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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 - 2022-07-01 6(7), DOI:

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

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Agcy Hlth Technol Assessment & Tariff Syst, Warsaw, Poland - Author
Agr Res Educ & Extens Org AREEO, Razi Vaccine & Serum Res Inst, Tehran, Iran - Author
Ahmadu Bello Univ, Hlth Syst & Policy Res Unit, Zaria, Nigeria - Author
Ahvaz Jundishapur Univ Med Sci, Environm Hlth Dept, Ahvaz, Iran - Author
Ahvaz Jundishapur Univ Med Sci, Social Determinants OfHlth Res Ctr, Ahvaz, Iran - Author
Ain Shams Univ, Dept Entomol, Cairo, Egypt - Author
Al Farabi Kazakh Natl Univ, Hlth Res Inst, Alma Ata, Kazakhstan - Author
Al Shifa Trust Eye Hosp, Al Shifa Sch Publ Hlth, Rawalpindi, Pakistan - Author
Alborz Univ Med Sci, Dietary Supplements & Probiot Res Ctr, Karaj, Iran - Author
Ananthapuri Hosp & Res Inst, Global Inst Publ Hlth, Trivandrum, Kerala, India - Author
Arabian Gulf Univ, Dept Family & Community Med, Manama, Bahrain - Author
Ardabil Univ Med Sci, Dept Environm Hlth Engn, Ardebil, Iran - Author
Argentine Soc Med, Board Directors, Buenos Aires, DF, Argentina - Author
Argentine Soc Med, Buenos Aires, DF, Argentina - Author
AT Still Univ, Sch Hlth Sci, Mesa, AZ USA - Author
Australian Catholic Univ, Mary MacKillop Inst Hlth Res, Melbourne, Vic, Australia - Author
Autonomous Univ Madrid, Dept Med, Madrid, Spain - Author
Autonomous Univ Sinaloa, Fac Vet Med & Zootech, Culiacan, Rosales, Mexico - Author
Babol Univ Med Sci, Social Determinants Hlth Res Ctr, Babol, Iran - Author
Bahir Dar Univ, Dept Med Lab Sci, Bahir Dar, Ethiopia - Author
Banaras Hindu Univ, Dept Community Med, Varanasi, Uttar Pradesh, India - Author
Bangladesh Ind Gases Ltd, Dept Pharmacol, Tangail, Bangladesh - Author
Binzhou Med Univ, Dept Epidemiol, Yantai, Peoples R China - Author
Biomed Res Networking Ctr Mental Hlth Network CI, San Juan de Dios Sanit Pk, St Boi De Uobregat, Spain - Author
Birmingham City Univ, Dept Publ Hlth, Birmingham, W Midlands, England - Author
Boston Childrens Hosp, Boston, MA USA - Author
Boston Univ, Sch Publ Hlth, Boston, MA USA - Author
BRAC Univ, Ctr Noncommunicable Dis & Nutr, Dhaka, Bangladesh - Author
Bucharest Univ Econ Studies, Dept Stat & Econometr, Bucharest, Romania - Author
Burlo Garofolo Inst Maternal & Child Hlth, Clin Epidemiol & Publ Hlth Res Unit, Trieste, Italy - Author
Butte Cty Dept Publ Hlth, Chico, CA USA - Author
Cairo Univ, Natl Hepatol & Trop Med Res Inst, Cairo, Egypt - Author
Cardiff Univ, Dept Populat Med, Cardiff, Wales - Author
Cardio Aid, Bucharest, Romania - Author
Carlos III Hlth Inst, Biomed Res Networking Ctr, Mental Hlth Network, Madrid, Spain - Author
Carlos III Hlth Inst, Natl Sch Publ Hlth, Madrid, Spain - Author
Carol Davila Univ Med & Pharm, Cardiol Dept, Bucharest, Romania - Author
Carol Davila Univ Med & Pharm, Dept Anat & Embryol, Bucharest, Romania - Author
Case Western Reserve Univ, Dept Nutr & Prevent Med, Cleveland, OH 44106 USA - Author
