Web Infrastructure for Data Management, Storage and Computation.
Journal
Proceedings of SPIE--the International Society for Optical Engineering
ISSN: 0277-786X
Titre abrégé: Proc SPIE Int Soc Opt Eng
Pays: United States
ID NLM: 101524122
Informations de publication
Date de publication:
Feb 2021
Feb 2021
Historique:
entrez:
5
4
2021
pubmed:
6
4
2021
medline:
6
4
2021
Statut:
ppublish
Résumé
The Data Storage for Computation and Integration (DSCI) proposes management innovations for web-based secure data storage, algorithms deployment, and task execution. Its architecture allows inclusion of plugins for upload, browsing, sharing, and task execution in remote computing grids. Here, we demonstrate the DSCI implementation and the deployment of Image processing tools (TMJSeg), machine learning algorithms (MandSeg, DentalModelSeg), and advanced statistical packages (Multivariate Functional Shape Data Analysis, MFSDA), with data transfer and task execution handled by the clusterpost plug-in. Due to its comprehensive web-based design, local software installation is no longer required. The DSCI aims to enable and maintain a distributed computing and collaboration environment across multi-site clinical centers for the data processing of multisource features such as clinical, biological markers, volumetric images, and 3D surface models, with particular emphasis on analytics for temporomandibular joint osteoarthritis (TMJ OA).
Identifiants
pubmed: 33814672
doi: 10.1117/12.2582283
pmc: PMC8015809
mid: NIHMS1678798
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : NIDCR NIH HHS
ID : R01 DE024450
Pays : United States
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