Cargando…

Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease

OBJECTIVES: Since a reliable model for predicting infliximab (IFX) benefits in bio-naïve Crohn’s disease (CD) is still lacking, we constructed a magnetic resonance enterography (MRE)-based model to predict the risk of loss of response to IFX in bio-naïve patients with CD. METHODS: This retrospective...

Descripción completa

Detalles Bibliográficos
Autores principales: Yueying, Chen, Jing, Feng, Qi, Feng, Jun, Shen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326128/
https://www.ncbi.nlm.nih.gov/pubmed/36928565
http://dx.doi.org/10.1007/s00330-023-09542-y
_version_ 1785069362894340096
author Yueying, Chen
Jing, Feng
Qi, Feng
Jun, Shen
author_facet Yueying, Chen
Jing, Feng
Qi, Feng
Jun, Shen
author_sort Yueying, Chen
collection PubMed
description OBJECTIVES: Since a reliable model for predicting infliximab (IFX) benefits in bio-naïve Crohn’s disease (CD) is still lacking, we constructed a magnetic resonance enterography (MRE)-based model to predict the risk of loss of response to IFX in bio-naïve patients with CD. METHODS: This retrospective multicenter study enrolled 188 bio-naïve patients with CD who underwent MRE before IFX therapy. Therapeutic outcomes were determined based on clinical symptoms and endoscopic findings within 52 weeks. The areas of bowel wall segmentation were decided by two experienced radiologists in consensus. Texture features were extracted using the least absolute shrinkage and selection operator, and a radiomic model was built using multivariate logistic regression. The model performance was validated by receiver operating characteristic, calibration curve, and decision curve analysis. RESULTS: The area under the curve of radiomic model was 0.88 (95% confidence interval: 0.82–0.95), and the model provided clinical net benefit in identifying the loss of response to IFX and exhibited remarkable robustness among centers, scanners, and disease characteristics. The high-risk patients defined by the radiomic model were more likely to develop IFX nonresponse than low-risk patients (all p < 0.05). CONCLUSIONS: This novel pretreatment MRE-based model could act as an effective tool for the early estimation of loss of response to IFX in bio-naïve patients with CD. KEY POINTS: • Magnetic resonance enterography model guides infliximab therapy in Crohn’s disease. • The model presented significant discrimination and provided net clinical benefit. • Model divided patients into low- and high-risk groups for infliximab failure. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-023-09542-y.
format Online
Article
Text
id pubmed-10326128
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Springer Berlin Heidelberg
record_format MEDLINE/PubMed
spelling pubmed-103261282023-07-08 Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease Yueying, Chen Jing, Feng Qi, Feng Jun, Shen Eur Radiol Magnetic Resonance OBJECTIVES: Since a reliable model for predicting infliximab (IFX) benefits in bio-naïve Crohn’s disease (CD) is still lacking, we constructed a magnetic resonance enterography (MRE)-based model to predict the risk of loss of response to IFX in bio-naïve patients with CD. METHODS: This retrospective multicenter study enrolled 188 bio-naïve patients with CD who underwent MRE before IFX therapy. Therapeutic outcomes were determined based on clinical symptoms and endoscopic findings within 52 weeks. The areas of bowel wall segmentation were decided by two experienced radiologists in consensus. Texture features were extracted using the least absolute shrinkage and selection operator, and a radiomic model was built using multivariate logistic regression. The model performance was validated by receiver operating characteristic, calibration curve, and decision curve analysis. RESULTS: The area under the curve of radiomic model was 0.88 (95% confidence interval: 0.82–0.95), and the model provided clinical net benefit in identifying the loss of response to IFX and exhibited remarkable robustness among centers, scanners, and disease characteristics. The high-risk patients defined by the radiomic model were more likely to develop IFX nonresponse than low-risk patients (all p < 0.05). CONCLUSIONS: This novel pretreatment MRE-based model could act as an effective tool for the early estimation of loss of response to IFX in bio-naïve patients with CD. KEY POINTS: • Magnetic resonance enterography model guides infliximab therapy in Crohn’s disease. • The model presented significant discrimination and provided net clinical benefit. • Model divided patients into low- and high-risk groups for infliximab failure. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-023-09542-y. Springer Berlin Heidelberg 2023-03-16 2023 /pmc/articles/PMC10326128/ /pubmed/36928565 http://dx.doi.org/10.1007/s00330-023-09542-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Magnetic Resonance
Yueying, Chen
Jing, Feng
Qi, Feng
Jun, Shen
Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title_full Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title_fullStr Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title_full_unstemmed Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title_short Infliximab response associates with radiologic findings in bio-naïve Crohn’s disease
title_sort infliximab response associates with radiologic findings in bio-naïve crohn’s disease
topic Magnetic Resonance
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326128/
https://www.ncbi.nlm.nih.gov/pubmed/36928565
http://dx.doi.org/10.1007/s00330-023-09542-y
work_keys_str_mv AT yueyingchen infliximabresponseassociateswithradiologicfindingsinbionaivecrohnsdisease
AT jingfeng infliximabresponseassociateswithradiologicfindingsinbionaivecrohnsdisease
AT qifeng infliximabresponseassociateswithradiologicfindingsinbionaivecrohnsdisease
AT junshen infliximabresponseassociateswithradiologicfindingsinbionaivecrohnsdisease