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A Robust Method for Assessment of Iron Overload in Liver by Magnetic Resonance Imaging

机译:磁共振成像评估肝脏铁过载的鲁棒方法

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Assessment of iron overload in liver by T2* magnetic resonance imaging (MRI) is a widely used clinical procedure. In the common clinical practice, measurement is performed locally by manually drawing a small region of interest in liver. This procedure may be affected by a noticeable intra- and inter-observer variability. In this study, a new approach is proposed that performs a global semi-automatic measurement of T2* involving the whole liver extension. Parenchyma is automatically segmented by an adaptive fuzzy-clustering algorithm. The liver T2* global value is evaluated using a pixel-wise approach by introducing an appropriate signal decay model. The proposed method was tested on a synthetic software model and on MR images acquired from 30 thalassemia major patients. The methods was demonstrated to increase the measure precision in T2* assessment and to significantly reduce the intra- and inter-observer variability.
机译:T2 *磁共振成像(MRI)的肝脏铁过载评估是一种广泛使用的临床程序。在常见的临床实践中,通过手动绘制肝脏的小区域来局部地进行测量。该过程可能受到明显的帧间和观察者间变异性的影响。在这项研究中,提出了一种新方法,其执行T2 *的全球半自动测量涉及整个肝脏延伸。实质自适应模糊聚类算法自动分段。通过引入适当的信号衰减模型,使用像素明智的方法来评估肝脏T2 *全局值。该方法在合成软件模型和从30名中血症的30名主要患者获得的MR图像上进行了测试。证明了该方法以提高T2 *评估中的测量精度,并显着降低跨门间变异性。

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