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1.
PLoS Comput Biol ; 18(1): e1009778, 2022 01.
Article in English | MEDLINE | ID: mdl-35041647

ABSTRACT

The clinical outcome of SARS-CoV-2 infection varies widely between individuals. Machine learning models can support decision making in healthcare by assessing fatality risk in patients that do not yet show severe signs of COVID-19. Most predictive models rely on static demographic features and clinical values obtained upon hospitalization. However, time-dependent biomarkers associated with COVID-19 severity, such as antibody titers, can substantially contribute to the development of more accurate outcome models. Here we show that models trained on immune biomarkers, longitudinally monitored throughout hospitalization, predicted mortality and were more accurate than models based on demographic and clinical data upon hospital admission. Our best-performing predictive models were based on the temporal analysis of anti-SARS-CoV-2 Spike IgG titers, white blood cell (WBC), neutrophil and lymphocyte counts. These biomarkers, together with C-reactive protein and blood urea nitrogen levels, were found to correlate with severity of disease and mortality in a time-dependent manner. Shapley additive explanations of our model revealed the higher predictive value of day post-symptom onset (PSO) as hospitalization progresses and showed how immune biomarkers contribute to predict mortality. In sum, we demonstrate that the kinetics of immune biomarkers can inform clinical models to serve as a powerful monitoring tool for predicting fatality risk in hospitalized COVID-19 patients, underscoring the importance of contextualizing clinical parameters according to their time post-symptom onset.


Subject(s)
Antibodies, Viral/blood , COVID-19 , SARS-CoV-2/immunology , Adult , Aged , Aged, 80 and over , Biomarkers/blood , COVID-19/diagnosis , COVID-19/epidemiology , COVID-19/immunology , COVID-19/therapy , Computational Biology , Diagnosis, Computer-Assisted , Female , Humans , Male , Middle Aged , Prognosis , Spike Glycoprotein, Coronavirus/immunology , Young Adult
2.
mBio ; 12(5): e0247321, 2021 10 26.
Article in English | MEDLINE | ID: mdl-34607456

ABSTRACT

Most known SARS-CoV-2 neutralizing antibodies (nAbs), including those approved by the FDA for emergency use, inhibit viral infection by targeting the receptor-binding domain (RBD) of the spike (S) protein. Variants of concern (VOC) carrying mutations in the RBD or other regions of S reduce the effectiveness of many nAbs and vaccines by evading neutralization. Therefore, therapies that are less susceptible to resistance are urgently needed. Here, we characterized the memory B-cell repertoire of COVID-19 convalescent donors and analyzed their RBD and non-RBD nAbs. We found that many of the non-RBD-targeting nAbs were specific to the N-terminal domain (NTD). Using neutralization assays with authentic SARS-CoV-2 and a recombinant vesicular stomatitis virus carrying SARS-CoV-2 S protein (rVSV-SARS2), we defined a panel of potent RBD and NTD nAbs. Next, we used a combination of neutralization-escape rVSV-SARS2 mutants and a yeast display library of RBD mutants to map their epitopes. The most potent RBD nAb competed with hACE2 binding and targeted an epitope that includes residue F490. The most potent NTD nAb epitope included Y145, K150, and W152. As seen with some of the natural VOC, the neutralization potencies of COVID-19 convalescent-phase sera were reduced by 4- to 16-fold against rVSV-SARS2 bearing Y145D, K150E, or W152R spike mutations. Moreover, we found that combining RBD and NTD nAbs did not enhance their neutralization potential. Notably, the same combination of RBD and NTD nAbs limited the development of neutralization-escape mutants in vitro, suggesting such a strategy may have higher efficacy and utility for mitigating the emergence of VOC. IMPORTANCE The U.S. FDA has issued emergency use authorizations (EUAs) for multiple investigational monoclonal antibody (MAb) therapies for the treatment of mild to moderate COVID-19. These MAb therapeutics are solely targeting the receptor-binding domain of the SARS-CoV-2 spike protein. However, the N-terminal domain of the spike protein also carries crucial neutralizing epitopes. Here, we show that key mutations in the N-terminal domain can reduce the neutralizing capacity of convalescent-phase COVID-19 sera. We report that a combination of two neutralizing antibodies targeting the receptor-binding and N-terminal domains may be beneficial to combat the emergence of virus variants.


