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1.
PLoS One ; 16(11): e0259910, 2021.
Article in English | MEDLINE | ID: covidwho-1581787

ABSTRACT

BACKGROUND: Clinical observations have shown that there is a relationship between coronavirus disease 2019 (COVID-19) and atypical lymphocytes in the peripheral blood; however, knowledge about the time course of the changes in atypical lymphocytes and the association with the clinical course of COVID-19 is limited. OBJECTIVE: Our purposes were to investigate the dynamics of atypical lymphocytes in COVID-19 patients and to estimate their clinical significance for diagnosis and monitoring disease course. MATERIALS AND METHODS: We retrospectively identified 98 inpatients in a general ward at Kashiwa Municipal Hospital from May 1st, 2020, to October 31st, 2020. We extracted data on patient demographics, symptoms, comorbidities, blood test results, radiographic findings, treatment after admission and clinical course. We compared clinical findings between patients with and without atypical lymphocytes, investigated the behavior of atypical lymphocytes throughout the clinical course of COVID-19, and determined the relationships among the development of pneumonia, the use of supplemental oxygen and the presence of atypical lymphocytes. RESULTS: Patients with atypical lymphocytes had a significantly higher prevalence of pneumonia (80.4% vs. 42.6%, p < 0.0001) and the use of supplemental oxygen (25.5% vs. 4.3%, p = 0.0042). The median time to the appearance of atypical lymphocytes after disease onset was eight days, and atypical lymphocytes were observed in 16/98 (16.3%) patients at the first visit. Atypical lymphocytes appeared after the confirmation of lung infiltrates in 31/41 (75.6%) patients. Of the 13 oxygen-treated patients with atypical lymphocytes, approximately two-thirds had a stable or improved clinical course after the appearance of atypical lymphocytes. CONCLUSION: Atypical lymphocytes frequently appeared in the peripheral blood of COVID-19 patients one week after disease onset. Patients with atypical lymphocytes were more likely to have pneumonia and to need supplemental oxygen; however, two-thirds of them showed clinical improvement after the appearance of atypical lymphocytes.


Subject(s)
COVID-19/diagnosis , Leukocyte Disorders/diagnosis , Pneumonia/diagnosis , Respiratory Tract Infections/diagnosis , Adult , COVID-19/complications , COVID-19/epidemiology , COVID-19/virology , Female , Hospitalization , Humans , Intensive Care Units , Leukocyte Disorders/complications , Leukocyte Disorders/epidemiology , Leukocyte Disorders/virology , Leukocytes, Mononuclear/pathology , Lymphocytes/pathology , Male , Middle Aged , Oxygen/blood , Pneumonia/blood , Pneumonia/epidemiology , Pneumonia/virology , Respiratory Tract Infections/complications , Respiratory Tract Infections/epidemiology , Respiratory Tract Infections/virology , SARS-CoV-2/pathogenicity
2.
Signal Transduct Target Ther ; 6(1): 292, 2021 07 30.
Article in English | MEDLINE | ID: covidwho-1333904

ABSTRACT

Sex differences in the susceptibility of SARS-CoV-2 infection and severity have been controversial, and the underlying mechanisms of COVID-19 in a sex-specific manner remain understudied. Here we inspected sex differences in SARS-CoV-2 infection, hospitalization, admission to the intensive care unit (ICU), sera inflammatory biomarker profiling, and single-cell RNA-sequencing (scRNA-seq) profiles across nasal, bronchoalveolar lavage fluid (BALF), and peripheral blood mononuclear cells (PBMCs) from COVID-19 patients with varying degrees of disease severities. Our propensity score-matching observations revealed that male individuals have a 29% elevated likelihood of SARS-CoV-2 positivity, with a hazard ratio (HR) 1.32 (95% confidence interval [CI] 1.18-1.48) for hospitalization and HR 1.51 (95% CI 1.24-1.84) for admission to ICU. Sera from male patients at hospital admission had elevated neutrophil-lymphocyte ratio and elevated expression of inflammatory markers (C-reactive protein and procalcitonin). We found that SARS-CoV-2 entry factors, including ACE2, TMPRSS2, FURIN, and NRP1, have elevated expression in nasal squamous cells from male individuals with moderate and severe COVID-19. We observed male-biased transcriptional activation in SARS-CoV-2-infected macrophages from BALF and sputum samples, which offers potential molecular mechanism for sex-biased susceptibility to viral infection. Cell-cell interaction network analysis reveals potential epithelium-immune cell interactions and immune vulnerability underlying male-elevated disease severity and mortality in COVID-19. Mechanistically, monocyte-elevated expression of Toll-like receptor 7 (TLR7) and Bruton tyrosine kinase (BTK) is associated with severe outcomes in males with COVID-19. In summary, these findings provide basis to decipher immune responses underlying sex differences and designing sex-specific targeted interventions and patient care for COVID-19.


