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Published in: Archives of Public Health 1/2023

Open Access 01-12-2023 | Systematic Review

Burden of disease attributable to risk factors in European countries: a scoping literature review

Authors: Vanessa Gorasso, Joana Nazaré Morgado, Periklis Charalampous, Sara M. Pires, Juanita A. Haagsma, João Vasco Santos, Jane Idavain, Che Henry Ngwa, Isabel Noguer, Alicia Padron-Monedero, Rodrigo Sarmiento, Vera Pinheiro, Elena Von der Lippe, Lea Sletting Jakobsen, Brecht Devleesschauwer, Dietrich Plass, The COST Action CA18218 participants

Published in: Archives of Public Health | Issue 1/2023

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Abstract

Objectives

Within the framework of the burden of disease (BoD) approach, disease and injury burden estimates attributable to risk factors are a useful guide for policy formulation and priority setting in disease prevention. Considering the important differences in methods, and their impact on burden estimates, we conducted a scoping literature review to: (1) map the BoD assessments including risk factors performed across Europe; and (2) identify the methodological choices in comparative risk assessment (CRA) and risk assessment methods.

Methods

We searched multiple literature databases, including grey literature websites and targeted public health agencies websites.

Results

A total of 113 studies were included in the synthesis and further divided into independent BoD assessments (54 studies) and studies linked to the Global Burden of Disease (59 papers). Our results showed that the methods used to perform CRA varied substantially across independent European BoD studies. While there were some methodological choices that were more common than others, we did not observe patterns in terms of country, year or risk factor. Each methodological choice can affect the comparability of estimates between and within countries and/or risk factors, since they might significantly influence the quantification of the attributable burden. From our analysis we observed that the use of CRA was less common for some types of risk factors and outcomes. These included environmental and occupational risk factors, which are more likely to use bottom-up approaches for health outcomes where disease envelopes may not be available.

Conclusions

Our review also highlighted misreporting, the lack of uncertainty analysis and the under-investigation of causal relationships in BoD studies. Development and use of guidelines for performing and reporting BoD studies will help understand differences, avoid misinterpretations thus improving comparability among estimates.

