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Hewitt RJ, Caramés E, Borge R. Is air pollution exposure linked to household income? Spatial analysis of Community Multiscale Air Quality Model results for Madrid. Heliyon 2024; 10:e27117. [PMID: 38439824 PMCID: PMC10909769 DOI: 10.1016/j.heliyon.2024.e27117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 02/06/2024] [Accepted: 02/23/2024] [Indexed: 03/06/2024] Open
Abstract
This study explores the potential correlation between income and exposure to air pollution for the city of Madrid, Spain and its neighboring municipalities. Madrid is a well-known European air pollution hotspot with a high mortality burden attributable to nitrogen dioxide (NO2) and fine particulate matter (PM2.5). Statistical analyses were carried out using electoral district level data on gross household income (GHI), and NO2 and PM2.5 concentrations in air obtained from a mesoscale air quality model for the study area. We applied linear regression, bivariate spatial correlation analysis, spatial autoregression and geographically weighted regression to explore the relationship between contaminants and income. Three different strategies were adopted to harmonize data for analysis. While some strategies suggested a link between income and air pollution, others did not, highlighting the need for multiple different approaches where uncertainty is high. Our findings offer important lessons for future spatial geographical studies of air pollution in cities worldwide. In particular we highlight the limitations of census-scale socio-economic data and the lack of non-model derived high-resolution air quality measurement data for many cities and offers lessons for policy makers on improving the integration of these types of essential public information.
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Affiliation(s)
- Richard J. Hewitt
- Institute of Economy, Geography and Demography, Centre for Human and Social Sciences, National Research Council (CSIC), C/ de Albasanz, 26, 28037, Madrid, Spain
- Transport and Territory Research Group (t-GIS), Department of Geography, Madrid Complutense University, 28040, Madrid, Spain
| | - Eduardo Caramés
- Observatorio para una Cultura del Territorio, C/ del Duque de Fernán Núñez, 2,1, 28012, Madrid, Spain
| | - Rafael Borge
- Escuela Técnica Superior de Ingenieros Industriales, Departamento de Ingeniería Química Industrial y del Medio Ambiente, Universidad Politécnica de Madrid (UPM), C/ José Gutiérrez Abascal, 2, 28006, Madrid, Spain
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2
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Tilley E, Chilunga H, Kwangulero J, Schöbitz L, Vijay S, Heilgendorff H, Kalina M. "It is unbearable to breathe here": air quality, open incineration, and misinformation in Blantyre, Malawi. Front Public Health 2023; 11:1242726. [PMID: 37905235 PMCID: PMC10613470 DOI: 10.3389/fpubh.2023.1242726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 09/14/2023] [Indexed: 11/02/2023] Open
Abstract
Blantyre, Malawi's Queen Elizabeth Central Hospital (QECH), or Queen's, as it's known locally, is the country's largest public hospital. However, Queen's is not served by regular municipal waste collection. Rather, most hospital waste (infectious and non-infectious) is gathered by grounds staff and openly burned, in several constantly smouldering piles, sending up clouds of smoke. Speaking directly to an identified knowledge gap on air quality impacts linked to trash burning and the paucity of African urban dwellers' voices on air quality issues, this study employed a mixed-methods approach to both quantitatively measure the air quality around QECH, and to qualitatively investigate the perceived impacts amongst staff and caregivers. Low-cost sensors measuring particulate matter (PM) with particle sizes less than 10 μm (PM10) and less than 2.5 μm (PM2.5), expressed as the mass of PM per volume of air (μg PMx/m3 air) were recorded every 5 min at 8 locations across the QECH for 2 months. Qualitative data collection consisted of 56 interviews with patients, caregivers and hospital staff (including janitorial and maintenance staff, nurses, doctors, and administrators). Our results show that safe air quality thresholds are consistently exceeded across space and time and that the most problematic air quality surrounds the shelter for caregivers and those receiving treatment for HIV/AIDS. Moreover, staff and visitors are severely impacted by the poor air quality within the space, but feel powerless to make changes or address complaints. Waste management interventions are desperately needed lest the patients who arrive at Queen's leave with more health issues than the ones with which they arrived.
