Validation of prediction models for anti-tumor necrosis factor treatment response in pediatric Crohn's disease: a systematic review and prospective cohort study.

IF 8.7
Omer Rotem-Tryfus, Ben Kang, Esther Orlanski-Meyer, Oren Ledder, Raffi Lev Tzion, Sujin Choi, Byung-Ho Choe, Youra Kang, Dotan Yogev, Ibrahim Shemasne, Muhammed Shawar, Gili Focht, Dan Turner, Ohad Atia
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Abstract

Background: External validation of predictors of anti-tumor necrosis factor (TNF) outcomes remains limited, particularly in children. We conducted a systematic review (SR) of the literature to identify predictors of therapeutic success and validated them in a prospective pediatric cohort.

Methods: We searched PubMed and Embase for studies reporting clinical and laboratory predictors of anti-TNF outcomes in Crohn's disease (CD). Identified predictors were evaluated in a prospective cohort of 186 children with CD initiating anti-TNF. Univariable logistic regression assessed individual predictors, and previously published multivariable models were validated using the area under the curve (AUC).

Results: Of the 4,840 studies screened, 42 were included; 7 (17%) focused on children and only four were rated as low risk of bias. We identified 24 individual predictors and five multi-item models. Of these, prior corticosteroid use (odds ratio [OR], 2.84, 95% CI, 1.12-7.15) and immunomodulator combination therapy (OR 6.36, 95% CI, 2.39-17.10) were associated with increased risk of primary non-response. Disease activity at 4 months, reflected by C-reactive protein and disease activity indices, predicted remission at 12 months. Loss of response was associated with elevated inflammatory markers at 4 months and with partial clinical response. The five multivariable models demonstrated varying performance in children (AUC 0.54-0.76).

Conclusion: Only a few of the variables suggested to predict response to anti-TNF showed acceptable performance in pediatric CD, mainly those that included post-induction indicators. These findings highlight the limited generalizability of existing predictors and the importance of external validation before clinical implementation of prediction rules.

儿童克罗恩病抗肿瘤坏死因子治疗反应预测模型的验证:一项系统回顾和前瞻性队列研究
背景:抗肿瘤坏死因子(TNF)预后预测因子的外部验证仍然有限,特别是在儿童中。我们对文献进行了系统回顾(SR),以确定治疗成功的预测因素,并在前瞻性儿科队列中进行了验证。方法:我们检索PubMed和Embase,以报告克罗恩病(CD)抗tnf预后的临床和实验室预测指标。在186名CD患儿启动抗tnf的前瞻性队列中评估确定的预测因素。单变量逻辑回归评估了个体预测因子,并使用曲线下面积(AUC)验证了先前发表的多变量模型。结果:在筛选的4840项研究中,纳入了42项;7篇(17%)聚焦于儿童,只有4篇被评为低偏倚风险。我们确定了24个单独的预测因子和5个多项目模型。其中,先前使用皮质类固醇(比值比[OR], 2.84, 95% CI, 1.12-7.15)和免疫调节剂联合治疗(比值比[OR], 6.36, 95% CI, 2.39-17.10)与原发性无反应的风险增加相关。4个月时的疾病活动性,由c反应蛋白和疾病活动性指数反映,预测12个月时的缓解。反应丧失与4个月时炎症标志物升高和部分临床反应相关。五个多变量模型在儿童中表现出不同的表现(AUC 0.54-0.76)。结论:只有少数预测抗tnf反应的变量在儿童CD中表现出可接受的表现,主要是那些包括诱导后指标的变量。这些发现强调了现有预测指标的有限普遍性,以及在临床实施预测规则之前进行外部验证的重要性。
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