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Application of texture analysis to muscle MRI: 1-What kind of information should be expected from texture analysis?

机译:纹理分析在肌肉MRI中的应用:1-应该从纹理分析中获得什么样的信息?

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Several previous clinical or preclinical studies using computerized texture analysis of MR Images have demonstrated much more clinical discrimination than visual image analysis by the radiologist. In muscular dystrophy, a discriminating power has been already demonstrated with various methods of texture analysis of magnetic resonance images (MRI-TA). Unfortunately, a scale gap exists between the spatial resolutions of histological and MR images making a direct correlation impossible. Furthermore, the effect of the various histological modifications on the grey level of each pixel is complex and cannot be easily analyzed. Consequently, clinicians will not accept the use of MRI-TA in routine practice if TA remains a “black box” without clinical correspondence at a tissue level. A goal therefore of the multicenter European COST action MYO-MRI is to optimize MRI-TA methods in muscular dystrophy and to elucidate the histological meaning of MRI textures.
机译:以前的一些使用MR图像的计算机化纹理分析的临床或临床前研究表明,与放射科医生进行的视觉图像分析相比,临床上的辨别力要高得多。在肌营养不良症中,已经通过各种磁共振图像纹理分析方法(MRI-TA)证明了鉴别力。不幸的是,组织学图像和MR图像的空间分辨率之间存在比例尺差距,无法进行直接关联。此外,各种组织学修改对每个像素的灰度级的影响是复杂的,并且不容易分析。因此,如果TA仍然是“黑匣子”,而在组织水平上没有临床对应,则临床医生将不接受在常规实践中使用MRI-TA。因此,欧洲多中心COST作用MYO-MRI的目标是优化肌肉营养不良的MRI-TA方法并阐明MRI纹理的组织学意义。

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