Title :
An Ontology-Based Annotation of Cardiac Implantable Electronic Devices to Detect Therapy Changes in a National Registry
Author :
Rosier, Arnaud ; Mabo, Philippe ; Chauvin, Michel ; Burgun, Anita
Author_Institution :
Inst. Nat. de la Sante et de la Rech. Medicale, Rennes, France
Abstract :
The patient population benefitting from cardiac implantable electronic devices (CIEDs) is increasing. This study introduces a device annotation method that supports the consistent description of the functional attributes of cardiac devices and evaluates how this method can detect device changes from a CIED registry. We designed the Cardiac Device Ontology, an ontology of CIEDs and device functions. We annotated 146 cardiac devices with this ontology and used it to detect therapy changes with respect to atrioventricular pacing, cardiac resynchronization therapy, and defibrillation capability in a French national registry of patients with implants (STIDEFIX). We then analyzed a set of 6905 device replacements from the STIDEFIX registry. Ontology-based identification of therapy changes (upgraded, downgraded, or similar) was accurate (6905 cases) and performed better than straightforward analysis of the registry codes (F-measure 1.00 versus 0.75 to 0.97). This study demonstrates the feasibility and effectiveness of ontology-based functional annotation of devices in the cardiac domain. Such annotation allowed a better description and in-depth analysis of STIDEFIX. This method was useful for the automatic detection of therapy changes and may be reused for analyzing data from other device registries.
Keywords :
biomedical electronics; biomedical equipment; cardiology; medical information systems; ontologies (artificial intelligence); patient treatment; prosthetics; CIED registry; French national registry; STIDEFIX registry; atrioventricular pacing; cardiac device ontology; cardiac implantable electronic devices; cardiac resynchronization therapy; defibrillation capability; ontology-based functional annotation; ontology-based identification; patient population; Databases; Defibrillation; Heart; Ontologies; Pacemakers; Performance evaluation; Biomedical informatics; decision support systems; information management; knowledge-based systems; pacemakers;
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
DOI :
10.1109/JBHI.2014.2338741