ABSTRACT
BACKGROUND: Coronavirus Disease 2019 (Covid-19) continues to challenge the limits of our knowledge and our healthcare system. Here we sought to define the host immune response, a.k.a, the "cytokine storm" that has been implicated in fatal COVID-19 using an AI-based approach. METHOD: Over 45,000 transcriptomic datasets of viral pandemics were analyzed to extract a 166-gene signature using ACE2 as a 'seed' gene; ACE2 was rationalized because it encodes the receptor that facilitates the entry of SARS-CoV-2 (the virus that causes COVID-19) into host cells. An AI-based approach was used to explore the utility of the signature in navigating the uncharted territory of Covid-19, setting therapeutic goals, and finding therapeutic solutions. FINDINGS: The 166-gene signature was surprisingly conserved across all viral pandemics, including COVID-19, and a subset of 20-genes classified disease severity, inspiring the nomenclatures ViP and severe-ViP signatures, respectively. The ViP signatures pinpointed a paradoxical phenomenon wherein lung epithelial and myeloid cells mount an IL15 cytokine storm, and epithelial and NK cell senescence and apoptosis determine severity/fatality. Precise therapeutic goals could be formulated; these goals were met in high-dose SARS-CoV-2-challenged hamsters using either neutralizing antibodies that abrogate SARS-CoV-2â¢ACE2 engagement or a directly acting antiviral agent, EIDD-2801. IL15/IL15RA were elevated in the lungs of patients with fatal disease, and plasma levels of the cytokine prognosticated disease severity. INTERPRETATION: The ViP signatures provide a quantitative and qualitative framework for titrating the immune response in viral pandemics and may serve as a powerful unbiased tool to rapidly assess disease severity and vet candidate drugs. FUNDING: This work was supported by the National Institutes for Health (NIH) [grants CA151673 and GM138385 (to DS) and AI141630 (to P.G), DK107585-05S1 (SD) and AI155696 (to P.G, D.S and S.D), U19-AI142742 (to S. C, CCHI: Cooperative Centers for Human Immunology)]; Research Grants Program Office (RGPO) from the University of California Office of the President (UCOP) (R00RG2628 & R00RG2642 to P.G, D.S and S.D); the UC San Diego Sanford Stem Cell Clinical Center (to P.G, D.S and S.D); LJI Institutional Funds (to S.C); the VA San Diego Healthcare System Institutional funds (to L.C.A). GDK was supported through The American Association of Immunologists Intersect Fellowship Program for Computational Scientists and Immunologists. ONE SENTENCE SUMMARY: The host immune response in COVID-19.
Subject(s)
Angiotensin-Converting Enzyme 2/genetics , Antiviral Agents/administration & dosage , COVID-19/genetics , Gene Expression Profiling/methods , Interleukin-15/genetics , Receptors, Interleukin-15/genetics , Virus Diseases/genetics , Animals , Antibodies, Neutralizing/administration & dosage , Antibodies, Neutralizing/pharmacology , Antiviral Agents/pharmacology , Artificial Intelligence , Autopsy , COVID-19/immunology , Cricetinae , Cytidine/administration & dosage , Cytidine/analogs & derivatives , Cytidine/pharmacology , Databases, Genetic , Disease Models, Animal , Gene Regulatory Networks/drug effects , Genetic Markers/drug effects , Humans , Hydroxylamines/administration & dosage , Hydroxylamines/pharmacology , Interleukin-15/blood , Lung/immunology , Mesocricetus , Pandemics , Receptors, Interleukin-15/blood , Virus Diseases/immunology , COVID-19 Drug TreatmentABSTRACT
OBJECTIVE: To obtain the comprehensive transcriptome profile of human citrulline-specific B cells from patients with rheumatoid arthritis (RA). METHODS: Citrulline- and hemagglutinin-specific B cells were sorted by flow cytometry using peptide-streptavidin conjugates from the peripheral blood of RA patients and healthy individuals. The transcriptome profile of the sorted cells was obtained by RNA-sequencing, and expression of key protein molecules was evaluated by aptamer-based SOMAscan assay and flow cytometry. The ability of these proteins to effect differentiation of osteoclasts and proliferation and migration of synoviocytes was examined by in vitro functional assays. RESULTS: Citrulline-specific B cells, in comparison to citrulline-negative B cells, from patients with RA differentially expressed the interleukin-15 receptor α (IL-15Rα) gene as well as genes related to protein citrullination and cyclic AMP signaling. In analyses of an independent cohort of cyclic citrullinated peptide-seropositive RA patients, the expression of IL-15Rα protein was enriched in citrulline-specific B cells from the patients' peripheral blood, and surprisingly, all B cells from RA patients were capable of producing the epidermal growth factor ligand amphiregulin (AREG). Production of AREG directly led to increased migration and proliferation of fibroblast-like synoviocytes, and, in combination with anti-citrullinated protein antibodies, led to the increased differentiation of osteoclasts. CONCLUSION: To the best of our knowledge, this is the first study to document the whole transcriptome profile of autoreactive B cells in any autoimmune disease. These data identify several genes and pathways that may be targeted by repurposing several US Food and Drug Administration-approved drugs, and could serve as the foundation for the comparative assessment of B cell profiles in other autoimmune diseases.
