1
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Ozonoff A, Jayavelu ND, Liu S, Melamed E, Milliren CE, Qi J, Geng LN, McComsey GA, Cairns CB, Baden LR, Schaenman J, Shaw AC, Samaha H, Seyfert-Margolis V, Krammer F, Rosen LB, Steen H, Syphurs C, Dandekar R, Shannon CP, Sekaly RP, Ehrlich LIR, Corry DB, Kheradmand F, Atkinson MA, Brakenridge SC, Higuita NIA, Metcalf JP, Hough CL, Messer WB, Pulendran B, Nadeau KC, Davis MM, Sesma AF, Simon V, van Bakel H, Kim-Schulze S, Hafler DA, Levy O, Kraft M, Bime C, Haddad EK, Calfee CS, Erle DJ, Langelier CR, Eckalbar W, Bosinger SE, Peters B, Kleinstein SH, Reed EF, Augustine AD, Diray-Arce J, Maecker HT, Altman MC, Montgomery RR, Becker PM, Rouphael N. Features of acute COVID-19 associated with post-acute sequelae of SARS-CoV-2 phenotypes: results from the IMPACC study. Nat Commun 2024; 15:216. [PMID: 38172101 PMCID: PMC10764789 DOI: 10.1038/s41467-023-44090-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 11/29/2023] [Indexed: 01/05/2024] Open
Abstract
Post-acute sequelae of SARS-CoV-2 (PASC) is a significant public health concern. We describe Patient Reported Outcomes (PROs) on 590 participants prospectively assessed from hospital admission for COVID-19 through one year after discharge. Modeling identified 4 PRO clusters based on reported deficits (minimal, physical, mental/cognitive, and multidomain), supporting heterogenous clinical presentations in PASC, with sub-phenotypes associated with female sex and distinctive comorbidities. During the acute phase of disease, a higher respiratory SARS-CoV-2 viral burden and lower Receptor Binding Domain and Spike antibody titers were associated with both the physical predominant and the multidomain deficit clusters. A lower frequency of circulating B lymphocytes by mass cytometry (CyTOF) was observed in the multidomain deficit cluster. Circulating fibroblast growth factor 21 (FGF21) was significantly elevated in the mental/cognitive predominant and the multidomain clusters. Future efforts to link PASC to acute anti-viral host responses may help to better target treatment and prevention of PASC.
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Affiliation(s)
- Al Ozonoff
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | | | - Shanshan Liu
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | | | - Carly E Milliren
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Jingjing Qi
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Grace A McComsey
- Case Western Reserve University and University Hospitals of Cleveland, Cleveland, OH, USA
| | | | - Lindsey R Baden
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | - Joanna Schaenman
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, USA
| | - Albert C Shaw
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, USA
| | | | | | | | - Lindsey B Rosen
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, USA
| | - Hanno Steen
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | - Caitlin Syphurs
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Ravi Dandekar
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | - Casey P Shannon
- Centre for Heart Lung Innovation, Providence Research, St. Paul's Hospital, and the PROOF Centre of Excellence, Vancouver, BC, Canada
| | - Rafick P Sekaly
- Case Western Reserve University and University Hospitals of Cleveland, Cleveland, OH, USA
| | | | - David B Corry
- Baylor College of Medicine, and the Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey VA Medical Center, Houston, TX, USA
| | - Farrah Kheradmand
- Baylor College of Medicine, and the Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey VA Medical Center, Houston, TX, USA
| | - Mark A Atkinson
- University of Florida/University of South Florida, Tampa, FL, USA
| | | | | | - Jordan P Metcalf
- Oklahoma University Health Sciences Center, Oklahoma City, OK, USA
| | | | | | | | | | | | | | - Viviana Simon
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Harm van Bakel
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - David A Hafler
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, USA
| | - Ofer Levy
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | | | | | - Elias K Haddad
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | - Carolyn S Calfee
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | - David J Erle
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | - Charles R Langelier
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | - Walter Eckalbar
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | | | - Bjoern Peters
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Steven H Kleinstein
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, USA
| | - Elaine F Reed
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, USA
| | - Alison D Augustine
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, USA
| | - Joann Diray-Arce
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | | | | | - Ruth R Montgomery
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, USA
| | - Patrice M Becker
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, USA
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Ozonoff A, Schaenman J, Jayavelu ND, Milliren CE, Calfee CS, Cairns CB, Kraft M, Baden LR, Shaw AC, Krammer F, van Bakel H, Esserman DA, Liu S, Sesma AF, Simon V, Hafler DA, Montgomery RR, Kleinstein SH, Levy O, Bime C, Haddad EK, Erle DJ, Pulendran B, Nadeau KC, Davis MM, Hough CL, Messer WB, Agudelo Higuita NI, Metcalf JP, Atkinson MA, Brakenridge SC, Corry D, Kheradmand F, Ehrlich LIR, Melamed E, McComsey GA, Sekaly R, Diray-Arce J, Peters B, Augustine AD, Reed EF, Altman MC, Becker PM, Rouphael N. Corrigendum to "Phenotypes of disease severity in a cohort of hospitalized COVID-19 patients: results from the IMPACC study" [eBioMedicine 83 (2022) 104208]. EBioMedicine 2023; 98:104860. [PMID: 37918220 PMCID: PMC10643088 DOI: 10.1016/j.ebiom.2023.104860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2023] Open
Affiliation(s)
- Al Ozonoff
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Joanna Schaenman
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, USA
| | | | - Carly E Milliren
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Carolyn S Calfee
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | | | | | - Lindsey R Baden
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Albert C Shaw
- Yale School of Medicine, Yale School of Public Health, New Haven, CT, USA
| | | | - Harm van Bakel
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Denise A Esserman
- Yale School of Medicine, Yale School of Public Health, New Haven, CT, USA
| | - Shanshan Liu
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | | | - Viviana Simon
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David A Hafler
- Yale School of Medicine, Yale School of Public Health, New Haven, CT, USA
| | - Ruth R Montgomery
- Yale School of Medicine, Yale School of Public Health, New Haven, CT, USA
| | | | - Ofer Levy
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Elias K Haddad
- Drexel University/Tower Health Hospital, Philadelphia, PA, USA
| | - David J Erle
- University of California San Francisco School of Medicine, San Francisco, CA, USA
| | | | | | | | | | | | | | | | - Mark A Atkinson
- University of Florida, Gainesville and University of South Florida, Tampa, FL, USA
| | - Scott C Brakenridge
- University of Florida, Gainesville and University of South Florida, Tampa, FL, USA
| | - David Corry
- Baylor College of Medicine, The Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey, Houston, TX, USA
| | - Farrah Kheradmand
- Baylor College of Medicine, The Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey, Houston, TX, USA
| | | | | | | | | | - Joann Diray-Arce
- Clinical & Data Coordinating Center (CDCC), Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA
| | - Bjoern Peters
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Alison D Augustine
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, USA
| | - Elaine F Reed
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, USA
| | | | - Patrice M Becker
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, USA
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Leng SX, Shaw AC. Fundamental and frontier research of immune responses to influenza vaccines in human aging: from cross-sectional and longitudinal studies to clinical trials and the geroscience perspective. Immun Ageing 2023; 20:69. [PMID: 38031077 PMCID: PMC10685665 DOI: 10.1186/s12979-023-00392-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 11/08/2023] [Indexed: 12/01/2023]
Affiliation(s)
- Sean X Leng
- Division of Geriatric Medicine and Gerontology, Department of Medicine, Johns Hopkins Center on Aging and Immune Remodeling, Department of Molecular Microbiology and Immunology, Johns Hopkins University School of Medicine, Johns Hopkins Bloomberg School of Public Health, JHAAC Room 1A.38A, 5501 Hopkins Bayview Circle, Baltimore, MD, 21224, USA.
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
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Asashima H, Kim D, Wang K, Lele N, Buitrago-Pocasangre NC, Lutz R, Cruz I, Raddassi K, Ruff WE, Racke MK, Wilson JE, Givens TS, Grifoni A, Weiskopf D, Sette A, Kleinstein SH, Montgomery RR, Shaw AC, Li F, Fan R, Hafler DA, Tomayko MM, Longbrake EE. Prior cycles of anti-CD20 antibodies affect antibody responses after repeated SARS-CoV-2 mRNA vaccination. JCI Insight 2023; 8:e168102. [PMID: 37606046 PMCID: PMC10543713 DOI: 10.1172/jci.insight.168102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 07/06/2023] [Indexed: 08/23/2023] Open
Abstract
BACKGROUNDWhile B cell depletion is associated with attenuated antibody responses to SARS-CoV-2 mRNA vaccination, responses vary among individuals. Thus, elucidating the factors that affect immune responses after repeated vaccination is an important clinical need.METHODSWe evaluated the quality and magnitude of the T cell, B cell, antibody, and cytokine responses to a third dose of BNT162b2 or mRNA-1273 mRNA vaccine in patients with B cell depletion.RESULTSIn contrast with control individuals (n = 10), most patients on anti-CD20 therapy (n = 48) did not demonstrate an increase in spike-specific B cells or antibodies after a third dose of vaccine. A third vaccine elicited significantly increased frequencies of spike-specific non-naive T cells. A small subset of B cell-depleted individuals effectively produced spike-specific antibodies, and logistic regression models identified time since last anti-CD20 treatment and lower cumulative exposure to anti-CD20 mAbs as predictors of those having a serologic response. B cell-depleted patients who mounted an antibody response to 3 vaccine doses had persistent humoral immunity 6 months later.CONCLUSIONThese results demonstrate that serial vaccination strategies can be effective for a subset of B cell-depleted patients.FUNDINGThe NIH (R25 NS079193, P01 AI073748, U24 AI11867, R01 AI22220, UM 1HG009390, P01 AI039671, P50 CA121974, R01 CA227473, U01CA260507, 75N93019C00065, K24 AG042489), NIH HIPC Consortium (U19 AI089992), the National Multiple Sclerosis Society (CA 1061-A-18, RG-1802-30153), the Nancy Taylor Foundation for Chronic Diseases, Erase MS, and the Claude D. Pepper Older Americans Independence Center at Yale (P30 AG21342).
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Affiliation(s)
- Hiromitsu Asashima
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Dongjoo Kim
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut, USA
- Yale Stem Cell Center and Yale Cancer Center, Yale School of Medicine, New Haven, Connecticut, USA
| | - Kaicheng Wang
- Yale Center for Analytical Sciences, Yale School of Public Health, New Haven, Connecticut, USA
| | - Nikhil Lele
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | | | - Rachel Lutz
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Isabella Cruz
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Khadir Raddassi
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - William E. Ruff
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
- Repertoire Immune Medicines, Cambridge, Massachusetts, USA
| | | | | | | | - Alba Grifoni
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, La Jolla, California, USA
| | - Daniela Weiskopf
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, La Jolla, California, USA
| | - Alessandro Sette
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, La Jolla, California, USA
- Department of Medicine, Division of Infectious Diseases and Global Public Health, UCSD, La Jolla, California, USA
| | - Steven H. Kleinstein
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, USA
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, USA
| | | | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, and
| | - Fangyong Li
- Yale Center for Analytical Sciences, Yale School of Public Health, New Haven, Connecticut, USA
| | - Rong Fan
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut, USA
- Yale Stem Cell Center and Yale Cancer Center, Yale School of Medicine, New Haven, Connecticut, USA
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, USA
| | - David A. Hafler
- Department of Neurology, and
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Mary M. Tomayko
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, USA
- Department of Dermatology, Yale School of Medicine, New Haven, Connecticut, USA
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Kumar A, Wang J, Esterly A, Radcliffe C, Zhou H, Wyk BV, Allore HG, Tsang S, Barakat L, Mohanty S, Zhao H, Shaw AC, Zapata HJ. Dectin-1 stimulation promotes a distinct inflammatory signature in the setting of HIV-infection and aging. Aging (Albany NY) 2023; 15:7866-7908. [PMID: 37606991 PMCID: PMC10497004 DOI: 10.18632/aging.204927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 07/11/2023] [Indexed: 08/23/2023]
Abstract
Dectin-1 is an innate immune receptor that recognizes and binds β-1, 3/1, 6 glucans on fungi. We evaluated Dectin-1 function in myeloid cells in a cohort of HIV-positive and HIV-negative young and older adults. Stimulation of monocytes with β-D-glucans induced a pro-inflammatory phenotype in monocytes of HIV-infected individuals that was characterized by increased levels of IL-12, TNF-α, and IL-6, with some age-associated cytokine increases also noted. Dendritic cells showed a striking HIV-associated increase in IFN-α production. These increases in cytokine production paralleled increases in Dectin-1 surface expression in both monocytes and dendritic cells that were noted with both HIV and aging. Differential gene expression analysis showed that HIV-positive older adults had a distinct gene signature compared to other cohorts characterized by a robust TNF-α and coagulation response (increased at baseline), a persistent IFN-α and IFN-γ response, and an activated dendritic cell signature/M1 macrophage signature upon Dectin-1 stimulation. Dectin-1 stimulation induced a strong upregulation of MTORC1 signaling in all cohorts, although increased in the HIV-Older cohort (stimulation and baseline). Overall, our study demonstrates that the HIV Aging population has a distinct immune signature in response to Dectin-1 stimulation. This signature may contribute to the pro-inflammatory environment that is associated with HIV and aging.
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Affiliation(s)
- Archit Kumar
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
| | - Jiawei Wang
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520-8022, USA
| | - Allen Esterly
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
| | - Chris Radcliffe
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
| | - Haowen Zhou
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520-8022, USA
| | - Brent Vander Wyk
- Yale University Program on Aging, Yale University, New Haven, CT 06520-8022, USA
| | - Heather G. Allore
- Yale University Program on Aging, Yale University, New Haven, CT 06520-8022, USA
| | - Sui Tsang
- Yale University Program on Aging, Yale University, New Haven, CT 06520-8022, USA
| | - Lydia Barakat
- Yale University, Yale AIDS Care Program, New Haven, CT 06520-8022, USA
| | - Subhasis Mohanty
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
| | - Hongyu Zhao
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520-8022, USA
| | - Albert C. Shaw
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
| | - Heidi J. Zapata
- Yale School of Medicine, Section of Infectious Diseases, Department of Internal Medicine, New Haven, CT 06520-8022, USA
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6
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Torrents de la Peña A, Sewall LM, de Paiva Froes Rocha R, Jackson AM, Pratap PP, Bangaru S, Cottrell CA, Mohanty S, Shaw AC, Ward AB. Increasing sensitivity of antibody-antigen interactions using photo-cross-linking. Cell Rep Methods 2023; 3:100509. [PMID: 37426749 PMCID: PMC10326447 DOI: 10.1016/j.crmeth.2023.100509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 04/12/2023] [Accepted: 05/30/2023] [Indexed: 07/11/2023]
Abstract
Understanding antibody-antigen interactions in a polyclonal immune response in humans and animal models is critical for rational vaccine design. Current approaches typically characterize antibodies that are functionally relevant or highly abundant. Here, we use photo-cross-linking and single-particle electron microscopy to increase antibody detection and unveil epitopes of low-affinity and low-abundance antibodies, leading to a broader structural characterization of polyclonal immune responses. We employed this approach across three different viral glycoproteins and showed increased sensitivity of detection relative to currently used methods. Results were most noticeable in early and late time points of a polyclonal immune response. Additionally, the use of photo-cross-linking revealed intermediate antibody binding states and demonstrated a distinctive way to study antibody binding mechanisms. This technique can be used to structurally characterize the landscape of a polyclonal immune response of patients in vaccination or post-infection studies at early time points, allowing for rapid iterative design of vaccine immunogens.
