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June 2, 2024
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Estimates, trends, and drivers of the global burden of type 2 diabetes attributable to PM2·5 air pollution, 1990–2019: an analysis of data from the Global Burden of Disease Study 2019

Publicated to:Lancet Planet Health. 6 (7): e586-e600 - 2022-01-01 6(7), DOI: 10.1016/S2542-5196(22)00122-X

Authors: Burkart K; Causey K; Cohen AJ; Wozniak SS; Salvi DD; Abbafati C; Adekanmbi V; Adsuar JC; Ahmadi K; Alahdab F; Al-Aly Z; Alipour V; Alvis-Guzman N; Amegah AK; Andrei CL; Andrei T; Ansari F; Arabloo J; Aremu O; Aripov T; Babaee E; Banach M; Barnett A; Bärnighausen TW; Bedi N; Behzadifar M; Béjot Y; Bennett DA; Bensenor IM; Bernstein RS; Bhattacharyya K; Bijani A; Biondi A; Bohlouli S; Breitner S; Brenner H; Butt ZA; Cámera LA; Cantu-Brito C; Carvalho F; Cerin E; Chattu VK; Chauhan BG; Choi J-YJ; Chu D-T; Dai X; Dandona L; Dandona R; Daryani A; Davletov K; De Courten B; Demeke FM; Denova-Gutiérrez E; Dharmaratne SD; Dhimal M; Diaz D; Djalalinia S; Duncan BB; El Sayed Zaki M; Eskandarieh S; Fareed M; Farzadfar F; Fattahi N; Fazlzadeh M; Fernandes E; Filip I; Fischer F; Foigt NA; Freitas M; Ghashghaee A; Gill PS; Ginawi IA; Gopalani SV; Guo Y; Gupta RD; Habtewold TD; Hamadeh RR; Hamidi S; Hankey GJ; Hasanpoor E; Hassen HY; Hay SI; Heibati B; Hole MK; Hossain N; Househ M; Irvani SSN; Jaafari J; Jakovljevic M; Jha RP; Jonas JB; Jozwiak JJ; Kasaeian A; Kaydi N; Khader YS; Khafaie MA; Khan EA; Khan J; Khan MN; Khatab K; Khater AM; Kim YJ; Kimokoti RW; Kisa A; Kivimäki M; Knibbs LD; Kosen S; Koul PA; Koyanagi A; Defo BK; Kugbey N; Lauriola P; Lee PH; Leili M; Lewycka S; Li S; Lim L-L; Linn S; Liu Y; Lorkowski S; Mahasha PW; Mahotra NB; Majeed A; Maleki A; Malekzadeh R; Mamun AA; Manafi N; Martini S; Meharie BG; Menezes RG; Mestrovic T; Miazgowski B; Miazgowski T; Miller TR; Mini GK; Mirica A; Mirrakhimov EM; Mohajer B; Mohammed S; Mohan V; Mokdad AH; Monasta L; Moraga P; Morrison SD; Mueller UO; Mukhopadhyay S; Mustafa G; Muthupandian S; Naik G; Nangia V; Ndwandwe DE; Negoi RI; Ningrum DNA; Noubiap JJ; Ogbo FA; Olagunju AT; Onwujekwe OE; Ortiz A; Owolabi MO; Mahesh PA; Panda-Jonas S; Park E-K; Kan FP; Pirsaheb M; Postma MJ; Pourjafar H; Radfar A; Rafiei A; Rahim F; Rahimi-Movaghar V; Rahman MA; Rai RK; Ranabhat CL; Raoofi S; Rawal L; Renzaho AMN; Rezapour A; Ribeiro D; Roever L; Ronfani L; Sabour S; Saddik B; Sadeghi E; Moghaddam SS; Sahebkar A; Sahraian MA; Salimzadeh H; Salvi SS; Samy AM; Sanabria J; Sarmiento-Suárez R; Sathish T; Schmidt MI; Schutte AE; Sepanlou SG; Shaikh MA; Sharafi K; Sheikh A; Shigematsu M; Shiri R; Shirkoohi R; Shuval K; Soyiri IN; Tabarés-Seisdedos R; Tefera YM; Tehrani-Banihashemi A; Temsah M-H; Thankappan KR; Topor-Madry R; Car LT; Ullah I; Vacante M; Valdez PR; Vasankari TJ; Violante FS; Waheed Y; Wolfe CDA; Yamada T; Yonemoto N; Yu C; Zaman SB; Zhang Y; Zodpey S; Lim SS; Stanaway JD; Brauer M

Affiliations

Applied Biomedical Research Center; Mashhad University of Medical Sciences; Mashhad; Iran; Biotechnology Research Center; Mashhad University of Medical Sciences; Mashhad; Iran - Author
Argentine Society of Medicine; Buenos Aires; Argentina; Velez Sarsfield Hospital; Buenos Aires; Argentina - Author
Associated Laboratory for Green Chemistry (LAQV); University of Porto; Porto; Portugal - Author
Associated Laboratory for Green Chemistry (LAQV); University of Porto; Porto; Portugal; Faculty of Agrarian Sciences and Environment; University of the Azores; Angra do Heroísmo; Portugal - Author
Biomedical Research Networking Center for Mental Health Network (CIBERSAM); San Juan de Dios Sanitary Park; Sant Boi de Llobregat; Spain; Catalan Institution for Research and Advanced Studies (ICREA); Barcelona; Spain - Author
Cancer Research Center; Tehran University of Medical Sciences; Tehran; Iran; Cancer Biology Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
Cardiology Department; Carol Davila University of Medicine and Pharmacy; Bucharest; Romania - Author
Center for Biomedicine and Community Health; VNU-International School; Hanoi; Viet Nam - Author
Center for Environmental and Respiratory Health Research; University of Oulu; Oulu; Finland - Author
Center for Innovation in Medical Education; Pomeranian Medical University; Szczecin; Poland - Author
Center for Nutrition and Health Research; National Institute of Public Health; Cuernavaca; Mexico - Author
