Back to Search
Start Over
GPCALMA: A Grid-based tool for mammographic screening
- Source :
- Scopus-Elsevier
-
Abstract
- The next generation of High Energy Physics (HEP) experiments requires a GRID approach to a distributed computing system and the associated data management: the key concept is the Virtual Organisation (VO), a group of distributed users with a common goal and the will to share their resources. A similar approach is being applied to a group of Hospitals which joined the GPCALMA project (Grid Platform for Computer Assisted Library for MAmmography), which will allow common screening programs for early diagnosis of breast and, in the future, lung cancer. HEP techniques come into play in writing the application code, which makes use of neural networks for the image analysis and proved to be useful in improving the radiologists' performances in the diagnosis. GRID technologies allow remote image analysis and interactive online diagnosis, with a potential for a relevant reduction of the delays presently associated to screening programs. A prototype of the system, based on AliEn GRID Services, is already available, with a central Server running common services and several clients connecting to it. Mammograms can be acquired in any location; the related information required to select and access them at any time is stored in a common service called Data Catalogue, which can be queried by any client. The result of a query can be used as input for analysis algorithms, which are executed on nodes that are in general remote to the user (but always local to the input images) thanks to the PROOF facility. The selected approach avoids data transfers for all the images with a negative diagnosis (about 95% of the sample) and allows an almost real time diagnosis for the 5% of images with high cancer probability.<br />Comment: 9 pages, 4 figures; Proceedings of the HealthGrid Workshop 2004, January 29-30, Clermont-Ferrand, France
- Subjects :
- Service (systems architecture)
Internationality
Databases, Factual
Medical Records Systems, Computerized
Teleradiology
Virtual organization
Computer science
Grid
Mammogram
Screening
FOS: Physical sciences
Breast Neoplasms
Health Informatics
computer.software_genre
grid
Set (abstract data type)
User-Computer Interface
Health Information Management
mammogram
Humans
Diagnosis, Computer-Assisted
Program Development
Advanced and Specialized Nursing
Internet
business.industry
screening
Physics - Medical Physics
Europe
Systems Integration
Radiology Information Systems
Italy
Key (cryptography)
Database Management Systems
System integration
Female
The Internet
Medical Physics (physics.med-ph)
Data mining
virtual organization
business
computer
Algorithms
Mammography
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Scopus-Elsevier
- Accession number :
- edsair.doi.dedup.....439a1a780aec1ee927c8228e2339a7cb