Performance of a multi-biomarker score measuring rheumatoid arthritis disease activity in the CAMERA tight control study.

Bakker MF, Cavet G, Jacobs JW, Bijlsma JW, Haney DJ, Shen Y, Hesterberg LK, Smith DR, Centola M, van Roon JA, Lafeber FP, Welsing PM.
Journal   Ann Rheum Dis.
Species  
Analytes Measured   Calprotectin , CRP , EGF , ICAM-1 , IL-6 , IL-6R , IL-8 , Leptin , MMP-1 , MMP-3 total , Resistin , SAA , TNF-RI , VCAM-1 , Flt-1 VEGFR1
Matrix Tested   Serum
Year   2012
Volume  
Page Numbers  
Application   Cytokines and Chemokines
Abstract
OBJECTIVES: To evaluate the performance of individual biomarkers and a multi-biomarker disease activity (MBDA) score in the early rheumatoid arthritis (RA) patient population from the computer assisted management in early rheumatoid arthritis (CAMERA) study.

METHODS: Twenty biomarkers were measured in the CAMERA cohort, in which patients were treated with either intensive or conventional methotrexate-based treatment strategies. The MBDA score was calculated using the concentrations of 12 biomarkers (SAA, IL-6, TNF-RI, VEGF-A, MMP-1, YKL-40, MMP-3, EGF, VCAM-1, leptin, resistin and CRP) according to a previously trained algorithm. The performance of the scores was evaluated relative to clinical disease activity assessments. Change in MBDA score over time was assessed by paired Wilcoxon rank sum test. Logistic regression was used to evaluate the ability of disease activity measures to predict radiographic progression.

RESULTS: The MBDA score had a significant correlation with the disease activity score based on 28 joints-C reactive protein (DAS28-CRP) (r=0.72; p<0.001) and an area under the receiver operating characteristic curve for distinguishing remission/low from moderate/high disease activity of 0.86 (p<0.001) using a DAS28-CRP cut-off of 2.7. In multivariate analysis the MBDA score, but not CRP, was an independent predictor of disease activity measures. Additionally, mean (SD) MBDA score decreased from 53 (18) at baseline to 39 (16) at 6 months in response to study therapy (p<0.0001). Neither MBDA score nor clinical variables were predictive of radiographic progression.

CONCLUSIONS: This multi-biomarker test performed well in the assessment of disease activity in RA patients in the CAMERA study. Upon further validation, this test could be used to complement currently available disease activity measures and improve patient care and outcomes.

