Department of Management Engineering, Tourbillon Tech srl, Padua, Italy.
Respiratory Unit, ASST Santi Paolo e Carlo, San Paolo Hospital, Milan, Italy.
Minerva Med. 2020 Aug;111(4):308-314. doi: 10.23736/S0026-4806.20.06702-6. Epub 2020 Jun 2.
To date, the European experience with COVID-19 mortality has been different to that observed in China and Asia. We aimed to forecast mortality trends in the 27 countries of the European Union (EU), plus Switzerland and the UK, where lockdown dates and confinement interventions have been heterogeneous, and to explore its determinants.
We have adapted our predictive model of COVID-19-related mortality, which rested on the observed mortality within the first weeks of the outbreak and the date of the respective lockdown in each country. It was applied in a training set of three countries (Italy, Germany and Spain), and then applied to the EU plus the UK and Switzerland. In addition, we explored the effects of timeliness and rigidity of the lockdown (on a five-step scale) and population density in our forecasts. We report r, and percent variation of expected versus observed deaths, all following TRIPOD guidance.
We identified a homogeneous distribution of deaths, and found a median of 24 days after lockdown adoption to reach the maximum daily deaths. Strikingly, cumulative deaths up to April 25, 2020 observed in Europe separated countries in three waves, according to the time lockdown measures were adopted following the onset of the outbreak: after a week, within a week, or even prior to the outbreak (r=0.876). In contrast, no correlation neither with lockdown rigidity nor population density were observed.
The European experience confirms that early, effective interventions of lockdown are fundamental to minimizing the COVID-19 death toll.
迄今为止,欧洲的 COVID-19 死亡率经验与中国和亚洲观察到的不同。我们旨在预测 27 个欧盟国家(EU)加上瑞士和英国的死亡率趋势,这些国家的封锁日期和限制措施各不相同,并探讨其决定因素。
我们调整了 COVID-19 相关死亡率的预测模型,该模型基于疫情爆发第一周的死亡率和各国的封锁日期。该模型在三个国家(意大利、德国和西班牙)的训练集中进行了应用,然后应用于欧盟加上英国和瑞士。此外,我们还探索了封锁的及时性和严格性(五分制)以及人口密度对预测的影响。我们按照 TRIPOD 指南报告 r 和预期与观察到的死亡人数的百分比变化。
我们发现死亡率呈均匀分布,并发现封锁后平均 24 天达到每日死亡人数的最大值。引人注目的是,截至 2020 年 4 月 25 日,欧洲观察到的累计死亡人数根据封锁措施在疫情爆发后采取的时间分为三波:一周后、一周内甚至在疫情爆发之前(r=0.876)。相比之下,封锁的严格性和人口密度都与死亡率没有相关性。
欧洲的经验证实,早期、有效的封锁干预措施对于将 COVID-19 死亡人数降到最低至关重要。