Reproducibility of superficial white matter tracts using diffusion-weighted imaging tractography

被引:92
作者
Guevara, Miguel [1 ]
Roman, Claudio [1 ]
Houenou, Josselin [3 ,4 ]
Duclap, Delphine [2 ,3 ]
Poupon, Cyril [2 ,3 ]
Mangin, Jean Francois [2 ,3 ]
Guevara, Pamela [1 ]
机构
[1] Univ Concepcion, Fac Engn, Concepcion, Chile
[2] CATI Multictr Neuroimaging Platform, Paris, France
[3] CEA, Neurospin, I2BM, Gif Sur Yvette, France
[4] Univ Paris Est, INSERM Eq Psychiat Translat U955 15, AP HP, Pole Psychiat,DHU PePsy, Creteil, France
关键词
Diffusion MRI; White matter tracts; Short association fibers; Bundle atlas; Fiber clustering; Tractography segmentation; HUMAN BRAIN; ATLAS; IMAGES; MRI; CONNECTIONS; DISSECTION; FIBERS; RECONSTRUCTION; SEGMENTATION; DATASETS;
D O I
10.1016/j.neuroimage.2016.11.066
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we automatically created a multi-subject atlas of SWM diffusion-based bundles of the whole brain. For each subject, the complete cortico-cortical tractogram is first split into sub-tractograms connecting pairs of gyri. Then intra-subject shape-based fiber clustering performs compression of each sub-tractogram into a set of bundles. Proceeding further with shape-based clustering provides a match of the bundles across subjects. Bundles found in most of the subjects are instantiated in the atlas. To increase robustness, this procedure was performed with two independent groups of subjects, in order to discard bundles without match across the two independent atlases. Finally, the resulting intersection atlas was projected on a third independent group of subjects in order to filter out bundles without reproducible and reliable projection. The final multi-subject diffusion-based U-fiber atlas is composed of 100 bundles in total, 50 per hemisphere, from which 35 are common to both hemispheres.
引用
收藏
页码:703 / 725
页数:23
相关论文
共 46 条
[1]  
Auzias G, 2009, LECT NOTES COMPUT SC, V5761, P730, DOI 10.1007/978-3-642-04268-3_90
[2]   Inferring microstructural features and the physiological state of tissues from diffusion-weighted images [J].
Basser, PJ .
NMR IN BIOMEDICINE, 1995, 8 (7-8) :333-344
[3]  
Beaujoin J., 2016, ISMRM
[4]  
Beaujoin J., 2016, OHBM
[5]   Short frontal lobe connections of the human brain [J].
Catani, Marco ;
Dell'Acqua, Flavio ;
Vergani, Francesco ;
Malik, Farah ;
Hodge, Harry ;
Roy, Prasun ;
Valabregue, Romain ;
Thiebaut de Schotten, Michel .
CORTEX, 2012, 48 (02) :273-291
[6]   Regularized, fast, and robust analytical Q-Ball imaging [J].
Descoteaux, Maxime ;
Angelino, Elaine ;
Fitzgibbons, Shaun ;
Deriche, Rachid .
MAGNETIC RESONANCE IN MEDICINE, 2007, 58 (03) :497-510
[7]   Deterministic and Probabilistic Tractography Based on Complex Fibre Orientation Distributions [J].
Descoteaux, Maxime ;
Deriche, Rachid ;
Knoesche, Thomas R. ;
Anwander, Alfred .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2009, 28 (02) :269-286
[8]   An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest [J].
Desikan, Rahul S. ;
Segonne, Florent ;
Fischl, Bruce ;
Quinn, Brian T. ;
Dickerson, Bradford C. ;
Blacker, Deborah ;
Buckner, Randy L. ;
Dale, Anders M. ;
Maguire, R. Paul ;
Hyman, Bradley T. ;
Albert, Marilyn S. ;
Killiany, Ronald J. .
NEUROIMAGE, 2006, 31 (03) :968-980
[9]   Correction strategy for diffusion-weighted images corrupted with motion: application to the DTI evaluation of infants' white matter [J].
Dubois, Jessica ;
Kulikova, Sofya ;
Hertz-Pannier, Lucie ;
Mangin, Jean-Francois ;
Dehaene-Lambertz, Ghislaine ;
Poupon, Cyril .
MAGNETIC RESONANCE IMAGING, 2014, 32 (08) :981-992
[10]  
Duclap D., 2012, P 29 ESMRMB M, V842