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Blake A, Walder A, Hanks E, Welo PO, Luquero F, Bompangue D, Bharti N. Impact of a multi-pronged cholera intervention in an endemic setting. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2023.12.14.23299970. [PMID: 39314953 PMCID: PMC11419247 DOI: 10.1101/2023.12.14.23299970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Cholera is a bacterial water-borne diarrheal disease transmitted via the fecal-oral route that causes high morbidity in sub-Saharan Africa and Asia. It is preventable with vaccination, and Water, Sanitation, and Hygiene (WASH) improvements. However, the impact of vaccination in endemic settings remains unclear. Cholera is endemic in the city of Kalemie, on the shore of Lake Tanganyika, in the Democratic Republic of Congo, where both seasonal mobility and the lake, a potential environmental reservoir, may promote transmission. Kalemie received a vaccination campaign and WASH improvements in 2013-2016. We assessed the impact of this intervention to inform future control strategies in endemic settings. We fit compartmental models considering seasonal mobility and environmentally-based transmission. We estimated the number of cases the intervention avoided, and the relative contributions of the elements promoting local cholera transmission. We estimated the intervention avoided 5,259 cases (95% credible interval: 1,576.6-11,337.8) over 118 weeks. Transmission did not rely on seasonal mobility and was primarily environmentally-driven. Removing environmental exposure or contamination could control local transmission. Repeated environmental exposure could maintain high population immunity and decrease the impact of vaccination in similar endemic areas. Addressing environmental exposure and contamination should be the primary target of interventions in such settings.
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Affiliation(s)
- Alexandre Blake
- Biology Department, Center for Infectious Disease Dynamics, Penn State University, University Park, Pennsylvania, United States of America
| | - Adam Walder
- Statistics Department, Center for Infectious Disease Dynamics, Penn State University, University Park, Pennsylvania, United States of America
| | - Ephraim Hanks
- Statistics Department, Center for Infectious Disease Dynamics, Penn State University, University Park, Pennsylvania, United States of America
| | - Placide Okitayembo Welo
- Programme National d’Elimination du Choléra et de lutte contre les autres Maladies Diarrhéiques, Kinshasa, Democratic Republic of the Congo
| | | | - Didier Bompangue
- Programme National d’Elimination du Choléra et de lutte contre les autres Maladies Diarrhéiques, Kinshasa, Democratic Republic of the Congo
- Department of Ecology and Control of Infectious Diseases, Faculty of Medicine, University of Kinshasa, Kinshasa, Democratic Republic of the Congo
| | - Nita Bharti
- Biology Department, Center for Infectious Disease Dynamics, Penn State University, University Park, Pennsylvania, United States of America
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Wang S, Nie L. Global analysis of a diffusive Cholera model with multiple transmission pathways, general incidence and incomplete immunity in a heterogeneous environment. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2024; 21:4927-4955. [PMID: 38872521 DOI: 10.3934/mbe.2024218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2024]
Abstract
With the consideration of the complexity of the transmission of Cholera, a partially degenerated reaction-diffusion model with multiple transmission pathways, incorporating the spatial heterogeneity, general incidence, incomplete immunity, and Holling type Ⅱ treatment was proposed. First, the existence, boundedness, uniqueness, and global attractiveness of solutions for this model were investigated. Second, one obtained the threshold condition $ \mathcal{R}_{0} $ and gave its expression, which described global asymptotic stability of disease-free steady state when $ \mathcal{R}_{0} < 1 $, as well as the maximum treatment rate as zero. Further, we obtained the disease was uniformly persistent when $ \mathcal{R}_{0} > 1 $. Moreover, one used the mortality due to disease as a branching parameter for the steady state, and the results showed that the model undergoes a forward bifurcation at $ \mathcal{R}_{0} $ and completely excludes the presence of endemic steady state when $ \mathcal{R}_{0} < 1 $. Finally, the theoretical results were explained through examples of numerical simulations.