Catalan Inst Res & Adv Studies, Barcelona, Spain - Author
Cent Univ Kerala, Dept Publ Hlth & Commun Med, Kasaragod, India - Author
Charite Univ Med Berlin, Inst Publ Hlth, Berlin, Germany - Author
Chest Res Fdn, Clin Res Div, Pune, Maharashtra, India - Author
Childrens Hosp, Dept Pediat Med, Multan, Pakistan - Author
Chinese Univ Hong Kong, Dept Med & Therapeut, Shatin, Peoples R China - Author
Competence Cluster Nutr & Cardiovasc Hlth NutriCA, Jena, Germany - Author
Cooper Inst, Dallas, TX USA - Author
CQ Univ, Sch Hlth Med & Appl Sci, Sydney, NSW, Australia - Author
Ctr Populat & Hlth, Wiesbaden, Germany - Author
Curtin Univ, Sch Publ Hlth, Perth, WA, Australia - Author
Datta Meghe Inst Med Sci, Dept Community Med, Sawangi, India - Author
Dr Baba Saheb Ambedkar Med Coll & Hosp, Dept Community Med, Delhi, India - Author
Dr DY Patil Univ, Sch Publ Hlth, Mumbai, Maharashtra, India - Author
Dr Mohans Diabet Special Ctr, Dept Diabeteol, Chennai, Tamil Nadu, India - Author
Dr Zora Profoz Polyclin, Clin Microbiol & Parasitol Unit, Zagreb, Croatia - Author
Emory Univ, Hubert Dept Global Hlth, Atlanta, GA 30322 USA - Author
Fdn Univ Islamabad, Fdn Univ Med Coll, Islamabad, Pakistan - Author
Fed Inst Populat Res, Wiesbaden, Germany - Author
Federat Univ Australia, Sch Nursing & Healthcare Profess, Ballarat, Vic, Australia - Author
Finnish Inst Occupat Hlth, Helsinki, Finland - Author
Friedrich Schiller Univ Jena, Inst Nutr Sci, Jena, Germany - Author
George Inst Global Hlth, Sydney, NSW, Australia - Author
German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany - Author
German Res Ctr Environm Hlth, Inst Epidemiol, Neuherberg, Germany - Author
Global Ctr Res & Dev, Hlth & Publ Policy Dept, Kathmandu, Nepal - Author
Govt Federated States Micronesia, Dept Hlth & Social Affairs, Palikir, Micronesia - Author
Guangdong Acad Med Sci & Gen Hosp, Guangdong Prov Peoples Hosp, Guangzhou, Peoples R China - Author
Guilan Univ Med Sci, Dept Environm Hlth Engn, Rasht, Iran - Author
Guys & St Thomas Hosp, NIHR Biomed Res Ctr, London, England - Author
Hamad Bin Khalifa Univ, Coll Sci & Engn, Doha, Qatar - Author
Hamadan Univ Med Sci, Dept Environm Hlth Engn, Hamadan, Hamadan, Iran - Author
Hamdan Bin Mohammed Smart Univ, Sch Hlth & Environm Studies, Dubai, U Arab Emirates - Author
Harvard Univ, Div Gen Internal Med, Boston, MA 02115 USA - Author
Harvard Univ, TH Chan Sch Publ Hlth, Boston, MA 02115 USA - Author
Heidelberg Univ, Dept Ophthalmol, Mannheim, Germany - Author
Heidelberg Univ, Heidelberg Inst Global Hlth, Heidelberg, Germany - Author
Hlth Effects Inst, Boston, MA USA - Author
Hlth Serv Acad, Dept Epidemiol & Biostat, Islamabad, Pakistan - Author
Hosei Univ, Inst Comparat Econ Studies, Tokyo, Japan - Author
Hosp Italiano Buenos Aires, Internal Med Dept, Buenos Aires, DF, Argentina - Author
Imam Abdulrahman Bin Faisal Univ, Forens Med Div, Dammam, Saudi Arabia - Author
Imam Mohammad Ibn Saud Islamic Univ, Coll Med, Riyadh, Saudi Arabia - Author
Imperial Coll London, Dept Primary Care & Publ Hlth, London, England - Author
