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Use of Multiple Linear Regressions to Evaluate the Influence of O3 and PM10 on Biological Pollutants
Authors: S. I. V. Sousa, F.G. Martins, M. C. Pereira, M. C. M. Alvim-Ferraz, H. Ribeiro, M. Oliveira, I. Abreu
Abstract:
Exposure to ambient air pollution has been linked to a number of health outcomes, starting from modest transient changes in the respiratory tract and impaired pulmonary function, continuing to restrict activity/reduce performance and to the increase emergency rooms visits, hospital admissions or mortality. The increase of allergenic symptoms has been associated with air contaminants such as ozone, particulate matter, fungal spores and pollen. Considering the potential relevance of crossed effects of nonbiological pollutants and airborne pollens and fungal spores on allergy worsening, the aim of this work was to evaluate the influence of non-biological pollutants (O3 and PM10) and meteorological parameters on the concentrations of pollen and fungal spores using multiple linear regressions. The data considered in this study were collected in Oporto which is the second largest Portuguese city, located in the North. Daily mean of O3, PM10, pollen and fungal spore concentrations, temperature, relative humidity, precipitation, wind velocity, pollen and fungal spore concentrations, for 2003, 2004 and 2005 were considered. Results showed that the 90th percentile of the adjusted coefficient of determination, P90 (R2aj), of the multiple regressions varied from 0.613 to 0.916 for pollen and from 0.275 to 0.512 for fungal spores. O3 and PM10 showed to have some influence on the biological pollutants. Among the meteorological parameters analysed, temperature was the one that most influenced the pollen and fungal spores airborne concentrations. Relative humidity also showed to have some influence on the fungal spore dispersion. Nevertheless, the models for each pollen and fungal spore were different depending on the analysed period, which means that the correlations identified as statistically significant can not be, even so, consistent enough.Keywords: Air pollutants, meteorological parameters, biologicalpollutants, multiple linear correlations.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1084692
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[1] B. Binková, M. Bobak, A. Chatterjee, A. J. Chauhan, J. Dejmek, D. W. Dockery, M. Everard, F. Forastiere, F. Gilliland, S. Holgate, S. Johnston, M. Krzyzanowski, B. Kuna-Dibbert, R. Maynard, O. Raaschou-Nielsen, J. Samet, J. Schneider, P. J. Skerrett, R. J. Šrám, D. Walters, S. K. Weiland, G. Winneke, "The effects of air pollution on children-s health and development: a review of evidence", WHO Monograph, WHO Regional Office for Europe, Bonn, 2004.
[2] K. Donaldson, M. I. Gilmour, W. MacNee, "Asthma and PM10", Respiratory Research, vol. 1, 2002, pp. 12-15.
[3] D. W. Dockery, C. A. Pope, "Acute Respiratory Effects of Particulate Air Pollution", Annual Review of Public Health, vol. 15, 1994, pp. 107- 132.
[4] P. E. Tolbert, M. Klein, K. B. Metzger, J. Peel, W. D. Flanders, K. Todd, J. Mulholland, P. B. Ryan, H. Frumkin,. "Interim results of the study of particulates and health in Atlanta (SOPHIA)", Journal of Exposure Analysis and Environmental Epidemiology, vol. 10, 2000, pp. 446-460.
[5] EEA, "Air pollution by ozone in Europe in summer 2003. Overview of exceedances of EC ozone threshold values during summer season April- August 2003 and comparisons with previous years", Topic report nº3/2003, European Environment Agency, Copenhagen, 2003
[6] B. Brunekreef, S. T. Holgate, "Air Pollution and health", The Lancet, vol. 360, 2002, pp. 1233-1242.
[7] V. Stone, "Environmental air pollution" American Journal of Respiratory and Critical Care Medicine vol. 162, 2000, pp. 44-47.
[8] B. Simon-Nobbe, U. Denk, V. Pöll, R. Rid, M. Breitenbach, "The Spectrum of Fungal Allergy", International Archives of Allergy and Immunology, vol. 145, 2008, pp. 58-86.
[9] M. Berico, A. Luciani, M. Formignani, "Atmospheric aerosol in an urban area-measurements of TSP and PM10 standards and pulmonary deposition assessments", Atmospheric Environment, vol. 31, 1997, pp. 3659-3665.
[10] H. A. Burge, "An update on pollen and fungal spore aerobiology", Journal of Allergy and Clinical Immunology, vol. 110, 2002, pp. 544- 552.
[11] I. Abreu, H. Ribeiro, "Allergenic pollen in the city of Porto (Portugal)" Allergy, vol. 60, 2005, pp. 1452-1457.
[12] M. Oliveira, H. Ribeiro, I. Abreu, "Annual variation of fungal spores in atmosphere of Porto: 2003", Annals of Agricultural and Environmental Medicine, vol. 12, 2005, pp. 309-315.
[13] M. Smith, J. Emberlin, "Constructing a 7-day ahead forecast model for grass pollen at north London, United Kingdom", Clinical and Experimental Allergy, vol. 35, 2005, pp. 1400-1406.
