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使用中心线感知运动估计对三维电影磁共振成像中的小肠运动进行定量分析。

Quantitative Analysis of Small Intestinal Motility in 3D Cine-MRI Using Centerline-Aware Motion Estimation.

作者信息

van Harten Louis D, de Jonge Catharina S, Struik Femke, Stoker Jaap, Išgum Ivana

机构信息

Department of Biomedical Engineering and Physics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands.

Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands.

出版信息

J Magn Reson Imaging. 2025 Apr;61(4):1956-1966. doi: 10.1002/jmri.29571. Epub 2024 Aug 29.

Abstract

BACKGROUND

Currently available tools for noninvasive motility quantification of the small intestine are limited to dynamic 2D MRI scans, which are limited in their ability to differentiate between types of intestinal motility.

PURPOSE

To develop a method for quantification and characterization of small intestinal motility in 3D, capable of differentiating motile, non-motile and peristaltic motion patterns.

STUDY TYPE

Prospective.

SUBJECTS

Fourteen healthy volunteers (127 small intestinal segments) and 10 patients with Crohn's disease (87 small intestinal segments).

FIELD STRENGTH/SEQUENCE: 3.0 T, 3D balanced fast field echo sequence, 1 volume per second.

ASSESSMENT

Using deformable image registration between subsequent volumes, the local velocity within the intestinal lumen was quantified. Average velocity and average absolute velocity along intestinal segments were used with linear classifiers to differentiate motile from non-motile intestines, as well as erratic motility from peristalsis. The mean absolute velocity of small intestinal content was compared between healthy volunteers and Crohn's disease patients, and the discriminative power of the proposed motility metrics for detecting motility and peristalsis was determined. The consensus of two observers was used as referenced standard.

STATISTICAL TESTS

Student's t-test to assess differences between groups; area under the receiver operating characteristic curve (AUC) to assess discriminative ability. P < 0.001 was considered significant.

RESULTS

A significant difference in the absolute velocity of intestinal content between Crohn's patients and healthy volunteers was observed (median [IQR] 1.06 [0.61, 1.56] mm/s vs. 1.84 [1.37, 2.43] mm/s), which was consistent with manual reference annotations of motile activity. The proposed method had a strong discriminative performance for detecting non-motile intestines (AUC 0.97) and discernible peristalsis (AUC 0.81).

DATA CONCLUSION

Analysis of 3D cine-MRI using centerline-aware motion estimation has the potential to allow noninvasive characterization of small intestinal motility and peristaltic motion in 3D.

EVIDENCE LEVEL

3 TECHNICAL EFFICACY: Stage 2.

摘要

背景

目前用于小肠无创运动定量分析的工具仅限于动态二维磁共振成像扫描,其区分不同类型肠道运动的能力有限。

目的

开发一种三维小肠运动定量和特征分析方法,能够区分蠕动、非蠕动和蠕动运动模式。

研究类型

前瞻性研究。

研究对象

14名健康志愿者(127个小肠段)和10名克罗恩病患者(87个小肠段)。

场强/序列:3.0 T,三维平衡快速场回波序列,每秒1帧。

评估

利用后续图像间的可变形图像配准,对肠腔内局部速度进行定量分析。使用线性分类器,根据沿肠段的平均速度和平均绝对速度,区分蠕动肠段与非蠕动肠段,以及不规则蠕动与蠕动。比较健康志愿者和克罗恩病患者小肠内容物的平均绝对速度,确定所提出的运动指标对检测蠕动和蠕动的鉴别能力。以两名观察者的共识作为参考标准。

统计检验

采用学生t检验评估组间差异;采用受试者操作特征曲线下面积(AUC)评估鉴别能力。P<0.001认为差异有统计学意义。

结果

观察到克罗恩病患者与健康志愿者小肠内容物绝对速度存在显著差异(中位数[四分位数间距]1.06[0.61,1.56]mm/s对1.84[1.37,2.43]mm/s),这与运动活性的手动参考标注一致。所提出的方法在检测非蠕动肠段(AUC 0.97)和可辨别的蠕动(AUC 0.81)方面具有很强的鉴别性能。

数据结论

使用中心线感知运动估计的三维电影磁共振成像分析有可能实现对小肠蠕动和蠕动运动的无创三维特征分析。

证据水平

3级 技术效能:2级

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b17d/11896920/8b9f48c82689/JMRI-61-1956-g002.jpg

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