Senior Management, WHO Regional Office for Africa, Brazzaville, Republic of the Congo.
Data Analytics and Knowledge Management, WHO Regional Office for Africa, Brazzaville, Republic of the Congo.
Lancet Glob Health. 2022 Aug;10(8):e1099-e1114. doi: 10.1016/S2214-109X(22)00233-9. Epub 2022 Jun 1.
COVID-19 has affected the African region in many ways. We aimed to generate robust information on the transmission dynamics of COVID-19 in this region since the beginning of the pandemic and throughout 2022.
For each of the 47 countries of the WHO African region, we consolidated COVID-19 data from reported infections and deaths (from WHO statistics); published literature on socioecological, biophysical, and public health interventions; and immunity status and variants of concern, to build a dynamic and comprehensive picture of COVID-19 burden. The model is consolidated through a partially observed Markov decision process, with a Fourier series to produce observed patterns over time based on the SEIRD (denoting susceptible, exposed, infected, recovered, and dead) modelling framework. The model was set up to run weekly, by country, from the date the first infection was reported in each country until Dec 31, 2021. New variants were introduced into the model based on sequenced data reported by countries. The models were then extrapolated until the end of 2022 and included three scenarios based on possible new variants with varying transmissibility, severity, or immunogenicity.
Between Jan 1, 2020, and Dec 31, 2021, our model estimates the number of SARS-CoV-2 infections in the African region to be 505·6 million (95% CI 476·0-536·2), inferring that only 1·4% (one in 71) of SARS-CoV-2 infections in the region were reported. Deaths are estimated at 439 500 (95% CI 344 374-574 785), with 35·3% (one in three) of these reported as COVID-19-related deaths. Although the number of infections were similar between 2020 and 2021, 81% of the deaths were in 2021. 52·3% (95% CI 43·5-95·2) of the region's population is estimated to have some SARS-CoV-2 immunity, given vaccination coverage of 14·7% as of Dec 31, 2021. By the end of 2022, we estimate that infections will remain high, at around 166·2 million (95% CI 157·5-174·9) infections, but deaths will substantially reduce to 22 563 (14 970-38 831).
The African region is estimated to have had a similar number of COVID-19 infections to that of the rest of the world, but with fewer deaths. Our model suggests that the current approach to SARS-CoV-2 testing is missing most infections. These results are consistent with findings from representative seroprevalence studies. There is, therefore, a need for surveillance of hospitalisations, comorbidities, and the emergence of new variants of concern, and scale-up of representative seroprevalence studies, as core response strategies.
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COVID-19 以多种方式影响了非洲地区。我们旨在从大流行开始到 2022 年期间,针对该地区 COVID-19 的传播动态生成有力的信息。
对于世卫组织非洲区域的 47 个国家/地区中的每个国家/地区,我们整合了来自报告的感染和死亡数据(来自世卫组织统计数据);关于社会生态、生物物理和公共卫生干预措施的已发表文献;以及免疫状况和关注的变异体,以全面了解 COVID-19 的负担情况。该模型通过部分观测马尔可夫决策过程进行整合,利用傅立叶级数根据 SEIRD(表示易感、暴露、感染、恢复和死亡)建模框架,生成随时间变化的观察模式。该模型按国家/地区每周运行一次,从每个国家/地区首次报告感染之日起,运行至 2021 年 12 月 31 日。根据各国报告的测序数据,将新变体引入模型。然后将模型推断到 2022 年底,并包括三种基于传染性、严重程度或免疫原性不同的新变体的情景。
2020 年 1 月 1 日至 2021 年 12 月 31 日期间,我们的模型估计非洲区域 SARS-CoV-2 感染人数为 5.056 亿(95%CI 4.760-5.362),推断该区域只有 1.4%(每 71 例中有 1 例)的 SARS-CoV-2 感染得到报告。死亡人数估计为 43.95 万(95%CI 34.4374-57.4785),其中 35.3%(每三人中有 1 人)被报告为与 COVID-19 相关的死亡。尽管 2020 年和 2021 年的感染人数相似,但 2021 年的死亡人数占 81%。截至 2021 年 12 月 31 日,该区域 52.3%(95%CI 43.5-95.2)的人口估计具有一定的 SARS-CoV-2 免疫力,疫苗接种覆盖率为 14.7%。到 2022 年底,我们估计感染人数将居高不下,约为 1.662 亿(95%CI 1.575-1.749),但死亡人数将大幅减少至 22563(14970-38831)。
估计非洲区域的 COVID-19 感染人数与世界其他地区相似,但死亡人数较少。我们的模型表明,目前的 SARS-CoV-2 检测方法错过了大多数感染。这些结果与具有代表性的血清流行率研究的发现一致。因此,需要监测医院就诊情况、合并症以及新关注的变异体的出现,并扩大具有代表性的血清流行率研究,作为核心应对策略。
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