Subject(s)
COVID-19/immunology , Cell Communication/immunology , Leukocytes, Mononuclear/immunology , Nasal Mucosa/immunology , SARS-CoV-2/immunology , Sex Characteristics , Adult , Aged , COVID-19/pathology , Female , Humans , Leukocytes, Mononuclear/pathology , Male , Middle Aged , Nasal Mucosa/pathology , Single-Cell Analysis
3.
Nucleic Acids Res ; 49(15): 8505-8519, 2021 09 07.
Article in English | MEDLINE | ID: covidwho-1328926

ABSTRACT

The transcriptomic diversity of cell types in the human body can be analysed in unprecedented detail using single cell (SC) technologies. Unsupervised clustering of SC transcriptomes, which is the default technique for defining cell types, is prone to group cells by technical, rather than biological, variation. Compared to de-novo (unsupervised) clustering, we demonstrate using multiple benchmarks that supervised clustering, which uses reference transcriptomes as a guide, is robust to batch effects and data quality artifacts. Here, we present RCA2, the first algorithm to combine reference projection (batch effect robustness) with graph-based clustering (scalability). In addition, RCA2 provides a user-friendly framework incorporating multiple commonly used downstream analysis modules. RCA2 also provides new reference panels for human and mouse and supports generation of custom panels. Furthermore, RCA2 facilitates cell type-specific QC, which is essential for accurate clustering of data from heterogeneous tissues. We demonstrate the advantages of RCA2 on SC data from human bone marrow, healthy PBMCs and PBMCs from COVID-19 patients. Scalable supervised clustering methods such as RCA2 will facilitate unified analysis of cohort-scale SC datasets.


Subject(s)
Algorithms , Cluster Analysis , RNA, Small Cytoplasmic/genetics , RNA-Seq/methods , Single-Cell Analysis/methods , Animals , Arthritis, Rheumatoid/genetics , Bone Marrow Cells/metabolism , COVID-19/blood , COVID-19/pathology , Cohort Studies , Datasets as Topic , Humans , Leukocytes, Mononuclear/metabolism , Leukocytes, Mononuclear/pathology , Mice , Organ Specificity , Quality Control , RNA-Seq/standards , Single-Cell Analysis/standards , Transcriptome
4.
Brief Bioinform ; 22(6)2021 11 05.
Article in English | MEDLINE | ID: covidwho-1309589

ABSTRACT

Coronavirus disease 2019 (COVID-19) is an infectious disease caused by the newly discovered coronavirus, SARS-CoV-2. Increased severity of COVID-19 has been observed in patients with diabetes mellitus (DM). This study aimed to identify common transcriptional signatures, regulators and pathways between COVID-19 and DM. We have integrated human whole-genome transcriptomic datasets from COVID-19 and DM, followed by functional assessment with gene ontology (GO) and pathway analyses. In peripheral blood mononuclear cells (PBMCs), among the upregulated differentially expressed genes (DEGs), 32 were found to be commonly modulated in COVID-19 and type 2 diabetes (T2D), while 10 DEGs were commonly downregulated. As regards type 1 diabetes (T1D), 21 DEGs were commonly upregulated, and 29 DEGs were commonly downregulated in COVID-19 and T1D. Moreover, 35 DEGs were commonly upregulated in SARS-CoV-2 infected pancreas organoids and T2D islets, while 14 were commonly downregulated. Several GO terms were found in common between COVID-19 and DM. Prediction of the putative transcription factors involved in the upregulation of genes in COVID-19 and DM identified RELA to be implicated in both PBMCs and pancreas. Here, for the first time, we have characterized the biological processes and pathways commonly dysregulated in COVID-19 and DM, which could be in the next future used for the design of personalized treatment of COVID-19 patients suffering from DM as comorbidity.