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Affiliation(s)
- Elizabeth Tilley
- ETH Zurich, Department of Mechanical and Process Engineering, Global Health Engineering, Zurich, Switzerland
| | - Hope Chilunga
- Department of Environmental Health, Malawi University of Business and Applied Sciences, Blantyre, Malawi
| | - Jonathan Kwangulero
- Department of Environmental Health, Malawi University of Business and Applied Sciences, Blantyre, Malawi
| | - Lars Schöbitz
- ETH Zurich, Department of Mechanical and Process Engineering, Global Health Engineering, Zurich, Switzerland
| | - Saloni Vijay
- ETH Zurich, Department of Mechanical and Process Engineering, Global Health Engineering, Zurich, Switzerland
| | - Heiko Heilgendorff
- School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal, Durban, South Africa
| | - Marc Kalina
- ETH Zurich, Department of Mechanical and Process Engineering, Global Health Engineering, Zurich, Switzerland
- School of Engineering, University of KwaZulu-Natal, Durban, South Africa
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3
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Kalisa E, Clark ML, Ntakirutimana T, Amani M, Volckens J. Exposure to indoor and outdoor air pollution in schools in Africa: Current status, knowledge gaps, and a call to action. Heliyon 2023; 9:e18450. [PMID: 37560671 PMCID: PMC10407038 DOI: 10.1016/j.heliyon.2023.e18450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 07/04/2023] [Accepted: 07/18/2023] [Indexed: 08/11/2023] Open
Abstract
Chronic exposure to indoor and outdoor air pollution is linked to adverse human health impacts worldwide, and in children, these include increased respiratory symptoms, reduced cognitive and academic performance, and absences from school. African children are exposed to high levels of air pollution from aging diesel and gasoline second-hand vehicles, dusty roads, trash burning, and solid-fuel combustion for cooking. There is a need for more empirical evidence on the impact of air pollutants on schoolchildren in most countries of Africa. Therefore, we conducted a scoping review on schoolchildren's exposure to indoor and outdoor PM2.5 (particulate matter with an aerodynamic diameter less than 2.5 μm and PM10 (particulate matter with an aerodynamic diameter less than 10 μm) in Africa. Following PRISMA guidelines, our search strategy yielded 2975 records, of which eight peer-reviewed articles met our selection criteria and were considered in the final analysis. We also analyzed satellite data on PM2.5 and PM10 levels in five African regions from 1990 to 2019 and compared schoolchildren's exposure to PM2.5 and PM10 levels in Africa with available data from the rest of the world. The findings showed that schoolchildren in Africa are frequently exposed to PM2.5 and PM10 levels exceeding the recommended World Health Organization air quality guidelines. We conclude with a list of recommendations and strategies to reduce air pollution exposure in African schools. Education can help to produce citizens who are literate in environmental science and policy. More air quality measurements in schools and intervention studies are needed to protect schoolchildren's health and reduce exposure to air pollution in classrooms across Africa.
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Affiliation(s)
- Egide Kalisa
- College of Science and Technology, Center of Excellence in Biodiversity and Natural Resource Management, University of Rwanda, Kigali, P.O BOX, 4285, Kigali, Rwanda
- Air Quality Processes Research Section, Environment and Climate Change Canada, 4905 Dufferin Street, Toronto, M3H5T4, Canada
| | - Maggie L. Clark
- Department of Environmental and Radiological Health Sciences, Colorado State University, Fort Collins, CO, USA
| | - Theoneste Ntakirutimana
- University of Rwanda, School of Public Health, College of Medicine and Health Sciences, Kigali, P.O BOX, 4285, Kigali, Rwanda
| | - Mabano Amani
- Departament de Biologia Evolutiva, Ecologia i Ciències Ambientals (BEECA), Universitat de Barcelona (UB), Av. Diagonal 643, 08028, Barcelona, Spain
| | - John Volckens
