Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Mathematical Institute, Utrecht University, Utrecht, The Netherlands.
PLoS Med. 2020 Jul 21;17(7):e1003166. doi: 10.1371/journal.pmed.1003166. eCollection 2020 Jul.
The coronavirus disease (COVID-19) caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has spread to nearly every country in the world since it first emerged in China in December 2019. Many countries have implemented social distancing as a measure to "flatten the curve" of the ongoing epidemics. Evaluation of the impact of government-imposed social distancing and of other measures to control further spread of COVID-19 is urgent, especially because of the large societal and economic impact of the former. The aim of this study was to compare the individual and combined effectiveness of self-imposed prevention measures and of short-term government-imposed social distancing in mitigating, delaying, or preventing a COVID-19 epidemic.
We developed a deterministic compartmental transmission model of SARS-CoV-2 in a population stratified by disease status (susceptible, exposed, infectious with mild or severe disease, diagnosed, and recovered) and disease awareness status (aware and unaware) due to the spread of COVID-19. Self-imposed measures were assumed to be taken by disease-aware individuals and included handwashing, mask-wearing, and social distancing. Government-imposed social distancing reduced the contact rate of individuals irrespective of their disease or awareness status. The model was parameterized using current best estimates of key epidemiological parameters from COVID-19 clinical studies. The model outcomes included the peak number of diagnoses, attack rate, and time until the peak number of diagnoses. For fast awareness spread in the population, self-imposed measures can significantly reduce the attack rate and diminish and postpone the peak number of diagnoses. We estimate that a large epidemic can be prevented if the efficacy of these measures exceeds 50%. For slow awareness spread, self-imposed measures reduce the peak number of diagnoses and attack rate but do not affect the timing of the peak. Early implementation of short-term government-imposed social distancing alone is estimated to delay (by at most 7 months for a 3-month intervention) but not to reduce the peak. The delay can be even longer and the height of the peak can be additionally reduced if this intervention is combined with self-imposed measures that are continued after government-imposed social distancing has been lifted. Our analyses are limited in that they do not account for stochasticity, demographics, heterogeneities in contact patterns or mixing, spatial effects, imperfect isolation of individuals with severe disease, and reinfection with COVID-19.
Our results suggest that information dissemination about COVID-19, which causes individual adoption of handwashing, mask-wearing, and social distancing, can be an effective strategy to mitigate and delay the epidemic. Early initiated short-term government-imposed social distancing can buy time for healthcare systems to prepare for an increasing COVID-19 burden. We stress the importance of disease awareness in controlling the ongoing epidemic and recommend that, in addition to policies on social distancing, governments and public health institutions mobilize people to adopt self-imposed measures with proven efficacy in order to successfully tackle COVID-19.
自 2019 年 12 月在中国首次出现以来,由严重急性呼吸系统综合征冠状病毒 2(SARS-CoV-2)引起的冠状病毒病(COVID-19)已传播到世界几乎每个国家。许多国家已实施社会隔离措施,以“拉平疫情曲线”。评估政府实施的社会隔离措施以及其他控制 COVID-19 进一步传播的措施的影响迫在眉睫,尤其是因为前者对社会和经济造成了巨大影响。本研究的目的是比较个体采取的自我预防措施和短期政府实施的社会隔离措施对减轻、延迟或预防 COVID-19 疫情的综合效果。
我们开发了一种 SARS-CoV-2 的确定性隔室传播模型,该模型按疾病状态(易感、暴露、轻度或重度疾病感染、诊断和康复)和疾病意识状态(知晓和不知晓)对人群进行分层。假设自我实施的措施是由知晓疾病的个体采取的,包括洗手、戴口罩和保持社交距离。政府实施的社会隔离措施降低了所有个体的接触率,而不论其疾病或意识状态如何。该模型使用来自 COVID-19 临床研究的当前最佳估计的关键流行病学参数进行参数化。模型结果包括诊断的峰值数量、发病率和达到诊断峰值的时间。对于人群中快速的意识传播,自我实施的措施可以显著降低发病率,并减少和推迟诊断的峰值数量。我们估计,如果这些措施的效果超过 50%,则可以预防大规模的疫情。对于缓慢的意识传播,自我实施的措施会降低诊断的峰值数量和发病率,但不会影响峰值时间。单独实施短期政府实施的社会隔离措施估计只能延迟(对于 3 个月的干预措施,最长可达 7 个月),而不会减少峰值。如果这种干预措施与政府实施的社会隔离措施相结合,并且在隔离措施解除后继续采取自我实施的措施,那么延迟时间可能更长,峰值高度也可以进一步降低。我们的分析受到限制,因为它们没有考虑到随机性、人口统计学、接触模式或混合的异质性、空间效应、严重疾病个体的隔离不完美以及 COVID-19 的再感染。
我们的研究结果表明,有关 COVID-19 的信息传播会导致个人采取洗手、戴口罩和保持社交距离等措施,这可能是减轻和延迟疫情的有效策略。早期启动的短期政府实施的社会隔离措施可以为医疗保健系统应对 COVID-19 负担的增加争取时间。我们强调了疾病意识在控制正在进行的疫情中的重要性,并建议除了社会隔离政策外,政府和公共卫生机构还应动员人们采取经过验证的自我实施措施,以成功应对 COVID-19。