Siddiqui Saman Hasan, Sarfraz Azza, Rizvi Arjumand, Shaheen Fariha, Yousafzai Mohammad Tahir, Ali Syed Asad
Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan.
Osong Public Health Res Perspect. 2021 Apr;12(2):64-72. doi: 10.24171/j.phrp.2021.12.2.03. Epub 2021 Apr 29.
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused devastation in over 200 countries. Italy, Spain, and the United States (US) were most severely affected by the first wave of the pandemic. The reasons why some countries were more strongly affected than others remain unknown. We identified the most-affected and less-affected countries and states and explored environmental, host, and infrastructure risk factors that may explain differences in the SARS-CoV-2 mortality burden.
We identified the top 10 countries/US states with the highest deaths per population until May 2020. For each of these 10 case countries/states, we identified 6 control countries/states with a similar population size and at least 3 times fewer deaths per population. We extracted data for 30 risk factors from publicly available, trusted sources. We compared case and control countries/states using the non-parametric Wilcoxon rank-sum test, and conducted a secondary cluster analysis to explore the relationship between the number of cases per population and the number of deaths per population using a scalable EM (expectation-maximization) clustering algorithm.
Statistically significant differences were found in 16 of 30 investigated risk factors, the most important of which were temperature, neonatal and under-5 mortality rates, the percentage of under-5 deaths due to acute respiratory infections (ARIs) and diarrhea, and tuberculosis incidence (p < 0.05).
Countries with a higher burden of baseline pediatric mortality rates, higher pediatric mortality from preventable diseases like diarrhea and ARI, and higher tuberculosis incidence had lower rates of coronavirus disease 2019-associated mortality, supporting the hygiene hypothesis.
严重急性呼吸综合征冠状病毒2(SARS-CoV-2)已在200多个国家造成破坏。意大利、西班牙和美国受第一波疫情影响最为严重。一些国家比其他国家受影响更严重的原因尚不清楚。我们确定了受影响最严重和受影响较小的国家及州,并探讨了可能解释SARS-CoV-2死亡负担差异的环境、宿主和基础设施风险因素。
我们确定了截至2020年5月按人口计算死亡人数最多的10个国家/美国州。对于这10个病例国家/州中的每一个,我们确定了6个对照国家/州,它们的人口规模相似,且按人口计算的死亡人数至少少3倍。我们从公开可用的可靠来源提取了30个风险因素的数据。我们使用非参数威尔科克森秩和检验比较病例和对照国家/州,并使用可扩展的期望最大化(EM)聚类算法进行二次聚类分析,以探讨人均病例数与人均死亡数之间的关系。
在30个调查的风险因素中有16个存在统计学上的显著差异,其中最重要的是温度、新生儿和5岁以下儿童死亡率、5岁以下儿童因急性呼吸道感染(ARI)和腹泻导致的死亡百分比以及结核病发病率(p < 0.05)。
基线儿童死亡率较高、腹泻和ARI等可预防疾病导致的儿童死亡率较高以及结核病发病率较高的国家,2019冠状病毒病相关死亡率较低,这支持了卫生假说。