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Impact of prior infection on SARS-CoV-2 antibody responses in vaccinated long-term care facility staff

SARS-CoV-2 emerged in 2019 and has resulted in millions of deaths worldwide. Certain populations are at higher risk for infection, especially staff and residents at long term care facilities (LTCF), due to the congregant living setting, and residents with many comorbidities. Prior to vaccine availability, these populations represented a large fraction of total COVID-19 cases and deaths in the U.S. Due to the high-risk setting and outbreak potential, staff and residents were among the first groups to be vaccinated. To define the impact of prior infection on response to vaccination, we measured antibody responses in a cohort of staff members at a LTCF, many of whom were previously infected by SARS-CoV-2. We found that neutralizing, receptor-binding-domain (RBD) and nucleoprotein (NP) binding antibody levels were significantly higher post-full vaccination course in individuals that were previously infected, and NP antibody levels could discriminate individuals with prior infection from vaccinated individuals. While an anticipated antibody titer increase was observed after vaccine booster dose in naive individuals, boost response was not observed in individuals with previous COVID-19 infection. We observed a strong relationship between neutralizing antibodies and RBD-binding antibodies post-vaccination across all groups, suggesting RBD-binding antibodies may be used as a correlate of neutralization. One individual with high levels of neutralizing and binding antibodies experienced a breakthrough infection (prior to the introduction of Omicron), demonstrating that the presence of antibodies is not always sufficient for complete protection against infection. These results highlight that history of COVID-19 exposure significantly increases SARS-CoV-2 antibody responses following vaccination. ImportanceLong-term care facilities (LTCFs) have been disproportionately impacted by COVID-19, due to their communal nature, high-risk profile of residents and vulnerability to respiratory pathogens. In this study, we analyzed the role of prior natural immunity to SARS-CoV-2 on post-vaccination antibody responses. The LTCF in our cohort experienced a large outbreak with almost 40% of staff becoming infected. We found that individuals that were infected prior to vaccination, had higher levels of neutralizing and binding antibodies post-vaccination. Importantly, the second vaccine dose significantly boosted antibody levels in those that were immunologically naive prior to vaccination, but not those that had prior immunity. Regardless of pre-vaccination immune status, levels of binding and neutralizing antibodies were highly correlated. The presence of NP-binding antibodies can be used to identify individuals that were previously infected when pre-vaccination immune status is not known. Our results reveal that vaccination antibody responses differ depending on prior natural immunity.

immunology↗

Chitin oligomers directly promote lymphoid innate and adaptive immune cell activation

BackgroundChitin is a highly abundant N-acetyl-glucosamine (GlcNAc) polysaccharide which has been linked to immune responses in the context of fungal infections and allergic asthma, especially T helper 2 (Th2) immune responses. Unfortunately, due to the frequent use of crude chitin preparations of unknown purity and degree of polymerization there is still great uncertainty how chitin activates different parts of the human immune system. ObjectiveWe recently identified chitin oligomers of six GlcNAc units as the smallest immunologically active chitin motif and the innate immune receptor TLR2 as primary chitin sensor on human and murine myeloid cells, but the response of lymphoid cells to oligomeric chitin has not been investigated and was addressed here. MethodsFlow cytometric analysis of primary human immune cells upon stimulation with oligomeric chitin. For detailed Methods, please see the Methods section in this articles Online Repository at www.jacionline.org. ResultHere we report that chitin oligomers also activate immune responses by both primary lymphoid innate and adaptive immune cells: Notably, chitin oligomers activated Natural Killer (NK) cells and B lymphocytes. Moreover, the maturation of dendritic cells enabled CD8 T cell recall responses. ConclusionsOur results suggest that chitin oligomers not only trigger immediate innate responses in limited range of myeloid cells but exert critical activities across the entire human immune system. Key messagesChitin oligomers are microbe-associated molecular patterns involved in TLR2-dependent fungal recognition by myeloid immune cells. Here we show that lymphoid cells, most notably Natural Killer (NK) cells and B cells, are activated by oligomeric chitin. Oligomeric chitin also promotes antigen-presenting cell (APC) maturation and CD8 T cell recall responses. Capsule summaryOligomeric chitin is a novel microbe-associated molecular patterns involved in TLR2-dependent fungal recognition by myeloid innate immune cells. Here we show that lymphoid innate and adaptive immune responses are also promoted by oligomeric chitin.

immunology↗

SARS-CoV-2 and its variants, but not Omicron, induces thymic atrophy and impaired T cell development

