeconomic Inequalities in the Prevalence of Diabetes in Argentina: A Repeated Cross-Sectional Study in Urban Women and Men. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19158888. [PMID: 35897259 PMCID: PMC9331888 DOI: 10.3390/ijerph19158888] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Academic Contribution Register] [Received: 05/27/2022] [Revised: 06/23/2022] [Accepted: 06/28/2022] [Indexed: 02/04/2023]
Abstract
This study measured the socioeconomic inequalities in the prevalence of diabetes between 2005 and 2018 in an urban Argentinian population. Data were obtained from the repeated cross-sectional surveys “National Survey of Risk Factors” (ENFR is its acronym in Spanish). From 2005 to 2018, four rounds of ENFR were administered to men and women over 18 years of age. Concentration curves (CC) and the Erreygers concentration index (ECI) were used to describe the socioeconomic inequalities in diabetes’ prevalence. A decomposition analysis was performed to determine the contribution of each variable to inequality in diabetes’ prevalence. Data from 41,219 (2005), 34,583 (2009), 32,232 (2013), and 29,094 (2018) individuals were analyzed. Women reported a greater prevalence of diabetes compared with men for all the years included. According to the CC and ECI, we found no evidence of inequality in men throughout all study years. For women, throughout all years, the CCs were above the line of equity, and the ECIs during all the years were negative and different from zero (p < 0.01). For women, we found no evidence of a reduction in inequalities between 2005 and 2018 (p = 0.475). The socioeconomic inequality for women was largely driven by public insurance, primary and secondary education, and employment. Diabetes’ prevalence was not associated with socioeconomic status in men, while the prevalence of diabetes in women was more concentrated among poorer women. During the 13 years, there was no evidence of a reduction of inequality in women, noting that interventions must prioritize and should focus on the main contribution of inequalities, such as education and employment.
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16
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Konfino J, Salgado MV, Penko J, Coxson P, Fernández A, Pichon-Riviere A, Bibbins-Domingo K, Mejía R. Impacto sanitario de la prohibición total de publicidades de tabaco en argentina. Glob Health Promot 2022; 29:17579759221079603. [PMID: 35440241 DOI: 10.1177/17579759221079603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/16/2022]
Abstract
Health impact of the total ban on advertising of tobacco productsThe objective was to estimate the health impact of the total ban on advertising of tobacco products in terms of avoided cardiovascular events in those over 35 years of age in Argentina.The Cardiovascular Disease Policy Model (CVDPM) was used, which is a Markov simulation model used to represent and project mortality and morbidity due to cardiovascular disease (CVD) in the population aged 35 or over. It constitutes a demographic-epidemiological model, which represents the population between 35 and 95 years of age and uses a logistic regression model based on the Framingham equation to estimate the annual incidence of cardiovascular disease. We assumed that implementing a complete ban on the advertising of tobacco products would lead to a 9% reduction in tobacco consumption.The complete ban on advertising could prevent 15,164 deaths over a period of 10 years, of which 2610 would be the result of coronary heart disease and 747 due to stroke. These reductions would mean an annual decrease of 0.46% of total deaths, 0.60% of deaths from coronary heart disease and 0.33% in deaths from stroke. In addition, during the same period, it would avoid 6630 acute myocardial infarctions and 2851 strokes (reductions of 1.35% and 0.40%, respectively).We hope that these findings might contribute to the strengthening of sanitary tobacco control policies in Argentina based on the remarkable benefits of banning the advertising of tobacco products in full and in line with current global recommendations.
