Lee Agatha D, Leporé Natasha, Barysheva Marina, Chou Yi-Yu, Brun Caroline, Madsen Sarah K, McMahon Katie L, de Zubicaray Greig I, Meredith Matthew, Wright Margaret J, Toga Arthur W, Thompson Paul M
Laboratory of Neuro Imaging, Department of Neurology, UCLA School of Medicine, Los Angeles, CA.
Functional MRI Laboratory, Centre for Magnetic Resonance, University of Queensland, Brisbane, Australia.
Proc IEEE Int Symp Biomed Imaging. 2008 May;2008:943-946. doi: 10.1109/ISBI.2008.4541153. Epub 2008 Jun 13.
We used diffusion tensor magnetic resonance imaging (DTI) to reveal the extent of genetic effects on brain fiber microstructure, based on tensor-derived measures, in 22 pairs of monozygotic (MZ) twins and 23 pairs of dizygotic (DZ) twins (90 scans). After Log-Euclidean denoising to remove rank-deficient tensors, DTI volumes were fluidly registered by high-dimensional mapping of co-registered MP-RAGE scans to a geometrically-centered mean neuroanatomical template. After tensor reorientation using the strain of the 3D fluid transformation, we computed two widely-used scalar measures of fiber integrity: the fractional anisotropy (FA), and geodesic anisotropy (GA), which measures the geodesic distance between tensors in the symmetric positive-definite tensor manifold. Spatial maps of intraclass correlations (r) between MZ and DZ twins were compared to compute maps of Falconer's heritability statistics, i.e. the proportion of population variance explainable by genetic differences among individuals. Cumulative distribution plots (CDF) of effect sizes showed that the manifold measure, GA, marginally outperformed the Euclidean measure, FA, in detecting genetic correlations. While maps were relatively noisy, the CDFs showed promise for detecting genetic influences on brain fiber integrity as the current sample expands.
我们使用扩散张量磁共振成像(DTI),基于张量衍生测量方法,对22对同卵(MZ)双胞胎和23对异卵(DZ)双胞胎(90次扫描)进行研究,以揭示基因对脑纤维微观结构的影响程度。在进行对数欧几里得去噪以去除秩亏张量后,通过将共同配准的MP-RAGE扫描进行高维映射到几何中心平均神经解剖模板,对DTI体积进行流体配准。在使用三维流体变换的应变进行张量重新定向后,我们计算了两种广泛使用的纤维完整性标量测量值:分数各向异性(FA)和测地线各向异性(GA),后者测量对称正定张量流形中张量之间的测地线距离。比较MZ和DZ双胞胎之间的组内相关空间图(r),以计算Falconer遗传力统计图谱,即个体间遗传差异可解释的群体方差比例。效应大小的累积分布曲线(CDF)表明,在检测遗传相关性方面,流形测量值GA略优于欧几里得测量值FA。虽然图谱相对嘈杂,但随着当前样本量的扩大,CDF显示出检测基因对脑纤维完整性影响的前景。