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Quach HQ, Haralambieva IH, Goergen KM, Grill DE, Chen J, Ovsyannikova IG, Poland GA, Kennedy RB. Similar humoral responses but distinct CD4 + T cell transcriptomic profiles in older adults elicited by MF59 adjuvanted and high dose influenza vaccines. Sci Rep 2024; 14:24420. [PMID: 39424894 PMCID: PMC11489691 DOI: 10.1038/s41598-024-75250-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Accepted: 10/03/2024] [Indexed: 10/21/2024] Open
Abstract
Older age (≥ 65 years) is associated with impaired responses to influenza vaccination, leading to the preferential recommendation of MF59-adjuvanted (MF59Flu) or high-dose (HDFlu) influenza vaccines for this age group in the United States. Herein, we characterized transcriptomic profiles of CD4+ T cells isolated from 234 recipients (≥ 65 years) of either MF59Flu or HDFlu vaccine, prior to vaccination and 28 days thereafter. We identified 412 and 645 differentially expressed genes (DEGs) in CD4+ T cells of older adults after receiving MF59Flu and HDFlu, respectively. DEGs in CD4+ T cells of MF59Flu recipients were enriched in 14 KEGG pathways, all of which were downregulated. DEGs in CD4+ T cells of HDFlu recipients were enriched in 11 upregulated pathways and 20 downregulated pathways. CD4+ T cells in both vaccine groups shared 50 upregulated genes and 75 downregulated genes, all of which were enriched in 7 KEGG pathways. The remaining 287 and 520 DEGs were specifically associated with MF59Flu and HDFlu, respectively. Unexpectedly, none of these DEGs was significantly correlated with influenza A/H3N2-specific HAI titers, suggesting these DEGs at the individual level may have a limited role in protection against influenza. Our findings emphasize the need for further investigation into other factors influencing immunity against influenza in older adults.
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Affiliation(s)
- Huy Quang Quach
- Department of Internal Medicine, Vaccine Research Group, Mayo Clinic, Rochester, MN, 55905, USA
| | - Iana H Haralambieva
- Department of Internal Medicine, Vaccine Research Group, Mayo Clinic, Rochester, MN, 55905, USA
| | - Krista M Goergen
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Diane E Grill
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Jun Chen
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Inna G Ovsyannikova
- Department of Internal Medicine, Vaccine Research Group, Mayo Clinic, Rochester, MN, 55905, USA
| | - Gregory A Poland
- Department of Internal Medicine, Vaccine Research Group, Mayo Clinic, Rochester, MN, 55905, USA
| | - Richard B Kennedy
- Department of Internal Medicine, Vaccine Research Group, Mayo Clinic, Rochester, MN, 55905, USA.
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Xia T, Zhou Y, An J, Cui Z, Zhong X, Cui T, Lv B, Zhao X, Gao X. Benefit delayed immunosenescence by regulating CD4 +T cells: A promising therapeutic target for aging-related diseases. Aging Cell 2024; 23:e14317. [PMID: 39155409 PMCID: PMC11464113 DOI: 10.1111/acel.14317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 07/25/2024] [Accepted: 08/08/2024] [Indexed: 08/20/2024] Open
Abstract
CD4+T cells play a notable role in immune protection at different stages of life. During aging, the interaction between the body's internal and external environment and CD4+T cells results in a series of changes in the CD4+T cells pool making it involved in immunosenescence. Many studies have extensively examined the subsets and functionality of CD4+T cells within the immune system, highlighted their pivotal role in disease pathogenesis, progression, and therapeutic interventions. However, the underlying mechanism of CD4+T cells senescence and its intricate association with diseases remains to be elucidated and comprehensively understood. By summarizing the immunosenescent progress and network of CD4+T cell subsets, we reveal the crucial role of CD4+T cells in the occurrence and development of age-related diseases. Furthermore, we provide new insights and theoretical foundations for diseases targeting CD4+T cell subsets aging as a treatment focus, offering novel approaches for therapy, especially in infections, cancers, autoimmune diseases, and other diseases in the elderly.
