Effect modification of greenness on the association between heat and mortality: A multi-city multi-country study
Hayon Michelle Choi,
Whanhee Lee,
Dominic Roye,
Seulkee Heo,
Aleš Urban,
Alireza Entezari,
Ana Maria Vicedo-Cabrera,
Antonella Zanobetti,
Antonio Gasparrini,
Antonis Analitis,
Aurelio Tobias,
Ben Armstrong,
Bertil Forsberg,
Carmen Íñiguez,
Christofer Åström,
Ene Indermitte,
Eric Lavigne,
Fatemeh Mayvaneh,
Fiorella Acquaotta,
Francesco Sera,
Hans Orru,
Ho Kim,
Jan Kyselý,
Joana Madueira,
Joel Schwartz,
Jouni J.K. Jaakkola,
Klea Katsouyanni,
Magali Hurtado Diaz,
Martina S. Ragettli,
Mathilde Pascal,
Niilo Ryti,
Noah Scovronick,
Samuel Osorio,
Shilu Tong,
Xerxes Seposo,
Yue Leon Guo,
Yuming Guo,
Michelle L. Bell
Affiliations
Hayon Michelle Choi
School of the Environment, Yale University, New Haven, CT, USA; Corresponding author.
Whanhee Lee
School of the Environment, Yale University, New Haven, CT, USA
Dominic Roye
Department of Geography, University of Santiago de Compostela, Santiago de Compostela, Spain
Seulkee Heo
School of the Environment, Yale University, New Haven, CT, USA
Aleš Urban
Institute of Atmospheric Physics, Czech Academy of Sciences, Prague, Czech Republic; Faculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic
Alireza Entezari
Faculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar Khorasan Razavi, Iran
Ana Maria Vicedo-Cabrera
Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
Antonella Zanobetti
Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
Antonio Gasparrini
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 and Planetary Health, London School of Hygiene & Tropical Medicine, London, UK
Antonis Analitis
Department of Hygiene, Epidemiology and Medical Statistics, National and Kapodistrian University of Athens, Greece
Aurelio Tobias
Institute of Environmental Assessment and Water Research (IDAEA), Spanish Council for Scientific Research (CSIC), Barcelona, Spain; School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
Ben Armstrong
Department of Public Health Environments and Society, London School of Hygiene & Tropical Medicine, London, UK
Bertil Forsberg
Department of Public Health and Clinical Medicine, Umeå University, Sweden
Carmen Íñiguez
Department of Statistics and Computational Research, Universitat de València, València, Spain
Christofer Åström
Department of Public Health and Clinical Medicine, Umeå University, Sweden
Ene Indermitte
Department of Family Medicine and Public Health, University of Tartu, Tartu, Estonia
Eric Lavigne
School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada; Air Health Science Division, Health Canada, Ottawa, ON, Canada
Fatemeh Mayvaneh
Faculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar Khorasan Razavi, Iran
Fiorella Acquaotta
Department of Earth Sciences, University of Torino, Turin, Italy
Francesco Sera
Department of Statistics, Computer Science and Applications “G. Parenti”, University of Florence, Florence, Italy
Hans Orru
Department of Family Medicine and Public Health, University of Tartu, Tartu, Estonia
Ho Kim
Graduate School of Public Health, Seoul National University, Seoul, Republic of Korea
Jan Kyselý
Institute of Atmospheric Physics, Czech Academy of Sciences, Prague, Czech Republic; Faculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic; Global Change Research Institute, Czech Academy of Sciences, Brno, Czech Republic
Joana Madueira
Department of Environmental Health, National Institute of Health Dr Ricardo Jorge, Lisbon, Portugal; EPI Unit, Institute of Public Health, University of Porto, Lisbon, Portugal
Joel Schwartz
Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
Jouni J.K. Jaakkola
Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland
Klea Katsouyanni
Department of Hygiene, Epidemiology and Medical Statistics, National and Kapodistrian University of Athens, Greece
Magali Hurtado Diaz
Department of Environmental Health, National Institute of Public Health, Cuernavaca, Morelos, Mexico
Martina S. Ragettli
Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
Mathilde Pascal
Department of Environmental Health, French National Public Health Agency, Public Health France, Saint Maurice, France
Niilo Ryti
Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland
Noah Scovronick
Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA
Samuel Osorio
Institute of Advanced Studies, University of São Paulo, São Paulo, Brazil
Shilu Tong
Shanghai Children's Medical Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China; School of Public Health, Institute of Environment and Population Health, Anhui Medical University, Hefei, China; Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China; School of Public Health and Social Work, Queensland University of Technology, Brisbane, Australia
Xerxes Seposo
School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
Yue Leon Guo
National Taiwan University and National Taiwan University Hospital, Taipei, Taiwan; National Institute of Environmental Health Science, National Health Research Institutes, Zhunan, Taiwan
Yuming Guo
Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
Michelle L. Bell
School of the Environment, Yale University, New Haven, CT, USA
Summary: Background: Identifying how greenspace impacts the temperature-mortality relationship in urban environments is crucial, especially given climate change and rapid urbanization. However, the effect modification of greenspace on heat-related mortality has been typically focused on a localized area or single country. This study examined the heat-mortality relationship among different greenspace levels in a global setting. Methods: We collected daily ambient temperature and mortality data for 452 locations in 24 countries and used Enhanced Vegetation Index (EVI) as the greenspace measurement. We used distributed lag non-linear model to estimate the heat-mortality relationship in each city and the estimates were pooled adjusting for city-specific average temperature, city-specific temperature range, city-specific population density, and gross domestic product (GDP). The effect modification of greenspace was evaluated by comparing the heat-related mortality risk for different greenspace groups (low, medium, and high), which were divided into terciles among 452 locations. Findings: Cities with high greenspace value had the lowest heat-mortality relative risk of 1·19 (95% CI: 1·13, 1·25), while the heat-related relative risk was 1·46 (95% CI: 1·31, 1·62) for cities with low greenspace when comparing the 99th temperature and the minimum mortality temperature. A 20% increase of greenspace is associated with a 9·02% (95% CI: 8·88, 9·16) decrease in the heat-related attributable fraction, and if this association is causal (which is not within the scope of this study to assess), such a reduction could save approximately 933 excess deaths per year in 24 countries. Interpretation: Our findings can inform communities on the potential health benefits of greenspaces in the urban environment and mitigation measures regarding the impacts of climate change. Funding: This publication was developed under Assistance Agreement No. RD83587101 awarded by the U.S. Environmental Protection Agency to Yale University. It has not been formally reviewed by EPA. The views expressed in this document are solely those of the authors and do not necessarily reflect those of the Agency. EPA does not endorse any products or commercial services mentioned in this publication. Research reported in this publication was also supported by the National Institute on Minority Health and Health Disparities of the National Institutes of Health under Award Number R01MD012769. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Also, this work has been supported by the National Research Foundation of Korea (2021R1A6A3A03038675), Medical Research Council-UK (MR/V034162/1 and MR/R013349/1), Natural Environment Research Council UK (Grant ID: NE/R009384/1), Academy of Finland (Grant ID: 310372), European Union's Horizon 2020 Project Exhaustion (Grant ID: 820655 and 874990), Czech Science Foundation (22-24920S), Emory University's NIEHS-funded HERCULES Center (Grant ID: P30ES019776), and Grant CEX2018-000794-S funded by MCIN/AEI/ 10.13039/501100011033 The funders had no role in the design, data collection, analysis, interpretation of results, manuscript writing, or decision to publication.