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Affiliation(s)
- Jonatan Konfino
- Centro de Estudios de Estado y Sociedad (CEDES), Buenos Aires, Argentina
| | - María Victoria Salgado
- Centro de Estudios de Estado y Sociedad (CEDES), Buenos Aires, Argentina
- Unidad de Conocimiento Traslacional Hospitalaria Patagónica, Hospital SAMIC El Calafate, El Calafate, Argentina
| | - Joanne Penko
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, Estados Unidos
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, Estados Unidos
| | - Pamela Coxson
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, Estados Unidos
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, Estados Unidos
| | - Alicia Fernández
- Department of Medicine, University of California San Francisco, San Francisco, CA, Estados Unidos
| | - Andrés Pichon-Riviere
- Instituto de Efectividad Clínica y Sanitaria (IECS), Programa de Medicina Interna General, Buenos Aires, Argentina
| | - Kirsten Bibbins-Domingo
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, Estados Unidos
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, Estados Unidos
| | - Raúl Mejía
- Centro de Estudios de Estado y Sociedad (CEDES), Buenos Aires, Argentina
- Hospital de Clínicas José de San Martin, Buenos Aires, Argentina
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Tseng TS, Lin WT, Gonzalez GV, Kao YH, Chen LS, Lin HY. Sugar intake from sweetened beverages and diabetes: A narrative review. World J Diabetes 2021; 12:1530-1538. [PMID: 34630905 PMCID: PMC8472506 DOI: 10.4239/wjd.v12.i9.1530] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 01/27/2021] [Revised: 05/05/2021] [Accepted: 08/03/2021] [Indexed: 02/06/2023] Open
Abstract
Type 2 diabetes mellitus (T2DM) is one of the fastest growing public health concerns around the world. Sugar-sweetened beverage (SSB) consumption has been proven to be associated with adverse health consequences in the diabetic population. Reducing SSB consumption, body weight control, healthy diets, and increased physical activity have been suggested as strategies to improve diabetes prevention and management. This literature review provides an overview of: (1) The association between SSB consumption and the risk of T2DM; (2) Types of SSB consumption and T2DM; (3) The effect of obesity and inflammation on the association between SSB consumption and risk of T2DM; and (4) SSB consumption in T2DM patients. There is still work to be done to determine how SSB consumption is related to T2DM, but the current research on identifying the association between SSB consumption and T2DM is promising, with the most promising studies confirming the connection between SSBs, T2DM risk, and diabetes management. Future studies should explore more effective SSB related diabetes prevention and management interventions.
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Affiliation(s)
- Tung-Sung Tseng
- Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA 70112, United States
| | - Wei-Ting Lin
- Department of Global Community Health and Behavioral Sciences, School of Public Health & Tropical Medicine, Tulane University, New Orleans, LA 70112, United States
| | - Gabrielle V Gonzalez
- Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA 70112, United States
| | - Yu-Hsiang Kao
- Behavioral and Community Health Sciences, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA 70112, United States
| | - Lei-Shih Chen
- Department of Health and Kinesiology, Texas A&M University, College Station, TX 77843, United States
| | - Hui-Yi Lin
- Biostatistics Program, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, LA 70112, United States
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Pan B, Ge L, Lai H, Wang Q, Wang Q, Zhang Q, Yin M, Li S, Tian J, Yang K, Wang J. Association of soft drink and 100% fruit juice consumption with all-cause mortality, cardiovascular diseases mortality, and cancer mortality: A systematic review and dose-response meta-analysis of prospective cohort studies. Crit Rev Food Sci Nutr 2021; 62:8908-8919. [PMID: 34121531 DOI: 10.1080/10408398.2021.1937040] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 10/21/2022]
Abstract
Sugar-sweetened beverages (SSBs), artificially sweetened beverages (ASBs), and 100% fruit juices are frequently consumed and have been documented that they could lead to serious disease burden. However, inconsistent evidence on the association between SSBs, ASBs, and 100% fruit juices consumption and mortality have been presented. PubMed, Embase, Web of Science, Cochrane Central Register of Controlled Trials, and PsycINFO were systematically searched. We conducted a random-effects meta-analysis and dose-response meta-analysis to assess the association and calculated the pooled hazard ratio with 95% confidence interval. And we evaluated the certainty of evidence using the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach. Thirteen studies with 1,539,127 participants proved eligible. An SSB-consumption increase per 250 mL/day was associated with a 4% greater risk of all-cause mortality (5 more per 1000 persons; low certainty) and 8% greater risk of cardiovascular disease mortality (3 more per 1000 persons; low certainty). ASB-consumption increase per 250 mL/day demonstrated a 4% greater risk of all-cause mortality (5 more per 1000 persons; low certainty) and 4% greater risk of cardiovascular disease mortality (2 more per 1000 persons; low certainty). The association of SSBs and ASBs with cancer mortality was not significant, with a very low certainty of evidence. There was evidence of a linear dose-response association between SSB intake and cancer mortality, as well as between ASB intake and all-cause mortality and cancer mortality. We observed a non-linear dose-response association between ASB intake and CVD mortality and SSB intake and all-cause and CVD mortality. Low certainty of evidence demonstrated that per 250 mL/day consumption increase in SSBs and ASBs had a small impact on all-cause and cardiovascular disease mortality but not on cancer mortality. The association of 100% fruit juice consumption with all-cause and cardiovascular disease mortality was uncertain.
