1
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Warner B, Pranzatelli T, Perez P, Ku A, Matuck BF, Huynh K, Sakai S, Abed M, Jang SI, Yamada E, Dominick K, Ahmed Z, Oliver A, Wasikowski R, Easter Q, Magone MT, Baer A, Pelayo E, Khavandgar Z, Gupta S, Kleiner D, Lessard C, Farris A, Martin D, Morell R, Zheng C, Rachmaninoff N, Maldonado-Ortiz J, Qu X, Aure M, Dezfulian M, Lake R, Teichmann S, Barber D, Tsoi L, Sowalsky A, Tyc K, Gudjonsson J, Byrd K, Johnson P, Liu J, Chiorini J. GZMK+CD8+ T cells Target a Specific Acinar Cell Type in Sjögren's Disease. Res Sq 2023:rs.3.rs-3601404. [PMID: 38196575 PMCID: PMC10775371 DOI: 10.21203/rs.3.rs-3601404/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
Sjögren's Disease (SjD) is a systemic autoimmune disease without a clear etiology or effective therapy. Utilizing unbiased single-cell and spatial transcriptomics to analyze human minor salivary glands in health and disease we developed a comprehensive understanding of the cellular landscape of healthy salivary glands and how that landscape changes in SjD patients. We identified novel seromucous acinar cell types and identified a population of PRR4+CST3+WFDC2- seromucous acinar cells that are particularly targeted in SjD. Notably, GZMK+CD8 T cells, enriched in SjD, exhibited a cytotoxic phenotype and were physically associated with immune-engaged epithelial cells in disease. These findings shed light on the immune response's impact on transitioning acinar cells with high levels of secretion and explain the loss of this specific cell population in SjD. This study explores the complex interplay of varied cell types in the salivary glands and their role in the pathology of Sjögren's Disease.
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Affiliation(s)
- Blake Warner
- National Institute of Dental and Craniofacial Research
| | | | | | - Anson Ku
- Laboratory of Genitourinary Cancer Pathogenesis, Center for Cancer Research, National Cancer Institute
| | | | | | | | - Mehdi Abed
- Salivary Disorders Unit, National Institute of Dental and Craniofacial Research
| | | | - Eiko Yamada
- Salivary Disorders Unit, National Institute of Dental and Craniofacial Research
| | - Kalie Dominick
- Salivary Disorders Unit, National Institute of Dental and Craniofacial Research
| | - Zara Ahmed
- Salivary Disorders Unit, National Institute of Dental and Craniofacial Research
| | | | | | | | | | - Alan Baer
- Sjögren's Clinical Investigations Team, National Institute of Dental and Craniofacial Research
| | | | - Zohreh Khavandgar
- Sjögren's Clinical Investigations Team, National Institute of Dental and Craniofacial Research
| | - Sarthak Gupta
- National Institute of Arthritis and Musculoskeletal and Skin Diseases
| | - David Kleiner
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute
| | - Christopher Lessard
- Genes & Human Disease Research Program, Oklahoma Medical Research Foundation
| | - A Farris
- Oklahoma Medical Research Fd. OMRF
| | | | - Robert Morell
- Genomics and Computational Biology Core, National Institutes on Deafness and Other Communication Disorders, NIH
| | - Changyu Zheng
- Genomics and Computational Biology Core, National Institute of Dental and Craniofacial Research
| | | | | | - Xufeng Qu
- Massey Cancer Center, Virginia Commonwealth University
| | - Marit Aure
- Matrix and Morphogenesis Section, National Institute of Dental and Craniofacial Research
| | | | - Ross Lake
- Laboratory of Genitourinary Cancer Pathogenesis (LCGP) Microscopy Core Facility, Center for Cancer Research, National Cancer Institute
| | | | - Daniel Barber
- T-lymphocyte Biology Section, National Institute of Allergy and Infectious Diseases
| | - Lam Tsoi
- Medical University of South Carolina
| | | | - Katarzyna Tyc
- Department of Biostatistics, Virginia Commonwealth University
| | | | - Kevin Byrd
- Lab of Oral & Craniofacial Innovation (LOCI), Department of Innovation & Technology Research, ADA Science & Research Institute
| | - Philip Johnson
- Department of Biology, University of Maryland College Park
| | | | - John Chiorini
- National Institute of Dental and Craniofacial Research
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2
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Sparks R, Rachmaninoff N, Hirsch DC, Bansal N, Lau WW, Martins AJ, Chen J, Liu CC, Cheung F, Failla LE, Biancotto A, Fantoni G, Sellers BA, Chawla DG, Howe KN, Mostaghimi D, Farmer R, Kotliarov Y, Calvo KR, Palmer C, Daub J, Foruraghi L, Kreuzburg S, Treat J, Urban AK, Jones A, Romeo T, Deuitch NT, Moura NS, Weinstein B, Moir S, Ferrucci L, Barron KS, Aksentijevich I, Kleinstein SH, Townsley DM, Young NS, Frischmeyer-Guerrerio PA, Uzel G, Pinto-Patarroyo GP, Cudrici CD, Hoffmann P, Stone DL, Ombrello AK, Freeman AF, Zerbe CS, Kastner DL, Holland SM, Tsang JS. Multiomics integration of 22 immune-mediated monogenic diseases reveals an emergent axis of human immune health. Res Sq 2023:rs.3.rs-2070975. [PMID: 36993430 PMCID: PMC10055521 DOI: 10.21203/rs.3.rs-2070975/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Monogenic diseases are often studied in isolation due to their rarity. Here we utilize multiomics to assess 22 monogenic