Imperial Coll London, Sch Publ Hlth, London, England - Author
Indian Council Med Res, New Delhi, India - Author
Indonesian Publ Hlth Assoc, Surabaya, Indonesia - Author
Inst Child Hlth, Multan, Pakistan - Author
Inst Mol & Clin Ophthalmol Basel, Basel, Switzerland - Author
Inst Mother & Child Care, Dept Pediat & Pediat Pulmonol, Multan, Pakistan - Author
Inst Postgrad Med Educ & Res, Dept Endocrinol & Metab, Kolkata, India - Author
Int Ctr Diarrhoeal Dis Res, Maternal & Child Hlth Div, Dhaka, Bangladesh - Author
Int Inst Populat Sci, Dept Populat Studies, Mumbai, Maharashtra, India - Author
Int Inst Populat Sci, Mumbai, Maharashtra, India - Author
Int Soc Doctors Environm, Arezzo, Italy - Author
Iran Univ Med Sci, Dept Community & Family Med, Tehran, Iran - Author
Iran Univ Med Sci, Dept Hlth Econ, Tehran, Iran - Author
Iran Univ Med Sci, Hlth Management & Econ Res Ctr, Tehran, Iran - Author
Iran Univ Med Sci, Pars Adv & Minimally Invas Med Manners Res Ctr, Tehran, Iran - Author
Iran Univ Med Sci, Prevent Med & Publ Hlth Res Ctr, Tehran, Iran - Author
Iran Univ Med Sci, Tehran, Iran - Author
Islamic Azad Univ, Dept Vet Med, Kermanshah, Iran - Author
Jagadgunt Sri Shivarathreeswara Acad Hlth Educ &, Dept Resp Med, Mysore, Karnataka, India - Author
Jagiellonian Univ Med Coll, Inst Publ Hlth, Krakow, Poland - Author
Jatiya Kabi Kazi Nazrul Islam Univ, Dept Populat Sci, Mymensingh, Bangladesh - Author
Jazan Univ, Jazan, Saudi Arabia - Author
Jimenez Diaz Univ Hosp, Dept Nephrol & Lypertens, Inst Hlth Res Fdn, Madrid, Spain - Author
Jordan Univ Sci & Technol, Dept Publ Hlth, Irbid, Jordan - Author
Juntendo Univ, Dept Publ Hlth, Tokyo, Japan - Author
Kaiser Permanente, Psychiat Dept, Fontana, CA USA - Author
Kermanshah Univ Med Sci, Res Ctr Environm Determinants Hlth, Kermanshah, Iran - Author
King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal, Saudi Arabia - Author
King Saud Univ, Pediat Intens Care Unit, Riyadh, Saudi Arabia - Author
Kings Coll London, London, England - Author
Kings Coll London, Sch Populat Hlth & Environm Sci, London, England - Author
Kosin Univ, Dept Med Humanities & Social Med, Busan, South Korea - Author
Kristiania Univ Coll, Sch Hlth Sci, Oslo, Norway - Author
Kurdistan Univ Med Sci, Environm Hlth Res Ctr, Sanandaj, Iran - Author
Kyrgyz State Med Acad, Internal Med Programme, Bishkek, Kyrgyzstan - Author
La Trobe Univ, Sch Nursing & Midwifery, Melbourne, Vic, Australia - Author
Lorestan Univ Med Sci, Social Determinants Hlth Res Ctr, Khorramabad, Iran - Author
Ludwig Maximilian Univ Munich, Inst Med Informat Proc Biornetry & Epidemiol, Munich, Germany - Author
Maastricht Univ, Dept Quantitat Econ, Maastricht, Netherlands - Author
Madras Diabet Res Fdn, Dept Diabetol, Chennai, Tamil Nadu, India - Author
Maragheh Univ Med Sci, Dept Healthcare Management, Maragheh, Iran - Author
Maragheh Univ Med Sci, Dept Nutr & Food Sci, Maragheh, Iran - Author
Marshall Univ, Dept Surg, Huntington, WV USA - Author
Mashhad Univ Med Sci, Appl Biomed Res Ctr, Mashhad, Razavi Khorasan, Iran - Author