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Affiliation(s)
- Tingting Xia
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Ying Zhou
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Jiayao An
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Zhi Cui
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Xinqin Zhong
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Tianyi Cui
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Bin Lv
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Xin Zhao
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
| | - Xiumei Gao
- Ministry of Education Key Laboratory of Pharmacology of Traditional Chinese Medical FormulaeTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Component‐Based Chinese MedicineTianjin University of Traditional Chinese MedicineTianjinChina
- State Key Laboratory of Chinese Medicine ModernizationTianjin University of Traditional Chinese MedicineTianjinChina
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D’Onofrio V, Porrez S, Jacobs B, Alhatemi A, De Boever F, Waerlop G, Michels E, Vanni F, Manenti A, Leroux-Roels G, Platenburg PP, Hilgers L, Leroux-Roels I. Safety and Immunogenicity of a Carbohydrate Fatty Acid Monosulphate Ester Adjuvant Combined with a Low-Dose Quadrivalent Split-Virion Inactivated Influenza Vaccine: A Randomised, Observer-Blind, Active-Controlled, First-in-Human, Phase 1 Study. Vaccines (Basel) 2024; 12:1036. [PMID: 39340066 PMCID: PMC11435821 DOI: 10.3390/vaccines12091036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 09/04/2024] [Accepted: 09/08/2024] [Indexed: 09/30/2024] Open
Abstract
Seasonal influenza vaccine effectiveness is low. Carbohydrate fatty acid monosulphate ester (CMS), a new oil-in-water adjuvant, has proven potency in animal models with suggested capacity for dose-sparing. The objective was to evaluate safety and immunogenicity of CMS when added to a low-dose influenza vaccine (QIV) in humans. In a randomised, double-blind, active-controlled, first-in-human study, sixty participants (18-50 years) received either 0.5 mg CMS or 2 mg CMS with 1/5th dose QIV, or a full dose QIV without CMS. Adverse events (AE) were monitored until 7 days post-vaccination. Haemagglutinin inhibition (HI) titres in serum and CD4+ T cells in PBMCs were determined at day 0, 7, 28, and 180. Mean age was 37.6 (±10.1) years and 42/60 (70.0%) were female. Pain at injection site (42/60, 86.7%) and headache (34/60, 56.7%) were reported most and more frequently in the 2 mg CMS group. HI titres and the frequency of influenza specific CD4+ T cells were equal across strains for the three cohorts on all visits, increased until day 28 and decreased at day 180 to values higher than baseline. CMS was safe in humans. Humoral and cell-mediated immunogenicity was similar across vaccines, even with 1/5th antigen dose. CMS can have beneficial implications in low-resource settings or in a pandemic context.
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Affiliation(s)
- Valentino D’Onofrio
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Sharon Porrez
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Bart Jacobs
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Azhar Alhatemi
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Fien De Boever
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Gwenn Waerlop
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | - Els Michels
- Harmony Clinical Research BV, 9090 Melle, Belgium;
| | - Francesca Vanni
- VisMederi S.r.l., 53035 Monteriggioni, Italy; (F.V.); (A.M.)
| | | | - Geert Leroux-Roels
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
| | | | - Luuk Hilgers
- LiteVax, 4061 BJ Ophemert, The Netherlands; (P.P.P.); (L.H.)
| | - Isabel Leroux-Roels
- Center for Vaccinology (CEVAC), Ghent University and Ghent University Hospital, Corneel Heymanslaan 10, 9000 Ghent, Belgium; (V.D.); (S.P.); (B.J.); (A.A.); (F.D.B.); (G.W.); (G.L.-R.)
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Haralambieva IH, Chen J, Quach HQ, Ratishvili T, Warner ND, Ovsyannikova IG, Poland GA, Kennedy RB. Early B cell transcriptomic markers of measles-specific humoral immunity following a 3 rd dose of MMR vaccine. Front Immunol 2024; 15:1358477. [PMID: 38633249 PMCID: PMC11021587 DOI: 10.3389/fimmu.2024.1358477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 03/19/2024] [Indexed: 04/19/2024] Open
Abstract
B cell transcriptomic signatures hold promise for the early prediction of vaccine-induced humoral immunity and vaccine protective efficacy. We performed a longitudinal study in 232 healthy adult participants before/after a 3rd dose of MMR (MMR3) vaccine. We assessed baseline and early transcriptional patterns in purified B cells and their association with measles-specific humoral immunity after MMR vaccination using two analytical methods ("per gene" linear models and joint analysis). Our study identified distinct early transcriptional signatures/genes following MMR3 that were associated with measles-specific neutralizing antibody titer and/or binding antibody titer. The most significant genes included: the interleukin 20 receptor subunit beta/IL20RB gene (a subunit receptor for IL-24, a cytokine involved in the germinal center B cell maturation/response); the phorbol-12-myristate-13-acetate-induced protein 1/PMAIP1, the brain expressed X-linked 2/BEX2 gene and the B cell Fas apoptotic inhibitory molecule/FAIM, involved in the selection of high-affinity B cell clones and apoptosis/regulation of apoptosis; as well as IL16 (encoding the B lymphocyte-derived IL-16 ligand of CD4), involved in the crosstalk between B cells, dendritic cells and helper T cells. Significantly enriched pathways included B cell signaling, apoptosis/regulation of apoptosis, metabolic pathways, cell cycle-related pathways, and pathways associated with viral infections, among others. In conclusion, our study identified genes/pathways linked to antigen-induced B cell proliferation, differentiation, apoptosis, and clonal selection, that are associated with, and impact measles virus-specific humoral immunity after MMR vaccination.
