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1.
Comput Struct Biotechnol J ; 20: 2297-2308, 2022.
Article in English | MEDLINE | ID: mdl-35615019

ABSTRACT

Rapid identification of pathogens is required for early diagnosis and treatment of life-threatening bloodstream infections in humans. This requirement is driving the current developments of molecular diagnostic tools identifying pathogens from human whole blood after successful isolation and cultivation. An alternative approach is to determine pathogen-specific signatures from human host immune cells that have been exposed to pathogens. We hypothesise that activated immune cells, such as neutrophils, may exhibit a characteristic behaviour - for instance in terms of their speed, dynamic cell morphology - that allows (i) identifying the type of pathogen indirectly and (ii) providing information on therapeutic efficacy. In this feasibility study, we propose a method for the quantitative assessment of static and morphodynamic features of neutrophils based on label-free time-lapse imaging data. We investigate neutrophil activation phenotypes after confrontation with fungal pathogens and isolation from a human whole-blood assay. In particular, we applied a machine learning supported approach to time-lapse microscopy data from different infection scenarios and were able to distinguish between Candida albicans and C. glabrata infection scenarios with test accuracies well above 75%, and to identify pathogen-free samples with accuracy reaching 100%. These results significantly exceed the test accuracies achieved using state-of-the-art deep neural networks to classify neutrophils by their morphodynamics.

2.
Sci Rep ; 10(1): 21818, 2020 12 11.
Article in English | MEDLINE | ID: mdl-33311597

ABSTRACT

Burn wounds are highly susceptible sites for colonization and infection by bacteria and fungi. Large wound surface, impaired local immunity, and broad-spectrum antibiotic therapy support growth of opportunistic fungi such as Candida albicans, which may lead to invasive candidiasis. Currently, it remains unknown whether depressed host defenses or fungal virulence drive the progression of burn wound candidiasis. Here we established an ex vivo burn wound model, where wounds were inflicted by applying preheated soldering iron to human skin explants, resulting in highly reproducible deep second-degree burn wounds. Eschar removal by debridement allowed for deeper C. albicans penetration into the burned tissue associated with prominent filamentation. Active migration of resident tissue neutrophils towards the damaged tissue and release of pro-inflammatory cytokine IL-1ß accompanied the burn. The neutrophil recruitment was further increased upon supplementation of the model with fresh immune cells. Wound area and depth decreased over time, indicating healing of the damaged tissue. Importantly, prominent neutrophil presence at the infected site correlated to the limited penetration of C. albicans into the burned tissue. Altogether, we established a reproducible burn wound model of candidiasis using ex vivo human skin explants, where immune responses actively control the progression of infection and promote tissue healing.


Subject(s)
Burns/immunology , Candida albicans/immunology , Candidiasis/immunology , Neutrophils/immunology , Skin/immunology , Wound Infection/immunology , Adult , Burns/microbiology , Burns/pathology , Candidiasis/pathology , Female , Humans , Interleukin-1beta/immunology , Middle Aged , Neutrophils/pathology , Skin/microbiology , Skin/pathology , Wound Infection/microbiology , Wound Infection/pathology
3.
J Infect Dis ; 221(12): 2060-2071, 2020 06 11.
Article in English | MEDLINE | ID: mdl-31993642

ABSTRACT

BACKGROUND: Candida albicans and Candida glabrata are the 2 most prevalent Candida species causing bloodstream infections. Patterns of innate immune activation triggered by the 2 fungi differ considerably. METHODS: To analyze human natural killer (NK) cell activation by both species, we performed ex vivo whole-blood infection assays and confrontation assays with primary human NK cells. RESULTS: C. albicans was a stronger activator for isolated human NK cells than C. glabrata. In contrast, activation of blood NK cells, characterized by an upregulated surface exposure of early activation antigen CD69 and death receptor ligand TRAIL, as well as interferon-γ (IFN-γ) secretion, was more pronounced during C. glabrata infection. NK cell activation in blood is mediated by humoral mediators released by other immune cells and does not depend on direct activation by fungal cells. Cross-talk between Candida-confronted monocyte-derived dendritic cells (moDC) and NK cells resulted in the same NK activation phenotype as NK cells in human blood. Blocking experiments and cytokine substitution identified interleukin-12 as a critical mediator in regulation of primary NK cells by moDC. CONCLUSIONS: Activation of human NK cells in response to Candida in human blood mainly occurs indirectly by mediators released from monocytic cells.