Pathogenic infections cause thymic atrophy, perturb thymic-T cell development and alter immunological response. Previous studies reported dysregulated T cell function and lymphopenia in coronavirus disease-19 (COVID-19) patients. However, immune-pathological changes, in the thymus, post severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection have not been elucidated. Here, we report SARS-CoV-2 infects thymocytes, depletes CD4+CD8+ (double positive; DP) T cell population associated with an increased apoptosis of thymocytes, which leads to severe thymic atrophy in K18-hACE2-Tg mice. CD44+CD25-T cells were found to be enriched in infected thymus, indicating an early arrest in the T cell developmental pathway. Further, Interferon gamma (IFN-{gamma}) was crucial for thymic atrophy, as anti-IFN-{gamma} antibody neutralization rescued the loss of thymic involution. Therapeutic use of remdesivir (prototype anti-viral drug) was also able to rescue thymic atrophy. While Omicron variant of SARS-CoV2 caused marginal thymic atrophy, delta variant of SARS-CoV-2 exhibited most profound thymic atrophy characterized by severely depleted DP T cells. Recently characterized broadly SARS-CoV-2 neutralizing monoclonal antibody P4A2 was able to rescue thymic atrophy and restore thymic developmental pathway of T cells. Together, we provide the first report of SARS-CoV-2 associated thymic atrophy resulting from impaired T cell developmental pathway and also explains dysregulated T cell function in COVID-19.

immunology↗

Epitope Mapping of SARS-CoV-2 Spike Protein Reveals Distinguishable Antibody Binding Activity of Vaccinated and Infected Individuals.

Previous studies have attempted to characterize the antibody response of individuals to the SARS-CoV-2 virus on a linear peptide level by utilizing peptide microarrays. These studies have helped to identify epitopes that have potential to be used for diagnostic tests to identify infected individuals, however, the immunological responses of individuals who have received the currently available Moderna mRNA-1273 or Pfizer BNT162b2 mRNA vaccines have not been characterized. We aimed to identify linear peptides of the SARS-CoV-2 spike protein that elicited high IgG or IgA binding activity and to compare the immunoreactivity of infected individuals to those who received both doses of either vaccines by utilizing peptide microarrays. Our results revealed peptide epitopes of significant IgG binding among recently infected individuals. Some of these peptides are located near functional domains implicated in the high infectivity of SARS-CoV-2. Vaccinated individuals lacked these distinct markers despite overall binding activity being similar.

immunology↗

The EGFR/ErbB inhibitor neratinib modifies the neutrophil phosphoproteome and promotes apoptosis and clearance by airway macrophages

Dysregulated neutrophilic inflammation can be highly destructive in chronic inflammatory diseases due to prolonged neutrophil lifespan and continual release of histotoxic mediators in inflamed tissues. Therapeutic induction of neutrophil apoptosis, an immunologically silent form of cell death, may be beneficial in these diseases, provided that the apoptotic neutrophils are efficiently cleared from the tissue. Our previous research identified ErbB inhibitors as able to induce neutrophil apoptosis and reduce neutrophilic inflammation both in vitro and in vivo (Rahman et al., 2019). Here we extend that work using a clinical ErbB inhibitor, neratinib, which has the potential to be repurposed in inflammatory diseases. We show that neratinib reduces neutrophilic migration to an inflammatory site in zebrafish larvae. Neratinib upregulates efferocytosis and reduces the number of persisting neutrophil corpses in mouse models of acute, but not chronic, lung injury, suggesting the drug may have therapeutic benefits in acute inflammatory settings. Phosphoproteomics analysis of human neutrophils shows that neratinib modifies the phosphorylation of proteins regulating apoptosis, migration and efferocytosis. This work identifies a potential mechanism for neratinib in treating acute lung inflammation by upregulating the clearance of dead neutrophils and, through examination of the neutrophil phosphoproteome, provides important insights into the mechanisms by which this may be occurring.