- Department of Mechanical Engineering, Colorado State University, Fort Collins, CO, 80523, USA
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Raheja G, Nimo J, Appoh EKE, Essien B, Sunu M, Nyante J, Amegah M, Quansah R, Arku RE, Penn SL, Giordano MR, Zheng Z, Jack D, Chillrud S, Amegah K, Subramanian R, Pinder R, Appah-Sampong E, Tetteh EN, Borketey MA, Hughes AF, Westervelt DM. Low-Cost Sensor Performance Intercomparison, Correction Factor Development, and 2+ Years of Ambient PM 2.5 Monitoring in Accra, Ghana. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:10708-10720. [PMID: 37437161 PMCID: PMC10373484 DOI: 10.1021/acs.est.2c09264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 06/01/2023] [Accepted: 06/02/2023] [Indexed: 07/14/2023]
Abstract
Particulate matter air pollution is a leading cause of global mortality, particularly in Asia and Africa. Addressing the high and wide-ranging air pollution levels requires ambient monitoring, but many low- and middle-income countries (LMICs) remain scarcely monitored. To address these data gaps, recent studies have utilized low-cost sensors. These sensors have varied performance, and little literature exists about sensor intercomparison in Africa. By colocating 2 QuantAQ Modulair-PM, 2 PurpleAir PA-II SD, and 16 Clarity Node-S Generation II monitors with a reference-grade Teledyne monitor in Accra, Ghana, we present the first intercomparisons of different brands of low-cost sensors in Africa, demonstrating that each type of low-cost sensor PM2.5 is strongly correlated with reference PM2.5, but biased high for ambient mixture of sources found in Accra. When compared to a reference monitor, the QuantAQ Modulair-PM has the lowest mean absolute error at 3.04 μg/m3, followed by PurpleAir PA-II (4.54 μg/m3) and Clarity Node-S (13.68 μg/m3). We also compare the usage of 4 statistical or machine learning models (Multiple Linear Regression, Random Forest, Gaussian Mixture Regression, and XGBoost) to correct low-cost sensors data, and find that XGBoost performs the best in testing (R2: 0.97, 0.94, 0.96; mean absolute error: 0.56, 0.80, and 0.68 μg/m3 for PurpleAir PA-II, Clarity Node-S, and Modulair-PM, respectively), but tree-based models do not perform well when correcting data outside the range of the colocation training. Therefore, we used Gaussian Mixture Regression to correct data from the network of 17 Clarity Node-S monitors deployed around Accra, Ghana, from 2018 to 2021. We find that the network daily average PM2.5 concentration in Accra is 23.4 μg/m3, which is 1.6 times the World Health Organization Daily PM2.5 guideline of 15 μg/m3. While this level is lower than those seen in some larger African cities (such as Kinshasa, Democratic Republic of the Congo), mitigation strategies should be developed soon to prevent further impairment to air quality as Accra, and Ghana as a whole, rapidly grow.
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Affiliation(s)
- Garima Raheja
- Department
of Earth and Environmental Sciences, Columbia
University, New York, New York 10027, United States
- Lamont-Doherty
Earth Observatory of Columbia University, Palisades, New York 10964, United States
| | - James Nimo
- Department
of Physics, University of Ghana, Legon, Ghana, Ghana
- African
Institute of Mathematical Sciences, Kigali, Rwanda
| | | | | | - Maxwell Sunu
- Ghana
Environmental Protection Agency, Accra, Ghana
| | - John Nyante
- Ghana
Environmental Protection Agency, Accra, Ghana
| | | | | | - Raphael E. Arku
- Department
of Environmental Health Sciences, School of Public Health and Health
Sciences, University of Massachusetts, Amherst, Massachusetts 01003, United States
| | - Stefani L. Penn
- Industrial
Economics, Inc, Cambridge, Massachusetts 02140, United States
| | - Michael R. Giordano
- Univ
Paris Est Creteil, CNRS UMS 3563, Ecole Nationale des Ponts et Chaussés,
Université de Paris, OSU-EFLUVE—Observatoire Sciences
de L’Univers-Envelopes Fluides de La Ville à L’Exobiologie, F-94010 Créteil, France
| | - Zhonghua Zheng
- Department
of Earth and Environmental Sciences, The
University of Manchester, Manchester M13 9PL, U.K.