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Affiliation(s)
- Shengfu Wang
- College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China
| | - Linfei Nie
- College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China
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Brhane KW, Ahmad AG, Hina H, Emadifar H. Mathematical modeling of cholera dynamics with intrinsic growth considering constant interventions. Sci Rep 2024; 14:4616. [PMID: 38409239 PMCID: PMC10897316 DOI: 10.1038/s41598-024-55240-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 02/21/2024] [Indexed: 02/28/2024] Open
Abstract
A mathematical model that describes the dynamics of bacterium vibrio cholera within a fixed population considering intrinsic bacteria growth, therapeutic treatment, sanitation and vaccination rates is developed. The developed mathematical model is validated against real cholera data. A sensitivity analysis of some of the model parameters is also conducted. The intervention rates are found to be very important parameters in reducing the values of the basic reproduction number. The existence and stability of equilibrium solutions to the mathematical model are also carried out using analytical methods. The effect of some model parameters on the stability of equilibrium solutions, number of infected individuals, number of susceptible individuals and bacteria density is rigorously analyzed. One very important finding of this research work is that keeping the vaccination rate fixed and varying the treatment and sanitation rates provide a rapid decline of infection. The fourth order Runge-Kutta numerical scheme is implemented in MATLAB to generate the numerical solutions.
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Affiliation(s)
| | - Abdulaziz Garba Ahmad
- Department of Applied Mathematics, Federal University of Technology, Babura, Jigawa State, Nigeria
| | - Hina Hina
- Department of Mathematics and Statistics, Women University Swabi, Swabi, KP, Pakistan
| | - Homan Emadifar
- Department of Mathematics, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, 602 105, Tamil Nadu, India.
- MEU Research Unit, Middle East University, Amman, Jordan.
- Department of Mathematics, Hamedan Branch, Islamic Azad University of Hamedan, Hamadan, Iran.
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Yang C, Wang J. A mathematical model for frogeye leaf spot epidemics in soybean. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2024; 21:1144-1166. [PMID: 38303458 DOI: 10.3934/mbe.2024048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/03/2024]
Abstract
We propose a new mathematical model based on differential equations to investigate the transmission and spread of frogeye leaf spot, a major soybean disease caused by the fungus Cercospora sojina. The model incorporates the primary and secondary transmission routes of the disease as well as the intrinsic dynamics of the pathogen in the contaminated soil. We conduct detailed equilibrium and stability analyses for this model using theories of dynamical systems. We additionally conduct numerical simulations to verify the analytical predictions and to implement the model for a practical application.
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Affiliation(s)
- Chayu Yang
- Department of Mathematics, University of Nebraska-Lincoln, 1400 R St., Lincoln, NE 68588, USA
| | - Jin Wang
- Department of Mathematics, University of Tennessee at Chattanooga, 615 McCallie Avenue, Chattanooga, TN 37403, USA
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Wang J. Mathematical Models for Cholera Dynamics-A Review. Microorganisms 2022; 10:microorganisms10122358. [PMID: 36557611 PMCID: PMC9783556 DOI: 10.3390/microorganisms10122358] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 11/27/2022] [Accepted: 11/28/2022] [Indexed: 11/30/2022] Open
Abstract
Cholera remains a significant public health burden in many countries and regions of the world, highlighting the need for a deeper understanding of the mechanisms associated with its transmission, spread, and control. Mathematical modeling offers a valuable research tool to investigate cholera dynamics and explore effective intervention strategies. In this article, we provide a review of the current state in the modeling studies of cholera. Starting from an introduction of basic cholera transmission models and their applications, we survey model extensions in several directions that include spatial and temporal heterogeneities, effects of disease control, impacts of human behavior, and multi-scale infection dynamics. We discuss some challenges and opportunities for future modeling efforts on cholera dynamics, and emphasize the importance of collaborations between different modeling groups and different disciplines in advancing this research area.