Center of Complexity Sciences; National Autonomous University of Mexico; Mexico City; Mexico; Faculty of Veterinary Medicine and Zootechnics; Autonomous University of Sinaloa; Culiacán Rosales; Mexico - Author
Centre for Heart Rhythm Disorders; University of Adelaide; Adelaide; SA; Australia - Author
Centre for Tropical Medicine and Global Health; University of Oxford; Oxford; United Kingdom; Oxford University Clinical Research Unit; Wellcome Trust Asia Programme; Hanoi; Viet Nam - Author
Clinical Epidemiology and Public Health Research Unit; Burlo Garofolo Institute for Maternal and Child Health; Trieste; Italy - Author
Clinical Microbiology and Parasitology Unit; Dr. Zora Profozic Polyclinic; Zagreb; Croatia; University Centre Varazdin; University North; Varazdin; Croatia - Author
Clinical Research Division; Chest Research Foundation; Pune; India - Author
Cochrane South Africa; South African Medical Research Council; Cape Town; South Africa - Author
College of Medicine; Imam Mohammad Ibn Saud Islamic University; Riyadh; Saudi Arabia - Author
College of Medicine; University of Central Florida; Orlando; FL; United States - Author
College of Science and Engineering; Hamad Bin Khalifa University; Doha; Qatar - Author
Comprehensive Cancer Center; University of Alabama at Birmingham; Birmingham; AL; United States - Author
Computer; Electrical; and Mathematical Sciences and Engineering Division; King Abdullah University of Science and Technology; Thuwal; Saudi Arabia - Author
Department of Anatomy and Embryology; Carol Davila University of Medicine and Pharmacy; Bucharest; Romania; Cardio-Aid; Bucharest; Romania - Author
Department of Biomedical Science; University of Cape Coast; Cape Coast; Ghana - Author
Department of Clinical physiology; Tribhuvan University; Kathmandu; Nepal - Author
Department of Clinical Research; Federal University of Uberlândia; Uberlândia; Brazil - Author
Department of Community and Family Medicine; Iran University of Medical Sciences; Tehran; Iran - Author
Department of Community Medicine; Datta Meghe Institute of Medical Sciences; Sawangi; India; Saveetha Medical College; Saveetha University; Chennai; India - Author
Department of Community Medicine; Dr Baba Saheb Ambedkar Medical College & Hospital; Delhi; India; Department of Community Medicine; Banaras Hindu University; Varanasi; India - Author
Department of Demography; University of Montreal; Montreal; QC; Canada; Department of Social and Preventive Medicine; University of Montreal; Montreal; QC; Canada - Author
Department of Diabetes and Metabolic Diseases; University of Tokyo; Tokyo; Japan - Author
Department of Diabetology; Madras Diabetes Research Foundation; Chennai; India; Department of Diabeteology; Dr. Mohan's Diabetes Specialities Centre; Chennai; India - Author
Department of Endocrinology & Metabolism; Institute of Post-Graduate Medical Education and Research; Seth Sukhlal Karnani Memorial Hospital; Kolkata; India - Author
Department of Entomology; Ain Shams University; Cairo; Egypt - Author
Department of Environmental Health Engineering; Guilan University of Medical Sciences; Rasht; Iran - Author
Department of Environmental Health Engineering; Hamadan University of Medical Sciences; Hamadan; Iran - Author
Department of Environmental Health Engineering; Tehran University of Medical Sciences; Tehran; Iran; Department of Environmental Health Engineering; Ardabil University of Medical Science; Ardabil; Iran - Author
Department of Environmental Health Engineering; Tehran University of Medical Sciences; Tehran; Iran; Environmental Health Research Center; Kurdistan University of Medical Sciences; Sanandaj; Iran - Author
Department of Environmental Health; Wollo University; Dessie; Ethiopia; School of Public Health; University of Adelaide; Adelaide; SA; Australia - Author
Department of Epidemiology and Biostatistics; Health Services Academy; Islamabad; Pakistan - Author
Department of Epidemiology and Biostatistics; University of South Carolina; Columbia; SC; United States; Centre for Non-communicable Diseases and Nutrition; BRAC University; Dhaka; Bangladesh - Author
Department of Epidemiology and Biostatistics; Wuhan University; Wuhan; China - Author
Department of Epidemiology and Preventive Medicine; Monash University; Melbourne; VIC; Australia; Department of Epidemiology; Binzhou Medical University; Yantai City; China - Author
