Assessing the effectiveness of test-trace-isolate interventions using a multi-layered temporal network
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arXiv
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2024
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| author | Cai, Yunyi Wang, Weiyi Yu, Lanlan Wang, Ruixiang Sun, Gui-Quan Kummer, Allisandra G. Ventura, Paulo C. Lv, Jiancheng Ajelli, Marco Liu, Quan-Hui |
| author_facet | Cai, Yunyi Wang, Weiyi Yu, Lanlan Wang, Ruixiang Sun, Gui-Quan Kummer, Allisandra G. Ventura, Paulo C. Lv, Jiancheng Ajelli, Marco Liu, Quan-Hui |
| contents | In the early stage of an infectious disease outbreak, public health strategies tend to gravitate towards non-pharmaceutical interventions (NPIs) given the time required to develop targeted treatments and vaccines. One of the most common NPIs is Test-Trace-Isolate (TTI). One of the factors determining the effectiveness of TTI is the ability to identify contacts of infected individuals. In this study, we propose a multi-layer temporal contact network to model transmission dynamics and assess the impact of different TTI implementations, using SARS-CoV-2 as a case study. The model was used to evaluate TTI effectiveness both in containing an outbreak and mitigating the impact of an epidemic. We estimated that a TTI strategy based on home isolation and testing of both primary and secondary contacts can contain outbreaks only when the reproduction number is up to 1.3, at which the epidemic prevention potential is 88.2% (95% CI: 87.9%-88.5%). On the other hand, for higher value of the reproduction number, TTI is estimated to noticeably mitigate disease burden but at high social costs (e.g., over a month in isolation/quarantine per person for reproduction numbers of 1.7 or higher). We estimated that strategies considering quarantine of contacts have a larger epidemic prevention potential than strategies that either avoid tracing contacts or require contacts to be tested before isolation. Combining TTI with other social distancing measures can improve the likelihood of successfully containing an outbreak but the estimated epidemic prevention potential remains lower than 50% for reproduction numbers higher than 2.1. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_14892 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Assessing the effectiveness of test-trace-isolate interventions using a multi-layered temporal network Cai, Yunyi Wang, Weiyi Yu, Lanlan Wang, Ruixiang Sun, Gui-Quan Kummer, Allisandra G. Ventura, Paulo C. Lv, Jiancheng Ajelli, Marco Liu, Quan-Hui Quantitative Methods In the early stage of an infectious disease outbreak, public health strategies tend to gravitate towards non-pharmaceutical interventions (NPIs) given the time required to develop targeted treatments and vaccines. One of the most common NPIs is Test-Trace-Isolate (TTI). One of the factors determining the effectiveness of TTI is the ability to identify contacts of infected individuals. In this study, we propose a multi-layer temporal contact network to model transmission dynamics and assess the impact of different TTI implementations, using SARS-CoV-2 as a case study. The model was used to evaluate TTI effectiveness both in containing an outbreak and mitigating the impact of an epidemic. We estimated that a TTI strategy based on home isolation and testing of both primary and secondary contacts can contain outbreaks only when the reproduction number is up to 1.3, at which the epidemic prevention potential is 88.2% (95% CI: 87.9%-88.5%). On the other hand, for higher value of the reproduction number, TTI is estimated to noticeably mitigate disease burden but at high social costs (e.g., over a month in isolation/quarantine per person for reproduction numbers of 1.7 or higher). We estimated that strategies considering quarantine of contacts have a larger epidemic prevention potential than strategies that either avoid tracing contacts or require contacts to be tested before isolation. Combining TTI with other social distancing measures can improve the likelihood of successfully containing an outbreak but the estimated epidemic prevention potential remains lower than 50% for reproduction numbers higher than 2.1. |
| title | Assessing the effectiveness of test-trace-isolate interventions using a multi-layered temporal network |
| topic | Quantitative Methods |
| url | https://arxiv.org/abs/2412.14892 |