Subject(s)
Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/immunology , Autoantibodies/genetics , B-Lymphocytes/immunology , Transcriptome/immunology , Arthritis, Rheumatoid/blood , Autoantibodies/immunology , Cytokines/blood , Cytokines/immunology , ErbB Receptors/blood , ErbB Receptors/immunology , Humans , Leukocytes, Mononuclear/immunology , Receptors, Interleukin-15/blood , Receptors, Interleukin-15/immunology , Sequence Analysis, RNA , Signal Transduction/immunologyABSTRACT
In vitro and in vivo studies described the myokine IL-15 and its receptor IL-15Rα as anabolic/anti-atrophy agents, however, the protein expression of IL-15Rα has not been measured in human skeletal muscle and data regarding IL-15 expression remain inconclusive. The purpose of the study was to determine serum and skeletal muscle IL-15 and IL-15Rα responses to resistance exercise session and to analyze their association with myofibrillar protein synthesis (MPS). Fourteen participants performed a bilateral leg resistance exercise composed of four sets of leg press and four sets of knee extension at 75% 1RM to task failure. Muscle biopsies were obtained at rest, 0, 4 and 24 hours post-exercise and blood samples at rest, mid-exercise, 0, 0.3, 1, 2, 4 and 24 hours post-exercise. Serum IL-15 was increased by ~5.3-fold immediately post-exercise, while serum IL-15Rα decreased ~75% over 1 hour post-exercise (P<.001). Skeletal muscle IL-15Rα mRNA and protein expression were increased at 4 hours post-exercise by ~2-fold (P<.001) and ~1.3-fold above rest (P=.020), respectively. At 24 hours post-exercise, IL-15 (P=.003) and IL-15Rα mRNAs increased by ~2-fold (P=.002). Myofibrillar fractional synthetic rate between 0-4 hours was associated with IL-15Rα mRNA at rest (r=.662, P=.019), 4 hours (r=.612, P=.029), and 24 hours post-exercise (r=.627, P=.029). Finally, the muscle IL-15Rα protein up-regulation was related to Leg press 1RM (r=.688, P=.003) and total weight lifted (r=.628, P=.009). In conclusion, IL-15/IL-15Rα signaling pathway is activated in skeletal muscle in response to a session of resistance exercise.
Subject(s)
Interleukin-15/biosynthesis , Muscle Proteins/biosynthesis , Muscle, Skeletal/metabolism , Receptors, Interleukin-15/biosynthesis , Resistance Training , Adult , Humans , Interleukin-15/blood , Protein Biosynthesis , Receptors, Interleukin-15/blood , Signal Transduction , Young AdultABSTRACT
Circulating IL-15 presence is required to stimulate anti-adipogenic effects of the IL-15/IL-15Rα axis in adipose tissue. Although exercise increases blood IL-15 expression post-exercise, it remains inconclusive whether physical activity can alter the baseline concentrations of this cytokine. The aim of this study was to determine whether physical activity regulates circulating IL-15 and IL-15Rα in lean and obese individuals. Two hundred and seventy-six participants were divided into five groups according to physical activity (PA), body mass and type 2 diabetes mellitus (T2DM) diagnosis: (a) lean PA (N = 25); (b) lean non-PA (N = 28); (c) obese PA (N = 64); (d) obese non-PA (N = 79); and (e) obese non-PA with T2DM (N = 80). Serum IL-15 and IL-15Rα, blood glucose/lipid profile and body composition were measured. Serum IL-15 and IL-15Rα decreased in PA participants compared to non-PA (P < .05), while IL-15 and IL-15Rα increased in obese with T2DM compared to obese without T2DM (P < .05). No differences were observed between lean non-PA and obese PA. Serum IL-15Rα was associated with fasting glucose (R2 = .063), insulin (R2 = .082), HbA1c (R2 = .108), and HOMA (R2 = .057) in obese participants. Circulating IL-15 and IL-15Rα are reduced in lean and obese participants who perform physical activity regularly (≥180 min/week), suggesting a regulative role of physical activity on the circulating concentrations of IL-15 and IL-15Rα at baseline. Moreover, the relationship observed between IL-15Rα and glucose profile may indicate a role of the alpha receptor in glucose metabolism.
