The Lancet Planetary Health (May 2022)
Global, regional, and national burden of mortality associated with short-term temperature variability from 2000–19: a three-stage modelling study
- Yao Wu, MSc,
- Shanshan Li, PhD,
- Qi Zhao, PhD,
- Bo Wen, MSc,
- Antonio Gasparrini, ProfPhD,
- Shilu Tong, ProfPhD,
- Ala Overcenco, PhD,
- Aleš Urban, PhD,
- Alexandra Schneider, PhD,
- Alireza Entezari, PhD,
- Ana Maria Vicedo-Cabrera, PhD,
- Antonella Zanobetti, PhD,
- Antonis Analitis, PhD,
- Ariana Zeka, PhD,
- Aurelio Tobias, PhD,
- Baltazar Nunes, PhD,
- Barrak Alahmad, MPH,
- Ben Armstrong, ProfPhD,
- Bertil Forsberg, ProfPhD,
- Shih-Chun Pan, MSc,
- Carmen Íñiguez, PhD,
- Caroline Ameling, BS,
- César De la Cruz Valencia, MSc,
- Christofer Åström, PhD,
- Danny Houthuijs, PhD,
- Do Van Dung, PhD,
- Dominic Royé, PhD,
- Ene Indermitte, PhD,
- Eric Lavigne, ProfPhD,
- Fatemeh Mayvaneh, MSc,
- Fiorella Acquaotta, PhD,
- Francesca de'Donato, PhD,
- Shilpa Rao, PhD,
- Francesco Sera, MSc,
- Gabriel Carrasco-Escobar, MSc,
- Haidong Kan, ProfPhD,
- Hans Orru, PhD,
- Ho Kim, ProfPhD,
- Iulian-Horia Holobaca, PhD,
- Jan Kyselý, PhD,
- Joana Madureira, PhD,
- Joel Schwartz, ProfPhD,
- Jouni J K Jaakkola, ProfPhD,
- Klea Katsouyanni, ProfPhD,
- Magali Hurtado Diaz, ProfPhD,
- Martina S Ragettli, PhD,
- Masahiro Hashizume, ProfPhD,
- Mathilde Pascal, PhD,
- Micheline de Sousa Zanotti Stagliorio Coélho, PhD,
- Nicolás Valdés Ortega, MSc,
- Niilo Ryti, PhD,
- Noah Scovronick, PhD,
- Paola Michelozzi, MSc,
- Patricia Matus Correa, MSc,
- Patrick Goodman, ProfPhD,
- Paulo Hilario Nascimento Saldiva, ProfPhD,
- Rosana Abrutzky, MSc,
- Samuel Osorio, MSc,
- Tran Ngoc Dang, PhD,
- Valentina Colistro, MSc,
- Veronika Huber, PhD,
- Whanhee Lee, PhD,
- Xerxes Seposo, PhD,
- Yasushi Honda, ProfPhD,
- Yue Leon Guo, ProfPhD,
- Michelle L Bell, ProfPhD,
- Yuming Guo, ProfPhD
Affiliations
- Yao Wu, MSc
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
- Shanshan Li, PhD
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Correspondence to: Prof Yuming Guo or Dr Shanshan Li, Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC 3004, Australia
- Qi Zhao, PhD
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Bo Wen, MSc
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
- Antonio Gasparrini, ProfPhD
- Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, London, UK; Centre for Statistical Methodology, London School of Hygiene & Tropical Medicine, London, UK; Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine, London, UK
- Shilu Tong, ProfPhD
- Shanghai Children's Medical Centre, Shanghai Jiao Tong University, Shanghai, China; School of Public Health, Institute of Environment and Population Health, Anhui Medical University, Hefei, China; Center for Global Health, Nanjing Medical University, Nanjing, China; School of Public Health and Social Work, Queensland University of Technology, Brisbane, QLD, Australia
- Ala Overcenco, PhD
- National Agency for Public Health of the Ministry of Health, Labour and Social Protection of the Republic of Moldova, Chișinău, Moldova
- Aleš Urban, PhD
- Institute of Atmospheric Physics, Czech Academy of Sciences, Prague, Czech Republic; Faculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic
- Alexandra Schneider, PhD
- Institute of Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Alireza Entezari, PhD
- Faculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar, Iran
- Ana Maria Vicedo-Cabrera, PhD
- Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, London, UK; Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland; Oeschger Center for Climate Change Research, University of Bern, Bern, Switzerland
- Antonella Zanobetti, PhD
- Department of Environmental Health, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA
- Antonis Analitis, PhD
- Department of Hygiene, Epidemiology and Medical Statistics, National and Kapodistrian University of Athens, Athens, Greece
- Ariana Zeka, PhD
- Institute for Environment, Health and Societies, Brunel University London, London, UK
- Aurelio Tobias, PhD
- Institute of Environmental Assessment and Water Research, Spanish Council for Scientific Research, Barcelona, Spain; School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Baltazar Nunes, PhD
- Department of Epidemiology, Instituto Nacional de Saúde Dr Ricardo Jorge, Porto, Portugal; Centro de Investigação em Saúde Pública, Escola Nacional de Saúde Pública, Universidade NOVA de Lisboa, Lisbon, Portugal
- Barrak Alahmad, MPH
- Department of Environmental Health, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA
- Ben Armstrong, ProfPhD
- Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, London, UK
- Bertil Forsberg, ProfPhD
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
