| Literature DB >> 23264777 |
Carl K Edwards1, Julie S Green, Hans-Dieter Volk, Michael Schiff, Brian L Kotzin, Hiroaki Mitsuya, Tatsuya Kawaguchi, Ken-Mei Sakata, John Cheronis, David Trollinger, Danute Bankaitis-Davis, Charles A Dinarello, David A Norris, Michael P Bevilacqua, Mayumi Fujita, Gerd-Rudiger Burmester.
Abstract
Periodic assessment of gene expression for diagnosis and monitoring in rheumatoid arthritis (RA) may provide a readily available and useful method to detect subclinical disease progression and follow responses to therapy with disease modifying anti-rheumatic agents (DMARDs) or anti-TNF-α therapy. We used quantitative real-time PCR to compare peripheral blood gene expression profiles in active ("unstable") RA patients on DMARDs, stable RA patients on DMARDs, and stable RA patients treated with a combination of a disease-modifying anti-rheumatoid drug (DMARD) and an anti-TNF-α agent (infliximab or etanercept) to healthy human controls. The expression of 48 inflammatory genes were compared between healthy controls (N = 122), unstable DMARD patients (N = 18), stable DMARD patients (N = 26), and stable patients on combination therapy (N = 20). Expression of 13 genes was very low or undetectable in all study groups. Compared to healthy controls, patients with unstable RA on DMARDs exhibited increased expression of 25 genes, stable DMARD patients exhibited increased expression of 14 genes and decreased expression of five genes, and combined therapy patients exhibited increased expression of six genes and decreased expression of 10 genes. These findings demonstrate that active RA is associated with increased expression of circulating inflammatory markers whereas increases in inflammatory gene expression are diminished in patients with stable disease on either DMARD or anti-TNF-α therapy. Furthermore, combination DMARD and anti-TNF-α therapy is associated with greater reductions in circulating inflammatory gene expression compared to DMARD therapy alone. These results suggest that assessment of peripheral blood gene expression may prove useful to monitor disease progression and response to therapy.Entities:
Keywords: anti-TNF-α; biomarker; gene expression; rheumatoid arthritis; whole blood
Year: 2012 PMID: 23264777 PMCID: PMC3525111 DOI: 10.3389/fimmu.2012.00366
Source DB: PubMed Journal: Front Immunol ISSN: 1664-3224 Impact factor: 7.561
Clinical features of RA patient subpopulation groups tested for qRT-PCR analysis.
| Gender (% female) | 79 | 61 | 85 |
| Age (years) | 54.1 | 55.8 | 57.7 |
| Race (% white, non-Hispanic) | 67 | 50 | 90 |
| Duration of disease (months) | 220 | 200 | 227 |
| DMARD use (%) | 75 | 100 | 100 |
| Prednisone use (%) | 64 | 75 | 25 |
| MTX weekly dose (mg) | 15.5 | 9.95 | 14.5 |
See “Materials and Methods” section for details on patient background and selection.
List of 48 inflammatory genes analyzed in the study and mean ΔCT of gene expression in healthy subjects.