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Affiliation(s)
- Alba Torrents de la Peña
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Leigh M. Sewall
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Rebeca de Paiva Froes Rocha
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Abigail M. Jackson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Payal P. Pratap
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Sandhya Bangaru
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Christopher A. Cottrell
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Subhasis Mohanty
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Albert C. Shaw
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Andrew B. Ward
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
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7
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Wang M, Jiang R, Mohanty S, Meng H, Shaw AC, Kleinstein SH. High-throughput single-cell profiling of B cell responses following inactivated influenza vaccination in young and older adults. Aging (Albany NY) 2023; 15:9250-9274. [PMID: 37367734 PMCID: PMC10564424 DOI: 10.18632/aging.204778] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 05/03/2023] [Indexed: 06/28/2023]
Abstract
Seasonal influenza contributes to a substantial disease burden, resulting in approximately 10 million hospital visits and 50 thousand deaths in a typical year in the United States. 70 - 85% of the mortality occurs in people over the age of 65. Influenza vaccination is the best protection against the virus, but it is less effective for the elderly, which may be in part due to differences in the quantity or type of B cells induced by vaccination. To investigate this possibility, we sorted pre- and post-vaccination peripheral blood B cells from three young and three older adults with strong antibody responses to the inactivated influenza vaccine and employed single-cell technology to simultaneously profile the gene expression and the B cell receptor (BCR) of the B cells. Prior to vaccination, we observed a higher somatic hypermutation frequency and a higher abundance of activated B cells in older adults than in young adults. Following vaccination, young adults mounted a more clonal response than older adults. The expanded clones included a mix of plasmablasts, activated B cells, and resting memory B cells in both age groups, with a decreased proportion of plasmablasts in older adults. Differential abundance analysis identified additional vaccine-responsive cells that were not part of expanded clones, especially in older adults. We observed broadly consistent gene expression changes in vaccine-responsive plasmablasts and greater heterogeneity among activated B cells between age groups. These quantitative and qualitative differences in the B cells provide insights into age-related changes in influenza vaccination response.
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Affiliation(s)
- Meng Wang
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06510, USA
| | - Ruoyi Jiang
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06510, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06510, USA
| | - Hailong Meng
- Department of Pathology, Yale School of Medicine, New Haven, CT 06510, USA
| | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06510, USA
| | - Steven H. Kleinstein
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06510, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06510, USA
- Department of Pathology, Yale School of Medicine, New Haven, CT 06510, USA
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8
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Hislop MS, Allicock OM, Thammavongsa DA, Mbodj S, Nelson A, Shaw AC, Weinberger DM, Wyllie AL. High Levels of Detection of Nonpneumococcal Species of Streptococcus in Saliva from Adults in the United States. Microbiol Spectr 2023; 11:e0520722. [PMID: 37067447 PMCID: PMC10269540 DOI: 10.1128/spectrum.05207-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Accepted: 03/30/2023] [Indexed: 04/18/2023] Open
Abstract
While the sensitivity of detection of pneumococcal carriage can be improved by testing respiratory tract samples with quantitative PCR (qPCR), concerns have been raised regarding the specificity of this approach. We therefore investigated the reliability of the widely used lytA qPCR assay when applied to saliva samples from older adults in relation to a more specific qPCR assay (piaB). During the autumn/winter seasons of 2018/2019 and 2019/2020, saliva was collected at multiple time points from 103 healthy adults aged 21 to 39 (n = 34) and >64 (n = 69) years (n = 344 total samples). Following culture enrichment, extracted DNA was tested using qPCR for piaB and lytA. By sequencing the variable region of rpsB (S2 typing), we identified the species of bacteria isolated from samples testing lytA-positive only. While 30 of 344 (8.7%) saliva samples (16.5% individuals) tested qPCR-positive for both piaB and lytA, 52 (15.1%) samples tested lytA-positive only. No samples tested piaB-positive only. Through extensive reculture attempts of the lytA-positive samples collected in 2018/2019, we isolated 23 strains (in 8 samples from 5 individuals) that were also qPCR-positive for only lytA. Sequencing determined that Streptococcus mitis and Streptococcus infantis were predominantly responsible for this lytA-positive qPCR signal. We identified a comparatively large proportion of samples generating positive signals with the widely used lytA qPCR and identified nonpneumococcal Streptococcus species responsible for this signal. This highlights the importance of testing for the presence of multiple gene targets in tandem for reliable and specific detection of pneumococcus in polymicrobial respiratory tract samples. IMPORTANCE Testing saliva samples with quantitative PCR (qPCR) improves the sensitivity of detection of pneumococcal carriage. The qPCR assay targeting lytA, the gene encoding the major pneumococcal autolysin, has become widely accepted for the identification of pneumococcus and is even considered the "gold standard" by many. However, when applying this approach to investigate the prevalence of pneumococcal carriage in adults in New Haven, CT, USA, we identified nonpneumococcal Streptococcus spp. that generate positive signals in this widely used assay. By testing also for piaB (encoding the iron acquisition ABC transporter lipoprotein, PiaB), our findings demonstrate the importance of testing for the presence of multiple gene targets in tandem for reliable molecular detection of pneumococcus in respiratory tract samples; targeting only lytA may lead to an overestimation of true carriage rates.
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Affiliation(s)
- Maikel S. Hislop
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Orchid M. Allicock
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Darani A. Thammavongsa
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Sidiya Mbodj
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Allison Nelson
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut, USA
| | - Albert C. Shaw
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, Connecticut, USA
| | - Daniel M. Weinberger
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Anne L. Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
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9
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Jiang R, Roy B, Wu Q, Mohanty S, Nowak RJ, Shaw AC, Kleinstein SH, O’Connor KC. The Plasma Cell Infiltrate Populating the Muscle Tissue of Patients with Inclusion Body Myositis Features Distinct B Cell Receptor Repertoire Properties. Immunohorizons 2023; 7:310-322. [PMID: 37171806 PMCID: PMC10579972 DOI: 10.4049/immunohorizons.2200078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 04/25/2023] [Indexed: 05/13/2023] Open
Abstract
Inclusion body myositis (IBM) is an autoimmune and degenerative disorder of skeletal muscle. The B cell infiltrates in IBM muscle tissue are predominantly fully differentiated Ab-secreting plasma cells, with scarce naive or memory B cells. The role of this infiltrate in the disease pathology is not well understood. To better define the humoral response in IBM, we used adaptive immune receptor repertoire sequencing, of human-derived specimens, to generate large BCR repertoire libraries from IBM muscle biopsies and compared them to those generated from dermatomyositis, polymyositis, and circulating CD27+ memory B cells, derived from healthy controls and Ab-secreting cells collected following vaccination. The repertoire properties of the IBM infiltrate included the following: clones that equaled or exceeded the highly clonal vaccine-associated Ab-secreting cell repertoire in size; reduced somatic mutation selection pressure in the CDRs and framework regions; and usage of class-switched IgG and IgA isotypes, with a minor population of IgM-expressing cells. The IBM IgM-expressing population revealed unique features, including an elevated somatic mutation frequency and distinct CDR3 physicochemical properties. These findings demonstrate that some of IBM muscle BCR repertoire characteristics are distinct from dermatomyositis and polymyositis and circulating Ag-experienced subsets, suggesting that it may form through selection by disease-specific Ags.
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Affiliation(s)
- Roy Jiang
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
| | - Bhaskar Roy
- Department of Neurology, Yale School of Medicine, New Haven, CT
| | - Qian Wu
- Department of Pathology, University of Connecticut School of Medicine, Farmington, CT
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT
| | | | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT
| | - Steven H. Kleinstein
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT
- Department of Pathology, Yale School of Medicine, New Haven, CT
| | - Kevin C. O’Connor
- Department of Immunobiology, Yale School of Medicine, New Haven, CT
- Department of Neurology, Yale School of Medicine, New Haven, CT
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10
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Konstorum A, Mohanty S, Zhao Y, Melillo A, Vander Wyk B, Nelson A, Tsang S, Blevins TP, Belshe R, Chawla DG, Rondina MT, Gill TM, Montgomery RR, Allore HG, Kleinstein SH, Shaw AC. Platelet response to influenza vaccination reflects effects of aging. Aging Cell 2023; 22:e13749. [PMID: 36656789 PMCID: PMC9924941 DOI: 10.1111/acel.13749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 10/21/2022] [Accepted: 11/15/2022] [Indexed: 01/20/2023] Open
Abstract
Platelets are uniquely positioned as mediators of not only hemostasis but also innate immunity. However, how age and geriatric conditions such as frailty influence platelet function during an immune response remains unclear. We assessed the platelet transcriptome at baseline and following influenza vaccination in Younger (age 21-35) and Older (age ≥65) adults (including community-dwelling individuals who were largely non-frail and skilled nursing facility (SNF)-resident adults who nearly all met criteria for frailty). Prior to vaccination, we observed an age-associated increase in the expression of platelet activation and mitochondrial RNAs and decrease in RNAs encoding proteins mediating translation. Age-associated differences were also identified in post-vaccination response trajectories over 28 days. Using tensor decomposition analysis, we found increasing RNA expression of genes in platelet activation pathways in young participants, but decreasing levels in (SNF)-resident adults. Translation RNA trajectories were inversely correlated with these activation pathways. Enhanced platelet activation was found in community-dwelling older adults at the protein level, compared to young individuals both prior to and post-vaccination; whereas SNF residents showed decreased platelet activation compared to community-dwelling older adults that could reflect the influence of decreased translation RNA expression. Our results reveal alterations in the platelet transcriptome and activation responses that may contribute to age-associated chronic inflammation and the increased incidence of thrombotic and pro-inflammatory diseases in older adults.
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Affiliation(s)
- Anna Konstorum
- Department of PathologyYale School of MedicineNew HavenConnecticutUSA
| | - Subhasis Mohanty
- Department of Internal Medicine, Section of Infectious DiseasesYale School of MedicineNew HavenConnecticutUSA
| | - Yujiao Zhao
- Section of Rheumatology, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Anthony Melillo
- Department of PathologyYale School of MedicineNew HavenConnecticutUSA
| | - Brent Vander Wyk
- Department of Internal Medicine, Section of Geriatrics and Program on AgingYale School of MedicineNew HavenConnecticutUSA
| | - Allison Nelson
- Department of Internal Medicine, Section of Infectious DiseasesYale School of MedicineNew HavenConnecticutUSA
| | - Sui Tsang
- Department of Internal Medicine, Section of Geriatrics and Program on AgingYale School of MedicineNew HavenConnecticutUSA
| | - Tamara P. Blevins
- Division of Infectious Diseases, Department of MedicineSaint Louis University School of MedicineSt. LouisMissouriUSA
| | - Robert B. Belshe
- Division of Infectious Diseases, Department of MedicineSaint Louis University School of MedicineSt. LouisMissouriUSA
| | - Daniel G. Chawla
- Program in Computational Biology and BioinformaticsYale UniversityNew HavenConnecticutUSA
| | - Matthew T. Rondina
- Departments of Internal Medicine and Pathology, and the Molecular Medicine ProgramUniversity of Utah HealthSalt Lake CityUtahUSA
- Department of Medicine and the GRECCGeorge E. Wahlen VAMCSalt Lake CityUtahUSA
| | - Thomas M. Gill
- Department of Internal Medicine, Section of Geriatrics and Program on AgingYale School of MedicineNew HavenConnecticutUSA
| | - Ruth R. Montgomery
- Section of Rheumatology, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Heather G. Allore
- Department of Internal Medicine, Section of Geriatrics and Program on AgingYale School of MedicineNew HavenConnecticutUSA
| | - Steven H. Kleinstein
- Department of PathologyYale School of MedicineNew HavenConnecticutUSA
- Program in Computational Biology and BioinformaticsYale UniversityNew HavenConnecticutUSA
| | - Albert C. Shaw
- Department of Internal Medicine, Section of Infectious DiseasesYale School of MedicineNew HavenConnecticutUSA
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11
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Asashima H, Mohanty S, Comi M, Ruff WE, Hoehn KB, Wong P, Klein J, Lucas C, Cohen I, Coffey S, Lele N, Greta L, Raddassi K, Chaudhary O, Unterman A, Emu B, Kleinstein SH, Montgomery RR, Iwasaki A, Dela Cruz CS, Kaminski N, Shaw AC, Hafler DA, Sumida TS. PD-1 highCXCR5 -CD4 + peripheral helper T cells promote CXCR3 + plasmablasts in human acute viral infection. Cell Rep 2023; 42:111895. [PMID: 36596303 PMCID: PMC9806868 DOI: 10.1016/j.celrep.2022.111895] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 06/15/2022] [Accepted: 12/08/2022] [Indexed: 01/03/2023] Open
Abstract
T cell-B cell interaction is the key immune response to protect the host from severe viral infection. However, how T cells support B cells to exert protective humoral immunity in humans is not well understood. Here, we use COVID-19 as a model of acute viral infections and analyze CD4+ T cell subsets associated with plasmablast expansion and clinical outcome. Peripheral helper T cells (Tph cells; denoted as PD-1highCXCR5-CD4+ T cells) are significantly increased, as are plasmablasts. Tph cells exhibit "B cell help" signatures and induce plasmablast differentiation in vitro. Interestingly, expanded plasmablasts show increased CXCR3 expression, which is positively correlated with higher frequency of activated Tph cells and better clinical outcome. Mechanistically, Tph cells help B cell differentiation and produce more interferon γ (IFNγ), which induces CXCR3 expression on plasmablasts. These results elucidate a role for Tph cells in regulating protective B cell response during acute viral infection.
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Affiliation(s)
- Hiromitsu Asashima
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - Michela Comi
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - William E Ruff
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Kenneth B Hoehn
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Patrick Wong
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Jon Klein
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Carolina Lucas
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Inessa Cohen
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Sarah Coffey
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Nikhil Lele
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Leissa Greta
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Khadir Raddassi
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Omkar Chaudhary
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - Avraham Unterman
- Section of Pulmonary, Critical Care and Sleep Medicine Section, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Brinda Emu
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - Steven H Kleinstein
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA; Department of Pathology, Yale School of Medicine, New Haven, CT, USA; Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA; Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA; Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Charles S Dela Cruz
- Section of Pulmonary, Critical Care and Sleep Medicine Section, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Naftali Kaminski
- Section of Pulmonary, Critical Care and Sleep Medicine Section, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - David A Hafler
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Tomokazu S Sumida
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.
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12
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Shin MS, Park H, Salahuddin S, Montgomery RR, Emu B, Shaw AC, Kang I. Alterations in high-dimensional T-cell profile and gene signature of immune aging in HIV-infected older adults without viremia. Aging Cell 2022; 21:e13702. [PMID: 36036630 PMCID: PMC9577958 DOI: 10.1111/acel.13702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 07/15/2022] [Accepted: 08/06/2022] [Indexed: 01/25/2023] Open
Abstract
Alterations in the components of the immune system occur with aging. The introduction of combination antiretroviral therapy (ART) has dramatically improved life expectancy in human immunodeficiency virus (HIV) infected individuals by suppressing viral replication and increasing CD4+ T-cell counts. Immunosenescence-like changes, including the expansion of memory CD8+ T cells with senescent features, are reported in young HIV-infected individuals who do not have clinically detectable viremia on ART. However, it is less known whether HIV infection affects the immunosenescent status in older HIV-infected individuals. Here, we addressed this question in older HIV-infected, HIV-uninfected, and frail individuals (all groups age ≥65 years) by examining a set of aging-associated genes in peripheral blood mononuclear cells (PBMCs) as well as by analyzing subsets of CD4+ and CD8+ T cells in depth using high-dimensional CyTOF analysis. Older HIV-infected individuals had increased expression of aging-associated genes such as CX3CR1 in PBMCs which are related to IL-7 receptor low effector memory (IL-7Rαlow EM) CD8+ T cells, a cell population known to expand with age. The subsets of IL-7Rαlow EM CD8+ T cells expressing senescent, cytotoxic, and inflammatory molecules, including CD57, perforin, and CX3CR1, as well as memory CD4+ T cells expressing CD161 and CXCR3, molecules associated with replication-competent HIV-1 harboring cells, were increased in older HIV-infected individuals. Overall, older HIV-infected individuals without detectable viremia on ART had augmented levels of age-associated immune alterations in PBMCs, suggesting that HIV infection has a persistent impact on senescence in older HIV-infected individuals despite the clinically controlled viremia.
