Literature DB >> 34814368

Forecast of the COVID-19 trend in India: A simple modelling approach.

Haitao Song1, Guihong Fan2, Shi Zhao3, Huaichen Li4, Qihua Huang5, Daihai He6.   

Abstract

By February 2021, the overall impact of the COVID-19 pandemic in India had been relatively mild in terms of total reported cases and deaths. Surprisingly, the second wave in early April becomes devastating and attracts worldwide attention. Multiple factors (e.g., Delta variants with increased transmissibility) could have driven the rapid growth of the epidemic in India and led to a large number of deaths within a short period. We aim to reconstruct the transmission rate, estimate the infection fatality rate and forecast the epidemic size. We download the reported COVID-19 mortality data in India and formulate a simple mathematical model with a flexible transmission rate. We use iterated filtering to fit our model to deaths data. We forecast the infection attack rate in a month ahead. Our model simulation matched the reported deaths well and is reasonably close to the results of the serological study. We forecast that the infection attack rate (IAR) could have reached 43% by July 24, 2021, under the current trend. Our estimated infection fatality rate is about 0.07%. Under the current trend, the IAR will likely reach a level of 43% by July 24, 2021. Our estimated infection fatality rate appears unusually low, which could be due to a low case to infection ratio reported in previous study. Our approach is readily applicable in other countries and with other types of data (e.g., excess deaths).

Entities:  

Keywords:  COVID-19 ; India ; iterated filtering, forecast ; mathematical modelling

Mesh:

Year:  2021        PMID: 34814368     DOI: 10.3934/mbe.2021479

Source DB:  PubMed          Journal:  Math Biosci Eng        ISSN: 1547-1063            Impact factor:   2.080


  5 in total

1.  Multiple COVID-19 Waves and Vaccination Effectiveness in the United States.

Authors:  Lixin Lin; Yanji Zhao; Boqiang Chen; Daihai He
Journal:  Int J Environ Res Public Health       Date:  2022-02-17       Impact factor: 3.390

2.  Impact of low vaccine coverage on the resurgence of COVID-19 in Central and Eastern Europe.

Authors:  Guihong Fan; Haitao Song; Stan Yip; Tonghua Zhang; Daihai He
Journal:  One Health       Date:  2022-05-19

3.  The Second Wave of COVID-19 in South and Southeast Asia and the Effects of Vaccination.

Authors:  Haitao Song; Guihong Fan; Yuan Liu; Xueying Wang; Daihai He
Journal:  Front Med (Lausanne)       Date:  2021-12-14

4.  Modelling of Waning of Immunity and Reinfection Induced Antibody Boosting of SARS-CoV-2 in Manaus, Brazil.

Authors:  Haozhen Wei; Salihu S Musa; Yanji Zhao; Daihai He
Journal:  Int J Environ Res Public Health       Date:  2022-02-02       Impact factor: 3.390

5.  Global stability and optimal control for a COVID-19 model with vaccination and isolation delays.

Authors:  Haitao Song; Ruifeng Wang; Shengqiang Liu; Zhen Jin; Daihai He
Journal:  Results Phys       Date:  2022-09-24       Impact factor: 4.565

  5 in total

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