Subject(s)
Antibodies, Neutralizing/immunology , COVID-19/genetics , COVID-19/immunology , Mutation/immunology , RNA-Binding Motifs/immunology , SARS-CoV-2/genetics , SARS-CoV-2/immunology , Humans , Neutralization Tests
3.
Cell ; 184(17): 4414-4429.e19, 2021 08 19.
Article in English | MEDLINE | ID: mdl-34416146

ABSTRACT

Alphaviruses are emerging, mosquito-transmitted pathogens that cause musculoskeletal and neurological disease in humans. Although neutralizing antibodies that inhibit individual alphaviruses have been described, broadly reactive antibodies that protect against both arthritogenic and encephalitic alphaviruses have not been reported. Here, we identify DC2.112 and DC2.315, two pan-protective yet poorly neutralizing human monoclonal antibodies (mAbs) that avidly bind to viral antigen on the surface of cells infected with arthritogenic and encephalitic alphaviruses. These mAbs engage a conserved epitope in domain II of the E1 protein proximal to and within the fusion peptide. Treatment with DC2.112 or DC2.315 protects mice against infection by both arthritogenic (chikungunya and Mayaro) and encephalitic (Venezuelan, Eastern, and Western equine encephalitis) alphaviruses through multiple mechanisms, including inhibition of viral egress and monocyte-dependent Fc effector functions. These findings define a conserved epitope recognized by weakly neutralizing yet protective antibodies that could be targeted for pan-alphavirus immunotherapy and vaccine design.


Subject(s)
Alphavirus/immunology , Antibodies, Viral/immunology , Conserved Sequence/immunology , Epitopes/immunology , Viral Proteins/immunology , Alphavirus Infections/immunology , Alphavirus Infections/virology , Amino Acid Sequence , Animals , Antibodies, Monoclonal/immunology , Chikungunya Fever/immunology , Chikungunya Fever/virology , Chikungunya virus/immunology , Chlorocebus aethiops , Epitope Mapping , Epitopes/chemistry , Humans , Male , Mice, Inbred C57BL , Models, Biological , Monocytes/metabolism , Vero Cells , Viral Proteins/chemistry , Virus Release
4.
JCI Insight ; 6(4)2021 02 22.
Article in English | MEDLINE | ID: mdl-33476300

ABSTRACT

Convalescent plasma with severe acute respiratory disease coronavirus 2 (SARS-CoV-2) antibodies (CCP) may hold promise as a treatment for coronavirus disease 2019 (COVID-19). We compared the mortality and clinical outcome of patients with COVID-19 who received 200 mL of CCP with a spike protein IgG titer ≥ 1:2430 (median 1:47,385) within 72 hours of admission with propensity score-matched controls cared for at a medical center in the Bronx, between April 13 and May 4, 2020. Matching criteria for controls were age, sex, body mass index, race, ethnicity, comorbidities, week of admission, oxygen requirement, D-dimer, lymphocyte counts, corticosteroid use, and anticoagulation use. There was no difference in mortality or oxygenation between CCP recipients and controls at day 28. When stratified by age, compared with matched controls, CCP recipients less than 65 years had 4-fold lower risk of mortality and 4-fold lower risk of deterioration in oxygenation or mortality at day 28. For CCP recipients, pretransfusion spike protein IgG, IgM, and IgA titers were associated with mortality at day 28 in univariate analyses. No adverse effects of CCP were observed. Our results suggest CCP may be beneficial for hospitalized patients less than 65 years, but data from controlled trials are needed to validate this finding and establish the effect of aging on CCP efficacy.


