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Spatial analysis of magnetic resonance ... formula ... and ... formula ... relaxation times improves classification between subjects with and without osteoarthritis

机译:磁共振...公式...和...公式...弛豫时间的空间分析可改善有或没有骨关节炎的受试者之间的分类

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摘要

>Purpose: Studies have shown that functional analysis of knee cartilage based on magnetic resonance (MR) relaxation times is a valuable tool in the understanding of osteoarthritis (OA). In this work, the regional spatial distribution of knee cartilage T1ρ and T2 relaxation times based on texture and laminar analyses was studied to investigate if they provide additional insight compared to global mean values in the study of OA.>Methods: Knee cartilage of 36 subjects, 19 healthy controls and 17 with mild OA, was divided into 16 compartments. T1ρ and T2 relaxation times were studied with first order statistics, eight texture parameters with four different orientations using gray-level co-occurrence matrices and by subdividing each compartment into two different layers: Deep and superficial. Receiver operating characteristic curve analysis was performed to evaluate the potential of each technique to correctly classify the populations.>Results: Although the deep and superficial cartilage layers had in general significantly different T1ρ and T2 relaxation times, they performed similarly in terms of subject discrimination. The subdivision of lateral and medial femoral compartments into weight-bearing and non-weight-bearing regions did not improve discrimination. Also it was found that the most sensitive region was the patella and that T1ρ discriminated better than T2. The most important finding was that with respect to global mean values, laminar and texture analyses improved subject discrimination.>Conclusions: Results of this study suggest that spatially assessing MR images of the knee cartilage relaxation times using laminar and texture analyses could lead to better and probably earlier identification of cartilage matrix abnormalities in subjects with OA.
机译:>目的:研究表明,基于磁共振(MR)松弛时间的膝关节软骨功能分析是了解骨关节炎(OA)的有价值的工具。在这项工作中,研究了基于纹理和层流分析的膝关节软骨T1ρ和T2弛豫时间的区域空间分布,以研究它们是否比OA研究中的整体平均值提供更多的见识。>方法:将36名受试者,19名健康对照和17名轻度OA的膝关节软骨分为16个隔室。使用一阶统计量,具有四个不同方向的八个纹理参数(使用灰度共生矩阵)并将每个隔室细分为两个不同的层(深层和浅层),研究了T1ρ和T2弛豫时间。进行受试者工作特征曲线分析以评估每种技术对人群进行正确分类的潜力。>结果:尽管深层和浅层软骨总体上具有明显不同的T1ρ和T2弛豫时间,但它们的表现相似在主题歧视方面。将外侧和内侧股室划分为承重区和非承重区并不能改善分辨力。还发现最敏感的区域是the骨,并且T1ρ的区分要好于T2。最重要的发现是,就整体平均值而言,层流和纹理分析改善了受试者的辨别力。>结论:该研究的结果表明,使用层流和纹理在空间上评估膝关节软骨松弛时间的MR图像分析可能会更好地并且可能更早地鉴定OA患者的软骨基质异常。

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