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1.
JAMA Netw Open ; 4(9): e2128534, 2021 09 01.
Article in English | MEDLINE | ID: covidwho-1441922

ABSTRACT

Importance: Currently, there are no presymptomatic screening methods to identify individuals infected with a respiratory virus to prevent disease spread and to predict their trajectory for resource allocation. Objective: To evaluate the feasibility of using noninvasive, wrist-worn wearable biometric monitoring sensors to detect presymptomatic viral infection after exposure and predict infection severity in patients exposed to H1N1 influenza or human rhinovirus. Design, Setting, and Participants: The cohort H1N1 viral challenge study was conducted during 2018; data were collected from September 11, 2017, to May 4, 2018. The cohort rhinovirus challenge study was conducted during 2015; data were collected from September 14 to 21, 2015. A total of 39 adult participants were recruited for the H1N1 challenge study, and 24 adult participants were recruited for the rhinovirus challenge study. Exclusion criteria for both challenges included chronic respiratory illness and high levels of serum antibodies. Participants in the H1N1 challenge study were isolated in a clinic for a minimum of 8 days after inoculation. The rhinovirus challenge took place on a college campus, and participants were not isolated. Exposures: Participants in the H1N1 challenge study were inoculated via intranasal drops of diluted influenza A/California/03/09 (H1N1) virus with a mean count of 106 using the median tissue culture infectious dose (TCID50) assay. Participants in the rhinovirus challenge study were inoculated via intranasal drops of diluted human rhinovirus strain type 16 with a count of 100 using the TCID50 assay. Main Outcomes and Measures: The primary outcome measures included cross-validated performance metrics of random forest models to screen for presymptomatic infection and predict infection severity, including accuracy, precision, sensitivity, specificity, F1 score, and area under the receiver operating characteristic curve (AUC). Results: A total of 31 participants with H1N1 (24 men [77.4%]; mean [SD] age, 34.7 [12.3] years) and 18 participants with rhinovirus (11 men [61.1%]; mean [SD] age, 21.7 [3.1] years) were included in the analysis after data preprocessing. Separate H1N1 and rhinovirus detection models, using only data on wearble devices as input, were able to distinguish between infection and noninfection with accuracies of up to 92% for H1N1 (90% precision, 90% sensitivity, 93% specificity, and 90% F1 score, 0.85 [95% CI, 0.70-1.00] AUC) and 88% for rhinovirus (100% precision, 78% sensitivity, 100% specificity, 88% F1 score, and 0.96 [95% CI, 0.85-1.00] AUC). The infection severity prediction model was able to distinguish between mild and moderate infection 24 hours prior to symptom onset with an accuracy of 90% for H1N1 (88% precision, 88% sensitivity, 92% specificity, 88% F1 score, and 0.88 [95% CI, 0.72-1.00] AUC) and 89% for rhinovirus (100% precision, 75% sensitivity, 100% specificity, 86% F1 score, and 0.95 [95% CI, 0.79-1.00] AUC). Conclusions and Relevance: This cohort study suggests that the use of a noninvasive, wrist-worn wearable device to predict an individual's response to viral exposure prior to symptoms is feasible. Harnessing this technology would support early interventions to limit presymptomatic spread of viral respiratory infections, which is timely in the era of COVID-19.


Subject(s)
Biometry/methods , Common Cold/diagnosis , Influenza A Virus, H1N1 Subtype , Influenza, Human/diagnosis , Rhinovirus , Severity of Illness Index , Wearable Electronic Devices , Adult , Area Under Curve , Biological Assay , Biometry/instrumentation , Cohort Studies , Common Cold/virology , Early Diagnosis , Feasibility Studies , Female , Humans , Influenza A Virus, H1N1 Subtype/growth & development , Influenza, Human/virology , Male , Mass Screening , Models, Biological , Rhinovirus/growth & development , Sensitivity and Specificity , Virus Shedding , Young Adult
2.
Biotechnol Bioeng ; 118(10): 3996-4013, 2021 10.
Article in English | MEDLINE | ID: covidwho-1293144