[14] E. Ridolo, R. Albertini, D. Giordano, L. Soliani, I. Usberti, P. P. Dall'Aglio , "Airborne pollen concentrations and the incidence of allergic asthma and rhinoconjunctivitis in northern Italy from 1992 to 2003", International Archives of Allergy and Immunology, vol. 142, 2007, pp. 151-157.
[15] C. Calder├│n, J. Lacey, A. McCartney, I. Rosas, "Influence of urban climate upon distribution of airborne Deuteromycete spore concentrations in Mexico City", International Journal of Biometeorology, vol. 40, 1997, pp. 71-80.
[16] R. K. Katial, Y. Zhang, R .H. Jones, P. D. Dyer, "Atmospheric mold spore counts in relation to meteorological parameters", International Journal of Biometeorology, vol. 41, 1997, pp. 17-22.
[17] J. Angulo-Romero, A. Mediavilla-Molina, E. Domínguez-Vilches, "Conidia of Alternaria in the atmosphere of the city of Cordoba, Spain in relation to meteorological parameters", International Journal of Biometeorology, vol. 43, 1999, pp. 45-49.
[18] S. Sabariego, C. D. Guardia, F. Alba, "The effect of meteorological factors on the daily variation of airborne fungal spores in Granada (southern Spain)", International Journal of Biometeorology, vol. 44, 2000, pp. 1-5.
[19] A. Vliet, A. Overeem, R. Groot, A. Jacobs, F. Spieksma, "The influence of temperature and climate change on the timing of pollen release in the Netherlands", International Journal of Climatology, vol. 22, 2002, pp. 1757-1767.
[20] H. Ribeiro, M. Cunha, I. Abreu, "Airborne pollen concentration in the region of Braga, Portugal, and its relationship with meteorological parameters", Aerobiologia, vol. 19, 2003, pp. 21-27.
[21] B. J. Green, M. Dettmann, E. Yli-Panula, S. Rutherford, R. Simpson, "Atmospheric Poaceae pollen frequencies and associations with meteorological parameters in Brisbane, Australia: a 5-year record, 1994- 1999", International Journal of Biometeorology, vol. 48, 2004, pp. 172- 178.
[22] A. Adhikari, T. Reponen, S A. Grinshpun, D. Martuzevicius, G LeMasters, "Correlation of ambient inhalable bioaerosols with particulate matter and ozone: A two-year study", Environmental Pollution, vol. 140, 2006, pp. 16-28.
[23] H.-M. Ho, C. Y. Rao, H.-H. Hsu, Y.-H. Chiu, C.-M. Liu, H. J. Chao, "Characteristics and determinants of ambient fungal spores in Hualien, Taiwan", Atmospheric Environment, vol. 39, 2005, pp. 5839-5850.
[24] WHO, Air Quality Guidelines-Global Update 2005, World Health Organization Regional Office, Copenhagen, 2005.
[25] A. Monteiro, Oporto Urban Climate: Contribution for the definition of land use planning strategies, Calouste Gulbenkin Foundation, Lisbon, 1997.
[O Clima Urbano do Porto: Contribui├º├úo para a defini├º├úo das estratégias de planeamento e ordenamento do territ├│rio, Funda├º├úo Calouste Gulbenkian].
[26] F. D. Santos, K. Forbes, R. Moita. Climate Change in Portugal: Scenarios, Impacts and Adaptation Measures SIAM Project. Gradiva, Lisbon, 2002.
[27] M. W. Gardner, S. R. Dorling, "Statistical surface ozone models: an improved methodology to account for non-linear behaviour", Atmospheric Environment, vol. 34, 2000, pp. 21-34.
[28] Chaloulakou A., Saisana M., Spyrellis N.,2003. Comparative assessment of neural networks and regression models for forecasting summertime ozone in Athens. Science of the Total Environment 313, 1- 13.
[29] D. Broadhurst, R. Goodacre, A. Jones, J. J. Rowland, D. B. Kell. "Genetic algorithms as a method for variable selection in multiple linear regression and partial least squares regression, with applications to pyrolysis mass spectrometry", Analytica Chimica Acta, vol. 348, 1997, pp. 71-86.
[30] O. Deeb, B. Hemmateenejad, A. Jaber, R. Garduno-Juarez, R. Miri, "Effect of the electronic and physicochemical parameters on the carcinogenesis activity of some sulfa drugs using QSAR analysis based on genetic-MLR and genetic-PLS", Chemosphere, vol. 67, 2007, pp. 2122-2130.
[31] H. Behrendt, W. M. Becker, K. H. Friedrichs, V. Darson, R. Tomingas, "Interaction between aeroallergens and airborne particulate matter", International Archives of Allergy & Immunology, vol. 99, 1992, pp. 425- 428.
[32] M. D' Amato, "Environmental urban factors (air pollution and allergens) and the rising trends in allergic respiratory diseases", Allergy, vol. 57(Suppl 72), 2002, pp. 30-33.