Journal article
Global burden and strength of evidence for 88 risk factors in 204 countries and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021
The Lancet (British edition), Vol.403(10440), pp.2162-2203
05/18/2024
DOI: 10.1016/S0140-6736(24)00933-4
PMCID: PMC11120204
PMID: 38762324
Abstract
Background Understanding the health consequences associated with exposure to risk factors is necessary to inform public health policy and practice. To systematically quantify the contributions of risk factor exposures to specific health outcomes, the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2021 aims to provide comprehensive estimates of exposure levels, relative health risks, and attributable burden of disease for 88 risk factors in 204 countries and territories and 811 subnational locations, from 1990 to 2021.
Methods The GBD 2021 risk factor analysis used data from 54 561 total distinct sources to produce epidemiological estimates for 88 risk factors and their associated health outcomes for a total of 631 risk-outcome pairs. Pairs were included on the basis of data-driven determination of a risk-outcome association. Age-sex-location-year-specific estimates were generated at global, regional, and national levels. Our approach followed the comparative risk assessment framework predicated on a causal web of hierarchically organised, potentially combinative, modifiable risks. Relative risks (RRs) of a given outcome occurring as a function of risk factor exposure were estimated separately for each risk-outcome pair, and summary exposure values (SEVs), representing risk-weighted exposure prevalence, and theoretical minimum risk exposure levels (TMRELs) were estimated for each risk factor. These estimates were used to calculate the population attributable fraction (PAF; ie, the proportional change in health risk that would occur if exposure to a risk factor were reduced to the TMREL). The product of PAFs and disease burden associated with a given outcome, measured in disability-adjusted life-years (DALYs), yielded measures of attributable burden (ie, the proportion of total disease burden attributable to a particular risk factor or combination of risk factors). Adjustments for mediation were applied to account for relationships involving risk factors that act indirectly on outcomes via intermediate risks. Attributable burden estimates were stratified by Socio-demographic Index (SDI) quintile and presented as counts, age-standardised rates, and rankings. To complement estimates of RR and attributable burden, newly developed burden of proof risk function (BPRF) methods were applied to yield supplementary, conservative interpretations of risk-outcome associations based on the consistency of underlying evidence, accounting for unexplained heterogeneity between input data from different studies. Estimates reported represent the mean value across 500 draws from the estimate's distribution, with 95% uncertainty intervals (UIs) calculated as the 2.5th and 97.5th percentile values across the draws.
Findings Among the specific risk factors analysed for this study, particulate matter air pollution was the leading contributor to the global disease burden in 2021, contributing 8.0% (95% UI 6.7-9.4) of total DALYs, followed by high systolic blood pressure (SBP; 7.8% [6.4-9.2]), smoking (5.7% [4.7-6.8]), low birthweight and short gestation (5.6% [4.8-6.3]), and high fasting plasma glucose (FPG; 5.4% [4.8-6.0]). For younger demographics (ie, those aged 0-4 years and 5-14 years), risks such as low birthweight and short gestation and unsafe water, sanitation, and handwashing (WaSH) were among the leading risk factors, while for older age groups, metabolic risks such as high SBP, high body-mass index (BMI), high FPG, and high LDL cholesterol had a greater impact. From 2000 to 2021, there was an observable shift in global health challenges, marked by a decline in the number of all-age DALYs broadly attributable to behavioural risks (decrease of 20.7% [13.9-27.7]) and environmental and occupational risks (decrease of 22.0% [15.5-28.8]), coupled with a 49.4% (42.3-56.9) increase in DALYs attributable to metabolic risks, all reflecting ageing populations and changing lifestyles on a global scale. Age-standardised global DALY rates attributable to high BMI and high FPG rose considerably (15.7% [9.9-21.7] for high BMI and 7.9% [3.3-12.9] for high FPG) over this period, with exposure to these risks increasing annually at rates of 1.8% (1.6-1.9) for high BMI and 1.3% (1.1-1.5) for high FPG. By contrast, the global risk-attributable burden and exposure to many other risk factors declined, notably for risks such as child growth failure and unsafe water source, with age-standardised attributable DALYs decreasing by 71.5% (64.4-78.8) for child growth failure and 66.3% (60.2-72.0) for unsafe water source. We separated risk factors into three groups according to trajectory over time: those with a decreasing attributable burden, due largely to declining risk exposure (eg, diet high in trans-fat and household air pollution) but also to proportionally smaller child and youth populations (eg, child and maternal malnutrition); those for which the burden increased moderately in spite of declining risk exposure, due largely to population ageing (eg, smoking); and those for which the burden increased considerably due to both increasing risk exposure and population ageing (eg, ambient particulate matter air pollution, high BMI, high FPG, and high SBP).