immune-mediated conditions with age- and sex-matched healthy controls. Despite clearly detectable disease-specific and "pan-disease" signatures, individuals possess stable personal immune states over time. Temporally stable differences among subjects tend to dominate over differences attributable to disease conditions or medication use. Unsupervised principal variation analysis of personal immune states and machine learning classification distinguishing between healthy controls and patients converge to a metric of immune health (IHM). The IHM discriminates healthy from multiple polygenic autoimmune and inflammatory disease states in independent cohorts, marks healthy aging, and is a pre-vaccination predictor of antibody responses to influenza vaccination in the elderly. We identified easy-to-measure circulating protein biomarker surrogates of the IHM that capture immune health variations beyond age. Our work provides a conceptual framework and biomarkers for defining and measuring human immune health.
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Affiliation(s)
- Rachel Sparks
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Nicholas Rachmaninoff
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
- Graduate Program in Biological Sciences, University of Maryland, College Park, MD 20742, USA
| | - Dylan C. Hirsch
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Neha Bansal
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - William W. Lau
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
- Office of Intramural Research, CIT, NIH, Bethesda, MD 20892, USA
| | - Andrew J. Martins
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Jinguo Chen
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Candace C. Liu
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Foo Cheung
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Laura E. Failla
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | | | - Giovanna Fantoni
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Brian A. Sellers
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Daniel G. Chawla
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511, USA
| | - Katherine N. Howe
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Darius Mostaghimi
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Rohit Farmer
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Yuri Kotliarov
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Katherine R. Calvo
- Hematology Section, Department of Laboratory Medicine, NIH Clinical Center, Bethesda, MD 20892, USA
| | - Cindy Palmer
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Janine Daub
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Ladan Foruraghi
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Samantha Kreuzburg
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Jennifer Treat
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Amanda K. Urban
- Clinical Research Directorate, Frederick National Laboratory for Cancer Research, National Cancer Institute, NIH, Frederick, MD 21701, USA
| | - Anne Jones
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Tina Romeo
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Natalie T. Deuitch
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Natalia Sampaio Moura
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Barbara Weinstein
- Hematology Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA
| | - Susan Moir
- Laboratory of Immunoregulation, NIAID, NIH, Bethesda, MD 20892, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD 21224, USA
| | - Karyl S. Barron
- Divison of Intramural Research, NIAID, NIH, Bethesda, MD 20892, USA
| | - Ivona Aksentijevich
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Steven H. Kleinstein
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Danielle M. Townsley
- Hematology Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA
| | - Neal S. Young
- Hematology Branch, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD 20892, USA
| | | | - Gulbu Uzel
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | | | - Cornelia D. Cudrici
- National Institute of Arthritis and Musculoskeletal and Skin Diseases, NIH, Bethesda MD 20892, USA
| | - Patrycja Hoffmann
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Deborah L. Stone
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Amanda K. Ombrello
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Alexandra F. Freeman
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Christa S. Zerbe
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Daniel L. Kastner
- Inflammatory Diseases Section, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Steven M. Holland
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - John S. Tsang
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
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3
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Cheung F, Apps R, Dropulic L, Kotliarov Y, Chen J, Jordan T, Langweiler M, Candia J, Biancotto A, Han KL, Rachmaninoff N, Pietz H, Wang K, Tsang JS, Cohen JI. Sex and prior exposure jointly shape innate immune responses to a live herpesvirus vaccine. eLife 2023; 12:80652. [PMID: 36648132 PMCID: PMC9844983 DOI: 10.7554/elife.80652] [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: 05/29/2022] [Accepted: 12/02/2022] [Indexed: 01/11/2023] Open
