Related Experiment Video
Updated: Dec 12, 2025

Single-cell Analysis of Immunophenotype and Cytokine Production in Peripheral Whole Blood via Mass Cytometry
Published on: June 26, 2018
Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor
Theresa L Wampler Muskardin1,2, Wei Fan3, Zhongbo Jin4
1Department of Medicine, Colton Center for Autoimmunity, New York University School of Medicine, New York, NY, United States.
Type I interferon (T1IFN) activity predicts rheumatoid arthritis (RA) treatment response. This study reveals distinct monocyte gene expression in RA patients based on T1IFN activity, identifying potential therapeutic targets for non-responders to tumor necrosis factor inhibitors (TNFi).
Area of Science:
- Immunology
- Genomics
- Rheumatology
Background:
- Type I interferon (T1IFN) activity has been previously shown to predict non-response to tumor necrosis factor inhibitors (TNFi) in rheumatoid arthritis (RA).
- Monocytes play a crucial role in RA pathogenesis and immune response.
- Understanding the heterogeneity of monocyte responses based on T1IFN activity is essential for personalized treatment strategies.
Purpose of the Study:
- To investigate the biological differences in classical (CL) and non-classical (NC) monocytes from RA patients based on their pre-biologic treatment T1IFN activity.
- To identify specific gene expression patterns associated with T1IFN activity levels.
- To explore potential therapeutic targets for RA patients who do not respond to TNFi.
Main Methods:
- Single-cell gene expression analysis was performed on purified CL (n = 342) and NC (n = 359) monocytes from RA patients.
- Patients were grouped based on pre-biologic T1IFN activity: 'T1IFN undetectable (T1IFN ND) or IFNβ/α >1.3' and 'T1IFN detectable but IFNβ/α ≤ 1.3'.
- Principal component and unsupervised cluster analyses were used to identify differences in gene expression.
Main Results:
- Significant differences in gene expression were observed between monocyte groups defined by T1IFN activity.
- CL monocytes from the T1IFN ND or IFNβ/α >1.3 group showed reduced expression of JAK1 and IFI27.
- NC monocytes from the same group exhibited enriched expression of IFNAR1, IRF1, TNFA, and TLR4, with JAK1 expression being absent in some patients.
Conclusions:
- Differential gene expression in monocytes suggests distinct IFN pathway activation in RA patients with varying responses to TNFi.
- The identified gene expression patterns can help stratify RA patients based on their predicted response to TNFi.
- This research may inform the development of novel therapeutic strategies for TNFi non-responders in RA.
Related Concept Videos
T Cell Types and Functions
Th1 cells stimulate dendritic cells to express necessary co-stimulatory molecules on their surfaces for...
Drugs for Treatment of Crohn's Disease in IBD Using Biologic Agents: Anti-TNF