View Publications

Related Products

U-PLEX Long COVID Combo 1 (human)
IFN-β, IFN-γ, IL-6, Pentraxin 3 | Human
Multiplex
U-PLEX CAR-T Cell Safety Combo 1 (human)
GM-CSF, IFN-γ, IL-1β, IL-6, IL-10, MCP-1, TNF-α | Human
Multiplex
U-PLEX Diabetes Combo 1 (mouse)
C-Peptide, GLP-1 (total), Glucagon, Insulin, Leptin, PYY (total) | Mouse
Multiplex
U-PLEX Microbiome Combo 1 (human)
Ghrelin (total), GLP-1 (total), Glucagon, Insulin, Leptin, PP, PYY (total) | Human
Multiplex
U-PLEX Diabetes Combo 1 (rat)
C-Peptide, GLP-1 (total), Glucagon, Insulin, Leptin, PYY (total) | Rat
Multiplex
U-PLEX Diabetes Combo 1 (human)
C-Peptide, GIP (total), GLP-1 (total), Glucagon, Insulin, Leptin, PYY (total) | Human
Multiplex
R-PLEX Mouse ICAM-1 Antibody Set
ICAM-1 | Mouse
R-PLEX Mouse EGF Antibody Set
EGF | Mouse
R-PLEX Mouse VCAM-1 Antibody Set
VCAM-1 | Mouse
R-PLEX Mouse ICAM-1 Assay
ICAM-1 | Mouse
Singleplex
R-PLEX Mouse EGF Assay
EGF | Mouse
Singleplex
R-PLEX Mouse VCAM-1 Assay
VCAM-1 | Mouse
Singleplex
U-PLEX TBI Combo 1 (human)
CD40L (soluble), Fractalkine, IFN-γ, IL-1β, IL-6, IL-18, MCP-1, RANKL/TNFSF11, TNF-α, VEGF-D | Human
Multiplex
U-PLEX Human TNF-RI 384-well Assay
TNF-RI | Human
Singleplex
U-PLEX Human MMP-1 Antibody Set
MMP-1 | Human
U-PLEX Human TNF-RI Antibody Set
TNF-RI | Human
U-PLEX Human VEGFR-1/Flt-1 Antibody Set
VEGFR-1/Flt-1 | Human
U-PLEX Human MMP-1 384-well Assay
MMP-1 | Human
Singleplex
U-PLEX Human VEGFR-1/Flt-1 384-well Assay
VEGFR-1/Flt-1 | Human
Singleplex
U-PLEX Oncolysis Combo 1 (human)
CTLA-4, IFN-α2a, IFN-β, IL-1β, IL-2Rα, IL-6, IL-8, IP-10, LAG3, MIP-1α, PD1 (epitope 1), TIGIT | Human
Multiplex
U-PLEX Metastasis Combo 1 (human)
E-Selectin, MMP-1, MMP-2, MMP-7, MMP-9 (total), P-Selectin, VEGFR-1/Flt-1 | Human
Multiplex
U-PLEX Human TNF-RI Assay
TNF-RI | Human
Singleplex
U-PLEX Human MMP-1 Assay
MMP-1 | Human
Singleplex
U-PLEX Human VEGFR-1/Flt-1 Assay
VEGFR-1/Flt-1 | Human
Singleplex
U-PLEX Macrophage M1 Combo 1 (mouse)
IL-1β, IL-6, IL-12p70, IL-15, IL-23, IP-10, MCP-1, MIP-1α, TNF-α | Mouse
Multiplex
U-PLEX Human ICAM-1 384-Well Assay
ICAM-1 | Human
Singleplex
U-PLEX Custom Biomarker Group 1 (mouse) 384-well Assays
Mouse
Multiplex
U-PLEX Mouse IL-6 384-Well Assay
IL-6 | Mouse
Singleplex
U-PLEX Mouse TNF-RI 384-Well Assay
TNF-RI | Mouse
Singleplex
U-PLEX NHP IL-8 384-Well Assay
IL-8 | Non-human primate
Singleplex
U-PLEX NHP IL-6 384-Well Assay
IL-6 | Non-human primate
Singleplex
U-PLEX Custom Metabolic Group 1 (rat) 384-well Assays
Rat
Multiplex
U-PLEX Custom Metabolic Group 1 (mouse) 384-well Assays
BAFF, BCA-1/BLC, BDNF, CD40/TNFRSF5, C-Peptide, Eotaxin, EPO, FGF-21, Ghrelin (active), Ghrelin (total), GLP-1 (active), GLP-1 (inactive), GLP-1 (total), Glucagon, GM-CSF, IFN-α, IFN-β, IFN-γ, IL-1β, IL-2, IL-4, IL-5, IL-6, IL-9, IL-10, IL-12/IL-23p40, IL-12p70, IL-13, IL-15, IL-16, IL-17A, IL-17A/F, IL-17C, IL-17E/IL-25, IL-17F, IL-21, IL-22, IL-23, IL-27p28/IL-30, IL-31, IL-33, Insulin, IP-10, KC/GRO, Leptin, MCP-1, MCP-5/CCL12, MDC, MIP-1α, MIP-1β, MIP-2, MIP-3α, MMP-9 (total), PYY (total), RANTES, TARC, TNF-α, VEGF-A | Mouse
Multiplex
U-PLEX Mouse Leptin 384-Well Assay
Leptin | Mouse
Singleplex
U-PLEX Rat Leptin 384-Well Assay
Leptin | Rat
Singleplex
U-PLEX Human CRP 384-Well Assay
CRP | Human
Singleplex
U-PLEX Human VCAM-1 384-Well Assay
