Investigating the roles of meteorological factors in COVID-19 transmission in Northern Italy
- PMID: 33907953
- PMCID: PMC8079164
- DOI: 10.1007/s11356-021-14038-7
Investigating the roles of meteorological factors in COVID-19 transmission in Northern Italy
Abstract
The novel COVID-19 is a highly invasive, pathogenic, and transmittable disease that has stressed the health care sector and hampered global development. Information of other viral respiratory diseases indicates that COVID-19 transmission could be affected by varying weather conditions; however, the impact of meteorological factors on the COVID-19 death counts remains unexplored. By investigating the impact of meteorological factors (absolute humidity, relative humidity, and temperature), this study will contribute both theoretically and practically to the concerned domain of pandemic management to be better prepared to control the spread of the disease. For this study, data is collected from 23 February to 31 March 2020 for Milan, Northern Italy, one of the badly hit regions by COVID-19. The generalized additive model (GAM) is applied, and a nonlinear relationship is examined with penalized spline methods. A sensitivity analysis is conducted for the verification of model results. The results reveal that temperature, relative humidity, and absolute humidity have a significant but negative relationship with the COVID-19 mortality rate. Therefore, it is possible to postulate that cool and dry environmental conditions promote virus transmission, leading to an increase in COVID-19 death counts. The results may facilitate health care policymakers in developing and implementing effective control measures in a timely and efficient way.
Keywords: Air quality; COVID-19; Generalized additive model; Humidity; Temperature.
© 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
Conflict of interest statement
The authors declare no competing interests.
Figures
Similar articles
-
Meteorological factors, COVID-19 cases, and deaths in top 10 most affected countries: an econometric investigation.Environ Sci Pollut Res Int. 2021 Jun;28(22):28624-28639. doi: 10.1007/s11356-021-12668-5. Epub 2021 Feb 5. Environ Sci Pollut Res Int. 2021. PMID: 33547610 Free PMC article.
-
Assessing the relationship between surface levels of PM2.5 and PM10 particulate matter impact on COVID-19 in Milan, Italy.Sci Total Environ. 2020 Oct 10;738:139825. doi: 10.1016/j.scitotenv.2020.139825. Epub 2020 Jun 2. Sci Total Environ. 2020. PMID: 32512362 Free PMC article.
-
Impact of meteorological conditions and air pollution on COVID-19 pandemic transmission in Italy.Sci Rep. 2020 Oct 1;10(1):16213. doi: 10.1038/s41598-020-73197-8. Sci Rep. 2020. PMID: 33004925 Free PMC article.
-
Associations between meteorological factors and COVID-19: a global scoping review.Front Public Health. 2024 Jul 18;12:1183706. doi: 10.3389/fpubh.2024.1183706. eCollection 2024. Front Public Health. 2024. PMID: 39091528 Free PMC article. Review.
-
A review of the impact of weather and climate variables to COVID-19: In the absence of public health measures high temperatures cannot probably mitigate outbreaks.Sci Total Environ. 2021 May 10;768:144578. doi: 10.1016/j.scitotenv.2020.144578. Epub 2020 Dec 27. Sci Total Environ. 2021. PMID: 33450689 Free PMC article. Review.
Cited by
-
Non-linear effects of meteorological factors on COVID-19: An analysis of 440 counties in the americas.Heliyon. 2024 May 11;10(10):e31160. doi: 10.1016/j.heliyon.2024.e31160. eCollection 2024 May 30. Heliyon. 2024. PMID: 38778977 Free PMC article.
-
A New Analysis of Real-Time Fatality Rate in the Initial Stage of COVID-19.Entropy (Basel). 2023 Jul 6;25(7):1028. doi: 10.3390/e25071028. Entropy (Basel). 2023. PMID: 37509975 Free PMC article.
-
Role of meteorological factors on SARS-CoV-2 infection incidence in Italy and Spain before the vaccination campaign. A multi-city time series study.Environ Res. 2022 Aug;211:113134. doi: 10.1016/j.envres.2022.113134. Epub 2022 Mar 17. Environ Res. 2022. PMID: 35307374 Free PMC article.
-
Effects of environmental parameters and their interactions on the spreading of SARS-CoV-2 in North Italy under different social restrictions. A new approach based on multivariate analysis.Environ Res. 2022 Jul;210:112921. doi: 10.1016/j.envres.2022.112921. Epub 2022 Feb 10. Environ Res. 2022. PMID: 35150709 Free PMC article.
-
Impact of climate indicators on the COVID-19 pandemic in Saudi Arabia.Environ Sci Pollut Res Int. 2022 Mar;29(14):20449-20462. doi: 10.1007/s11356-021-17305-9. Epub 2021 Nov 4. Environ Sci Pollut Res Int. 2022. PMID: 34735701 Free PMC article.
References
-
- Ahmad M, Ur Rahman Z, Hong L, Khan S, Khan Z, Naeem Khan M. Impact of environmental quality variables and socio-economic factors on human health: empirical evidence from China. Pollution. 2018;4(4):571–579.
-
- Araveeporn A (2019) Estimating conditional heteroscedastic nonlinear autoregressive model by using smoothing spline and penalized spline methods. Songklanakarin J Sci Technol 41(4)
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical