A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks
The use of model experimental systems and mathematical models is important to further understanding of infectious disease dynamics and strategize disease mitigation. Gyrodactylids are helminth ectoparasites of teleost fish which have many dynamical characteristics of microparasites but offer the adv...
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doaj-7940c297f7924abea6d19f2bb8aed2f32020-11-24T22:11:41ZengFrontiers Media S.A.Frontiers in Ecology and Evolution2296-701X2019-08-01710.3389/fevo.2019.00307473964A Data-Validated Host-Parasite Model for Infectious Disease OutbreaksChristina P. Tadiri0Jude D. Kong1Gregor F. Fussmann2Marilyn E. Scott3Hao Wang4Department of Biology, McGill University, Montréal, QC, CanadaCenter for Discrete Mathematics and Theoretical Computer Science, Princeton, NJ, United StatesDepartment of Biology, McGill University, Montréal, QC, CanadaInstitute of Parasitology, McGill University, Sainte-Anne-de-Bellevue, QC, CanadaDepartment of Mathematical and Statistical Sciences, University of Alberta, Edmonton, AB, CanadaThe use of model experimental systems and mathematical models is important to further understanding of infectious disease dynamics and strategize disease mitigation. Gyrodactylids are helminth ectoparasites of teleost fish which have many dynamical characteristics of microparasites but offer the advantage that they can be quantified and tracked over time, allowing further insight into within-host and epidemic dynamics. In this paper, we design a model to describe host-parasite dynamics of the well-studied guppy-Gyrodactylus turnbulli system, using experimental data to estimate parameters and validate it. We estimate the basic reproduction number (R0), for this system. Sensitivity analysis reveals that parasite growth rate, and the rate at which the guppy mounts an immune response have the greatest impact on outbreak peak and timing both for initial outbreaks and on longer time scales. These findings highlight guppy population average resistance and parasite growth rate as key factors in disease control, and future work should focus on incorporating heterogeneity in host resistance into disease models and extrapolating to other host-parasite systems.https://www.frontiersin.org/article/10.3389/fevo.2019.00307/fullepidemic dynamicsmathematical modelguppyGyrodactylushost-parasite interactions |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Christina P. Tadiri Jude D. Kong Gregor F. Fussmann Marilyn E. Scott Hao Wang |
spellingShingle |
Christina P. Tadiri Jude D. Kong Gregor F. Fussmann Marilyn E. Scott Hao Wang A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks Frontiers in Ecology and Evolution epidemic dynamics mathematical model guppy Gyrodactylus host-parasite interactions |
author_facet |
Christina P. Tadiri Jude D. Kong Gregor F. Fussmann Marilyn E. Scott Hao Wang |
author_sort |
Christina P. Tadiri |
title |
A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks |
title_short |
A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks |
title_full |
A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks |
title_fullStr |
A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks |
title_full_unstemmed |
A Data-Validated Host-Parasite Model for Infectious Disease Outbreaks |
title_sort |
data-validated host-parasite model for infectious disease outbreaks |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Ecology and Evolution |
issn |
2296-701X |
publishDate |
2019-08-01 |
description |
The use of model experimental systems and mathematical models is important to further understanding of infectious disease dynamics and strategize disease mitigation. Gyrodactylids are helminth ectoparasites of teleost fish which have many dynamical characteristics of microparasites but offer the advantage that they can be quantified and tracked over time, allowing further insight into within-host and epidemic dynamics. In this paper, we design a model to describe host-parasite dynamics of the well-studied guppy-Gyrodactylus turnbulli system, using experimental data to estimate parameters and validate it. We estimate the basic reproduction number (R0), for this system. Sensitivity analysis reveals that parasite growth rate, and the rate at which the guppy mounts an immune response have the greatest impact on outbreak peak and timing both for initial outbreaks and on longer time scales. These findings highlight guppy population average resistance and parasite growth rate as key factors in disease control, and future work should focus on incorporating heterogeneity in host resistance into disease models and extrapolating to other host-parasite systems. |
topic |
epidemic dynamics mathematical model guppy Gyrodactylus host-parasite interactions |
url |
https://www.frontiersin.org/article/10.3389/fevo.2019.00307/full |
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