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Texture-based quantification of lumbar intervertebral disc degeneration from conventional T2-weighted MRI.

机译:传统T2加权MRI对腰椎间盘退变的基于纹理的量化。

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BACKGROUND: Disc degeneration quantification is important for monitoring the effects of new therapeutic methods, such as cell and growth factor therapy. Magnetic resonance (MR) image texture reflects biochemical and structural tissue properties and has been used for differentiating between normal and pathological status in a variety of medical applications. PURPOSE: To investigate the suitability of textural descriptors for the quantification of intervertebral disc degeneration using conventional T2-weighted magnetic resonance images of the lumbar spine. MATERIAL AND METHODS: A 3 Tesla scanner was used, and conventional T2- weighted MR images were obtained, and a total of 255 lumbar discs were analyzed. An atlas-based method was used for segmenting the disc regions from the images. A set of first and second order statistics describing texture of each region were calculated. The validity and reliability of these descriptors for disc degeneration severity quantification was tested through their correlation with patient age and qualitative clinical grading of degeneration severity. Texture quantification results were compared to a widely accepted method for disc degeneration quantification based on the measurement of disc's mean signal intensity. RESULTS: Out of the set of texture descriptors tested, two descriptors quantifying image intensity inhomogeneity, i.e. the grey level standard deviation and co-occurrence derived sum of squares displayed the strongest association to patient age and clinical grading of disc degeneration severity (P<0.001). This is attributed to these inhomogeneity descriptors' capability to capture the progressive loss of nucleus-annulus distinction in the degenerative progress. Statistical analysis indicates that these descriptors can effectively separate between early stages of degeneration. Quantitative measurements are highly repeatable (intraclass correlation >0.98). CONCLUSION: Inhomogeneity descriptors could be a valuable tool for tracking the evolution of disc degeneration and monitoring the response to treatment in a simple, precise and repeatable manner.
机译:背景:椎间盘退变定量对于监测新治疗方法(例如细胞和生长因子治疗)的效果非常重要。磁共振(MR)图像纹理反映了生物化学和结构组织的特性,并已用于在各种医学应用中区分正常状态和病理状态。目的:使用传统的T2加权腰椎磁共振图像,研究纹理描述符在量化椎间盘退变中的适用性。材料与方法:使用3特斯拉扫描仪,获得常规的T2加权MR图像,共分析255个腰椎间盘突出。使用基于图集的方法从图像中分割光盘区域。计算了描述每个区域的纹理的一组一阶和二阶统计量。通过与患者年龄和变性严重度的定性临床分级之间的相关性,测试了这些描述符对椎间盘变性严重度定量的有效性和可靠性。根据磁盘平均信号强度的测量结果,将纹理量化结果与公认的磁盘退化量化方法进行了比较。结果:在测试的一组纹理描述符中,有两个用于量化图像强度不均匀性的描述符,即灰度标准偏差和同时出现的平方和显示与患者年龄和椎间盘退变严重程度的临床分级之间的关联最强(P <0.001 )。这归因于这些不均匀性描述子在变性过程中捕获核-环区区别的进行性丧失的能力。统计分析表明,这些描述符可以有效地区分变性的早期阶段。定量测量是高度可重复的(类内相关性> 0.98)。结论:非均质性描述子可能是跟踪椎间盘退变的进展并以简单,精确和可重复的方式监测治疗反应的有价值的工具。

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