Validation of prediction models for anti-tumor necrosis factor treatment response in pediatric Crohn's disease: a systematic review and prospective cohort study
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Published on: September 12, 2019
Omer Rotem-Tryfus1,2, Ben Kang3, Esther Orlanski-Meyer1
1Juliet Keidan Institute of Pediatric Gastroenterology Hepatology and Nutrition, Shaare Zedek Medical Center, The Eisenberg R&D Authority, Jerusalem, Israel.
Insights
Predicting anti-tumor necrosis factor (TNF) therapy success in children with Crohn's disease is challenging. Existing prediction models show limited generalizability, emphasizing the need for external validation in pediatric populations.
Area of Science:
- Pediatric Gastroenterology
- Immunology
- Clinical Trial Methodology
Background:
- External validation of predictors for anti-tumor necrosis factor (TNF) therapy outcomes is limited, especially in pediatric populations.
- Predicting treatment success in children with Crohn's disease (CD) requires robust, validated tools.
Purpose of the Study:
- To systematically review and identify predictors of anti-TNF therapeutic success in Crohn's disease.
- To externally validate identified predictors in a prospective pediatric cohort.
Main Methods:
- Systematic literature search of PubMed and Embase for anti-TNF outcome predictors in CD.
- Evaluation of identified predictors in a cohort of 186 pediatric CD patients initiating anti-TNF therapy.
- Validation of multivariable models using logistic regression and area under the curve (AUC).
Main Results:
- 24 individual predictors and 5 multi-item models were identified; few studies focused on children.
- Prior corticosteroid use and combination immunomodulator therapy increased primary non-response risk.
- Post-induction disease activity and inflammatory markers predicted remission and loss of response; multivariable models showed variable performance (AUC 0.54-0.76).
Conclusions:
- Few previously suggested predictors demonstrated acceptable performance in pediatric CD, particularly those relying on post-induction data.
- Existing prediction rules have limited generalizability in pediatric CD.
- External validation is crucial before implementing prediction rules in clinical practice for pediatric CD patients.
Background:
External validation of predictors of anti-tumor necrosis factor (TNF) outcomes remains limited, particularly in children. We conducted a systematic review 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 4840 studies screened, 42 were included; seven (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.
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