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Affiliation(s)
- Iana H. Haralambieva
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Jun Chen
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Huy Quang Quach
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Tamar Ratishvili
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Nathaniel D. Warner
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Inna G. Ovsyannikova
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Gregory A. Poland
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Richard B. Kennedy
- Mayo Clinic Vaccine Research Group, Department of Internal Medicine, Mayo Clinic, Rochester, MN, United States
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Scherlinger M, Li H, Pan W, Li W, Karino K, Vichos T, Boulougoura A, Yoshida N, Tsokos MG, Tsokos GC. CaMK4 controls follicular helper T cell expansion and function during normal and autoimmune T-dependent B cell responses. Nat Commun 2024; 15:840. [PMID: 38287012 PMCID: PMC10825135 DOI: 10.1038/s41467-024-45080-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 01/11/2024] [Indexed: 01/31/2024] Open
Abstract
Systemic lupus erythematosus (SLE) is an autoimmune disease characterized by dysregulated B cell compartment responsible for the production of autoantibodies. Here, we show that T cell-specific expression of calcium/calmodulin-dependent protein kinase IV (CaMK4) leads to T follicular helper (Tfh) cells expansion in models of T-dependent immunization and autoimmunity. Mechanistically, CaMK4 controls the Tfh-specific transcription factor B cell lymphoma 6 (Bcl6) at the transcriptional level through the cAMP responsive element modulator α (CREMα). In the absence of CaMK4 in T cells, germinal center formation and humoral immunity is impaired in immunized mice, resulting in reduced anti-dsDNA titres, as well as IgG and complement kidney deposition in the lupus-prone B6.lpr mouse. In human Tfh cells, CaMK4 inhibition reduced BCL6 expression and IL-21 secretion ex vivo, resulting in impaired plasmablast formation and IgG production. In patients with SLE, CAMK4 mRNA levels in Tfh cells correlated with those of BCL6. In conclusion, we identify CaMK4/CREMα as a driver of T cell-dependent B cell dysregulation in autoimmunity.
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Affiliation(s)
- Marc Scherlinger
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
- Rheumatology department, Strasbourg University Hospital of Hautepierre, Strasbourg, France.
- Laboratoire d'ImmunoRhumatologie Moléculaire, Institut National de la Santé et de la Recherche Médicale (INSERM) UMR_S 1109, Strasbourg, France.
| | - Hao Li
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Wenliang Pan
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Wei Li
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Kohei Karino
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Theodoros Vichos
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | | | - Nobuya Yoshida
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Maria G Tsokos
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - George C Tsokos
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
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Quach HQ, Warner ND, Ovsyannikova IG, Covassin N, Poland GA, Somers V, Kennedy RB. Excessive daytime sleepiness is associated with impaired antibody response to influenza vaccination in older male adults. Front Cell Infect Microbiol 2023; 13:1229035. [PMID: 38149010 PMCID: PMC10749933 DOI: 10.3389/fcimb.2023.1229035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 11/27/2023] [Indexed: 12/28/2023] Open
Abstract
Background The reduced effectiveness of standard-dose influenza vaccines in persons ≥65 years of age led to the preferential recommendation to use high-dose (HDFlu) or MF59-adjuvanted (MF59Flu) vaccines for this age group. Sleep is an important modulator of immune responses to vaccines and poor sleep health is common in older adults. However, potential effects of poor sleep health on immune responses to influenza vaccination in older adults remain largely unknown. Methods We conducted a cohort study of 210 healthy participants age ≥65 years, who received either seasonal high-dose (HDFlu) or MF59-adjuvanted (MF59Flu) influenza vaccine. We assessed sleep characteristics in this cohort by standardized questionnaires and measured the antibody titer against influenza A/H3N2 virus in serum of study participants by hemagglutination inhibition assay on the day of immunization and 28 days thereafter. We then assessed the association between sleep characteristics and antibody titers. Results Our results demonstrated that male, but not female, study participants with excessive daytime sleepiness had an impaired influenza A/H3N2-specific antibody response at Day 28 post-vaccination. No other associations were found between antibody titer and other sleep characteristics, including sleep quality and obstructive sleep apnea. Conclusion Our results provide an additional and easily measured variable explaining poor vaccine effectiveness in older adults. Our results support that gaining sufficient sleep is a simple non-vaccine interventional approach to improve influenza immune responses in older adults. Our findings extend the literature on the negative influence of excessive daytime sleepiness on immune responses to influenza vaccination in older male adults.