Interpretation Substantial progress has been made in reducing the global disease burden attributable to a range of risk factors, particularly those related to maternal and child health, WaSH, and household air pollution. Maintaining efforts to minimise the impact of these risk factors, especially in low SDI locations, is necessary to sustain progress. Successes in moderating the smoking-related burden by reducing risk exposure highlight the need to advance policies that reduce exposure to other leading risk factors such as ambient particulate matter air pollution and high SBP. Troubling increases in high FPG, high BMI, and other risk factors related to obesity and metabolic syndrome indicate an urgent need to identify and implement interventions.
Details
- Title: Subtitle
- Global burden and strength of evidence for 88 risk factors in 204 countries and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021
- Creators
- Michael Brauer - University of WashingtonGregory A. Roth - University of WashingtonAleksandr Y. Aravkin - University of WashingtonPeng Zheng - University of WashingtonKalkidan Hassen Abate - Jimma UniversityYohannes Habtegiorgis Abate - Aleta Wondo Hosp, Dept Clin Governance & Qual Improvement, Aleta Wondo, EthiopiaCristiana Abbafati - Sapienza University of RomeRouzbeh Abbasgholizadeh - Doheny Eye InstituteMadineh Akram Abbasi - Tabriz University of Medical SciencesMohammadreza Abbasian - Harvard UniversityMitra Abbasifard - Rafsanjan University of Medical SciencesMohsen Abbasi-Kangevari - University of TehranSamar Abd ElHafeez - Alexandria UniversitySherief Abd-Elsalam - Tanta UniversityParsa Abdi - Memorial University of NewfoundlandMohammad Abdollahi - University of TehranMeriem Abdoun - University Ferhat Abbas of SetifDeldar Morad Abdulah - University of DuhokAuwal Abdullahi - Bayero University KanoMesfin Abebe - Dilla UniversityAidin Abedi - University of Southern CaliforniaArmita Abedi - Zanjan University of Medical SciencesTadesse M. Abegaz - University of GondarRoberto Ariel Abeldano Zuniga - Univ Sierra Sur, Postgrad Dept, Miahuatlan De Porfirio D, MexicoOlumide Abiodun - Babcock UniversityTemesgen Lera Abiso - Wolaita Sodo UniversityRichard Gyan Aboagye - University of Health and Allied SciencesHassan Abolhassani - University of TehranMohamed Abouzid - Poznan University of Medical SciencesGirma Beressa Aboye - Madda Walabu UniversityLucas Guimaraes Abreu - Federal ReserveHasan Abualruz - Al-Zaytoonah University of JordanBilyaminu Abubakar - Usmanu Danfodiyo UniversityEman Abu-Gharbieh - University of SharjahHana Jihad Jihad Abukhadijah - Hamad Medical CorporationSalahdein Aburuz - United Arab Emirates UniversityAhmed Abu-Zaid - Alfaisal UniversityMesafint Molla Adane - Bahir Dar UniversityIsaac Yeboah Addo - UNSW SydneyGiovanni Addolorato - Fdn Policlin Univ A Gemelli IRCCS, Agostino Gemelli Univ Polyclin IRCCS, Internal Med & Alcohol Related Dis Unit, Rome, ItalyRufus Adesoji Adedoyin - Adekunle Ajasin UniversityVictor Adekanmbi - The University of Texas Medical Branch at GalvestonBashir Aden - Khalifa University of Science and TechnologyJuliana Bunmi Adetunji - Osun State UniversityTemitayo Esther Adeyeoluwa - University of Medical