Registration

The study protocol has been registered on PROSPERO, CRD42020177477 (available at: https://​www.​crd.​york.​ac.​uk/​PROSPERO/​).
Appendix
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Literature
1.
go back to reference Murray CJ, Acharya AK. Understanding DALYs (disability-adjusted life years). J Health Econ. 1997;16(6):703–30.CrossRefPubMed Murray CJ, Acharya AK. Understanding DALYs (disability-adjusted life years). J Health Econ. 1997;16(6):703–30.CrossRefPubMed
2.
go back to reference Ezzati M, Lopez AD, Rodgers A, Vander Hoorn S, Murray CJL, Comparative Risk Assessment Collaborating Group. Selected major risk factors and global and regional burden of disease. Lancet Lond Engl. 2002;3609343):1347–60. Ezzati M, Lopez AD, Rodgers A, Vander Hoorn S, Murray CJL, Comparative Risk Assessment Collaborating Group. Selected major risk factors and global and regional burden of disease. Lancet Lond Engl. 2002;3609343):1347–60.
3.
go back to reference Murray CJ, Lopez AD. On the comparable quantification of health risks: lessons from the Global Burden of Disease Study. Epidemiol Camb Mass. 1999;10(5):594–605.CrossRef Murray CJ, Lopez AD. On the comparable quantification of health risks: lessons from the Global Burden of Disease Study. Epidemiol Camb Mass. 1999;10(5):594–605.CrossRef
4.
5.
go back to reference Charalampous P, Gorasso V, Plass D, Pires SM, von der Lippe E, Mereke A, et al. Burden of non-communicable disease studies in Europe: a systematic review of data sources and methodological choices. Eur J Public Health. 2022;32(2):289–96.CrossRefPubMedPubMedCentral Charalampous P, Gorasso V, Plass D, Pires SM, von der Lippe E, Mereke A, et al. Burden of non-communicable disease studies in Europe: a systematic review of data sources and methodological choices. Eur J Public Health. 2022;32(2):289–96.CrossRefPubMedPubMedCentral
6.
go back to reference Polinder S, Haagsma JA, Stein C, Havelaar AH. Systematic review of general burden of disease studies using disability-adjusted life years. Popul Health Metr. 2012;10(1):21.CrossRefPubMedPubMedCentral Polinder S, Haagsma JA, Stein C, Havelaar AH. Systematic review of general burden of disease studies using disability-adjusted life years. Popul Health Metr. 2012;10(1):21.CrossRefPubMedPubMedCentral
7.
go back to reference Charalampous P, Pallari E, Gorasso V, von der Lippe E, Devleesschauwer B, Pires SM, et al. Methodological considerations in injury burden of disease studies across Europe: a systematic literature review. BMC Public Health. 2022;22(1):1564.CrossRefPubMedPubMedCentral Charalampous P, Pallari E, Gorasso V, von der Lippe E, Devleesschauwer B, Pires SM, et al. Methodological considerations in injury burden of disease studies across Europe: a systematic literature review. BMC Public Health. 2022;22(1):1564.CrossRefPubMedPubMedCentral
8.
go back to reference Pega F, Momen NC, Ujita Y, Driscoll T, Whaley P. Systematic reviews and meta-analyses for the WHO/ILO Joint Estimates of the Work-related Burden of Disease and Injury. Environ Int. 2021;155: 106605.CrossRefPubMedPubMedCentral Pega F, Momen NC, Ujita Y, Driscoll T, Whaley P. Systematic reviews and meta-analyses for the WHO/ILO Joint Estimates of the Work-related Burden of Disease and Injury. Environ Int. 2021;155: 106605.CrossRefPubMedPubMedCentral
9.
go back to reference Devleesschauwer B. European burden of disease network: strengthening the collaboration. Eur J Public Health. 2020;30(1):2–3.CrossRefPubMed Devleesschauwer B. European burden of disease network: strengthening the collaboration. Eur J Public Health. 2020;30(1):2–3.CrossRefPubMed
10.
go back to reference Tacconelli E. Systematic reviews: CRD’s guidance for undertaking reviews in health care. Lancet Infect Dis. 2010;10(4):226.CrossRef Tacconelli E. Systematic reviews: CRD’s guidance for undertaking reviews in health care. Lancet Infect Dis. 2010;10(4):226.CrossRef
12.
go back to reference Murray CJ. Quantifying the burden of disease: the technical basis for disability-adjusted life years. Bull World Health Organ. 1994;72(3):429–45.PubMedPubMedCentral Murray CJ. Quantifying the burden of disease: the technical basis for disability-adjusted life years. Bull World Health Organ. 1994;72(3):429–45.PubMedPubMedCentral
14.
go back to reference GBD 2019 Diseases and Injuries Collaborators. Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet Lond Engl. 2020;396(10258):1204–22. GBD 2019 Diseases and Injuries Collaborators. Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet Lond Engl. 2020;396(10258):1204–22.
16.