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Enhancing Polysaccharide Immunity through Intranasal Immunizations

ObjectiveA model conjugate vaccine incorporating a pneumococcal polysaccharide with EcoCRM197 was used to determine vaccine efficacy when administered with our clinical-stage mucosal stimulating adjuvant, NE01. This was the first attempt at combining NE01 with a polysaccharide conjugate vaccine to elicit mucosal immunity against respiratory bacterial infection through intranasal immunizations. ResultsIntranasal immunizations using the NE01 adjuvant incorporating a polysaccharide conjugate resulted in the generation of a robust IgG and IgA responses in both serum and mucosa. Our data also demonstrated the active homing of immunological memory cells to the lower respiratory tract as evidenced by an increase of IgG- and IgA-producing memory B-cells in the lungs. Further, intranasal immunization enhanced the induction of a balanced Th1/Th2/ Th17 immune response with clear homing of memory T-cells to the lungs. Serum antibodies generated by this formulation and route of administration demonstrated excellent efficacy in killing S. pneumonia in an in vitro OPK assay, a biomarker of vaccine efficacy. Our data suggest that further optimization of the dose and schedule as well as evaluation of the efficacy of this new formulation in animal models of colonization and infection are warranted.

immunology↗

enclone: precision clonotyping and analysis of immune receptors

Half a billion years of evolutionary battle forged the vertebrate adaptive immune system, an astonishingly versatile factory for molecules that can adapt to arbitrary attacks. The history of an individual encounter is chronicled within a clonotype: the descendants of a single fully rearranged adaptive immune cell. For B cells, reading this immune history for an individual remains a fundamental challenge of modern immunology. Identification of such clonotypes is a magnificently challenging problem for three reasons: O_LIThe cell history is inferred rather than directly observed: the only available data are the sequences of V(D)J molecules occurring in a sample of cells. C_LIO_LIEach immune receptor is a pair of V(D)J molecules. Identifying these pairs at scale is a technological challenge and cannot be done with perfect accuracy--real samples are mixtures of cells and fragments thereof. C_LIO_LIThese molecules can be intensely mutated during the optimization of the response to particular antigens, blurring distinctions between kindred molecules. C_LI It is thus impossible to determine clonotypes exactly. All solutions to this problem make a trade-off between sensitivity and specificity; useful solutions must address actual artifacts found in real data. We present enclone1, a system for computing approximate clonotypes from single cell data, and demonstrate its use and value with the 10x Genomics Immune Profiling Solution. To test it, we generate data for 1.6 million individual B cells, from four humans, including deliberately enriched memory cells, to tax the algorithm and provide a resource for the community. We analytically determine the specificity of enclones clonotyping algorithm, showing that on this dataset the probability of co-clonotyping two unrelated B cells is around 10-9. We prove that using only heavy chains increases the error rate by two orders of magnitude. enclone comprises a comprehensive toolkit for the analysis and display of immune receptor data. It is ultra-fast, easy to install, has public source code, comes with public data, and is documented at bit.ly/enclone. It has three "flavors" of use: (1) as a command-line tool run from a terminal window, that yields visual output; (2) as a command-line tool that yields parseable output that can be fed to other programs; and (3) as a graphical version (GUI).

immunology↗

Disease diagnostics using machine learning of immune receptors

Clinical diagnosis typically incorporates physical examination, patient history, and various laboratory tests and imaging studies, but makes limited use of the human systems own record of antigen exposures encoded by receptors on B cells and T cells. We analyzed immune receptor datasets from 593 individuals to develop MAchine Learning for Immunological Diagnosis (Mal-ID), an interpretive framework to screen for multiple illnesses simultaneously or precisely test for one condition. This approach detects specific infections, autoimmune disorders, vaccine responses, and disease severity differences. Human-interpretable features of the model recapitulate known immune responses to SARS-CoV-2, Influenza, and HIV, highlight antigen-specific receptors, and reveal distinct characteristics of Systemic Lupus Erythematosus and Type-1 Diabetes autoreactivity. This analysis framework has broad potential for scientific and clinical interpretation of human immune responses.

immunology↗

Analysis of allelic cross-reactivity of monoclonal IgG antibodies by a multiplexed reverse FluoroSpot assay

The issue of antibody cross-reactivity is of central importance in immunology, and not least in protective immunity to Plasmodium falciparum malaria, where key antigens show substantial allelic variation (polymorphism). However, serological analysis often does not allow the distinction between true cross-reactivity (one antibody recognizing multiple antigen variants) and apparent cross-reactivity (presence of multiple variant-specific antibodies), as it requires analysis at the single B-cell/monoclonal antibody level. ELISpot is an assay that enables that, and a recently developed multiplexed variant of ELISpot (FluoroSpot) facilitates simultaneous assessment of B-cell/antibody reactivity to several different antigens. In this study, we present a further enhancement of this assay that makes direct analysis of monoclonal antibody-level cross-reactivity with allelic variants feasible. Using VAR2CSA-type PfEMP1 - a notoriously polymorphic antigen involved in the pathogenesis of placental malaria - as a model, we demonstrate the robustness of the assay and its applicability to analysis of true cross-reactivity of monoclonal VAR2CSA-specific antibodies in naturally exposed individuals. The assay is adaptable to the analysis of other polymorphic antigens, rendering it a powerful tool in studies of immunity to malaria and many other diseases.