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Affiliation(s)
- Jin Wang
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA
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Abdelhafiz MA, Elnazer AA, Seleem EMM, Mostafa A, Al-Gamal AG, Salman SA, Feng X. Chemical and bacterial quality monitoring of the Nile River water and associated health risks in Qena-Sohag sector, Egypt. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2021; 43:4089-4104. [PMID: 33772385 DOI: 10.1007/s10653-021-00893-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Accepted: 03/14/2021] [Indexed: 06/12/2023]
Abstract
The River Nile is the primary source of freshwater for drinking, irrigation, and industrial purposes in Egypt. Thus, the water quality in this river concerns the health of local inhabitants. The present study reveals seasonal variations of various physicochemical and heavy metals parameters and microbial load of water at 15 sites from Qena to Sohag cities, Egypt. The water is fresh with TDS ≤ 270 and 410 mg L-1 in summer and winter, respectively. Fe, Mn, Cd, Cr, Cu, Ni, and Zn concentrations were within drinking water specification in both seasons except Cr and Cd in summer. Viable numbers of total coliform, fecal coliform, and fecal streptococci were recorded in both seasons with fecal streptococci's disappearing in winter. The concentrations of salts and ions in winter were higher than summer due to decreased water quantity and flow rate in this season. On the other hand, heavy metals and bacteria were higher in summer owing to the rain and weathering of upstream rocks and increasing of human activities during the summer. The calculated water quality index (WQI) depicted that the chemical quality of water was poor for drinking and treatment, especially biological treatment, which is required before the water is supplied for drinking. Human health risk assessment factors such as probable daily intake, hazard quotient, and carcinogenic risk indicated high risks of Cr, Cd, and Ni for adults and children in both seasons. The non-carcinogenic and carcinogenic risks are mainly posed by Cr. The WQI values for the other water uses indicated the marginal quality for aquatic life, fair for irrigation, and fair in summer to good in winter for livestock consumption. The irrigation water quality parameters indicated that the water could be used to irrigate all soils and crops except the hazard of biological contamination. The water-rock interaction controls water chemistry besides the contribution of human activities. The agricultural, industrial, and municipal wastewaters were the main contributors to water pollution and should be treated before discharge into the Nile River. Source and drinking water should be monitored continuously to prevent related human waterborne diseases.
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Affiliation(s)
- Mahmoud A Abdelhafiz
- State Key Laboratory of Environmental Geochemistry, Institute of Geochemistry, Chinese Academy of Sciences, Guiyang, 550081, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Geology Department, Faculty of Science, Al-Azhar University, Assiut, 71524, Egypt
| | - Ahmed A Elnazer
- Geological Sciences Department, National Research Centre, Dokki, Cairo, Egypt
| | - El-Montser M Seleem
- Geology Department, Faculty of Science, Al-Azhar University, Assiut, 71524, Egypt
| | - Alaa Mostafa
- Geology Department, Faculty of Science, Al-Azhar University, Assiut, 71524, Egypt
| | | | - Salman A Salman
- Geological Sciences Department, National Research Centre, Dokki, Cairo, Egypt
| | - Xinbin Feng
- State Key Laboratory of Environmental Geochemistry, Institute of Geochemistry, Chinese Academy of Sciences, Guiyang, 550081, China.
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Lata K, Misra AK, Takeuchi Y. Modeling the Effectiveness of TV and Social Media Advertisements on the Dynamics of Water-Borne Diseases. INT J BIOMATH 2021. [DOI: 10.1142/s1793524521500698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Cholera is a serious threat to the health of human-kind all over the world and its control is a problem of great concern. In this context, a nonlinear mathematical model to control the prevalence of cholera disease is proposed and analyzed by incorporating TV and social media advertisements as a dynamic variable. It is considered that TV and social media ads propagate the knowledge among the people regarding the severe effects of cholera disease on human health along with its precautionary measures. It is also assumed that the mode of transmission of cholera disease among susceptible individuals is due to consumption of contaminated drinking water containing Vibrio cholerae. Moreover, the propagation of knowledge through TV and social media ads makes the people aware to adopt precautionary measures and also the aware people make some effectual efforts to washout the bacteria from the aquatic environment. Model analysis reveals that increase in the washout rate of bacteria due to aware individuals causes the stability switch. It is found that TV and social media ads have the potential to reduce the number of infectives in the region and thus control the cholera epidemic. Numerical simulation is performed for a particular set of parameter values to support the analytical findings.