Department of Epidemiology and Public Health; University College London; London; United Kingdom; Department of Public Health; University of Helsinki; Helsinki; Finland - Author
Department of Epidemiology; Shahid Beheshti University of Medical Sciences; Tehran; Iran - Author
Department of Family and Community Medicine; Arabian Gulf University; Manama; Bahrain - Author
Department of Family Medicine and Public Health; University of Opole; Opole; Poland - Author
Department of General Surgery and Medical-Surgical Specialties; University of Catania; Catania; Italy - Author
Department of Health and Society; Faculty of Medicine; University of Applied and Environmental Sciences; Bogota; Colombia; National School of Public Health; Carlos III Health Institute; Madrid; Spain - Author
Department of Health Metrics Sciences; School of Medicine; University of Washington; Seattle; WA; United States; Institute for Health Metric and Evaluations; University of Washington; Seattle; WA; United States; Department of Community Medicine; Universit - Author
Department of Health Sciences; University of Leicester; Leicester; United Kingdom - Author
Department of Healthcare Management; Maragheh University of Medical Sciences; Maragheh; Iran - Author
Department of Hypertension; Medical University of Lodz; Lodz; Poland; Polish Mothers' Memorial Hospital Research Institute; Lodz; Poland - Author
Department of Immunology; Mazandaran University of Medical Sciences; Sari; Iran; Molecular and Cell Biology Research Center; Mazandaran University of Medical Sciences; Sari; Iran - Author
Department of Internal and Pulmonary Medicine; Sheri Kashmir Institute of Medical Sciences; Srinagar; India - Author
Department of Internal Medicine; University of São Paulo; São Paulo; Brazil - Author
Department of Juridical and Economic Studies; La Sapienza University; Rome; Italy - Author
Department of Life Sciences; University of Management and Technology; Lahore; Pakistan; Pakistan Council for Science and Technology; Ministry of Science and Technology; Islamabad; Pakistan - Author
Department of Medical and Surgical Sciences; University of Bologna; Bologna; Italy; Occupational Health Unit; Sant'Orsola Malpighi Hospital; Bologna; Italy - Author
Department of Medical Humanities and Social Medicine; Kosin University; Busan; South Korea - Author
Department of Medical Laboratory Sciences; Bahir Dar University; Bahir Dar; Ethiopia - Author
Department of Medical Microbiology and Immunology; Mekelle University; Mekelle; Ethiopia; Saveetha Dental College; Saveetha Institute of Medical and Technical Sciences (SIMATS); Chennai; India - Author
Department of Medicine; Autonomous University of Madrid; Madrid; Spain; Department of Nephrology and Hypertension; The Institute for Health Research Foundation; Jiménez Díaz University Hospital; Madrid; Spain - Author
Department of Medicine; University of Ibadan; Ibadan; Nigeria; Department of Medicine; University College Hospital; Ibadan; Ibadan; Nigeria - Author
Department of Medicine; University of Malaya; Kuala Lumpur; Malaysia; Department of Medicine and Therapeutics; The Chinese University of Hong Kong; Shatin; Hong Kong - Author
Department of Medicine; University of Valencia; Valencia; Spain; Carlos III Health Institute; Biomedical Research Networking Center for Mental Health Network (CiberSAM); Madrid; Spain - Author
Department of Neurology; Salvador Zubiran National Institute of Medical Sciences and Nutrition; Mexico City; Mexico - Author
Department of Neurology; University Hospital of Dijon; Dijon; France; Dijon Stroke Registry - UFR Sciences Santé; University of Burgundy; Dijon; France - Author
Department of Neuropsychopharmacology; National Center of Neurology and Psychiatry; Kodaira; Japan; Department of Public Health; Juntendo University; Tokyo; Japan - Author
Department of Nutrition and Food Sciences; Maragheh University of Medical Sciences; Maragheh; Iran; Dietary Supplements and Probiotic Research Center; Alborz University of Medical Sciences; Karaj; Iran - Author
Department of Nutrition; Simmons University; Boston; MA; United States - Author
Department of Pediatric Medicine; The Children's Hospital; The Institute of Child Health; Multan; Pakistan; Department of Pediatrics & Pediatric Pulmonology; Institute of Mother & Child Care; Multan; Pakistan - Author
Department of Pediatrics; University of Texas Austin; Austin; TX; United States - Author
Department of Pharmacology and Therapeutics; University of Nigeria Nsukka; Enugu; Nigeria - Author
