Evaluating the validity of volume-based and surface-based brain image registration for developmental cognitive neuroscience studies in children 4 to 11 years of age

被引:221
作者
Ghosh, Satrajit S. [1 ]
Kakunoori, Sita [3 ]
Augustinack, Jean [3 ]
Nieto-Castanon, Alfonso
Kovelman, Ioulia [4 ]
Gaab, Nadine [5 ]
Christodoulou, Joanna A.
Triantafyllou, Christina [2 ]
Gabrieli, John D. E. [7 ]
Fischl, Bruce [3 ,6 ,7 ]
机构
[1] MIT, Elect Res Lab, Cambridge, MA 02139 USA
[2] MIT, McGovern Inst Brain Res, Athinoula A Martinos Brain Imaging Ctr, Cambridge, MA 02139 USA
[3] Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Charlestown, MA USA
[4] Univ Michigan, Ann Arbor, MI 48109 USA
[5] Childrens Hosp, Boston, MA 02115 USA
[6] MIT, Comp Sci & AI Lab, Cambridge, MA 02139 USA
[7] MIT, Div Hlth Sci & Technol, Cambridge, MA 02139 USA
基金
美国国家卫生研究院;
关键词
HUMAN CEREBRAL-CORTEX; MAGNETIC-RESONANCE IMAGES; COORDINATE SYSTEM; CORTICAL SURFACE; GEOMETRICALLY ACCURATE; VISUAL-CORTEX; MRI DATA; SEGMENTATION; CYTOARCHITECTURE; RECONSTRUCTION;
D O I
10.1016/j.neuroimage.2010.05.075
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Understanding the neurophysiology of human cognitive development relies on methods that enable accurate comparison of structural and functional neuroimaging data across brains from people of different ages. A fundamental question is whether the substantial brain growth and related changes in brain morphology that occur in early childhood permit valid comparisons of brain structure and function across ages. Here we investigated whether valid comparisons can be made in children from ages 4 to 11, and whether there are differences in the use of volume-based versus surface-based registration approaches for aligning structural landmarks across these ages. Regions corresponding to the calcarine sulcus, central sulcus, and Sylvian fissure in both the hemispheres were manually labeled on T1-weighted structural magnetic resonance images from 31 children ranging in age from 4.2 to 11.2 years old. Quantitative measures of shape similarity and volumetric-overlap of these manually labeled regions were calculated when brains were aligned using a 12-parameter affine transform, SPM's nonlinear normalization, a diffeomorphic registration (ANTS), and FreeSurfer's surface-based registration. Registration error for normalization into a common reference framework across participants in this age range was lower than commonly used functional imaging resolutions. Surface-based registration provided significantly better alignment of cortical landmarks than volume-based registration. In addition, registering children's brains to a common space does not result in an age-associated bias between older and younger children, making it feasible to accurately compare structural properties and patterns of brain activation in children from ages 4 to 11. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:85 / 93
页数:9
相关论文
共 53 条
[1]  
Amunts K, 1999, J COMP NEUROL, V412, P319, DOI 10.1002/(SICI)1096-9861(19990920)412:2<319::AID-CNE10>3.0.CO
[2]  
2-7
[3]   Quantitative comparison of algorithms for inter-subject registration of 3D volumetric brain MRI scans [J].
Ardekani, BA ;
Guckemus, S ;
Bachman, A ;
Hoptman, MJ ;
Wojtaszek, M ;
Nierenberg, J .
JOURNAL OF NEUROSCIENCE METHODS, 2005, 142 (01) :67-76
[4]   High-dimensional image registration using symmetric priors [J].
Ashburner, J ;
Andersson, JLR ;
Friston, KJ .
NEUROIMAGE, 1999, 9 (06) :619-628
[5]   Lagrangian frame diffeomorphic image registration: Morphometric comparison of human and chimpanzee cortex [J].
Avants, Brian B. ;
Schoenemann, P. Thomas ;
Gee, James C. .
MEDICAL IMAGE ANALYSIS, 2006, 10 (03) :397-412
[6]   The feasibility of a common stereotactic space for children and adults in fMRI studies of development [J].
Burgund, ED ;
Kang, HC ;
Kelly, JE ;
Buckner, RL ;
Snyder, AZ ;
Petersen, SE ;
Schlaggar, BL .
NEUROIMAGE, 2002, 17 (01) :184-200
[7]  
Cointepas Y, 2001, NEUROIMAGE, V13, pS98
[8]   DEVELOPMENT OF THE BRAIN [J].
COWAN, WM .
SCIENTIFIC AMERICAN, 1979, 241 (03) :112-&
[9]   Cortical surface-based analysis - I. Segmentation and surface reconstruction [J].
Dale, AM ;
Fischl, B ;
Sereno, MI .
NEUROIMAGE, 1999, 9 (02) :179-194
[10]   IMPROVED LOCALIZATION OF CORTICAL ACTIVITY BY COMBINING EEG AND MEG WITH MRI CORTICAL SURFACE RECONSTRUCTION - A LINEAR-APPROACH [J].
DALE, AM ;
SERENO, MI .
JOURNAL OF COGNITIVE NEUROSCIENCE, 1993, 5 (02) :162-176