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Affiliation(s)
- Min Sun Shin
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Hong‐Jai Park
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Syim Salahuddin
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Ruth R. Montgomery
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Brinda Emu
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Albert C. Shaw
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Insoo Kang
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
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13
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Chou C, Mohanty S, Kang HA, Kong L, Avila‐Pacheco J, Joshi SR, Ueda I, Devine L, Raddassi K, Pierce K, Jeanfavre S, Bullock K, Meng H, Clish C, Santori FR, Shaw AC, Xavier RJ. Metabolomic and transcriptomic signatures of influenza vaccine response in healthy young and older adults. Aging Cell 2022; 21:e13682. [PMID: 35996998 PMCID: PMC9470889 DOI: 10.1111/acel.13682] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 06/03/2022] [Accepted: 06/13/2022] [Indexed: 01/25/2023] Open
Abstract
Seasonal influenza causes mild to severe respiratory infections and significant morbidity, especially in older adults. Transcriptomic analysis in populations across multiple flu seasons has provided insights into the molecular determinants of vaccine response. Still, the metabolic changes that underlie the immune response to influenza vaccination remain poorly characterized. We performed untargeted metabolomics to analyze plasma metabolites in a cohort of younger and older subjects before and after influenza vaccination to identify vaccine-induced molecular signatures. Metabolomic and transcriptomic data were combined to define networks of gene and metabolic signatures indicative of high and low antibody response in these individuals. We observed age-related differences in metabolic baselines and signatures of antibody response to influenza vaccination and the abundance of α-linolenic and linoleic acids, sterol esters, fatty-acylcarnitines, and triacylglycerol metabolism. We identified a metabolomic signature associated with age-dependent vaccine response, finding increased tryptophan and decreased polyunsaturated fatty acids (PUFAs) in young high responders (HRs), while fatty acid synthesis and cholesteryl esters accumulated in older HRs. Integrated metabolomic and transcriptomic analysis shows that depletion of PUFAs, which are building blocks for prostaglandins and other lipid immunomodulators, in young HR subjects at Day 28 is related to a robust immune response to influenza vaccination. Increased glycerophospholipid levels were associated with an inflammatory response in older HRs to flu vaccination. This multi-omics approach uncovered age-related molecular markers associated with influenza vaccine response and provides insight into vaccine-induced metabolic responses that may help guide development of more effective influenza vaccines.
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Affiliation(s)
- Chih‐Hung Chou
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | | | - Lingjia Kong
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
| | | | - Samit R. Joshi
- Section of Infectious Diseases, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Ikuyo Ueda
- Section of Infectious Diseases, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Lesley Devine
- Department of Laboratory MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Khadir Raddassi
- Department of NeurologyYale School of MedicineNew HavenConnecticutUSA
| | - Kerry Pierce
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
| | | | - Kevin Bullock
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
| | - Hailong Meng
- Department of PathologyYale School of MedicineNew HavenConnecticutUSA
| | - Clary Clish
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
| | - Fabio R. Santori
- Center for Molecular MedicineUniversity of GeorgiaAthensGeorgiaUSA
| | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal MedicineYale School of MedicineNew HavenConnecticutUSA
| | - Ramnik J. Xavier
- Broad Institute of MIT and HarvardCambridgeMassachusettsUSA
- Klarman Cell ObservatoryBroad Institute of Harvard and MITCambridgeMassachusettsUSA
- Center for Computational and Integrative Biology and Department of Molecular BiologyMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
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14
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Ozonoff A, Schaenman J, Jayavelu ND, Milliren CE, Calfee CS, Cairns CB, Kraft M, Baden LR, Shaw AC, Krammer F, van Bakel H, Esserman DA, Liu S, Sesma AF, Simon V, Hafler DA, Montgomery RR, Kleinstein SH, Levy O, Bime C, Haddad EK, Erle DJ, Pulendran B, Nadeau KC, Davis MM, Hough CL, Messer WB, Higuita NIA, Metcalf JP, Atkinson MA, Brakenridge SC, Corry D, Kheradmand F, Ehrlich LI, Melamed E, McComsey GA, Sekaly R, Diray-Arce J, Peters B, Augustine AD, Reed EF, Altman MC, Becker PM, Rouphael N, Ozonoff A, Schaenman J, Jayavelu ND, Milliren CE, Calfee CS, Cairns CB, Kraft M, Baden LR, Shaw AC, Krammer F, van Bakel H, Esserman DA, Liu S, Sesma AF, Simon V, Hafler DA, Montgomery RR, Kleinstein SH, Levy O, Bime C, Haddad EK, Erle DJ, Pulendran B, Nadeau KC, Davis MM, Hough CL, Messer WB, Higuita NIA, Metcalf JP, Atkinson MA, Brakenridge SC, Corry D, Kheradmand F, Ehrlich LI, Melamed E, McComsey GA, Sekaly R, Diray-Arce J, Peters B, Augustine AD, Reed EF, McEnaney K, Barton B, Lentucci C, Saluvan M, Chang AC, Hoch A, Albert M, Shaheen T, Kho AT, Thomas S, Chen J, Murphy MD, Cooney M, Presnell S, Fragiadakis GK, Patel R, Guan L, Gygi J, Pawar S, Brito A, Khalil Z, Maguire C, Fourati S, Overton JA, Vita R, Westendorf K, Salehi-Rad R, Leligdowicz A, Matthay MA, Singer JP, Kangelaris KN, Hendrickson CM, Krummel MF, Langelier CR, Woodruff PG, Powell DL, Kim JN, Simmons B, Goonewardene IM, Smith CM, Martens M, Mosier J, Kimura H, Sherman AC, Walsh SR, Issa NC, Dela Cruz C, Farhadian S, Iwasaki A, Ko AI, Chinthrajah S, Ahuja N, Rogers AJ, Artandi M, Siegel SA, Lu Z, Drevets DA, Brown BR, Anderson ML, Guirgis FW, Thyagarajan RV, Rousseau JF, Wylie D, Busch J, Gandhi S, Triplett TA, Yendewa G, Giddings O, Anderson EJ, Mehta AK, Sevransky JE, Khor B, Rahman A, Stadlbauer D, Dutta J, Xie H, Kim-Schulze S, Gonzalez-Reiche AS, van de Guchte A, Farrugia K, Khan Z, Maecker HT, Elashoff D, Brook J, Ramires-Sanchez E, Llamas M, Rivera A, Perdomo C, Ward DC, Magyar CE, Fulcher JA, Abe-Jones Y, Asthana S, Beagle A, Bhide S, Carrillo SA, Chak S, Fragiadakis GK, Ghale R, Gonzalez A, Jauregui A, Jones N, Lea T, Lee D, Lota R, Milush J, Nguyen V, Pierce L, Prasad PA, Rao A, Samad B, Shaw C, Sigman A, Sinha P, Ward A, Willmore A, Zhan J, Rashid S, Rodriguez N, Tang K, Altamirano LT, Betancourt L, Curiel C, Sutter N, Paz MT, Tietje-Ulrich G, Leroux C, Connors J, Bernui M, Kutzler MA, Edwards C, Lee E, Lin E, Croen B, Semenza NC, Rogowski B, Melnyk N, Woloszczuk K, Cusimano G, Bell MR, Furukawa S, McLin R, Marrero P, Sheidy J, Tegos GP, Nagle C, Mege N, Ulring K, Seyfert-Margolis V, Conway M, Francisco D, Molzahn A, Erickson H, Wilson CC, Schunk R, Sierra B, Hughes T, Smolen K, Desjardins M, van Haren S, Mitre X, Cauley J, Li X, Tong A, Evans B, Montesano C, Licona JH, Krauss J, Chang JBP, Izaguirre N, Chaudhary O, Coppi A, Fournier J, Mohanty S, Muenker MC, Nelson A, Raddassi K, Rainone M, Ruff WE, Salahuddin S, Schulz WL, Vijayakumar P, Wang H, Wunder Jr. E, Young HP, Zhao Y, Saksena M, Altman D, Kojic E, Srivastava K, Eaker LQ, Bermúdez-González MC, Beach KF, Sominsky LA, Azad AR, Carreño JM, Singh G, Raskin A, Tcheou J, Bielak D, Kawabata H, Mulder LCF, Kleiner G, Lee AS, Do ED, Fernandes A, Manohar M, Hagan T, Blish CA, Din HN, Roque J, Yang S, Brunton A, Sullivan PE, Strnad M, Lyski ZL, Coulter FJ, Booth JL, Sinko LA, Moldawer LL, Borresen B, Roth-Manning B, Song LZ, Nelson E, Lewis-Smith M, Smith J, Tipan PG, Siles N, Bazzi S, Geltman J, Hurley K, Gabriele G, Sieg S, Vaysman T, Bristow L, Hussaini L, Hellmeister K, Samaha H, Cheng A, Spainhour C, Scherer EM, Johnson B, Bechnak A, Ciric CR, Hewitt L, Carter E, Mcnair N, Panganiban B, Huerta C, Usher J, Ribeiro SP, Altman MC, Becker PM, Rouphael N. Phenotypes of disease severity in a cohort of hospitalized COVID-19 patients: Results from the IMPACC study. EBioMedicine 2022; 83:104208. [PMID: 35952496 PMCID: PMC9359694 DOI: 10.1016/j.ebiom.2022.104208] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 07/11/2022] [Accepted: 07/25/2022] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Better understanding of the association between characteristics of patients hospitalized with coronavirus disease 2019 (COVID-19) and outcome is needed to further improve upon patient management. METHODS Immunophenotyping Assessment in a COVID-19 Cohort (IMPACC) is a prospective, observational study of 1164 patients from 20 hospitals across the United States. Disease severity was assessed using a 7-point ordinal scale based on degree of respiratory illness. Patients were prospectively surveyed for 1 year after discharge for post-acute sequalae of COVID-19 (PASC) through quarterly surveys. Demographics, comorbidities, radiographic findings, clinical laboratory values, SARS-CoV-2 PCR and serology were captured over a 28-day period. Multivariable logistic regression was performed. FINDINGS The median age was 59 years (interquartile range [IQR] 20); 711 (61%) were men; overall mortality was 14%, and 228 (20%) required invasive mechanical ventilation. Unsupervised clustering of ordinal score over time revealed distinct disease course trajectories. Risk factors associated with prolonged hospitalization or death by day 28 included age ≥ 65 years (odds ratio [OR], 2.01; 95% CI 1.28-3.17), Hispanic ethnicity (OR, 1.71; 95% CI 1.13-2.57), elevated baseline creatinine (OR 2.80; 95% CI 1.63- 4.80) or troponin (OR 1.89; 95% 1.03-3.47), baseline lymphopenia (OR 2.19; 95% CI 1.61-2.97), presence of infiltrate by chest imaging (OR 3.16; 95% CI 1.96-5.10), and high SARS-CoV2 viral load (OR 1.53; 95% CI 1.17-2.00). Fatal cases had the lowest ratio of SARS-CoV-2 antibody to viral load levels compared to other trajectories over time (p=0.001). 589 survivors (51%) completed at least one survey at follow-up with 305 (52%) having at least one symptom consistent with PASC, most commonly dyspnea (56% among symptomatic patients). Female sex was the only associated risk factor for PASC. INTERPRETATION Integration of PCR cycle threshold, and antibody values with demographics, comorbidities, and laboratory/radiographic findings identified risk factors for 28-day outcome severity, though only female sex was associated with PASC. Longitudinal clinical phenotyping offers important insights, and provides a framework for immunophenotyping for acute and long COVID-19. FUNDING NIH.
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Affiliation(s)
- Al Ozonoff
- Clinical & Data Coordinating Center (CDCC); Precision Vaccines Program, Boston Children's Hospital, Boston, MA, United States
| | - Joanna Schaenman
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, United States
| | | | - Carly E. Milliren
- Clinical & Data Coordinating Center (CDCC); Precision Vaccines Program, Boston Children's Hospital, Boston, MA, United States
| | - Carolyn S. Calfee
- University of California San Francisco School of Medicine, San Francisco, CA, United States
| | - Charles B. Cairns
- Drexel University/Tower Health Hospital, Philadelphia, PA, United States
| | - Monica Kraft
- University of Arizona, Tucson, AZ, United States
| | - Lindsey R. Baden
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States
| | - Albert C. Shaw
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, United States
| | - Florian Krammer
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Harm van Bakel
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Denise A. Esserman
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, United States
| | - Shanshan Liu
- Clinical & Data Coordinating Center (CDCC); Precision Vaccines Program, Boston Children's Hospital, Boston, MA, United States
| | | | - Viviana Simon
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - David A. Hafler
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, United States
| | - Ruth R. Montgomery
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, United States
| | - Steven H. Kleinstein
- Yale School of Medicine, and Yale School of Public Health, New Haven, CT, United States
| | - Ofer Levy
- Boston Clinical Site: Precision Vaccines Program, Boston Children's Hospital, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States
| | | | - Elias K. Haddad
- Drexel University/Tower Health Hospital, Philadelphia, PA, United States
| | - David J. Erle
- University of California San Francisco School of Medicine, San Francisco, CA, United States
| | | | | | | | | | | | | | - Jordan P. Metcalf
- Oklahoma University Health Sciences Center, Oklahoma, OK, United States
| | - Mark A. Atkinson
- University of Florida, Gainesville and University of South Florida, Tampa, FL, United States
| | - Scott C. Brakenridge
- University of Florida, Gainesville and University of South Florida, Tampa, FL, United States
| | - David Corry
- Baylor College of Medicine, and the Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey, Houston, TX, United States
| | - Farrah Kheradmand
- Baylor College of Medicine, and the Center for Translational Research on Inflammatory Diseases, Michael E. DeBakey, Houston, TX, United States
| | | | - Esther Melamed
- The University of Texas at Austin, Austin, TX, United States
| | | | - Rafick Sekaly
- Case Western Reserve University, Cleveland, OH, United States
| | - Joann Diray-Arce
- Clinical & Data Coordinating Center (CDCC); Precision Vaccines Program, Boston Children's Hospital, Boston, MA, United States
| | - Bjoern Peters
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Alison D. Augustine
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, United States
| | - Elaine F. Reed
- David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA, United States
| | | | - Patrice M. Becker
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Bethesda, MD, United States
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15
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Lu-Culligan A, Tabachnikova A, Pérez-Then E, Tokuyama M, Lee HJ, Lucas C, Silva Monteiro V, Miric M, Brache V, Cochon L, Muenker MC, Mohanty S, Huang J, Kang I, Dela Cruz C, Farhadian S, Campbell M, Yildirim I, Shaw AC, Ma S, Vermund SH, Ko AI, Omer SB, Iwasaki A. No evidence of fetal defects or anti-syncytin-1 antibody induction following COVID-19 mRNA vaccination. PLoS Biol 2022; 20:e3001506. [PMID: 35609110 PMCID: PMC9129011 DOI: 10.1371/journal.pbio.3001506] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 04/05/2022] [Indexed: 12/13/2022] Open
Abstract
The impact of Coronavirus Disease 2019 (COVID-19) mRNA vaccination on pregnancy and fertility has become a major topic of public interest. We investigated 2 of the most widely propagated claims to determine (1) whether COVID-19 mRNA vaccination of mice during early pregnancy is associated with an increased incidence of birth defects or growth abnormalities; and (2) whether COVID-19 mRNA-vaccinated human volunteers exhibit elevated levels of antibodies to the human placental protein syncytin-1. Using a mouse model, we found that intramuscular COVID-19 mRNA vaccination during early pregnancy at gestational age E7.5 did not lead to differences in fetal size by crown-rump length or weight at term, nor did we observe any gross birth defects. In contrast, injection of the TLR3 agonist and double-stranded RNA mimic polyinosinic-polycytidylic acid, or poly(I:C), impacted growth in utero leading to reduced fetal size. No overt maternal illness following either vaccination or poly(I:C) exposure was observed. We also found that term fetuses from these murine pregnancies vaccinated prior to the formation of the definitive placenta exhibit high circulating levels of anti-spike and anti-receptor-binding domain (anti-RBD) antibodies to Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) consistent with maternal antibody status, indicating transplacental transfer in the later stages of pregnancy after early immunization. Finally, we did not detect increased levels of circulating anti-syncytin-1 antibodies in a cohort of COVID-19 vaccinated adults compared to unvaccinated adults by ELISA. Our findings contradict popular claims associating COVID-19 mRNA vaccination with infertility and adverse neonatal outcomes.