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Affiliation(s)
- Kusum Lata
- Department of Mathematical & Statistical Sciences, Shri Ramswaroop Memorial University, Barabanki 225 003, India
| | - A. K. Misra
- Department of Mathematics, Institute of Science, Banaras Hindu University, Varanasi - 221 005, India
| | - Y. Takeuchi
- College of Science and Engineering, Department of Physics and Mathematics, Aoyama Gakuin University, Kanagawa 252-5258, Japan
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Khater MH, Abbas RA, Elshobaky OA, Khashaba SA. Prevalence of Hypopigmentary Disorders in Primary School Children in Zagazig City, Sharkia Governorate, Egypt. J Cosmet Dermatol 2021; 21:1208-1215. [PMID: 33942471 DOI: 10.1111/jocd.14192] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 04/01/2021] [Accepted: 04/27/2021] [Indexed: 11/27/2022]
Abstract
BACKGROUND Epidemiologic data derived from population-based studies are very important to understand human diseases and their implications. Highlighting skin problems by identifying their incidence and prevalence is vital to direct suitable medical attention toward them. AIM The aim of the study was to detect the prevalence and most common causes of hypopigmentation in primary school children in Zagazig City. METHODS Cross-sectional study on 185 students selected from two schools. Data were collected by filling a questionnaire, clinical examination, and Wood's light examination to detect hypopigmented skin disorders. RESULTS The prevalence of hypopigmentation among studied population was 45.4%; the commonest cause was pityriasis alba 58.3%, followed by pityriasis versicolor 17.9%, postinflammatory hypopigmentation 10.7%, hypopigmented nevus 9.5%, and finally 3.6% vitiligo. CONCLUSION Hypopigmented skin disorders are important and easy to diagnosis skin diseases that need medical attention.
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Affiliation(s)
- Mohamed H Khater
- Dermatology, Venereology and Andrology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
| | - Reem A Abbas
- Professor of Occupational and Environmental Medicine, Faculty of Medicine, Zagazig University, Zagazig, Egypt
| | - Ola A Elshobaky
- Dermatology, Venereology and Andrology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
| | - Shrook A Khashaba
- Dermatology, Venereology and Andrology Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
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Botelho C, Dzevela Kong J, Ali Ber Lucien M, Shuai Z, Wang H. A mathematical model for Vibrio-phage interactions. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2021; 18:2688-2712. [PMID: 33892567 DOI: 10.3934/mbe.2021137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
A cholera model has been formulated to incorporate the interaction of bacteria and phage. It is shown that there may exist three equilibria: one disease free and two endemic equilibria. Threshold parameters have been derived to characterize stability of these equilibria. Sensitivity analysis and disease control strategies have been employed to characterize the impact of bacteria-phage interaction on cholera dynamics.
