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Validation of prediction models of severe disease course and non-achievement of remission in juvenile idiopathic arthritis part 2: results of the Nordic model in the Canadian cohort.
Arthritis Research & Therapy ( IF 4.9 ) Pub Date : 2020-01-15 , DOI: 10.1186/s13075-019-2091-8
Andrew Henrey 1 , Veronika Rypdal 2, 3 , Martin Rypdal 4 , Thomas Loughin 1 , Ellen Nordal 2, 3 , Jaime Guzman 5, 6 ,
Affiliation  

BACKGROUND Validated clinical prediction models to identify children with poor prognosis at the time of juvenile idiopathic arthritis (JIA) diagnosis would be very helpful for tailoring treatments, and avoiding under- or over-treatment. Our objective was to externally validate Nordic clinical prediction models in Canadian patients with JIA. METHODS We used data from 513 subjects at the 3-year follow-up from the Research in Arthritis in Canadian Children emphasizing Outcomes (ReACCh-Out) cohort. The predicted outcomes were non-achievement of remission, severe disease course, and functional disability. The Nordic models were evaluated exactly as published and after fine-tuning the logistic regression coefficients using multiple data splits of the Canadian cohort. Missing data was handled with multiple imputation, and prediction ability was assessed with C-indices. C-index values > 0.7 were deemed to reflect helpful prediction. RESULTS Overall, 81% of evaluable patients did not achieve remission off medications, 15% experienced a severe disease course, and 38% reported disability (CHAQ score > 0). The Nordic model for predicting non-achievement of remission had a C-index of 0.68 (95% CI 0.62-0.74), and 0.74 (0.67-0.80) after fine-tuning. For prediction of severe disease course, it had a C-index of 0.69 (0.61-0.78), and 0.79 (0.68-0.91) after fine-tuning. The fine-tuned Nordic model identified 85% of the cohort as low risk for a severe disease course (< 20% chance) and 7% as high risk (> 60% chance). The Nordic model to predict functional disability had a C-index of 0.57 (0.50-0.63), and 0.51 (0.39-0.63) after fine-tuning. CONCLUSIONS Fine-tuned Nordic models, combining active joint count, physician global assessment of disease activity, morning stiffness, and ankle involvement, predicted well non-achievement of remission and severe disease course in Canadian patients with JIA. The Nordic model for predicting disability could not predict functional disability in Canadian patients.

中文翻译:

幼年特发性关节炎的严重疾病进程和未实现缓解的预测模型的验证:第2部分:加拿大队列中北欧模型的结果。

背景技术经过验证的临床预测模型可以识别出青少年特发性关节炎(JIA)诊断时预后不良的儿童,这对调整治疗方案,避免治疗不足或过度治疗非常有帮助。我们的目标是从外部验证加拿大JIA患者的北欧临床预测模型。方法我们使用了来自加拿大研究强调关节炎(ReACCh-Out)队列的儿童的3年随访研究中513名受试者的数据。预期的结果是未实现缓解,严重的病程和功能障碍。北欧模型的评估与发布的模型完全相同,并使用加拿大队列的多个数据细分对逻辑回归系数进行了微调。丢失的数据通过多次插补处理,预测能力用C指标评估。C-index值> 0.7被认为反映了有用的预测。结果总体而言,可评估的患者中有81%的患者未实现药物缓解,15%的患者经历了严重的病程,38%的患者报告残疾(CHAQ评分> 0)。预测无法实现缓解的北欧模型在微调后的C指数为0.68(95%CI 0.62-0.74)和0.74(0.67-0.80)。为了预测严重的疾病进程,微调后的C指数为0.69(0.61-0.78),C指数为0.79(0.68-0.91)。精细调整的北欧模型确定了该队列中85%的人为严重疾病病程的低风险(<20%的机会),而7%为高风险(> 60%的机会)。预测功能障碍的北欧模型在微调后具有0.57(0.50-0.63)和0.51(0.39-0.63)的C指数。结论结合主动关节计数,医师对疾病活动,早晨僵硬和脚踝受累的整体评估相结合的微调北欧模型预测,加拿大JIA患者的缓解率和严重病程均无法很好地实现。用于预测残疾的北欧模型无法预测加拿大患者的功能障碍。
更新日期:2020-01-15
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