Mashhad Univ Med Sci, Biotechnol Res Ctr, Mashhad, Razavi Khorasan, Iran - Author
Mayo Clin Fdn Med Educ & Res, Mayo Evidence Based Practice Ctr, Rochester, MN USA - Author
Mazandaran Univ Med Sci, Dept Immunol, Sari, Iran - Author
Mazandaran Univ Med Sci, Mol & CellBiol Res Ctr, Sari, Iran - Author
Mazandaran Univ Med Sci, Toxoplasmosis Res Ctr, Sari, Iran - Author
McMaster Univ, Dept Psychiat & Behav Neurosci, Hamilton, ON, Canada - Author
McMaster Univ, Populat Hlth Res Inst, Hamilton, ON, Canada - Author
Med Univ Lodz, Dept Hypertens, Lodz, Poland - Author
Mekelle Univ, Dept Med Microbiol & Immunol, Mekelle, Ethiopia - Author
Minist Higher Educ & Sci Res, Reference Lab Egyptian Univ Cairo, Cairo, Egypt - Author
Minist Hlth & Med Educ, Dev Res & Technol Ctr, Tehran, Iran - Author
Minist Hlth, Family Med Res Ctr, Hail, Saudi Arabia - Author
Minist Sci & Technol, Pakistan Council Sci & Technol, Islamabad, Pakistan - Author
Mizan Tepi Univ, Dept Publ Hlth, Mizan Teferi, Ethiopia - Author
Monash Univ, Dept Epidemiol & Prevent Med, Melbourne, Vic, Australia - Author
Monash Univ, Sch Clin Sci, Monash Hlth, Melbourne, Vic, Australia - Author
Monash Univ, Sch Publ Hlth & Prevent Med, Melbourne, Vic, Australia - Author
Nanyang Technol Univ, Lee Kong Chian Sch Med, Singapore, Singapore - Author
Natl Acad Med Sci Ukraine, Inst Gerontol, Kiev, Ukraine - Author
Natl Ctr Cardiol & Internal Dis, Dept Atherosclerosis & Coronary Heart Dis, Bishkek, Kyrgyzstan - Author
Natl Ctr Neurol & Psychiat, Dept Neuropsychopharmacol, Kodaira, Tokyo, Japan - Author
Natl Inst Biomed Genom, Dept Stat & Computat Genom, Kalyani, W Bengal, India - Author
Natl Inst Infect Dis, Tokyo, Japan - Author
Natl Inst Publ Hlth, Ctr Nutr & Hlth Res, Cuernavaca, Morelos, Mexico - Author
Nepal Hlth Res Council, Hlth Res Sect, Kathmandu, Nepal - Author
Ohio Univ, Coll Arts & Sci, Zanesville, OH USA - Author
Pacific Inst Res & Evaluat, Calverton, MD USA - Author
Peter Great St Petersburg Polytech Univ, Inst Adv Mfg Technol, St Petersburg, Russia - Author
Policy Res Inst, Res Dept, Kathmandu, Nepal - Author
Polish Mothers Mem Hosp Res Inst, Lodz, Poland - Author
Pomeranian Med Univ, Ctr Innovat Med Educ, Szczecin, Poland - Author
Pomeranian Med Univ, Dept Propedeut Internal Dis & Arterial Hypertens, Szczecin, Poland - Author
Pomeranian Med Univ, Szczecin, Poland - Author
Populat Res Ctr, Gokhale Inst Polit & Econ, Pune, Maharashtra, India - Author
Publ Hlth Fdn India, Gurugram, India - Author
Publ Hlth Fdn India, Indian Inst Publ Hlth, Gurugram, India - Author
Qazvin Univ Med Sci, Sch Publ Hlth, Qazvin, Iran - Author
Salvador Zubiran Natl Inst Med Sci & Nutr, Dept Neurol, Mexico City, DF, Mexico - Author
Saveetha Dent Coll, Saveetha Inst Med & Tech Sci SIMATS, Chennai, Tamil Nadu, India - Author
Saveetha Univ, Saveetha Med Coll, Chennai, Tamil Nadu, India - Author
Seoul Natl Univ Hosp, Div Biomed Informat, Seoul, South Korea - Author
Seth Sukhlal Karnani Mem Hosp, Kolkata, India - Author
Shahid Beheshti Univ Med Sci, Dept Epidemiol, Tehran, Iran - Author
