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Title: In vivo kinetics of SARS-CoV-2 infection and its relationship with a person’s infectiousness

Abstract

The within-host viral kinetics of SARS-CoV-2 infection and how they relate to a person’s infectiousness are not well understood. This limits our ability to quantify the impact of interventions on viral transmission. Here, we develop viral dynamic models of SARS-CoV-2 infection and fit them to data to estimate key within-host parameters such as the infected cell half-life and the within-host reproductive number. We then develop a model linking viral load (VL) to infectiousness and show a person’s infectiousness increases sublinearly with VL and that the logarithm of the VL in the upper respiratory tract is a better surrogate of infectiousness than the VL itself. Using data on VL and the predicted infectiousness, we further incorporated data on antigen and RT-PCR tests and compared their usefulness in detecting infection and preventing transmission. We found that RT-PCR tests perform better than antigen tests assuming equal testing frequency; however, more frequent antigen testing may perform equally well with RT-PCR tests at a lower cost but with many more false-negative tests. Overall, our models provide a quantitative framework for inferring the impact of therapeutics and vaccines that lower VL on the infectiousness of individuals and for evaluating rapid testing strategies.

Authors:
ORCiD logo [1];  [2]; ORCiD logo [3]; ORCiD logo [2]; ORCiD logo [1]
  1. Theoretical Biology and Biophysics Group, Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM 87545,, New Mexico Consortium, Los Alamos, NM 87544,
  2. Theoretical Biology and Biophysics Group, Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM 87545,
  3. Aaron Diamond AIDS Research Center, Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032
Publication Date:
Research Org.:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Org.:
USDOE Laboratory Directed Research and Development (LDRD) Program; National Institutes of Health (NIH); National Science Foundation (NSF); Defense Advanced Research Projects Agency (DARPA)
OSTI Identifier:
1833729
Alternate Identifier(s):
OSTI ID: 1900479
Report Number(s):
LA-UR-21-26047
Journal ID: ISSN 0027-8424; e2111477118
Grant/Contract Number:  
89233218CNA000001; 20200743ER; 20200695ER; 20210730ER; R01-AI028433; R01-OD011095; R01-AI15270301; R01-AI116868; PHY-2031756; PHY-1607611; W911NF-17-2-0034
Resource Type:
Published Article
Journal Name:
Proceedings of the National Academy of Sciences of the United States of America
Additional Journal Information:
Journal Name: Proceedings of the National Academy of Sciences of the United States of America Journal Volume: 118 Journal Issue: 49; Journal ID: ISSN 0027-8424
Publisher:
Proceedings of the National Academy of Sciences
Country of Publication:
United States
Language:
English
Subject:
60 APPLIED LIFE SCIENCES; SARS-CoV-2; viral kinetics; viral transmission; biological sciences; applied mathematics; physical sciences; population biology

Citation Formats

Ke, Ruian, Zitzmann, Carolin, Ho, David D., Ribeiro, Ruy M., and Perelson, Alan S. In vivo kinetics of SARS-CoV-2 infection and its relationship with a person’s infectiousness. United States: N. p., 2021. Web. doi:10.1073/pnas.2111477118.
Ke, Ruian, Zitzmann, Carolin, Ho, David D., Ribeiro, Ruy M., & Perelson, Alan S. In vivo kinetics of SARS-CoV-2 infection and its relationship with a person’s infectiousness. United States. https://doi.org/10.1073/pnas.2111477118
Ke, Ruian, Zitzmann, Carolin, Ho, David D., Ribeiro, Ruy M., and Perelson, Alan S. Thu . "In vivo kinetics of SARS-CoV-2 infection and its relationship with a person’s infectiousness". United States. https://doi.org/10.1073/pnas.2111477118.
@article{osti_1833729,
title = {In vivo kinetics of SARS-CoV-2 infection and its relationship with a person’s infectiousness},
author = {Ke, Ruian and Zitzmann, Carolin and Ho, David D. and Ribeiro, Ruy M. and Perelson, Alan S.},
abstractNote = {The within-host viral kinetics of SARS-CoV-2 infection and how they relate to a person’s infectiousness are not well understood. This limits our ability to quantify the impact of interventions on viral transmission. Here, we develop viral dynamic models of SARS-CoV-2 infection and fit them to data to estimate key within-host parameters such as the infected cell half-life and the within-host reproductive number. We then develop a model linking viral load (VL) to infectiousness and show a person’s infectiousness increases sublinearly with VL and that the logarithm of the VL in the upper respiratory tract is a better surrogate of infectiousness than the VL itself. Using data on VL and the predicted infectiousness, we further incorporated data on antigen and RT-PCR tests and compared their usefulness in detecting infection and preventing transmission. We found that RT-PCR tests perform better than antigen tests assuming equal testing frequency; however, more frequent antigen testing may perform equally well with RT-PCR tests at a lower cost but with many more false-negative tests. Overall, our models provide a quantitative framework for inferring the impact of therapeutics and vaccines that lower VL on the infectiousness of individuals and for evaluating rapid testing strategies.},
doi = {10.1073/pnas.2111477118},
journal = {Proceedings of the National Academy of Sciences of the United States of America},
number = 49,
volume = 118,
place = {United States},
year = {Thu Dec 02 00:00:00 EST 2021},
month = {Thu Dec 02 00:00:00 EST 2021}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1073/pnas.2111477118

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