Partitioning Regulatory Mechanisms of Within-Host Malaria Dynamics Using the Effective Propagation Number

As malaria progresses, red blood cell availability and immune control change depending on the initial dose of parasites. Immune clearance and resource limitation (via red blood cell depletion) shape the peaks and troughs of malaria parasitemia, which in turn affect disease severity and transmission. Quantitatively partitioning the relative roles of these effects through time is challenging. Using data from rodent malaria, we estimated the effective propagation number, which reflects the relative importance of contrasting within-host control mechanisms through time and is sensitive to the inoculating parasite dose. Our analysis showed that the capacity of innate responses to restrict initial parasite growth saturates with parasite dose and that experimentally enhanced innate immunity can affect parasite density indirectly via resource depletion. Such a statistical approach offers a tool to improve targeting of drugs or vaccines for human therapy by revealing the dynamics and interactions of within-host regulatory mechanisms.

[1]  T. Williams,et al.  Co‐inheritance of α+‐thalassaemia and sickle trait results in specific effects on haematological parameters , 2006, British journal of haematology.

[2]  Victoria C. Barclay,et al.  Understanding and Predicting Strain‐Specific Patterns of Pathogenesis in the Rodent Malaria Plasmodium chabaudi , 2008, The American Naturalist.

[3]  F. McKenzie,et al.  Age-structured red blood cell susceptibility and the dynamics of malaria infections , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[4]  S. Sad,et al.  A Reduced Antigen Load In Vivo, Rather Than Weak Inflammation, Causes a Substantial Delay in CD8+ T Cell Priming against Mycobacterium bovis (Bacillus Calmette-Guérin)1 , 2007, The Journal of Immunology.

[5]  K. Lythgoe,et al.  Parasite-intrinsic factors can explain ordered progression of trypanosome antigenic variation , 2007, Proceedings of the National Academy of Sciences.

[6]  Ann Cullinane,et al.  Dynamics of Influenza Virus Infection and Pathology , 2010, Journal of Virology.

[7]  E. Riley,et al.  Innate immunity to malaria , 2004, Nature Reviews Immunology.

[8]  R. Antia,et al.  On the Control of Acute Rodent Malaria Infections by Innate Immunity , 2010, PloS one.

[9]  Nicholas J. Savill,et al.  Quantitative Analysis of Immune Response and Erythropoiesis during Rodent Malarial Infection , 2010, PLoS Comput. Biol..

[10]  Louise Matthews,et al.  Topndash;down or bottom–up regulation of intra–host blood–stage malaria: do malaria parasites most resemble the dynamics of prey or predator? , 2003, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[11]  R Antia,et al.  A model of non-specific immunity. , 1994, Journal of theoretical biology.

[12]  D. Bradley,et al.  Inoculum size, incubation period and severity of malaria. Analysis of data from malaria therapy records , 1995, Parasitology.

[13]  A. Read,et al.  Parasite genetic diversity does not influence TNF-mediated effects on the virulence of primary rodent malaria infections , 2006, Parasitology.

[14]  P. Gros,et al.  Opsonin-independent phagocytosis: an effector mechanism against acute blood-stage Plasmodium chabaudi AS infection. , 2002, The Journal of infectious diseases.

[15]  R. Sinden,et al.  Innate Immune Responses to Human Malaria: Heterogeneous Cytokine Responses to Blood-Stage Plasmodium falciparum Correlate with Parasitological and Clinical Outcomes1 , 2006, The Journal of Immunology.

[16]  R. Anderson,et al.  The within-host cellular dynamics of bloodstage malaria: theoretical and experimental studies , 1996, Parasitology.

[17]  Alan S. Perelson,et al.  Estimation of the Initial Viral Growth Rate and Basic Reproductive Number during Acute HIV-1 Infection , 2010, Journal of Virology.

[18]  A. Perelson Modelling viral and immune system dynamics , 2002, Nature Reviews Immunology.

[19]  Sergei S. Pilyugin,et al.  Modeling immune responses with handling time , 2000, Bulletin of mathematical biology.

[20]  Kai-Hsin Chang,et al.  Modulation of the course and outcome of blood-stage malaria by erythropoietin-induced reticulocytosis. , 2004, The Journal of infectious diseases.

[21]  Victoria C. Barclay,et al.  CD4+T cells do not mediate within-host competition between genetically diverse malaria parasites , 2008, Proceedings of the Royal Society B: Biological Sciences.

[22]  R. Carter,et al.  New observations on the malaria parasites of rodents of the Central African Republic - Plasmodium vinckei petteri subsp. nov. and Plasmodium chabaudi Landau, 1965. , 1975, Annals of tropical medicine and parasitology.

[23]  J. Langhorne,et al.  Effector Memory Th1 CD4 T Cells Are Maintained in a Mouse Model of Chronic Malaria , 2010, PLoS pathogens.

[24]  R. Antia,et al.  The dynamics of acute malaria infections. I. Effect of the parasite's red blood cell preference , 2008, Proceedings of the Royal Society B: Biological Sciences.

[25]  E. Dietz,et al.  α+-thalassemia protects African children from severe malaria , 2004 .

[26]  Stephanie Forrest,et al.  Modelling the impact of antigen kinetics on T‐cell activation and response , 2004, Immunology and cell biology.

[27]  K. Dietz,et al.  Review of intra-host models of malaria. , 1999, Parassitologia.

[28]  Nicholas J. Savill,et al.  Quantitative Analysis of Mechanisms That Govern Red Blood Cell Age Structure and Dynamics during Anaemia , 2009, PLoS Comput. Biol..

[29]  B. Nahlen,et al.  A low interleukin-10 tumor necrosis factor-alpha ratio is associated with malaria anemia in children residing in a holoendemic malaria region in western Kenya. , 1999, The Journal of infectious diseases.

[30]  J. Langhorne,et al.  Malarial anemia: of mice and men. , 2007, Blood.

[31]  S. Kappe,et al.  Release of Hepatic Plasmodium yoelii Merozoites into the Pulmonary Microvasculature , 2007, PLoS pathogens.

[32]  B. Hellriegel Modelling the immune response to malaria with ecological concepts: short-term behaviour against long-term equilibrium , 1992, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[33]  Andreas Handel,et al.  Towards a quantitative understanding of the within-host dynamics of influenza A infections , 2010, Journal of The Royal Society Interface.

[34]  K. Dietz,et al.  Mathematical model of the first wave of Plasmodium falciparum asexual parasitemia in non-immune and vaccinated individuals. , 2006, The American journal of tropical medicine and hygiene.

[35]  K. Dietz,et al.  Malaria therapy reinoculation data suggest individual variation of an innate immune response and independent acquisition of antiparasitic and antitoxic immunities. , 2002, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[36]  A. Read,et al.  Experimental manipulation of immune-mediated disease and its fitness costs for rodent malaria parasites , 2008, BMC Evolutionary Biology.

[37]  W. Jarra,et al.  Invasion of mature and immature erythrocytes of CBA/Ca mice by a cloned line of Plasmodium chabaudi chabaudi , 1989, Parasitology.

[38]  O. Bjørnstad,et al.  Dynamics of measles epidemics: Estimating scaling of transmission rates using a time series sir model , 2002 .

[39]  Daniel Coombs,et al.  Modeling Within-Host Evolution of HIV: Mutation, Competition and Strain Replacement , 2007, Bulletin of mathematical biology.