Pettit Rowland, Peng Bo, Yu Patrick, Matos Peter G, Greninger Alexander L, McCashin Julie, Amos Christopher Ian
Institute for Clinical and Translational Research, Baylor College of Medicine, Houston, TX.
Corporate Medical Advisors, Houston, Texas, USA.
medRxiv. 2021 Sep 21:2021.09.17.21263723. doi: 10.1101/2021.09.17.21263723.
Since March of 2020, over 210 million SARS-CoV-2 cases have been reported and roughly five billion doses of a SARS-CoV-2 vaccine have been delivered. The rise of the more infectious delta variant has recently indicated the value of reinstating previously relaxed non-pharmacological and test-driven preventative measures. These efforts have been met with resistance, due, in part, to a lack of site-specific quantitative evidence which can justify their value. As vaccination rates continue to increase, a gap in knowledge exists regarding appropriate thresholds for escalation and de-escalation of COVID-19 preventative measures.
We conducted a series of simulation experiments, trialing the spread of SARS-CoV-2 virus in a hypothesized working environment that is subject to COVID-19 infections from the surrounding community. We established cohorts of individuals who would, in simulation, work together for a set period of time. With these cohorts, we tested the rates of workplace and community acquired infections based on applied isolation strategies, community infection rates (CIR), scales of testing, non-pharmaceutical interventions, variant predominance's and testing strategies, vaccination coverages, and vaccination efficacies of the members included. Permuting through each combination of these variables, we estimated expected case counts for 33,462 unique workplace scenarios.
When the CIR is 5 new confirmed cases per 100,000 or fewer, and at 50% of the workforce is vaccinated with a 95% efficacious vaccine, then testing daily with an antigen-based or PCR based test in only unvaccinated workers will result in less than one infection through 4,800 person weeks. When the community infection rate per 100,000 persons is less than or equal to 60, and the vaccination coverage of the workforce is 100% with 95% vaccine efficacy then no masking or routine testing + isolation strategies are needed to prevent workplace acquired infections regardless of variant predominance. Identifying and isolating workers with antigen-based SARS-CoV-2 testing methods results in the same or fewer workplace acquired infections than testing with polymerase chain reaction (PCR) methods.
Specific scenarios exist in which preventative measures taken to prevent SARS-CoV-2 spread, including masking, and testing plus isolation strategies can safely be relaxed. Further, efficacious testing with quarantine strategies exist for implementation in only unvaccinated cohorts in a workplace. Due to shorter turnaround time, antigen-based testing with lower sensitivity is more effective than PCR testing with higher sensitivities in comparable testing strategies. The general reference interactive heatmap we provide can be used for site specific, immediate, parameter-based case count predictions to inform appropriate institutional policy making.
自2020年3月以来,已报告超过2.1亿例严重急性呼吸综合征冠状病毒2(SARS-CoV-2)病例,并且已交付了约50亿剂SARS-CoV-2疫苗。传染性更强的德尔塔变异株的出现,最近表明恢复此前放宽的非药物和检测驱动的预防措施具有重要意义。这些努力遭到了抵制,部分原因是缺乏能证明其价值的特定场所定量证据。随着疫苗接种率持续上升,在新冠病毒预防措施的升级和降级的适当阈值方面存在知识空白。
我们进行了一系列模拟实验,在一个假设的工作环境中试验SARS-CoV-2病毒的传播情况,该工作环境会受到来自周边社区的新冠病毒感染。我们建立了在模拟中会一起工作一段时间的个体群组。利用这些群组,我们基于应用的隔离策略、社区感染率(CIR)、检测规模、非药物干预措施、变异株优势情况和检测策略、疫苗接种覆盖率以及所纳入成员的疫苗效力,测试了工作场所和社区获得性感染的发生率。通过对这些变量的每种组合进行排列,我们估计了33462种独特工作场所情景下的预期病例数。
当社区感染率为每10万人新增确诊病例5例或更少,且50%的劳动力接种了效力为95%的疫苗时,仅对未接种疫苗的工人每天进行基于抗原或基于聚合酶链反应(PCR)的检测,在4800人周内感染人数将少于1例。当每10万人的社区感染率小于或等于60,且劳动力的疫苗接种覆盖率为100%、疫苗效力为95%时,无论变异株优势情况如何,都无需采取戴口罩或常规检测+隔离策略来预防工作场所获得性感染。使用基于抗原的SARS-CoV-2检测方法识别并隔离工人,与使用PCR方法检测相比,导致的工作场所获得性感染相同或更少。
存在一些特定情景,在这些情景中,为预防SARS-CoV-2传播而采取的预防措施,包括戴口罩以及检测和隔离策略,可以安全地放宽。此外,在工作场所仅针对未接种疫苗的群组存在有效的检测与隔离策略可供实施。由于周转时间更短,在可比的检测策略中,灵敏度较低的基于抗原的检测比灵敏度较高的PCR检测更有效。我们提供的通用参考交互式热图可用于基于特定场所、即时、基于参数的病例数预测,为适当的机构决策提供信息。