Subject(s)
Antibodies, Neutralizing/administration & dosage , Antibodies, Viral/administration & dosage , COVID-19/therapy , SARS-CoV-2/immunology , Adult , Age Factors , Aged , Aged, 80 and over , Antibodies, Neutralizing/blood , Antibodies, Neutralizing/immunology , Antibodies, Viral/blood , Antibodies, Viral/immunology , COVID-19/immunology , COVID-19/mortality , COVID-19/virology , Female , Hospital Mortality , Humans , Immunization, Passive/methods , Male , Middle Aged , New York City/epidemiology , Propensity Score , Retrospective Studies , Spike Glycoprotein, Coronavirus/immunology , Treatment Outcome , COVID-19 Serotherapy
5.
medRxiv ; 2020 Dec 04.
Article in English | MEDLINE | ID: mdl-33300012

ABSTRACT

Convalescent plasma with severe acute respiratory disease coronavirus 2 (SARS-CoV-2) antibodies (CCP) may hold promise as treatment for Coronavirus Disease 2019 (COVID-19). We compared the mortality and clinical outcome of patients with COVID-19 who received 200mL of CCP with a Spike protein IgG titer ≥1:2,430 (median 1:47,385) within 72 hours of admission to propensity score-matched controls cared for at a medical center in the Bronx, between April 13 to May 4, 2020. Matching criteria for controls were age, sex, body mass index, race, ethnicity, comorbidities, week of admission, oxygen requirement, D-dimer, lymphocyte counts, corticosteroids, and anticoagulation use. There was no difference in mortality or oxygenation between CCP recipients and controls at day 28. When stratified by age, compared to matched controls, CCP recipients <65 years had 4-fold lower mortality and 4-fold lower deterioration in oxygenation or mortality at day 28. For CCP recipients, pre-transfusion Spike protein IgG, IgM and IgA titers were associated with mortality at day 28 in univariate analyses. No adverse effects of CCP were observed. Our results suggest CCP may be beneficial for hospitalized patients <65 years, but data from controlled trials is needed to validate this finding and establish the effect of ageing on CCP efficacy.

6.
J Interv Card Electrophysiol ; 59(2): 337-345, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32654098

ABSTRACT

PURPOSE: Hydroxychloroquine, chloroquine, and azithromycin have been used for treatment of COVID-19, but may cause QT prolongation. Minority populations are disproportionately impacted by COVID-19. This study evaluates the risk of QT prolongation and subsequent outcomes after administration of these medications in largely underrepresented minority COVID-19 patients. METHODS: We conducted an observational study on hospitalized COVID-19 patients in the Montefiore Health System (Bronx, NY). We examined electrocardiograms (ECG) pre/post-medication initiation to evaluate QTc, HR, QRS duration, and presence of other arrhythmias. RESULTS: One hundred five patients (mean age 67 years; 44.8% F) were analyzed. The median time from the first dose of any treatment to post-medication ECG was 2 days (IQR: 1-3). QTc in men increased from baseline (440 vs 455 ms, p < 0.001), as well as in women (438 vs 463 ms, p < 0.001). The proportion of patients with QT prolongation increased significantly (14.3% vs 34.3%, p < 0.001) even when adjusted for electrolyte abnormalities. The number of patients whose QTc > 500 ms was significantly increased after treatment (16.2% vs. 4.8%, p < 0.01). Patients with either QTc > 500 ms or an increase of 60 ms had a higher frequency of death (47.6% vs. 22.6%, p = 0.02) with an odds ratio of 3.1 (95% CI: 1.1-8.7). Adjusting for race/ethnicity yielded no significant associations. CONCLUSIONS: Hydroxychloroquine, chloroquine, and/or azithromycin were associated with QTc prolongation but did not result in fatal arrhythmias. Our findings suggest that any harm is unlikely to outweigh potential benefits of treatment. Careful risk-benefit analyses for individual patients should guide the use of these medications. Randomized control trials are necessary to evaluate their efficacies.


