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英夫利昔单抗应答与生物初治克罗恩病的影像学发现相关。

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

机构信息

State Key Laboratory for Oncogenes and Related Genes, Key Laboratory of Gastroenterology & Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China.

Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai, China.

出版信息

Eur Radiol. 2023 Aug;33(8):5247-5257. doi: 10.1007/s00330-023-09542-y. Epub 2023 Mar 16.

Abstract

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.

摘要

目的

由于缺乏可靠的模型来预测英夫利昔单抗(IFX)在初治克罗恩病(CD)中的获益,我们构建了一种基于磁共振肠造影术(MRE)的模型,以预测初治 CD 患者对 IFX 失去应答的风险。

方法

本回顾性多中心研究纳入了 188 例接受 IFX 治疗前进行 MRE 的初治 CD 患者。在 52 周内根据临床症状和内镜检查结果确定治疗效果。两位有经验的放射科医生通过共识来决定肠壁分段的区域。使用最小绝对收缩和选择算子(LASSO)提取纹理特征,并使用多变量逻辑回归构建放射组学模型。通过接受者操作特征曲线、校准曲线和决策曲线分析验证模型性能。

结果

放射组学模型的曲线下面积为 0.88(95%置信区间:0.82-0.95),该模型在识别 IFX 无应答方面提供了临床净获益,并在中心、扫描仪和疾病特征之间表现出显著的稳健性。由放射组学模型定义的高危患者比低危患者更有可能发展为 IFX 无应答(均 p<0.05)。

结论

这种新的治疗前 MRE 基于模型可以作为初治 CD 患者对 IFX 无应答早期估计的有效工具。

关键点

• 磁共振肠造影术模型指导克罗恩病的英夫利昔单抗治疗。

• 该模型具有显著的区分能力并提供了净临床获益。

• 模型将患者分为英夫利昔单抗失败的低风险和高风险组。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b28/10326128/ec088435e16a/330_2023_9542_Fig1_HTML.jpg

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