Cytometry by time-of-flight immunophenotyping identifies a blood Sjögren's signature correlating with disease activity and glandular inflammation
Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which rem...
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Published in | Journal of allergy and clinical immunology Vol. 137; no. 6; pp. 1809 - 1821.e12 |
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Main Authors | , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
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United States
Elsevier Inc
01.06.2016
Elsevier Limited |
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Abstract | Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist.
This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS.
Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry.
In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8+ T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation.
This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas.
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AbstractList | Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist.
This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS.
Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry.
In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8+ T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation.
This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas.
[Display omitted] Background Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjogren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist. Objective This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS. Methods Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry. Results In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8+ T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation. Conclusion This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas. BACKGROUNDMass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist.OBJECTIVEThis observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS.METHODSForty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry.RESULTSIn salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8(+) T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation.CONCLUSIONThis first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas. Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist. This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS. Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry. In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8(+) T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation. This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas. Background Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist. Objective This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS. Methods Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry. Results In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8+ T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation. Conclusion This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas. Background Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification and biomarker identification. Primary Sjögren's syndrome (pSS) is a prototype of chronic autoimmune disease, the pathogenesis of which remains unclear and for which treatment does not exist. Objective This observational case-control study was designed to discover new cellular biomarkers and therapeutic targets in patients with pSS. Methods Forty-nine patients with pSS and 45 control subjects were enrolled for clinical evaluation and mass cytometry quantification of 34 protein markers in blood. For a third of these subjects, matched labial salivary gland biopsy specimens were also analyzed by mass cytometry and immunohistochemistry. Results In salivary gland biopsy specimens from patients with pSS, we identified a high number of activated CD8+T cells, terminally differentiated plasma cells, and activated epithelial cells, pointing to new pathogenic mechanisms for future clinical intervention. In blood, we identified a 6-cell disease signature defined by decreased numbers of CD4 and memory B lymphocytes, decreased plasmacytoid dendritic cell numbers, and increased representation of activated CD4 and CD8 T cells and plasmablasts. These blood cellular components correlated with clinical parameters and, when taken together, clustered patients into subsets with distinct disease activity and glandular inflammation. Conclusion This first application of mass cytometry to a well-stratified clinical cohort and small biopsy tissues establishes the benefits of such an approach for the discovery of new biomarkers and therapeutic targets. Similar high-dimensional immunophenotyping strategies could be implemented in longitudinal and interventional clinical settings in this and other disease areas. |
Author | Norton, Elizabeth Boudaoud, Saida Zhang, Xueli Haskett, Scott Reynolds, Taylor L. Nocturne, Gaetane Constant, Myrtha Lazure, Thierry Park, Daniel Wang, Wenting Ergun, Ayla Mingueneau, Michael Le Pajolec, Christine Mariette, Xavier |
Author_xml | – sequence: 1 givenname: Michael surname: Mingueneau fullname: Mingueneau, Michael email: michael.mingueneau@biogen.com organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 2 givenname: Saida surname: Boudaoud fullname: Boudaoud, Saida organization: Faculté de Médecine, Université Paris Sud, Le Kremlin-Bicêtre, France – sequence: 3 givenname: Scott surname: Haskett fullname: Haskett, Scott organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 4 givenname: Taylor L. surname: Reynolds fullname: Reynolds, Taylor L. organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 5 givenname: Gaetane surname: Nocturne fullname: Nocturne, Gaetane organization: Faculté de Médecine, Université Paris Sud, Le Kremlin-Bicêtre, France – sequence: 6 givenname: Elizabeth surname: Norton fullname: Norton, Elizabeth organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 7 givenname: Xueli surname: Zhang fullname: Zhang, Xueli organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 8 givenname: Myrtha surname: Constant fullname: Constant, Myrtha organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 9 givenname: Daniel surname: Park fullname: Park, Daniel organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 10 givenname: Wenting surname: Wang fullname: Wang, Wenting organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 11 givenname: Thierry surname: Lazure fullname: Lazure, Thierry organization: Faculté de Médecine, Université Paris Sud, Le Kremlin-Bicêtre, France – sequence: 12 givenname: Christine surname: Le Pajolec fullname: Le Pajolec, Christine organization: Assistance Publique–Hôpitaux de Paris, Hôpitaux Universitaires Paris-Sud, Le Kremlin-Bicêtre, France – sequence: 13 givenname: Ayla surname: Ergun fullname: Ergun, Ayla organization: Immunology Research, Biogen, Cambridge, Mass – sequence: 14 givenname: Xavier surname: Mariette fullname: Mariette, Xavier organization: Faculté de Médecine, Université Paris Sud, Le Kremlin-Bicêtre, France |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/27045581$$D View this record in MEDLINE/PubMed |
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ContentType | Journal Article |
Copyright | 2016 American Academy of Allergy, Asthma & Immunology American Academy of Allergy, Asthma & Immunology Copyright © 2016 American Academy of Allergy, Asthma & Immunology. Published by Elsevier Inc. All rights reserved. Copyright Elsevier Limited Jun 2016 |
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Keywords | IHC patient stratification biomarker discovery FS DMEM ESSDAI pSS immunophenotyping AECG LASSO AID cytometry by time-of-flight SSA LSG SSB therapeutic target Bm pDC autoimmunity RF Sjögren's syndrome MXA mass cytometry CyTOF NK Immunohistochemistry Sjögren's syndrome B antigen Autoimmune disease Plasmacytoid dendritic cell Labial salivary gland Myxovirus resistance gene A Dulbecco modified Eagle medium Sjögren's syndrome A antigen American European Consensus criteria Memory B Focus score EULAR Sjögren's syndrome disease activity score Least Absolute Shrinkage and Selection operator Rheumatoid factor Natural killer Primary Sjögren's syndrome |
Language | English |
License | Copyright © 2016 American Academy of Allergy, Asthma & Immunology. Published by Elsevier Inc. All rights reserved. |
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Snippet | Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient stratification... Background Mass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient... BACKGROUNDMass cytometry has recently emerged as a promising tool for clinical research. However, few studies have demonstrated its benefit for patient... |
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SubjectTerms | Adult Allergy and Immunology Antigens autoimmunity biomarker discovery Biomarkers Biopsy Blood CD8-Positive T-Lymphocytes Cloning Cluster Analysis Computational Biology - methods cytometry by time-of-flight Disease Enzymes Exocrine glands Female Flow Cytometry Humans Immunoglobulins Immunohistochemistry immunophenotyping Immunophenotyping - methods Male mass cytometry Middle Aged patient stratification Plasma Cells Reproducibility of Results Salivary Glands - metabolism Salivary Glands - pathology Salivary Glands, Minor - metabolism Salivary Glands, Minor - pathology Sjogren's Syndrome - diagnosis Sjögren's syndrome therapeutic target |
Title | Cytometry by time-of-flight immunophenotyping identifies a blood Sjögren's signature correlating with disease activity and glandular inflammation |
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