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Three Dimensional Volume Measurement of Mouse Abdominal Fat in Magnetic Resonance Images

机译:磁共振图像中小鼠腹部脂肪的三维体积测量

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Obesity adversely affects the health of people. Therapeutics against obesity could be validated by measuring the change of body fat tissues repeatedly in magnetic resonance (MR) images. In this study, an accurate method for three dimensional (3D) volume measurement of abdominal fat tissue has been developed for mouse MR images. The MR image was acquired by gradient echo technique and preprocessed by low pass filtering. 3D images were segmented by three-level adaptive thresholding based on the intensity histogram. Small objects were removed by erosion followed by binary reconstruction. Fat tissues were separated by ultimate erosion and individual labeling in 3D, followed by conditional dilation. Abdominal subcutaneous and visceral fat tissues were interactively classified and compared to manually obtained ground truth images. Measurement accuracy was greater than 83.4% for total body fat and 81.9% for abdominal visceral fat, showing the feasibility of routinely measuring the specific component of body fats in mice.
机译:肥胖会对人们的健康产生不利影响。肥胖的治疗方法可以通过在磁共振(MR)图像中反复测量人体脂肪组织的变化来验证。在这项研究中,已经为小鼠MR图像开发了一种用于腹部脂肪组织的三维(3D)体积测量的准确方法。通过梯度回波技术获取MR图像,并通过低通滤波对其进行预处理。基于强度直方图,通过三级自适应阈值分割3D图像。通过腐蚀去除小物体,然后进行二进制重建。通过最终侵蚀和3D个体标记来分离脂肪组织,然后进行条件性扩张。对腹部皮下和内脏脂肪组织进行交互式分类,并与手动获取的地面真相图像进行比较。人体总脂肪的测量精度高于83.4%,腹部内脏脂肪的测量精度高于81.9%,这表明了常规测量小鼠体内脂肪特定成分的可行性。

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