Sciences, OndoRishan Adha - University of MataramAmin Adibi - University of British ColumbiaQorinah EstiningtyasSakilah Adnani - Padjadjaran UniversityLeticia Akua Adzigbli - University of Health and Allied SciencesAanuoluwapo Adeyimika Afolabi - University of IbadanRotimi Felix Afolabi - University of IbadanAshkan Afshin - University of WashingtonShadi Afyouni - Johns Hopkins UniversityMuhammad Sohail Afzal - University of Management and TechnologySaira Afzal - King Edward Medical UniversitySuneth Buddhika Agampodi - Rajarata University of Sri LankaFaith Agbozo - University of Health and Allied SciencesShahin Aghamiri - Shahid Beheshti UniversityAntonella Agodi - University of CataniaAnurag Agrawal - Ashoka UniversityWilliams Agyemang-Duah - Queens UniversityBright Opoku Ahinkorah - University of Technology SydneyAqeel Ahmad - Shaqra UniversityDanish Ahmad - ACTFirdos Ahmad - University of SharjahNoah Ahmad - University of WashingtonShahzaib Ahmad - Miami Canc Inst, Dept Med Oncol, Miami, FL USATauseef Ahmad - Southeast UniversityAli Ahmed - Riphah Inst Pharmaceut Sci, Dept Pharm Practice, Islamabad, PakistanAnisuddin Ahmed - International Centre for Diarrhoeal Disease ResearchAyman Ahmed - University of KhartoumLuai A. Ahmed - United Arab Emirates UniversityMuktar Beshir Ahmed - Jimma UniversitySafoora Ahmed - Jamia HamdardSyed Anees AhmedMarjan Ajami - Shahid Beheshti UniversityGizachew Taddesse Akalu - Millennium Engineering and Integration (United States)Essona Matatom Akara - Minist Hlth, Moyen Mono Hlth Dist, Tohoun, TogoHossein Akbarialiabad - UNSW SydneyShiva Akhlaghi - Ahvaz Jundishapur University of Medical SciencesKarolina Akinosoglou - University of PatrasTomi Akinyemiju - Duke UniversityMohammed Ahmed Akkaif - Fudan UniversitySreelatha Akkala - The University of Texas Health Science Center at HoustonBlessing Akombi-Inyang - UNSW SydneySalah Al Awaidy - Ministry of HealthSyed Mahfuz Al Hasan - Washington University in St. Louis School of MedicineFares Alahdab - The University of Texas Health Science Center at HoustonTareq Mohammed Ali AL-Ahdal - Heidelberg UniversitySamer O. Alalalmeh - Ajman UniversityTariq A. Alalwan - University of BahrainZiyad Al-Aly - Washington University in St. LouisKhurshid Alam - Murdoch UniversityNazmul Alam - Asian University for WomenFahad Mashhour Alanezi - Imam Abdulrahman Bin Faisal UniversityTurki M. Alanzi - Imam Abdulrahman Bin Faisal UniversityAlmaza Albakri - Jordanian Universities Network (Jordan)Mohammad T. AlBataineh - Yarmouk UniversityWafa A. Aldhaleei - Mayo Clinic in FloridaGBD 2021 Risk Factors CollaboratorsDavid C Schwebel (Contributor) - Research Administration
- Resource Type
- Journal article
- Publication Details
- The Lancet (British edition), Vol.403(10440), pp.2162-2203
- DOI
- 10.1016/S0140-6736(24)00933-4
- PMID
- 38762324
- PMCID
- PMC11120204
- NLM abbreviation
- Lancet
- ISSN
- 0140-6736
- eISSN
- 1474-547X
- Publisher
- Elsevier
- Number of pages
- 42
- Grant note
- Bill AMP; Melinda Gates Foundation; CGIAR
- Language
- English
- Date published
- 05/18/2024
- Academic Unit
- Research Administration
- Record Identifier
- 9984949462402771
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