Sheffield Hallam Univ, Fac Hlth & Wellbeing, Sheffield, S Yorkshire, England - Author
Sheri Kashmir Inst Med Sci, Dept Internal & Pulm Med, Srinagar, India - Author
Shiraz Univ Med Sci, Noncommunicable Dis Res Ctr, Shiraz, Iran - Author
Simmons Univ, Dept Nutr, Boston, MA USA - Author
Sir Charles Gairdner Hosp, Dept Neurol, Perth, WA, Australia - Author
Soc Hlth & Demog Surveillance, Suri, India - Author
South African Med Res Council, Cochrane South Africa, Cape Town, South Africa - Author
South African Med Res Council, Innovat & Prod Dev Unit, Cape Town, South Africa - Author
Southern Univ Sci & Technol, Guangdong Prov Peoples Hosp, Guangzhou, Peoples R China - Author
St Orsola Malpighi Hosp, Occupat Hlth Unit, Bologna, Italy - Author
Suraj Eye Inst, Nagpur, Maharashtra, India - Author
Tabriz Univ Med Sci, Res Ctr Evidence Based Med, Tabriz, Iran - Author
Taipei Med Univ, Grad Inst Biomed Informat, Taipei, Taiwan - Author
Tampere Univ, Fac Med & Hlth Technol, Tampere, Finland - Author
Tashkent Inst Postgrad Med Educ, Publ Hlth & Healthcare Management, Tashkent, Uzbekistan - Author
Tech Univ Berlin, Dept Hlth Care Management, Berlin, Germany - Author
Tribhuvan Univ, Dept Clin Physiol, Kathmandu, Nepal - Author
Tulane Univ, Dept Global Community Hlth & Behav Sci, New Orleans, LA USA - Author
UCL, Dept Epidemiol & Publ Hlth, London, England - Author
UKK Inst, Tampere, Finland - Author
Univ Adelaide, Ctr Heart Rhythm Disorders, Adelaide, SA, Australia - Author
Univ Adelaide, Sch Publ Hlth, Adelaide, SA, Australia - Author
Univ Airlangga, Fac Publ Hlth, Surabaya, Indonesia - Author
Univ Alabama Birmingham, Comprehens Canc Ctr, Birmingham, AL USA - Author
Univ Appl & Environm Sci, Fac Med, Dept Hlth & Soc, Bogota, Colombia - Author
Univ Azores, Fac Agr Sci & Environm, Angra Dohero Smo, Portugal - Author
Univ Bologna, Dept Med & Surg Sci, Bologna, Italy - Author
Univ British Columbia, Sch Populat & Publ Hlth, Vancouver, BC, Canada - Author
Univ Burgundy, Dijon Stroke Registry UFR Sci Saute, Dijon, France - Author
Univ Calcutta, Dept Stat, Kolkata, India - Author
Univ Calif Los Angeles, Doheny Eye Inst, Los Angeles, CA USA - Author
Univ Cape Coast, Dept Biomed Sci, Cape Coast, Ghana - Author
Univ Cartagena, Res Grp Hlth Econ, Cartagena, Colombia - Author
Univ Catania, Dept Gen Surg & Med Surg Specialties, Catania, Italy - Author
Univ Cent Florida, Coll Med, Orlando, FL USA - Author
Univ Coll Hosp, Dept Med, Ibadan, Nigeria - Author
Univ Edinburgh, Ctr Med Informat, Edinburgh, Midlothian, Scotland - Author
Univ Environm & Sustainable Dev, Somanya, Ghana - Author
Univ Extremadura, Sport Sci Dept, Badajoz, Spain - Author
Univ Fed Rio Grande do Sul, Postgrad Program Epidemiol, Porto Alegre, RS, Brazil - Author
Univ Fed Uberlandia, Dept Clin Res, Uberlandia, MG, Brazil - Author
Univ Gottingen, Dept Econ, Gottingen, Germany - Author
Univ Groningen, Sch Econ & Business, Groningen, Netherlands - Author
Univ Groningen, Univ Med Ctr Groningen, Groningen, Netherlands - Author
Univ Haifa, Sch Publ Hlth, Haifa, Israel - Author
