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Int J Environ Res Public Health
2023 Apr 11;208:. doi: 10.3390/ijerph20085458.
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A Multi-Pollutant and Meteorological Analysis of Cardiorespiratory Mortality among the Elderly in São Paulo, Brazil-An Artificial Neural Networks Approach.
Leirião L
,
de Oliveira M
,
Martins T
,
Miraglia S
.
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Traditionally, studies that associate air pollution with health effects relate individual pollutants to outcomes such as mortality or hospital admissions. However, models capable of analyzing the effects resulting from the atmosphere mixture are demanded. In this study, multilayer perceptron neural networks were evaluated to associate PM10, NO2, and SO2 concentrations, temperature, wind speed, and relative air humidity with cardiorespiratory mortality among the elderly in São Paulo, Brazil. Daily data from 2007 to 2019 were considered and different numbers of neurons on the hidden layer, algorithms, and a combination of activation functions were tested. The best-fitted artificial neural network (ANN) resulted in a MAPE equal to 13.46%. When individual season data were analyzed, the MAPE decreased to 11%. The most influential variables in cardiorespiratory mortality among the elderly were PM10 and NO2 concentrations. The relative humidity variable is more important during the dry season, and temperature is more important during the rainy season. The models were not subjected to the multicollinearity issue as with classical regression models. The use of ANNs to relate air quality to health outcomes is still very incipient, and this work highlights that it is a powerful tool that should be further explored.
Abe,
Health Impact Assessment of Air Pollution in São Paulo, Brazil.
2016, Pubmed,
Echinobase
Abe,
Health Impact Assessment of Air Pollution in São Paulo, Brazil.
2016,
Pubmed
,
Echinobase
Aga,
Short-term effects of ambient particles on mortality in the elderly: results from 28 cities in the APHEA2 project.
2003,
Pubmed
Bellinger,
A systematic review of data mining and machine learning for air pollution epidemiology.
2017,
Pubmed
Bentayeb,
Adverse respiratory effects of outdoor air pollution in the elderly.
2012,
Pubmed
Bravo,
Air pollution and mortality in São Paulo, Brazil: Effects of multiple pollutants and analysis of susceptible populations.
2016,
Pubmed
Brunekreef,
Effects of long-term exposure to traffic-related air pollution on respiratory and cardiovascular mortality in the Netherlands: the NLCS-AIR study.
2009,
Pubmed
Burnett,
Global estimates of mortality associated with long-term exposure to outdoor fine particulate matter.
2018,
Pubmed
Chen,
Association of particulate air pollution with daily mortality: the China Air Pollution and Health Effects Study.
2012,
Pubmed
Costa,
Air Pollution and Deaths among Elderly Residents of São Paulo, Brazil: An Analysis of Mortality Displacement.
2017,
Pubmed
Costa,
Integrating health on air quality assessment--review report on health risks of two major European outdoor air pollutants: PM and NO₂.
2014,
Pubmed
Davalos,
Current approaches used in epidemiologic studies to examine short-term multipollutant air pollution exposures.
2017,
Pubmed
Dominici,
Protecting human health from air pollution: shifting from a single-pollutant to a multipollutant approach.
2010,
Pubmed
Dominski,
Effects of air pollution on health: A mapping review of systematic reviews and meta-analyses.
2021,
Pubmed
Dong,
Long-term exposure to ambient air pollution and respiratory disease mortality in Shenyang, China: a 12-year population-based retrospective cohort study.
2012,
Pubmed
Ferreira,
Effects of Particulate Matter and Its Chemical Constituents on Elderly Hospital Admissions Due to Circulatory and Respiratory Diseases.
2016,
Pubmed
Filleul,
Difference in the relation between daily mortality and air pollution among elderly and all-ages populations in southwestern France.
2004,
Pubmed
Franklin,
Association between PM2.5 and all-cause and specific-cause mortality in 27 US communities.
2007,
Pubmed
GBD 2019 Risk Factors Collaborators,
Global burden of 87 risk factors in 204 countries and territories, 1990-2019: a systematic analysis for the Global Burden of Disease Study 2019.
2020,
Pubmed
Gold,
Particulate and ozone pollutant effects on the respiratory function of children in southwest Mexico City.
1999,
Pubmed
Guergova,
Thermal sensitivity in the elderly: a review.
