Effect of Green Space Environment on Air Pollutants PM2.5, PM10, CO, O3, and Incidence and Mortality of SARS-CoV-2 in Highly Green and Less-Green Countries
Abstract
:1. Introduction
2. Research Methodology
2.1. Selection of Highly Green and Less-Green Space Countries
2.2. EPI Scoring System of Environmentally Green Space and Less-Green Countries
2.3. Measurement of “PM2.5, PM10, CO, and O3, and SARS-CoV-2 Cases and Deaths”
2.4. Statistical Analysis and Ethical Statement
3. Results
4. Discussion
Possible Mechanism of How SARS-COV-2 Cases and Deaths Are Low in Green Space Regions
5. Study Strengths and Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Countries | EPI Score | Data Collection Period | Cases Mean ± SD | Deaths Mean ± SD | PM2.5 Mean ± SD | PM10 Mean ± SD | CO Mean ± SD | O3 Mean ± SD |
---|---|---|---|---|---|---|---|---|
Highly Green Space Countries (n = 10) | ||||||||
Denmark | 82.5 | 27 February 2020 to 11 July 2021 | 596.04 ± 33.25 | 5.07 ± 0.37 | 32.99 ± 0.51 | 21.30 ± 0.51 | 1.41 ± 0.47 | 24.90 ± 0.37 |
Luxembourg | 82.3 | 1 March 2020 to 11 July 2021 | 147.50 ± 9.09 | 1.64 ± 0.11 | 35.70 ± 0.66 | 17.21 ± 0.30 | 1.42 ± 0.04 | 26.58 ± 0.54 |
Switzerland | 81.5 | 24 February 2020 to 11 July 2021 | 1449.46 ± 88.69 | 20.35 ± 1.38 | 2.99 ± 0.06 | 14.26 ± 0.45 | 1.89 ± 0.08 | 27.78 ± 0.55 |
United Kingdom | 81.3 | 24 February 2020 to 11 July 2021 | 10,098.98 ± 624.04 | 254.76 ± 16.88 | 40.65 ± 1.31 | 15.97 ± 0.45 | 4.41 ± 0.15 | 25.18 ± 0.65 |
France | 80.0 | 24 January2020 to 11 July 2021 | 10,642.99 ± 631.98 | 206.30 ± 12.12 | 42.26 ± 1.33 | 16.65 ± 0.45 | 4.41 ± 0.16 | 21.60 ± 0.56 |
Austria | 79.6 | 26 February 2020 to 11 July 2021 | 1289.00 ± 77.50 | 20.79 ± 1.46 | 43.06 ± 1.09 | 16.84 ± 0.46 | 4.22 ± 0.16 | 27.97 ± 0.55 |
Finland | 78.9 | 27 February 2020 to 11 July 2021 | 195.77 ± 9.99 | 1.94 ± 0.17 | 29.87 ± 0.59 | 16.61 ± 0.48 | 1.30 ± 0.04 | 27.22 ± 0.40 |
Sweden | 78.7 | 31 January 2020 to 11 July 2021 | 2069.32 ± 115.48 | 27.58 ± 1.47 | 23.77 ± 0.66 | 16.99 ± 0.57 | 1.52 ± 0.04 | 23.95 ± 0.350 |
Norway | 77.7 | 26 February 2020 to 11 July 2021 | 264.53 ± 18.55 | 1.59 ± 0.16 | 29.39 ± 0.58 | 17.75 ± 0.43 | 1.21 ± 0.06 | 16.79 ± 0.32 |
Germany | 77.2 | 28 January 2020 to 11 July 2021 | 7036.09 ± 389.81 | 171.80 ± 11.85 | 32.35 ± 0.48 | 24.01 ± 0.63 | 1.59 ± 0.05 | 28.96 ± 0.49 |
Less-Green Space Countries (n = 07) | ||||||||
Kuwait | 53.6 | 3 February 2020 to 11 July 2021 | 752.62 ± 22.48 | 4.22 ± 0.16 | 104.38 ± 1.82 | 71.49 ± 2.45 | 10.92 ± 0.24 | 29.01 ± 0.66 |
Brazil | 51.2 | 3 February 2020 to 11 July 2021 | 39,871.37 ± 1276.99 | 1069.79 ± 40.43 | 57.07 ± 1.38 | 54.37 ± 1.66 | 3.04 ± 0.11 | 28.75 ± 0.56 |
Thailand | 45.4 | 3 February 2020 to 11 July 2021 | 676.71 ± 71.72 | 5.45 ± 0.64 | 85.68 ± 2.75 | 40.38 ± 0.80 | 1.15 ± 0.07 | 13.91 ± 0.38 |
Saudi Arabia | 44.0 | 3 February 2020 to 11 July 2021 | 1006.20 ± 47.66 | 16.02 ± 0.60 | 97.80 ± 1.63 | 55.83 ± 2.55 | 9.97 ± 0.36 | 19.53 ± 0.80 |
Egypt | 43.3 | 3 February 2020 to 11 July 2021 | 569.37 ± 20.43 | 32.96 ± 1.03 | 105.59 ± 1.75 | 104.22 ± 3.07 | 7.37 ± 0.22 | 5.85 ± 0.14 |
