General multivariate linear modeling of mandible surface using SurfStat

F. Abdolali, R. Zoroofi
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Abstract

We present a novel approach for modeling mandible shape variations in Temporomandibular Joint Osteoarthritis (TMJ OA) patients. We have employed weighted spherical harmonic (SPHARM) representation to parameterize and normalize mandible surfaces. This representation is fed to multivariate linear models which account for nuisance covariates such as age and mandible size. Multivariate linear models are implemented using SurfStat package and using this implementation one can avoid the complexity of specifying design matrices. In several multivariate shape models, the Hotelling's T-square has been used as a test statistic. In Hotelling's T-square statistic, we can test the equality of vector means without considering redundant covariates. Thus we have used SurfStat package in which Hotelling's T-square framework is generalized to incorporate additional covariates. Our proposed methodology has been applied for investigating Mandibular condyle shape variations in 19 TMJ OA subjects. Promising results have been demonstrated in lesion localization which is an important step in surgical planning and treatment.
使用SurfStat进行下颌骨表面的一般多元线性建模
我们提出了一种模拟颞下颌关节骨关节炎(tmjoa)患者下颌骨形状变化的新方法。我们采用加权球面调和(SPHARM)表示来参数化和规范化下颌骨表面。这种表示被馈送到多元线性模型中,该模型考虑了诸如年龄和下颌骨大小等令人讨厌的协变量。多元线性模型是使用SurfStat包实现的,使用这个实现可以避免指定设计矩阵的复杂性。在几个多元形状模型中,霍特林的t方被用作检验统计量。在Hotelling的t平方统计量中,我们可以不考虑冗余协变量来检验向量均值的相等性。因此,我们使用了SurfStat包,其中Hotelling的t方框架被推广到包含额外的协变量。我们提出的方法已被应用于19例颞下颌关节骨性关节炎患者的下颌髁形状变化研究。病灶定位是手术计划和治疗的重要步骤,在这方面已经取得了可喜的结果。
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