Inferring Timing of Infection Using Within-host SARS-CoV-2 Infection Dynamics Model: Are "Imported Cases" Truly Imported?

Importance: Although the COVID-19 epidemic in some countries such as China are in the last phase by large effort for containment of the disease, another outbreaks can occur because huge susceptible population remains. Further, there remain countries in the early phase of outbreak with zero or limited number of cases in southern hemisphere countries. In those countries at risk of future outbreak, ascertaining whether cases are imported or the result of local secondary transmission is important for government to shape appropriate public health strategies. Objective: To develop a method to estimate timing of infection establishment, which helps differentiate imported and autochthonous cases. Design, Setting and Participants: Of the first 18 cases reported in Singapore, 12 were used in our study (1 case with insufficient data and 5 on anti-viral treatment were excluded from the analysis). The viral load data from these initial cases considered imported due to their travel history to Wuhan were analyzed. Another viral load data from 3 cases reported from Zhuhai, China, for whom exposed day were known, were also analyzed to determine the viral load threshold for infection establishment. Exposures: SARS-CoV-2 infection confirmed by the polymerase-chain-reaction (PCR) test. Main Outcomes and Measures: The timing of infection establishment of each case was assessed by analysing viral load data after symptom onset using a within-host viral dynamics model for SARS-CoV-2. Estimated timing of infection will indicate whether cases are imported or autochthonous transmission within Singapore. Results: Six among the 12 cases were clearly imported cases, whereas we could not rule out the possibility of secondary transmission for the rest of 6 cases, which collectively evidenced ongoing transmission in Singapore. For the 6 cases who could be the results of secondary transmission, further investigation to identify the source of infection within Singapore should be warranted (i.e., contact tracing). Conclusions and Relevance: In an early phase of outbreak due to entrance or re-entrance of the virus to countries/communities, collecting viral load data over time from cases from symptom onset is highly recommended, because viral load data are valuable to infer the timing of infection and distinguish between imported cases and ongoing local transmission.