immunology↗

The dual character of the inhibitory functions of CD6

T-cell membrane scaffold proteins play important roles in T cell biology, functioning as multi-functional signaling hubs. CD6 assembles a large intracellular signalosome but, unlike typical membrane-attached scaffolds like LAT or PAG, it has a sizeable ectodomain that binds a well-characterized ligand, CD166. It is unclear whether CD6 has net inhibitory or costimulatory functions or how its ectodomain influences these activities. To explore these questions, we dissected the signaling functions of the extracellular and cytoplasmic regions of CD6. We found that CD6 was delivered to the immunological synapse and suppressed T cell responsiveness in vitro wholly dependently of its cytoplasmic domain, indicating that CD6 very potently imposes tonic inhibition, acting as a structural and signaling inhibitory hub. However, the cell-intrinsic suppression of autoimmunity by CD6 in vivo was also impacted by extracellular interactions, demonstrated by the increased susceptibility of mice to experimental autoimmune encephalomyelitis after removal of the ligand binding region of the ectodomain of CD6. Our work identifies CD6 as a new class of on/off switching scaffold-receptor that constrains immune responsiveness at two speeds. First, it sets signaling thresholds via tonic inhibition, functioning as a cytoplasmic membrane-bound scaffold and, second, by cycling between signaling-enabling and signalinginhibiting ectodomain isoforms it functions as an immune checkpoint.

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Protection from Omicron and other VOCs by Bivalent S-Trimer COVID-19 Vaccine

The Omicron variant of SARS-COV-2 (GISAID GRA clade [B.1.1.529, BA.1 and BA.2]) is now the single dominant Variant of Concern (VOC). The high number of mutations in the Omicron Spike (S) protein promotes humoral immunological escape. Although a third homologous boost with S, derived from the ancestral strain, was able to increase neutralizing antibody titers and breadth including to Omicron, the magnitude of virus neutralization could benefit from further optimization. Moreover, combining SARS-COV-2 strains as additional valences may address the current antigenicity range occupied by VOCs. Using Trimer-Tag platform we have previously demonstrated phase 3 efficacy and safety of a prototypic vaccine SCB-2019 in the SPECTRA trial and have submitted applications for licensure. Here, we successfully generated a bivalent vaccine candidate including both Ancestor and Omicron variant S-proteins. Preclinical studies demonstrate this SARS-CoV-2 bivalent S-Trimer subunit vaccine elicits high titers of neutralizing antibodies against all VOCs, with markedly enhanced Omicron specific neutralizing antibody responses.

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Exploring the utility of recombinantly expressed snake venom serine protease toxins as immunogens for generating experimental snakebite antivenoms

Snakebite is a neglected tropical disease that causes high rates of global mortality and morbidity. Although snakebite can cause a variety of pathologies in victims, haemotoxic effects are particularly common and are typically characterised by haemorrhage and/or venom-induced consumption coagulopathy. Despite polyclonal antibody-based antivenoms being the mainstay life-saving therapy for snakebite, they are associated with limited cross-snake species efficacy, as there is often extensive toxin variation between snake venoms, including those used as immunogens for antivenom production. This restricts the therapeutic utility of any antivenom to certain geographical regions. In this study, we explored the feasibility of using recombinantly expressed toxins as immunogens to stimulate focused, pathology-specific, antibodies to broadly counteract specific toxins associated with snakebite envenoming. Three snake venom serine proteases (SVSP) toxins, sourced from geographically diverse and medically important viper snake venoms were successfully expressed in HEK293F mammalian cells and used for murine immunisation. Analyses of the resulting antibody responses revealed that ancrod and RVV-V stimulated the strongest immune responses, and that experimental antivenoms directed against these recombinant SVSP toxins, and a mixture of the three different immunogens, extensively recognised and exhibited immunological binding towards a variety of native snake venoms. While the experimental antivenoms showed some reduction in abnormal clotting parameters stimulated by the toxin immunogens and crude venom, specifically reducing the depletion of fibrinogen levels and prolongation of prothrombin times, fibrinogen degradation experiments revealed they broadly protected against venom- and toxin-induced fibrinogenolytic functional activities. Overall, our findings further strengthen the case for the use of recombinant venom toxins as supplemental immunogens to stimulate focused and desirable antibody responses capable of neutralising venom-induced pathological effects, and therefore potentially circumventing some of the limitations associated with current snakebite therapies.