Univ Helsinki, Dept Publ Hlth, Helsinki, Finland - Author
Univ Hong Kong, Sch Publ Hlth, Hong Kong, Peoples R China - Author
Univ Hosp Antwerp, Dept Primary & Interdisciplinary Care, Antwerp, Belgium - Author
Univ Hosp Dijon, Dept Neurol, Dijon, France - Author
Univ Hull, Hull York Med Sch, Kingston Upon Hull, N Humberside, England - Author
Univ Ibadan, Dept Med, Ibadan, Nigeria - Author
Univ La Costa, Res Grp Hosp Management & Hlth Policies, Barranquilla, Colombia - Author
Univ Lagos, Dept Psychiat, Lagos, Nigeria - Author
Univ Leicester, Dept Hlth Sci, Leicester, Leics, England - Author
Univ Malaya, Dept Med, Kuala Lumpur, Malaysia - Author
Univ Management & Technol, Dept Life Sci, Lahore, Pakistan - Author
Univ Montreal, Dept Demog, Montreal, PQ, Canada - Author
Univ Montreal, Dept Social & Prevent Med, Montreal, PQ, Canada - Author
Univ Nacl Autonoma Mexico, Ctr Complex Sci, Mexico City, DF, Mexico - Author
Univ Negeri Semarang, Publ Hlth Dept, State Univ Semarang, Kota Semarang, Indonesia - Author
Univ New South Wales, Sch Publ Hlth & Commun Med, Sydney, NSW, Australia - Author
Univ Nigeria Nsukka, Dept Pharmacol & Therapeut, Enugu, Nigeria - Author
Univ North, Univ Ctr Varazdin, Varazhdin, Croatia - Author
Univ Oklahoma, Hudson Coll Publ Hlth, Hlth Sci Ctr, Oklahoma City, OK USA - Author
Univ Opole, Dept Family Med & Publ Hlth, Opole, Poland - Author
Univ Oulu, Ctr Environm & Resp Hlth Res, Oulu, Finland - Author
Univ Oxford, Ctr Trop Med & Global Hlth, Oxford, England - Author
Univ Oxford, Nuffield Dept Populat Hlth, Oxford, England - Author
Univ Oxford, Wellcome Trust Asia Programme, Clin Res Unit, Hanoi, Vietnam - Author
Univ Peradeniya, Dept Community Med, Peradeniya, Sri Lanka - Author
Univ Porto, Associated Lab Green Chem, Porto, Portugal - Author
Univ Porto, Res Unit Appl Mol Biosci, Porto, Portugal - Author
Univ Queensland, Inst Social Sci Res, Indooroopilly, Qld, Australia - Author
Univ Queensland, Sch Publ Hlth, Herston, Qld, Australia - Author
Univ Roma La Sapienza, Dept Jurid & Econ Studies, Rome, Italy - Author
Univ Sharjah, Sharjah Inst Med Res, Sharjah, U Arab Emirates - Author
Univ South Carolina, Dept Epidemiol & Biostat, Columbia, SC USA - Author
Univ Sso Paulo, Dept Internal Med, Sao Paulo, Brazil - Author
Univ Tehran Med Sci, Canc Biol Res Ctr, Tehran, Iran - Author
Univ Tehran Med Sci, Canc Res Ctr, Tehran, Iran - Author
Univ Tehran Med Sci, Dept Environm Hlth Engn, Tehran, Iran - Author
Univ Tehran Med Sci, Digest Dis Res Inst, Tehran, Iran - Author
Univ Tehran Med Sci, Metabol & Genom Res Ctr, Tehran, Iran - Author
Univ Tehran Med Sci, Multiple Sclerosis Res Ctr, Tehran, Iran - Author
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Univ Tehran Med Sci, Oncol & Stem Cell Transplantat Res Ctr, Tehran, Iran - Author
Univ Tehran Med Sci, Sina Trauma & Surg Res Ctr, Tehran, Iran - Author
Univ Texas Austin, Dept Pediat, Austin, TX 78712 USA - Author
Univ Tokyo, Dept Diabet & Metab Dis, Tokyo, Japan - Author
Univ Valencia, Dept Med, Valencia, Spain - Author
Univ Warwick, Warwick Med Sch, Coventry, W Midlands, England - Author