Department of Pharmacology; Bangladesh Industrial Gases Limited; Tangail; Bangladesh - Author
Department of Pharmacy; Wollo University; Dessie; Ethiopia - Author
Department of Population Medicine; Cardiff University; Cardiff; United Kingdom - Author
Department of Population Science; Jatiya Kabi Kazi Nazrul Islam University; Mymensingh; Bangladesh - Author
Department of Population Studies; Mumbai; India - Author
Department of Primary and Interdisciplinary Care; University Hospital Antwerp; Antwerp; Belgium; Department of Public Health; Mizan-Tepi University; Mizan Teferi; Ethiopia - Author
Department of Primary Care and Public Health; Imperial College London; London; United Kingdom - Author
Department of Propedeutics of Internal Diseases & Arterial Hypertension; Pomeranian Medical University; Szczecin; Poland - Author
Department of Psychiatry and Behavioural Neurosciences; McMaster University; Hamilton; ON; Canada; Department of Psychiatry; University of Lagos; Lagos; Nigeria - Author
Department of Public Health and Community Medicine; Central University of Kerala; Kasaragod; India - Author
Department of Public Health; Birmingham City University; Birmingham; United Kingdom - Author
Department of Public Health; Jordan University of Science and Technology; Irbid; Jordan - Author
Department of Quantitative Economics; Maastricht University; Maastricht; Netherlands - Author
Department of Respiratory Medicine; Jagadguru Sri Shivarathreeswara Academy of Health Education and Research; Mysore; India - Author
Department of Statistical and Computational Genomics; National Institute of Biomedical Genomics; Kalyani; India; Department of Statistics; University of Calcutta; Kolkata; India - Author
Department of Statistics and Econometrics; Bucharest University of Economic Studies; Bucharest; Romania - Author
Department of Surgery; Marshall University; Huntington; WV; United States; Department of Nutrition and Preventive Medicine; Case Western Reserve University; Cleveland; OH; United States - Author
Department of Veterinary Medicine; Islamic Azad University; Kermanshah; Iran - Author
Development of Research and Technology Center; Ministry of Health and Medical Education; Tehran; Iran - Author
Digestive Diseases Research Institute; Tehran University of Medical Sciences; Tehran; Iran - Author
Digestive Diseases Research Institute; Tehran University of Medical Sciences; Tehran; Iran; Non-communicable Disease Research Center; Shiraz University of Medical Sciences; Shiraz; Iran - Author
Division of Biomedical Informatics; Seoul National University Hospital; Seoul; South Korea - Author
Division of Clinical Epidemiology and Aging Research; German Cancer Research Center; Heidelberg; Germany - Author
Division of General Internal Medicine; Harvard University; Boston; MA; United States; Centre for Medical Informatics; University of Edinburgh; Edinburgh; United Kingdom - Author
Division of Plastic and Reconstructive Surgery; University of Washington; Seattle; WA; United States - Author
Doheny Eye Institute; University of California Los Angeles; Los Angeles; CA; United States - Author
Environmental Health Department; Ahvaz Jundishapur University of Medical Sciences; Ahvaz; Iran - Author
Faculty of Health and Wellbeing; Sheffield Hallam University; Sheffield; United Kingdom; College of Arts and Sciences; Ohio University; Zanesville; OH; United States - Author
Faculty of Public Health; Universitas Airlangga (Airlangga University); Surabaya; Indonesia; Indonesian Public Health Association; Surabaya; Indonesia - Author
Family Medicine Research Center; Ministry of Health; Hail; Saudi Arabia - Author
Federal Institute for Population Research; Wiesbaden; Germany; Center for Population and Health; Wiesbaden; Germany - Author
Finnish Institute of Occupational Health; Helsinki; Finland - Author
Forensic Medicine Division; Imam Abdulrahman Bin Faisal University; Dammam; Saudi Arabia - Author
Foundation University Medical College; Foundation University Islamabad; Islamabad; Pakistan - Author
Global Institute of Public Health; Ananthapuri Hospitals and Research Institute; Trivandrum; India; Women's Social and Health Studies Foundation; Trivandrum; India - Author
Grants; Innovation and Product Development Unit; South African Medical Research Council; Cape Town; South Africa - Author