2011,
Pubmed
Jiang,
Temporal cross-correlations between air pollutants and outpatient visits for respiratory and circulatory system diseases in Fuzhou, China.
2020,
Pubmed
Kim,
Temperature modifies the association between particulate air pollution and mortality: A multi-city study in South Korea.
2015,
Pubmed
Koken,
Temperature, air pollution, and hospitalization for cardiovascular diseases among elderly people in Denver.
2003,
Pubmed
Krall,
A multicity study of air pollution and cardiorespiratory emergency department visits: Comparing approaches for combining estimates across cities.
2018,
Pubmed
Landrigan,
Air pollution and health.
2017,
Pubmed
Larrieu,
Are the short-term effects of air pollution restricted to cardiorespiratory diseases?
2009,
Pubmed
Lepeule,
Lung function association with outdoor temperature and relative humidity and its interaction with air pollution in the elderly.
2018,
Pubmed
Lin,
Air pollution and respiratory illness of children in São Paulo, Brazil.
1999,
Pubmed
Makri,
Vulnerability to air pollution health effects.
2008,
Pubmed
Martins,
Influence of socioeconomic conditions on air pollution adverse health effects in elderly people: an analysis of six regions in São Paulo, Brazil.
2004,
Pubmed
Martins,
[Air pollution and emergency room visits due to pneumonia and influenza in São Paulo, Brazil].
2002,
Pubmed
Medina-Ramón,
The effect of ozone and PM10 on hospital admissions for pneumonia and chronic obstructive pulmonary disease: a national multicity study.
2006,
Pubmed
Miranda,
Application of neural network to simulate the behavior of hospitalizations and their costs under the effects of various polluting gases in the city of São Paulo.
2021,
Pubmed
Newell,
Cardiorespiratory health effects of particulate ambient air pollution exposure in low-income and middle-income countries: a systematic review and meta-analysis.
2017,
Pubmed
Nguyen,
The relationship between indoor and outdoor temperature, apparent temperature, relative humidity, and absolute humidity.
2014,
Pubmed
Pereira,
Association between air pollution and intrauterine mortality in São Paulo, Brazil.
1998,
Pubmed
Polezer,
Assessing the impact of PM2.5 on respiratory disease using artificial neural networks.
2018,
Pubmed
,
Echinobase
Pérez-Martínez,
Heavy truck restrictions and air quality implications in São Paulo, Brazil.
2017,
Pubmed
Reinikainen,
Significance of humidity and temperature on skin and upper airway symptoms.
2003,
Pubmed
Requia,
Global Association of Air Pollution and Cardiorespiratory Diseases: A Systematic Review, Meta-Analysis, and Investigation of Modifier Variables.
2018,
Pubmed
Rodríguez-Villamizar,
Short-Term Effects of Air Pollution on Respiratory and Circulatory Morbidity in Colombia 2011⁻2014: A Multi-City, Time-Series Analysis.
2018,
Pubmed
Saldiva,
Association between air pollution and mortality due to respiratory diseases in children in São Paulo, Brazil: a preliminary report.
1994,
Pubmed
Saldiva,
Air pollution and mortality in elderly people: a time-series study in Sao Paulo, Brazil.
1995,
Pubmed
Schwalbe,
Artificial intelligence and the future of global health.
2020,
Pubmed
Schwartz,
Short term fluctuations in air pollution and hospital admissions of the elderly for respiratory disease.
1995,
Pubmed
Seposo,
Short-term effects of air pollution on daily single- and co-morbidity cardiorespiratory outpatient visits.
2020,
Pubmed
Shin,
Circulatory health risks from additive multi-pollutant models: short-term exposure to three common air pollutants in Canada.
2023,
Pubmed
Simoni,
Adverse effects of outdoor pollution in the elderly.
2015,
Pubmed
Sun,
Exposure to outdoor air pollution and its human health outcomes: A scoping review.
2019,
Pubmed
Sánchez-Ccoyllo,
The influence of meteorological conditions on the behavior of pollutants concentrations in São Paulo, Brazil.
2002,
Pubmed
Yap,
Particulate air pollution on cardiovascular mortality in the tropics: impact on the elderly.
2019,
Pubmed
Yu,
A review of practical statistical methods used in epidemiological studies to estimate the health effects of multi-pollutant mixture.
2022,
Pubmed
Zhang,
Ambient air pollution, smog episodes and mortality in Jinan, China.
2017,
Pubmed