| B7 | CD80 | Regulatory protein that may be associated with lupus | 21.17 |
| C1QA | Complement component 1, q subcomponent, A chain | Serum complement system component, forms C1 complex with pro-enzymes C1r and C1s | 21.64 |
| CD3Z | CD247 molecule | T-cell surface glycoprotein | 15.20 |
| CD4 | CD4 molecule | Helper T-cell marker; accessory protein in the MHC/T-cell receptor interaction | 15.84 |
| CD8A | CD8a molecule | Cytotoxic/suppressor T-cell marker; binds MHC I; thought to play role T-cell mediated killing | 16.40 |
| CD14 | CD14 molecule | Monocyte LPS receptor; cooperates with MD-2 and TLR-4 in response to LPS | 14.84 |
| CD19 | CD19 molecule | B-cell growth factor; membrane protein that potentiates receptor-dependent activation | 18.65 |
| CXCL1 | Chemokine (C-X-C motif) ligand 1 | Chemotactic for neutrophils; pro-inflammatory; modulates metalloproteinase activity | 19.78 |
| CXCL2 | Chemokine (C-X-C motif) ligand 2 | Chemotactic for neutrophils and hematopoietic precursor cells | 23.32 |
| CSF2 | Colony stimulating factor 2 | 23.59 | |
| CSF3 | Colony stimulating factor 3 | 23.45 | |
| F3 | Coagulation factor 3 (thromboplastin, tissue factor) | 23.63 | |
| HLA-DRB1 | Major histocompatibility complex, class II, DR beta 1 | Binds antigen for presentation to CD4+ cells | 22.09 |
| HMOX1 | Heme oxygenase (decycling) 1 | Essential for heme catabolism; cleaves heme to form biliverdin and CO; endotoxin inducible | 17.10 |
| HSPA1A | Heat shock protein A1A | Molecular chaperone; stabilizes AU rich mRNA; hydrophobic peptide | 14.76 |
| ICAM1 | Intercellular adhesion molecule 1 | Endothelial cell surface molecule; regulates cell adhesion and trafficking of leukocytes | 18.05 |
| IFNA2 | Interferon, alpha 2 | Interferon produced by macrophages with antiviral effects | 22.20 |
| IFNG | Interferon gamma | Pro- and anti-inflammatory activity, TH1 cytokine, inflammatory mediator of activated T-cells | 22.98 |
| IL1A | Interleukin-1, alpha | Pro-inflammatory; generally cytosolic, released during severe inflammatory disease | 23.14 |
| IL1B | Interleukin-1, beta | Pro-inflammatory; made by activated macrophages; endogenous pyrogen | 16.19 |
| IL1RN | Interleukin-1 receptor antagonist | Anti-inflammatory; inhibits binding of IL-1 its receptor without stimulating IL-1 activity | 16.41 |
| IL2 | Interleukin-2 | T-cell growth factor, expressed by activated T-cells, TH1 cytokine | 23.11 |
| IL4 | Interleukin-4 | Anti-inflammatory; TH2; suppresses cytokines, increases IL-1RN expression | 23.25 |
| IL5 | Interleukin-5 | Stimulates eosinophil expansion and B-cell differentiation | 22.70 |
| IL6 | Interleukin-6 | Pro- and anti-inflammatory activity; TH2 cytokine; regulates hematopoiesis | 23.11 |
| IL8 | Interleukin-8 | Pro-inflammatory CXC chemokine; major secondary inflammatory mediator | 21.04 |
| IL10 | Interleukin-10 | Anti-inflammatory; TH2 cytokine; suppresses production of pro-inflammatory cytokines | 22.84 |
| IL12B | Interleukin-12b | Pro-inflammatory, TH1 cytokine, requires co-stimulation with IL-18 to induce IFN-γ | 23.28 |
| IL13 | Interleukin-13 | Inhibits inflammatory cytokine production | 23.09 |
| IL15 | Interleukin-15 | Pro-inflammatory; T-cell activator; inhibits apoptosis; with IL-2 induces IFN-γ and TNF-α | 22.05 |
| IL18 | Interleukin-18 | Pro-inflammatory; TH1 cytokine; promotes apoptosis; induces IFNγ ; blocked by IL18BP | 20.12 |
| IL18BP | Interleukin-18 binding protein | Binds and inactivates IL18; implicated in inhibition of early TH1 cytokine responses | 17.59 |
| MMP3 | Matrix metallopeptidase 3 | 23.71 | |