Abstract
Background Both sex and prior exposure to pathogens are known to influence responses to immune challenges, but their combined effects are not well established in humans, particularly in early innate responses critical for shaping subsequent outcomes. Methods We employed systems immunology approaches to study responses to a replication-defective, herpes simplex virus (HSV) 2 vaccine in men and women either naive or previously exposed to HSV. Results Blood transcriptomic and cell population profiling showed substantial changes on day 1 after vaccination, but the responses depended on sex and whether the vaccinee was naive or previously exposed to HSV. The magnitude of early transcriptional responses was greatest in HSV naive women where type I interferon (IFN) signatures were prominent and associated negatively with vaccine-induced neutralizing antibody titers, suggesting that a strong early antiviral response reduced the uptake of this replication-defective virus vaccine. While HSV seronegative vaccine recipients had upregulation of gene sets in type I IFN (IFN-α/β) responses, HSV2 seropositive vaccine recipients tended to have responses focused more on type II IFN (IFN-γ) genes. Conclusions These results together show that prior exposure and sex interact to shape early innate responses that then impact subsequent adaptive immune phenotypes. Funding Intramural Research Program of the NIH, the National Institute of Allergy and Infectious Diseases, and other institutes supporting the Trans-NIH Center for Human Immunology, Autoimmunity, and Inflammation. The vaccine trial was supported through a clinical trial agreement between the National Institute of Allergy and Infectious Diseases and Sanofi Pasteur. Clinical trial number: NCT01915212.
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Affiliation(s)
- Foo Cheung
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Richard Apps
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Lesia Dropulic
- Medical Virology Section, Laboratory of Infectious Diseases, National Institutes of HealthBethesdaUnited States
| | - Yuri Kotliarov
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Jinguo Chen
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Tristan Jordan
- Medical Virology Section, Laboratory of Infectious Diseases, National Institutes of HealthBethesdaUnited States
| | - Marc Langweiler
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Julian Candia
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Angelique Biancotto
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Kyu Lee Han
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
| | - Nicholas Rachmaninoff
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, National Institutes of HealthBethesdaUnited States
| | - Harlan Pietz
- Medical Virology Section, Laboratory of Infectious Diseases, National Institutes of HealthBethesdaUnited States
| | - Kening Wang
- Medical Virology Section, Laboratory of Infectious Diseases, National Institutes of HealthBethesdaUnited States
| | - John S Tsang
- Center for Human Immunology, National Institutes of HealthBethesdaUnited States
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, National Institutes of HealthBethesdaUnited States
| | - Jeffrey I Cohen
- Medical Virology Section, Laboratory of Infectious Diseases, National Institutes of HealthBethesdaUnited States
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4
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Kardava L, Rachmaninoff N, Lau WW, Buckner CM, Trihemasava K, de Assis FL, Wang W, Zhang X, Wang Y, Chiang CI, Narpala S, Reger R, McCormack GE, Seamon CA, Childs RW, Suffredini AF, Strich JR, Chertow DS, Davey RT, Sneller MC, O’Connell S, Li Y, McDermott A, Chun TW, Fauci AS, Tsang JS, Moir S. Pre-vaccination and early B cell signatures predict antibody response to SARS-CoV-2 mRNA vaccine. medRxiv 2021:2021.07.06.21259528. [PMID: 34268520 PMCID: PMC8282109 DOI: 10.1101/2021.07.06.21259528] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
SARS-CoV-2 mRNA vaccines are highly effective, although weak antibody responses are seen in some individuals with correlates of immunity that remain poorly understood. Here we longitudinally dissected antibody, plasmablast, and memory B cell (MBC) responses to the two-dose Moderna mRNA vaccine in SARS-CoV-2-uninfected adults. Robust, coordinated IgA and IgG antibody responses were preceded by bursts of spike-specific plasmablasts after both doses, but earlier and more intensely after dose two. Distinct antigen-specific MBC populations also emerged post-vaccination with varying kinetics. We identified antigen non-specific pre-vaccination MBC and post-vaccination plasmablasts after dose one and their spike-specific counterparts early after dose two that correlated with subsequent antibody levels. These baseline and response signatures can thus provide early indicators of serological efficacy and explain response variability in the population.
