Dipy, a library for the analysis of diffusion MRI data

被引:811
作者
Garyfallidis, Eleftherios [1 ,2 ]
Brett, Matthew [3 ]
Amirbekian, Bagrat [4 ,5 ]
Rokem, Ariel [6 ]
van der Walt, Stefan [7 ]
Descoteaux, Maxime
Nimmo-Smith, Ian [2 ]
机构
[1] Univ Sherbrooke, Dept Comp Sci, Sherbrooke, PQ J1K 2R1, Canada
[2] Univ Cambridge, MRC Cognit & Brain Sci Unit, Cambridge, England
[3] Univ Calif Berkeley, Henry H Wheeler Jr Brain Imaging Ctr, Berkeley, CA 94720 USA
[4] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[5] Univ Calif San Francisco, Grad Grp Bioengn, San Francisco, CA 94143 USA
[6] Stanford Univ, Dept Psychol, Stanford, CA 94305 USA
[7] Univ Stellenbosch, Dept Math Sci, Div Appl Math, ZA-7600 Stellenbosch, South Africa
基金
加拿大自然科学与工程研究理事会;
关键词
diffusion MRI; DTI; DSI; HARDI; dMRI; !text type='Python']Python[!/text; free open source software; tractography; WHITE-MATTER; HUMAN BRAIN; ROBUST ESTIMATION; WATER DIFFUSION; TRACTOGRAPHY; TENSOR; ORIENTATION; TRACKING; RECONSTRUCTION; DISTRIBUTIONS;
D O I
10.3389/fninf.2014.00008
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Diffusion Imaging in Python (Dipy) is a free and open source software project for the analysis of data from diffusion magnetic resonance imaging (dMRI) experiments. dMRI is an application of MRI that can be used to measure structural features of brain white matter. Many methods have been developed to use dMRI data to model the local configuration of white matter nerve fiber bundles and infer the trajectory of bundles connecting different parts of the brain. Dipy gathers implementations of many different methods in dMRI, including: diffusion signal pre-processing; reconstruction of diffusion distributions in individual voxels; fiber tractography and fiber track post-processing, analysis and visualization. Dipy aims to provide transparent implementations for all the different steps of dMRI analysis with a uniform programming interface. We have implemented classical signal reconstruction techniques, such as the diffusion tensor model and deterministic fiber tractography. In addition, cutting edge novel reconstruction techniques are implemented, such as constrained spherical deconvolution and diffusion spectrum imaging (DSI with deconvolution, as well as methods for probabilistic tracking and original methods for tractography clustering. Many additional utility functions are provided to calculate various statistics, informative visualizations, as well as file-handling routines to assist in the development and use of novel techniques. In contrast to many other scientific software projects, Dipy is not being developed by a single research group. Rather, it is an open project that encourages contributions from any scientist/developer through GitHub and open discussions on the project mailing list. Consequently, Dipy today has an international team of contributors, spanning seven different academic institutions in five countries and three continents, which is still growing.
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页数:17
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