Guangdong Provincial People's Hospital; Guangdong Academy of Medical Sciences and General Hospital; Guangzhou; China; Guangdong Provincial People's Hospital; Southern University of Science and Technology; Guangzhou; China - Author
Health Management and Economics Research Center; Iran University of Medical Sciences; Tehran; Iran - Author
Health Management and Economics Research Center; Iran University of Medical Sciences; Tehran; Iran; Department of Health Economics; Iran University of Medical Sciences; Tehran; Iran - Author
Health Research Institute; Al Farabi Kazakh National University; Almaty; Kazakhstan - Author
Health Research Section; Nepal Health Research Council; Kathmandu; Nepal - Author
Health Systems and Policy Research Unit; Ahmadu Bello University; Zaria; Nigeria; Department of Health Care Management; Technical University of Berlin; Berlin; Germany - Author
Heidelberg Institute of Global Health (HIGH); Heidelberg University; Heidelberg; Germany; T.H. Chan School of Public Health; Harvard University; Boston; MA; United States - Author
Hubert Department of Global Health; Emory University; Atlanta; GA; United States; Butte County Department of Public Health; Chico; CA; United States - Author
Hudson College of Public Health; University of Oklahoma Health Sciences Center; Oklahoma City; OK; United States; Department of Health and Social Affairs; Government of the Federated States of Micronesia; Palikir; Federated States of Micronesia - Author
Hull York Medical School; University of Hull; Hull City; United Kingdom - Author
Indian Institute of Public Health; Gurugram; India - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States; Department of Health Metrics Sciences; School of Medicine; University of Washington; Seattle; WA; United States - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States; Health Effects Institute; Boston; MA; United States - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States; Public Health Foundation of India; Gurugram; India; Indian Council of Medical Research; New Delhi; India - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States; Public Health Foundation of India; Gurugram; India; Indian Council of Medical Research; New Delhi; India; Department of Health Metric Sciences; School of Me - Author
Institute for Health Metrics and Evaluation; University of Washington; Seattle; WA; United States; School of Population and Public Health; University of British Columbia; Vancouver; BC; Canada - Author
Institute for Medical Information Processing; Biometry; and Epidemiology; Ludwig Maximilian University of Munich; Munich; Germany; Institute of Epidemiology; German Research Center for Environmental Health; Neuherberg; Germany - Author
Institute for Social Science Research; The University of Queensland; Indooroopilly; QLD; Australia - Author
Institute of Advanced Manufacturing Technologies; Peter the Great St. Petersburg Polytechnic University; St. Petersburg; Russian Federation; Institute of Comparative Economic Studies; Hosei University; Tokyo; Japan - Author
Institute of Gerontology; National Academy of Medical Sciences of Ukraine; Kyiv; Ukraine - Author
Institute of Molecular and Clinical Ophthalmology Basel; Basel; Switzerland; Department of Ophthalmology; Heidelberg University; Mannheim; Germany - Author
Institute of Nutritional Sciences; Friedrich Schiller University Jena; Jena; Germany; Competence Cluster for Nutrition and Cardiovascular Health (NutriCARD); Jena; Germany - Author
Institute of Public Health; Charité Universitätsmedizin Berlin (Charité Medical University Berlin); Berlin; Germany - Author
Institute of Public Health; Jagiellonian University Medical College; Kraków; Poland; Agency for Health Technology Assessment and Tariff System; Warsaw; Poland - Author
Internal Medicine Department; Hospital Italiano de Buenos Aires (Italian Hospital of Buenos Aires); Buenos Aires; Argentina; Board of Directors; Buenos Aires; Argentina - Author
Internal Medicine Programme; Kyrgyz State Medical Academy; Bishkek; Kyrgyzstan; Department of Atherosclerosis and Coronary Heart Disease; National Center of Cardiology and Internal Disease; Bishkek; Kyrgyzstan - Author
International Society Doctors for the Environment; Arezzo; Italy - Author
Iran University of Medical Sciences; Tehran; Iran - Author
Jakarta; Indonesia - Author
John T. Milliken Department of Internal Medicine; Washington University in St. Louis; St. Louis; MO; United States; Clinical Epidemiology Center; US Department of Veterans Affairs (VA); St Louis; MO; United States - Author