Subject(s)
COVID-19/genetics , Diabetes Mellitus/genetics , SARS-CoV-2/genetics , Transcriptome/genetics , COVID-19/pathology , COVID-19/virology , Computational Biology , Diabetes Mellitus/pathology , Gene Expression Profiling , Gene Expression Regulation/genetics , Humans , Leukocytes, Mononuclear/pathology , Leukocytes, Mononuclear/virology , Protein Interaction Maps/genetics , SARS-CoV-2/pathogenicity
5.
Cell Res ; 31(8): 836-846, 2021 08.
Article in English | MEDLINE | ID: covidwho-1275907

ABSTRACT

Severe COVID-19 disease caused by SARS-CoV-2 is frequently accompanied by dysfunction of the lungs and extrapulmonary organs. However, the organotropism of SARS-CoV-2 and the port of virus entry for systemic dissemination remain largely unknown. We profiled 26 COVID-19 autopsy cases from four cohorts in Wuhan, China, and determined the systemic distribution of SARS-CoV-2. SARS-CoV-2 was detected in the lungs and multiple extrapulmonary organs of critically ill COVID-19 patients up to 67 days after symptom onset. Based on organotropism and pathological features of the patients, COVID-19 was divided into viral intrapulmonary and systemic subtypes. In patients with systemic viral distribution, SARS-CoV-2 was detected in monocytes, macrophages, and vascular endothelia at blood-air barrier, blood-testis barrier, and filtration barrier. Critically ill patients with long disease duration showed decreased pulmonary cell proliferation, reduced viral RNA, and marked fibrosis in the lungs. Permanent SARS-CoV-2 presence and tissue injuries in the lungs and extrapulmonary organs suggest direct viral invasion as a mechanism of pathogenicity in critically ill patients. SARS-CoV-2 may hijack monocytes, macrophages, and vascular endothelia at physiological barriers as the ports of entry for systemic dissemination. Our study thus delineates systemic pathological features of SARS-CoV-2 infection, which sheds light on the development of novel COVID-19 treatment.


Subject(s)
COVID-19/pathology , Lung/virology , SARS-CoV-2/isolation & purification , Aged , Aged, 80 and over , Autopsy , COVID-19/virology , China , Cohort Studies , Critical Illness , Female , Fibrosis , Hospitalization , Humans , Kidney/pathology , Kidney/virology , Leukocytes, Mononuclear/pathology , Leukocytes, Mononuclear/virology , Lung/pathology , Male , Middle Aged , RNA, Viral/metabolism , SARS-CoV-2/genetics , Spleen/pathology , Spleen/virology , Trachea/pathology , Trachea/virology
6.
Nat Commun ; 12(1): 3501, 2021 06 09.
Article in English | MEDLINE | ID: covidwho-1263489

ABSTRACT

The characteristics of COVID-19 patients with persistent SARS-CoV-2 infection are not yet well described. Here, we compare the clinical and molecular features of patients with long duration of viral shedding (LDs) with those from patients with short duration patients (SDs), and healthy donors (HDs). We find that several cytokines and chemokines, such as interleukin (IL)-2, tumor necrosis factor (TNF) and lymphotoxin α (LT-α) are present at lower levels in LDs than SDs. Single-cell RNA sequencing shows that natural killer (NK) cells and CD14+ monocytes are reduced, while regulatory T cells are increased in LDs; moreover, T and NK cells in LDs are less activated than in SDs. Importantly, most cells in LDs show reduced expression of ribosomal protein (RP) genes and related pathways, with this inversed correlation between RP levels and infection duration further validated in 103 independent patients. Our results thus indicate that immunosuppression and low RP expression may be related to the persistence of the viral infection in COVID-19 patients.


Subject(s)
COVID-19/immunology , SARS-CoV-2/pathogenicity , B-Lymphocytes/metabolism , B-Lymphocytes/pathology , COVID-19/virology , Cytokines/blood , Gene Expression Profiling , Humans , Killer Cells, Natural/metabolism , Killer Cells, Natural/pathology , Leukocytes, Mononuclear/pathology , Lymphocyte Activation/genetics , Lymphocyte Subsets/metabolism , Lymphocyte Subsets/pathology , Ribosomal Proteins/genetics , SARS-CoV-2/isolation & purification , Signal Transduction/genetics , T-Lymphocytes/metabolism , T-Lymphocytes/pathology , Virus Shedding
7.
Front Immunol ; 12: 642860, 2021.
Article in English | MEDLINE | ID: covidwho-1231336

