首页> 外文期刊>Magnetic resonance in medicine: official journal of the Society of Magnetic Resonance in Medicine >Automatic quantification of bone marrow edema on MRI MRI of the wrist in patients with early arthritis: A feasibility study
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Automatic quantification of bone marrow edema on MRI MRI of the wrist in patients with early arthritis: A feasibility study

机译:骨髓水肿自动定量对早期关节炎患者MRI MRI的骨髓水肿:可行性研究

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Purpose To investigate the feasibility of automatic quantification of bone marrow edema (BME) on MRI of the wrist in patients with early arthritis. Methods For 485 early arthritis patients (clinically confirmed arthritis of one or more joints, symptoms for less than 2 years), MR scans of the wrist were processed in three automatic stages. First, super‐resolution reconstruction was applied to fuse coronal and axial scans into a single high‐resolution 3D image. Next, the carpal bones were located and delineated using atlas‐based segmentation. Finally, the extent of BME within each bone was quantified by identifying image intensity values characteristic of BME by fuzzy clustering and measuring the fraction of voxels with these characteristic intensities within each bone. Correlation with visual BME scores was assessed through Pearson correlation coefficient. Results Pearson correlation between quantitative and visual BME scores across 485 patients was r= 0.83, P0.001 . Conclusions Quantitative measurement of BME on MRI of the wrist has the potential to provide a feasible alternative to visual scoring. Complete automation requires automatic detection and compensation of acquisition artifacts. Magn Reson Med 79:1127–1134, 2018. ? 2017 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
机译:目的探讨骨髓水肿(BME)自动定量对早期关节炎患者手腕MRI的可行性。方法对485例早期关节炎患者(临床证实的一个或多个关节关节炎,症状少于2年),手腕MR扫描在三个自动阶段中加工。首先,将超分辨率重构应用于熔丝冠状和轴向扫描中的单个高分辨率3D图像。接下来,使用基于地图集的分割定位并描绘腕骨骨骼。最后,通过鉴定BME的图像强度值通过模糊聚类来定量每根骨内的BME的程度并测量每个骨内的这些特征强度的体素的分数。通过Pearson相关系数评估与视觉BME分数的相关性。结果485名患者的定量和视觉BME分数之间的Pearson相关性是r = 0.83,p <0.001。结论BME对手腕MRI的定量测量有可能提供可行评分的可行替代品。完整的自动化需要自动检测和补偿采集工件。 Magn Reson Med 79:1127-1134,2018。? 2017年作者涉及Wiley期刊,Inc。出版的医学磁共振代表国际医学磁共振学会。这是一个开放的访问文章,根据创意公约归属 - 非商业-Noderivs许可证,它允许在任何媒体中使用和分发,只要原始工作被正确引用,使用是非商业的,没有修改或改编。

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