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Affiliation(s)
- Bei Pan
- Gansu Provincial Hospital, Lanzhou, China
| | - Long Ge
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, Lanzhou, China
| | - Honghao Lai
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, Lanzhou, China
| | - Qi Wang
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, Lanzhou, China
| | - Qi Wang
- Evidence-Based Social Science Research Center, School of Public Health, Lanzhou University, Lanzhou, China
| | - Qian Zhang
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Min Yin
- The Second Physical Examination Center of The First Hospital, Lanzhou University, Lanzhou, China
| | - Sheng Li
- The First People's Hospital of Lanzhou City, Lanzhou, China
| | - Jinhui Tian
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China.,Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, China
| | - Kehu Yang
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China.,Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou, China
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19
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Alizadehsani R, Roshanzamir M, Hussain S, Khosravi A, Koohestani A, Zangooei MH, Abdar M, Beykikhoshk A, Shoeibi A, Zare A, Panahiazar M, Nahavandi S, Srinivasan D, Atiya AF, Acharya UR. Handling of uncertainty in medical data using machine learning and probability theory techniques: a review of 30 years (1991-2020). ANNALS OF OPERATIONS RESEARCH 2021; 339:1-42. [PMID: 33776178 PMCID: PMC7982279 DOI: 10.1007/s10479-021-04006-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Academic Contribution Register] [Accepted: 02/23/2021] [Indexed: 05/17/2023]
Abstract
Understanding the data and reaching accurate conclusions are of paramount importance in the present era of big data. Machine learning and probability theory methods have been widely used for this purpose in various fields. One critically important yet less explored aspect is capturing and analyzing uncertainties in the data and model. Proper quantification of uncertainty helps to provide valuable information to obtain accurate diagnosis. This paper reviewed related studies conducted in the last 30 years (from 1991 to 2020) in handling uncertainties in medical data using probability theory and machine learning techniques. Medical data is more prone to uncertainty due to the presence of noise in the data. So, it is very important to have clean medical data without any noise to get accurate diagnosis. The sources of noise in the medical data need to be known to address this issue. Based on the medical data obtained by the physician, diagnosis of disease, and treatment plan are prescribed. Hence, the uncertainty is growing in healthcare and there is limited knowledge to address these problems. Our findings indicate that there are few challenges to be addressed in handling the uncertainty in medical raw data and new models. In this work, we have summarized various methods employed to overcome this problem. Nowadays, various novel deep learning techniques have been proposed to deal with such uncertainties and improve the performance in decision making.
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Affiliation(s)
- Roohallah Alizadehsani
- Institute for Intelligent Systems Research and Innovations (IISRI), Deakin University, Geelong, Australia
| | - Mohamad Roshanzamir
- Department of Computer Engineering, Faculty of Engineering, Fasa University, 74617-81189 Fasa, Iran
| | - Sadiq Hussain
- System Administrator, Dibrugarh University, Dibrugarh, Assam 786004 India
| | - Abbas Khosravi
- Institute for Intelligent Systems Research and Innovations (IISRI), Deakin University, Geelong, Australia
| | - Afsaneh Koohestani
- Institute for Intelligent Systems Research and Innovations (IISRI), Deakin University, Geelong, Australia
| | | | - Moloud Abdar
- Institute for Intelligent Systems Research and Innovations (IISRI), Deakin University, Geelong, Australia
| | - Adham Beykikhoshk
- Applied Artificial Intelligence Institute, Deakin University, Geelong, Australia
| | - Afshin Shoeibi
- Computer Engineering Department, Ferdowsi University of Mashhad, Mashhad, Iran
- Faculty of Electrical and Computer Engineering, Biomedical Data Acquisition Lab, K. N. Toosi University of Technology, Tehran, Iran
| | - Assef Zare
- Faculty of Electrical Engineering, Gonabad Branch, Islamic Azad University, Gonabad, Iran
| | - Maryam Panahiazar
- Institute for Computational Health Sciences, University of California, San Francisco, USA
| | - Saeid Nahavandi
- Institute for Intelligent Systems Research and Innovations (IISRI), Deakin University, Geelong, Australia
| | - Dipti Srinivasan
- Dept. of Electrical and Computer Engineering, National University of Singapore, Singapore, 117576 Singapore
| | - Amir F. Atiya
- Department of Computer Engineering, Faculty of Engineering, Cairo University, Cairo, 12613 Egypt
| | - U. Rajendra Acharya
- Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore, Singapore
- Department of Biomedical Engineering, School of Science and Technology, Singapore University of Social Sciences, Singapore, Singapore
- Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan
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20
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Affiliation(s)
- Adya Misra
- Public Library of Science, San Francisco, California, United States of America and Cambridge, United Kingdom
- * E-mail:
| | - Sanjay Basu
- Center for Primary Care, Harvard Medical School, Boston, Massachusetts, United States of America
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