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Research ArticleArticle

A Simplified Baseline Prediction Model for Joint Damage Progression in Rheumatoid Arthritis: A Step toward Personalized Medicine

Yvonne M.R. de Punder, Piet L.C.M. van Riel and Jaap Fransen
The Journal of Rheumatology March 2015, 42 (3) 391-397; DOI: https://doi.org/10.3899/jrheum.140327
Yvonne M.R. de Punder
From the Department of Rheumatology, Radboud University Medical Centre, Nijmegen, the Netherlands.
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Piet L.C.M. van Riel
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Jaap Fransen
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  • For correspondence: Jaap.Fransen@Radboudumc.nl
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    Figure 1.

    Predicted probability for joint damage progression for 2 different prediction scores. A. Prediction score based on the regression coefficients in the extended model. B. Prediction score based on the number of prediction factors present in a patient in the simplified model.

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    Figure 2.

    Discriminative ability of the extended and simplified prediction model for joint damage progression between 0 and 36 months. Areas under the ROC curve were 0.77 (95% CI 0.72–0.81) and 0.75 (95% CI 0.70–0.80), respectively. In the extended model, anti-CCP, ESR, and erosions are categorized, and in the simplified model, these are dichotomized. ROC: receiver-operation characteristic; anti-CCP: anticyclic citrullinated peptide antibodies; ESR: erythrocyte sedimentation rate.

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    Table 1.

    Baseline characteristics and medication use of study population (not imputed data), separated by occurrence of joint damage progression between 0 and 3 years. Values are mean (SD), % (n), or median (IQR).

    CharacteristicsJoint Damage ProgressionNo Joint Damage Progressionp
    nMean/Med/%nMean/Med/%
    Age, yrs17554 (14)25057 (14)0.029
    Female17559% (104)25066% (165)0.167
    Anti-CCP–positive15882% (129)21353% (112)< 0.001
    RF–positive17587% (153)24666% (163)< 0.001
    SE present16475% (123)18868% (128)0.153
    Smoking, ever13172% (94)17667% (118)0.377
    DAS281705.5 (1.3)2414.9 (1.4)< 0.001
    ESR, mm/h16840 (21–59)23821 (9–38)< 0.001
    CRP, mg/l11822 (7–52)2063 (0–23)< 0.001
    SJC2817311 (7–16)24410 (6–14)0.017
    SJC4414215 (10–22)15313 (9–19)0.041
    TJC281737 (4–13)2446 (2–12)0.070
    TJC5314213 (6–19)15312 (5–19)0.269
    VAS pain, 0–10015747 (28–60)22847 (31–64)0.241
    Erosions at BL17562% (108)25032% (80)< 0.001
    Ratingen score1752 (0–4)2500 (0–1)< 0.001
    DMARD1692500.253
      Combination21% (37)20% (51)
      Monotherapy75% (132)72% (181)
    Oral prednisone17561% (107)25061% (152)0.943
    • Joint damage progression was defined as ≥ 5 Ratingen points. Treatment with synthetic DMARD and oral prednisone was evaluated between 0 and 36 months. Statistic tests used were unpaired Student t test, chi-square test, and Mann-Whitney U test, as appropriate. IQR: interquartile range; anti-CCP: anticyclic citrullinated peptide antibodies; RF: rheumatoid factor; SE: shared epitope; DAS28: Disease Activity Score at 28 joints; ESR: erythrocyte sedimentation rate; CRP: C-reactive protein; SJC28: swollen joint count at 28 joints; TJC28: tender joint count at 28 joints; VAS: visual analog scale; BL: baseline; DMARD: disease-modifying antirheumatic drug.

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    Table 2.

    Extended multivariable logistic regression model for the prediction of joint damage progression between 0 and 3 years followup. Erosions are according to the Ratingen score. The model was corrected for age and sex.

    VariablesValuesβOR95% CIp
    Anti-CCP/RF0————
    10.191.200.52–2.790. 666
    21.343.801.92–7.50< 0.001
    Erosions0————
    1–50.952.571.57–4.23< 0.001
    5–101.353.871.68–8.950.002
    > 102.6113.553.34–54.99< 0.001
    ESR, mm/h< 25————
    25–500.992.691.58–4.59< 0.001
    > 501.614.982.67–9.29< 0.001
    Age< 45————
    45–64−0.180.840.47–1.480.539
    > 64−0.890.410.21–9.810.010
    SexFemale−0.450.640.40–1.030.065
    Constant−1.430.240.08–0.750.014
    • Anti-CCP: anticyclic citrullinated peptide antibodies; RF: rheumatoid factor; ESR: erythrocyte sedimentation rate.

    • View popup
    Table 3.

    Simplified multivariable regression model for prediction of joint damage progression. The 3 baseline prognostic factors were anti-CCP positivity > 25 U/ml, ESR > 25 mm/h, and presence of ≥ 1 erosion. The model was corrected for age and sex.

    VariablesValuesnβOR95% CIp
    No. risk factors056————
    11281.363.911.26–12.090.018
    21462.9310.953.70–32.40< 0.001
    3953.6137.0111.74–116.6< 0.001
    Age< 45————
    45–64−0.230.790.45–1.390.415
    > 64−0.770.460.25–0.860.015
    SexFemale−0.400.700.42–1.060.085
    Constant−1.530.220.06–0.850.028
    • Anti-CCP: anticyclic citrullinated peptide antibodies; ESR: erythrocyte sedimentation rate.

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A Simplified Baseline Prediction Model for Joint Damage Progression in Rheumatoid Arthritis: A Step toward Personalized Medicine
Yvonne M.R. de Punder, Piet L.C.M. van Riel, Jaap Fransen
The Journal of Rheumatology Mar 2015, 42 (3) 391-397; DOI: 10.3899/jrheum.140327

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A Simplified Baseline Prediction Model for Joint Damage Progression in Rheumatoid Arthritis: A Step toward Personalized Medicine
Yvonne M.R. de Punder, Piet L.C.M. van Riel, Jaap Fransen
The Journal of Rheumatology Mar 2015, 42 (3) 391-397; DOI: 10.3899/jrheum.140327
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Keywords

RHEUMATOID ARTHRITIS
JOINT EROSIONS
ACUTE-PHASE REACTION
ANTICYCLIC CITRULLINATED ANTIBODIES
RISK FACTORS

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