go back to reference Valent F, Little D, Bertollini R, Nemer LE, Barbone F, Tamburlini G. Burden of disease attributable to selected environmental factors and injury among children and adolescents in Europe. Lancet Lond Engl. 2004;363(9426):2032–9.CrossRef Valent F, Little D, Bertollini R, Nemer LE, Barbone F, Tamburlini G. Burden of disease attributable to selected environmental factors and injury among children and adolescents in Europe. Lancet Lond Engl. 2004;363(9426):2032–9.CrossRef
17.
go back to reference Kassomenos PA, Dimitriou K, Paschalidou AK. Human health damage caused by particulate matter PM10 and ozone in urban environments: the case of Athens Greece. Environ Monit Assess. 2013;185(8):6933–42.CrossRefPubMed Kassomenos PA, Dimitriou K, Paschalidou AK. Human health damage caused by particulate matter PM10 and ozone in urban environments: the case of Athens Greece. Environ Monit Assess. 2013;185(8):6933–42.CrossRefPubMed
18.
go back to reference Papadimitriou N, Tsilidis KK, Orfanos P, Benetou V, Ntzani EE, Soerjomataram I, et al. Burden of hip fracture using disability-adjusted life-years: a pooled analysis of prospective cohorts in the CHANCES consortium. Lancet Public Health. 2017;2(5):e239–46.CrossRefPubMed Papadimitriou N, Tsilidis KK, Orfanos P, Benetou V, Ntzani EE, Soerjomataram I, et al. Burden of hip fracture using disability-adjusted life-years: a pooled analysis of prospective cohorts in the CHANCES consortium. Lancet Public Health. 2017;2(5):e239–46.CrossRefPubMed
19.
go back to reference Tsilidis KK, Papadimitriou N, Capothanassi D, Bamia C, Benetou V, Jenab M, et al. Burden of cancer in a large consortium of prospective cohorts in Europe. J Natl Cancer Inst. 2016;108(10):djw127.CrossRef Tsilidis KK, Papadimitriou N, Capothanassi D, Bamia C, Benetou V, Jenab M, et al. Burden of cancer in a large consortium of prospective cohorts in Europe. J Natl Cancer Inst. 2016;108(10):djw127.CrossRef
20.
go back to reference Lelieveld J, Klingmüller K, Pozzer A, Pöschl U, Fnais M, Daiber A, et al. Cardiovascular disease burden from ambient air pollution in Europe reassessed using novel hazard ratio functions. Eur Heart J. 2019;40(20):1590–6.CrossRefPubMedPubMedCentral Lelieveld J, Klingmüller K, Pozzer A, Pöschl U, Fnais M, Daiber A, et al. Cardiovascular disease burden from ambient air pollution in Europe reassessed using novel hazard ratio functions. Eur Heart J. 2019;40(20):1590–6.CrossRefPubMedPubMedCentral
22.
go back to reference Agardh EE, Sidorchuk A, Hallqvist J, Ljung R, Peterson S, Moradi T, et al. Burden of type 2 diabetes attributed to lower educational levels in Sweden. Popul Health Metr. 2011;9:60.CrossRefPubMedPubMedCentral Agardh EE, Sidorchuk A, Hallqvist J, Ljung R, Peterson S, Moradi T, et al. Burden of type 2 diabetes attributed to lower educational levels in Sweden. Popul Health Metr. 2011;9:60.CrossRefPubMedPubMedCentral
23.
go back to reference Holnicki P, Tainio M, Kałuszko A, Nahorski Z. Burden of mortality and disease attributable to multiple air pollutants in Warsaw, Poland. Int J Environ Res Public Health. 2017;14(11):E1359.CrossRef Holnicki P, Tainio M, Kałuszko A, Nahorski Z. Burden of mortality and disease attributable to multiple air pollutants in Warsaw, Poland. Int J Environ Res Public Health. 2017;14(11):E1359.CrossRef
24.
go back to reference Paunovic K, Belojević G. Burden of myocardial infarction attributable to road-traffic noise: a pilot study in Belgrade. Noise Health. 2014;16(73):374–9.CrossRefPubMed Paunovic K, Belojević G. Burden of myocardial infarction attributable to road-traffic noise: a pilot study in Belgrade. Noise Health. 2014;16(73):374–9.CrossRefPubMed
25.
go back to reference Rehm J, Taylor B, Roerecke M, Patra J. Alcohol consumption and alcohol-attributable burden of disease in Switzerland, 2002. Int J Public Health. 2007;52(6):383–92.CrossRefPubMed Rehm J, Taylor B, Roerecke M, Patra J. Alcohol consumption and alcohol-attributable burden of disease in Switzerland, 2002. Int J Public Health. 2007;52(6):383–92.CrossRefPubMed
26.
go back to reference Rothman KJ, Greenland S. Causation and causal inference in epidemiology. Am J Public Health. 2005;95(Suppl 1):S144-150.CrossRefPubMed Rothman KJ, Greenland S. Causation and causal inference in epidemiology. Am J Public Health. 2005;95(Suppl 1):S144-150.CrossRefPubMed
27.
