Development of an MRI-Based Prediction Model for Anti-TNF Treatment Failure in Perianal Crohn's Disease: A Multicenter Study

Clin Gastroenterol Hepatol. 2024 May;22(5):1058-1066.e2. doi: 10.1016/j.cgh.2023.12.006. Epub 2023 Dec 18.

Abstract

Background & aims: Clinical and radiologic variables associated with perianal fistula (PAF) outcomes are poorly understood. We developed prediction models for anti-tumor necrosis factor (TNF) treatment failure in patients with Crohn's disease-related PAF.

Methods: In a multicenter retrospective study between 2005 and 2022 we included biologic-naive adults (>17 years) who initiated their first anti-TNF therapy for PAF after pelvic magnetic resonance imaging (MRI). Pretreatment MRI studies were prospectively reread centrally by blinded radiologists. We developed and internally validated a prediction model based on clinical and radiologic parameters to predict the likelihood of anti-TNF treatment failure, clinically, at 6 months. We compared our model and a simplified version of MRI parameters alone with existing imaging-based PAF activity indices (MAGNIFI-CD and modified Van Assche MRI scores) by De Long statistical test.

Results: We included 221 patients: 32 ± 14 years, 60% males, 76% complex fistulas; 68% treated with infliximab and 32% treated with adalimumab. Treatment failure occurred in 102 (46%) patients. Our prediction model included age at PAF diagnosis, time to initiate anti-TNF treatment, and smoking and 8 MRI characteristics (supra/extrasphincteric anatomy, fistula length >4.3 cm, primary tracts >1, secondary tracts >1, external openings >1, tract hyperintensity on T1-weighted imaging, horseshoe anatomy, and collections >1.3 cm). Our full and simplified MRI models had fair discriminatory capacity for anti-TNF treatment failure (concordance statistic, 0.67 and 0.65, respectively) and outperformed MAGNIFI-CD (P = .002 and < .0005) and modified Van Assche MRI scores (P < .0001 and < .0001), respectively.

Conclusions: Our risk prediction models consisting of clinical and/or radiologic variables accurately predict treatment failure in patients with PAF.

Keywords: IBD Complications; Perianal Crohn’s Disease; Predictive Model.

Publication types

  • Multicenter Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adalimumab / therapeutic use
  • Adult
  • Crohn Disease* / complications
  • Crohn Disease* / diagnostic imaging
  • Crohn Disease* / drug therapy
  • Female
  • Humans
  • Infliximab / therapeutic use
  • Magnetic Resonance Imaging*
  • Male
  • Middle Aged
  • Rectal Fistula* / diagnostic imaging
  • Rectal Fistula* / drug therapy
  • Retrospective Studies
  • Treatment Failure*
  • Tumor Necrosis Factor Inhibitors / therapeutic use
  • Tumor Necrosis Factor-alpha / antagonists & inhibitors
  • Young Adult

Substances

  • Adalimumab
  • Infliximab
  • Tumor Necrosis Factor-alpha
  • Tumor Necrosis Factor Inhibitors