Univ Washington, Div Plast & Reconstruct Surg, Seattle, WA 98195 USA - Author
Univ Washington, Inst Hlth Metr & Evaluat, Seattle, WA 98195 USA - Author
Univ Washington, Sch Med, Dept Hlth Metr Sci, Seattle, WA USA - Author
Univ Waterloo, Sch Publ Hlth & Hlth Syst, Waterloo, ON, Canada - Author
Univ Western Australia, Med Sch, Perth, WA, Australia - Author
US Dept Vet Affairs, Clin Epidemiol Ctr, St Louis, MO USA - Author
Velez Sarsfield Hosp, Buenos Aires, DF, Argentina - Author
VNU Int Sch, Ctr Biomed & Community Hlth, Hanoi, Vietnam - Author
Washington Univ, John T Milliken Dept Internal Med, St Louis, MO 63110 USA - Author
Western Sydney Univ, Sch Med, Campbelltown, NSW, Australia - Author
Western Sydney Univ, Translat Hlth Res Inst, Campbelltown, NSW, Australia - Author
Western Sydney Univ, Translat Hlth Res Inst, Sydney, NSW, Australia - Author
Wollo Univ, Dept Environm Hlth, Dessie, Ethiopia - Author
Wollo Univ, Dept Pharm, Dessie, Ethiopia - Author
Womens Social & Hlth Studies Fdn, Trivandrum, Kerala, India - Author
Wuhan Univ Sci & Technol, Hubei Prov Key Lab Occupat Hazard Identificat & C, Wuhan, Peoples R China - Author
Wuhan Univ Sci & Technol, Sch Publ Hlth, Wuhan, Peoples R China - Author
Wuhan Univ, Dept Epidemiol & Biostat, Wuhan, Peoples R China - Author
Xiamen Univ Malaysia, Sch Tradit Chinese Med, Sepang, Malaysia - 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. Copyright (C) 2022 The Author(s). Published by Elsevier Ltd.

Keywords
AssociationsFine particulate matterInflammationInsulin-resistanceLong-term exposureMellitusRisk

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.

This publication has been distinguished as a “Highly Cited Paper” by the agencies WoS (ESI, Clarivate) and ESI (Clarivate), meaning that it ranks within the top 1% of the most cited articles in its thematic field during the year of its publication. In terms of the observed impact of the contribution, this work is considered one of the most influential worldwide, as it is recognized as highly cited. (source consulted: ESI Nov 14, 2024)

And this is evidenced by the extremely high normalized impacts through some of the main indicators of this type, which, although dynamic over time and dependent on the set of average global citations at the time of calculation, already indicate that they are well above the average in different agencies:

  • Normalization of citations relative to the expected citation rate (ESI) by the Clarivate agency: 29.97 (source consulted: ESI Nov 14, 2024)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-05-13, the following number of citations:

  • WoS: 86
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; India; Indonesia; Iran; Israel; Italy; Japan; Jordan; Kazakhstan; Kyrgyzstan; Malaysia; Mexico; Micronesia; Nepal; Netherlands; Niger; Norway; Oman; Pakistan; Poland; Portugal; Qatar; Republic of Korea; Russia; Saudi Arabia; Singapore; South African Republic; Sri Lanka; Switzerland; Taiwan; Ukraine; United Kingdom; United States of America; Uzbekistan; Vietnam.