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1.
Cell Rep Methods ; 2(8): 100274, 2022 08 22.
Article in English | MEDLINE | ID: mdl-36046624

ABSTRACT

Cellular barcoding techniques are powerful tools to understand microbial pathogenesis. However, barcoding strategies have not been broadly applied to protozoan parasites, which have unique genomic structures and virulence strategies compared with viral and bacterial pathogens. Here, we present a CRISPR-based method to barcode protozoa, which we successfully apply to Toxoplasma gondii and Trypanosoma brucei. Using libraries of barcoded T. gondii, we evaluate shifts in the population structure from acute to chronic infection of mice. Contrary to expectation, most barcodes were present in the brain one month post-intraperitoneal infection in both inbred CBA/J and outbred Swiss mice. Although parasite cyst number and barcode diversity declined over time, barcodes representing a minor fraction of the inoculum could become a dominant population in the brain by three months post-infection. These data establish a cellular barcoding approach for protozoa and evidence that the blood-brain barrier is not a major bottleneck to colonization by T. gondii.


Subject(s)
Toxoplasma , Mice , Animals , Toxoplasma/genetics , Protozoan Proteins/genetics , Mice, Inbred CBA , Virulence , Brain/metabolism
2.
Elife ; 82019 02 12.
Article in English | MEDLINE | ID: mdl-30744806

ABSTRACT

For image-based infection biology, accurate unbiased quantification of host-pathogen interactions is essential, yet often performed manually or using limited enumeration employing simple image analysis algorithms based on image segmentation. Host protein recruitment to pathogens is often refractory to accurate automated assessment due to its heterogeneous nature. An intuitive intelligent image analysis program to assess host protein recruitment within general cellular pathogen defense is lacking. We present HRMAn (Host Response to Microbe Analysis), an open-source image analysis platform based on machine learning algorithms and deep learning. We show that HRMAn has the capacity to learn phenotypes from the data, without relying on researcher-based assumptions. Using Toxoplasma gondii and Salmonella enterica Typhimurium we demonstrate HRMAn's capacity to recognize, classify and quantify pathogen killing, replication and cellular defense responses. HRMAn thus presents the only intelligent solution operating at human capacity suitable for both single image and high content image analysis. Editorial note: This article has been through an editorial process in which the authors decide how to respond to the issues raised during peer review. The Reviewing Editor's assessment is that all the issues have been addressed (see decision letter).


Subject(s)
Artificial Intelligence , Host-Pathogen Interactions , Image Processing, Computer-Assisted/methods , Microscopy, Fluorescence/methods , Salmonella typhimurium/growth & development , Single-Cell Analysis/methods , Toxoplasma/growth & development , HeLa Cells , Humans , Workflow
3.
J Immunol ; 201(2): 604-614, 2018 07 15.
Article in English | MEDLINE | ID: mdl-29891555

ABSTRACT

IFN-stimulated gene (ISG) 15 is a ubiquitin-like protein induced after type I IFN stimulation. There is a dearth of in vivo models to study free unconjugated ISG15 function. We found that free ISG15 enhances the production of IFN-γ and IL-1ß during murine infection with Toxoplasma gondii In our model, ISG15 is induced in a type I IFN-dependent fashion and released into the serum. Increased ISG15 levels are dependent on an actively invading and replicating parasite. Two cysteine residues in the hinge domain are necessary determinants for ISG15 to induce increased cytokine levels during infection. Increased ISG15 is concurrent with an influx of IL-1ß-producing CD8α+ dendritic cells to the site of infection. In this article, we present Toxoplasma infection as a novel in vivo murine model to study the immunomodulatory properties of free ISG15 and uniquely link it to IL-1ß production by CD8α+ dendritic cells driven by two cysteines in the hinge region of the protein.


Subject(s)
Cytokines/metabolism , Dendritic Cells/immunology , Interleukin-1beta/metabolism , Toxoplasma/physiology , Toxoplasmosis/immunology , Animals , CD8 Antigens/metabolism , Cell Movement , Cells, Cultured , Cysteine/genetics , Cytokines/genetics , Disease Models, Animal , Immunomodulation , Interferon Type I/immunology , Interferon-gamma/metabolism , Mice , Mice, Inbred C57BL , Mice, Knockout , Protein Conformation , Ubiquitins/genetics , Ubiquitins/metabolism
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