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Marti, Matthias

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Marti

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Matthias

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Marti, Matthias

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Now showing 1 - 5 of 5
  • Publication

    Inferring Developmental Stage Composition from Gene Expression in Human Malaria

    (Public Library of Science, 2013) Joice, Regina Carol; Narasimhan, Vagheesh; Montgomery, Jacqui; Sidhu, Amar Bir; Oh, Keunyoung; Meyer, Evan; Pierre-Louis, Willythssa; Seydel, Karl; Milner, Danny; Williamson, Kim; Wiegand, Roger; Ndiaye, Daouda; Daily, Johanna; Wirth, Dyann; Taylor, Terrie; Huttenhower, Curtis; Marti, Matthias

    In the current era of malaria eradication, reducing transmission is critical. Assessment of transmissibility requires tools that can accurately identify the various developmental stages of the malaria parasite, particularly those required for transmission (sexual stages). Here, we present a method for estimating relative amounts of Plasmodium falciparum asexual and sexual stages from gene expression measurements. These are modeled using constrained linear regression to characterize stage-specific expression profiles within mixed-stage populations. The resulting profiles were analyzed functionally by gene set enrichment analysis (GSEA), confirming differentially active pathways such as increased mitochondrial activity and lipid metabolism during sexual development. We validated model predictions both from microarrays and from quantitative RT-PCR (qRT-PCR) measurements, based on the expression of a small set of key transcriptional markers. This sufficient marker set was identified by backward selection from the whole genome as available from expression arrays, targeting one sentinel marker per stage. The model as learned can be applied to any new microarray or qRT-PCR transcriptional measurement. We illustrate its use in vitro in inferring changes in stage distribution following stress and drug treatment and in vivo in identifying immature and mature sexual stage carriers within patient cohorts. We believe this approach will be a valuable resource for staging lab and field samples alike and will have wide applicability in epidemiological studies of malaria transmission.

  • Publication

    Infected erythrocyte-derived extracellular vesicles alter vascular function via regulatory Ago2-miRNA complexes in malaria

    (Nature Publishing Group, 2016) Mantel, Pierre-Yves; Hjelmqvist, Daisy; Walch, Michael; Kharoubi-Hess, Solange; Nilsson, Sandra; Ravel, Deepali; Ribeiro, Marina; Gruring, Christof; Ma, Siyuan; Padmanabhan, Prasad; Trachtenberg, Alexander; Ankarklev, Johan; Brancucci, Nicolas M.; Huttenhower, Curtis; Duraisingh, Manoj; Ghiran, Ionita; Kuo, Winston P.; Filgueira, Luis; Martinelli, Roberta; Marti, Matthias

    Malaria remains one of the greatest public health challenges worldwide, particularly in sub-Saharan Africa. The clinical outcome of individuals infected with Plasmodium falciparum parasites depends on many factors including host systemic inflammatory responses, parasite sequestration in tissues and vascular dysfunction. Production of pro-inflammatory cytokines and chemokines promotes endothelial activation as well as recruitment and infiltration of inflammatory cells, which in turn triggers further endothelial cell activation and parasite sequestration. Inflammatory responses are triggered in part by bioactive parasite products such as hemozoin and infected red blood cell-derived extracellular vesicles (iRBC-derived EVs). Here we demonstrate that such EVs contain functional miRNA-Argonaute 2 complexes that are derived from the host RBC. Moreover, we show that EVs are efficiently internalized by endothelial cells, where the miRNA-Argonaute 2 complexes modulate target gene expression and barrier properties. Altogether, these findings provide a mechanistic link between EVs and vascular dysfunction during malaria infection.

  • Publication

    Transcriptional profiling defines dynamics of parasite tissue sequestration during malaria infection

    (BioMed Central, 2015) Pelle, Karell; Oh, Keunyoung; Buchholz, Kathrin; Narasimhan, Vagheesh; Joice, Regina; Milner, Danny; Brancucci, Nicolas; Ma, Siyuan; Voss, Till S; Ketman, Ken; Seydel, Karl B; Taylor, Terrie E; Barteneva, Natasha S; Huttenhower, Curtis; Marti, Matthias