VCAM-1 | Human
Singleplex
U-PLEX Human SAA 384-Well Assay
SAA | Human
Singleplex
U-PLEX Custom Biomarker Group 3 (human) 384-well Assays
Human
Multiplex
U-PLEX Biomarker Group 1 (NHP) 384-well Assays
CTACK, ENA-78, Eotaxin, Eotaxin-2, Eotaxin-3, FLT3L, Fractalkine, G-CSF, GM-CSF, GRO-α, I-309, IFN-α2a, IFN-γ, IL-1α, IL-1β, IL-1RA, IL-2, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12/IL-23p40, IL-12p70, IL-13, IL-15, IL-16, IL-17A, IL-17A/F, IL-17B, IL-17C, IL-17D, IL-17F, IL-18, IL-22, IL-23, IP-10, I-TAC, MCP-1, MCP-2, MCP-4, M-CSF, MDC, MIF, MIP-1α, MIP-1β, MIP-3α, MIP-3β, MIP-5, SDF-1α, TARC, TNF-α, TNF-β, TPO, TRAIL, VEGF-A, YKL-40 | Non-human primate
Multiplex
R-PLEX Mouse VEGFR-1/Flt-1 Antibody Set
VEGFR-1/Flt-1 | Mouse
R-PLEX Mouse VEGFR-1/Flt-1 Assay
VEGFR-1/Flt-1 | Mouse
Singleplex
U-PLEX Human IL-8 384-Well Assay
IL-8 | Human
Singleplex
U-PLEX Human IL-6 384-Well Assay
IL-6 | Human
Singleplex
U-PLEX Human Leptin 384-well Assay
Leptin | Human
Singleplex
U-PLEX Custom Metabolic Group 1 (human) 384-well Assays
BAFF, BDNF, β-NGF, C-Peptide, CTACK, ENA-78, Eotaxin, Eotaxin-2, Eotaxin-3, EPO, FGF-21, FGF-23, FLT3L, Fractalkine, FSH, G-CSF, Ghrelin (active), Ghrelin (total), GIP (active), GIP (inactive), GIP (total), GLP-1 (active), GLP-1 (inactive), GLP-1 (total), Glucagon, GM-CSF, GRO-α, I-309, IFN-α2a, IFN-β, IFN-γ, IL-1α, IL-1β, IL-1RA, IL-2, IL-2Rα, IL-3, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12/IL-23p40, IL-12p70, IL-13, IL-15, IL-16, IL-17A, IL-17A/F, IL-17C, IL-17D, IL-17E/IL-25, IL-17F, IL-18, IL-21, IL-22, IL-23, IL-27, IL-29/IFN-λ1, IL-31, IL-33, Insulin, IP-10, Leptin, Luteinizing Hormone (LH), MCP-1, MCP-2, MCP-4, M-CSF, MDC, MIF, MIP-1α, MIP-5, PP, Proinsulin, PYY (total), SDF-1α, TARC, TNF-α, TNF-β, TPO, TRAIL, TSLP, VEGF-A, YKL-40 | Human
Multiplex
U-PLEX Custom Biomarker Group 1 (human) 384-well Assays
CTACK, ENA-78, Eotaxin, Eotaxin-2, Eotaxin-3, EPO, FLT3L, Fractalkine, G-CSF, GM-CSF, GRO-α, I-309, IFN-α2a, IFN-β, IFN-γ, IL-1α, IL-1β, IL-1RA, IL-2, IL-2Rα, IL-3, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12/IL-23p40, IL-12p70, IL-13, IL-15, IL-16, IL-17A, IL-17A/F, IL-17B, IL-17C, IL-17D, IL-17E/IL-25, IL-17F, IL-18, IL-21, IL-22, IL-23, IL-27, IL-29/IFN-λ1, IL-31, IL-33, IP-10, I-TAC, MCP-1, MCP-2, MCP-3, MCP-4, M-CSF, MDC, MIF, MIP-1α, MIP-1β, MIP-3α, MIP-3β, MIP-5, SDF-1α, TARC, TNF-α, TNF-β, TPO, TRAIL, TSLP, VEGF-A, YKL-40 | Human
Multiplex
R-PLEX Human Calprotectin Antibody Set
Calprotectin | Human
R-PLEX Human Calprotectin Assay
Calprotectin | Human
Singleplex
U-PLEX Custom Biomarker Group 3 (human) Assays
Human
Multiplex
U-PLEX Human CRP Antibody Set
CRP | Human
U-PLEX Human ICAM-1 Antibody Set
ICAM-1 | Human
U-PLEX Human SAA Antibody Set
SAA | Human
U-PLEX Human VCAM-1 Antibody Set
VCAM-1 | Human
U-PLEX Metabolic Combo 2 (human)
Adiponectin, ApoA1, ApoC3, Clusterin, CRP, DPPIV, NGAL/LCN2, RBP4, SHBG, sTfR-1 | Human
Multiplex
U-PLEX Vascular Injury Combo 1 (human)
CRP, Factor VII, ICAM-1, SAA, VCAM-1 | Human
Multiplex
U-PLEX Inflammation Combo 1 (human)
Complement C9, Complement factor D, CRP, ICAM-1, NGAL/LCN2, SAA, VCAM-1 | Human
Multiplex
U-PLEX Human VCAM-1 Assay
VCAM-1 | Human
Singleplex
U-PLEX Human SAA Assay
SAA | Human
Singleplex
U-PLEX Human CRP Assay
CRP | Human