ABSTRACT

Seasonal influenza epidemics occur both in northern and southern hemispheres every year. Despite the differences in influenza virus surface antigens and virulence of seasonal subtypes, manufacturers are well-adapted to respond to this periodical vaccine demand. Due to decades of influenza virus research, the development of new influenza vaccines is relatively straight forward. In similarity with the ongoing coronavirus disease 2019 pandemic, vaccine manufacturing is a major bottleneck for a rapid supply of the billions of doses required worldwide. In particular, egg-based vaccine production would be difficult to schedule and shortages of other egg-based vaccines with high demands also have to be anticipated. Cell culture-based production systems enable the manufacturing of large amounts of vaccines within a short time frame and expand significantly our options to respond to pandemics and emerging viral diseases. In this study, we present an integrated process for the production of inactivated influenza A virus vaccines based on a Madin-Darby Canine Kidney (MDCK) suspension cell line cultivated in a chemically defined medium. Very high titers of 3.6 log10 (HAU/100 µl) were achieved using fast-growing MDCK cells at concentrations up to 9.5 × 106 cells/ml infected with influenza A/PR/8/34 H1N1 virus in 1 L stirred tank bioreactors. A combination of membrane-based steric-exclusion chromatography followed by pseudo-affinity chromatography with a sulfated cellulose membrane adsorber enabled full recovery for the virus capture step and up to 80% recovery for the virus polishing step. Purified virus particles showed a homogenous size distribution with a mean diameter of 80 nm. Based on a monovalent dose of 15 µg hemagglutinin (single-radial immunodiffusion assay), the level of total protein and host cell DNA was 58 µg and 10 ng, respectively. Furthermore, all process steps can be fully scaled up to industrial quantities for commercial manufacturing of either seasonal or pandemic influenza virus vaccines. Fast production of up to 300 vaccine doses per liter within 4-5 days makes this process competitive not only to other cell-based processes but to egg-based processes as well.


Subject(s)
COVID-19 , Cell Culture Techniques , Influenza A Virus, H1N1 Subtype/growth & development , Influenza Vaccines/metabolism , SARS-CoV-2/growth & development , Animals , Dogs , Madin Darby Canine Kidney Cells
3.
J Biol Chem ; 296: 100470, 2021.
Article in English | MEDLINE | ID: covidwho-1101336

ABSTRACT

The ongoing COVID-19 pandemic, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a major threat to global health. Vaccines are ideal solutions to prevent infection, but treatments are also needed for those who have contracted the virus to limit negative outcomes, when vaccines are not applicable. Viruses must cross host cell membranes during their life cycle, creating a dependency on processes involving membrane dynamics. Thus, in this study, we examined whether the synthetic machinery for glycosphingolipids, biologically active components of cell membranes, can serve as a therapeutic target to combat SARS-CoV-2. We examined the antiviral effect of two specific inhibitors of glucosylceramide synthase (GCS): (i) Genz-123346, an analogue of the United States Food and Drug Administration-approved drug Cerdelga and (ii) GENZ-667161, an analogue of venglustat, which is currently under phase III clinical trials. We found that both GCS inhibitors inhibit replication of SARS-CoV-2. Moreover, these inhibitors also disrupt replication of influenza virus A/PR/8/34 (H1N1). Our data imply that synthesis of glycosphingolipids is necessary to support viral life cycles and suggest that GCS inhibitors should be further explored as antiviral therapies.


Subject(s)
Antiviral Agents/pharmacology , Carbamates/pharmacology , Dioxanes/pharmacology , Glucosyltransferases/antagonists & inhibitors , Glycosphingolipids/antagonists & inhibitors , Influenza A Virus, H1N1 Subtype/drug effects , Pyrrolidines/pharmacology , Quinuclidines/pharmacology , SARS-CoV-2/drug effects , Animals , Antiviral Agents/chemical synthesis , COVID-19/enzymology , COVID-19/virology , Carbamates/chemical synthesis , Cell Membrane/drug effects , Cell Membrane/enzymology , Cell Membrane/virology , Chlorocebus aethiops , Clinical Trials, Phase III as Topic , Dioxanes/chemical synthesis , Dogs , Dose-Response Relationship, Drug , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/pharmacology , Gene Expression Regulation , Glucosyltransferases/genetics , Glucosyltransferases/metabolism , Glycosphingolipids/biosynthesis , Host-Pathogen Interactions/genetics , Humans , Influenza A Virus, H1N1 Subtype/growth & development , Influenza A Virus, H1N1 Subtype/metabolism , Influenza, Human/drug therapy , Influenza, Human/enzymology , Influenza, Human/virology , Madin Darby Canine Kidney Cells , Pyrrolidines/chemical synthesis , Quinuclidines/chemical synthesis , SARS-CoV-2/growth & development , SARS-CoV-2/metabolism , Signal Transduction , Vero Cells , Virus Replication/drug effects , COVID-19 Drug Treatment
4.
Nature ; 588(7839): 670-675, 2020 12.
Article in English | MEDLINE | ID: covidwho-943910

