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The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India

The ongoing pandemic situation due to COVID-19 originated from the Wuhan city, China affects the world in an unprecedented scale. Unavailability of totally effective vaccination and proper treatment regimen forces to employ a non-pharmaceutical way of disease mitigation. The world is in desperate de...

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Autores principales: Kumar Das, Dhiraj, Khatua, Anupam, Kar, T.K., Jana, Soovoojeet
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7972665/
https://www.ncbi.nlm.nih.gov/pubmed/33758439
http://dx.doi.org/10.1016/j.amc.2021.126207
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author Kumar Das, Dhiraj
Khatua, Anupam
Kar, T.K.
Jana, Soovoojeet
author_facet Kumar Das, Dhiraj
Khatua, Anupam
Kar, T.K.
Jana, Soovoojeet
author_sort Kumar Das, Dhiraj
collection PubMed
description The ongoing pandemic situation due to COVID-19 originated from the Wuhan city, China affects the world in an unprecedented scale. Unavailability of totally effective vaccination and proper treatment regimen forces to employ a non-pharmaceutical way of disease mitigation. The world is in desperate demand of useful control intervention to combat the deadly virus. This manuscript introduces a new mathematical model that addresses two different diagnosis efforts and isolation of confirmed cases. The basic reproductive number, [Formula: see text] is inspected, and the model’s dynamical characteristics are also studied. We found that with the condition [Formula: see text] the disease can be eliminated from the system. Further, we fit our proposed model system with cumulative confirmed cases of six Indian states, namely, Maharashtra, Tamil Nadu, Andhra Pradesh, Karnataka, Delhi and West Bengal. Sensitivity analysis carried out to scale the impact of different parameters in determining the size of the epidemic threshold of [Formula: see text]. It reveals that unidentified symptomatic cases result in an underestimation of [Formula: see text] whereas, diagnosis based on new contact made by confirmed cases can gradually reduce the size of [Formula: see text] and hence helps to mitigate the ongoing disease. An optimal control problem is framed using a control variable [Formula: see text] projecting the effectiveness of diagnosis based on traced contacts made by a confirmed COVID patient. It is noticed that optimal contact tracing effort reduces [Formula: see text] effectively over time.
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spelling pubmed-79726652021-03-19 The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India Kumar Das, Dhiraj Khatua, Anupam Kar, T.K. Jana, Soovoojeet Appl Math Comput Article The ongoing pandemic situation due to COVID-19 originated from the Wuhan city, China affects the world in an unprecedented scale. Unavailability of totally effective vaccination and proper treatment regimen forces to employ a non-pharmaceutical way of disease mitigation. The world is in desperate demand of useful control intervention to combat the deadly virus. This manuscript introduces a new mathematical model that addresses two different diagnosis efforts and isolation of confirmed cases. The basic reproductive number, [Formula: see text] is inspected, and the model’s dynamical characteristics are also studied. We found that with the condition [Formula: see text] the disease can be eliminated from the system. Further, we fit our proposed model system with cumulative confirmed cases of six Indian states, namely, Maharashtra, Tamil Nadu, Andhra Pradesh, Karnataka, Delhi and West Bengal. Sensitivity analysis carried out to scale the impact of different parameters in determining the size of the epidemic threshold of [Formula: see text]. It reveals that unidentified symptomatic cases result in an underestimation of [Formula: see text] whereas, diagnosis based on new contact made by confirmed cases can gradually reduce the size of [Formula: see text] and hence helps to mitigate the ongoing disease. An optimal control problem is framed using a control variable [Formula: see text] projecting the effectiveness of diagnosis based on traced contacts made by a confirmed COVID patient. It is noticed that optimal contact tracing effort reduces [Formula: see text] effectively over time. Elsevier Inc. 2021-09-01 2021-03-19 /pmc/articles/PMC7972665/ /pubmed/33758439 http://dx.doi.org/10.1016/j.amc.2021.126207 Text en © 2021 Elsevier Inc. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Kumar Das, Dhiraj
Khatua, Anupam
Kar, T.K.
Jana, Soovoojeet
The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title_full The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title_fullStr The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title_full_unstemmed The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title_short The effectiveness of contact tracing in mitigating COVID-19 outbreak: A model-based analysis in the context of India
title_sort effectiveness of contact tracing in mitigating covid-19 outbreak: a model-based analysis in the context of india
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7972665/
https://www.ncbi.nlm.nih.gov/pubmed/33758439
http://dx.doi.org/10.1016/j.amc.2021.126207
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