Serio Carmine, Masiello Guido, Cersosimo Angela
School of Engineering, University of Basilicata, Potenza, Italy.
Heliyon. 2022 Aug;8(8):e09978. doi: 10.1016/j.heliyon.2022.e09978. Epub 2022 Jul 20.
This work analyzes nitrogen dioxide (NO) pollution over a set of cities in the Po Valley in northern Italy, using satellite and in situ observations. The cities include Milan, Bergamo, and Brescia, the first area of the COVID-19 outbreak and diffusion in Italy, with a higher mortality rate than in other parts of Italy and Europe. The analysis was performed for three years, from May 2018 to April 2021, including the period of first-wave diffusion of COVID-19 over the Po Valley, that is, January 2020-April 2020. The study aimed at giving a more general picture of the NO temporal and spatial variation, possibly due to the lockdown adopted for the pandemic crisis containment and other factors, such as the meteorological conditions and the seasonal cycle. We have mainly investigated two effects: first, the correlation of NO pollution with atmospheric parameters such as air and dew point temperature, and second the possible correlation between air quality and COVID-19 deaths, which could explain the high mortality rate. We have found a good relationship between air quality and temperature. In light of this relationship, we can conclude that the air quality improvement in March 2020 was primarily because of the lockdown adopted to prevent and limit virus diffusion. We also report a good correlation between NO pollution and COVID-19 deaths, which is not seen when considering a reference city in the South of Italy. The critical factor in explaining the difference is the of air pollution in the Po Valley in wintertime. We found that NO pollution shows a seasonal cycle, yielding a non-causal correlation with the COVID-19 deaths. However, causality comes in once we read the correlation in the context of current and recent epidemiological evidence and leads us to conclude that air pollution may have acted as a significant risk factor in boosting COVID-19 fatalities.
本研究利用卫星观测和实地观测数据,分析了意大利北部波河流域一组城市的二氧化氮(NO)污染情况。这些城市包括米兰、贝加莫和布雷西亚,是意大利新冠疫情爆发和传播的首个地区,死亡率高于意大利和欧洲其他地区。分析时间跨度为三年,从2018年5月至2021年4月,包括新冠疫情在波河流域首次传播的时期,即2020年1月至2020年4月。该研究旨在更全面地了解NO的时空变化情况,这可能是由于为控制疫情危机而采取的封锁措施以及其他因素,如气象条件和季节周期所致。我们主要研究了两个影响:一是NO污染与大气参数(如气温和露点温度)的相关性,二是空气质量与新冠死亡病例之间可能存在的相关性,这或许可以解释高死亡率的原因。我们发现空气质量与温度之间存在良好的关系。鉴于这种关系,我们可以得出结论,2020年3月空气质量的改善主要是由于为防止和限制病毒传播而采取的封锁措施。我们还报告了NO污染与新冠死亡病例之间存在良好的相关性,而在考虑意大利南部的一个参考城市时并未发现这种相关性。解释这种差异的关键因素是波河流域冬季的空气污染情况。我们发现NO污染呈现出季节性周期,与新冠死亡病例存在非因果相关性。然而,一旦我们结合当前和近期的流行病学证据来解读这种相关性,因果关系就显现出来了,这使我们得出结论,空气污染可能是导致新冠死亡人数增加的一个重要风险因素。