ArticleArchives of public health = Archives belges de sante publique2022
Estimating risk factor attributable burden - challenges and potential solutions when using the comparative risk assessment methodology.
Article in Archives of public health = Archives belges de sante publique, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 3 of them syntheses that pooled it.
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Who cites it
17 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Impact of ultra-processed foods consumption on the burden of obesity and type 2 diabetes in Belgium: a comparative risk assessment.BMC public health · 2025Pooled it
- Environmental burden of disease resulting from long-term nitrogen dioxide exposure in Germany.BMC public health · 2025Pooled it
- Emission reduction strategies and health: a systematic review on the tools and methods to assess co-benefits.BMJ open · 2024Pooled it
- A standardised approach to systematically select risk-outcome pairs in environmental burden of disease research.Population health metrics · 2026Article
- Leveraging Artificial Intelligence in Allergy, Asthma, and Immunology With Environmental Exposures.Allergy · 2026Review
- Investigations of a multi-objective diet optimization model including human health, environment, and observed dietary intake.Food & nutrition research · 2026Article
- Global and regional burden of liver cancer attributable to drug use in elderly patients: a 1990-2021 analysis from the GBD study.Frontiers in oncology · 2026Article
- Dietary Risk Factors and Associated Disease Burden Among Chinese Adults Aged 25 Years and Older: Systematic Analysis of the Global Burden of Disease Study 2021.JMIR public health and surveillance · 2025Observational
- Impact of healthy and sustainable diets on the mortality burden from cardiometabolic diseases and colorectal cancer in Mexican adults: a modeling study.BMC public health · 2025Article
- Local approach to attributable disease burden: a case study on air pollution and mortality in Belgium.BMC public health · 2025Article
- Global trends and forecasts of nonalcoholic steatohepatitis causing liver cancer incidence and deaths.Frontiers in oncology · 2025Article
- A preliminary estimate of the environmental burden of disease associated with exposure to pyrethroid insecticides and ADHD in Europe based on human biomonitoring.Environmental health : a global access science source · 2024Article
- Standardised reporting of burden of disease studies: the STROBOD statement.Population health metrics · 2024Article
- Mortality burden of cardiovascular disease attributable to ambient PMBMC public health · 2024Article
- Increasing Racial and Ethnic Disparities in Ambient Air Pollution-Attributable Morbidity and Mortality in the United States.Environmental health perspectives · 2024Article
- Climate Change Adaptation Methods for Public Health Prevention in Australia: an Integrative Review.Current environmental health reports · 2024Review
- Burden of disease attributable to risk factors in European countries: a scoping literature review.Archives of public health = Archives belges de sante publique · 2023Article
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8 authors.
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Abstract
backgroundBurden of disease analyses quantify population health and provide comprehensive overviews of the health status of countries or specific population groups. The comparative risk assessment (CRA) methodology is commonly used to estimate the share of the burden attributable to risk factors. The aim of this paper is to identify and address some selected important challenges associated with CRA, illustrated by examples, and to discuss ways to handle them. Further, the main challenges are addressed and finally, similarities and differences between CRA and health impact assessments (HIA) are discussed, as these concepts are sometimes referred to synonymously but have distinctly different applications.
resultsCRAs are very data demanding. One key element is the exposure-response relationship described e.g. by a mathematical function. Combining estimates to arrive at coherent functions is challenging due to the large variability in risk exposure definitions and data quality. Also, the uncertainty attached to this data is difficult to account for. Another key issue along the CRA-steps is to define a theoretical minimal risk exposure level for each risk factor. In some cases, this level is evident and self-explanatory (e.g., zero smoking), but often more difficult to define and justify (e.g., ideal consumption of whole grains). CRA combine all relevant information and allow to estimate population attributable fractions (PAFs) quantifying the proportion of disease burden attributable to exposure. Among many available formulae for PAFs, it is important to use the one that allows consistency between definitions, units of the exposure data, and the exposure response functions. When combined effects of different risk factors are of interest, the non-additive nature of PAFs and possible mediation effects need to be reflected. Further, as attributable burden is typically calculated based on current exposure and current health outcomes, the time dimensions of risk and outcomes may become inconsistent. Finally, the evidence of the association between exposure and outcome can be heterogeneous which needs to be considered when interpreting CRA results.
conclusionsThe methodological challenges make transparent reporting of input and process data in CRA a necessary prerequisite. The evidence for causality between included risk-outcome pairs has to be well established to inform public health practice.
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