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BIDS apps: Improving ease of use, accessibility, and reproducibility of neuroimaging data analysis methods
0
Zitationen
29
Autoren
2017
Jahr
Abstract
The rate of progress in human neurosciences is limited by the inability to easily apply a wide range of analysis methods to the plethora of different datasets acquired in labs around the world. In this work, we introduce a framework for creating, testing, versioning and archiving portable applications for analyzing neuroimaging data organized and described in compliance with the Brain Imaging Data Structure (BIDS). The portability of these applications (BIDS Apps) is achieved by using container technologies that encapsulate all binary and other dependencies in one convenient package. BIDS Apps run on all three major operating systems with no need for complex setup and configuration and thanks to the comprehensiveness of the BIDS standard they require little manual user input. Previous containerized data processing solutions were limited to single user environments and not compatible with most multi-tenant High Performance Computing systems. BIDS Apps overcome this limitation by taking advantage of the Singularity container technology. As a proof of concept, this work is accompanied by 22 ready to use BIDS Apps, packaging a diverse set of commonly used neuroimaging algorithms.
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Autoren
- Krzysztof J. Gorgolewski
- Fidel Alfaro‐Almagro
- Tibor Auer
- Pierre Bellec
- M. Mallar Chakravarty
- Nathan W. Churchill
- Alexander Cohen
- R. Cameron Craddock
- Gabriel A. Devenyi
- Anders Eklund
- Oscar Estéban
- Guillaume Flandin
- Satrajit Ghosh
- J. Swaroop Guntupalli
- Mark Jenkinson
- Anisha Keshavan
- Gregory Kiar
- Franziskus Liem
- Pradeep Reddy Raamana
- David Raffelt
- Christopher J. Steele
- Pierre-Olivier Quirion
- Robert E. Smith
- Stephen C. Strother
- Yida Wang
- Tal Yarkoni
- Russell A. Poldrack
- Mihai Capotă
- Gaël Varoquaux
Institutionen
- Stanford University(US)
- University of Oxford(GB)
- Wellcome Centre for Integrative Neuroimaging(GB)
- Royal Holloway University of London(GB)
- Université de Montréal(CA)
- Institut Universitaire de Gériatrie de Montréal(CA)
- Intel (United States)(US)
- Douglas Mental Health University Institute(CA)
- McGill University(CA)
- St. Michael's Hospital(CA)
- Boston Children's Hospital(US)
- Nathan Kline Institute for Psychiatric Research(US)
- Child Mind Institute(US)
- Linköping University(SE)
- Wellcome Centre for Human Neuroimaging(GB)
- Massachusetts Institute of Technology(US)
- Harvard University(US)
- McGovern Institute for Brain Research(US)
- Dartmouth College(US)
- University of California, Berkeley(US)
- University of California, San Francisco(US)
- Johns Hopkins University(US)
- University of Zurich(CH)
- University of Toronto(CA)
- Baycrest Hospital(CA)
- Florey Institute of Neuroscience and Mental Health(AU)
- Inria Saclay - Île de France(FR)
- Institut national de recherche en informatique et en automatique(FR)
- The University of Texas at Austin(US)