- Shih-Chun Pan, MSc
- NationalInstitute of Environmental Health Science, National Health Research Institutes, Zhunan, Taiwan
- Carmen Íñiguez, PhD
- Department of Statistics and Computational Research, Universitat de València, València, Spain; CIBER of Epidemiology and Public Health, Madrid, Spain
- Caroline Ameling, BS
- National Institute for Public Health and the Environment (RIVM), Centre for Sustainability and Environmental Health, Bilthoven, Netherlands
- César De la Cruz Valencia, MSc
- Department of Environmental Health, National Institute of Public Health, Cuernavaca Morelos, Mexico
- Christofer Åström, PhD
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
- Danny Houthuijs, PhD
- National Institute for Public Health and the Environment (RIVM), Centre for Sustainability and Environmental Health, Bilthoven, Netherlands
- Do Van Dung, PhD
- Department of Environmental Health, Faculty of Public Health, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
- Dominic Royé, PhD
- CIBER of Epidemiology and Public Health, Madrid, Spain; Department of Geography, University of Santiago de Compostela, Santiago de Compostela, Spain
- Ene Indermitte, PhD
- Institute of Family Medicine and Public Health, University of Tartu, Tartu, Estonia
- Eric Lavigne, ProfPhD
- School of Epidemiology & Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada; Air Health Science Division, Health Canada, Ottawa, ON, Canada
- Fatemeh Mayvaneh, MSc
- Faculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar, Iran
- Fiorella Acquaotta, PhD
- Department of Earth Sciences, University of Torino, Turin, Italy
- Francesca de'Donato, PhD
- Department of Epidemiology, Lazio Regional Health Service, Rome, Italy
- Shilpa Rao, PhD
- Norwegian Institute of Public Health, Oslo, Norway
- Francesco Sera, MSc
- Department of Statistics, Computer Science and Applications “G Parenti”, University of Florence, Florence, Italy
- Gabriel Carrasco-Escobar, MSc
- Health Innovation Lab, Institute of Tropical Medicine “Alexander von Humboldt”, Universidad Peruana Cayetano Heredia, Lima, Peru; Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
- Haidong Kan, ProfPhD
- Department of Environmental Health, School of Public Health, Fudan University, Shanghai, China
- Hans Orru, PhD
- Institute of Family Medicine and Public Health, University of Tartu, Tartu, Estonia
- Ho Kim, ProfPhD
- Graduate School of Public Health, Seoul National University, Seoul, South Korea
- Iulian-Horia Holobaca, PhD
- Faculty of Geography, Babeş-Bolyai University, Cluj-Napoca, Romania
- Jan Kyselý, PhD
- Institute of Atmospheric Physics, Czech Academy of Sciences, Prague, Czech Republic; Faculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic
- Joana Madureira, PhD
- Environmental Health Department, Instituto Nacional de Saúde Dr Ricardo Jorge, Porto, Portugal; EPIUnit—Instituto de Saúde Pública, Universidade do Porto, Porto, Portugal; Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Porto, Portugal
- Joel Schwartz, ProfPhD
- Department of Environmental Health, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA
- Jouni J K Jaakkola, ProfPhD
- Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland; Medical Research Center Oulu (MRC Oulu), Oulu University Hospital and University of Oulu, Oulu, Finland
- Klea Katsouyanni, ProfPhD
- Department of Hygiene, Epidemiology and Medical Statistics, National and Kapodistrian University of Athens, Athens, Greece; School of Population Health and Environmental Sciences, King's College London, London, UK
- Magali Hurtado Diaz, ProfPhD
- Department of Environmental Health, National Institute of Public Health, Cuernavaca Morelos, Mexico
- Martina S Ragettli, PhD
- Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
- Masahiro Hashizume, ProfPhD
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Mathilde Pascal, PhD
- Santé Publique France, Department of Environmental and Occupational Health, French National Public Health Agency, Saint Maurice, France
- Micheline de Sousa Zanotti Stagliorio Coélho, PhD
- Department of Pathology, Faculty of Medicine, University of São Paulo, São Paulo, Brazil
- Nicolás Valdés Ortega, MSc
- Department of Public Health, Universidad de los Andes, Santiago, Chile
- Niilo Ryti, PhD
- Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland; Medical Research Center Oulu (MRC Oulu), Oulu University Hospital and University of Oulu, Oulu, Finland
- Noah Scovronick, PhD
- Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA
- Paola Michelozzi, MSc
- Department of Epidemiology, Lazio Regional Health Service, Rome, Italy
- Patricia Matus Correa, MSc
- Department of Public Health, Universidad de los Andes, Santiago, Chile
- Patrick Goodman, ProfPhD
- School of Physics, Technological University Dublin, Dublin, Ireland
