TY - JOUR
T1 - Estimates, trends, and drivers of the global burden of type 2 diabetes attributable to PM2·5 air pollution, 1990–2019
T2 - an analysis of data from the Global Burden of Disease Study 2019
AU - GBD 2019 Diabetes and Air Pollution Collaborators
AU - Burkart, Katrin
AU - Causey, Kate
AU - Cohen, Aaron J.
AU - Wozniak, Sarah S.
AU - Salvi, Devashri Digvijay
AU - Abbafati, Cristiana
AU - Adekanmbi, Victor
AU - Adsuar, Jose C.
AU - Ahmadi, Keivan
AU - Alahdab, Fares
AU - Al-Aly, Ziyad
AU - Alipour, Vahid
AU - Alvis-Guzman, Nelson
AU - Amegah, Adeladza Kofi
AU - Andrei, Catalina Liliana
AU - Andrei, Tudorel
AU - Ansari, Fereshteh
AU - Arabloo, Jalal
AU - Aremu, Olatunde
AU - Aripov, Timur
AU - Babaee, Ebrahim
AU - Banach, MacIej
AU - Barnett, Anthony
AU - Bärnighausen, Till Winfried
AU - Bedi, Neeraj
AU - Behzadifar, Masoud
AU - Béjot, Yannick
AU - Bennett, Derrick A.
AU - Bensenor, Isabela M.
AU - Bernstein, Robert S.
AU - Bhattacharyya, Krittika
AU - Bijani, Ali
AU - Biondi, Antonio
AU - Bohlouli, Somayeh
AU - Breitner, Susanne
AU - Brenner, Hermann
AU - Butt, Zahid A.
AU - Cámera, Luis Alberto
AU - Cantu-Brito, Carlos
AU - Carvalho, Felix
AU - Cerin, Ester
AU - Chattu, Vijay Kumar
AU - Chauhan, Bal Govind
AU - Choi, Jee Young Jasmine
AU - Chu, Dinh Toi
AU - Dai, Xiaochen
AU - Dandona, Lalit
AU - Dandona, Rakhi
AU - Daryani, Ahmad
AU - Davletov, Kairat
AU - De Courten, Barbora
AU - Demeke, Feleke Mekonnen
AU - Denova-Gutiérrez, Edgar
AU - Dharmaratne, Samath Dhamminda
AU - Dhimal, Meghnath
AU - Diaz, Daniel
AU - Djalalinia, Shirin
AU - Duncan, Bruce B.
AU - El Sayed Zaki, Maysaa
AU - Eskandarieh, Sharareh
AU - Fareed, Mohammad
AU - Farzadfar, Farshad
AU - Fattahi, Nazir
AU - Fazlzadeh, Mehdi
AU - Fernandes, Eduarda
AU - Filip, Irina
AU - Fischer, Florian
AU - Foigt, Nataliya A.
AU - Freitas, Marisa
AU - Ghashghaee, Ahmad
AU - Gill, Paramjit Singh
AU - Ginawi, Ibrahim Abdelmageed
AU - Gopalani, Sameer Vali
AU - Guo, Yuming
AU - Gupta, Rajat Das
AU - Habtewold, Tesfa Dejenie
AU - Hamadeh, Randah R.
AU - Hamidi, Samer
AU - Hankey, Graeme J.
AU - Hasanpoor, Edris
AU - Hassen, Hamid Yimam
AU - Hay, Simon I.
AU - Heibati, Behzad
AU - Hole, Michael K.
AU - Hossain, Naznin
AU - Househ, Mowafa
AU - Irvani, Seyed Sina Naghibi
AU - Jaafari, Jalil
AU - Jakovljevic, Mihajlo
AU - Jha, Ravi Prakash
AU - Jonas, Jost B.
AU - Jozwiak, Jacek Jerzy
AU - Kasaeian, Amir
AU - Kaydi, Neda
AU - Khader, Yousef Saleh
AU - Khafaie, Morteza Abdullatif
AU - Khan, Ejaz Ahmad
AU - Khan, Junaid
AU - Khan, Md Nuruzzaman
AU - Khatab, Khaled
AU - Khater, Amir M.
AU - Kim, Yun Jin
AU - Kimokoti, Ruth W.
