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MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease

Up to 50% of patients with Crohn's disease (CD) experience secondary loss of response (SLR) to infliximab. Patients with SLR may show clinical signs of iron deficiency as a result of inflammation despite being iron-replete. The magnetic resonance imaging (MRI)-based radiomic index, R2(*), can d...

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Autores principales: Feng, Jing, Feng, Qi, Chen, Yueying, Yang, Tian, Cheng, Saiming, Qiao, Yuqi, Shen, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8763017/
https://www.ncbi.nlm.nih.gov/pubmed/35047543
http://dx.doi.org/10.3389/fnut.2021.773040
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author Feng, Jing
Feng, Qi
Chen, Yueying
Yang, Tian
Cheng, Saiming
Qiao, Yuqi
Shen, Jun
author_facet Feng, Jing
Feng, Qi
Chen, Yueying
Yang, Tian
Cheng, Saiming
Qiao, Yuqi
Shen, Jun
author_sort Feng, Jing
collection PubMed
description Up to 50% of patients with Crohn's disease (CD) experience secondary loss of response (SLR) to infliximab. Patients with SLR may show clinical signs of iron deficiency as a result of inflammation despite being iron-replete. The magnetic resonance imaging (MRI)-based radiomic index, R2(*), can detect changes in iron metabolism. Therefore, the R2(*) parameter has considerable potential for detection of SLR to infliximab. The aims of this study were to explore the correlation between R2(*) and inflammation and to develop a non-invasive nomogram based on R2(*) to identify SLR to infliximab in patients with CD. Three hundred and twenty-two infliximab-treated patients with CD who underwent magnetic resonance enterography within 2 weeks before or after 54 weeks of infliximab therapy were divided into training and validation datasets at a ratio of 8:2. Point-biserial analysis was conducted to confirm the relationship between R2(*) and inflammation. A multivariate logistic regression model was created using R2(*), CRP and hemoglobin (OR, 1.10, 1.04 and 0.98; P < 0.05). Receiver-operating characteristic curves and the Hosmer-Lemeshow test were used to assess the performance of the model. A correlation between R2(*) and inflammation was identified. Different trends in R2(*) and iron status indices were observed between patients with responsive and non-responsive CD, which is worthy of further study. The model was converted to a visualized nomogram that had a good ability to discriminate the outcomes of infliximab therapy with an area under the curve of 0.723 (95% CI, 0.661–0.785) in the training dataset and 0.715 (95% CI, 0.587–0.843) in the validation dataset. We confirmed a correlation between R2(*) and inflammation in patients with CD. Based on the MRI-based radiomic signature, a novel nomogram was established and validated to facilitate individualized identification of SLR to infliximab in patients with CD.
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spelling pubmed-87630172022-01-18 MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease Feng, Jing Feng, Qi Chen, Yueying Yang, Tian Cheng, Saiming Qiao, Yuqi Shen, Jun Front Nutr Nutrition Up to 50% of patients with Crohn's disease (CD) experience secondary loss of response (SLR) to infliximab. Patients with SLR may show clinical signs of iron deficiency as a result of inflammation despite being iron-replete. The magnetic resonance imaging (MRI)-based radiomic index, R2(*), can detect changes in iron metabolism. Therefore, the R2(*) parameter has considerable potential for detection of SLR to infliximab. The aims of this study were to explore the correlation between R2(*) and inflammation and to develop a non-invasive nomogram based on R2(*) to identify SLR to infliximab in patients with CD. Three hundred and twenty-two infliximab-treated patients with CD who underwent magnetic resonance enterography within 2 weeks before or after 54 weeks of infliximab therapy were divided into training and validation datasets at a ratio of 8:2. Point-biserial analysis was conducted to confirm the relationship between R2(*) and inflammation. A multivariate logistic regression model was created using R2(*), CRP and hemoglobin (OR, 1.10, 1.04 and 0.98; P < 0.05). Receiver-operating characteristic curves and the Hosmer-Lemeshow test were used to assess the performance of the model. A correlation between R2(*) and inflammation was identified. Different trends in R2(*) and iron status indices were observed between patients with responsive and non-responsive CD, which is worthy of further study. The model was converted to a visualized nomogram that had a good ability to discriminate the outcomes of infliximab therapy with an area under the curve of 0.723 (95% CI, 0.661–0.785) in the training dataset and 0.715 (95% CI, 0.587–0.843) in the validation dataset. We confirmed a correlation between R2(*) and inflammation in patients with CD. Based on the MRI-based radiomic signature, a novel nomogram was established and validated to facilitate individualized identification of SLR to infliximab in patients with CD. Frontiers Media S.A. 2022-01-03 /pmc/articles/PMC8763017/ /pubmed/35047543 http://dx.doi.org/10.3389/fnut.2021.773040 Text en Copyright © 2022 Feng, Feng, Chen, Yang, Cheng, Qiao and Shen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Nutrition
Feng, Jing
Feng, Qi
Chen, Yueying
Yang, Tian
Cheng, Saiming
Qiao, Yuqi
Shen, Jun
MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title_full MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title_fullStr MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title_full_unstemmed MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title_short MRI-Based Radiomic Signature Identifying Secondary Loss of Response to Infliximab in Crohn's Disease
title_sort mri-based radiomic signature identifying secondary loss of response to infliximab in crohn's disease
topic Nutrition
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8763017/
https://www.ncbi.nlm.nih.gov/pubmed/35047543
http://dx.doi.org/10.3389/fnut.2021.773040
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