Authors
Krzysztof Gorgolewski, Christopher D Burns, Cindee Madison, Dav Clark, Yaroslav O Halchenko, Michael L Waskom, Satrajit S Ghosh
Publication date
2011/8/22
Journal
Frontiers in neuroinformatics
Volume
5
Pages
12318
Publisher
Frontiers
Description
Current neuroimaging software offer users an incredible opportunity to analyze their data in different ways, with different underlying assumptions. Several sophisticated software packages (e.g., AFNI, BrainVoyager, FSL, FreeSurfer, Nipy, R, SPM) are used to process and analyze large and often diverse (highly multi-dimensional) data. However, this heterogeneous collection of specialized applications creates several issues that hinder replicable, efficient and optimal use of neuroimaging analysis approaches: 1) No uniform access to neuroimaging analysis software and usage information; 2) No framework for comparative algorithm development and dissemination; 3) Personnel turnover in laboratories often limits methodological continuity and training new personnel takes time; 4) Neuroimaging software packages do not address computational efficiency; and 5) Methods sections in journal articles are inadequate for reproducing results. To address these issues, we present Nipype (Neuroimaging in Python: Pipelines and Interfaces; http://nipy.org/nipype), an open-source, community-developed, software package and scriptable library. Nipype solves the issues by providing Interfaces to existing neuroimaging software with uniform usage semantics and by facilitating interaction between these packages using Workflows. Nipype provides an environment that encourages interactive exploration of algorithms, eases the design of Workflows within and between packages, allows rapid comparative development of algorithms and reduces the learning curve necessary to use different packages. Nipype supports both local and remote execution on multi …
Total citations
2012201320142015201620172018201920202021202220232024162949417087100143191270316380237
Scholar articles
O Esteban, CJ Markiewicz, C Burns, M Goncalves… - Computer software]. Zenodo. https://doi. org/10.5281 …, 2020
KJ Gorgolewski, O Esteban, CJ Markiewicz, E Ziegler… - Zenodo, 2018
KJ Gorgolewski, O Esteban, CJ Markiewicz, E Ziegler… - Computer software]. Zenodo, 2019