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1.
Cell Syst ; 12(8): 780-794.e7, 2021 08 18.
Article in English | MEDLINE | ID: covidwho-1267622

ABSTRACT

COVID-19 is highly variable in its clinical presentation, ranging from asymptomatic infection to severe organ damage and death. We characterized the time-dependent progression of the disease in 139 COVID-19 inpatients by measuring 86 accredited diagnostic parameters, such as blood cell counts and enzyme activities, as well as untargeted plasma proteomes at 687 sampling points. We report an initial spike in a systemic inflammatory response, which is gradually alleviated and followed by a protein signature indicative of tissue repair, metabolic reconstitution, and immunomodulation. We identify prognostic marker signatures for devising risk-adapted treatment strategies and use machine learning to classify therapeutic needs. We show that the machine learning models based on the proteome are transferable to an independent cohort. Our study presents a map linking routinely used clinical diagnostic parameters to plasma proteomes and their dynamics in an infectious disease.


Subject(s)
Biomarkers/analysis , COVID-19/pathology , Disease Progression , Proteome/physiology , Age Factors , Blood Cell Count , Blood Gas Analysis , Enzyme Activation , Humans , Inflammation/pathology , Machine Learning , Prognosis , Proteomics , SARS-CoV-2/immunology
2.
Infection ; 49(4): 703-714, 2021 Aug.
Article in English | MEDLINE | ID: covidwho-1198523

ABSTRACT

PURPOSE: Adequate patient allocation is pivotal for optimal resource management in strained healthcare systems, and requires detailed knowledge of clinical and virological disease trajectories. The purpose of this work was to identify risk factors associated with need for invasive mechanical ventilation (IMV), to analyse viral kinetics in patients with and without IMV and to provide a comprehensive description of clinical course. METHODS: A cohort of 168 hospitalised adult COVID-19 patients enrolled in a prospective observational study at a large European tertiary care centre was analysed. RESULTS: Forty-four per cent (71/161) of patients required invasive mechanical ventilation (IMV). Shorter duration of symptoms before admission (aOR 1.22 per day less, 95% CI 1.10-1.37, p < 0.01) and history of hypertension (aOR 5.55, 95% CI 2.00-16.82, p < 0.01) were associated with need for IMV. Patients on IMV had higher maximal concentrations, slower decline rates, and longer shedding of SARS-CoV-2 than non-IMV patients (33 days, IQR 26-46.75, vs 18 days, IQR 16-46.75, respectively, p < 0.01). Median duration of hospitalisation was 9 days (IQR 6-15.5) for non-IMV and 49.5 days (IQR 36.8-82.5) for IMV patients. CONCLUSIONS: Our results indicate a short duration of symptoms before admission as a risk factor for severe disease that merits further investigation and different viral load kinetics in severely affected patients. Median duration of hospitalisation of IMV patients was longer than described for acute respiratory distress syndrome unrelated to COVID-19.


Subject(s)
COVID-19/epidemiology , COVID-19/virology , SARS-CoV-2/physiology , COVID-19/therapy , Cohort Studies , Germany/epidemiology , Hospitalization , Humans , Hypertension/complications , Kinetics , Prospective Studies , Respiration, Artificial , Risk Factors , Tertiary Care Centers , Time Factors , Viral Load , Virus Shedding
5.
Cell ; 182(6): 1419-1440.e23, 2020 09 17.
Article in English | MEDLINE | ID: covidwho-694631

ABSTRACT

Coronavirus disease 2019 (COVID-19) is a mild to moderate respiratory tract infection, however, a subset of patients progress to severe disease and respiratory failure. The mechanism of protective immunity in mild forms and the pathogenesis of severe COVID-19 associated with increased neutrophil counts and dysregulated immune responses remain unclear. In a dual-center, two-cohort study, we combined single-cell RNA-sequencing and single-cell proteomics of whole-blood and peripheral-blood mononuclear cells to determine changes in immune cell composition and activation in mild versus severe COVID-19 (242 samples from 109 individuals) over time. HLA-DRhiCD11chi inflammatory monocytes with an interferon-stimulated gene signature were elevated in mild COVID-19. Severe COVID-19 was marked by occurrence of neutrophil precursors, as evidence of emergency myelopoiesis, dysfunctional mature neutrophils, and HLA-DRlo monocytes. Our study provides detailed insights into the systemic immune response to SARS-CoV-2 infection and reveals profound alterations in the myeloid cell compartment associated with severe COVID-19.


Subject(s)
Coronavirus Infections/immunology , Myeloid Cells/immunology , Myelopoiesis , Pneumonia, Viral/immunology , Adult , Aged , CD11 Antigens/genetics , CD11 Antigens/metabolism , COVID-19 , Cells, Cultured , Coronavirus Infections/blood , Coronavirus Infections/pathology , Female , HLA-DR Antigens/genetics , HLA-DR Antigens/metabolism , Humans , Male , Middle Aged , Myeloid Cells/cytology , Pandemics , Pneumonia, Viral/blood , Pneumonia, Viral/pathology , Proteome/genetics , Proteome/metabolism , Proteomics , Single-Cell Analysis
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