ABSTRACT

The distal lung contains terminal bronchioles and alveoli that facilitate gas exchange. Three-dimensional in vitro human distal lung culture systems would strongly facilitate the investigation of pathologies such as interstitial lung disease, cancer and coronavirus disease 2019 (COVID-19) pneumonia caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Here we describe the development of a long-term feeder-free, chemically defined culture system for distal lung progenitors as organoids derived from single adult human alveolar epithelial type II (AT2) or KRT5+ basal cells. AT2 organoids were able to differentiate into AT1 cells, and basal cell organoids developed lumens lined with differentiated club and ciliated cells. Single-cell analysis of KRT5+ cells in basal organoids revealed a distinct population of ITGA6+ITGB4+ mitotic cells, whose offspring further segregated into a TNFRSF12Ahi subfraction that comprised about ten per cent of KRT5+ basal cells. This subpopulation formed clusters within terminal bronchioles and exhibited enriched clonogenic organoid growth activity. We created distal lung organoids with apical-out polarity to present ACE2 on the exposed external surface, facilitating infection of AT2 and basal cultures with SARS-CoV-2 and identifying club cells as a target population. This long-term, feeder-free culture of human distal lung organoids, coupled with single-cell analysis, identifies functional heterogeneity among basal cells and establishes a facile in vitro organoid model of human distal lung infections, including COVID-19-associated pneumonia.


Subject(s)
COVID-19/virology , Lung/cytology , Models, Biological , Organoids/cytology , Organoids/virology , SARS-CoV-2/physiology , Tissue Culture Techniques , Alveolar Epithelial Cells/cytology , Alveolar Epithelial Cells/metabolism , Alveolar Epithelial Cells/virology , COVID-19/metabolism , COVID-19/pathology , Cell Differentiation , Cell Division , Clone Cells/cytology , Clone Cells/metabolism , Clone Cells/virology , Humans , In Vitro Techniques , Influenza A Virus, H1N1 Subtype/growth & development , Influenza A Virus, H1N1 Subtype/physiology , Integrin alpha6/analysis , Integrin beta4/analysis , Keratin-5/analysis , Organoids/metabolism , Pneumonia, Viral/metabolism , Pneumonia, Viral/pathology , Pneumonia, Viral/virology , SARS-CoV-2/growth & development , Single-Cell Analysis , TWEAK Receptor/analysis
5.
Cell ; 181(4): 865-876.e12, 2020 05 14.
Article in English | MEDLINE | ID: covidwho-684968

ABSTRACT

The coronavirus disease 2019 (COVID-19) pandemic, caused by the SARS-CoV-2 virus, has highlighted the need for antiviral approaches that can target emerging viruses with no effective vaccines or pharmaceuticals. Here, we demonstrate a CRISPR-Cas13-based strategy, PAC-MAN (prophylactic antiviral CRISPR in human cells), for viral inhibition that can effectively degrade RNA from SARS-CoV-2 sequences and live influenza A virus (IAV) in human lung epithelial cells. We designed and screened CRISPR RNAs (crRNAs) targeting conserved viral regions and identified functional crRNAs targeting SARS-CoV-2. This approach effectively reduced H1N1 IAV load in respiratory epithelial cells. Our bioinformatic analysis showed that a group of only six crRNAs can target more than 90% of all coronaviruses. With the development of a safe and effective system for respiratory tract delivery, PAC-MAN has the potential to become an important pan-coronavirus inhibition strategy.


Subject(s)
Antiviral Agents/pharmacology , Betacoronavirus/drug effects , CRISPR-Cas Systems , Influenza A Virus, H1N1 Subtype/drug effects , RNA, Viral/antagonists & inhibitors , A549 Cells , Antibiotic Prophylaxis/methods , Base Sequence , Betacoronavirus/genetics , Betacoronavirus/growth & development , COVID-19 , Clustered Regularly Interspaced Short Palindromic Repeats , Computer Simulation , Conserved Sequence , Coronavirus/drug effects , Coronavirus/genetics , Coronavirus/growth & development , Coronavirus Infections/drug therapy , Coronavirus Nucleocapsid Proteins , Coronavirus RNA-Dependent RNA Polymerase , Epithelial Cells/virology , Humans , Influenza A Virus, H1N1 Subtype/genetics , Influenza A Virus, H1N1 Subtype/growth & development , Lung/pathology , Lung/virology , Nucleocapsid Proteins/genetics , Pandemics , Phosphoproteins , Phylogeny , Pneumonia, Viral/drug therapy , RNA-Dependent RNA Polymerase/genetics , SARS-CoV-2 , Viral Nonstructural Proteins/genetics
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