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Daily Longitudinal Sampling of SARS-CoV-2 Infection Reveals Substantial Heterogeneity in Infectiousness

Abstract

The dynamics of SARS-CoV-2 replication and shedding in humans remain poorly understood. We captured the dynamics of infectious virus and viral RNA shedding during acute infection through daily longitudinal sampling of 60 individuals for up to 14 days. By fitting mechanistic models, we directly estimated viral expansion and clearance rates and overall infectiousness for each individual. Significant person-to-person variation in infectious virus shedding suggests that individual-level heterogeneity in viral dynamics contributes to 'superspreading'. Viral genome loads often peaked days earlier in saliva than in nasal swabs, indicating strong tissue compartmentalization and suggesting that saliva may serve as a superior sampling site for early detection of infection. Viral loads and clearance kinetics of Alpha (B.1.1.7) and previously circulating non-variant-of-concern viruses were mostly indistinguishable, indicating that the enhanced transmissibility of this variant cannot be explained simply by higher viral loads or delayed clearance. These results provide a high-resolution portrait of SARS-CoV-2 infection dynamics and implicate individual-level heterogeneity in infectiousness in superspreading.

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References
1.
He X, Lau E, Wu P, Deng X, Wang J, Hao X . Temporal dynamics in viral shedding and transmissibility of COVID-19. Nat Med. 2020; 26(5):672-675. DOI: 10.1038/s41591-020-0869-5. View

2.
Szablewski C, Chang K, Brown M, Chu V, Yousaf A, Anyalechi N . SARS-CoV-2 Transmission and Infection Among Attendees of an Overnight Camp - Georgia, June 2020. MMWR Morb Mortal Wkly Rep. 2020; 69(31):1023-1025. PMC: 7454898. DOI: 10.15585/mmwr.mm6931e1. View

3.
Long Q, Tang X, Shi Q, Li Q, Deng H, Yuan J . Clinical and immunological assessment of asymptomatic SARS-CoV-2 infections. Nat Med. 2020; 26(8):1200-1204. DOI: 10.1038/s41591-020-0965-6. View

4.
Li R, Pei S, Chen B, Song Y, Zhang T, Yang W . Substantial undocumented infection facilitates the rapid dissemination of novel coronavirus (SARS-CoV-2). Science. 2020; 368(6490):489-493. PMC: 7164387. DOI: 10.1126/science.abb3221. View

5.
Sun K, Wang W, Gao L, Wang Y, Luo K, Ren L . Transmission heterogeneities, kinetics, and controllability of SARS-CoV-2. Science. 2020; 371(6526). PMC: 7857413. DOI: 10.1126/science.abe2424. View