University of Alabama at Birmingham, 35294, USA.
Ann Rheum Dis. 2012 Feb;71(2):206-12. doi: 10.1136/ard.2011.153551. Epub 2011 Oct 13.
To derive and validate decision trees to categorise rheumatoid arthritis (RA) patients 12 weeks after starting etanercept with or without methotrexate into three groups: patients predicted to achieve low disease activity (LDA) at 1 year; patients predicted not to achieve LDA at 1 year and patients who needed additional time on therapy to be categorised.
Data from RA patients enrolled in the TEMPO trial were analysed. Classification and regression trees were used to develop and validate decision tree models with week 12 and earlier assessments that predicted long-term LDA. LDA, defined as disease activity score in 28 joints (DAS28) ≤3.2 or clinical disease activity index ≤10.0, was measured at 52 or 48 weeks. Demographics, laboratory data and clinical data at baseline and to week 12 were analysed as predictors of response.
39% (67/172) of patients receiving etanercept and 60% (115/193) of patients receiving etanercept plus methotrexate achieved LDA at week 52. For patients receiving etanercept, 53% were predicted to have LDA, 39% were predicted not to have LDA and 8% could not be categorised using DAS28 criteria at week 12. For patients receiving etanercept plus methotrexate, 63% were predicted to have LDA, 25% were predicted not to have LDA and 12% could not be categorised.
Most (80-90%) patients in TEMPO initiating etanercept with or without methotrexate could be predicted within 12 weeks of starting therapy as likely to have LDA or not at week 52. However, approximately 10-20% of patients needed additional time on therapy to decide whether to continue treatment.
利用分类回归树建立并验证决策树模型,将开始接受依那西普联合或不联合甲氨蝶呤治疗的类风湿关节炎(RA)患者在治疗 12 周后分为三组:预计在第 1 年达到低疾病活动度(LDA)的患者;预计在第 1 年不能达到 LDA 的患者和需要延长治疗时间以确定分类的患者。
分析 TEMPO 试验中纳入的 RA 患者的数据。使用分类回归树建立和验证决策树模型,模型以第 12 周和更早的评估作为预测长期 LDA 的指标。LDA 定义为 28 个关节疾病活动度评分(DAS28)≤3.2 或临床疾病活动指数(CDAI)≤10.0,在第 52 或 48 周进行测量。对基线和第 12 周的人口统计学、实验室数据和临床数据进行分析,作为反应预测指标。
接受依那西普治疗的患者中,39%(67/172)在第 52 周达到 LDA,接受依那西普联合甲氨蝶呤治疗的患者中,60%(115/193)达到 LDA。对于接受依那西普治疗的患者,53%的患者预计有 LDA,39%的患者预计无 LDA,8%的患者在第 12 周不能根据 DAS28 标准进行分类。对于接受依那西普联合甲氨蝶呤治疗的患者,63%的患者预计有 LDA,25%的患者预计无 LDA,12%的患者不能分类。
在 TEMPO 中,大多数(80-90%)开始接受依那西普联合或不联合甲氨蝶呤治疗的患者可以在治疗开始后 12 周内预测,预计在第 52 周时达到或未达到 LDA。然而,约 10-20%的患者需要延长治疗时间来决定是否继续治疗。