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Affiliation(s)
- Alice Lu-Culligan
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Alexandra Tabachnikova
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | | | - Maria Tokuyama
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
- Department of Microbiology and Immunology, The University of British Columbia, Vancouver, Canada
| | - Hannah J. Lee
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Carolina Lucas
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Valter Silva Monteiro
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Marija Miric
- Two Oceans in Health, Santo Domingo, Dominican Republic
| | - Vivian Brache
- Biomedical Research Department, Profamilia, Santo Domingo, Dominican Republic
| | - Leila Cochon
- Biomedical Research Department, Profamilia, Santo Domingo, Dominican Republic
| | - M. Catherine Muenker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Subhasis Mohanty
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Jiefang Huang
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Insoo Kang
- Section of Rheumatology, Allergy and Immunology, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Charles Dela Cruz
- Section of Pulmonary and Critical Care Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
- Department of Microbial Pathogenesis, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Shelli Farhadian
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Melissa Campbell
- Section of Pediatric Infectious Diseases, Department of Pediatrics, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Inci Yildirim
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Section of Pediatric Infectious Diseases, Department of Pediatrics, Yale School of Medicine, New Haven, Connecticut, United States of America
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, United States of America
| | - Albert C. Shaw
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Shuangge Ma
- Department of Biostatistics, Yale University, New Haven, Connecticut, United States of America
| | - Sten H. Vermund
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Albert I. Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Saad B. Omer
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Section of Infectious Diseases, Department of Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, United States of America
| | - Akiko Iwasaki
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut, United States of America
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Department of Molecular, Cellular and Developmental Biology, New Haven, Connecticut, United States of America
- Howard Hughes Medical Institute, Chevy Chase, Maryland, United States of America
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16
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Johnson RM, Asashima H, Mohanty S, Shaw AC. Combining Cellular Immunology With RNAseq to Identify Novel Chlamydia T-Cell Subset Signatures. J Infect Dis 2022; 225:2033-2042. [PMID: 35172331 PMCID: PMC9159333 DOI: 10.1093/infdis/jiac051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 02/14/2022] [Indexed: 11/14/2022] Open
Abstract
Chlamydia trachomatis serovars A-L cause important diseases of the eyes and reproductive tract by infecting epithelium lining those organs. A major hurdle for vaccine trials is finding a surrogate biomarker for protective immunity. Investigational data argues for T-cell biomarker(s) reflecting mucosal adaption, cytokine polarization, B-cell help, antibacterial effector mechanisms, or some combination thereof. A human investigation and 2 mouse studies link IL-13 to protection from infection/immunopathology. We performed RNAseq on T cells resident in spleens and genital tracts of naturally immune mice. CD4 signatures were consistent with helper function that differed by site including a genital tract-specific Fgl2 signal. The genital tract CD8 signature featured IL-10 and promotion of healing/scarring with a unique transcription of granzyme A. The RNAseq data was used to refine previously published CD4γ13 and CD8γ13 transcriptomes derived from protective T-cell clones, potentially identifying practicable T-cell subset signatures for assessing Chlamydia vaccine candidates.
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Affiliation(s)
- Raymond M Johnson
- Correspondence: Raymond M. Johnson, MD, PhD, Department of Internal Medicine, Yale University School of Medicine, PO Box 208022, TAC s169, New Haven, CT 06520-8022 ()
| | - Hiromitsu Asashima
- Department of Immunobiology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
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17
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Unterman A, Sumida TS, Nouri N, Yan X, Zhao AY, Gasque V, Schupp JC, Asashima H, Liu Y, Cosme C, Deng W, Chen M, Raredon MSB, Hoehn KB, Wang G, Wang Z, DeIuliis G, Ravindra NG, Li N, Castaldi C, Wong P, Fournier J, Bermejo S, Sharma L, Casanovas-Massana A, Vogels CBF, Wyllie AL, Grubaugh ND, Melillo A, Meng H, Stein Y, Minasyan M, Mohanty S, Ruff WE, Cohen I, Raddassi K, Niklason LE, Ko AI, Montgomery RR, Farhadian SF, Iwasaki A, Shaw AC, van Dijk D, Zhao H, Kleinstein SH, Hafler DA, Kaminski N, Dela Cruz CS. Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19. Nat Commun 2022; 13:440. [PMID: 35064122 PMCID: PMC8782894 DOI: 10.1038/s41467-021-27716-4] [Citation(s) in RCA: 74] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 12/03/2021] [Indexed: 02/06/2023] Open
Abstract
Dysregulated immune responses against the SARS-CoV-2 virus are instrumental in severe COVID-19. However, the immune signatures associated with immunopathology are poorly understood. Here we use multi-omics single-cell analysis to probe the dynamic immune responses in hospitalized patients with stable or progressive course of COVID-19, explore V(D)J repertoires, and assess the cellular effects of tocilizumab. Coordinated profiling of gene expression and cell lineage protein markers shows that S100Ahi/HLA-DRlo classical monocytes and activated LAG-3hi T cells are hallmarks of progressive disease and highlights the abnormal MHC-II/LAG-3 interaction on myeloid and T cells, respectively. We also find skewed T cell receptor repertories in expanded effector CD8+ clones, unmutated IGHG+ B cell clones, and mutated B cell clones with stable somatic hypermutation frequency over time. In conclusion, our in-depth immune profiling reveals dyssynchrony of the innate and adaptive immune interaction in progressive COVID-19.
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MESH Headings
- Adaptive Immunity/drug effects
- Adaptive Immunity/genetics
- Adaptive Immunity/immunology
- Aged
- Antibodies, Monoclonal, Humanized/therapeutic use
- CD4-Positive T-Lymphocytes/drug effects
- CD4-Positive T-Lymphocytes/immunology
- CD4-Positive T-Lymphocytes/metabolism
- CD8-Positive T-Lymphocytes/drug effects
- CD8-Positive T-Lymphocytes/immunology
- CD8-Positive T-Lymphocytes/metabolism
- COVID-19/genetics
- COVID-19/immunology
- Cells, Cultured
- Female
- Gene Expression Profiling/methods
- Gene Expression Regulation/drug effects
- Gene Expression Regulation/immunology
- Humans
- Immunity, Innate/drug effects
- Immunity, Innate/genetics
- Immunity, Innate/immunology
- Male
- RNA-Seq/methods
- Receptors, Antigen, B-Cell/genetics
- Receptors, Antigen, B-Cell/immunology
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/immunology
- SARS-CoV-2/drug effects
- SARS-CoV-2/immunology
- SARS-CoV-2/physiology
- Single-Cell Analysis/methods
- COVID-19 Drug Treatment
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Affiliation(s)
- Avraham Unterman
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA.
- Pulmonary Institute, Tel Aviv Sourasky Medical Center, Tel Aviv University, Tel Aviv, Israel.
| | - Tomokazu S Sumida
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA.
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA.
| | - Nima Nouri
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Center for Medical Informatics, Yale School of Medicine, New Haven, CT, USA
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Xiting Yan
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Amy Y Zhao
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
- Department of Genetics, Yale School of Medicine, New Haven, CT, USA
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Victor Gasque
- Department of Computer Science, Yale University, New Haven, CT, USA
- Cardiovascular Research Center, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Jonas C Schupp
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
- Department of Respiratory Medicine, Hannover Medical School and Biomedical Research in End-stage and Obstructive Lung Disease Hannover, German Lung Research Center (DZL), Hannover, Germany
| | - Hiromitsu Asashima
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - Yunqing Liu
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Carlos Cosme
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Wenxuan Deng
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Ming Chen
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Micha Sam Brickman Raredon
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
- Department of Biomedical Engineering, Yale University, New Haven, CT, USA
- Medical Scientist Training Program, Yale School of Medicine, New Haven, CT, USA
| | - Kenneth B Hoehn
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Guilin Wang
- Yale Center for Genome Analysis/Keck Biotechnology Resource Laboratory, Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, New Haven, CT, USA
| | - Zuoheng Wang
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Giuseppe DeIuliis
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Neal G Ravindra
- Department of Computer Science, Yale University, New Haven, CT, USA
- Cardiovascular Research Center, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Ningshan Li
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
- SJTU-Yale Joint Center for Biostatistics and Data Science, Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | | | - Patrick Wong
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - John Fournier
- School of Medicine, Yale University, New Haven, CT, USA
| | - Santos Bermejo
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Lokesh Sharma
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Arnau Casanovas-Massana
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Anne L Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Anthony Melillo
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Hailong Meng
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Yan Stein
- Pulmonary Institute, Tel Aviv Sourasky Medical Center, Tel Aviv University, Tel Aviv, Israel
| | - Maksym Minasyan
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - William E Ruff
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - Inessa Cohen
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - Khadir Raddassi
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - Laura E Niklason
- Departments of Anesthesiology & Biomedical Engineering, Yale University, New Haven, CT, USA
| | - Albert I Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Shelli F Farhadian
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA
| | - David van Dijk
- Department of Computer Science, Yale University, New Haven, CT, USA
- Cardiovascular Research Center, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
- Department of Genetics, Yale School of Medicine, New Haven, CT, USA
- SJTU-Yale Joint Center for Biostatistics and Data Science, Department of Bioinformatics and Biostatistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
- Inter-Departmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA
| | - Steven H Kleinstein
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Inter-Departmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA
| | - David A Hafler
- Department of Neurology, School of Medicine, Yale University, New Haven, CT, USA
- Department of Immunobiology, School of Medicine, Yale University, New Haven, CT, USA
| | - Naftali Kaminski
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
| | - Charles S Dela Cruz
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, School of Medicine, Yale University, New Haven, CT, USA
- West Haven Veterans Affair Medical Center, West Haven, CT, USA
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18
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Lucas C, Vogels CBF, Yildirim I, Rothman JE, Lu P, Monteiro V, Gehlhausen JR, Campbell M, Silva J, Tabachnikova A, Peña-Hernandez MA, Muenker MC, Breban MI, Fauver JR, Mohanty S, Huang J, Shaw AC, Ko AI, Omer SB, Grubaugh ND, Iwasaki A. Impact of circulating SARS-CoV-2 variants on mRNA vaccine-induced immunity. Nature 2021; 600:523-529. [PMID: 34634791 PMCID: PMC9348899 DOI: 10.1038/s41586-021-04085-y] [Citation(s) in RCA: 150] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2021] [Accepted: 09/30/2021] [Indexed: 01/16/2023]
Abstract
The emergence of SARS-CoV-2 variants with mutations in major neutralizing antibody-binding sites can affect humoral immunity induced by infection or vaccination1-6. Here we analysed the development of anti-SARS-CoV-2 antibody and T cell responses in individuals who were previously infected (recovered) or uninfected (naive) and received mRNA vaccines to SARS-CoV-2. While individuals who were previously infected sustained higher antibody titres than individuals who were uninfected post-vaccination, the latter reached comparable levels of neutralization responses to the ancestral strain after the second vaccine dose. T cell activation markers measured upon spike or nucleocapsid peptide in vitro stimulation showed a progressive increase after vaccination. Comprehensive analysis of plasma neutralization using 16 authentic isolates of distinct locally circulating SARS-CoV-2 variants revealed a range of reduction in the neutralization capacity associated with specific mutations in the spike gene: lineages with E484K and N501Y/T (for example, B.1.351 and P.1) had the greatest reduction, followed by lineages with L452R (for example, B.1.617.2). While both groups retained neutralization capacity against all variants, plasma from individuals who were previously infected and vaccinated displayed overall better neutralization capacity than plasma from individuals who were uninfected and also received two vaccine doses, pointing to vaccine boosters as a relevant future strategy to alleviate the effect of emerging variants on antibody neutralizing activity.
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Affiliation(s)
- Carolina Lucas
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Inci Yildirim
- Department of Pediatric, Section of Infectious Diseases and Global Health, Yale University School of Medicine, New Haven, CT, USA
- Yale Institute for Global Health, Yale University, New Haven, CT, USA
| | - Jessica E Rothman
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Peiwen Lu
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Valter Monteiro
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Jeff R Gehlhausen
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Melissa Campbell
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Julio Silva
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | | | | | - M Catherine Muenker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Mallery I Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Joseph R Fauver
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Subhasis Mohanty
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Jiefang Huang
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Albert C Shaw
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Albert I Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Saad B Omer
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Yale Institute for Global Health, Yale University, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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19
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Lucas C, Klein J, Sundaram ME, Liu F, Wong P, Silva J, Mao T, Oh JE, Mohanty S, Huang J, Tokuyama M, Lu P, Venkataraman A, Park A, Israelow B, Vogels CBF, Muenker MC, Chang CH, Casanovas-Massana A, Moore AJ, Zell J, Fournier JB, Wyllie AL, Campbell M, Lee AI, Chun HJ, Grubaugh ND, Schulz WL, Farhadian S, Dela Cruz C, Ring AM, Shaw AC, Wisnewski AV, Yildirim I, Ko AI, Omer SB, Iwasaki A. Author Correction: Delayed production of neutralizing antibodies correlates with fatal COVID-19. Nat Med 2021; 27:1309. [PMID: 34145437 PMCID: PMC8212078 DOI: 10.1038/s41591-021-01416-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Carolina Lucas
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Jon Klein
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria E Sundaram
- ICES, Toronto, ON, Canada.,Centre for Vaccine Preventable Diseases, University of Toronto Dalla Lana School of Public Health, Toronto, ON, Canada
| | - Feimei Liu
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Patrick Wong
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Julio Silva
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Tianyang Mao
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Ji Eun Oh
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Subhasis Mohanty
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.,Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Jiefang Huang
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.,Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Tokuyama
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Peiwen Lu
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Arvind Venkataraman
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Annsea Park
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Benjamin Israelow
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.,Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - M Catherine Muenker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - C-Hong Chang
- Department of Medicine, Section of Cardiovascular Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Arnau Casanovas-Massana
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Adam J Moore
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Joseph Zell
- Department of Internal Medicine/Section General Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - John B Fournier
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | | | - Anne L Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Melissa Campbell
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Alfred I Lee
- Department of Hematology, Yale University School of Medicine, New Haven, CT, USA
| | - Hyung J Chun
- Department of Medicine, Section of Cardiovascular Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Wade L Schulz
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA.,Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, CT, USA
| | - Shelli Farhadian
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Charles Dela Cruz
- Department of Medicine, Section of Pulmonary and Critical Care Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Aaron M Ring
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Albert C Shaw
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.,Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Adam V Wisnewski
- Department of Internal Medicine/Section General Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Inci Yildirim
- Department of Pediatric, Section of Infectious Diseases and Global Health, Yale University School of Medicine, New Haven, CT, USA.,Yale Institute for Global Health, Yale University, New Haven, CT, USA
| | - Albert I Ko
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA.,Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Saad B Omer
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA.,Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA.,Yale Institute for Global Health, Yale University, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA. .,Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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20
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Biondi BE, Mohanty S, Wyk BV, Montgomery RR, Shaw AC, Springer SA. Design and implementation of a prospective cohort study of persons living with and without HIV infection who are initiating medication treatment for opioid use disorder. Contemp Clin Trials Commun 2021; 21:100704. [PMID: 33490708 PMCID: PMC7807244 DOI: 10.1016/j.conctc.2021.100704] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 10/15/2020] [Accepted: 01/01/2021] [Indexed: 02/02/2023] Open
Abstract
Background Opioid use disorder (OUD) negatively impacts the HIV continuum of care for persons living with HIV. Medication treatment for OUD (MOUD) may have differential biological effects in individuals with HIV and OUD. To address the question of modulation of immune responses by MOUDs, we describe state of the art systems biology approaches to carry out the first prospective, longitudinal study of persons with and without HIV infection with OUD initiating MOUD. Methods A prospective cohort study of persons with DSM-5 diagnosed OUD who are living with and without HIV infection and initiating treatment with methadone or buprenorphine is underway to assess biological effects of these medications on immunobiological outcomes. Results We describe the recruitment, laboratory, and statistical methods of this study as well as the protocol details. Of those screened for enrollment into the study, 468 (36%) were eligible and 135 were enrolled thus far. Retention through month 6 has been high at 80%. Conclusions This study will use state of the art systems biology approaches to carry out the first prospective, longitudinal studies of persons living with and without HIV with DSM-5 OUD initiating treatment with MOUD.