Subject(s)
Exercise , Interleukin-15/blood , Obesity/blood , Receptors, Interleukin-15/blood , Adult , Blood Glucose/analysis , Body Composition , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Female , Humans , Male , Middle AgedABSTRACT
IL-15 is a cytokine that is part of the innate immune system, as well as a proposed myokine released from skeletal muscle during physical exercise that mediates many of the positive physiological effects of exercise. Many of the immune functions of IL-15 are mediated by juxtacrine signaling via externalized IL-15 bound to membrane-associated IL-15 receptor-α (IL-15Rα). Serum and plasma samples also contain measurable concentrations of IL-15, believed to arise from proteolytic cleavage of membrane-associated IL-15/IL-15Rα complexes to generate soluble IL-15/IL-15Rα species. Here, we validate commercial assays that can distinguish the free form of IL-15 and IL-15/IL-15Rα complexes. These assays showed that most (86%) IL-15 in mouse serum resides in the free state, with a minor proportion (14%) residing in complex with IL-15Rα. Given the much shorter half-life of free IL-15 compared with IL-15/IL-15Rα complexes, these findings cast doubt on the currently accepted model for IL-15 secretion from cleavage of membrane-bound IL-15/IL-15Rα and suggest that IL-15 is released as a free molecule by an unknown mechanism.
Subject(s)
Cell Membrane/metabolism , Interleukin-15/blood , Animals , Half-Life , Interleukin-15/immunology , Interleukin-15/metabolism , Mice , Protein Binding , Receptors, Interleukin-15/blood , Receptors, Interleukin-15/immunologySubject(s)
Behcet Syndrome/blood , Interleukin-15/blood , Receptors, Interleukin-15/blood , Female , Humans , MaleABSTRACT
Interleukin-15 (IL-15) is a pleotrophic cytokine that is involved in the pathogenesis of diverse inflammatory rheumatic diseases. The aims of this study were to compare serum IL-15 levels and expression of its receptor (IL-15Rα) in Behçet's disease (BD) with those in other rheumatic diseases and to identify the relationship between serum IL-15 levels and various clinical parameters in BD. One hundred fifty-eight subjects consisting of 40 BD, 38 systemic lupus erythematosus (SLE), 40 rheumatoid arthritis (RA), and 40 healthy controls were enrolled. Serum IL-15 levels were measured using an enzyme-linked immunosorbent assay. The proportion of IL-15Rα expression on each leukocyte subset was measured by flow cytometry. Erythrocyte sediment rate (ESR) and C-reactive protein (CRP) were measured for each enrolled subject. The clinical activity index of BD was assessed for BD patients. Serum IL-15 levels in BD patients are significantly higher than those of healthy controls, SLE, and RA patients (p < 0.001, p < 0.001, and p < 0.001, respectively). Serum IL-15 levels in BD were closely related to ESR (r = 0.405, p = 0.027), but not to CRP or the clinical activity index of BD (p > 0.05 for both). Additionally, there was no difference in serum IL-15 levels between active and inactive disease states in BD (p > 0.05). The proportion of IL-15Rα expression on total leukocytes was much lower for all rheumatic diseases, including BD, than in healthy controls (p < 0.01 for SLE, p < 0.01 for RA, and p < 0.05 for BD). IL-15 and IL-15Rα system may be involved in the inflammatory process and pathogenesis of BD.
Subject(s)
Behcet Syndrome/blood , Interleukin-15/blood , Receptors, Interleukin-15/blood , Adult , Aged , Arthritis, Rheumatoid/blood , Female , Humans , Leukocytes/metabolism , Lupus Erythematosus, Systemic/blood , Male , Middle AgedABSTRACT
OBJECTIVES: Recently, a number of evidences have been reported concerning the genetic factor involved in the development of ossification of the posterior longitudinal ligament (OPLL). The purpose of this study was to investigate single nucleotide polymorphisms (SNPs) of the interleukin 15 receptor, alpha (IL15RA) gene as a risk factor in Korean patients with OPLL. DESIGN: To investigate the genetic association, two coding SNPs (rs2296139, Thr73Thr; rs2228059, Asn182Thr) in IL15RA were genotyped in 166 OPLL patients and 230 control subjects. SNPStats, SNPAnalyzer, and Helixtree programs were used for association analysis. RESULTS: In the present study, we found the association between a missense SNP (rs2228059) and the risk of OPLL in codominant (p = 0.0028, OR = 1.58, 95% CI = 1.17-2.14), dominant (p = 0.0071, OR = 1.82, 95% CI = 1.17-2.82), and recessive models (p = 0.036, OR = 1.79, 95% CI = 1.04-3.09). The frequency of rs2228059 allele was significantly associated with the susceptibility of OPLL (p = 0.0043, OR = 1.52, 95% CI = 1.14-2.02). After Bonferroni correction, the missense SNP (rs2228059, Asn182Thr) still had significant correlations (p = 0.0056 in codominant model; p = 0.0142 in dominant model; p = 0.0086 in allele analysis). Haplotype variation in IL15RA was associated with OPLL (global haplotype test, p = 0.025). CONCLUSIONS: These results suggest that IL15RA polymorphism may be associated with the susceptibility of OPLL in Korean population.