Abstract

Coronavirus 2019 (COVID-19) is causing a severe pandemic that has resulted in millions of confirmed cases and deaths around the world. In the absence of effective drugs for treatment, non-pharmaceutical interventions are the most effective approaches to control the disease. Although some countries have the pandemic under control, all countries around the world, including the United States (US), are still in the process of controlling COVID-19, which calls for an effective epidemic model to describe the transmission dynamics of COVID-19. Meeting this need, we have extensively investigated the transmission dynamics of COVID-19 from 22 January 2020 to 14 February 2021 for the 50 states of the United States, which revealed the general principles underlying the spread of the virus in terms of intervention measures and demographic properties. We further proposed a time-dependent epidemic model, named T-SIR, to model the long-term transmission dynamics of COVID-19 in the US. It was shown in this paper that our T-SIR model could effectively model the epidemic dynamics of COVID-19 for all 50 states, which provided insights into the transmission dynamics of COVID-19 in the US. The present study will be valuable to help understand the epidemic dynamics of COVID-19 and thus help governments determine and implement effective intervention measures or vaccine prioritization to control the pandemic.

Highlights

  • Coronavirus disease 2019 (COVID-19) is a currently ongoing pandemic that has resulted in over 187 million confirmed cases and 4.04 million deaths globally [1]

  • Based on our two-outbreak T-SIR epidemic model in Equations (1) and (2), we have modeled the transmission dynamics of COVID-19 in the 50 United States (US) states through the fitting of the T-SIR model to the daily confirmed cases from 22 January 2020 to 14 February 2021, where the compartments I and R of the model are regarded as the confirmed cases

  • We have investigated the transmission dynamics of COVID-19 from 22 January 2020 to February 2021 in the 50 states of the US and proposed a time-dependent SusceptibleInfectious-Removed model, named T-SIR, to model the epidemic dynamics of the virus

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Summary

Introduction

Coronavirus disease 2019 (COVID-19) is a currently ongoing pandemic that has resulted in over 187 million confirmed cases and 4.04 million deaths globally [1]. Several countries have the pandemic under relative control, all countries around the world, including the US, are still in the process of controlling the spread of COVID19 [2]. In the US, a total of more than 27 million confirmed cases and over 480 thousand deaths have been reported as of 14 February 2021 [1]. Vaccines and non-pharmaceutical interventions are the only two available measures to control the transmission of the disease. As of 14 February 2021, more than 10 vaccines have been permitted by at least one national regulatory agency for distribution. Current levels of vaccination are still insufficient to control the spread of the disease.

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