Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites.
Malarial infections are often genetically diverse, leading to competitive interactions between parasites. A quantitative understanding of the competition between strains is essential to understand a wide range of issues, including the evolution of virulence and drug resistance. In this study, we use...
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Public Library of Science (PLoS)
2014-01-01
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| Series: | PLoS Computational Biology |
| Online Access: | https://doi.org/10.1371/journal.pcbi.1003416 |
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| author | Jayanthi Santhanam Lars Råberg Andrew F Read Nicholas Jon Savill |
| author_facet | Jayanthi Santhanam Lars Råberg Andrew F Read Nicholas Jon Savill |
| author_sort | Jayanthi Santhanam |
| collection | DOAJ |
| description | Malarial infections are often genetically diverse, leading to competitive interactions between parasites. A quantitative understanding of the competition between strains is essential to understand a wide range of issues, including the evolution of virulence and drug resistance. In this study, we use dynamical-model based Bayesian inference to investigate the cause of competitive suppression of an avirulent clone of Plasmodium chabaudi (AS) by a virulent clone (AJ) in immuno-deficient and competent mice. We test whether competitive suppression is caused by clone-specific differences in one or more of the following processes: adaptive immune clearance of merozoites and parasitised red blood cells (RBCs), background loss of merozoites and parasitised RBCs, RBC age preference, RBC infection rate, burst size, and within-RBC interference. These processes were parameterised in dynamical mathematical models and fitted to experimental data. We found that just one parameter μ, the ratio of background loss rate of merozoites to invasion rate of mature RBCs, needed to be clone-specific to predict the data. Interestingly, μ was found to be the same for both clones in single-clone infections, but different between the clones in mixed infections. The size of this difference was largest in immuno-competent mice and smallest in immuno-deficient mice. This explains why competitive suppression was alleviated in immuno-deficient mice. We found that competitive suppression acts early in infection, even before the day of peak parasitaemia. These results lead us to argue that the innate immune response clearing merozoites is the most likely, but not necessarily the only, mediator of competitive interactions between virulent and avirulent clones. Moreover, in mixed infections we predict there to be an interaction between the clones and the innate immune response which induces changes in the strength of its clearance of merozoites. What this interaction is unknown, but future refinement of the model, challenged with other datasets, may lead to its discovery. |
| format | Article |
| id | doaj-art-1d915b8205b74db7ade74cd4102f9fa8 |
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| issn | 1553-734X 1553-7358 |
| language | English |
| publishDate | 2014-01-01 |
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| series | PLoS Computational Biology |
| spelling | doaj-art-1d915b8205b74db7ade74cd4102f9fa82025-08-20T02:34:06ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582014-01-01101e100341610.1371/journal.pcbi.1003416Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites.Jayanthi SanthanamLars RåbergAndrew F ReadNicholas Jon SavillMalarial infections are often genetically diverse, leading to competitive interactions between parasites. A quantitative understanding of the competition between strains is essential to understand a wide range of issues, including the evolution of virulence and drug resistance. In this study, we use dynamical-model based Bayesian inference to investigate the cause of competitive suppression of an avirulent clone of Plasmodium chabaudi (AS) by a virulent clone (AJ) in immuno-deficient and competent mice. We test whether competitive suppression is caused by clone-specific differences in one or more of the following processes: adaptive immune clearance of merozoites and parasitised red blood cells (RBCs), background loss of merozoites and parasitised RBCs, RBC age preference, RBC infection rate, burst size, and within-RBC interference. These processes were parameterised in dynamical mathematical models and fitted to experimental data. We found that just one parameter μ, the ratio of background loss rate of merozoites to invasion rate of mature RBCs, needed to be clone-specific to predict the data. Interestingly, μ was found to be the same for both clones in single-clone infections, but different between the clones in mixed infections. The size of this difference was largest in immuno-competent mice and smallest in immuno-deficient mice. This explains why competitive suppression was alleviated in immuno-deficient mice. We found that competitive suppression acts early in infection, even before the day of peak parasitaemia. These results lead us to argue that the innate immune response clearing merozoites is the most likely, but not necessarily the only, mediator of competitive interactions between virulent and avirulent clones. Moreover, in mixed infections we predict there to be an interaction between the clones and the innate immune response which induces changes in the strength of its clearance of merozoites. What this interaction is unknown, but future refinement of the model, challenged with other datasets, may lead to its discovery.https://doi.org/10.1371/journal.pcbi.1003416 |
| spellingShingle | Jayanthi Santhanam Lars Råberg Andrew F Read Nicholas Jon Savill Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. PLoS Computational Biology |
| title | Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. |
| title_full | Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. |
| title_fullStr | Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. |
| title_full_unstemmed | Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. |
| title_short | Immune-mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites. |
| title_sort | immune mediated competition in rodent malaria is most likely caused by induced changes in innate immune clearance of merozoites |
| url | https://doi.org/10.1371/journal.pcbi.1003416 |
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