Indonesia | 37.8 | 3 February 2020 to 11 July 2021 | 5072.28 ± 268.98 | 133.45 ± 6.16 | 146.85 ± 3.28 | 111.91 ± 3.59 | 7.51 ± 0.24 | 30.69 ± 1.08 |
India | 27.6 | 3 February 2020 to 11 July 2021 | 62,046.71 ± 4133.54 | 821.00 ± 50.88 | 177.74 ± 3.78 | 124.78 ± 3.87 | 15.48 ± 0.74 | 42.08 ± 3.10 |
Low Green Space Countries (n = 07) | Highly Green Space Countries (n = 10) | ||
---|---|---|---|
Parameters | Mean ± SEM | Mean ± SEM | p-Value |
PM 2.5 μm (ppm) | 110.73 ± 1.09 | 31.35 ± 0.29 | 0.0001 |
PM 10 μm (ppm) | 80.43 ± 1.11 | 17.78 ± 0.15 | 0.0001 |
CO (ppm) | 7.92 ± 0.14 | 2.35 ± 0.03 | 0.0001 |
O3 (DU) | 24.26 ± 0.51 | 25.09 ± 0.15 | 0.613 |
SARS-CoV-2 daily cases (n) | 15,713.61 ± 702.42 | 3445.59 ± 108.09 | 0.0001 |
SARS-CoV-2 daily deaths (n) | 297.56 ± 11.27 | 72.54 ± 2.61 | 0.0001 |
Parameters | Low Green Space Countries (n = 7) | Highly Green SPACE Countries (n = 10) | ||
---|---|---|---|---|
Pollutants | Daily Cases | Daily Deaths | Daily Cases | Daily Deaths |
PM2.5 μm (ppm) | 0.256 * (0.0001) | 0.118 * (0.0001) | 0.203 * (0.0001) | 0.137 * (0.0001) |
PM10 μm (ppm) | 0.159 * (0.0001) | 0.095 * (0.0001) | 0.108 * (0.0001) | 0.101 * (0.0001) |
CO (ppm) | 0.174 * (0.0001) | 0.071 * (0.0001) | 0.434 * (0.0001) | 0.345 * (0.0001) |
O3 (DU) | 0.343 * (0.0001) | 0.288 * (0.0001) | 0.114 * (0.0001) | 0.046 * (0.007) |
Variables | Adjusted Odds Ratios (OR) | 95% CI | p-Value |
---|---|---|---|
Daily cases | 1.0 | 1.00–1.00 | p < 0.001 *** |
Daily Deaths | 0.99 | 0.998–0.99 | p < 0.001 *** |
Population | 1.0 | 1.00–1.00 | p < 0.001 *** |
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Meo, S.A.; Almutairi, F.J.; Abukhalaf, A.A.; Usmani, A.M. Effect of Green Space Environment on Air Pollutants PM2.5, PM10, CO, O3, and Incidence and Mortality of SARS-CoV-2 in Highly Green and Less-Green Countries. Int. J. Environ. Res. Public Health 2021, 18, 13151. https://doi.org/10.3390/ijerph182413151
Meo SA, Almutairi FJ, Abukhalaf AA, Usmani AM. Effect of Green Space Environment on Air Pollutants PM2.5, PM10, CO, O3, and Incidence and Mortality of SARS-CoV-2 in Highly Green and Less-Green Countries. International Journal of Environmental Research and Public Health. 2021; 18(24):13151. https://doi.org/10.3390/ijerph182413151
Chicago/Turabian StyleMeo, Sultan Ayoub, Faris Jamal Almutairi, Abdulelah Adnan Abukhalaf, and Adnan Mahmood Usmani. 2021. "Effect of Green Space Environment on Air Pollutants PM2.5, PM10, CO, O3, and Incidence and Mortality of SARS-CoV-2 in Highly Green and Less-Green Countries" International Journal of Environmental Research and Public Health 18, no. 24: 13151. https://doi.org/10.3390/ijerph182413151
APA StyleMeo, S. A., Almutairi, F. J., Abukhalaf, A. A., & Usmani, A. M. (2021). Effect of Green Space Environment on Air Pollutants PM2.5, PM10, CO, O3, and Incidence and Mortality of SARS-CoV-2 in Highly Green and Less-Green Countries. International Journal of Environmental Research and Public Health, 18(24), 13151. https://doi.org/10.3390/ijerph182413151