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 inJournal of allergy and clinical immunology Vol. 137; no. 6; pp. 1809 - 1821.e12
Main Authors Mingueneau, Michael, Boudaoud, Saida, Haskett, Scott, Reynolds, Taylor L., Nocturne, Gaetane, Norton, Elizabeth, Zhang, Xueli, Constant, Myrtha, Park, Daniel, Wang, Wenting, Lazure, Thierry, Le Pajolec, Christine, Ergun, Ayla, Mariette, Xavier
Format Journal Article
LanguageEnglish
Published 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. [Display omitted]
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
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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
Copyright_xml – notice: 2016 American Academy of Allergy, Asthma & Immunology
– notice: American Academy of Allergy, Asthma & Immunology
– notice: Copyright © 2016 American Academy of Allergy, Asthma & Immunology. Published by Elsevier Inc. All rights reserved.
– notice: Copyright Elsevier Limited Jun 2016
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ISSN 0091-6749
IngestDate Tue Aug 05 09:44:23 EDT 2025
Fri Jul 11 10:58:04 EDT 2025
Wed Aug 13 08:59:09 EDT 2025
Thu Apr 03 06:59:01 EDT 2025
Thu Apr 24 23:02:35 EDT 2025
Tue Jul 01 00:47:21 EDT 2025
Sun Apr 06 06:54:34 EDT 2025
Wed Apr 02 07:43:51 EDT 2025
Tue Aug 26 16:32:04 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 6
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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StartPage 1809
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
URI https://www.clinicalkey.com/#!/content/1-s2.0-S0091674916002840
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https://dx.doi.org/10.1016/j.jaci.2016.01.024
https://www.ncbi.nlm.nih.gov/pubmed/27045581
https://www.proquest.com/docview/1793946050
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Volume 137
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