College of Computer Science, Sichuan University, Chengdu, China.
Glasgow College, University of Electronic Science and Technology of China, Chengdu, China.
PLoS Comput Biol. 2023 Sep 1;19(9):e1011423. doi: 10.1371/journal.pcbi.1011423. eCollection 2023 Sep.
There are many contrasting results concerning the effectiveness of Test-Trace-Isolate (TTI) strategies in mitigating SARS-CoV-2 spread. To shed light on this debate, we developed a novel static-temporal multiplex network characterizing both the regular (static) and random (temporal) contact patterns of individuals and a SARS-CoV-2 transmission model calibrated with historical COVID-19 epidemiological data. We estimated that the TTI strategy alone could not control the disease spread: assuming R0 = 2.5, the infection attack rate would be reduced by 24.5%. Increased test capacity and improved contact trace efficiency only slightly improved the effectiveness of the TTI. We thus investigated the effectiveness of the TTI strategy when coupled with reactive social distancing policies. Limiting contacts on the temporal contact layer would be insufficient to control an epidemic and contacts on both layers would need to be limited simultaneously. For example, the infection attack rate would be reduced by 68.1% when the reactive distancing policy disconnects 30% and 50% of contacts on static and temporal layers, respectively. Our findings highlight that, to reduce the overall transmission, it is important to limit contacts regardless of their types in addition to identifying infected individuals through contact tracing, given the substantial proportion of asymptomatic and pre-symptomatic SARS-CoV-2 transmission.
关于 Test-Trace-Isolate (TTI) 策略在减轻 SARS-CoV-2 传播方面的有效性存在许多相互矛盾的结果。为了阐明这一争论,我们开发了一种新颖的静态时间复用网络,该网络同时描述了个体的规则(静态)和随机(时间)接触模式,以及一个基于历史 COVID-19 流行病学数据校准的 SARS-CoV-2 传播模型。我们估计,仅 TTI 策略无法控制疾病传播:假设 R0 = 2.5,感染攻击率将降低 24.5%。增加检测能力和提高接触追踪效率只能略微提高 TTI 的有效性。因此,我们研究了 TTI 策略与反应性社交距离政策相结合的有效性。仅在时间接触层上限制接触不足以控制疫情,需要同时限制两个层面上的接触。例如,当反应性隔离政策分别断开静态和时间接触层上 30%和 50%的接触时,感染攻击率将降低 68.1%。我们的研究结果强调,鉴于 SARS-CoV-2 传播中存在大量无症状和症状前传播,除了通过接触追踪识别感染者外,通过接触追踪识别感染者外,重要的是要限制接触,无论其类型如何,以降低整体传播。