Karachi; Pakistan - Author
Lee Kong Chian School of Medicine; Nanyang Technological University; Singapore; Singapore - Author
Mary MacKillop Institute for Health Research; Australian Catholic University; Melbourne; VIC; Australia - Author
Mary MacKillop Institute for Health Research; Australian Catholic University; Melbourne; VIC; Australia; School of Public Health; University of Hong Kong; Hong Kong - Author
Mayo Evidence-based Practice Center; Mayo Clinic Foundation for Medical Education and Research; Rochester; MN; United States - Author
Medical School; University of Western Australia; Perth; WA; Australia; Department of Neurology; Sir Charles Gairdner Hospital; Perth; WA; Australia - Author
Metabolomics and Genomics Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
Multiple Sclerosis Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
National Hepatology and Tropical Medicine Research Institute; Cairo University; Cairo; Egypt - Author
National Institute of Infectious Diseases; Tokyo; Japan - Author
Non-communicable Diseases Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
Nuffield Department of Population Health; University of Oxford; Oxford; United Kingdom - Author
Pacific Institute for Research & Evaluation; Calverton; MD; United States; School of Public Health; Curtin University; Perth; WA; Australia - Author
Pars Advanced and Minimally Invasive Medical Manners Research Center; Iran University of Medical Sciences; Tehran; Iran; Hematology; Oncology and Stem Cell Transplantation Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
Pediatric Intensive Care Unit; King Saud University; Riyadh; Saudi Arabia - Author
Population Health Research Institute; McMaster University; Hamilton; ON; Canada - Author
Population Research Centre; Gokhale Institute of Politics and Economics; Pune; India; International Institute for Population Sciences; Mumbai; India - Author
Postgraduate Program in Epidemiology; Federal University of Rio Grande Dosul; Porto Alegre; Brazil - Author
Preventive Medicine and Public Health Research Center; Iran University of Medical Sciences; Tehran; Iran - Author
Preventive Medicine and Public Health Research Center; Iran University of Medical Sciences; Tehran; Iran; Department of Community and Family Medicine; Iran University of Medical Sciences; Tehran; Iran - Author
Privatpraxis; Heidelberg; Germany - Author
Psychiatry Department; Kaiser Permanente; Fontana; CA; United States; School of Health Sciences; A.T. Still University; Mesa; AZ; United States - Author
Public Health and Healthcare Management; Tashkent Institute of Postgraduate Medical Education; Tashkent; Uzbekistan; Boston Children's Hospital; Boston; MA; United States - Author
Public Health Department; Universitas Negeri Semarang (State University of Semarang); Kota Semarang; Indonesia; Graduate Institute of Biomedical Informatics; Taipei Medical University; Taipei; Taiwan - Author
Reference Laboratory of Egyptian Universities-Cairo; Ministry of Higher Education and Scientific Research; Cairo; Egypt - Author
Research Center for Environmental Determinants of Health; Kermanshah University of Medical Sciences; Kermanshah; Iran - Author
Research Center for Evidence Based Medicine; Tabriz University of Medical Sciences; Tabriz; Iran; Razi Vaccine and Serum Research Institute; Agricultural Research; Education; and Extension Organization (AREEO); Tehran; Iran - Author
Research Department; Policy Research Institute; Kathmandu; Nepal; Health and Public Policy Department; Global Center for Research and Development; Kathmandu; Nepal - Author
Research Group in Hospital Management and Health Policies; Universidad de la Costa (University of the Coast); Barranquilla; Colombia; Research Group in Health Economics; University of Cartagena; Cartagena; Colombia - Author
Research Unit on Applied Molecular Biosciences (UCIBIO); University of Porto; Porto; Portugal - Author
Research; Insights; and Innovation; Seattle; WA; United States - Author
School of Health and Environmental Studies; Hamdan Bin Mohammed Smart University; Dubai; United Arab Emirates - Author
School of Health Sciences; Kristiania University College; Oslo; Norway; Department of Global Community Health and Behavioral Sciences; Tulane University; New Orleans; LA; United States - Author
School of Health; Medical and Applied Sciences; CQ University; Sydney; NSW; Australia - Author
