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1.
Proc Natl Acad Sci U S A ; 119(25): e2121778119, 2022 06 21.
Article in English | MEDLINE | ID: covidwho-1890409

ABSTRACT

Community-acquired pneumonia (CAP) has been brought to the forefront of global health priorities due to the COVID-19 pandemic. However, classification of viral versus bacterial pneumonia etiology remains a significant clinical challenge. To this end, we have engineered a panel of activity-based nanosensors that detect the dysregulated activity of pulmonary host proteases implicated in the response to pneumonia-causing pathogens and produce a urinary readout of disease. The nanosensor targets were selected based on a human protease transcriptomic signature for pneumonia etiology generated from 33 unique publicly available study cohorts. Five mouse models of bacterial or viral CAP were developed to assess the ability of the nanosensors to produce etiology-specific urinary signatures. Machine learning algorithms were used to train diagnostic classifiers that could distinguish infected mice from healthy controls and differentiate those with bacterial versus viral pneumonia with high accuracy. This proof-of-concept diagnostic approach demonstrates a way to distinguish pneumonia etiology based solely on the host proteolytic response to infection.


Subject(s)
COVID-19 , Community-Acquired Infections , Gene Expression Profiling , Peptide Hydrolases , Pneumonia, Bacterial , Animals , Biosensing Techniques , COVID-19/genetics , Community-Acquired Infections/classification , Community-Acquired Infections/genetics , Community-Acquired Infections/virology , Disease Models, Animal , Humans , Machine Learning , Mice , Nanoparticles , Peptide Hydrolases/genetics , Pneumonia, Bacterial/classification , Pneumonia, Bacterial/genetics
2.
Nat Med ; 28(1): 201-211, 2022 01.
Article in English | MEDLINE | ID: covidwho-1517637

ABSTRACT

Although critical for host defense, innate immune cells are also pathologic drivers of acute respiratory distress syndrome (ARDS). Innate immune dynamics during Coronavirus Disease 2019 (COVID-19) ARDS, compared to ARDS from other respiratory pathogens, is unclear. Moreover, mechanisms underlying the beneficial effects of dexamethasone during severe COVID-19 remain elusive. Using single-cell RNA sequencing and plasma proteomics, we discovered that, compared to bacterial ARDS, COVID-19 was associated with expansion of distinct neutrophil states characterized by interferon (IFN) and prostaglandin signaling. Dexamethasone during severe COVID-19 affected circulating neutrophils, altered IFNactive neutrophils, downregulated interferon-stimulated genes and activated IL-1R2+ neutrophils. Dexamethasone also expanded immunosuppressive immature neutrophils and remodeled cellular interactions by changing neutrophils from information receivers into information providers. Male patients had higher proportions of IFNactive neutrophils and preferential steroid-induced immature neutrophil expansion, potentially affecting outcomes. Our single-cell atlas (see 'Data availability' section) defines COVID-19-enriched neutrophil states and molecular mechanisms of dexamethasone action to develop targeted immunotherapies for severe COVID-19.


Subject(s)
COVID-19/immunology , Cytokines/immunology , Dexamethasone/therapeutic use , Glucocorticoids/therapeutic use , Neutrophils/immunology , Pneumonia, Bacterial/immunology , Respiratory Distress Syndrome/immunology , Adult , Aged , COVID-19/complications , COVID-19/genetics , Cell Communication , Chromatography, Liquid , Down-Regulation , Female , Gene Regulatory Networks , Humans , Immunity, Innate/immunology , Interferons/immunology , Male , Middle Aged , Neutrophils/metabolism , Pneumonia, Bacterial/complications , Pneumonia, Bacterial/drug therapy , Pneumonia, Bacterial/genetics , Prostaglandins/immunology , Proteomics , RNA-Seq , Respiratory Distress Syndrome/drug therapy , Respiratory Distress Syndrome/etiology , Respiratory Distress Syndrome/genetics , SARS-CoV-2 , Severity of Illness Index , Sex Factors , Single-Cell Analysis , Tandem Mass Spectrometry , COVID-19 Drug Treatment
3.
Genomics ; 113(3): 1219-1233, 2021 05.
Article in English | MEDLINE | ID: covidwho-1118728