go back to reference Tod E, McCartney G, Fischbacher C, Stockton D, Lewsey J, Grant I, et al. What causes the burden of stroke in Scotland? A comparative risk assessment approach linking the Scottish Health Survey to administrative health data. PLoS ONE. 2019;14(7): e0216350.CrossRefPubMedPubMedCentral Tod E, McCartney G, Fischbacher C, Stockton D, Lewsey J, Grant I, et al. What causes the burden of stroke in Scotland? A comparative risk assessment approach linking the Scottish Health Survey to administrative health data. PLoS ONE. 2019;14(7): e0216350.CrossRefPubMedPubMedCentral
28.
go back to reference De Oliveira MJ, Boué G, Guillou S, Pierre F, Membré JM. Estimation of the burden of disease attributable to red meat consumption in France: Influence on colorectal cancer and cardiovascular diseases. Food Chem Toxicol Int J Publ Br Ind Biol Res Assoc. 2019;130:174–86.CrossRef De Oliveira MJ, Boué G, Guillou S, Pierre F, Membré JM. Estimation of the burden of disease attributable to red meat consumption in France: Influence on colorectal cancer and cardiovascular diseases. Food Chem Toxicol Int J Publ Br Ind Biol Res Assoc. 2019;130:174–86.CrossRef
29.
go back to reference Jakobsen LS, Granby K, Knudsen VK, Nauta M, Pires SM, Poulsen M. Burden of disease of dietary exposure to acrylamide in Denmark. Food Chem Toxicol Int J Publ Br Ind Biol Res Assoc. 2016;90:151–9.CrossRef Jakobsen LS, Granby K, Knudsen VK, Nauta M, Pires SM, Poulsen M. Burden of disease of dietary exposure to acrylamide in Denmark. Food Chem Toxicol Int J Publ Br Ind Biol Res Assoc. 2016;90:151–9.CrossRef
30.
go back to reference Orru H, Teinemaa E, Lai T, Tamm T, Kaasik M, Kimmel V, et al. Health impact assessment of particulate pollution in Tallinn using fine spatial resolution and modeling techniques. Environ Health Glob Access Sci Source. 2009;8:7. Orru H, Teinemaa E, Lai T, Tamm T, Kaasik M, Kimmel V, et al. Health impact assessment of particulate pollution in Tallinn using fine spatial resolution and modeling techniques. Environ Health Glob Access Sci Source. 2009;8:7.
31.
go back to reference Dzhambov A, Dimitrova D. Road traffic noise and annoyance: exposure-response relationship and burden of disease calculations in Bulgaria. Scr Sci Medica. 2015;47(2):22. Dzhambov A, Dimitrova D. Road traffic noise and annoyance: exposure-response relationship and burden of disease calculations in Bulgaria. Scr Sci Medica. 2015;47(2):22.
32.
go back to reference May AM, Struijk EA, Fransen HP, Onland-Moret NC, de Wit GA, Boer JMA, et al. The impact of a healthy lifestyle on Disability-Adjusted Life Years: a prospective cohort study. BMC Med. 2015;13:39.CrossRefPubMedPubMedCentral May AM, Struijk EA, Fransen HP, Onland-Moret NC, de Wit GA, Boer JMA, et al. The impact of a healthy lifestyle on Disability-Adjusted Life Years: a prospective cohort study. BMC Med. 2015;13:39.CrossRefPubMedPubMedCentral
33.
go back to reference Meijerink H, White RA, Løvlie A, de Blasio BF, Dalgard O, Amundsen EJ, et al. Modelling the burden of hepatitis C infection among people who inject drugs in Norway, 1973–2030. BMC Infect Dis. 17(1):541. Meijerink H, White RA, Løvlie A, de Blasio BF, Dalgard O, Amundsen EJ, et al. Modelling the burden of hepatitis C infection among people who inject drugs in Norway, 1973–2030. BMC Infect Dis. 17(1):541.
34.
go back to reference Muliyala KP, Varghese M. The complex relationship between depression and dementia. Ann Indian Acad Neurol. 2010;13(Suppl 2):S69-73.PubMedPubMedCentral Muliyala KP, Varghese M. The complex relationship between depression and dementia. Ann Indian Acad Neurol. 2010;13(Suppl 2):S69-73.PubMedPubMedCentral
35.
go back to reference Plass D, Hilderink H, Lehtomäki H, Øverland S, Eikemo TA, Lai T, et al. Estimating risk factor attributable burden – challenges and potential solutions when using the comparative risk assessment methodology. Arch Public Health. 2022;80(1):148.CrossRefPubMedPubMedCentral Plass D, Hilderink H, Lehtomäki H, Øverland S, Eikemo TA, Lai T, et al. Estimating risk factor attributable burden – challenges and potential solutions when using the comparative risk assessment methodology. Arch Public Health. 2022;80(1):148.CrossRefPubMedPubMedCentral
Metadata
Title
Burden of disease attributable to risk factors in European countries: a scoping literature review
Authors
Vanessa Gorasso
Joana Nazaré Morgado
Periklis Charalampous
Sara M. Pires
Juanita A. Haagsma
João Vasco Santos
Jane Idavain
Che Henry Ngwa
Isabel Noguer
Alicia Padron-Monedero
Rodrigo Sarmiento
Vera Pinheiro
Elena Von der Lippe
Lea Sletting Jakobsen
Brecht Devleesschauwer
Dietrich Plass
The COST Action CA18218 participants
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Archives of Public Health / Issue 1/2023
Electronic ISSN: 2049-3258
DOI
https://doi.org/10.1186/s13690-023-01119-x

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