- Paulo Hilario Nascimento Saldiva, ProfPhD
- INSPER, São Paulo, Brazil
- Rosana Abrutzky, MSc
- Universidad de Buenos Aires, Facultad de Ciencias Sociales, Instituto de Investigaciones Gino Germani, Buenos Aires, Argentina
- Samuel Osorio, MSc
- Department of Environmental Health, University of São Paulo, São Paulo, Brazil
- Tran Ngoc Dang, PhD
- Department of Environmental Health, Faculty of Public Health, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
- Valentina Colistro, MSc
- Department of Quantitative Methods, School of Medicine, University of the Republic, Montevideo, Uruguay
- Veronika Huber, PhD
- IBE-Chair of Epidemiology, LMU Munich, Munich, Germany; Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Sevilla, Spain
- Whanhee Lee, PhD
- School of the Environment, Yale University, New Haven, CT, USA; Department of Occupational and Environmental Medicine, School of Medicine, Ewha Womans University, Seoul, South Korea
- Xerxes Seposo, PhD
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Yasushi Honda, ProfPhD
- Center for Climate Change Adaptation, National Institute for Environmental Studies, Tsukuba, Japan
- Yue Leon Guo, ProfPhD
- NationalInstitute of Environmental Health Science, National Health Research Institutes, Zhunan, Taiwan; Environmental and Occupational Medicine, National Taiwan University College of Medicine and NTU Hospital, National Taiwan University, Taipei, Taiwan; Graduate Institute of Environmental and Occupational Health Sciences, National Taiwan University College of Public Health, National Taiwan University, Taipei, Taiwan
- Michelle L Bell, ProfPhD
- School of the Environment, Yale University, New Haven, CT, USA
- Yuming Guo, ProfPhD
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Correspondence to: Prof Yuming Guo or Dr Shanshan Li, Climate, Air Quality Research Unit, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC 3004, Australia
- Journal volume & issue
-
Vol. 6,
no. 5
pp. e410 – e421
Abstract
Summary: Background: Increased mortality risk is associated with short-term temperature variability. However, to our knowledge, there has been no comprehensive assessment of the temperature variability-related mortality burden worldwide. In this study, using data from the MCC Collaborative Research Network, we first explored the association between temperature variability and mortality across 43 countries or regions. Then, to provide a more comprehensive picture of the global burden of mortality associated with temperature variability, global gridded temperature data with a resolution of 0·5° × 0·5° were used to assess the temperature variability-related mortality burden at the global, regional, and national levels. Furthermore, temporal trends in temperature variability-related mortality burden were also explored from 2000–19. Methods: In this modelling study, we applied a three-stage meta-analytical approach to assess the global temperature variability-related mortality burden at a spatial resolution of 0·5° × 0·5° from 2000–19. Temperature variability was calculated as the SD of the average of the same and previous days’ minimum and maximum temperatures. We first obtained location-specific temperature variability related-mortality associations based on a daily time series of 750 locations from the Multi-country Multi-city Collaborative Research Network. We subsequently constructed a multivariable meta-regression model with five predictors to estimate grid-specific temperature variability related-mortality associations across the globe. Finally, percentage excess in mortality and excess mortality rate were calculated to quantify the temperature variability-related mortality burden and to further explore its temporal trend over two decades. Findings: An increasing trend in temperature variability was identified at the global level from 2000 to 2019. Globally, 1 753 392 deaths (95% CI 1 159 901–2 357 718) were associated with temperature variability per year, accounting for 3·4% (2·2–4·6) of all deaths. Most of Asia, Australia, and New Zealand were observed to have a higher percentage excess in mortality than the global mean. Globally, the percentage excess in mortality increased by about 4·6% (3·7–5·3) per decade. The largest increase occurred in Australia and New Zealand (7·3%, 95% CI 4·3–10·4), followed by Europe (4·4%, 2·2–5·6) and Africa (3·3, 1·9–4·6). Interpretation: Globally, a substantial mortality burden was associated with temperature variability, showing geographical heterogeneity and a slightly increasing temporal trend. Our findings could assist in raising public awareness and improving the understanding of the health impacts of temperature variability. Funding: Australian Research Council, Australian National Health & Medical Research Council.