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Associations between COVID-19 Incidence Rates and the Exposure to PM2.5 and NO 2 : A Nationwide Observational Study in Italy

Author

Listed:
  • Fabiana Fiasca

    (Department of Life, Health & Environmental Sciences, University of L’Aquila, 67100 L’Aquila, Italy)

  • Mauro Minelli

    (Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy
    Centro Direzionale Isola F2, Pegaso Online University, 80132 Naples, Italy)

  • Dominga Maio

    (Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy)

  • Martina Minelli

    (Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy)

  • Ilaria Vergallo

    (Specialistic Allergic Unit & Immunological Pathologies, PoliSmail Network, 73100 Lecce, Italy)

  • Stefano Necozione

    (Department of Life, Health & Environmental Sciences, University of L’Aquila, 67100 L’Aquila, Italy)

  • Antonella Mattei

    (Department of Life, Health & Environmental Sciences, University of L’Aquila, 67100 L’Aquila, Italy)

Abstract

The COVID-19 outbreak disproportionately affected the elderly and areas with higher population density. Among the multiple factors possibly involved, a role for air pollution has also been hypothesized. This nationwide observational study demonstrated the significant positive relationship between COVID-19 incidence rates and PM2.5 and NO 2 levels in Italy, both considering the period 2016–2020 and the months of the epidemic, through univariate regression models, after logarithmic transformation of the variables, as the data were not normally distributed. That relationship was confirmed by a multivariate analysis showing the combined effect of the two pollutants, adjusted for the old-age index and population density. An increase in PM2.5 and NO 2 concentrations by one unit (1 µg/m 3 ) corresponded to an increase in incidence rates of 1.56 and 1.24 × 10 4 people, respectively, taking into account the average levels of air pollutants in the period 2016–2020, and 2.79 and 1.24 × 10 4 people during March–May 2020. Considering the entire epidemic period (March–October 2020), these increases were 1.05 and 1.01 × 10 4 people, respectively, and could explain 59% of the variance in COVID-19 incidence rates (R 2 = 0.59). This evidence could support the implementation of targeted responses by focusing on areas with low air quality to mitigate the spread of the disease.

Suggested Citation

  • Fabiana Fiasca & Mauro Minelli & Dominga Maio & Martina Minelli & Ilaria Vergallo & Stefano Necozione & Antonella Mattei, 2020. "Associations between COVID-19 Incidence Rates and the Exposure to PM2.5 and NO 2 : A Nationwide Observational Study in Italy," IJERPH, MDPI, vol. 17(24), pages 1-10, December.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:24:p:9318-:d:461266
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    References listed on IDEAS

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    1. Peng Zhou & Xing-Lou Yang & Xian-Guang Wang & Ben Hu & Lei Zhang & Wei Zhang & Hao-Rui Si & Yan Zhu & Bei Li & Chao-Lin Huang & Hui-Dong Chen & Jing Chen & Yun Luo & Hua Guo & Ren-Di Jiang & Mei-Qin L, 2020. "Addendum: A pneumonia outbreak associated with a new coronavirus of probable bat origin," Nature, Nature, vol. 588(7836), pages 6-6, December.
    2. Peng Zhou & Xing-Lou Yang & Xian-Guang Wang & Ben Hu & Lei Zhang & Wei Zhang & Hao-Rui Si & Yan Zhu & Bei Li & Chao-Lin Huang & Hui-Dong Chen & Jing Chen & Yun Luo & Hua Guo & Ren-Di Jiang & Mei-Qin L, 2020. "A pneumonia outbreak associated with a new coronavirus of probable bat origin," Nature, Nature, vol. 579(7798), pages 270-273, March.
    3. Watnik, Mitchell, 2007. "Advanced Statistics from an Elementary Point of View. Michael J. Panik," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 766-767, June.
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    2. Gabriela Cioca & Raluca Andreea Nerişanu, 2022. "The Effects of Pandemic Restrictions on Public Health—Improvements in Urban Air Quality," IJERPH, MDPI, vol. 19(15), pages 1-23, July.

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