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Affiliation(s)
- Lela Kardava
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Nicholas Rachmaninoff
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - William W. Lau
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
| | - Clarisa M. Buckner
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Krittin Trihemasava
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Felipe Lopes de Assis
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Wei Wang
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Xiaozhen Zhang
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Yimeng Wang
- Institute for Bioscience and Biotechnology Research, Rockville, MD, USA
| | - Chi-I Chiang
- Institute for Bioscience and Biotechnology Research, Rockville, MD, USA
| | | | - Robert Reger
- Cellular and Molecular Therapeutics Branch, National Heart, Lung and Blood Institute, NIH, Bethesda, MD, USA
| | - Genevieve E. McCormack
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Catherine A. Seamon
- Critical Care Medicine Department, National Institutes of Health Clinical Center, NIH, Bethesda, MD, USA
| | - Richard W. Childs
- Cellular and Molecular Therapeutics Branch, National Heart, Lung and Blood Institute, NIH, Bethesda, MD, USA
- United States Public Health Service Commissioned Corps, Rockville, MD, USA
| | - Anthony F. Suffredini
- Critical Care Medicine Department, National Institutes of Health Clinical Center, NIH, Bethesda, MD, USA
| | - Jeffrey R. Strich
- Critical Care Medicine Department, National Institutes of Health Clinical Center, NIH, Bethesda, MD, USA
- United States Public Health Service Commissioned Corps, Rockville, MD, USA
| | - Daniel S. Chertow
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
- Critical Care Medicine Department, National Institutes of Health Clinical Center, NIH, Bethesda, MD, USA
- United States Public Health Service Commissioned Corps, Rockville, MD, USA
| | - Richard T. Davey
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Michael C. Sneller
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | | | - Yuxing Li
- Institute for Bioscience and Biotechnology Research, Rockville, MD, USA
- Department of Microbiology and Immunology and Center for Biomolecular Therapeutics, University of Maryland School of Medicine, Baltimore, MD, USA
| | | | - Tae-Wook Chun
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - Anthony S. Fauci
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
| | - John S. Tsang
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD, USA
| | - Susan Moir
- Laboratory of Immunoregulation, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, MD, USA
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5
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Liu C, Martins AJ, Lau WW, Rachmaninoff N, Chen J, Imberti L, Mostaghimi D, Fink DL, Burbelo PD, Dobbs K, Delmonte OM, Bansal N, Failla L, Sottini A, Quiros-Roldan E, Han KL, Sellers BA, Cheung F, Sparks R, Chun TW, Moir S, Lionakis MS, Rossi C, Su HC, Kuhns DB, Cohen JI, Notarangelo LD, Tsang JS. Time-resolved systems immunology reveals a late juncture linked to fatal COVID-19. Cell 2021; 184:1836-1857.e22. [PMID: 33713619 PMCID: PMC7874909 DOI: 10.1016/j.cell.2021.02.018] [Citation(s) in RCA: 133] [Impact Index Per Article: 44.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 12/16/2020] [Accepted: 02/05/2021] [Indexed: 02/06/2023]
Abstract
COVID-19 exhibits extensive patient-to-patient heterogeneity. To link immune response variation to disease severity and outcome over time, we longitudinally assessed circulating proteins as well as 188 surface protein markers, transcriptome, and T cell receptor sequence simultaneously in single peripheral immune cells from COVID-19 patients. Conditional-independence network analysis revealed primary correlates of disease severity, including gene expression signatures of apoptosis in plasmacytoid dendritic cells and attenuated inflammation but increased fatty acid metabolism in CD56dimCD16hi NK cells linked positively to circulating interleukin (IL)-15. CD8+ T cell activation was apparent without signs of exhaustion. Although cellular inflammation was depressed in severe patients early after hospitalization, it became elevated by days 17–23 post symptom onset, suggestive of a late wave of inflammatory responses. Furthermore, circulating protein trajectories at this time were divergent between and predictive of recovery versus fatal outcomes. Our findings stress the importance of timing in the analysis, clinical monitoring, and therapeutic intervention of COVID-19.
