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Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis

Following the emergence of COVID-19 outbreak, numbers of studies have been conducted to curtail the global spread of the virus by identifying epidemiological changes of the disease through developing statistical models, estimation of the basic reproduction number, displaying the daily reports of con...

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Autores principales: Suleiman, Ahmad Abubakar, Suleiman, Aminu, Abdullahi, Usman Aliyu, Suleiman, Suleiman Abubakar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Chinese Medical Association Publishing House. Published by Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7482605/
https://www.ncbi.nlm.nih.gov/pubmed/32935084
http://dx.doi.org/10.1016/j.bsheal.2020.09.003
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author Suleiman, Ahmad Abubakar
Suleiman, Aminu
Abdullahi, Usman Aliyu
Suleiman, Suleiman Abubakar
author_facet Suleiman, Ahmad Abubakar
Suleiman, Aminu
Abdullahi, Usman Aliyu
Suleiman, Suleiman Abubakar
author_sort Suleiman, Ahmad Abubakar
collection PubMed
description Following the emergence of COVID-19 outbreak, numbers of studies have been conducted to curtail the global spread of the virus by identifying epidemiological changes of the disease through developing statistical models, estimation of the basic reproduction number, displaying the daily reports of confirmed and deaths cases, which are closely related to the present study. Reliable and comprehensive estimation method of the epidemiological data is required to understand the actual situation of fatalities caused by the epidemic. Case fatality rate (CFR) is one of the cardinal epidemiological parameters that adequately explains epidemiology of the outbreak of a disease. In the present study, we employed two statistical regression models such as the linear and polynomial models in order to estimate the CFR, based on the early phase of COVID-19 outbreak in Nigeria (44 days since first reported COVID-19 death). The estimate of the CFR was determined based on cumulative number of confirmed cases and deaths reported from 23 March to 30 April, 2020. The results from the linear model estimated that the CFR was 3.11% (95% CI: 2.59% – 3.80%) with R(2) value of 90% and p-value of < 0.0001. The findings from the polynomial model suggest that the CFR associated with the Nigerian outbreak is 3.0% and may range from 2.23% to 3.42% with R(2) value of 93% and p-value of <0.0001. Therefore, the polynomial regression model with the higher R(2) value fits the dataset well and provides better estimate of CFR for the reported COVID-19 cases in Nigeria.
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spelling pubmed-74826052020-09-11 Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis Suleiman, Ahmad Abubakar Suleiman, Aminu Abdullahi, Usman Aliyu Suleiman, Suleiman Abubakar Biosaf Health Article Following the emergence of COVID-19 outbreak, numbers of studies have been conducted to curtail the global spread of the virus by identifying epidemiological changes of the disease through developing statistical models, estimation of the basic reproduction number, displaying the daily reports of confirmed and deaths cases, which are closely related to the present study. Reliable and comprehensive estimation method of the epidemiological data is required to understand the actual situation of fatalities caused by the epidemic. Case fatality rate (CFR) is one of the cardinal epidemiological parameters that adequately explains epidemiology of the outbreak of a disease. In the present study, we employed two statistical regression models such as the linear and polynomial models in order to estimate the CFR, based on the early phase of COVID-19 outbreak in Nigeria (44 days since first reported COVID-19 death). The estimate of the CFR was determined based on cumulative number of confirmed cases and deaths reported from 23 March to 30 April, 2020. The results from the linear model estimated that the CFR was 3.11% (95% CI: 2.59% – 3.80%) with R(2) value of 90% and p-value of < 0.0001. The findings from the polynomial model suggest that the CFR associated with the Nigerian outbreak is 3.0% and may range from 2.23% to 3.42% with R(2) value of 93% and p-value of <0.0001. Therefore, the polynomial regression model with the higher R(2) value fits the dataset well and provides better estimate of CFR for the reported COVID-19 cases in Nigeria. Chinese Medical Association Publishing House. Published by Elsevier B.V. 2021-02 2020-09-10 /pmc/articles/PMC7482605/ /pubmed/32935084 http://dx.doi.org/10.1016/j.bsheal.2020.09.003 Text en © 2021 Chinese Medical Association Publishing House. Published by Elsevier B.V. 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
Suleiman, Ahmad Abubakar
Suleiman, Aminu
Abdullahi, Usman Aliyu
Suleiman, Suleiman Abubakar
Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title_full Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title_fullStr Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title_full_unstemmed Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title_short Estimation of the case fatality rate of COVID-19 epidemiological data in Nigeria using statistical regression analysis
title_sort estimation of the case fatality rate of covid-19 epidemiological data in nigeria using statistical regression analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7482605/
https://www.ncbi.nlm.nih.gov/pubmed/32935084
http://dx.doi.org/10.1016/j.bsheal.2020.09.003
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