Exploring affordable and effective pandemic containment measures in lower-income countries with a spatial SEIR model: a case study in South Africa.

IF 3.5 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Lingyu Fan, Wenzhong Shi, Qing Pei, Anshu Zhang
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引用次数: 0

Abstract

Background: The COVID-19 pandemic has exposed the vulnerabilities of lower-income countries due to limited healthcare infrastructure and socioeconomic constraints, highlighting the need for effective containment measures that minimize socioeconomic costs and prepare for future pandemics alike, which are expected to become more frequent. Although prior studies have examined various strategies in these regions, a significant gap remains in quantitative research on affordable measures to combat the highly transmissible SARS-CoV-2 Omicron variant, which greatly challenges effective measures for previous strains. Studies on targeted containment measures for Omicron have dramatically declined even in higher-income regions, and their findings could be much less applicable in lower-income regions due to substantial socioeconomic disparities.

Methods: This study addresses this gap by focusing on South Africa. A spatial Susceptible-Exposed-Infected-Recovered (SEIR) model was developed to simulate the virus spread during the country's first Omicron wave from November 2021 to April 2022, integrating multisource statistics to overcome the typical scarcity of inter-city mobility data in lower-income countries. Three affordable containment measures were examined: (1) restricting inter-city mobility in epicenter provinces, while allowing nationwide intra-city movement for livelihood activities; (2) home isolation for positive cases, alongside quarantine for co-residents, accounting for high rates of asymptomatic cases, underreporting, and delays of self-isolation; and (3) prioritizing booster vaccinations for high-risk healthcare workers.

Results: The findings indicate that restricting inter-city mobility in the epicenter Gauteng, which only accounted for 3.6% of national mobility, could reduce national infections by 15.0%. Quarantining households with positive cases could reduce infections by 10.9%, despite the high rates of asymptomatic cases and presymptomatic transmission. Prioritizing booster vaccinations was also effective when healthcare workers had a much higher infection risk than others. Meanwhile, these measures incurred minimal socioeconomic costs compared to earlier pandemic strategies. Additionally, the spatial variation of containment measure effectiveness suggests that timely implementation of these measures before the infection rate escalates is critical for ensuring their effectiveness.

Conclusions: This research provides essential insights for lower-income countries to manage current and future pandemics within their economic and healthcare constraints, especially regarding targeted mobility restriction, quarantine, prioritized vaccination, and timing of containment measures.

利用空间SEIR模型探索低收入国家可负担和有效的流行病控制措施:以南非为例研究。
背景:2019冠状病毒病大流行暴露了低收入国家因医疗基础设施有限和社会经济制约因素而存在的脆弱性,突出表明需要采取有效的遏制措施,最大限度地降低社会经济成本,并为预计将变得更加频繁的未来大流行做好准备。尽管之前的研究已经检查了这些地区的各种策略,但在对抗高度传染性的SARS-CoV-2 Omicron变体的可负担措施的定量研究方面仍然存在重大差距,这极大地挑战了对以前菌株的有效措施。即使在高收入地区,关于欧米克隆有针对性遏制措施的研究也急剧减少,由于存在巨大的社会经济差距,其研究结果在低收入地区的适用性可能要小得多。方法:本研究通过关注南非来解决这一差距。开发了一个空间易感-暴露-感染-恢复(SEIR)模型,以模拟2021年11月至2022年4月该国第一次欧米克隆波期间的病毒传播,整合了多来源统计数据,以克服低收入国家典型的城市间交通数据稀缺问题。研究了三种负担得起的遏制措施:(1)限制震中省份的城市间流动,同时允许全国范围内的城市内生计活动流动;(2)对阳性病例进行居家隔离,同时对同住者进行隔离,导致无症状病例、漏报和自我隔离延迟率高;(3)优先为高危医护人员加强疫苗接种。结果:研究结果表明,在仅占全国人口流动3.6%的豪登省,限制疫情中心的城市间流动可使全国感染人数减少15.0%。尽管无症状病例和症状前传播率很高,但对有阳性病例的家庭进行隔离可使感染减少10.9%。当卫生保健工作者的感染风险比其他人高得多时,优先接种加强疫苗也很有效。与此同时,与早期的大流行战略相比,这些措施造成的社会经济成本最低。此外,遏制措施有效性的空间差异表明,在感染率上升之前及时实施这些措施对于确保其有效性至关重要。结论:本研究为低收入国家在其经济和医疗限制条件下管理当前和未来的流行病提供了重要见解,特别是在有针对性的流动限制、隔离、优先接种疫苗和控制措施的时机方面。
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来源期刊
BMC Public Health
BMC Public Health 医学-公共卫生、环境卫生与职业卫生
CiteScore
6.50
自引率
4.40%
发文量
2108
审稿时长
1 months
期刊介绍: BMC Public Health is an open access, peer-reviewed journal that considers articles on the epidemiology of disease and the understanding of all aspects of public health. The journal has a special focus on the social determinants of health, the environmental, behavioral, and occupational correlates of health and disease, and the impact of health policies, practices and interventions on the community.
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