ABSTRACT

Cytokine storm (CS), an excessive release of proinflammatory cytokines upon overactivation of the innate immune system, came recently to the focus of interest because of its role in the life-threatening consequences of certain immune therapies and viral diseases, including CAR-T cell therapy and Covid-19. Because complement activation with subsequent anaphylatoxin release is in the core of innate immune stimulation, studying the relationship between complement activation and cytokine release in an in vitro CS model holds promise to better understand CS and identify new therapies against it. We used peripheral blood mononuclear cells (PBMCs) cultured in the presence of autologous serum to test the impact of complement activation and inhibition on cytokine release, testing the effects of liposomal amphotericin B (AmBisome), zymosan and bacterial lipopolysaccharide (LPS) as immune activators and heat inactivation of serum, EDTA and mini-factor H (mfH) as complement inhibitors. These activators induced significant rises of complement activation markers C3a, C4a, C5a, Ba, Bb, and sC5b-9 at 45 min of incubation, with or without ~5- to ~2,000-fold rises of IL-1α, IL-1ß, IL-5, IL-6, IL-7, IL-8, IL-10, IL-12, IL-13 and TNFα at 6 and 18 h later. Inhibition of complement activation by the mentioned three methods had differential inhibition, or even stimulation of certain cytokines, among which effects a limited suppressive effect of mfH on IL-6 secretion and significant stimulation of IL-10 implies anti-CS and anti-inflammatory impacts. These findings suggest the utility of the model for in vitro studies on CS, and the potential clinical use of mfH against CS.


Subject(s)
COVID-19/immunology , Complement Activation , Cytokine Release Syndrome/immunology , Interleukin-10/immunology , Interleukin-6/immunology , Leukocytes, Mononuclear/immunology , Models, Immunological , SARS-CoV-2/immunology , COVID-19/pathology , Complement Factor H/immunology , Cytokine Release Syndrome/pathology , Humans , Leukocytes, Mononuclear/pathology , Leukocytes, Mononuclear/virology
8.
Front Immunol ; 12: 651656, 2021.
Article in English | MEDLINE | ID: covidwho-1211812

ABSTRACT

Although immune dysfunction is a key feature of coronavirus disease 2019 (COVID-19), the metabolism-related mechanisms remain elusive. Here, by reanalyzing single-cell RNA sequencing data, we delineated metabolic remodeling in peripheral blood mononuclear cells (PBMCs) to elucidate the metabolic mechanisms that may lead to the progression of severe COVID-19. After scoring the metabolism-related biological processes and signaling pathways, we found that mono-CD14+ cells expressed higher levels of glycolysis-related genes (PKM, LDHA and PKM) and PPP-related genes (PGD and TKT) in severe patients than in mild patients. These genes may contribute to the hyperinflammation in mono-CD14+ cells of patients with severe COVID-19. The mono-CD16+ cell population in COVID-19 patients showed reduced transcription levels of genes related to lysine degradation (NSD1, KMT2E, and SETD2) and elevated transcription levels of genes involved in OXPHOS (ATP6V1B2, ATP5A1, ATP5E, and ATP5B), which may inhibit M2-like polarization. Plasma cells also expressed higher levels of the OXPHOS gene ATP13A3 in COVID-19 patients, which was positively associated with antibody secretion and survival of PCs. Moreover, enhanced glycolysis or OXPHOS was positively associated with the differentiation of memory B cells into plasmablasts or plasma cells. This study comprehensively investigated the metabolic features of peripheral immune cells and revealed that metabolic changes exacerbated inflammation in monocytes and promoted antibody secretion and cell survival in PCs in COVID-19 patients, especially those with severe disease.


Subject(s)
COVID-19/immunology , Glycolysis/genetics , Lysine/metabolism , Monocytes/metabolism , Single-Cell Analysis/methods , Adenosine Triphosphatases/blood , Adenosine Triphosphatases/genetics , Antibodies/metabolism , COVID-19/metabolism , COVID-19/physiopathology , Databases, Genetic , GPI-Linked Proteins/metabolism , Gene Ontology , Hematopoiesis/genetics , Humans , Inflammation/genetics , Inflammation/immunology , Inflammation/metabolism , Leukocytes, Mononuclear/immunology , Leukocytes, Mononuclear/metabolism , Leukocytes, Mononuclear/pathology , Lipopolysaccharide Receptors/metabolism , Lysine/genetics , Membrane Transport Proteins/blood , Membrane Transport Proteins/genetics , Metabolic Networks and Pathways/genetics , Metabolic Networks and Pathways/physiology , Monocytes/immunology , Monocytes/pathology , Oxidative Phosphorylation , RNA-Seq , Receptors, IgG/metabolism , Signal Transduction/genetics , Signal Transduction/immunology , Transcriptome/genetics
9.
J Mol Cell Biol ; 13(3): 197-209, 2021 07 06.
Article in English | MEDLINE | ID: covidwho-1145182

