ARTHRITIS & RHEUMATOLOGY
Vol. 66, No. 4, April 2014, pp 794–802
DOI 10.1002/art.38304
© 2014, American College of Rheumatology
Development and Validation of
Modified Disease Activity Scores in Rheumatoid Arthritis
Superior Correlation With Magnetic Resonance Imaging–Detected
Synovitis and Radiographic Progression
Joshua F. Baker,
1
Philip G. Conaghan,
2
Josef S. Smolen,
3
Daniel Aletaha,
3
Justine Shults,
4
Paul Emery,
5
Daniel G. Baker,
6
and Mikkel Østergaard
7
Objective. To develop and validate composite dis-
ease activity scores, based on widely available clinical
measures, that would demonstrate improved correlation
with detection of synovitis on magnetic resonance imag-
ing (MRI) and radiographic progression, in comparison
with conventional measures, in patients with rheuma-
toid arthritis (RA).
Methods. This study was conducted as a second-
ary study of 2 RA clinical trials, GO-BEFORE (de-
velopment cohort) and GO-FORWARD (validation co-
hort). Generalized estimating equations were used to
evaluate independent cross-sectional associations of
component variables (from all time points) with con-
current MRI measures of synovitis and bone edema in
the development cohort. Based on regression coeffi-
cients, modified versions of the Disease Activity Score
in 28 joints (M-DAS28), Simplified Disease Activity
Index (M-SDAI), and Clinical Disease Activity Index
(M-CDAI) were generated for each subject in the vali-
dation cohort. The M-DAS28, M-SDAI, and M-CDAI
scores were compared to conventional scores of disease
activity with regard to associations with MRI measures
of synovitis and radiographic progression, assessed
using Pearson’s and Spearman’s correlations, linear/
logistic regression, and receiver operating characteristic
analysis.
Results. Four variables were independently asso-
ciated with MRI-detected synovitis and bone edema in
the development cohort: C-reactive protein (CRP) level,
erythrocyte sedimentation rate (ESR), swollen joint
count in 28 joints (SJC28), and evaluator’s global
assessment of disease activity using a visual analog
scale (EvGA score). Modified disease activity scores
were generated using the regression coefficients ob-
tained in the synovitis models for all subjects in the
validation cohort; modified scores were calculated as
M-DAS28 0.49 ln(CRP) 0.15 SJC28 0.22
This study is a secondary analysis of the GO-BEFORE
(ClinicalTrials.gov identifier NCT00361335) and GO-FORWARD
(NCT00264550) randomized clinical trials. Funding for the original
trials was provided by Janssen Biotech, Inc. There was no additional
funding for the secondary study.
1
Joshua F. Baker, MD, MSCE: University of Pennsylvania and
Philadelphia VA Medical Center, Philadelphia;
2
Philip G. Conaghan,
MBBS, PhD, FRACP, FRCP: University of Leeds, NIHR Leeds
Musculoskeletal Biomedical Research Unit, and Leeds Teaching Hos-
pitals NHS Trust, Leeds, UK;
3
Josef S. Smolen, MD, Daniel Aletaha,
MD: Medical University of Vienna, Vienna, Austria;
4
Justine Shults,
PhD: University of Pennsylvania, Philadelphia;
5
Paul Emery, MA,
MD, FRCP: University of Leeds, NIHR Leeds Musculoskeletal
Biomedical Research Unit, Leeds Institute of Rheumatic and Mus-
culoskeletal Medicine, Leeds Teaching Hospitals NHS Trust, and
Chapel Allerton Hospital, Leeds, UK;
6
Daniel G. Baker, MD: Janssen
Research and Development, LLC, Spring House, Pennsylvania;
7
Mik-
kel Østergaard, MD, PhD, DMSc: Glostrup Hospital and University of
Copenhagen, Copenhagen, Denmark.
Dr. Conaghan has received speaking fees and/or honoraria
from Bristol-Myers Squibb, Janssen, Merck, Pfizer, Novartis, and
Roche. Dr. Smolen has received consulting fees, speaking fees, and/or
honoraria from Janssen (less than $10,000). Dr. Emery has received
consulting fees, speaking fees, and/or honoraria from Pfizer, Merck,
Abbvie, UCB, Roche, Bristol-Myers Squibb, Lilly, and Novartis (less
than $10,000 each). Dr. D. G. Baker owns stock or stock options in
Janssen Research and Development. Dr. Østergaard has received
consulting fees and/or honoraria from Abbott/Abbvie, Bristol-Myers
Squibb, Centocor, Janssen, GlaxoSmithKline, Merck, Mundipharma,
Novo Nordisk, Pfizer, Schering-Plough, Roche, UCB, and Wyeth (less
than $10,000 each) and research support from Abbott/Abbvie, Cento-
cor, Merck, and Pfizer.
Address correspondence to Joshua F. Baker, MD, MSCE,
Division of Rheumatology, Department of Medicine, University of
Pennsylvania, 8 Penn Tower Building, 34th Street and Civic Center
Boulevard, Hospital of the University of Pennsylvania, Philadelphia,
PA 19104. E-mail: bakerjo@uphs.upenn.edu.
Submitted for publication June 10, 2013; accepted in revised
form November 26, 2013.
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