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Affiliation(s)
- Christopher Botelho
- Department of Mathematics, University of Central Florida, Orlando, Florida, 32816, USA
| | - Jude Dzevela Kong
- Department of Mathematics and Statistics, York University, Toronto, Ontario, M3J 1P3, Canada
- The Canadian Center for Disease Modelling, York University, Toronto, Ontario, M3J 1P3, Canada
| | - Mentor Ali Ber Lucien
- Laboratoire National de Santé Publique, Ministère de la Santé Publique et de la Population d'Haiti, Port-au-Prince, HT6120, Haiti
| | - Zhisheng Shuai
- Department of Mathematics, University of Central Florida, Orlando, Florida, 32816, USA
| | - Hao Wang
- Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta, T6G 2G1, Canada
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Ndongmo Teytsa HM, Tsanou B, Bowong S, Lubuma J. Coupling the modeling of phage-bacteria interaction and cholera epidemiological model with and without optimal control. J Theor Biol 2020; 512:110537. [PMID: 33197461 DOI: 10.1016/j.jtbi.2020.110537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 08/10/2020] [Accepted: 11/03/2020] [Indexed: 11/28/2022]
Abstract
In this work, we assess the impact of the phage-bacteria infection and optimal control on the indirectly transmitted cholera disease. The phage-bacteria interactions are described by predator-prey system using the Smith functional response, which takes into account the number of bacteria binding sites. The study is done in two steps, namely the model without control and the model with control. For the first scenario, we explicitly compute the basic reproduction number R0 which serves as stability threshold and bifurcation parameter. The proposed model exhibits a bi-stability phenomenon via the existence of backward bifurcation, which implies that the classical requirement of bringing the reproduction number under unity, while necessary, is no longer sufficient for cholera elimination from the population. We intuitively introduce a new threshold number N0 needed for the global stability of the disease free equilibrium point which is achieved when R0⩽1 and N0⩽1. It is further shown that the phage absorption is a possible cause of bi-stability, since in its absence, the condition R0⩽1 is sufficient for cholera to die out. The existence of endemic equilibrium points depends on the range of both R0 and N0. Regarding the model extended to an optimal control problem, which involves the use of virulent vibriophages to reduce or eliminate the bacteria population, we use optimal control theory techniques. We establish the conditions under which the spread of cholera can be stopped, and examine the impact of control measures on the transmission dynamic of cholera. The Pontryagin's maximum principle is used to characterize the optimal control. Numerical simulations suggest that, the release of lytic vibriophages can significantly reduce the spread of the disease. We discuss opportunities for phage therapy as treatment of some bacterial-borne diseases without side effects.
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Affiliation(s)
- Hyacinthe M Ndongmo Teytsa
- Research Unit for Mathematics and Applications, Department of Mathematics and Computer Science, University of Dschang, P.O. Box 67 Dschang, Cameroon; IRD UMI 209 UMMISCO, University of Yaounde I, P.O. Box 337 Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, P.O. Box 812Yaounde, Cameroon
| | - Berge Tsanou
- Research Unit for Mathematics and Applications, Department of Mathematics and Computer Science, University of Dschang, P.O. Box 67 Dschang, Cameroon; Department of Mathematics and Applied Mathematics, University of Pretoria, Pretoria 0002, South Africa; IRD UMI 209 UMMISCO, University of Yaounde I, P.O. Box 337 Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, P.O. Box 812Yaounde, Cameroon.
| | - Samuel Bowong
- IRD UMI 209 UMMISCO, University of Yaounde I, P.O. Box 337 Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, P.O. Box 812Yaounde, Cameroon; Department of Mathematics and Computer Science, University of Douala, P.O. Box 24157, Cameroon
| | - Jean Lubuma
- Department of Mathematics and Applied Mathematics, University of Pretoria, Pretoria 0002, South Africa
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BROWN MARGARET, JIANG MIKO, YANG CHAYU, WANG JIN. MODELING CHOLERA TRANSMISSION UNDER DISEASE CONTROL MEASURES. J BIOL SYST 2020. [DOI: 10.1142/s0218339021400015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
We present a new mathematical model to investigate the transmission dynamics of cholera under disease control measures that include education programs and water sanitation. The model incorporates the impact of education programs into the disease transmission rates and that of water sanitation into the environmental pathogen dynamics. We conduct a detailed analysis to the autonomous system of the model and establish the local and global stabilities of its equilibria that characterize the threshold dynamics of cholera. We then perform an optimal control study on the general model with time-dependent controls and explore effective approaches to implement the education programs and water sanitation while balancing their costs. Our analysis and simulation highlight the complex interaction among the direct and indirect transmission pathways of the disease, the intrinsic growth of the environmental pathogen and the impact of multiple control measures, and their roles in collectively shaping the transmission dynamics of cholera.