| MMP9 | Matrix metallopeptidase 9 | Degrades extracellular matrix molecules; made by neutrophils; Role in arthritis and metastasis | 16.39 |
| PLA2G7 | Phospholipase A2, group VII | Activates platelet activating factor (PF4) | 19.93 |
| NOS2A | Nitric oxide synthase 2a, inducible | 23.53 | |
| PLAUR | Plasminogen activator, urokinase receptor | Ligand-specific cell surface receptor for UPA; localizes and promotes plasmin formation | 15.59 |
| PTGS2 | Prostaglandin-endoperoxide synthase 2 | Pro-inflammatory; regulates angiogenesis and cell migration | 17.92 |
| PTPRC | Protein tyrosine phosphatase, receptor type, C | An essential regulator of T- and B-cell antigen receptor signaling; suppresses JAK kinases | 11.89 |
| SERPINE1 | Serpin peptidase inhibitor, clade E | Interacts with tissue plasminogen activator to regulate fibrinolysis; inhibits PLAU | 22.95 |
| TGFB1 | Transforming growth factor, beta 1 | Pro- and anti-inflammatory activity; anti-apoptotic | 13.55 |
| TIMP1 | TIMP metallopeptidase inhibitor 1 | Inhibitors of matrix metalloproteinases; transcriptionally induced by cytokines and hormones | 15.11 |
| TNF | Tumor necrosis factor | Pro-inflammatory TH1 cytokine, primary mediator of immune response and regulation | 20.65 |
| TNFSF5 | CD40 ligand | Ligand for CD40; expressed on T-cells; regulates B-cell function by engaging CD40 | 17.61 |
| TNFSF6 | Fas ligand (TNF superfamily, member 6) | Ligand for FAS antigen; critical in triggering apoptosis | 21.00 |
| TNFSF13B | Tumor necrosis factor (ligand) superfamily, member 13b | B cell activating factor, TNF family | 15.46 |
| TNFRSF13B | Tumor necrosis factor receptor superfamily, member 13b | Controls T-cell-dependent B-cell antibody responses | 20.81 |
| VEGF | Vascular endothelial growth factor | Produced by monocytes | 23.07 |
Single time point gene expression analysis in RA patients unstable on DMARD therapy, stable on DMARD therapy, and stable on combination therapy.
| B7 | 1.24 | 1.07 | 0.75 | 0.5217 | ||
| C1QA | 2.42 | 1.10 | 1.52 | < | 0.5567 | |
| CD14 | 2.25 | 1.47 | 1.10 | < | 0.3615 | |
| CD19 | 0.64 | 0.54 | 0.68 | < | ||
| CD3Z | 1.01 | 0.81 | 0.89 | 0.9495 | 0.1683 | |
| CD4 | 1.47 | 1.13 | 1.04 | 0.2490 | < | |
| CD8A | 1.54 | 0.87 | 0.81 | 0.3299 | 0.1707 | |
| CXCL1 | 1.89 | 1.43 | 0.75 | < | ||
| HLA-DRB1 | 0.69 | 0.32 | 0.92 | 0.4900 | 0.9067 | |
| HMOX1 | 2.25 | 1.49 | 1.30 | < | ||
| HSPA1A | 2.62 | 1.77 | 1.15 | < | < | 0.2548 |
| ICAM1 | 2.25 | 1.44 | 1.07 | < | 0.5007 | |
| IFNA2 | 1.25 | 1.06 | 0.62 | 0.1295 | 0.7230 | |
| IFNG | 1.24 | 0.84 | ND | 0.0614 | 0.0795 | |
| IL10 | 1.34 | 0.93 | 0.61 | 0.5005 | < | |
| IL15 | 1.43 | 0.94 | 1.33 | 0.6242 | ||
| IL18 | 2.14 | 1.41 | 1.09 | < | 0.4815 | |
| IL18BP | 1.60 | 1.18 | 0.78 | < | 0.0644 | |
| IL1RN | 2.48 | 1.84 | 0.68 | < | < | |
| IL1B | 2.24 | 1.69 | 0.93 | < | < | 0.5218 |
| IL5 | 1.26 | 0.97 | 0.61 | 0.0857 | 0.8539 | < |
| IL8 | 1.01 | 1.06 | 2.69 | 0.9721 | 0.7469 | < |
| MMP9 | 3.45 | 2.04 | 1.19 | < | 0.3469 | |
| PLA2G7 | 1.14 | 0.92 | 0.92 | 0.4591 | 0.5298 | 0.6262 |
| PTGS2 | 2.23 | 1.26 | 0.78 | < | ||
| PTPRC | 1.49 | 1.25 | 0.67 | < | 0.6788 | |
| SERPINE1 | 2.56 | 1.21 | 1.12 | < | 0.1680 | 0.4726 |
| TGFB1 | 2.52 | 1.59 | 0.96 | < | < | 0.5757 |
| TIMP1 | 2.02 | 1.35 | 1.08 | < | 0.4304 | |
| TNF | 1.90 | 1.11 | 0.88 | < | 0.3426 | 0.3158 |
| TNFRSF13B | 0.80 | 0.61 | 0.60 | 0.1674 | ||
| TNFSF13B | 1.97 | 1.35 | 1.47 | < | ||
| TNFSF5 | 1.17 | 0.97 | 0.62 | 0.1691 | 0.7831 | < |
| TNFSF6 | 1.70 | 0.79 | 0.93 | 0.0839 | 0.6686 | |
| VEGF | 1.38 | 0.84 | ND | |||
ΔCT values of genes expressed in RA subjects were compared to those from healthy blood donors.