Singleplex
U-PLEX Human ICAM-1 Assay
ICAM-1 | Human
Singleplex
S-PLEX Proinflammatory Panel 1 (human) Kit
IFN-γ, IL-1β, IL-2, IL-4, IL-6, IL-10, IL-12p70, IL-17A, TNF-α | Human
Multiplex
S-PLEX NHP IL-6 Kit
IL-6 | Non-human primate
Singleplex
S-PLEX Human IL-6 Kit
IL-6 | Human
Singleplex
R-PLEX Mouse CRP Antibody Set
CRP | Mouse
R-PLEX Mouse SAA Antibody Set
SAA | Mouse
U-PLEX Macrophage M1 Combo 1 (human)
IL-1β, IL-6, IL-12p70, IL-18, IL-23, IP-10, MCP-1, MIP-1α, TNF-α | Human
Multiplex
Human Leptin Antibody
Leptin | Human
V-PLEX Metabolic Panel 1 Human Kit
C-Peptide, GIP (active), GLP-1 (active), Glucagon, Insulin, Leptin, PP | Human
Multiplex
V-PLEX Plus Metabolic Panel 1 Human Kit
C-Peptide, GIP (active), GLP-1 (active), Glucagon, Insulin, Leptin, PP | Human
Multiplex
V-PLEX Plus Human Leptin Kit
Leptin | Human
Singleplex
V-PLEX Human Leptin Kit
Leptin | Human
Singleplex
V-PLEX Plus Viral Panel 3 NHP Kit
IFN-γ, IL-1β, IL-5, IL-6, IL-8, IL-10 | Non-human primate
Multiplex
V-PLEX Plus Viral Panel 3 Human Kit
IFN-γ, IL-1β, IL-4, IL-5, IL-6, IL-8, IL-10, IL-12p70, TNF-α | Human
Multiplex
V-PLEX Viral Panel 3 NHP Kit
IFN-γ, IL-1β, IL-5, IL-6, IL-8, IL-10 | Non-human primate
Multiplex
V-PLEX Viral Panel 3 Human Kit
IFN-γ, IL-1β, IL-4, IL-5, IL-6, IL-8, IL-10, IL-12p70, TNF-α | Human
Multiplex
U-PLEX Viral Combo 1 (NHP)
G-CSF, GM-CSF, IFN-α2a, IFN-γ, IL-1β, IL-1RA, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12p70, IP-10, MCP-1, MIP-1α, TNF-α, VEGF-A | Non-human primate
Multiplex
U-PLEX Viral Combo 1 (human)
G-CSF, GM-CSF, IFN-α2a, IFN-β, IFN-γ, IL-1β, IL-1RA, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-12p70, IP-10, MCP-1, MIP-1α, TNF-α, VEGF-A | Human
Multiplex
V-PLEX Viral Panel 2 NHP Kit
IFN-γ, IL-1β, IL-6, IL-8, IL-10 | Non-human primate
Multiplex
V-PLEX Viral Panel 2 Human Kit
IFN-γ, IL-1β, IL-4, IL-6, IL-8, IL-10, TNF-α | Human
Multiplex
V-PLEX Viral Panel 1 NHP Kit
IL-1β, IL-6, IL-8 | Non-human primate
Multiplex
V-PLEX Viral Panel 1 Human Kit
IL-1β, IL-6, IL-8, TNF-α | Human
Multiplex
V-PLEX Plus Viral Panel 2 NHP Kit
IFN-γ, IL-1β, IL-6, IL-8, IL-10 | Non-human primate
Multiplex
V-PLEX Plus Viral Panel 2 Human Kit
IFN-γ, IL-1β, IL-4, IL-6, IL-8, IL-10, TNF-α | Human
Multiplex
V-PLEX Plus Viral Panel 1 NHP Kit
IL-1β, IL-6, IL-8 | Non-human primate
Multiplex
V-PLEX Plus Viral Panel 1 Human Kit
IL-1β, IL-6, IL-8, TNF-α | Human
Multiplex
U-PLEX Rat Leptin Assay
Leptin | Rat
Singleplex
U-PLEX Mouse Leptin Assay
Leptin | Mouse
Singleplex
U-PLEX Human Leptin Assay
Leptin | Human
Singleplex
U-PLEX NHP IL-8 Assay
IL-8 | Non-human primate
Singleplex
U-PLEX NHP IL-6 Assay
IL-6 | Non-human primate
Singleplex
U-PLEX Mouse IL-6 Assay
IL-6 | Mouse
Singleplex
U-PLEX Human IL-6 Assay
IL-6 | Human
Singleplex
U-PLEX Human IL-8 Assay
IL-8 | Human
Singleplex
U-PLEX Mouse TNF-RI Assay
TNF-RI | Mouse
Singleplex
R-PLEX Human IL-6R Assay
IL-6R | Human
Singleplex
R-PLEX Human MMP-3 Assay
MMP-3 (total) | Human
Singleplex
R-PLEX Rat IL-6 Assay
IL-6 | Rat
Singleplex
R-PLEX Human Resistin Assay
Resistin | Human
Singleplex
R-PLEX Mouse Resistin Assay
Resistin | Mouse, Rat
Singleplex
Product Search
Browse Our Products

By Analytes
By Applications
Search
Customer Service/Orders


Scientific/Technical Support


Instrument Support


Company Headquarters