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
{"title":"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","authors":"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","doi":"10.1093/ecco-jcc/jjaf172","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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).</p><p><strong>Results: </strong>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).</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":94074,"journal":{"name":"Journal of Crohn's & colitis","volume":" ","pages":""},"PeriodicalIF":8.7000,"publicationDate":"2025-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Validation of prediction models for anti-tumor necrosis factor treatment response in pediatric Crohn's disease: a systematic review and prospective cohort study.\",\"authors\":\"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\",\"doi\":\"10.1093/ecco-jcc/jjaf172\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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).</p><p><strong>Results: </strong>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).</p><p><strong>Conclusion: </strong>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.</p>\",\"PeriodicalId\":94074,\"journal\":{\"name\":\"Journal of Crohn's & colitis\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":8.7000,\"publicationDate\":\"2025-09-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Crohn's & colitis\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1093/ecco-jcc/jjaf172\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Crohn's & colitis","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/ecco-jcc/jjaf172","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Validation of prediction models for anti-tumor necrosis factor treatment response in pediatric Crohn's disease: a systematic review and prospective cohort study.
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.