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Affiliation(s)
- Breanne E Biondi
- Department of Internal Medicine, Section of Infectious Diseases, AIDS Program, Yale School of Medicine, New Haven, CT, USA
| | - Subhasis Mohanty
- Department of Internal Medicine, Section of Infectious Diseases, AIDS Program, Yale School of Medicine, New Haven, CT, USA
| | - Brent Vander Wyk
- Department of Internal Medicine, Section of Geriatrics, Yale School of Medicine, New Haven, CT, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Section of Rheumatology, Yale School of Medicine, New Haven, CT, USA
| | - Albert C Shaw
- Department of Internal Medicine, Section of Infectious Diseases, AIDS Program, Yale School of Medicine, New Haven, CT, USA
| | - Sandra A Springer
- Department of Internal Medicine, Section of Infectious Diseases, AIDS Program, Yale School of Medicine, New Haven, CT, USA.,Center for Interdisciplinary Research on AIDS, Yale University School of Public Health, New Haven, CT, USA
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21
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Lucas C, Wong P, Klein J, Castro TBR, Silva J, Sundaram M, Ellingson MK, Mao T, Oh JE, Israelow B, Takahashi T, Tokuyama M, Lu P, Venkataraman A, Park A, Mohanty S, Wang H, Wyllie AL, Vogels CBF, Earnest R, Lapidus S, Ott IM, Moore AJ, Muenker MC, Fournier JB, Campbell M, Odio CD, Casanovas-Massana A, Herbst R, Shaw AC, Medzhitov R, Schulz WL, Grubaugh ND, Dela Cruz C, Farhadian S, Ko AI, Omer SB, Iwasaki A. Longitudinal analyses reveal immunological misfiring in severe COVID-19. Nature 2020; 584:463-469. [PMID: 32717743 DOI: 10.1101/2020.06.23.20138289] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 07/21/2020] [Indexed: 05/27/2023]
Abstract
Recent studies have provided insights into the pathogenesis of coronavirus disease 2019 (COVID-19)1-4. However, the longitudinal immunological correlates of disease outcome remain unclear. Here we serially analysed immune responses in 113 patients with moderate or severe COVID-19. Immune profiling revealed an overall increase in innate cell lineages, with a concomitant reduction in T cell number. An early elevation in cytokine levels was associated with worse disease outcomes. Following an early increase in cytokines, patients with moderate COVID-19 displayed a progressive reduction in type 1 (antiviral) and type 3 (antifungal) responses. By contrast, patients with severe COVID-19 maintained these elevated responses throughout the course of the disease. Moreover, severe COVID-19 was accompanied by an increase in multiple type 2 (anti-helminths) effectors, including interleukin-5 (IL-5), IL-13, immunoglobulin E and eosinophils. Unsupervised clustering analysis identified four immune signatures, representing growth factors (A), type-2/3 cytokines (B), mixed type-1/2/3 cytokines (C), and chemokines (D) that correlated with three distinct disease trajectories. The immune profiles of patients who recovered from moderate COVID-19 were enriched in tissue reparative growth factor signature A, whereas the profiles of those with who developed severe disease had elevated levels of all four signatures. Thus, we have identified a maladapted immune response profile associated with severe COVID-19 and poor clinical outcome, as well as early immune signatures that correlate with divergent disease trajectories.
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Affiliation(s)
- Carolina Lucas
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Patrick Wong
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Jon Klein
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Tiago B R Castro
- Laboratory of Mucosal Immunology, The Rockefeller University, New York, NY, USA
| | - Julio Silva
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Sundaram
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Mallory K Ellingson
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Tianyang Mao
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Ji Eun Oh
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Benjamin Israelow
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Takehiro Takahashi
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Tokuyama
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Peiwen Lu
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Arvind Venkataraman
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Annsea Park
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Subhasis Mohanty
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Haowei Wang
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Anne L Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Rebecca Earnest
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Sarah Lapidus
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Isabel M Ott
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Adam J Moore
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - M Catherine Muenker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - John B Fournier
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Melissa Campbell
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Camila D Odio
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Arnau Casanovas-Massana
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Roy Herbst
- Yale University School of Medicine, Yale Cancer Center, and Smilow Cancer Hospital, New Haven, CT, USA
| | - Albert C Shaw
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Ruslan Medzhitov
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Wade L Schulz
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, CT, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Charles Dela Cruz
- Department of Medicine, Section of Pulmonary and Critical Care Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Shelli Farhadian
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Albert I Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Saad B Omer
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
- Yale Institute for Global Health, Yale University, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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22
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Lucas C, Wong P, Klein J, Castro TBR, Silva J, Sundaram M, Ellingson MK, Mao T, Oh JE, Israelow B, Takahashi T, Tokuyama M, Lu P, Venkataraman A, Park A, Mohanty S, Wang H, Wyllie AL, Vogels CBF, Earnest R, Lapidus S, Ott IM, Moore AJ, Muenker MC, Fournier JB, Campbell M, Odio CD, Casanovas-Massana A, Herbst R, Shaw AC, Medzhitov R, Schulz WL, Grubaugh ND, Dela Cruz C, Farhadian S, Ko AI, Omer SB, Iwasaki A. Longitudinal analyses reveal immunological misfiring in severe COVID-19. Nature 2020; 584:463-469. [PMID: 32717743 PMCID: PMC7477538 DOI: 10.1038/s41586-020-2588-y] [Citation(s) in RCA: 1425] [Impact Index Per Article: 356.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 07/21/2020] [Indexed: 02/06/2023]
Abstract
Recent studies have provided insights into the pathogenesis of coronavirus disease 2019 (COVID-19)1-4. However, the longitudinal immunological correlates of disease outcome remain unclear. Here we serially analysed immune responses in 113 patients with moderate or severe COVID-19. Immune profiling revealed an overall increase in innate cell lineages, with a concomitant reduction in T cell number. An early elevation in cytokine levels was associated with worse disease outcomes. Following an early increase in cytokines, patients with moderate COVID-19 displayed a progressive reduction in type 1 (antiviral) and type 3 (antifungal) responses. By contrast, patients with severe COVID-19 maintained these elevated responses throughout the course of the disease. Moreover, severe COVID-19 was accompanied by an increase in multiple type 2 (anti-helminths) effectors, including interleukin-5 (IL-5), IL-13, immunoglobulin E and eosinophils. Unsupervised clustering analysis identified four immune signatures, representing growth factors (A), type-2/3 cytokines (B), mixed type-1/2/3 cytokines (C), and chemokines (D) that correlated with three distinct disease trajectories. The immune profiles of patients who recovered from moderate COVID-19 were enriched in tissue reparative growth factor signature A, whereas the profiles of those with who developed severe disease had elevated levels of all four signatures. Thus, we have identified a maladapted immune response profile associated with severe COVID-19 and poor clinical outcome, as well as early immune signatures that correlate with divergent disease trajectories.
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Affiliation(s)
- Carolina Lucas
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Patrick Wong
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Jon Klein
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Tiago B R Castro
- Laboratory of Mucosal Immunology, The Rockefeller University, New York, NY, USA
| | - Julio Silva
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Sundaram
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Mallory K Ellingson
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Tianyang Mao
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Ji Eun Oh
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Benjamin Israelow
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Takehiro Takahashi
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Tokuyama
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Peiwen Lu
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Arvind Venkataraman
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Annsea Park
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Subhasis Mohanty
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Haowei Wang
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Anne L Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Rebecca Earnest
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Sarah Lapidus
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Isabel M Ott
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Adam J Moore
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - M Catherine Muenker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - John B Fournier
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Melissa Campbell
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Camila D Odio
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Arnau Casanovas-Massana
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Roy Herbst
- Yale University School of Medicine, Yale Cancer Center, and Smilow Cancer Hospital, New Haven, CT, USA
| | - Albert C Shaw
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Ruslan Medzhitov
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Wade L Schulz
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, CT, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Charles Dela Cruz
- Department of Medicine, Section of Pulmonary and Critical Care Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Shelli Farhadian
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Albert I Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
| | - Saad B Omer
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
- Department of Medicine, Section of Infectious Diseases, Yale University School of Medicine, New Haven, CT, USA
- Yale Institute for Global Health, Yale University, New Haven, CT, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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23
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Shin MS, Kim D, Yim K, Park HJ, You S, Dong X, Koumpouras F, Shaw AC, Fan R, Krishnaswamy S, Kang I. IL-7 receptor alpha defines heterogeneity and signature of human effector memory CD8 + T cells in high dimensional analysis. Cell Immunol 2020; 355:104155. [PMID: 32619811 DOI: 10.1016/j.cellimm.2020.104155] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 05/14/2020] [Accepted: 06/19/2020] [Indexed: 12/11/2022]
Abstract
The IL-7 receptor alpha chain (IL-7Rα or CD127) can be differentially expressed in memory CD8+ T cells. Here we investigated whether IL-7Rα could serve as a key molecule in defining a comprehensive landscape of heterogeneity in human effector memory (EM) CD8+ T cells using high-dimensional Cytometry by Time-Of-Flight (CyTOF) and single-cell RNA-seq (scRNA-seq). IL-7Rα had diverse, but organized, expressional relationship in EM CD8+ T cells with molecules related to cell function and gene regulation, which rendered an immune landscape defining heterogeneous cell subsets. The differential expression of these molecules likely has biological implications as we found in vivo signatures of transcription factors and homeostasis cytokine receptors, including T-bet and IL-7Rα. Our findings indicate the existence of heterogeneity in human EM CD8+ T cells as defined by distinct but organized expression patterns of multiple molecules in relationship to IL-7Rα and its possible biological significance in modulating downstream events.
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Affiliation(s)
- Min Sun Shin
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA
| | - Dongjoo Kim
- Department of Biomedical Engineering, Yale University, New Haven, CT 06520, USA
| | - Kristina Yim
- Departments of Genetics, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Hong-Jai Park
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA
| | - Sungyong You
- Division of Cancer Biology and Therapeutics, Departments of Surgery, Biomedical Sciences and Pathology and Laboratory Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Xuemei Dong
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA
| | - Fotios Koumpouras
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA
| | - Rong Fan
- Department of Biomedical Engineering, Yale University, New Haven, CT 06520, USA
| | - Smita Krishnaswamy
- Departments of Genetics, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Insoo Kang
- Departments of Internal Medicine and Yale University School of Medicine, New Haven, CT 06520, USA.
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24
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Abstract
The collective loss of immune protection during aging leads to poor vaccine responses and an increased severity of infection for the elderly. Here, we review our current understanding of effects of aging on the cellular and molecular dysregulation of innate immune cells as well as the relevant tissue milieu which influences their functions. The innate immune system is composed of multiple cell types which provide distinct and essential roles in tissue surveillance and antigen presentation as well as early responses to infection or injury. Functional defects that arise during aging lead to a reduced dynamic range of responsiveness, altered cytokine dynamics, and impaired tissue repair. Heightened inflammation influences both the dysregulation of innate immune responses as well as surrounding tissue microenvironments which have a critical role in development of a functional immune response. In particular, age-related physical and inflammatory changes in the skin, lung, lymph nodes, and adipose tissue reflect disrupted architecture and spatial organization contributing to diminished immune responsiveness. Underlying mechanisms include altered transcriptional programming and dysregulation of critical innate immune signaling cascades. Further, we identify signaling functions of bioactive lipid mediators which address chronic inflammation and may contribute to the resolution of inflammation to improve innate immunity during aging.
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Affiliation(s)
- Emily L Goldberg
- Department of Comparative Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Albert C Shaw
- Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA,
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25
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Zapata HJ, Van Ness PH, Avey S, Siconolfi B, Allore HG, Tsang S, Wilson J, Barakat L, Mohanty S, Shaw AC. Impact of Aging and HIV Infection on the Function of the C-Type Lectin Receptor MINCLE in Monocytes. J Gerontol A Biol Sci Med Sci 2020; 74:794-801. [PMID: 30239628 DOI: 10.1093/gerona/gly209] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Indexed: 12/11/2022] Open
Abstract
Both aging and HIV infection are associated with an enhanced pro-inflammatory environment that contributes to impaired immune responses and is mediated in part by innate immune pattern-recognition receptors. MINCLE is a C-type lectin receptor that recognizes trehalose-6,6'-dimycolate or "cord factor," the most abundant glycolipid in Mycobacterium tuberculosis. Here, we evaluated MINCLE function in monocytes in a cohort of HIV-infected and uninfected young (21-35 years) and older adults (≥60 years) via stimulation of peripheral blood mononuclear cells with trehalose-6,6-dibehenate, a synthetic analog of trehalose-6,6'-dimycolate and measurement of cytokine production (interleukin [IL]-10, IL-12, IL-6, tumor necrosis factor-α) by multicolor flow cytometry. Our studies show an age- and HIV-associated increase in cytokine multifunctionality of monocytes both at the population and single cell level that was dominated by IL-12, IL-10, and IL-6. These findings provide insight into the host response to M. tuberculosis and possible sources for the pro-inflammatory environment seen in aging and HIV infection.
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Affiliation(s)
- Heidi J Zapata
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Peter H Van Ness
- Yale University Program on Aging, Yale University, New Haven, Connecticut
| | - Stefan Avey
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut
| | - Barbara Siconolfi
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Heather G Allore
- Yale University Program on Aging, Yale University, New Haven, Connecticut
| | - Sui Tsang
- Yale University Program on Aging, Yale University, New Haven, Connecticut
| | - Jean Wilson
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Lydia Barakat
- Yale AIDS Care Program, Yale University, New Haven, Connecticut
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
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26
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Avey S, Mohanty S, Chawla DG, Meng H, Bandaranayake T, Ueda I, Zapata HJ, Park K, Blevins TP, Tsang S, Belshe RB, Kaech SM, Shaw AC, Kleinstein SH. Seasonal Variability and Shared Molecular Signatures of Inactivated Influenza Vaccination in Young and Older Adults. J Immunol 2020; 204:1661-1673. [PMID: 32060136 DOI: 10.4049/jimmunol.1900922] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 01/08/2020] [Indexed: 01/01/2023]
Abstract
The seasonal influenza vaccine is an important public health tool but is only effective in a subset of individuals. The identification of molecular signatures provides a mechanism to understand the drivers of vaccine-induced immunity. Most previously reported molecular signatures of human influenza vaccination were derived from a single age group or season, ignoring the effects of immunosenescence or vaccine composition. Thus, it remains unclear how immune signatures of vaccine response change with age across multiple seasons. In this study we profile the transcriptional landscape of young and older adults over five consecutive vaccination seasons to identify shared signatures of vaccine response as well as marked seasonal differences. Along with substantial variability in vaccine-induced signatures across seasons, we uncovered a common transcriptional signature 28 days postvaccination in both young and older adults. However, gene expression patterns associated with vaccine-induced Ab responses were distinct in young and older adults; for example, increased expression of killer cell lectin-like receptor B1 (KLRB1; CD161) 28 days postvaccination positively and negatively predicted vaccine-induced Ab responses in young and older adults, respectively. These findings contribute new insights for developing more effective influenza vaccines, particularly in older adults.
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Affiliation(s)
- Stefan Avey
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520
| | - Daniel G Chawla
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511
| | - Hailong Meng
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520
| | - Thilinie Bandaranayake
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520
| | - Ikuyo Ueda
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520
| | - Heidi J Zapata
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520
| | - Koonam Park
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520; and
| | - Tamara P Blevins
- Division of Infectious Diseases, Department of Medicine, Saint Louis University School of Medicine, St. Louis, MO 63104
| | - Sui Tsang
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520
| | - Robert B Belshe
- Division of Infectious Diseases, Department of Medicine, Saint Louis University School of Medicine, St. Louis, MO 63104
| | - Susan M Kaech
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520; and
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520;
| | - Steven H Kleinstein
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511; .,Department of Pathology, Yale School of Medicine, New Haven, CT 06520.,Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520; and
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27
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Haspel JA, Anafi R, Brown MK, Cermakian N, Depner C, Desplats P, Gelman AE, Haack M, Jelic S, Kim BS, Laposky AD, Lee YC, Mongodin E, Prather AA, Prendergast BJ, Reardon C, Shaw AC, Sengupta S, Szentirmai É, Thakkar M, Walker WE, Solt LA. Perfect timing: circadian rhythms, sleep, and immunity - an NIH workshop summary. JCI Insight 2020; 5:131487. [PMID: 31941836 PMCID: PMC7030790 DOI: 10.1172/jci.insight.131487] [Citation(s) in RCA: 93] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Recent discoveries demonstrate a critical role for circadian rhythms and sleep in immune system homeostasis. Both innate and adaptive immune responses - ranging from leukocyte mobilization, trafficking, and chemotaxis to cytokine release and T cell differentiation -are mediated in a time of day-dependent manner. The National Institutes of Health (NIH) recently sponsored an interdisciplinary workshop, "Sleep Insufficiency, Circadian Misalignment, and the Immune Response," to highlight new research linking sleep and circadian biology to immune function and to identify areas of high translational potential. This Review summarizes topics discussed and highlights immediate opportunities for delineating clinically relevant connections among biological rhythms, sleep, and immune regulation.
