A surface-based technique for warping three-dimensional images of the brain

被引:279
作者
Thompson, P [1 ]
Toga, AW [1 ]
机构
[1] UNIV CALIF LOS ANGELES, SCH MED, DIV BRAIN MAPPING, LOS ANGELES, CA 90095 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/42.511745
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We have devised, implemented, and tested a fast, spatially accurate technique for calculating the high-dimensional deformation held relating the brain anatomies of an arbitrary pair of subjects, The resulting three-dimensional (3-D) deformation map can be used to quantify anatomic differences between subjects or within the same subject over time and to transfer functional information between subjects or integrate that information on a single anatomic template. The new procedure is based on developmental processes responsible for variations in normal human anatomy and is applicable to 3-D brain images in general, regardless of modality, Hybrid surface models known as Chen surfaces (based on superquadrics and spherical harmonics) are used to efficiently initialize 3-D active surfaces, and these then extract from both scans the developmentally fundamental surfaces of the ventricles and cortex. The construction of extremely complex surface deformation maps on the internal cortex is made easier by budding a generic surface structure to model it, Connected systems of parametric meshes model several deep sulci whose trajectories represent critical functional boundaries, These sulci are sufficiently extended inside the brain to reflect subtle and distributed variations in neuroanatomy between subjects. The algorithm then calculates the high-dimensional volumetric warp (typically with 384(2) x 256 x 3 approximate to 0.1 billion degrees of freedom) deforming one 3-D scan into structural correspondence with the other. Integral distortion functions are used to extend the deformation held required to elastically transform nested surfaces to their counterparts in the target scan. The algorithm's accuracy is tested, by warping 3-D magnetic resonance imaging (MRI) volumes from normal subjects and Alzheimer's patients, and by warping full-color 1024(3) digital cryosection volumes of the human head onto MRI volumes, Applications are discussed, including the transfer of multisubject 3-D functional, vascular, and histologic maps onto a single anatomic template; the mapping of 3-D brain atlases onto the scans of new subjects; and the rapid detection, quantification, and mapping of local shape changes in 3-D medical images in disease and during normal or abnormal growth and development.
引用
收藏
页码:402 / 417
页数:16
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