Mechanistic transmission modeling of COVID-19 on the Diamond Princess cruise ship demonstrates the importance of aerosol transmission

Proc Natl Acad Sci U S A. 2021 Feb 23;118(8):e2015482118. doi: 10.1073/pnas.2015482118.

Abstract

Several lines of existing evidence support the possibility of airborne transmission of coronavirus disease 2019 (COVID-19). However, quantitative information on the relative importance of transmission pathways of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) remains limited. To evaluate the relative importance of multiple transmission routes for SARS-CoV-2, we developed a modeling framework and leveraged detailed information available from the Diamond Princess cruise ship outbreak that occurred in early 2020. We modeled 21,600 scenarios to generate a matrix of solutions across a full range of assumptions for eight unknown or uncertain epidemic and mechanistic transmission factors. A total of 132 model iterations met acceptability criteria (R2 > 0.95 for modeled vs. reported cumulative daily cases and R2 > 0 for daily cases). Analyzing only these successful model iterations quantifies the likely contributions of each defined mode of transmission. Mean estimates of the contributions of short-range, long-range, and fomite transmission modes to infected cases across the entire simulation period were 35%, 35%, and 30%, respectively. Mean estimates of the contributions of larger respiratory droplets and smaller respiratory aerosols were 41% and 59%, respectively. Our results demonstrate that aerosol inhalation was likely the dominant contributor to COVID-19 transmission among the passengers, even considering a conservative assumption of high ventilation rates and no air recirculation conditions for the cruise ship. Moreover, close-range and long-range transmission likely contributed similarly to disease progression aboard the ship, with fomite transmission playing a smaller role. The passenger quarantine also affected the importance of each mode, demonstrating the impacts of the interventions.

Keywords: COVID-19; Diamond Princess Cruise Ship; aerosol transmission; built environment; transmission risk model.

MeSH terms

  • Aerosols*
  • COVID-19 / diagnosis
  • COVID-19 / prevention & control
  • COVID-19 / transmission*
  • COVID-19 / virology
  • Disease Outbreaks / statistics & numerical data*
  • Humans
  • Models, Theoretical*
  • Quarantine / methods
  • Quarantine / standards*
  • Quarantine / statistics & numerical data
  • SARS-CoV-2 / isolation & purification*
  • Ships / statistics & numerical data*

Substances

  • Aerosols