ABSTRACT

Sepsis is a leading cause of mortality in intensive care unit worldwide, it's accompanied by immune cell dysfunction induced by multiple factors. However, little is known about the specific alterations in immune cells in the dynamic pathogenesis of sepsis secondary to bacterial pneumonia. Here, we used single cell RNA sequencing (scRNA-seq) to profile peripheral blood mononuclear cells (PBMCs) in a healthy control and two patients with sepsis secondary to bacterial pneumonia, including acute, stable and recovery stage. We analyzed the quantity and function of immune cells. During disease course, interferon gamma response was upregulated; T/NK cell subtypes presented activation and exhaustion properties, which might be driven by monocytes through IL-1ß signaling pathways; The proportion of plasma cells was increased, which might be driven by NK cells through IFN signaling pathways; Additionally, interferon gamma response was upregulated to a greater degree in sepsis secondary to pneumonia induced by SARS-COV-2 compared with that induced by influenza virus and bacteria.


Subject(s)
Pneumonia, Bacterial , Sepsis , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Aged , COVID-19/complications , COVID-19/genetics , COVID-19/immunology , Case-Control Studies , Cells, Cultured , Female , Humans , Influenza, Human/complications , Influenza, Human/genetics , Influenza, Human/immunology , Leukocytes/immunology , Leukocytes/metabolism , Leukocytes, Mononuclear/immunology , Leukocytes, Mononuclear/metabolism , Male , Middle Aged , Monocytes/immunology , Monocytes/metabolism , Pneumonia, Bacterial/complications , Pneumonia, Bacterial/genetics , Pneumonia, Bacterial/immunology , RNA-Seq , SARS-CoV-2/immunology , Sepsis/genetics , Sepsis/immunology , Sepsis/microbiology , Sepsis/virology
4.
Nat Commun ; 12(1): 1079, 2021 02 17.
Article in English | MEDLINE | ID: covidwho-1087444

ABSTRACT

SARS-CoV-2 infection has been shown to trigger a wide spectrum of immune responses and clinical manifestations in human hosts. Here, we sought to elucidate novel aspects of the host response to SARS-CoV-2 infection through RNA sequencing of peripheral blood samples from 46 subjects with COVID-19 and directly comparing them to subjects with seasonal coronavirus, influenza, bacterial pneumonia, and healthy controls. Early SARS-CoV-2 infection triggers a powerful transcriptomic response in peripheral blood with conserved components that are heavily interferon-driven but also marked by indicators of early B-cell activation and antibody production. Interferon responses during SARS-CoV-2 infection demonstrate unique patterns of dysregulated expression compared to other infectious and healthy states. Heterogeneous activation of coagulation and fibrinolytic pathways are present in early COVID-19, as are IL1 and JAK/STAT signaling pathways, which persist into late disease. Classifiers based on differentially expressed genes accurately distinguished SARS-CoV-2 infection from other acute illnesses (auROC 0.95 [95% CI 0.92-0.98]). The transcriptome in peripheral blood reveals both diverse and conserved components of the immune response in COVID-19 and provides for potential biomarker-based approaches to diagnosis.


Subject(s)
COVID-19/genetics , Gene Expression Profiling/methods , Leukocytes, Mononuclear/metabolism , Sequence Analysis, RNA/methods , Transcriptome/genetics , COVID-19/blood , COVID-19/virology , Cytokines/genetics , Host-Pathogen Interactions , Humans , Influenza, Human/genetics , Pneumonia, Bacterial/genetics , SARS-CoV-2/physiology , Signal Transduction/genetics
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