ArticlePloS one2009
Multiparameter phospho-flow analysis of lymphocytes in early rheumatoid arthritis: implications for diagnosis and monitoring drug therapy.
Article in PloS one, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 31 citations in OpenAlex.
- Single-cell Unperturbed Activation Profiling by mass cytometry capturesFrontiers in immunology · 2026Article
- The Flavonoid Naringenin Alleviates Collagen-Induced Arthritis through Curbing the Migration and Polarization of CD4International journal of molecular sciences · 2022Article
- Single-cell peripheral immunoprofiling of Alzheimer's and Parkinson's diseases.Science advances · 2020Article
- Therapeutic implications of the anergic/postactivated status of B cells in systemic lupus erythematosus.RMD open · 2020Review
- Identification and Characterization of Post-activated B Cells in Systemic Autoimmune Diseases.Frontiers in immunology · 2019Article
- Candidate Markers for Stratification and Classification in Rheumatoid Arthritis.Frontiers in immunology · 2019Article
- Aberrant STAT phosphorylation signaling in peripheral blood mononuclear cells from multiple sclerosis patients.Journal of neuroinflammation · 2018Article
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- TGFβ activated kinase 1 (TAK1) at the crossroad of B cell receptor and Toll-like receptor 9 signaling pathways in human B cells.PloS one · 2014Article
- Human systems immunology: hypothesis-based modeling and unbiased data-driven approaches.Seminars in immunology · 2013Review
- Early in vivo signaling profiles in MUC1-specific CD4Oncoimmunology · 2013Article
- When Medicine Meets Engineering-Paradigm Shifts in Diagnostics and Therapeutics.Diagnostics (Basel, Switzerland) · 2013Review
- Rheumatoid arthritis is associated with signaling alterations in naturally occurring autoreactive B-lymphocytes.Journal of autoimmunity · 2013Article
- JNK-dependent Stat3 phosphorylation contributes to Akt activation in response to arsenic exposure.Toxicological sciences : an official journal of the Society of Toxicology · 2012Article
- Diverse phosphorylation patterns of B cell receptor-associated signaling in naïve and memory human B cells revealed by phosphoflow, a powerful technique to study signaling at the single cell level.Frontiers in cellular and infection microbiology · 2012Article
- Systems biology in immunology: a computational modeling perspective.Annual review of immunology · 2011Review
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- IL-2 and IL-4 stimulate MEK1 expression and contribute to T cell resistance against suppression by TGF-beta and IL-10 in asthma.Journal of immunology (Baltimore, Md. : 1950) · 2010Article
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Authors and funding
7 authors at 5 institutions in 2 countries.
Funding
Abstract
backgroundThe precise mechanisms involved in the initiation and progression of rheumatoid arthritis (RA) are not known. Early stages of RA often have non-specific symptoms, delaying diagnosis and therapy. Additionally, there are currently no established means to predict clinical responsiveness to therapy. Immune cell activation is a critical component therefore we examined the cellular activation of peripheral blood mononuclear cells (PBMCs) in the early stages of RA, in order to develop a novel diagnostic modality. METHODS AND
findingsPBMCs were isolated from individuals diagnosed with early RA (ERA) (n = 38), longstanding RA (n = 10), osteoarthritis (OA) (n = 19) and from healthy individuals (n = 10). PBMCs were examined for activation of 15 signaling effectors, using phosphorylation status as a measure of activation in immunophenotyped cells, by flow cytometry (phospho-flow). CD3+CD4+, CD3+CD8+ and CD20+ cells isolated from patients with ERA, RA and OA exhibited activation of multiple phospho-epitopes. ERA patient PBMCs showed a bias towards phosphorylation-activation in the CD4+ and CD20+ compartments compared to OA PBMCs, where phospho-activation was primarily observed in CD8+ cells. The ratio of phospho (p)-AKT/p-p38 was significantly elevated in patients with ERA and may have diagnostic potential. The mean fluorescent intensity (MFI) levels for p-AKT and p-H3 in CD4+, CD8+ and CD20+ T cells correlated directly with physician global assessment scores (MDGA) and DAS (disease activity score). Stratification by medications revealed that patients receiving leflunomide, systemic steroids or anti-TNF therapy had significant reductions in phospho-specific activation compared with patients not receiving these therapies. Correlative trends between medication-associated reductions in the levels of phosphorylation of specific signaling effectors and lower disease activity were observed.
conclusionsPhospho-flow analysis identified phosphorylation-activation of specific signaling effectors in the PB from patients with ERA. Notably, phosphorylation of these signaling effectors did not distinguish ERA from late RA, suggesting that the activation status of discrete cell populations is already established early in disease. However, when the ratio of MFI values for p-AKT and p-p38 is >1.5, there is a high likelihood of having a diagnosis of RA. Our results suggest that longitudinal sampling of patients undergoing therapy may result in phospho-signatures that are predictive of drug responsiveness.
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