    Background: During intra-erythrocytic development, late asexually replicating Plasmodium falciparum parasites sequester from peripheral circulation. This facilitates chronic infection and is linked to severe disease and organ-specific pathology including cerebral and placental malaria. Immature gametocytes - sexual stage precursor cells - likewise disappear from circulation. Recent work has demonstrated that these sexual stage parasites are located in the hematopoietic system of the bone marrow before mature gametocytes are released into the bloodstream to facilitate mosquito transmission. However, as sequestration occurs only in vivo and not during in vitro culture, the mechanisms by which it is regulated and enacted (particularly by the gametocyte stage) remain poorly understood. Results: We generated the most comprehensive P. falciparum functional gene network to date by integrating global transcriptional data from a large set of asexual and sexual in vitro samples, patient-derived in vivo samples, and a new set of in vitro samples profiling sexual commitment. We defined more than 250 functional modules (clusters) of genes that are co-expressed primarily during the intra-erythrocytic parasite cycle, including 35 during sexual commitment and gametocyte development. Comparing the in vivo and in vitro datasets allowed us, for the first time, to map the time point of asexual parasite sequestration in patients to 22 hours post-invasion, confirming previous in vitro observations on the dynamics of host cell modification and cytoadherence. Moreover, we were able to define the properties of gametocyte sequestration, demonstrating the presence of two circulating gametocyte populations: gametocyte rings between 0 and approximately 30 hours post-invasion and mature gametocytes after around 7 days post-invasion. Conclusions: This study provides a bioinformatics resource for the functional elucidation of parasite life cycle dynamics and specifically demonstrates the presence of the gametocyte ring stages in circulation, adding significantly to our understanding of the dynamics of gametocyte sequestration in vivo. Electronic supplementary material The online version of this article (doi:10.1186/s13073-015-0133-7) contains supplementary material, which is available to authorized users.

  • Publication

    Plasmodium gametocytes display homing and vascular transmigration in the host bone marrow

    (American Association for the Advancement of Science, 2018) De Niz, Mariana; Meibalan, Elamaran; Mejia, Pedro; Ma, Siyuan; Brancucci, Nicolas M. B.; Agop-Nersesian, Carolina; Mandt, Rebecca; Ngotho, Priscilla; Hughes, Katie R.; Waters, Andrew P.; Huttenhower, Curtis; Mitchell, James; Martinelli, Roberta; Frischknecht, Friedrich; Seydel, Karl B.; Taylor, Terrie; Milner, Danny; Heussler, Volker T.; Marti, Matthias

    Transmission of Plasmodium parasites to the mosquito requires the formation and development of gametocytes. Studies in infected humans have shown that only the most mature forms of Plasmodium falciparum gametocytes are present in circulation, whereas immature forms accumulate in the hematopoietic environment of the bone marrow. We used the rodent model Plasmodium berghei to study gametocyte behavior through time under physiological conditions. Intravital microscopy demonstrated preferential homing of early gametocyte forms across the intact vascular barrier of the bone marrow and the spleen early during infection and subsequent development in the extravascular environment. During the acute phase of infection, we observed vascular leakage resulting in further parasite accumulation in this environment. Mature gametocytes showed high deformability and were found entering and exiting the intact vascular barrier. We suggest that extravascular gametocyte localization and mobility are essential for gametocytogenesis and transmission of Plasmodium to the mosquito.

  • Publication

    Bone Marrow Is a Major Parasite Reservoir in Plasmodium vivax Infection

    (American Society for Microbiology, 2018) Obaldia, Nicanor; Meibalan, Elamaran; Sa, Juliana M.; Ma, Siyuan; Clark, Martha; Mejia, Pedro; Moraes Barros, Roberto R.; Otero, William; Ferreira, Marcelo U.; Mitchell, James; Milner, Danny; Huttenhower, Curtis; Wirth, Dyann; Duraisingh, Manoj; Wellems, Thomas E.; Marti, Matthias

    ABSTRACT Plasmodium vivax causes heavy burdens of disease across malarious regions worldwide. Mature P. vivax asexual and transmissive gametocyte stages occur in the blood circulation, and it is often assumed that accumulation/sequestration in tissues is not an important phase in their development. Here, we present a systematic study of P. vivax stage distributions in infected tissues of nonhuman primate (NHP) malaria models as well as in blood from human infections. In a comparative analysis of the transcriptomes of P. vivax and Plasmodium falciparum blood-stage parasites, we found a conserved cascade of stage-specific gene expression despite the greatly different gametocyte maturity times of these two species. Using this knowledge, we validated a set of conserved asexual- and gametocyte-stage markers both by quantitative real-time PCR and by antibody assays of peripheral blood samples from infected patients and NHP (Aotus sp.). Histological analyses of P. vivax parasites in organs of 13 infected NHP (Aotus and Saimiri species) demonstrated a major fraction of immature gametocytes in the parenchyma of the bone marrow, while asexual schizont forms were enriched to a somewhat lesser extent in this region of the bone marrow as well as in sinusoids of the liver. These findings suggest that the bone marrow is an important reservoir for gametocyte development and proliferation of malaria parasites.