| | - Darby Jack
- Department of Environmental Health Sciences, Mailman
School of Public
Health, Columbia University, New York, New York 10032, United States
| | - Steven Chillrud
- Department of Environmental Health Sciences, Mailman
School of Public
Health, Columbia University, New York, New York 10032, United States
| | | | - R. Subramanian
- Univ
Paris Est Creteil, CNRS UMS 3563, Ecole Nationale des Ponts et Chaussés,
Université de Paris, OSU-EFLUVE—Observatoire Sciences
de L’Univers-Envelopes Fluides de La Ville à L’Exobiologie, F-94010 Créteil, France
- Kigali Collaborative
Research Centre, Kigali, Rwanda
| | - Robert Pinder
- Environmental Protection Agency, Raleigh, North Carolina 27709, United States
| | | | | | | | | | - Daniel M. Westervelt
- Lamont-Doherty
Earth Observatory of Columbia University, Palisades, New York 10964, United States
- NASA Goddard Institute for Space Science, New York, New York 10025, United States
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Aboagye EM, Effah NAA, Effah KO. A bibliometric analysis of the impact of COVID-19 social lockdowns on air quality: research trends and future directions. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023:10.1007/s11356-023-27699-3. [PMID: 37219782 DOI: 10.1007/s11356-023-27699-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 05/12/2023] [Indexed: 05/24/2023]
Abstract
Social lockdowns improved air quality during the COVID-19 pandemic. Governments had previously spent a lot of money addressing air pollution without success. This bibliometric study measured the influence of COVID-19 social lockdowns on air pollution, identified emerging issues, and discussed future perspectives. The researchers examined the contributions of countries, authors, and most productive journals to COVID-19 and air pollution research from January 1, 2020, to September 12, 2022, from the Web of Sciences Core Collection (WoS). The results showed that (a) publications on the COVID-19 pandemic and air pollution were 504 (research articles) with 7495 citations, (b) China ranked first in the number of publications (n = 151; 29.96% of the global output) and was the main country in international cooperation network, followed by India (n = 101; 20.04% of the total articles) and the USA (n = 41; 8.13% of the global output). Air pollution plagues China, India, and the USA, calling for many studies. After a high spike in 2020, research published in 2021 declined in 2022. The author's keywords have focused on "COVID-19," "air pollution," "lockdown," and "PM25." These keywords suggest that research in this area is focused on understanding the health impacts of air pollution, developing policies to address air pollution, and improving air quality monitoring. The COVID-19 social lockdown served as a specified procedure to reduce air pollution in these countries. However, this paper provides practical recommendations for future research and a model for environmental and health scientists to examine the likely impact of COVID-19 social lockdowns on urban air pollution.
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Affiliation(s)
| | | | - Kwaku Obeng Effah
- Law School, Zhongnan University of Economics and Law, Wuhan, China
- Department Political Science, University of Ghana, Legon, Accra, Ghana
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Okello G, Nantanda R, Awokola B, Thondoo M, Okure D, Tatah L, Bainomugisha E, Oni T. Air quality management strategies in Africa: A scoping review of the content, context, co-benefits and unintended consequences. ENVIRONMENT INTERNATIONAL 2023; 171:107709. [PMID: 36580733 DOI: 10.1016/j.envint.2022.107709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 12/07/2022] [Accepted: 12/19/2022] [Indexed: 06/17/2023]
Abstract
One of the major consequences of Africa's rapid urbanisation is the worsening air pollution, especially in urban centres. However, existing societal challenges such as recovery from the COVID-19 pandemic, poverty, intensifying effects of climate change are making prioritisation of addressing air pollution harder. We undertook a scoping review of strategies developed and/or implemented in Africa to provide a repository to stakeholders as a reference that could be applied for various local contexts. The review includes strategies assessed for effectiveness in improving air quality and/or health outcomes, co-benefits of the strategies, potential collaborators, and pitfalls. An international multidisciplinary team convened to develop well-considered research themes and scope from a contextual lens relevant to the African continent. From the initial 18,684 search returns, additional 43 returns through reference chaining, contacting topic experts and policy makers, 65 studies and reports were included for final analysis. Three main strategy categories obtained from the review included technology (75%), policy (20%) and education/behavioural change (5%). Most strategies (83%) predominantly focused on household air pollution compared to outdoor air pollution (17%) yet the latter is increasing due to urbanisation. Mobility strategies were only 6% compared to household energy strategies (88%) yet motorised mobility has rapidly increased over recent decades. A cost effective way to tackle air pollution in African cities given the competing priorities could be by leveraging and adopting implemented strategies, collaborating with actors involved whilst considering local contextual factors. Lessons and best practices from early adopters/implementers can go a long way in identifying opportunities and mitigating potential barriers related to the air quality management strategies hence saving time on trying to "reinvent the wheel" and prevent pitfalls. We suggest collaboration of various stakeholders, such as policy makers, academia, businesses and communities in order to formulate strategies that are suitable and practical to various local contexts.
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Affiliation(s)
- Gabriel Okello
- Institute for Sustainability Leadership, University of Cambridge, Cambridge, United Kingdom; MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom; AirQo, Department of Computer Science, Makerere University, Kampala, Uganda.
| | | | - Babatunde Awokola
- Department of Clinical Services, Medical Research Council Gambia at London School of Hygiene & Tropical Medicine, Banjul, Gambia
| | - Meelan Thondoo
- MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
| | - Deo Okure
- AirQo, Department of Computer Science, Makerere University, Kampala, Uganda
| | - Lambed Tatah
- MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
| | | | - Tolu Oni
- MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
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