Subject(s)
Antimalarials/adverse effects , Azithromycin/adverse effects , Coronavirus Infections/drug therapy , Electrocardiography/methods , Long QT Syndrome/chemically induced , Pneumonia, Viral/drug therapy , Age Distribution , Aged , Aged, 80 and over , Antimalarials/administration & dosage , Azithromycin/administration & dosage , COVID-19 , Chloroquine/administration & dosage , Chloroquine/adverse effects , Coronavirus Infections/diagnosis , Coronavirus Infections/epidemiology , Female , Follow-Up Studies , Hospitalization/statistics & numerical data , Humans , Hydroxychloroquine/administration & dosage , Hydroxychloroquine/adverse effects , Incidence , Long QT Syndrome/diagnostic imaging , Long QT Syndrome/drug therapy , Long QT Syndrome/epidemiology , Male , Middle Aged , Pandemics/prevention & control , Pandemics/statistics & numerical data , Pneumonia, Viral/diagnosis , Pneumonia, Viral/epidemiology , Risk Assessment , Sex Distribution , Urban Population
7.
PLoS Pathog ; 15(11): e1008061, 2019 11.
Article in English | MEDLINE | ID: mdl-31697791

ABSTRACT

Chikungunya virus (CHIKV) is a mosquito-transmitted alphavirus that causes persistent arthritis in a subset of human patients. We report the isolation and functional characterization of monoclonal antibodies (mAbs) from two patients infected with CHIKV in the Dominican Republic. Single B cell sorting yielded a panel of 46 human mAbs of diverse germline lineages that targeted epitopes within the E1 or E2 glycoproteins. MAbs that recognized either E1 or E2 proteins exhibited neutralizing activity. Viral escape mutations localized the binding epitopes for two E1 mAbs to sites within domain I or the linker between domains I and III; and for two E2 mAbs between the ß-connector region and the B-domain. Two of the E2-specific mAbs conferred protection in vivo in a stringent lethal challenge mouse model of CHIKV infection, whereas the E1 mAbs did not. These results provide insight into human antibody response to CHIKV and identify candidate mAbs for therapeutic intervention.


Subject(s)
Antibodies, Monoclonal/immunology , Antibodies, Viral/immunology , Chikungunya Fever/immunology , Chikungunya virus/immunology , Epitopes/immunology , Glycoproteins/immunology , Viral Envelope Proteins/immunology , Adult , Animals , Antibodies, Neutralizing/immunology , Chikungunya Fever/virology , Humans , Mice , Mice, Inbred C57BL , Mice, Inbred ICR
8.
Am J Physiol Gastrointest Liver Physiol ; 306(5): G412-24, 2014 Mar 01.
Article in English | MEDLINE | ID: mdl-24407591

ABSTRACT

We previously reported that Rab1a is associated with asialoorosomucoid (ASOR)-containing early endocytic vesicles, where it is required for their microtubule-based motility. In Rab1a knockdown (KD) cell lines, ASOR failed to segregate from its receptor and, consequently, did not reach lysosomes for degradation, indicating a defect in early endosome sorting. Although Rab1 is required for Golgi/endoplasmic reticulum trafficking, this process was unaffected, likely due to retained expression of Rab1b in these cells. The present study shows that Rab1a has a more general role in endocytic vesicle processing that extends to EGF and transferrin (Tfn) trafficking. Compared with results in control Huh7 cells, EGF accumulated in aggregates within Rab1a KD cells, failing to reach lysosomal compartments. Tfn, a prototypical example of recycling cargo, accumulated in a Rab11-mediated slow-recycling compartment in Rab1a KD cells, in contrast to control cells, which sort Tfn into a fast-recycling Rab4 compartment. These data indicate that Rab1a is an important regulator of early endosome sorting for multiple cargo species. The effectors and accessory proteins recruited by Rab1a to early endocytic vesicles include the minus-end-directed kinesin motor KifC1, while others remain to be discovered.


Subject(s)
Gene Expression Regulation/physiology , Transport Vesicles/physiology , rab1 GTP-Binding Proteins/metabolism , Asialoglycoproteins/metabolism , Biological Transport , Cell Line, Tumor , Endocytosis , Fluorescent Antibody Technique , Gene Knockdown Techniques , Humans , Kinesins/genetics , Kinesins/metabolism , Ovomucin/metabolism , rab1 GTP-Binding Proteins/genetics
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