A Systems Immunology Approach Identifies Cytokine-Induced STAT Signaling Pathways Critical to Rheumatoid Arthritis Disease Activity and Treatment Response
Bridges, S. L.; Ptacek, J.; Hawtin, R. E.; Sun, D.; Louie, B.; Evensen, E.; Mittleman, B.; Cesano, A.; Cavet, G.; Bingham, C. O.; Cofield, S. S.; Curtis, J. R.; Danila, M. I.; Raman, C.; Furie, R.; Genovese, M. C.; Robinson, W. H.; Levesque, M. C.; Moreland, L. W.; Nigrovic, P. A.; Shadick, N. A.; O'Dell, J. R.; Thiele, G. M.; Clair, E. W. S.; Striebich, C. C.; Hale, M. B.; Khalili, H.; Batliwalla, F.; Aranow, C.; Mackay, M.; Diamond, B.; Nolan, G. P.; Gregersen, P. K.
Show abstract
Rheumatoid arthritis (RA), a chronic autoimmune disease characterized by circulating autoantibodies, involves many cytokine-mediated signaling pathways in multiple immune cell subsets. Most studies of immune cells in RA have limitations, such as analysis of a small number of cell subsets or pathways, and limited longitudinal data on patient phenotypes. In this study, we used an innovative systems immunology approach to simultaneously quantify up to 882 signaling nodes (Jak/STAT signaling readouts modulated by cytokines and other stimuli) in 21 immune cell subsets. We studied 194 RA patients and 41 controls, including 146 well-characterized RA patients prior to, and 6 months after, initiation of methotrexate or biologic agents from the Treatment Efficacy and Toxicity in RA Database and Repository (TETRAD). There was strikingly attenuated signaling capacity in RA patients in IFN stimulation followed by measurement of phosphorylated STAT1 [IFN[->]p-STAT1] in six immune cell subsets. Multiple nodes showed negative association with disease activity, including IFN[->]STAT5 signaling in naive and memory B cells. In contrast, IL-6-induced STAT1 and STAT3 activation in central memory CD4-negative T cells showed a positive association with disease activity. Multiple nodes were associated with treatment response, including IFN[->]STAT1 in monocytes and IL-6[->]STAT3 in CD4+ naive T cells. Decision tree analysis identified a model combining these two nodes as a high-performing classifier of treatment response to TNF inhibitors. Our study provides novel information on RA disease mechanisms and serves as a framework for the discovery and validation of biomarkers of treatment response in RA.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cross-Tissue Transcriptomic Analysis Leveraging Machine Learning Approaches Identifies New Biomarkers for Rheumatoid Arthritis 96%
- The macrophage reprogramming ability of antifolates reveals soluble CD14 as a potential biomarker for methotrexate response in rheumatoid arthritis 95%
- TCRβ Sequencing Reveals Spatial and Temporal Evolution of Clonal CD4 T cell Responses in a Breach of Tolerance Model of Inflammatory Arthritis 94%
Similar papers in this journal
- Reduction of pro-inflammatory effector functions through remodeling of fatty acid metabolism in CD8 + T-cells from Rheumatoid Arthritis patients 94%
- Definition of naturally processed peptides reveals convergent presentation of autoantigenic topoisomerase-I epitopes in scleroderma 93%
- The DNA methylation Profile of Undifferentiated Arthritis Patients Anticipates their Subsequent Differentiation to Rheumatoid Arthritis 93%
Similar papers in this journal
- Context-dependent miR-21 regulation of TLR7-mediated autoimmune and foreign antigen driven antibody-forming cell and germinal center responses 92%
- Human Alveolar and Monocyte-derived Human Macrophage Responses to Mycobacterium tuberculosis 92%
- Vitamin D regulates MerTK-dependent phagocytosis in human myeloid cells 92%
Similar papers in this journal
- Joint-specific rheumatoid arthritis fibroblast-like synoviocyte regulation identified by integration of chromatin access and transcriptional activity 94%
- Coordinated immune dysregulation in Juvenile Dermatomyositis revealed by single-cell genomics 94%
- Single cell transcriptomics reveals distinct effector profiles of infiltrating T cells in lupus skin and kidney 94%
Similar papers in this journal
- Identification of a novel transcriptome signature for predicting the response to anti-TNF-α treatment in rheumatoid arthritis patients 95%
- An immunome perturbation is present in juvenile idiopathic arthritis patients who are in remission and will relapse upon anti-TNFα withdrawal 93%
- Parsing multiomics landscape of activated synovial fibroblasts highlights drug targets linked to genetic risk of rheumatoid arthritis 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.