immunology↗

Imprinted antibody responses against SARS-CoV-2 Omicron sublineages

SARS-CoV-2 Omicron sublineages carry distinct spike mutations and represent an antigenic shift resulting in escape from antibodies induced by previous infection or vaccination. We show that hybrid immunity or vaccine boosters result in potent plasma neutralizing activity against Omicron BA.1 and BA.2 and that breakthrough infections, but not vaccination-only, induce neutralizing activity in the nasal mucosa. Consistent with immunological imprinting, most antibodies derived from memory B cells or plasma cells of Omicron breakthrough cases cross-react with the Wuhan-Hu-1, BA.1 and BA.2 receptor-binding domains whereas Omicron primary infections elicit B cells of narrow specificity. While most clinical antibodies have reduced neutralization of Omicron, we identified an ultrapotent pan-variant antibody, that is unaffected by any Omicron lineage spike mutations and is a strong candidate for clinical development.

immunology↗

Immunoglobulins genes in Neoceratodus forsteri and Protopterus annectens explain the origin of the immunoglobulins of the animals that passed ashore

Sarcopterygii fish have great evolutionary interest since tetrapods and animals that came ashore arose from them. Within immunology, they can teach us about the emergence of Immunoglobulins D, A/X, and Y already present in amphibians. We have studied the genes of the immunoglobulins in the fish Sarcopterygii Neoceratodus forsteri and Protopterus annectens. In the first fish, we find that several loci for the constant chains of immunoglobulins are distributed in 4 chromosomes. We have found four genes for IgM, a gene for IgW and a gene for IgN. In the second, we find one locus with genes for IgN and IgM and another with one gene for IgW. With these sequences, together with those obtained in other publications, we have been able to study the possible evolution and emergence of immunoglobulin classes. We conclude that there are two evolutionary lines, one focused on IgM and very conservative, and the other focused on IgW, which allows high variability. The W line gave rise to the IgD of 11 domains of reptiles. IgA and IgY are unique since they arose from recombination between the two evolutionary lines. The W line gave origin to the CH1 and CH2 domains, and the M line gave the CH3 and CH4 domains.

immunology↗

Secreted filarial nematode galectins modulate host immune cells

Lymphatic filariasis (LF) is a mosquito-borne disease caused by filarial nematodes including Brugia malayi. Over 860 million people worldwide are infected or at risk of infection in 72 endemic countries. The absence of a protective vaccine means that current control strategies rely on mass drug administration programs that utilize inadequate drugs that cannot effectively kill adult parasites, thus established infections are incurable. Progress to address deficiencies in the approach to LF control is hindered by a poor mechanistic understanding of host-parasite interactions, including mechanisms of host immunomodulation by the parasite, a critical adaptation for establishing and maintaining infections. The canonical type 2 host response to helminth infection characterized by anti-inflammatory and regulatory immune phenotypes is modified by filarial nematodes during chronic LF. Current efforts at identifying parasite-derived factors driving this modification focus on parasite excretory-secretory products (ESP), including extracellular vesicles (EVs). We have previously profiled the cargo of B. malayi EVs and identified B. malayi galectin-1 and galectin-2 as among the most abundant EV proteins. In this study we further investigated the function of these proteins. Sequence analysis of the parasite galectins revealed highest homology to mammalian galectin-9 and functional characterization identified similar substrate affinities consistent with this designation. Immunological assays showed that Bma-LEC-2 is a bioactive protein that can polarize macrophages to an alternatively activated phenotype and selectively induce apoptosis in Th1 cells. Our data shows that an abundantly secreted parasite galectin is immunomodulatory and induces phenotypes consistent with the modified type 2 response characteristic of chronic LF infection.

immunology↗

Development of a Novel SARS-CoV-2 Immune Complex Vaccine Candidate (CRCx) with Broad Immune Responses: A Preclinical Trial in Animal Model