ABSTRACT

Although millions of patients have clinically recovered from COVID-19, little is known about the immune status of lymphocytes in these individuals. In this study, the peripheral blood mononuclear cells of a clinically recovered (CR) cohort were comparatively analyzed with those of an age- and sex-matched healthy donor cohort. We found that CD8+ T cells in the CR cohort had higher numbers of effector T cells and effector memory T cells but lower Tc1 (IFN-γ+), Tc2 (IL-4+), and Tc17 (IL-17A+) cell frequencies. The CD4+ T cells of the CR cohort were decreased in frequency, especially the central memory T cell subset. Moreover, CD4+ T cells in the CR cohort showed lower programmed cell death protein 1 (PD-1) expression and had lower frequencies of Th1 (IFN-γ+), Th2 (IL-4+), Th17 (IL-17A+), and circulating follicular helper T (CXCR5+PD-1+) cells. Accordingly, the proportion of isotype-switched memory B cells (IgM-CD20hi) among B cells in the CR cohort showed a significantly lower proportion, although the level of the activation marker CD71 was elevated. For CD3-HLA-DR- lymphocytes in the CR cohort, in addition to lower levels of IFN-γ, granzyme B and T-bet, the correlation between T-bet and IFN-γ was not observed. Additionally, by taking into account the number of days after discharge, all the phenotypes associated with reduced function did not show a tendency toward recovery within 4‒11 weeks. The remarkable phenotypic alterations in lymphocytes in the CR cohort suggest that  severe acute respiratory syndrome coronavirus 2 infection profoundly affects lymphocytes and potentially results in dysfunction even after clinical recovery.


Subject(s)
CD8-Positive T-Lymphocytes/virology , COVID-19/blood , Leukocytes, Mononuclear/virology , SARS-CoV-2/pathogenicity , Adult , Aged , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/pathology , COVID-19/epidemiology , COVID-19/pathology , COVID-19/virology , Cell Lineage/genetics , Cell Lineage/immunology , Female , Gene Expression Regulation/immunology , Granzymes/genetics , Humans , Interferon-gamma/genetics , Leukocytes, Mononuclear/pathology , Male , Middle Aged , T-Box Domain Proteins/genetics , Th1 Cells/immunology , Th1 Cells/virology , Th17 Cells/immunology , Th17 Cells/virology , Th2 Cells/immunology , Th2 Cells/virology
10.
Sci Rep ; 11(1): 4904, 2021 03 01.
Article in English | MEDLINE | ID: covidwho-1112008

ABSTRACT

SARS-CoV-2 virus infection is responsible for coronavirus disease (COVID-19), which is characterised by a hyperinflammatory response that plays a major role in determining the respiratory and immune-mediated complications of this condition. While isolating peripheral blood mononuclear cells (PBMCs) from whole blood of COVID-19 patients by density gradient centrifugation, we noticed some changes in the floating properties and in the sedimentation of the cells on density medium. Investigating this further, we found that in early phase COVID-19 patients, characterised by reduced circulating lymphocytes and monocytes, the PBMC fraction contained surprisingly high levels of neutrophils. Furthermore, the neutrophil population exhibited alterations in the cell size and in the internal complexity, consistent with the presence of low density neutrophils (LDNs) and immature forms, which may explain the shift seen in the floating abilities and that may be predictive of the severity of the disease. The percentage of this subset of neutrophils found in the PBMC band was rather spread (35.4 ± 27.2%, with a median 28.8% and IQR 11.6-56.1, Welch's t-test early phase COVID-19 versus blood donor healthy controls P < 0.0001). Results confirm the presence of an increased number of LDNs in patients with early stage COVID-19, which correlates with disease severity and may be recovered by centrifugation on a density gradient together with PBMCs.