School of Medicine; Western Sydney University; Campbelltown; NSW; Australia; Translational Health Research Institute; Western Sydney University; Campbelltown; NSW; Australia - Author
School of Nursing and Healthcare Professions; Federation University Australia; Berwick; VIC; Australia; School of Nursing and Midwifery; La Trobe University; Melbourne; VIC; Australia - Author
School of Population Health and Environmental Sciences; King's College London; London; United Kingdom; NIHR Biomedical Research Centre; Guy's and St. Thomas' Hospital and Kings College London; London; United Kingdom - Author
School of Public Health and Community Medicine; University of New South Wales; Sydney; NSW; Australia; The George Institute for Global Health; Sydney; NSW; Australia - Author
School of Public Health and Health Systems; University of Waterloo; Waterloo; ON; Canada; Al Shifa School of Public Health; Al Shifa Trust Eye Hospital; Rawalpindi; Pakistan - Author
School of Public Health and Preventive Medicine; Monash University; Melbourne; VIC; Australia - Author
School of Public Health; Boston University; Boston; MA; United States - Author
School of Public Health; Dr. D. Y. Patil University; Mumbai; India; Jazan University; Jazan; Saudi Arabia - Author
School of Public Health; Imperial College London; London; United Kingdom - Author
School of Public Health; Qazvin University of Medical Sciences; Qazvin; Iran - Author
School of Public Health; The University of Queensland; Herston; QLD; Australia - Author
School of Public Health; University of Haifa; Haifa; Israel - Author
School of Public Health; University of Haifa; Haifa; Israel; The Cooper Institute; Dallas; TX; United States - Author
School of Public Health; Wuhan University of Science and Technology; Wuhan; China; Hubei Province Key Laboratory of Occupational Hazard Identification and Control; Wuhan University of Science and Technology; Wuhan; China - Author
School of Traditional Chinese Medicine; Xiamen University Malaysia; Sepang; Malaysia - Author
Sharjah Institute for Medical Research; University of Sharjah; Sharjah; United Arab Emirates - Author
Sina Trauma and Surgery Research Center; Tehran University of Medical Sciences; Tehran; Iran - Author
Social Determinants of Health Research Center; Ahvaz Jundishapur University of Medical Sciences; Ahvaz; Iran - Author
Social Determinants of Health Research Center; Babol University of Medical Sciences; Babol; Iran - Author
Social Determinants of Health Research Center; Lorestan University of Medical Sciences; Khorramabad; Iran - Author
Society for Health and Demographic Surveillance; Suri; India; Department of Economics; University of Göttingen; Göttingen; Germany - Author
Sport Science Department; University of Extremadura; Badajoz; Spain - Author
Suraj Eye Institute; Nagpur; India - Author
Tabriz; Iran - Author
The School of Clinical Sciences at Monash Health; Monash University; Melbourne; VIC; Australia - Author
The School of Clinical Sciences at Monash Health; Monash University; Melbourne; VIC; Australia; Maternal and Child Health Division; International Centre for Diarrhoeal Disease Research; Bangladesh; Dhaka; Bangladesh - Author
Toxoplasmosis Research Center; Mazandaran University of Medical Sciences; Sari; Iran - Author
Translational Health Research Institute; Western Sydney University; Sydney; NSW; Australia - Author
UKK Institute; Tampere; Finland; Faculty of Medicine and Health Technology; Tampere University; Tampere; Finland - Author
University Medical Center Groningen; University of Groningen; Groningen; Netherlands; School of Economics and Business; University of Groningen; Groningen; Netherlands - Author
University of Environment and Sustainable Development; Somanya; Ghana - Author
Warwick Medical School; University of Warwick; Coventry; United Kingdom - Author
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Abstract