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Affiliation(s)
- MARGARET BROWN
- Department of Mathematics, Pennsylvania State University, University Park, PA 16802, USA
| | - MIKO JIANG
- Department of Mathematics, Brandeis University, Waltham, MA 02453, USA
| | - CHAYU YANG
- Department of Mathematics, University of Florida, Gainesville, FL 32611, USA
| | - JIN WANG
- Department of Mathematics, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA
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Ndongmo Teytsa HM, Tsanou B, Bowong S, Lubuma JMS. Bifurcation analysis of a phage-bacteria interaction model with prophage induction. MATHEMATICAL MEDICINE AND BIOLOGY-A JOURNAL OF THE IMA 2020; 38:28-58. [PMID: 32720676 DOI: 10.1093/imammb/dqaa010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 02/08/2020] [Accepted: 06/27/2020] [Indexed: 11/12/2022]
Abstract
A predator-prey model is used to investigate the interactions between phages and bacteria by considering the lytic and lysogenic life cycles of phages and the prophage induction. We provide answers to the following conflictual research questions: (1) what are conditions under which the presence of phages can purify a bacterial infected environment? (2) Can the presence of phages triggers virulent bacterial outbreaks? We derive the basic offspring number $\mathcal N_0$ that serves as a threshold and the bifurcation parameter to study the dynamics and bifurcation of the system. The model exhibits three equilibria: an unstable environment-free equilibrium, a globally asymptotically stable (GAS) phage-free equilibrium (PFE) whenever $\mathcal N_0<1$, and a locally asymptotically stable environment-persistent equilibrium (EPE) when $\mathcal N_0>1$. The Lyapunov-LaSalle techniques are used to prove the GAS of the PFE and estimate the EPE basin of attraction. Through the center manifold approximation, topological types of the PFE are precised. Existence of transcritical and Hopf bifurcations are established. Precisely, when $\mathcal N_0>1$, the EPE loses its stability and periodic solutions arise. Furthermore, increasing $\mathcal N_0$ can purify an environment where bacteriophages are introduced. Purposely, we prove that for large values of $\mathcal N_0$, the overall bacterial population asymptotically approaches zero, while the phage population sustains. Ecologically, our results show that for small values of $\mathcal N_0$, the existence of periodic solutions could explain the occurrence of repetitive bacteria-borne disease outbreaks, while large value of $\mathcal N_0$ clears bacteria from the environment. Numerical simulations support our theoretical results.
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Affiliation(s)
- H M Ndongmo Teytsa
- Department of Mathematics and Computer Science, University of Dschang, PO Box 67, Dschang, Cameroon.,IRD UMI 209 UMMISCO, University of Yaounde I, PO Box 337, Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, PO Box 812, Yaounde, Cameroon
| | - B Tsanou
- Department of Mathematics and Applied Mathematics, University of Pretoria, Pretoria 0002, South Africa.,Department of Mathematics and Computer Science, University of Dschang, PO Box 67, Dschang, Cameroon.,IRD UMI 209 UMMISCO, University of Yaounde I, PO Box 337, Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, PO Box 812, Yaounde, Cameroon
| | - S Bowong
- IRD UMI 209 UMMISCO, University of Yaounde I, PO Box 337, Yaounde, Cameroon and LIRIMA-EPITAG Team Project, University of Yaounde I, PO Box 812, Yaounde, Cameroon.,Department of Mathematics and Computer Science, University of Douala, PO Box 24157, Cameroon
| | - J M-S Lubuma
- Department of Mathematics and Applied Mathematics, University of Pretoria, Pretoria 0002, South Africa
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