Open AccessWeb infrastructure for data management, storage and computation
Author(s) -
Serge Brosset,
Maxime Dumont,
Lucia Cevidanes,
S. M. Reza Soroushmehr,
Jonas Bianchi,
Marcela Gurgel,
Romain DeleatBesson,
Celia Le,
Antônio Carlos de Oliveira Ruellas,
Marília Yatabe,
Liliane Rosas,
João Gonçalves,
Kayvan Najarian,
Jonathan Gryak,
Beatriz Paniagua,
Martin Styner,
Juan Carlos Prieto
Publication year - 2021
Publication title -
pubmed central
Language(s) - English
Resource type - Conference proceedings
SCImago Journal Rank - 0.192
H-Index - 176
pISSN - 0277-786X
DOI - 10.1117/12.2582283
Subject(s) - computer science , upload , software deployment , task (project management) , distributed computing , data management , web application , software , computer data storage , database , operating system , management , economics
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).