Background: Experimental and epidemiological studies indicate an association between exposure to particulate matter (PM) air pollution and increased risk of type 2 diabetes. In view of the high and increasing prevalence of diabetes, we aimed to quantify the burden of type 2 diabetes attributable to PM2·5 originating from ambient and household air pollution. Methods: We systematically compiled all relevant cohort and case-control studies assessing the effect of exposure to household and ambient fine particulate matter (PM2·5) air pollution on type 2 diabetes incidence and mortality. We derived an exposure–response curve from the extracted relative risk estimates using the MR-BRT (meta-regression—Bayesian, regularised, trimmed) tool. The estimated curve was linked to ambient and household PM2·5 exposures from the Global Burden of Diseases, Injuries, and Risk Factors Study 2019, and estimates of the attributable burden (population attributable fractions and rates per 100 000 population of deaths and disability-adjusted life-years) for 204 countries from 1990 to 2019 were calculated. We also assessed the role of changes in exposure, population size, age, and type 2 diabetes incidence in the observed trend in PM2·5-attributable type 2 diabetes burden. All estimates are presented with 95% uncertainty intervals. Findings: In 2019, approximately a fifth of the global burden of type 2 diabetes was attributable to PM2·5 exposure, with an estimated 3·78 (95% uncertainty interval 2·68–4·83) deaths per 100 000 population and 167 (117–223) disability-adjusted life-years (DALYs) per 100 000 population. Approximately 13·4% (9·49–17·5) of deaths and 13·6% (9·73–17·9) of DALYs due to type 2 diabetes were contributed by ambient PM2·5, and 6·50% (4·22–9·53) of deaths and 5·92% (3·81–8·64) of DALYs by household air pollution. High burdens, in terms of numbers as well as rates, were estimated in Asia, sub-Saharan Africa, and South America. Since 1990, the attributable burden has increased by 50%, driven largely by population growth and ageing. Globally, the impact of reductions in household air pollution was largely offset by increased ambient PM2·5. Interpretation: Air pollution is a major risk factor for diabetes. We estimated that about a fifth of the global burden of type 2 diabetes is attributable PM2·5 pollution. Air pollution mitigation therefore might have an essential role in reducing the global disease burden resulting from type 2 diabetes. Funding: Bill & Melinda Gates Foundation. © 2022 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license

Keywords

Adverse eventAir pollutionArticleBayes theoremDiabetes mellitus, type 2Disability-adjusted life yearEpidemiological dataExposureGlobal burden of diseaseGlobal disease burdenHumanHumansIncidenceNon insulin dependent diabetes mellitusParticulate matterParticulate matter 2.5Population sizeQuality adjusted life yearQuality-adjusted life yearsRisk factor

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Lancet Planet Health due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2022, it was in position 5/275, thus managing to position itself as a Q1 (Primer Cuartil), in the category Public, Environmental & Occupational Health. Notably, the journal is positioned above the 90th percentile.

From a relative perspective, and based on the normalized impact indicator calculated from World Citations from Scopus Elsevier, it yields a value for the Field-Weighted Citation Impact from the Scopus agency: 40.29, which indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: ESI Nov 14, 2024)

This information is reinforced by other indicators of the same type, which, although dynamic over time and dependent on the set of average global citations at the time of their calculation, consistently position the work at some point among the top 50% most cited in its field:

  • Field Citation Ratio (FCR) from Dimensions: 39.57 (source consulted: Dimensions Aug 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-08-22, the following number of citations:

  • Scopus: 137

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-08-22:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 291.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 290 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 88.25.
  • The number of mentions on the social network Facebook: 4 (Altmetric).
  • The number of mentions on the social network X (formerly Twitter): 80 (Altmetric).
  • The number of mentions in news outlets: 5 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Argentina; Australia; Bahrain; Bangladesh; Belgium; Brazil; Canada; China; Colombia; Croatia; Egypt; Ethiopia; Finland; France; Germany; Ghana; Hong Kong; India; Indonesia; Iran; Israel; Italy; Japan; Jordan; Kazakhstan; Kyrgyzstan; Malaysia; Mexico; Nepal; Netherlands; Nigeria; Oman; Pakistan; Poland; Portugal; Qatar; Republic of Korea; Russia; Saudi Arabia; Singapore; South African Republic; Sri Lanka; Switzerland; Ukraine; United Arab Emirates; United Kingdom; United States of America; Uzbekistan.