Cargando…
Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda
OBJECTIVES: Mathematical modelling is of interest to study the dynamics of coronavirus disease 2019 (COVID-19), and models such as SEIR (Susceptible–Exposed–Infected–Recovered) have been considered. This article describes the development of a compartmental transmission network model – Susceptible–Ex...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9827742/ https://www.ncbi.nlm.nih.gov/pubmed/36644499 http://dx.doi.org/10.1016/j.ijregi.2023.01.003 |
_version_ | 1784867110195822592 |
---|---|
author | Mpinganzima, Lydie Ntaganda, Jean Marie Banzi, Wellars Muhirwa, Jean Pierre Nannyonga, Betty Kivumbi Niyobuhungiro, Japhet Rutaganda, Eric Ngaruye, Innocent Ndanguza, Denis Nzabanita, Joseph Masabo, Emmanuel Gahamanyi, Marcel Dushimirimana, Justine Nyandwi, Bosco Kurujyibwami, Célestin Ruganzu, Léon Fidèle Uwimbabazi Nyagahakwa, Venuste Mukeshimana, Solange Ngendahayo, Jean Pierre Nsabimana, Jean Paul Niyigena, Jean De Dieu Uwonkunda, Jeanne Mbalawata, Isambi Sailon |
author_facet | Mpinganzima, Lydie Ntaganda, Jean Marie Banzi, Wellars Muhirwa, Jean Pierre Nannyonga, Betty Kivumbi Niyobuhungiro, Japhet Rutaganda, Eric Ngaruye, Innocent Ndanguza, Denis Nzabanita, Joseph Masabo, Emmanuel Gahamanyi, Marcel Dushimirimana, Justine Nyandwi, Bosco Kurujyibwami, Célestin Ruganzu, Léon Fidèle Uwimbabazi Nyagahakwa, Venuste Mukeshimana, Solange Ngendahayo, Jean Pierre Nsabimana, Jean Paul Niyigena, Jean De Dieu Uwonkunda, Jeanne Mbalawata, Isambi Sailon |
author_sort | Mpinganzima, Lydie |
collection | PubMed |
description | OBJECTIVES: Mathematical modelling is of interest to study the dynamics of coronavirus disease 2019 (COVID-19), and models such as SEIR (Susceptible–Exposed–Infected–Recovered) have been considered. This article describes the development of a compartmental transmission network model – Susceptible–Exposed–Quarantine–Infectious–Infectious, undetected–Infectious, home-based care–Hospitalized–Vaccinated–Recovered–Dead – to simulate the dynamics of COVID-19 in order to account for specific measures put into place by the Government of Rwanda to prevent further spread of the disease. METHODS: The compartments of this model are connected by parameters, some of which are known from the literature, and others are estimated from available data using the least squares method. For the stability of the model, equilibrium points were determined and the basic reproduction number [Formula: see text] was studied; R(0) is an indicator for contagiousness. RESULTS: The model showed that secondary infections are generated from the exposed group, the asymptomatic group, the infected (symptomatic) group, the infected (undetected) group, the infected (home-based care) group and the hospitalized group. The formulated model was reliable and fit the data. Furthermore, the estimated [Formula: see text] of 2.16 shows that COVID-19 will persist without the application of control measures. CONCLUSIONS: This article presents results regarding predicted spread of COVID-19 in Rwanda. |
format | Online Article Text |
id | pubmed-9827742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-98277422023-01-09 Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda Mpinganzima, Lydie Ntaganda, Jean Marie Banzi, Wellars Muhirwa, Jean Pierre Nannyonga, Betty Kivumbi Niyobuhungiro, Japhet Rutaganda, Eric Ngaruye, Innocent Ndanguza, Denis Nzabanita, Joseph Masabo, Emmanuel Gahamanyi, Marcel Dushimirimana, Justine Nyandwi, Bosco Kurujyibwami, Célestin Ruganzu, Léon Fidèle Uwimbabazi Nyagahakwa, Venuste Mukeshimana, Solange Ngendahayo, Jean Pierre Nsabimana, Jean Paul Niyigena, Jean De Dieu Uwonkunda, Jeanne Mbalawata, Isambi Sailon IJID Reg Coronavirus (COVID-19) Collection OBJECTIVES: Mathematical modelling is of interest to study the dynamics of coronavirus disease 2019 (COVID-19), and models such as SEIR (Susceptible–Exposed–Infected–Recovered) have been considered. This article describes the development of a compartmental transmission network model – Susceptible–Exposed–Quarantine–Infectious–Infectious, undetected–Infectious, home-based care–Hospitalized–Vaccinated–Recovered–Dead – to simulate the dynamics of COVID-19 in order to account for specific measures put into place by the Government of Rwanda to prevent further spread of the disease. METHODS: The compartments of this model are connected by parameters, some of which are known from the literature, and others are estimated from available data using the least squares method. For the stability of the model, equilibrium points were determined and the basic reproduction number [Formula: see text] was studied; R(0) is an indicator for contagiousness. RESULTS: The model showed that secondary infections are generated from the exposed group, the asymptomatic group, the infected (symptomatic) group, the infected (undetected) group, the infected (home-based care) group and the hospitalized group. The formulated model was reliable and fit the data. Furthermore, the estimated [Formula: see text] of 2.16 shows that COVID-19 will persist without the application of control measures. CONCLUSIONS: This article presents results regarding predicted spread of COVID-19 in Rwanda. Elsevier 2023-01-09 /pmc/articles/PMC9827742/ /pubmed/36644499 http://dx.doi.org/10.1016/j.ijregi.2023.01.003 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Coronavirus (COVID-19) Collection Mpinganzima, Lydie Ntaganda, Jean Marie Banzi, Wellars Muhirwa, Jean Pierre Nannyonga, Betty Kivumbi Niyobuhungiro, Japhet Rutaganda, Eric Ngaruye, Innocent Ndanguza, Denis Nzabanita, Joseph Masabo, Emmanuel Gahamanyi, Marcel Dushimirimana, Justine Nyandwi, Bosco Kurujyibwami, Célestin Ruganzu, Léon Fidèle Uwimbabazi Nyagahakwa, Venuste Mukeshimana, Solange Ngendahayo, Jean Pierre Nsabimana, Jean Paul Niyigena, Jean De Dieu Uwonkunda, Jeanne Mbalawata, Isambi Sailon Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title | Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title_full | Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title_fullStr | Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title_full_unstemmed | Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title_short | Compartmental mathematical modelling of dynamic transmission of COVID-19 in Rwanda |
title_sort | compartmental mathematical modelling of dynamic transmission of covid-19 in rwanda |
topic | Coronavirus (COVID-19) Collection |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9827742/ https://www.ncbi.nlm.nih.gov/pubmed/36644499 http://dx.doi.org/10.1016/j.ijregi.2023.01.003 |
work_keys_str_mv | AT mpinganzimalydie compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT ntagandajeanmarie compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT banziwellars compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT muhirwajeanpierre compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT nannyongabettykivumbi compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT niyobuhungirojaphet compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT rutagandaeric compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT ngaruyeinnocent compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT ndanguzadenis compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT nzabanitajoseph compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT masaboemmanuel compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT gahamanyimarcel compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT dushimirimanajustine compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT nyandwibosco compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT kurujyibwamicelestin compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT ruganzuleonfideleuwimbabazi compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT nyagahakwavenuste compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT mukeshimanasolange compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT ngendahayojeanpierre compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT nsabimanajeanpaul compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT niyigenajeandedieu compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT uwonkundajeanne compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda AT mbalawataisambisailon compartmentalmathematicalmodellingofdynamictransmissionofcovid19inrwanda |