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Affiliation(s)
- Jeffrey A. Haspel
- Division of Pulmonary, Critical Care and Sleep Medicine, Washington University School of Medicine in St. Louis, St. Louis, Missouri, USA
| | - Ron Anafi
- Center for Sleep and Circadian Neurobiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Marishka K. Brown
- National Center on Sleep Disorders Research, Division of Lung Diseases, National Heart, Lung, and Blood Institute, NIH, Bethesda, Maryland, USA
| | - Nicolas Cermakian
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec, Canada
| | - Christopher Depner
- Sleep and Chronobiology Laboratory, Department of Integrative Physiology, University of Colorado, Boulder, Colorado, USA
| | - Paula Desplats
- Department of Neurosciences and
- Department of Pathology, UCSD, La Jolla, California, USA
| | - Andrew E. Gelman
- Department of Surgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri, USA
| | - Monika Haack
- Human Sleep and Inflammatory Systems Laboratory, Department of Neurology, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Sanja Jelic
- Division of Pulmonary, Allergy, and Critical Care Medicine, Columbia University School of Medicine, New York, New York, USA
| | - Brian S. Kim
- Center for the Study of Itch
- Department of Medicine
- Department of Anesthesiology
- Department of Pathology, and
- Department of Immunology, Washington University School of Medicine in St. Louis, St. Louis, Missouri, USA
| | - Aaron D. Laposky
- National Center on Sleep Disorders Research, Division of Lung Diseases, National Heart, Lung, and Blood Institute, NIH, Bethesda, Maryland, USA
| | - Yvonne C. Lee
- Division of Rheumatology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Emmanuel Mongodin
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Aric A. Prather
- Department of Psychiatry, UCSF, San Francisco, California, USA
| | - Brian J. Prendergast
- Department of Psychology and Committee on Neurobiology, University of Chicago, Chicago, Illinois, USA
| | - Colin Reardon
- Department, of Anatomy, Physiology, and Cell Biology, UCD School of Veterinary Medicine, Davis, California, USA
| | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Shaon Sengupta
- Division of Neonatology, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Éva Szentirmai
- Department of Biomedical Sciences, Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA
| | - Mahesh Thakkar
- Harry S. Truman Memorial Veterans Hospital, Columbia, Missouri, USA
- Department of Neurology, University of Missouri School of Medicine, Columbia, Missouri, USA
| | - Wendy E. Walker
- Center of Emphasis in Infectious Diseases, Department of Molecular and Translational Medicine, Paul L. Foster School of Medicine, Health Sciences Center, Texas Tech University, El Paso, Texas, USA
| | - Laura A. Solt
- Department of Immunology and Microbiology, Scripps Research Institute, Jupiter, Florida, USA
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28
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Lindow JC, Tsay AJ, Montgomery RR, Reis EAG, Wunder EA, Araújo G, Nery NRR, Mohanty S, Shaw AC, Lee PJ, Reis MG, Ko AI. Elevated Activation of Neutrophil Toll-Like Receptors in Patients with Acute Severe Leptospirosis: An Observational Study. Am J Trop Med Hyg 2019; 101:585-589. [PMID: 31333152 PMCID: PMC6726964 DOI: 10.4269/ajtmh.19-0160] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Accepted: 06/19/2019] [Indexed: 12/16/2022] Open
Abstract
Leptospirosis is the leading cause of zoonotic morbidity and mortality globally, yet little is known about the immune mechanisms that may contribute to pathogenesis and severe disease. Although neutrophils are a key component of early immune responses to infection, they have been associated with tissue damage and inflammation in some febrile infections. To assess whether neutrophils contribute to the pathogenesis observed in severe leptospirosis, we quantitated levels of neutrophil activation markers in patients with varying disease severities. Hospitalized leptospirosis patients had significantly higher levels of toll-like receptors 2 and 4 (TLR2 and TLR4, respectively) on peripheral neutrophils than healthy controls, with the highest levels detected in patients with organ dysfunction. We observed no significant differences in other neutrophil baseline activation markers (CD62L and CD11b) or activation capacity (CD62L and CD11b levels following stimulation), regardless of disease severity. Our results provide preliminary evidence supporting the hypothesis that higher initial bacterial loads or inadequate or delayed neutrophil responses, rather than TLR-driven inflammation, may drive severe disease outcomes.
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Affiliation(s)
- Janet C. Lindow
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
| | - Annie J. Tsay
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
| | - Ruth R. Montgomery
- Section of Rheumatology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Eliana A. G. Reis
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
| | - Elsio A. Wunder
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
| | - Guilherme Araújo
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
| | - Nivison R. R. Nery
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Patty J. Lee
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Mitermayer G. Reis
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
- Faculdade de Medicina da Bahia, Universidade Federal da Bahia, Salvador, Brazil
| | - Albert I. Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Brazilian Ministry of Health, Salvador, Brazil
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29
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Park H, Shin MS, Kim M, Bilsborrow JB, Mohanty S, Montgomery RR, Shaw AC, You S, Kang I. Transcriptomic analysis of human IL-7 receptor alpha low and high effector memory CD8 + T cells reveals an age-associated signature linked to influenza vaccine response in older adults. Aging Cell 2019; 18:e12960. [PMID: 31044512 PMCID: PMC6612637 DOI: 10.1111/acel.12960] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Accepted: 03/10/2019] [Indexed: 12/20/2022] Open
Abstract
Here, we investigated the relationship of the age‐associated expansion of IL‐7 receptor alpha low (IL‐7Rαlow) effector memory (EM) CD8+ T cells with the global transcriptomic profile of peripheral blood cells in humans. We found 231 aging signature genes of IL‐7Rαlow EM CD8+ T cells that corresponded to 15% of the age‐associated genes (231/1,497) reported by a meta‐analysis study on human peripheral whole blood from approximately 15,000 individuals, having high correlation with chronological age. These aging signature genes were the target genes of several transcription factors including MYC, SATB1, and BATF, which also belonged to the 231 genes, supporting the upstream regulatory role of these transcription factors in altering the gene expression profile of peripheral blood cells with aging. We validated the differential expression of these transcription factors between IL‐7Rαlow and high EM CD8+ T cells as well as in peripheral blood mononuclear cells (PBMCs) of young and older adults. Finally, we found a significant association with influenza vaccine responses in older adults, suggesting the possible biological significance of the aging signature genes of IL‐7Rαlow EM CD8+ T cells. The results of our study support the relationship of the expansion of IL‐7Rαlow EM CD8+ T cells with the age‐associated changes in the gene expression profile of peripheral blood cells and its possible biological implications.
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Affiliation(s)
- Hong‐Jai Park
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Min Sun Shin
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Minhyung Kim
- Departments of Surgery and Biomedical Sciences Cedars‐Sinai Medical Center Los Angeles California
| | - Joshua B. Bilsborrow
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Subhasis Mohanty
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Ruth R. Montgomery
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Albert C. Shaw
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
| | - Sungyong You
- Departments of Surgery and Biomedical Sciences Cedars‐Sinai Medical Center Los Angeles California
- Samuel Oschin Comprehensive Cancer Institute Cedars‐Sinai Medical Center Los Angeles California
| | - Insoo Kang
- Department of Internal Medicine Yale University School of Medicine New Haven Connecticut
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30
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Shin MS, Yim K, Moon K, Park HJ, Mohanty S, Kim JW, Montgomery RR, Shaw AC, Krishnaswamy S, Kang I. Dissecting alterations in human CD8+ T cells with aging by high-dimensional single cell mass cytometry. Clin Immunol 2019; 200:24-30. [PMID: 30659916 DOI: 10.1016/j.clim.2019.01.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Revised: 12/04/2018] [Accepted: 01/14/2019] [Indexed: 12/26/2022]
Abstract
We investigated the effect of aging on the multi-dimensional characteristics and heterogeneity of human peripheral CD8+ T cells defined by the expression of a set of molecules at the single cell level using the recently developed mass cytometry or Cytometry by Time-Of-Flight (CyTOF) and computational algorithms. CD8+ T cells of young and older adults had differential expression of molecules, especially those related to cell activation and migration, permitting the clustering of young and older adults through an unbiased approach. The changes in the expression of individual molecules were collectively reflected in the altered high-dimensional profiles of CD8+ T cells in older adults as visualized by the dimensionality reduction analysis tools principal component analysis (PCA) and t-distributed stochastic neighbor embedding (t-SNE). A combination of PhenoGraph clustering and t-SNE analysis revealed heterogeneous subsets of CD8+ T cells that altered with aging. Furthermore, intermolecular quantitative relationships in CD8+ T cells appeared to change with age as determined by the computational algorithm conditional-Density Resampled Estimate of Mutual Information (DREMI). The results of our study showed that heterogeneity, multidimensional characteristics, and intermolecular quantitative relationships in human CD8+ T cells altered with age, distinctively clustering young and older adults through an unbiased approach.
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Affiliation(s)
- Min Sun Shin
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Kristina Yim
- Departments of Genetics, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Kevin Moon
- Departments of Genetics, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Hong-Jai Park
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Subhasis Mohanty
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Joseph W Kim
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Ruth R Montgomery
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Smita Krishnaswamy
- Departments of Genetics, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Insoo Kang
- Departments of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA.
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Avey S, Mohanty S, Wilson J, Zapata H, Joshi SR, Siconolfi B, Tsang S, Shaw AC, Kleinstein SH. Multiple network-constrained regressions expand insights into influenza vaccination responses. Bioinformatics 2018; 33:i208-i216. [PMID: 28881994 PMCID: PMC5870750 DOI: 10.1093/bioinformatics/btx260] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Motivation Systems immunology leverages recent technological advancements that enable broad profiling of the immune system to better understand the response to infection and vaccination, as well as the dysregulation that occurs in disease. An increasingly common approach to gain insights from these large-scale profiling experiments involves the application of statistical learning methods to predict disease states or the immune response to perturbations. However, the goal of many systems studies is not to maximize accuracy, but rather to gain biological insights. The predictors identified using current approaches can be biologically uninterpretable or present only one of many equally predictive models, leading to a narrow understanding of the underlying biology. Results Here we show that incorporating prior biological knowledge within a logistic modeling framework by using network-level constraints on transcriptional profiling data significantly improves interpretability. Moreover, incorporating different types of biological knowledge produces models that highlight distinct aspects of the underlying biology, while maintaining predictive accuracy. We propose a new framework, Logistic Multiple Network-constrained Regression (LogMiNeR), and apply it to understand the mechanisms underlying differential responses to influenza vaccination. Although standard logistic regression approaches were predictive, they were minimally interpretable. Incorporating prior knowledge using LogMiNeR led to models that were equally predictive yet highly interpretable. In this context, B cell-specific genes and mTOR signaling were associated with an effective vaccination response in young adults. Overall, our results demonstrate a new paradigm for analyzing high-dimensional immune profiling data in which multiple networks encoding prior knowledge are incorporated to improve model interpretability. Availability and implementation The R source code described in this article is publicly available at https://bitbucket.org/kleinstein/logminer . Contact steven.kleinstein@yale.edu or stefan.avey@yale.edu. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Stefan Avey
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Jean Wilson
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Heidi Zapata
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Samit R Joshi
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Barbara Siconolfi
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Sui Tsang
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Steven H Kleinstein
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA.,Departments of Pathology and Immunobiology, Yale School of Medicine, New Haven, CT, USA
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Molony RD, Nguyen JT, Kong Y, Montgomery RR, Shaw AC, Iwasaki A. Aging impairs both primary and secondary RIG-I signaling for interferon induction in human monocytes. Sci Signal 2017; 10:eaan2392. [PMID: 29233916 PMCID: PMC6429941 DOI: 10.1126/scisignal.aan2392] [Citation(s) in RCA: 96] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Adults older than 65 account for most of the deaths caused by respiratory influenza A virus (IAV) infections, but the underlying mechanisms for this susceptibility are poorly understood. IAV RNA is detected by the cytosolic sensor retinoic acid-inducible gene I (RIG-I), which induces the production of type I interferons (IFNs) that curtail the spread of the virus and promote the elimination of infected cells. We have previously identified a marked defect in the IAV-inducible secretion of type I IFNs, but not proinflammatory cytokines, in monocytes from older (>65 years) healthy human donors. We found that monocytes from older adults exhibited decreased abundance of the adaptor protein TRAF3 (tumor necrosis factor receptor-associated factor 3) because of its increased proteasomal degradation with age, thereby impairing the primary RIG-I signaling pathway for the induction of type I IFNs. We determined that monocytes from older adults also failed to effectively stimulate the production of the IFN regulatory transcription factor IRF8, which compromised IFN induction through secondary RIG-I signaling. IRF8 played a central role in IFN induction in monocytes, because knocking down IRF8 in monocytes from younger adults was sufficient to replicate the IFN defects observed in monocytes from older adults, whereas restoring IRF8 expression in older adult monocytes was sufficient to restore RIG-I-induced IFN responses. Aging thus compromises both the primary and secondary RIG-I signaling pathways that govern expression of type I IFN genes, thereby impairing antiviral resistance to IAV.
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Affiliation(s)
- Ryan D Molony
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Jenny T Nguyen
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Yong Kong
- Department of Molecular Biophysics and Biochemistry, W. M. Keck Foundation Biotechnology Resource Laboratory, Yale School of Medicine, New Haven, CT 06520, USA
| | - Ruth R Montgomery
- Section of Rheumatology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA.
- Howard Hughes Medical Institute, Yale School of Medicine, New Haven, CT 06520, USA
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Goldberg EL, Asher JL, Molony RD, Shaw AC, Zeiss CJ, Wang C, Morozova-Roche LA, Herzog RI, Iwasaki A, Dixit VD. β-Hydroxybutyrate Deactivates Neutrophil NLRP3 Inflammasome to Relieve Gout Flares. Cell Rep 2017; 18:2077-2087. [PMID: 28249154 DOI: 10.1016/j.celrep.2017.02.004] [Citation(s) in RCA: 240] [Impact Index Per Article: 34.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2016] [Revised: 11/16/2016] [Accepted: 01/30/2017] [Indexed: 01/01/2023] Open
Abstract
Aging and lipotoxicity are two major risk factors for gout that are linked by the activation of the NLRP3 inflammasome. Neutrophil-mediated production of interleukin-1β (IL-1β) drives gouty flares that cause joint destruction, intense pain, and fever. However, metabolites that impact neutrophil inflammasome remain unknown. Here, we identified that ketogenic diet (KD) increases β-hydroxybutyrate (BHB) and alleviates urate crystal-induced gout without impairing immune defense against bacterial infection. BHB inhibited NLRP3 inflammasome in S100A9 fibril-primed and urate crystal-activated macrophages, which serve to recruit inflammatory neutrophils in joints. Consistent with reduced gouty flares in rats fed a ketogenic diet, BHB blocked IL-1β in neutrophils in a NLRP3-dependent manner in mice and humans irrespective of age. Mechanistically, BHB inhibited the NLRP3 inflammasome in neutrophils by reducing priming and assembly steps. Collectively, our studies show that BHB, a known alternate metabolic fuel, is also an anti-inflammatory molecule that may serve as a treatment for gout.
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Affiliation(s)
- Emily L Goldberg
- Section of Comparative Medicine, Yale School of Medicine, New Haven, CT 06520, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Jennifer L Asher
- Section of Comparative Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Ryan D Molony
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Yale School of Medicine, New Haven, CT 06520, USA
| | - Caroline J Zeiss
- Section of Comparative Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Chao Wang
- Department of Medical Biochemistry and Biophysics, Umeå University, 901 87 Umeå, Sweden
| | | | - Raimund I Herzog
- Section of Endocrinology and Metabolism, Yale School of Medicine, New Haven, CT 06520, USA
| | - Akiko Iwasaki
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815-6789, USA
| | - Vishwa Deep Dixit
- Section of Comparative Medicine, Yale School of Medicine, New Haven, CT 06520, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA; Yale Center for Research on Aging, Yale School of Medicine, New Haven, CT 06520, USA.
