论文标题

从不完整数据中估算Covid-19感染死亡率的缩放方法

A scaling approach to estimate the COVID-19 infection fatality ratio from incomplete data

论文作者

Seoane, Beatriz

论文摘要

自2020年初在中国正式宣布第一次爆发以来,SARS-COV-2破坏了世界各地数十亿人的寿命。但是,诸如诸如它的致命程度或在不同国家内的传播程度之类的重要问题仍未得到答复。在这项工作中,我们利用自各自爆发开始以来在不同国家 /地区观察到的年龄的“普遍”死亡率增长,再加上西班牙人口中抗体患病率测试的结果,以揭示这两个未知数。我们通过瑞士日内瓦州的类似抗体速率调查来验证这些结果。我们还认为,在大多数国家中,重要的是70岁以上的官方死亡人数被低估了,我们使用官方记录之间的比较与死亡证明中的Covid-19的死亡人数之间的比较来量化多少。使用这些信息,我们估计了不同年龄段的死亡感染率(IFR)以及在所有年龄段中均匀暴露于病毒的不同国家中感染的人群的比例。我们还使用西班牙的血清流行学结果对非均匀IFR进行了估计,显示了与年龄的死亡比率非常相似。只有对于西班牙,我们估计被确定为案件的概率(如果感染),在重症监护病房中被住院或被视为年龄的功能。总的来说,我们观察到死亡率与年龄的几乎指数增长,这预计人口分布不同的国家的IFR总差异很大,在意大利的1.82 \%到中国的0.62 \%范围从中国非洲的0.62 \%\%。

SARS-CoV-2 has disrupted the life of billions of people around the world since the first outbreak was officially declared in China at the beginning of 2020. Yet, important questions such as how deadly it is or its degree of spread within different countries remain unanswered. In this work, we exploit the `universal' growth of the mortality rate with age observed in different countries since the beginning of their respective outbreaks, combined with the results of the antibody prevalence tests in the population of Spain, to unveil both unknowns. We validate these results with an analogous antibody rate survey in the canton of Geneva, Switzerland. We also argue that the official number of deaths over 70 years old is importantly underestimated in most of the countries, and we use the comparison between the official records with the number of deaths mentioning COVID-19 in the death certificates to quantify by how much. Using this information, we estimate the fatality infection ratio (IFR) for the different age segments and the fraction of the population infected in different countries assuming a uniform exposure to the virus in all age segments. We also give estimations for the non-uniform IFR using the sero-epidemiological results of Spain, showing a very similar growth of the fatality ratio with age. Only for Spain, we estimate the probability (if infected) of being identified as a case, being hospitalized or admitted in the intensive care units as function of age. In general, we observe a nearly exponential growth of the fatality ratio with age, which anticipates large differences in total IFR in countries with different demographic distributions, with numbers that range from 1.82\% in Italy, to 0.62\% in China or even 0.14\% in middle Africa.

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