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Model Calculations of Aerosol Transmission and Infection Risk of COVID-19 in Indoor Environments

Author

Listed:
  • Jos Lelieveld

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany
    The Cyprus Institute, Climate and Atmosphere Research Center, 2121 Nicosia, Cyprus)

  • Frank Helleis

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Stephan Borrmann

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Yafang Cheng

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Frank Drewnick

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Gerald Haug

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Thomas Klimach

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Jean Sciare

    (The Cyprus Institute, Climate and Atmosphere Research Center, 2121 Nicosia, Cyprus)

  • Hang Su

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

  • Ulrich Pöschl

    (Max Planck Institute for Chemistry, 55128 Mainz, Germany)

Abstract

The role of aerosolized SARS-CoV-2 viruses in airborne transmission of COVID-19 has been debated. The aerosols are transmitted through breathing and vocalization by infectious subjects. Some authors state that this represents the dominant route of spreading, while others dismiss the option. Here we present an adjustable algorithm to estimate the infection risk for different indoor environments, constrained by published data of human aerosol emissions, SARS-CoV-2 viral loads, infective dose and other parameters. We evaluate typical indoor settings such as an office, a classroom, choir practice, and a reception/party. Our results suggest that aerosols from highly infective subjects can effectively transmit COVID-19 in indoor environments. This “highly infective” category represents approximately 20% of the patients who tested positive for SARS-CoV-2. We find that “super infective” subjects, representing the top 5–10% of subjects with a positive test, plus an unknown fraction of less—but still highly infective, high aerosol-emitting subjects—may cause COVID-19 clusters (>10 infections). In general, active room ventilation and the ubiquitous wearing of face masks (i.e., by all subjects) may reduce the individual infection risk by a factor of five to ten, similar to high-volume, high-efficiency particulate air (HEPA) filtering. A particularly effective mitigation measure is the use of high-quality masks, which can drastically reduce the indoor infection risk through aerosols.

Suggested Citation

  • Jos Lelieveld & Frank Helleis & Stephan Borrmann & Yafang Cheng & Frank Drewnick & Gerald Haug & Thomas Klimach & Jean Sciare & Hang Su & Ulrich Pöschl, 2020. "Model Calculations of Aerosol Transmission and Infection Risk of COVID-19 in Indoor Environments," IJERPH, MDPI, vol. 17(21), pages 1-18, November.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:21:p:8114-:d:439465
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    References listed on IDEAS

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    1. Roman Wölfel & Victor M. Corman & Wolfgang Guggemos & Michael Seilmaier & Sabine Zange & Marcel A. Müller & Daniela Niemeyer & Terry C. Jones & Patrick Vollmar & Camilla Rothe & Michael Hoelscher & To, 2020. "Author Correction: Virological assessment of hospitalized patients with COVID-2019," Nature, Nature, vol. 588(7839), pages 35-35, December.
    2. Angelo Spena & Leonardo Palombi & Massimo Corcione & Mariachiara Carestia & Vincenzo Andrea Spena, 2020. "On the Optimal Indoor Air Conditions for SARS-CoV-2 Inactivation. An Enthalpy-Based Approach," IJERPH, MDPI, vol. 17(17), pages 1-15, August.
    3. Sauro Salomoni & Wolbert van den Hoorn & Paul Hodges, 2016. "Breathing and Singing: Objective Characterization of Breathing Patterns in Classical Singers," PLOS ONE, Public Library of Science, vol. 11(5), pages 1-18, May.
    4. Colin J. Worby & Hsiao-Han Chang, 2020. "Face mask use in the general population and optimal resource allocation during the COVID-19 pandemic," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    5. Roman Wölfel & Victor M. Corman & Wolfgang Guggemos & Michael Seilmaier & Sabine Zange & Marcel A. Müller & Daniela Niemeyer & Terry C. Jones & Patrick Vollmar & Camilla Rothe & Michael Hoelscher & To, 2020. "Virological assessment of hospitalized patients with COVID-2019," Nature, Nature, vol. 581(7809), pages 465-469, May.
    6. J. O. Lloyd-Smith & S. J. Schreiber & P. E. Kopp & W. M. Getz, 2005. "Superspreading and the effect of individual variation on disease emergence," Nature, Nature, vol. 438(7066), pages 355-359, November.
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