BackgroundThe ongoing pandemic of COVID-19, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), poses a serious threat to global public health and imposes a severe burden on the entire human population. Faced with a virus that can mutate its structure while immunity is incapacitated, a need to develop a universal vaccine that can boost immunity to coronaviruses is highly needed. DesignFive formulations of two types (CRCx2 and CRCx3) of immune complexes with an immunogen adjuvant were evaluated in a mouse model as candidate SARS CoV-2 vaccines in a pretrial prior to clinical trials in humans. CRCx3 comprises 3 different formulas and CRCx2 comprises 2. Balb/c mice were vaccinated intraperitoneally on days 0/7 with a high or low dose of CRCx2 or on days 0/7/14 with a high, medium, or low dose of CRCx3 series, and their blood was sampled for serum antibody measurements. Mice were challenged with live virus after immunization with either vaccine to evaluate prophylaxis ability or treated with them after challenge to evaluate therapeutic ability on day 15. Immunological markers and histopathological studies as well as titration of neutralizing antibodies to the vaccines were evaluated and analyzed. ResultsCRCx 3 and CRCx 2 vaccine candidates induced elevated levels of positive neutralizing antibodies as well as a cellular immune response with safety, efficient productivity, and good genetic stability for vaccine manufacturing to provide protection against SARS-CoV-2 with relatively higher levels with the high dose CRCx2 candidate combination. ConclusionsHighly efficient protection and therapeutic effect against SARS-CoV-2 were obtained with a double-dose immunization schedule spaced at 7-day intervals using injections 0.25 of or 0.40 ml of CRCx2 vaccine formulations with a 25-mm needle. These results support further evaluation of CRCx in a clinical trial on humans.

immunology↗

Control of SIV infection in prophylactically vaccinated, ART-naïve macaques is required for the most efficacious CD8 T cell response during treatment with the IL-15 superagonist N-803

The IL-15 superagonist N-803 has been shown to enhance the function of CD8 T cells and NK cells. We previously found that in a subset of vaccinated, ART-naive, SIV+ rhesus macaques, N-803 treatment led to a rapid but transient decline in plasma viremia that positively correlated with an increase in the frequency of CD8 T cells. Here we tested the hypothesis that prophylactic vaccination was required for N-803 mediated suppression of SIV plasma viremia. We vaccinated rhesus macaques with a DNA prime/Ad5 boost regimen using vectors expressing SIVmac239 gag, with or without a plasmid expressing IL-12, or left them unvaccinated. Animals were then intravenously infected with SIVmac239M. Six months after infection, animals were treated with N-803. We found no differences in control of plasma viremia during N-803 treatment between vaccinated and unvaccinated macaques. Furthermore, the SIV-specific CD8 T cells displayed no differences in frequency or ability to traffic to the lymph nodes. Interestingly, when we divided the SIV+ animals based on plasma viral load set-point prior to N-803 treatment, N-803 increased the frequency of SIV-specific T cells expressing ki-67+ and granzyme B+ in animals with low plasma viremia (<104 copies/mL; SIV controllers) compared to animals with high plasma viremia (>104 copies/mL;SIV non-controllers). In addition, Gag-specific CD8 T cells from the SIV+ controllers had a greater increase in CD107a+CD8+ T cells when compared to SIV+ non-controllers. Overall, our results indicate that N-803 is most effective in SIV+ animals with a pre-existing immunological ability to control SIV replication.

immunology↗

Massively Increasing the number of Antibody-Virus Interactions across Studies

A central challenge in every field of biology is to use existing measurements to predict the outcomes of future experiments. In this work, we consider the wealth of antibody inhibition data against variants of the influenza virus. Due to this viruss genetic diversity and evolvability, the variants examined in one study will often have little-to-no overlap with other studies, making it difficult to discern common patterns or unify datasets for further analysis. To that end, we develop a computational framework that predicts how an antibody or serum would inhibit any variant from any other study. We use this framework to greatly expand seven influenza datasets utilizing hemagglutination inhibition, validating our method upon 200,000 existing measurements and predicting 2,000,000 new values {+/-} uncertainties. With these new values, we quantify the transferability between seven vaccination and infection studies in humans and ferrets, show that the serum potency is negatively correlated with breadth, and present a tool for pandemic preparedness. This data-driven approach does not require any information beyond each viruss name and measurements, and even datasets with as few as 5 viruses can be expanded, making this approach widely applicable. Future influenza studies using hemagglutination inhibition can directly utilize our curated datasets to predict newly measured antibody responses against {approx}80 H3N2 influenza viruses from 1968-2011, whereas immunological studies utilizing other viruses or a different assay only need a single partially-overlapping dataset to extend their work. In essence, this approach enables a shift in perspective when analyzing data from "what you see is what you get" into "what anyone sees is what everyone gets."

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