Probability of a difference between groups was determined by Student's t-test. P value represents comparison of gene expression from healthy blood donors.
ND indicates data not determined.
Indicates statistics not analyzed.
Bold values are statistically significant P values.
Figure 1Relative fold-changes in whole blood gene expression in RA patients compared to healthy controls. (A) Unstable RA patients on DMARD therapy (n = 18). (B) Stable RA patients on DMARD therapy (n = 26). (C) Stable RA patients on combined DMARD and anti-TNF-α therapy (n = 20). Changes in expression for each individual gene are averaged and compared to healthy controls. Significant changes in gene expression (P < 0.05) are depicted as closed bars, and non-significant changes in gene expression are depicted as open bars.
Single time point gene expression analysis of stable RA patients on DMARD therapy and anti-TNF-α therapy with either infliximab or etanercept.
| B7 | 0.67 | 0.92 | 0.4999 | |
| C1QA | 2.02 | 0.99 | 0.9696 | |
| CD14 | 1.14 | 1.04 | 0.3689 | 0.7978 |
| CD3Z | 0.89 | 0.94 | 0.2948 | 0.5865 |
| CD4 | 1.03 | 1.06 | 0.8423 | 0.6788 |
| CD8A | 1.04 | 0.58 | 0.8418 | |
| CXCL1 | 0.68 | 0.79 | 0.1727 | |
| HMOX1 | 1.26 | 1.40 | 0.1278 | |
| HSPA1A | 1.15 | 1.09 | 0.3865 | 0.5708 |
| ICAM1 | 0.98 | 1.13 | 0.8911 | 0.3179 |
| IL10 | 0.68 | 0.64 | ||
| IL15 | 1.43 | 1.20 | 0.0555 | 0.3005 |
| IL18 | 0.90 | 1.25 | 0.4656 | 0.0925 |
| IL18BP | 0.82 | 0.73 | 0.0526 | |
| IL1RN | 0.61 | 0.73 | ||
| IL1B | 0.78 | 1.07 | 0.078 | 0.6039 |
| IL5 | 0.66 | 0.46 | < | |
| IL8 | 1.50 | 5.70 | 0.1585 | < |
| MMP9 | 1.20 | 1.06 | 0.461 | 0.7911 |
| PLA2G7 | 0.86 | 1.07 | 0.4403 | 0.7478 |
| PTGS2 | 0.82 | 0.71 | 0.1617 | |
| PTPRC | 0.75 | 0.63 | < | |
| SERPINE1 | 1.21 | 0.94 | 0.286 | 0.7372 |
| TGFB1 | 1.02 | 0.88 | 0.8391 | 0.1836 |
| TIMP1 | 1.02 | 1.10 | 0.8459 | 0.4071 |
| TNF | 0.83 | 0.81 | 0.2149 | 0.1582 |
| TNFRSF13B | 0.76 | 0.51 | 0.1389 | |
| TNFSF13B | 1.37 | 1.49 | 0.0592 | |
| TNFSF5 | 0.59 | 0.62 | ||
| TNFSF6 | 1.09 | 0.75 | 0.6164 | 0.102 |
ΔCT values of genes expressed in RA subjects were compared to those from healthy blood donors.
Probability of a difference between groups was determined by Student's t-test. P value represents comparison of gene expression from healthy blood donors.
Bold values are statistically significant P values.