Subject(s)
Candida albicans/immunology , Candidiasis/immunology , Dendritic Cells/metabolism , Interleukin-12/metabolism , Killer Cells, Natural/immunology , Antigens, CD/metabolism , Antigens, Differentiation, T-Lymphocyte/metabolism , Blood Buffy Coat , Candida glabrata/immunology , Candidiasis/blood , Candidiasis/microbiology , Cell Communication/immunology , Cells, Cultured , Healthy Volunteers , Host-Pathogen Interactions/immunology , Humans , Immunity, Innate , Killer Cells, Natural/metabolism , Lectins, C-Type/metabolism , Lymphocyte Activation , Primary Cell Culture , TNF-Related Apoptosis-Inducing Ligand/metabolism , Up-Regulation/immunology
4.
J Immunol ; 203(11): 2959-2969, 2019 12 01.
Article in English | MEDLINE | ID: mdl-31619536

ABSTRACT

The quorum-sensing molecule farnesol is produced by the opportunistic human fungal pathogen Candida albicans Aside from its primary function of blocking the transition from yeast to hyphal morphotype, it has an immunomodulatory role on human dendritic cells (DC) through the alteration of surface markers, cytokine secretion, and their ability to activate T cells. Nonetheless, the molecular mechanisms by which farnesol modulates DC differentiation and maturation remained unknown. In this study, we demonstrate through transcriptional and functional assays that farnesol influences several signaling pathways during DC differentiation and in response to TLR agonists. In particular, farnesol increases the expression of the Ag-presenting glycoprotein CD1d through the nuclear receptors PPARγ and RARα, as well as p38 MAPK. However, the higher expression of CD1d did not confer these DC with an enhanced capacity to activate CD1d-restricted invariant NKT cells. In the presence of farnesol, there is reduced secretion of the Th1-inducing cytokine, IL-12, and increased release of proinflammatory cytokines, as well as the anti-inflammatory cytokine IL-10. These changes are partially independent of nuclear receptor activity but, in the case of TNF-α and IL-10, dependent on NF-κB and MAPK pathways. Interestingly, renewal of the IL-12/IL-10 milieu restores the ability of farnesol-differentiated DC to activate invariant NKT, Th1, and FOXP3+ regulatory T cells. Our results show that farnesol modulates nuclear receptors, NF-κB, and MAPK-signaling pathways, thereby impairing the capacity of DC to activate several T cells subsets and potentially conferring C. albicans, an advantage in overcoming DC-mediated immunity.


Subject(s)
Candida albicans/drug effects , Dendritic Cells/drug effects , Farnesol/pharmacology , Signal Transduction/drug effects , Candida albicans/chemistry , Candida albicans/immunology , Cell Differentiation/drug effects , Cell Differentiation/immunology , Cytokines/biosynthesis , Cytokines/immunology , Dendritic Cells/immunology , Farnesol/chemistry , Healthy Volunteers , Humans , Quorum Sensing/drug effects , Quorum Sensing/immunology , Signal Transduction/immunology
5.
Sci Rep ; 9(1): 3317, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30824740

ABSTRACT

Migration and interactions of immune cells are routinely studied by time-lapse microscopy of in vitro migration and confrontation assays. To objectively quantify the dynamic behavior of cells, software tools for automated cell tracking can be applied. However, many existing tracking algorithms recognize only rather short fragments of a whole cell track and rely on cell staining to enhance cell segmentation. While our previously developed segmentation approach enables tracking of label-free cells, it still suffers from frequently recognizing only short track fragments. In this study, we identify sources of track fragmentation and provide solutions to obtain longer cell tracks. This is achieved by improving the detection of low-contrast cells and by optimizing the value of the gap size parameter, which defines the number of missing cell positions between track fragments that is accepted for still connecting them into one track. We find that the enhanced track recognition increases the average length of cell tracks up to 2.2-fold. Recognizing cell tracks as a whole will enable studying and quantifying more complex patterns of cell behavior, e.g. switches in migration mode or dependence of the phagocytosis efficiency on the number and type of preceding interactions. Such quantitative analyses will improve our understanding of how immune cells interact and function in health and disease.


Subject(s)
Algorithms , Cell Movement , Cell Tracking , Image Processing, Computer-Assisted , Microscopy , Humans
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