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Determining parameter distribution in within-host severe P. falciparum malaria
B Nannyonga1, G G Mwanga2, H Haario2
1Department of Mathematics, Makerere University, P.O. Box 7062, Kampala, Uganda.
Bio Systems
|September 27, 2014
Summary
Severe malaria may cause infected red blood cells (RBCs) to rupture faster due to double infection. This finding helps explain anemia and irregular parasite growth patterns in malaria patients.
Area of Science:
- * Infectious Diseases
- * Mathematical Biology
- * Parasitology
Background:
- * Existing models of within-host malaria dynamics often assume uninfected red blood cell (RBC) availability limits parasite propagation.
- * Studies on Plasmodium falciparum malaria have yielded varying results regarding parasite growth and regulation.
- * Mathematical models are crucial for understanding the complex evolution of malaria within a host.
Purpose of the Study:
- * To review classical models of blood-stage malaria.
- * To propose a novel mathematical model incorporating double infection of red blood cells (RBCs).
- * To analyze model behavior and parameter identifiability using Markov chain Monte Carlo (MCMC).
Main Methods:
- * Review of established mathematical models for within-host malaria.
- * Development of a new model that accounts for the possibility of double infection within a single red blood cell (RBC).
- * Application of Markov chain Monte Carlo (MCMC) for model analysis and parameter estimation.
Main Results:
- * The proposed model suggests that infected RBCs may rupture more rapidly in severe malaria.
- * This accelerated rupture rate could be linked to the phenomenon of double infection.
- * Findings may explain the occurrence of anemia and non-uniform oscillations observed in malaria infections.
Conclusions:
- * Double infection is a potential factor influencing the dynamics of severe malaria.
- * Accelerated RBC rupture due to double infection could contribute to anemia in malaria patients.
- * Further research is needed to elucidate the step-by-step evolution of malaria within a host.
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