Subject(s)
COVID-19/blood , Cell Separation , Leukocytes, Mononuclear/metabolism , SARS-CoV-2/metabolism , Adult , COVID-19/pathology , Centrifugation, Density Gradient , Female , Humans , Leukocytes, Mononuclear/pathology , Male , Middle Aged
11.
Forensic Sci Med Pathol ; 17(2): 279-296, 2021 06.
Article in English | MEDLINE | ID: covidwho-834059

ABSTRACT

Although many clinical reports have been published, little is known about the pathological post-mortem findings from people who have died of the novel coronavirus disease. The need for postmortem information is urgent to improve patient management of mild and severe illness, and treatment strategies. The present systematic review was carried out according to the Preferred Reporting Items for Systematic Review (PRISMA) standards. A systematic literature search and a critical review of the collected studies were conducted. An electronic search of PubMed, Science Direct Scopus, Google Scholar, and Excerpta Medica Database (EMBASE) from database inception to June 2020 was performed. We found 28 scientific papers; the total amount of cases is 341. The major histological feature in the lung is diffuse alveolar damage with hyaline membrane formation, alongside microthrombi in small pulmonary vessels. It appears that there is a high incidence of deep vein thrombosis and pulmonary embolism among COVID-19 decedents, suggesting endothelial involvement, but more studies are needed. A uniform COVID-19 post-mortem diagnostic protocol has not yet been developed. In a time in which international collaboration is essential, standardized diagnostic criteria are fundamental requirements.


Subject(s)
Autopsy , COVID-19/pathology , Lung/pathology , Alveolar Epithelial Cells/pathology , Brain/pathology , Fibrin/metabolism , Fibroblasts/pathology , Humans , Kidney/pathology , Leukocytes, Mononuclear/pathology , Myositis/pathology , Respiratory Mucosa/pathology , Thrombosis/pathology
12.
Sci Adv ; 6(31)2020 07.
Article in English | MEDLINE | ID: covidwho-725277

ABSTRACT

The outbreak of the highly contagious and deadly severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), also known as coronavirus disease 2019 (COVID-19), has posed a serious threat to public health across the globe, calling for the development of effective diagnostic markers and therapeutics. Here, we report a highly reliable severity diagnostic biomarker, acetylated 676th lysine transforming growth factor-beta-induced protein (TGFBIp K676Ac). TGFBIp K676Ac was consistently elevated in the blood of patients with SARS-CoV-2 pneumonia (n = 113), especially in patients in the intensive care unit (ICU) compared to non-ICU patients. Patients' blood samples showed increased cytokines and lymphopenia, which are exemplary indicators of SARS-CoV-2 pneumonia. Treatment with TGFBIp neutralizing antibodies suppressed the cytokine storm. The increased level of TGFBIp K676Ac in ICU patients suggests the promise of this protein as a reliable severity diagnostic biomarker for severe SARS-CoV-2 disease.


Subject(s)
Betacoronavirus/pathogenicity , Coronavirus Infections/diagnosis , Cytokine Release Syndrome/diagnosis , Extracellular Matrix Proteins/immunology , Leukocytes, Mononuclear/immunology , Pneumonia, Viral/diagnosis , Protein Processing, Post-Translational , Respiratory Insufficiency/diagnosis , Transforming Growth Factor beta/immunology , Acetylation , Antibodies, Neutralizing/pharmacology , Betacoronavirus/immunology , Biomarkers/blood , COVID-19 , Case-Control Studies , Coronavirus Infections/blood , Coronavirus Infections/immunology , Coronavirus Infections/pathology , Cytokine Release Syndrome/blood , Cytokine Release Syndrome/immunology , Cytokine Release Syndrome/pathology , Extracellular Matrix Proteins/antagonists & inhibitors , Extracellular Matrix Proteins/genetics , Gene Expression , Humans , Intensive Care Units , Leukocyte Count , Leukocytes, Mononuclear/drug effects , Leukocytes, Mononuclear/pathology , Leukocytes, Mononuclear/virology , Lung/blood supply , Lung/drug effects , Lung/pathology , Lung/virology , Lysine/metabolism , NF-kappa B/genetics , NF-kappa B/immunology , Pandemics , Pneumonia, Viral/blood , Pneumonia, Viral/immunology , Pneumonia, Viral/pathology , Primary Cell Culture , Prognosis , Respiratory Insufficiency/blood , Respiratory Insufficiency/immunology , Respiratory Insufficiency/pathology , SARS-CoV-2 , Severity of Illness Index , Transforming Growth Factor beta/antagonists & inhibitors , Transforming Growth Factor beta/genetics
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