Management and Quality Control of Large Neuroimaging Datasets: Developments From the Barcelonaβeta Brain Research Center.
Management and Quality Control of Large Neuroimaging Datasets: Developments From the Barcelonaβeta Brain Research Center.
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DOI：
10.3389/fnins.2021.633438
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发表时间：
2021
影响因子：
4.3
通讯作者：
ALFA Study
中科院分区：
文献类型：
--
作者：
Huguet J;Falcon C;Fusté D;Girona S;Vicente D;Molinuevo JL;Gispert JD;Operto G;ALFA Study
Recent decades have witnessed an increasing number of large to very large imaging studies, prominently in the field of neurodegenerative diseases. The datasets collected during these studies form essential resources for the research aiming at new biomarkers. Collecting, hosting, managing, processing, or reviewing those datasets is typically achieved through a local neuroinformatics infrastructure. In particular for organizations with their own imaging equipment, setting up such a system is still a hard task, and relying on cloud-based solutions, albeit promising, is not always possible. This paper proposes a practical model guided by core principles including user involvement, lightweight footprint, modularity, reusability, and facilitated data sharing. This model is based on the experience from an 8-year-old research center managing cohort research programs on Alzheimer’s disease. Such a model gave rise to an ecosystem of tools aiming at improved quality control through seamless automatic processes combined with a variety of code libraries, command line tools, graphical user interfaces, and instant messaging applets. The present ecosystem was shaped around XNAT and is composed of independently reusable modules that are freely available on GitLab/GitHub. This paradigm is scalable to the general community of researchers working with large neuroimaging datasets.
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影响因子：
3
作者：
Book GA;Anderson BM;Stevens MC;Glahn DC;Assaf M;Pearlson GD
通讯作者：
Pearlson GD
影响因子：
3.5
作者：
Abraham A;Pedregosa F;Eickenberg M;Gervais P;Mueller A;Kossaifi J;Gramfort A;Thirion B;Varoquaux G
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Varoquaux G
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5.7
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Andersson JLR
影响因子：
48
作者：
Esteban, Oscar;Markiewicz, Christopher J.;Gorgolewski, Krzysztof J.
通讯作者：
Gorgolewski, Krzysztof J.
影响因子：
3.7
作者：
Esteban, Oscar;Birman, Daniel;Gorgolewski, Krzysztof J.
通讯作者：
Gorgolewski, Krzysztof J.