Anatomically Informed Metrics for Connectivity-Based Cortical Parcellation From Diffusion MRI

被引:11
作者
Tungaraza, Rosalia L. [1 ]
Mehta, Sonya H. [2 ]
Haynor, David R. [1 ]
Grabowski, Thomas J. [1 ,3 ]
机构
[1] Univ Washington, Dept Radiol, Seattle, WA 98195 USA
[2] Univ Washington, Dept Psychol, Seattle, WA 98195 USA
[3] Univ Washington, Dept Neurol, Seattle, WA 98195 USA
基金
美国国家卫生研究院;
关键词
Cerebral cortex; cortical parcellation; Davies-Bouldin; diffusion weighted imaging; earth mover's distance; topological distance; tractography; TRACTOGRAPHY-BASED PARCELLATION; SURFACE-BASED ANALYSIS; HUMAN CEREBRAL-CORTEX; PARIETAL CORTEX; BRAIN; AREAS; ORGANIZATION; LANGUAGE;
D O I
10.1109/JBHI.2015.2444917
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Connectivity information derived from diffusion MRI can be used to parcellate the cerebral cortex into anatomically and functionally meaningful subdivisions. Acquisition and processing parameters can significantly affect parcellation results, and there is no consensus on best practice protocols. We propose a novel approach for evaluating parcellation based on measuring the degree to which parcellation conforms to known principles of brain organization, specifically cortical field homogeneity and interhemispheric homology. The proposed metrics are well behaved on morphologically generated whole-brain parcels, where they correctly identify contralateral homologies and give higher scores to anatomically versus arbitrarily generated parcellations. The measures show that individual cortical fields have characteristic connectivity profiles that are compact and separable, and that the topological arrangement of such fields is strongly conserved between hemispheres and individuals. The proposed metrics can be used to evaluate the quality of parcellations at the subject and group levels and to improve acquisition and data processing for connectivity-based cortical parcellation.
引用
收藏
页码:1375 / 1383
页数:9
相关论文
共 58 条
[21]   Distributed Hierarchical Processing in the Primate Cerebral Cortex [J].
Felleman, Daniel J. ;
Van Essen, David C. .
CEREBRAL CORTEX, 1991, 1 (01) :1-47
[22]   Cortical surface-based analysis - II: Inflation, flattening, and a surface-based coordinate system [J].
Fischl, B ;
Sereno, MI ;
Dale, AM .
NEUROIMAGE, 1999, 9 (02) :195-207
[23]   Clustering by passing messages between data points [J].
Frey, Brendan J. ;
Dueck, Delbert .
SCIENCE, 2007, 315 (5814) :972-976
[24]   DTI Tractography of the Human Brain's Language Pathways [J].
Glasser, Matthew F. ;
Rilling, James K. .
CEREBRAL CORTEX, 2008, 18 (11) :2471-2482
[25]   Mapping Human Cortical Areas In Vivo Based on Myelin Content as Revealed by T1- and T2-Weighted MRI [J].
Glasser, Matthew F. ;
Van Essen, David C. .
JOURNAL OF NEUROSCIENCE, 2011, 31 (32) :11597-11616
[26]  
Gorbach Nico S, 2011, Front Neuroinform, V5, P18, DOI 10.3389/fninf.2011.00018
[27]   Multiple-subjects connectivity-based parcellation using hierarchical Dirichlet process mixture models [J].
Jbabdi, S. ;
Woolrich, M. W. ;
Behrens, T. E. J. .
NEUROIMAGE, 2009, 44 (02) :373-384
[28]   Quantifying Agreement between Anatomical and Functional Interhemispheric Correspondences in the Resting Brain [J].
Jo, Hang Joon ;
Saad, Ziad S. ;
Gotts, Stephen J. ;
Martin, Alex ;
Cox, Robert W. .
PLOS ONE, 2012, 7 (11)
[29]   Connectivity-based parcellation of human cortex using diffusion MRI: Establishing reproducibility, validity and observer independence in BA 44/45 and SMA/pre-SMA [J].
Klein, Johannes C. ;
Behrens, Timothy E. J. ;
Robson, Matthew D. ;
Mackay, Clare E. ;
Higham, Desmond J. ;
Johansen-Berg, Heidi .
NEUROIMAGE, 2007, 34 (01) :204-211
[30]   Hemispheric Asymmetry in White Matter Connectivity of the Temporoparietal Junction with the Insula and Prefrontal Cortex [J].
Kucyi, Aaron ;
Moayedi, Massieh ;
Weissman-Fogel, Irit ;
Hodaie, Mojgan ;
Davis, Karen D. .
PLOS ONE, 2012, 7 (04)