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Lindow JC, Wunder EA, Popper SJ, Min JN, Mannam P, Srivastava A, Yao Y, Hacker KP, Raddassi K, Lee PJ, Montgomery RR, Shaw AC, Hagan JE, Araújo GC, Nery N, Relman DA, Kim CC, Reis MG, Ko AI. Correction: Cathelicidin Insufficiency in Patients with Fatal Leptospirosis. PLoS Pathog 2017; 13:e1006646. [PMID: 28950012 PMCID: PMC5614647 DOI: 10.1371/journal.ppat.1006646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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Lindow JC, Wunder EA, Popper SJ, Min JN, Mannam P, Srivastava A, Yao Y, Hacker KP, Raddassi K, Lee PJ, Montgomery RR, Shaw AC, Hagan JE, Araújo GC, Nery N, Relman DA, Kim CC, Reis MG, Ko AI. Cathelicidin Insufficiency in Patients with Fatal Leptospirosis. PLoS Pathog 2016; 12:e1005943. [PMID: 27812211 PMCID: PMC5094754 DOI: 10.1371/journal.ppat.1005943] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Accepted: 09/20/2016] [Indexed: 11/18/2022] Open
Abstract
Leptospirosis causes significant morbidity and mortality worldwide; however, the role of the host immune response in disease progression and high case fatality (>10-50%) is poorly understood. We conducted a multi-parameter investigation of patients with acute leptospirosis to identify mechanisms associated with case fatality. Whole blood transcriptional profiling of 16 hospitalized Brazilian patients with acute leptospirosis (13 survivors, 3 deceased) revealed fatal cases had lower expression of the antimicrobial peptide, cathelicidin, and chemokines, but more abundant pro-inflammatory cytokine receptors. In contrast, survivors generated strong adaptive immune signatures, including transcripts relevant to antigen presentation and immunoglobulin production. In an independent cohort (23 survivors, 22 deceased), fatal cases had higher bacterial loads (P = 0.0004) and lower anti-Leptospira antibody titers (P = 0.02) at the time of hospitalization, independent of the duration of illness. Low serum cathelicidin and RANTES levels during acute illness were independent risk factors for higher bacterial loads (P = 0.005) and death (P = 0.04), respectively. To investigate the mechanism of cathelicidin in patients surviving acute disease, we administered LL-37, the active peptide of cathelicidin, in a hamster model of lethal leptospirosis and found it significantly decreased bacterial loads and increased survival. Our findings indicate that the host immune response plays a central role in severe leptospirosis disease progression. While drawn from a limited study size, significant conclusions include that poor clinical outcomes are associated with high systemic bacterial loads, and a decreased antibody response. Furthermore, our data identified a key role for the antimicrobial peptide, cathelicidin, in mounting an effective bactericidal response against the pathogen, which represents a valuable new therapeutic approach for leptospirosis.
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Affiliation(s)
- Janet C. Lindow
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - Elsio A. Wunder
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - Stephen J. Popper
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Jin-na Min
- Section of Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Praveen Mannam
- Section of Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Anup Srivastava
- Section of Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Yi Yao
- Section of Rheumatology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Kathryn P. Hacker
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Khadir Raddassi
- Department of Neurology, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Patty J. Lee
- Section of Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Ruth R. Montgomery
- Section of Rheumatology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Albert C. Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Jose E. Hagan
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - Guilherme C. Araújo
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - Nivison Nery
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - David A. Relman
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, California, United States of America; Veterans Affairs Palo Alto Health Care System, Palo Alto, California, United States of America
| | - Charles C. Kim
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, California, United States of America
| | - Mitermayer G. Reis
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
| | - Albert I. Ko
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Centro de Pesquisas Gonçalo Moniz, Fundação Oswaldo Cruz, Ministério da Saúde, Salvador, Bahia, Brazil
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Abstract
Human immune system aging results in impaired responses to pathogens or vaccines. In the innate immune system, which mediates the earliest pro-inflammatory responses to immunologic challenge, processes ranging from Toll-like Receptor function to Neutrophil Extracellular Trap formation are generally diminished in older adults. Dysregulated, enhanced basal inflammation with age reflecting activation by endogenous damage-associated ligands contributes to impaired innate immune responses. In the adaptive immune system, T and B cell subsets and function alter with age. The control of cytomegalovirus infection, particularly in the T lineage, plays a dominant role in the differentiation and diversity of the T cell compartment.
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Affiliation(s)
- Thilinie Bandaranayake
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA.
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37
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Pillai PS, Molony RD, Martinod K, Dong H, Pang IK, Tal MC, Solis AG, Bielecki P, Mohanty S, Trentalange M, Homer RJ, Flavell RA, Wagner DD, Montgomery RR, Shaw AC, Staeheli P, Iwasaki A. Mx1 reveals innate pathways to antiviral resistance and lethal influenza disease. Science 2016; 352:463-6. [PMID: 27102485 PMCID: PMC5465864 DOI: 10.1126/science.aaf3926] [Citation(s) in RCA: 174] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2016] [Accepted: 03/15/2016] [Indexed: 12/11/2022]
Abstract
Influenza A virus (IAV) causes up to half a million deaths worldwide annually, 90% of which occur in older adults. We show that IAV-infected monocytes from older humans have impaired antiviral interferon production but retain intact inflammasome responses. To understand the in vivo consequence, we used mice expressing a functional Mx gene encoding a major interferon-induced effector against IAV in humans. In Mx1-intact mice with weakened resistance due to deficiencies in Mavs and Tlr7, we found an elevated respiratory bacterial burden. Notably, mortality in the absence of Mavs and Tlr7 was independent of viral load or MyD88-dependent signaling but dependent on bacterial burden, caspase-1/11, and neutrophil-dependent tissue damage. Therefore, in the context of weakened antiviral resistance, vulnerability to IAV disease is a function of caspase-dependent pathology.
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Affiliation(s)
- Padmini S Pillai
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Ryan D Molony
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Kimberly Martinod
- Program in Cellular and Molecular Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Huiping Dong
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Iris K Pang
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Michal C Tal
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Angel G Solis
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Piotr Bielecki
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Mark Trentalange
- Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Robert J Homer
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Richard A Flavell
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA. Howard Hughes Medical Institute, Yale School of Medicine, New Haven, CT 06520, USA
| | - Denisa D Wagner
- Program in Cellular and Molecular Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ruth R Montgomery
- Section of Rheumatology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Peter Staeheli
- Institut für Medizinische Mikrobiologie und Hygiene, Institute of Virology, University Medical Center Freiburg, Hermann-Herder-Strasse 11, 79104 Freiburg, Germany
| | - Akiko Iwasaki
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA. Howard Hughes Medical Institute, Yale School of Medicine, New Haven, CT 06520, USA.
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Shin MS, You S, Kang Y, Lee N, Yoo SA, Park K, Kang KS, Kim SH, Mohanty S, Shaw AC, Montgomery RR, Hwang D, Kang I. DNA Methylation Regulates the Differential Expression of CX3CR1 on Human IL-7Rαlow and IL-7Rαhigh Effector Memory CD8+ T Cells with Distinct Migratory Capacities to the Fractalkine. J Immunol 2015; 195:2861-9. [PMID: 26276874 DOI: 10.4049/jimmunol.1500877] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2015] [Accepted: 07/22/2015] [Indexed: 11/19/2022]
Abstract
DNA methylation is an epigenetic mechanism that modulates gene expression in mammalian cells including T cells. Memory T cells are heterogeneous populations. Human effector memory (EM) CD8(+) T cells in peripheral blood contain two cell subsets with distinct traits that express low and high levels of the IL-7Rα. However, epigenetic mechanisms involved in defining such cellular traits are largely unknown. In this study, we use genome-wide DNA methylation and individual gene expression to show the possible role of DNA methylation in conferring distinct traits of chemotaxis and inflammatory responses in human IL-7Rα(low) and IL-7Rα(high) EM CD8(+) T cells. In particular, IL-7Rα(low) EM CD8(+) T cells had increased expression of CX3CR1 along with decreased DNA methylation in the CX3CR1 gene promoter compared with IL-7Rα(high) EM CD8(+) T cells. Altering the DNA methylation status of the CX3CR1 gene promoter changed its activity and gene expression. IL-7Rα(low) EM CD8(+) T cells had an increased migratory capacity to the CX3CR1 ligand fractalkine compared with IL-7Rα(high) EM CD8(+) T cells, suggesting an important biological outcome of the differential expression of CX3CR1. Moreover, IL-7Rα(low) EM CD8(+) T cells induced fractalkine expression on endothelial cells by producing IFN-γ and TNF-α, forming an autocrine amplification loop. Overall, our study shows the role of DNA methylation in generating unique cellular traits in human IL-7Rα(low) and IL-7Rα(high) EM CD8(+) T cells, including differential expression of CX3CR1, as well as potential biological implications of this differential expression.
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Affiliation(s)
- Min Sun Shin
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Sungyong You
- Division of Cancer Biology and Therapeutics, Department of Surgery, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048; Division of Cancer Biology and Therapeutics, Department of Biomedical Sciences, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048; Division of Cancer Biology and Therapeutics, Department of Pathology and Laboratory Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048
| | - Youna Kang
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Naeun Lee
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Seung-Ah Yoo
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Kieyoung Park
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520; Department of Pediatrics, College of Medicine, Ulsan University, Ulsan 680-749, Republic of Korea
| | - Ki Soo Kang
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520; Department of Pediatrics, Jeju National University School of Medicine, Jeju 690-756, Republic of Korea
| | - Sang Hyun Kim
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520; Department of Microbiology, College of Medicine, Kangwon National University, Chuncheon 200-701, Republic of Korea
| | - Subhasis Mohanty
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Albert C Shaw
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520
| | - Daehee Hwang
- School of Interdisciplinary Bioscience and Bioengineering, POSTECH, Pohang 790-784, Republic of Korea; and Department of New Biology and Center for Plant Aging Research, Institute for Basic Science, Daegu Gyeongbuk Institute of Science & Technology, Daegu, 711-873, Republic of Korea
| | - Insoo Kang
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520;
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Thakar J, Mohanty S, West AP, Joshi SR, Ueda I, Wilson J, Meng H, Blevins TP, Tsang S, Trentalange M, Siconolfi B, Park K, Gill TM, Belshe RB, Kaech SM, Shadel GS, Kleinstein SH, Shaw AC. Aging-dependent alterations in gene expression and a mitochondrial signature of responsiveness to human influenza vaccination. Aging (Albany NY) 2015; 7:38-52. [PMID: 25596819 PMCID: PMC4356402 DOI: 10.18632/aging.100720] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
To elucidate gene expression pathways underlying age-associated impairment in influenza vaccine response, we screened young (age 21-30) and older (age ≥65) adults receiving influenza vaccine in two consecutive seasons and identified those with strong or absent response to vaccine, including a subset of older adults meeting criteria for frailty. PBMCs obtained prior to vaccination (Day 0) and at day 2 or 4, day 7 and day 28 post-vaccine were subjected to gene expression microarray analysis. We defined a response signature and also detected induction of a type I interferon response at day 2 and a plasma cell signature at day 7 post-vaccine in young responders. The response signature was dysregulated in older adults, with the plasma cell signature induced at day 2, and was never induced in frail subjects (who were all non-responders). We also identified a mitochondrial signature in young vaccine responders containing genes mediating mitochondrial biogenesis and oxidative phosphorylation that was consistent in two different vaccine seasons and verified by analyses of mitochondrial content and protein expression. These results represent the first genome-wide transcriptional profiling analysis of age-associated dynamics following influenza vaccination, and implicate changes in mitochondrial biogenesis and function as a critical factor in human vaccine responsiveness.
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Affiliation(s)
- Juilee Thakar
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA.,Department of Microbiology and Immunology, University of Rochester, Rochester, NY 14642, USA.,Department of Biostatistics and Computational Biology, University of Rochester, Rochester NY 14642, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - A Phillip West
- Department of Pathology and Genetics, Yale School of Medicine, New Haven, CT 06520, USA
| | - Samit R Joshi
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Ikuyo Ueda
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Jean Wilson
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Hailong Meng
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Tamara P Blevins
- Center for Vaccine Development, Saint Louis University, St. Louis, MO 63104, USA
| | - Sui Tsang
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Mark Trentalange
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Barbara Siconolfi
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Koonam Park
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Thomas M Gill
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Robert B Belshe
- Center for Vaccine Development, Saint Louis University, St. Louis, MO 63104, USA
| | - Susan M Kaech
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Gerald S Shadel
- Department of Pathology and Genetics, Yale School of Medicine, New Haven, CT 06520, USA
| | - Steven H Kleinstein
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA.,Interdepartmental Program in Computational Biology and Bioinformatics, Yale School of Medicine, New Haven, CT 06520, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicince, New Haven, CT 06520, USA
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Montgomery RR, Shaw AC. Paradoxical changes in innate immunity in aging: recent progress and new directions. J Leukoc Biol 2015; 98:937-43. [PMID: 26188078 DOI: 10.1189/jlb.5mr0315-104r] [Citation(s) in RCA: 94] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Accepted: 06/23/2015] [Indexed: 12/29/2022] Open
Abstract
Immunosenescence, describing alterations, including decline of immune responses with age, is comprised of inappropriate elevations, decreases, and dysregulated immune responses, leading to more severe consequences of bacterial and viral infections and reduced responses to vaccination. In adaptive immunity, these changes include increased proportions of antigen-experienced B and T cells at the cost of naïve cell populations. Innate immune changes in aging are complex in spanning multiple cell types, activation states, and tissue context. Innate immune responses are dampened in aging, yet there is also a paradoxical increase in certain signaling pathways and cytokine levels. Here, we review recent progress and highlight novel directions for expected advances that can lead the aging field to a new era of discovery that will embrace the complexity of aging in human populations.
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Affiliation(s)
- Ruth R Montgomery
- Sections of *Rheumatology and Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Albert C Shaw
- Sections of *Rheumatology and Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
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Lee N, You S, Shin MS, Lee WW, Kang KS, Kim SH, Kim WU, Homer RJ, Kang MJ, Montgomery RR, Dela Cruz CS, Shaw AC, Lee PJ, Chupp GL, Hwang D, Kang I. IL-6 receptor α defines effector memory CD8+ T cells producing Th2 cytokines and expanding in asthma. Am J Respir Crit Care Med 2015; 190:1383-94. [PMID: 25390970 DOI: 10.1164/rccm.201403-0601oc] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
RATIONALE Cytokine receptors can be markers defining different T-cell subsets and considered as therapeutic targets. The association of IL-6 and IL-6 receptor α (IL-6Rα) with asthma was reported, suggesting their involvement in asthma. OBJECTIVES To determine whether and how IL-6Rα defines a distinct effector memory (EM) CD8+ T-cell population in health and disease. METHODS EM CD8+ T cells expressing IL-6Rα (IL-6Rα(high)) were identified in human peripheral blood and analyzed for function, gene, and transcription factor expression. The relationship of these cells with asthma was determined using blood and sputum. MEASUREMENTS AND MAIN RESULTS A unique population of IL-6Rα(high) EM CD8+ T cells was found in peripheral blood. These cells that potently proliferated, survived, and produced high levels of the Th2-type cytokines IL-5 and IL-13 had increased levels of GATA3 and decreased levels of T-bet and Blimp-1 in comparison with other EM CD8+ T cells. In fact, GATA3 was required for IL-6Rα expression. Patients with asthma had an increased frequency of IL-6Rα(high) EM CD8+ T cells in peripheral blood compared with healthy control subjects. Also, IL-6Rα(high) EM CD8+ T cells exclusively produced IL-5 and IL-13 in response to asthma-associated respiratory syncytial virus and bacterial superantigens. CONCLUSIONS Human IL-6Rα(high) EM CD8+ T cells is a unique cell subset that may serve as a reservoir for effector CD8+ T cells, particularly the ones producing Th2-type cytokines, and expand in asthma.
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Affiliation(s)
- Naeun Lee
- 1 Department of Internal Medicine and
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Zhou Y, Peng H, Sun H, Peng X, Tang C, Gan Y, Chen X, Mathur A, Hu B, Slade MD, Montgomery RR, Shaw AC, Homer RJ, White ES, Lee CM, Moore MW, Gulati M, Lee CG, Elias JA, Herzog EL. Chitinase 3-like 1 suppresses injury and promotes fibroproliferative responses in Mammalian lung fibrosis. Sci Transl Med 2015; 6:240ra76. [PMID: 24920662 DOI: 10.1126/scitranslmed.3007096] [Citation(s) in RCA: 139] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Epithelial injury, alternative macrophage accumulation, and fibroproliferation coexist in the lungs of patients with idiopathic pulmonary fibrosis (IPF). Chitinase 3-like 1 (CHI3L1) is a prototypic chitinase-like protein that has been retained over species and evolutionary time. However, the regulation of CHI3L1 in IPF and its ability to regulate injury and/or fibroproliferative repair have not been fully defined. We demonstrated that CHI3L1 levels were elevated in patients with IPF. High levels of CHI3L1 are associated with progression--as defined by lung transplantation or death--and with scavenger receptor-expressing circulating monocytes in an ambulatory IPF population. In preterminal acute exacerbations of IPF, CHI3L1 levels were reduced and associated with increased levels of apoptosis. We also demonstrated that in bleomycin-treated mice, CHI3L1 expression was acutely and transiently decreased during the injury phase and returned toward and eventually exceeded baseline levels during the fibrotic phase. In this model, CHI3L1 played a protective role in injury by ameliorating inflammation and cell death, and a profibrotic role in the repair phase by augmenting alternative macrophage activation, fibroblast proliferation, and matrix deposition. Using three-dimensional culture system of a human fibroblast cell line, we found that CHI3L1 is sufficient to induce low grade myofibroblast transformation. In combination, these studies demonstrate that CHI3L1 is stimulated in IPF, where it represents an attempt to diminish injury and induce repair. They also demonstrate that high levels of CHI3L1 are associated with disease progression in ambulatory patients and that a failure of the CHI3L1 antiapoptotic response might contribute to preterminal disease exacerbations.
