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Registration of Brainstem Surfaces in Adolescent Idiopathic Scoliosis Using Discrete Ricci Flow

机译:使用离散Ricci流注册青少年特发性脊柱侧凸的脑干表面

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Adolescent Idiopathic Scoliosis (AIS) characterized by the 3D spine deformity affects about 4% schoolchildren worldwide. Several studies have demonstrated the malfunctioning of postural balance, proprioception, and equilibrium control in patients with AIS. Since these functions are closely related to structures in and around the brainstem, the morphometry of the brainstem surface is of utmost importance. In this paper, we propose an effective method to accurately compute the registration between brainstem surfaces. Four consistent features, which describe the global geometry of the brainstem, are automatically extracted to guide the surface registration. Using the discrete Ricci flow method, brainstem surfaces are parameterized conformally onto the quadrilaterally-faced hexahedron, through which the brainstem registration can be obtained. Our registration algorithm can guarantee the exact landmark correspondence between brainstem surfaces. With the obtained registration, a shape energy can be defined to measure the local shape difference between different brainstem surfaces. We have tested our algorithms on 30 real brainstem surfaces extracted from MRIs of 15 normal subjects and 15 AIS patients. Experimental results show the efficacy of the proposed algorithm to register brainstem surfaces, which matches landmark features consistently. The computed registration can be used for the morphometry of brainstems.
机译:以3D脊柱畸形为特征的青少年特发性脊柱侧弯(AIS)影响全世界约4%的学童。多项研究表明,AIS患者的姿势平衡,本体感受和平衡控制功能异常。由于这些功能与脑干内部和周围的结构密切相关,因此脑干表面的形态测量至关重要。在本文中,我们提出了一种有效的方法来准确计算脑干表面之间的配准。自动提取描述脑干整体几何形状的四个一致特征,以指导表面对准。使用离散的Ricci流动方法,将脑干表面共形地参数化到四边形六面体上,通过该六面体可以获取脑干配准。我们的配准算法可以保证脑干表面之间的精确界标对应。通过获得的配准,可以定义形状能量以测量不同脑干表面之间的局部形状差异。我们已经在从15名正常受试者和15名AIS患者的MRI提取的30个真实脑干表面上测试了我们的算法。实验结果表明,该算法能够有效地记录脑干表面,并与地标特征一致。计算出的配准可用于脑干的形态测量。

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