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Affiliation(s)
- Huy Quang Quach
- Mayo Clinic Vaccine Research Group, Mayo Clinic, Rochester, MN, United States
| | - Nathaniel D. Warner
- Department of Quantitative Health Services, Mayo Clinic, Rochester, MN, United States
| | | | - Naima Covassin
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, United States
| | - Gregory A. Poland
- Mayo Clinic Vaccine Research Group, Mayo Clinic, Rochester, MN, United States
| | - Virend K. Somers
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, United States
| | - Richard B. Kennedy
- Mayo Clinic Vaccine Research Group, Mayo Clinic, Rochester, MN, United States
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Quach HQ, Goergen KM, Grill DE, Haralambieva IH, Ovsyannikova IG, Poland GA, Kennedy RB. Virus-specific and shared gene expression signatures in immune cells after vaccination in response to influenza and vaccinia stimulation. Front Immunol 2023; 14:1168784. [PMID: 37600811 PMCID: PMC10436507 DOI: 10.3389/fimmu.2023.1168784] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 07/18/2023] [Indexed: 08/22/2023] Open
Abstract
Background In the vaccine era, individuals receive multiple vaccines in their lifetime. Host gene expression in response to antigenic stimulation is usually virus-specific; however, identifying shared pathways of host response across a wide spectrum of vaccine pathogens can shed light on the molecular mechanisms/components which can be targeted for the development of broad/universal therapeutics and vaccines. Method We isolated PBMCs, monocytes, B cells, and CD8+ T cells from the peripheral blood of healthy donors, who received both seasonal influenza vaccine (within <1 year) and smallpox vaccine (within 1 - 4 years). Each of the purified cell populations was stimulated with either influenza virus or vaccinia virus. Differentially expressed genes (DEGs) relative to unstimulated controls were identified for each in vitro viral infection, as well as for both viral infections (shared DEGs). Pathway enrichment analysis was performed to associate identified DEGs with KEGG/biological pathways. Results We identified 2,906, 3,888, 681, and 446 DEGs in PBMCs, monocytes, B cells, and CD8+ T cells, respectively, in response to influenza stimulation. Meanwhile, 97, 120, 20, and 10 DEGs were identified as gene signatures in PBMCs, monocytes, B cells, and CD8+ T cells, respectively, upon vaccinia stimulation. The majority of DEGs identified in PBMCs were also found in monocytes after either viral stimulation. Of the virus-specific DEGs, 55, 63, and 9 DEGs occurred in common in PBMCs, monocytes, and B cells, respectively, while no DEGs were shared in infected CD8+ T cells after influenza and vaccinia. Gene set enrichment analysis demonstrated that these shared DEGs were over-represented in innate signaling pathways, including cytokine-cytokine receptor interaction, viral protein interaction with cytokine and cytokine receptor, Toll-like receptor signaling, RIG-I-like receptor signaling pathways, cytosolic DNA-sensing pathways, and natural killer cell mediated cytotoxicity. Conclusion Our results provide insights into virus-host interactions in different immune cells, as well as host defense mechanisms against viral stimulation. Our data also highlights the role of monocytes as a major cell population driving gene expression in ex vivo PBMCs in response to viral stimulation. The immune response signaling pathways identified in this study may provide specific targets for the development of novel virus-specific therapeutics and improved vaccines for vaccinia and influenza. Although influenza and vaccinia viruses have been selected in this study as pathogen models, this approach could be applicable to other pathogens.
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Affiliation(s)
- Huy Quang Quach
- Mayo Clinic Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Krista M. Goergen
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Diane E. Grill
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Iana H. Haralambieva
- Mayo Clinic Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Inna G. Ovsyannikova
- Mayo Clinic Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Gregory A. Poland
- Mayo Clinic Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN, United States
| | - Richard B. Kennedy
- Mayo Clinic Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN, United States
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