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Affiliation(s)
- Can Liu
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA; Graduate Program in Biological Sciences, University of Maryland, College Park, MD 20742, USA
| | - Andrew J Martins
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - William W Lau
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA; Office of Intramural Research, CIT, NIH, Bethesda, MD 20892, USA
| | - Nicholas Rachmaninoff
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA; Graduate Program in Biological Sciences, University of Maryland, College Park, MD 20742, USA
| | - Jinguo Chen
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Luisa Imberti
- CREA Laboratory, Diagnostic Department, ASST Spedali Civili di Brescia, Brescia 25123, Italy
| | - Darius Mostaghimi
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Danielle L Fink
- Neutrophil Monitoring Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD 20701, USA
| | - Peter D Burbelo
- National Institute of Dental and Craniofacial Research, NIH, Bethesda, MD 20892, USA
| | - Kerry Dobbs
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Ottavia M Delmonte
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Neha Bansal
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Laura Failla
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Alessandra Sottini
- CREA Laboratory, Diagnostic Department, ASST Spedali Civili di Brescia, Brescia 25123, Italy
| | - Eugenia Quiros-Roldan
- Department of Infectious and Tropical Diseases, University of Brescia and ASST Spedali Civili di Brescia, Brescia 25123, Italy
| | - Kyu Lee Han
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Brian A Sellers
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Foo Cheung
- NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Rachel Sparks
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Tae-Wook Chun
- Laboratory of Immunoregulation, NIAID, NIH, Bethesda, MD 20892, USA
| | - Susan Moir
- Laboratory of Immunoregulation, NIAID, NIH, Bethesda, MD 20892, USA
| | - Michail S Lionakis
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Camillo Rossi
- ASST Spedali Civili di Brescia, Brescia 25123, Italy
| | - Helen C Su
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - Douglas B Kuhns
- Neutrophil Monitoring Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD 20701, USA
| | - Jeffrey I Cohen
- Laboratory of Infectious Diseases, NIAID, NIH, Bethesda, MD 20892, USA
| | - Luigi D Notarangelo
- Laboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD 20892, USA
| | - John S Tsang
- Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD 20892, USA; NIH Center for Human Immunology, NIAID, NIH, Bethesda, MD 20892, USA.
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6
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Plotnick H, Rachmaninoff N, VandenBerg HJ. Polypoid melanoma: a virulent variant of nodular melanoma. Report of three cases and literature review. J Am Acad Dermatol 1990; 23:880-4. [PMID: 2254474 DOI: 10.1016/0190-9622(90)70309-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
We report the cases of three patients with polypoid melanoma. In no case was there microscopic evidence of melanoma cell invasion below the papillary dermis. In the polypoid variant of nodular melanoma, melanoma cells accumulate in large volume above the skin's surface. This increase in tumor volume encourages dislodgment of melanoma cells that are carried to superficial lymphatic vessels without invading the reticular dermis; this feature differentiates polypoid melanoma from the nonpolypoid nodular variant. Although polypoid melanoma is considered the most malignant form of melanoma, our findings, albeit limited to three cases, suggest that early diagnosis and prompt surgical excision may provide a favorable 5-year survival rate.
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Affiliation(s)
- H Plotnick
- Department of Dermatology, Harper-Grace Hospitals, Wayne State University School of Medicine, Detroit, MI 48201
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A patient is described who had severe hidradenitis suppurativa of the perineum for three years. Excision of the involved area demonstrated a well-defined squamous cell carcinoma. A review of the literature shows only 12 reported cases of squamous cell carcinoma occurring in patients with hidradenitis suppurativa; most patients developing cancer in chronic inflammatory lesions have had longstanding disease. In this case there was a short interval between disease onset and the occurrence of a squamous cell carcinoma.
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Spilkin ES, Rachmaninoff N, Climie AR. Listeria monocytogenes meningitis. Report of 2 cases and review of the literatur. Am J Clin Pathol 1968; 49:671-6. [PMID: 4969267 DOI: 10.1093/ajcp/49.5.671] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
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