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Affiliation(s)
- Yang Zhou
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Hong Peng
- Department of Respiratory Medicine, The Second Xiangya Hospital of Central South University, Changsha, Hunan 410011, PR China
| | - Huanxing Sun
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Xueyan Peng
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Chuyan Tang
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Ye Gan
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Xiaosong Chen
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Aditi Mathur
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Buqu Hu
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Martin D Slade
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | | | - Albert C Shaw
- Program on Aging, Yale School of Medicine, New Haven, CT 06520, USA
| | - Robert J Homer
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Eric S White
- Department of Medicine, University of Michigan School of Medicine, Ann Arbor, MI 48109, USA
| | - Chang-Min Lee
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Meagan W Moore
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Mridu Gulati
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Chun Geun Lee
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
| | - Jack A Elias
- Division of Biology and Medicine, Warren Alpert School of Medicine at Brown University, Providence, RI 02912, USA
| | - Erica L Herzog
- Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, CT 06520, USA
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Mohanty S, Joshi SR, Ueda I, Wilson J, Blevins TP, Siconolfi B, Meng H, Devine L, Raddassi K, Tsang S, Belshe RB, Hafler DA, Kaech SM, Kleinstein SH, Trentalange M, Allore HG, Shaw AC. Prolonged proinflammatory cytokine production in monocytes modulated by interleukin 10 after influenza vaccination in older adults. J Infect Dis 2014; 211:1174-84. [PMID: 25367297 DOI: 10.1093/infdis/jiu573] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
We evaluated in vivo innate immune responses in monocyte populations from 67 young (aged 21-30 years) and older (aged ≥65 years) adults before and after influenza vaccination. CD14(+)CD16(+) inflammatory monocytes were induced after vaccination in both young and older adults. In classical CD14(+)CD16(-) and inflammatory monocytes, production of tumor necrosis factor α and interleukin 6, as measured by intracellular staining, was strongly induced after vaccination. Cytokine production was strongly associated with influenza vaccine antibody response; the highest levels were found as late as day 28 after vaccination in young subjects and were substantially diminished in older subjects. Notably, levels of the anti-inflammatory cytokine interleukin 10 (IL-10) were markedly elevated in monocytes from older subjects before and after vaccination. In purified monocytes, we found age-associated elevation in phosphorylated signal transducer and activator of transcription-3, and decreased serine 359 phosphorylation of the negative IL-10 regulator dual-specificity phosphatase 1. These findings for the first time implicate dysregulated IL-10 production in impaired vaccine responses in older adults.
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Affiliation(s)
| | - Samit R Joshi
- Section of Infectious Diseases, Department of Internal Medicine
| | - Ikuyo Ueda
- Section of Infectious Diseases, Department of Internal Medicine
| | - Jean Wilson
- Section of Infectious Diseases, Department of Internal Medicine
| | - Tamara P Blevins
- Department of Center for Vaccine Development, Saint Louis University, Missouri
| | | | | | | | | | - Sui Tsang
- Section of Infectious Diseases, Department of Internal Medicine
| | - Robert B Belshe
- Department of Center for Vaccine Development, Saint Louis University, Missouri
| | | | | | - Steven H Kleinstein
- Department of Pathology Department of Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut
| | | | | | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine
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van de Kar AL, Houge G, Shaw AC, de Jong D, van Belzen MJ, Peters DJM, Hennekam RCM. Keloids in Rubinstein-Taybi syndrome: a clinical study. Br J Dermatol 2014; 171:615-21. [PMID: 25132000 DOI: 10.1111/bjd.13124] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/10/2014] [Indexed: 11/28/2022]
Abstract
BACKGROUND Rubinstein-Taybi syndrome (RSTS) is a multiple congenital anomalies-intellectual disability syndrome. One of the complications is keloid formation. Keloids are proliferative fibrous growths resulting from excessive tissue response to skin trauma. OBJECTIVES To describe the clinical characteristics of keloids in individuals with RSTS reported in the literature and in a cohort of personally evaluated individuals with RSTS. PATIENTS AND METHODS We performed a literature search for descriptions of RSTS individuals with keloids. All known individuals with RSTS in the Netherlands filled out three dedicated questionnaires. All individuals with (possible) keloids were personally evaluated. A further series of individuals with RSTS from the U.K. was personally evaluated. RESULTS Reliable data were available for 62 of the 83 Dutch individuals with RSTS and showed 15 individuals with RSTS (24%) to have keloids. The 15 Dutch and 12 U.K. individuals with RSTS with keloids demonstrated that most patients have multiple keloids (n > 1: 82%; n > 5: 30%). Mean age of onset is 11·9 years. The majority of keloids are located on the shoulders and chest. The mean length × width of the largest keloid was 7·1 × 2·8 cm, and the mean thickness was 0·7 cm. All affected individuals complained of itching. Generally, treatment results were disappointing. CONCLUSIONS Keloids occur in 24% of individuals with RSTS, either spontaneously or after a minor trauma, usually starting in early puberty. Management schedules have disappointing results. RSTS is a Mendelian disorder with a known molecular basis, and offers excellent opportunities to study the pathogenesis of keloids in general and to search for possible treatments.
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Affiliation(s)
- A L van de Kar
- Department of Plastic Surgery, Academic Medical Center, University of Amsterdam, Amsterdam, 1105 AZ, The Netherlands; Department of Plastic Surgery, Onze Lieve Vrouwe Gasthuis, Amsterdam, The Netherlands
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Lee N, Shin MS, Kang KS, Yoo SA, Mohanty S, Montgomery RR, Shaw AC, Kang I. Human monocytes have increased IFN-γ-mediated IL-15 production with age alongside altered IFN-γ receptor signaling. Clin Immunol 2014; 152:101-10. [PMID: 24657713 PMCID: PMC4018768 DOI: 10.1016/j.clim.2014.03.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 02/26/2014] [Accepted: 03/11/2014] [Indexed: 11/26/2022]
Abstract
IL-15 is involved in regulating host defense and inflammation. Monocytes produce the biologically active cell surface IL-15 in response to IFN-γ. Although aging can alter the immune system, little is known about whether and how aging affects IFN-γ-mediated IL-15 production in human monocytes. We showed that monocytes of healthy older adults (age ≥ 65) had increased cell surface IL-15 expression in response to IFN-γ compared to those of healthy young adults (age ≤ 40). This finding stems in part from increased IFN-γ receptor (R)1/2 expression on monocytes in older adults, leading to enhanced STAT1 activation and interferon regulatory factor 1 synthesis with increased IL15 gene expression. Our study suggests that with aging the IFN-γ-mediated IL-15 production pathway in human monocytes is uncompromised, but rather augmented, and could be considered as a therapeutic target point to modulate host defense and inflammation in older adults.
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Affiliation(s)
- Naeun Lee
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Min Sun Shin
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Ki Soo Kang
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA; Department of Pediatrics, Jeju National University School of Medicine, Jeju 690-756, Republic of Korea
| | - Seung-Ah Yoo
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Subhasis Mohanty
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Albert C Shaw
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Insoo Kang
- Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06520, USA.
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Juthani-Mehta M, Guo X, Shaw AC, Towle V, Ning Y, Wang X, Allore HG, Fikrig E, Montgomery RR. Innate Immune Responses in the Neutrophils of Community Dwelling and Nursing Home Elders. ACTA ACUST UNITED AC 2014; 2. [PMID: 25750929 DOI: 10.4172/2329-8847.1000115] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
OBJECTIVE To evaluate innate immune responses of older disabled nursing home residents that may contribute to infectious disease susceptibility, we compared surface markers and signaling efficiency of neutrophils from nursing home residents and community dwelling elders. DESIGN Observational pilot study. SETTING Five New Haven, CT area nursing homes and the greater New Haven community. PARTICIPANTS 15 nursing home residents and 43 community dwelling elders. MEASUREMENTS Neutrophils were isolated and Toll-like receptor (TLR) and β2 integrin expression on the surface of unstimulated neutrophils were measured via flow cytometry. Chemokine induction was determined by Quantitative PCR. RESULTS Surface expression of TLR4 was elevated among nursing home residents compared to community dwellers (mean percent positive cells 33.91 [SE 2.75] vs. 15.67 [SE 1.58], p<0.001), while expression of the β2 integrins CD11b and CD18 was significantly lower (mean fluorescent intensity 460.8 [SE 49.1] vs. 632.9 [SE 29.5] for CD11b and 59.6 [SE 7.9] vs. 137.6 [SE 4.6] for CD18, p<0.0001). Neutrophils from nursing home residents produced substantially reduced levels of chemokines at baseline and after stimulation. CONCLUSIONS Because integrins are an important pathway to phagocyte signaling and contribute to adherence and locomotion of neutrophils, reduced β2 integrin expression may contribute to impaired responses to stimulation and reduced adhesive properties in PMN from nursing home residents. Since integrin CD11b has been shown to negatively regulate TLR4 response, it is plausible that lower levels of CD11b contribute to elevated expression of TLR4.
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Abstract
As we age, the innate immune system becomes dysregulated and is characterized by persistent inflammatory responses that involve multiple immune and non-immune cell types and that vary depending on the cell activation state and tissue context. This ageing-associated basal inflammation, particularly in humans, is thought to be induced by several factors, including the reactivation of latent viral infections and the release of endogenous damage-associated ligands of pattern recognition receptors (PRRs). Innate immune cell functions that are required to respond to pathogens or vaccines, such as cell migration and PRR signalling, are also impaired in aged individuals. This immune dysregulation may affect conditions associated with chronic inflammation, such as atherosclerosis and Alzheimer's disease.
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Affiliation(s)
- Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut 06520, USA
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Reis EAG, Hagan JE, Ribeiro GS, Teixeira-Carvalho A, Martins-Filho OA, Montgomery RR, Shaw AC, Ko AI, Reis MG. Cytokine response signatures in disease progression and development of severe clinical outcomes for leptospirosis. PLoS Negl Trop Dis 2013; 7:e2457. [PMID: 24069500 PMCID: PMC3777885 DOI: 10.1371/journal.pntd.0002457] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2013] [Accepted: 08/12/2013] [Indexed: 01/19/2023] Open
Abstract
Background The role of the immune response in influencing leptospirosis clinical outcomes is not yet well understood. We hypothesized that acute-phase serum cytokine responses may play a role in disease progression, risk for death, and severe pulmonary hemorrhage syndrome (SPHS). Methodology/Principal Findings We performed a case-control study design to compare cytokine profiles in patients with mild and severe forms of leptospirosis. Among patients hospitalized with severe disease, we compared those with fatal and nonfatal outcomes. During active outpatient and hospital-based surveillance we prospectively enrolled 172 patients, 23 with mild disease (outpatient) and 149 with severe leptospirosis (hospitalized). Circulating concentrations of pro- and anti-inflammatory cytokines at the time of patient presentation were measured using a multiplex bead array assay. Concentrations of IL-1β, IL-2, IL-4, IL-6, IL-8, IL-10, IL-17A, and TNF-α were significantly higher (P<0.05) in severe disease compared to mild disease. Among severe patients, levels of IL-6 (P<0.001), IL-8 (P = 0.0049) and IL-10 (P<0.001), were higher in fatal compared to non-fatal cases. High levels of IL-6 and IL-10 were independently associated (P<0.05) with case fatality after adjustment for age and days of symptoms. IL-6 levels were higher (P = 0.0519) among fatal cases who developed SPHS than among who did not. Conclusion/Significance This study shows that severe cases of leptospirosis are differentiated from mild disease by a “cytokine storm” process, and that IL-6 and IL-10 may play an immunopathogenic role in the development of life-threatening outcomes in human leptospirosis. Leptospirosis is a tropical bacterial disease that is transmitted to humans from infected animals. Leptospirosis symptoms can range from mild fever to fatal disease forms, such as massive bleeding into the lungs, called Severe Pulmonary Hemorrhage Syndrome (SPHS). It is not known what determines the severity of leptospirosis, but we hypothesized that it may be influenced by differences in the type and concentration of signaling proteins called cytokines that are produced by the immune system in response to infection. We collected blood from patients with mild and severe leptospirosis, and compared the concentration of eight different cytokines circulating in the blood. We found that patients with severe leptospirosis had higher levels of most cytokines. Among patients who had severe forms, higher levels of specific cytokines called IL-6 and IL-8 were predictive of death even after statistical adjustment for age and number of days of symptoms prior to hospitalization. IL-6 was higher in patients who died from SPHS compared to those who died of other leptospirosis complications. This knowledge suggests that severe forms of leptospirosis may be due to a specific kind of immune response, which may lead to targeted therapies to reduce the impact of this disease.
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Affiliation(s)
- Eliana A. G. Reis
- Laboratory of Pathology and Molecular Biology, Oswaldo Cruz Foundation, Salvador, Bahia, Brazil
| | - José E. Hagan
- Laboratory of Pathology and Molecular Biology, Oswaldo Cruz Foundation, Salvador, Bahia, Brazil
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Guilherme S. Ribeiro
- Laboratory of Pathology and Molecular Biology, Oswaldo Cruz Foundation, Salvador, Bahia, Brazil
- Institute of Collective Health, Federal University of Bahia, Salvador, Bahia, Brazil
| | | | | | - Ruth R. Montgomery
- Yale Department of Internal Medicine, Yale University School of Medicine, Yale University, New Haven, Connecticut, United States of America
| | - Albert C. Shaw
- Yale Department of Internal Medicine, Yale University School of Medicine, Yale University, New Haven, Connecticut, United States of America
| | - Albert I. Ko
- Laboratory of Pathology and Molecular Biology, Oswaldo Cruz Foundation, Salvador, Bahia, Brazil
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Mitermayer G. Reis
- Laboratory of Pathology and Molecular Biology, Oswaldo Cruz Foundation, Salvador, Bahia, Brazil
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- * E-mail:
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Lee N, Kang KS, Shin MS, Mohanty S, Belshe RB, Montgomery RR, Shaw AC, Kang I. An altered relationship of influenza vaccine-specific IgG responses with T cell immunity occurs with aging in humans (P4293). The Journal of Immunology 2013. [DOI: 10.4049/jimmunol.190.supp.123.10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Abstract
Alterations in T cell immunity occur with aging. Influenza causes significant morbidity and mortality in the elderly. We investigated the relationship of serum IgG responses with hemagglutinin inhibition (HI) antibody titers and the frequency of distinct T cell subsets in young and elderly people who received the inactivated influenza vaccine. Influenza vaccine-specific IgG responses correlated with the increase of HI antibody titers and the frequency of CD4+ T cells producing IFN-γ and IL-17 in young, but not elderly, people. Also, only in young people, such IgG responses correlated with the frequency of memory T cells, especially central memory cells, CD45RA- effector memory CD8+ T cells and IL-7 receptor alpha high effector memory CD8+ T cells with potent survival and proliferative capacity. These findings suggest that aging alters the association of influenza-vaccine specific IgG responses with HI antibody titers, cytokine-producing capacity and proportions of memory T cells in humans.
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Affiliation(s)
- Naeun Lee
- 1Internal Medicine, Yale University School of Medicine, New Haven, CT
| | - Ki Soo Kang
- 2Pediatrics, Jeju National University College of Medicine, Jeju, Republic of Korea
| | - Min Sun Shin
- 1Internal Medicine, Yale University School of Medicine, New Haven, CT
| | - Subhasis Mohanty
- 1Internal Medicine, Yale University School of Medicine, New Haven, CT
| | - Robert B. Belshe
- 3Infectious disease, Saint Louis University School of Medicine, St. Louis, MO
| | | | - Albert C. Shaw
- 1Internal Medicine, Yale University School of Medicine, New Haven, CT
| | - Insoo Kang
- 1Internal Medicine, Yale University School of Medicine, New Haven, CT
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