AU - Kisa, Adnan
AU - Kivimäki, Mika
AU - Knibbs, Luke D.
AU - Kosen, Soewarta
AU - Koul, Parvaiz A.
AU - Koyanagi, Ai
AU - Defo, Barthelemy Kuate
AU - Kugbey, Nuworza
AU - Lauriola, Paolo
AU - Lee, Paul H.
AU - Leili, Mostafa
AU - Lewycka, Sonia
AU - Li, Shanshan
AU - Lim, Lee Ling
AU - Linn, Shai
AU - Liu, Yong
AU - Lorkowski, Stefan
AU - Mahasha, Phetole Walter
AU - Mahotra, Narayan B.
AU - Majeed, Azeem
AU - Maleki, Afshin
AU - Malekzadeh, Reza
AU - Mamun, Abdullah A.
AU - Manafi, Navid
AU - Martini, Santi
AU - Meharie, Birhanu Geta
AU - Menezes, Ritesh G.
AU - Mestrovic, Tomislav
AU - Miazgowski, Bartosz
AU - Miazgowski, Tomasz
AU - Miller, Ted R.
AU - Mini, G. K.
AU - Mirica, Andreea
AU - Mirrakhimov, Erkin M.
AU - Mohajer, Bahram
AU - Mohammed, Shafiu
AU - Mohan, Viswanathan
AU - Mokdad, Ali H.
AU - Monasta, Lorenzo
AU - Moraga, Paula
AU - Morrison, Shane Douglas
AU - Mueller, Ulrich Otto
AU - Mukhopadhyay, Satinath
AU - Mustafa, Ghulam
AU - Muthupandian, Saravanan
AU - Naik, Gurudatta
AU - Nangia, Vinay
AU - Ndwandwe, Duduzile Edith
AU - Negoi, Ruxandra Irina
AU - Ningrum, Dina Nur Anggraini
AU - Noubiap, Jean Jacques
AU - Ogbo, Felix Akpojene
AU - Olagunju, Andrew T.
AU - Onwujekwe, Obinna E.
AU - Ortiz, Alberto
AU - Owolabi, Mayowa O.
AU - Mahesh, P. A.
AU - Panda-Jonas, Songhomitra
AU - Park, Eun Kee
AU - Kan, Fatemeh Pashazadeh
AU - Pirsaheb, Meghdad
AU - Postma, Maarten J.
AU - Pourjafar, Hadi
AU - Radfar, Amir
AU - Rafiei, Alireza
AU - Rahim, Fakher
AU - Rahimi-Movaghar, Vafa
AU - Rahman, Muhammad Aziz
AU - Rai, Rajesh Kumar
AU - Ranabhat, Chhabi Lal
AU - Raoofi, Samira
AU - Rawal, Lal
AU - Renzaho, Andre M.N.
AU - Rezapour, Aziz
AU - Ribeiro, Daniela
AU - Roever, Leonardo
AU - Ronfani, Luca
AU - Sabour, Siamak
AU - Saddik, Basema
AU - Sadeghi, Ehsan
AU - Moghaddam, Sahar Saeedi
AU - Sahebkar, Amirhossein
AU - Sahraian, Mohammad Ali
AU - Salimzadeh, Hamideh
AU - Salvi, Sundeep Santosh
AU - Samy, Abdallah M.
AU - Sanabria, Juan
AU - Sarmiento-Suárez, Rodrigo
AU - Sathish, Thirunavukkarasu
AU - Schmidt, Maria Inês
AU - Schutte, Aletta Elisabeth
AU - Sepanlou, Sadaf G.
AU - Shaikh, Masood Ali
AU - Sharafi, Kiomars
AU - Sheikh, Aziz
AU - Shigematsu, Mika
AU - Shiri, Rahman
N1 - Publisher Copyright:
© 2022 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license
PY - 2022/7
Y1 - 2022/7
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85134425745&partnerID=8YFLogxK
U2 - 10.1016/S2542-5196(22)00122-X
DO - 10.1016/S2542-5196(22)00122-X
M3 - Article
C2 - 35809588
AN - SCOPUS:85134425745
SN - 2542-5196
VL - 6
SP - e586-e600
JO - The Lancet Planetary Health
JF - The Lancet Planetary Health
IS - 7
ER -