Title :
A Newborn Screening System Based on Service-Oriented Architecture Embedded Support Vector Machine
Author :
Hsieh, Sung-Huai ; Hsieh, Sheau-Ling ; Chien, Yin-Hsiu ; Wang, Zhenyu ; Weng, Yung-Ching ; Lai, Feipei
Author_Institution :
Inf. Syst. Office, Nat. Taiwan Univ. Hosp., Taipei, Taiwan
Abstract :
The clinical symptoms of metabolic disorders are rarely apparent during the neonatal period, and if they are not treated early, irreversible damage, such as mental retardation, or even death, may occur. Therefore, the practice of newborn screening is important to the prevention of permanent disabilities in newborns.In this paper, we propose a newborn screening system that uses Support Vector Machine (SVM) classification techniques to evaluate raw data on the concentrations of metabolic substances obtained from tandem mass spectrometry (MS/MS) to determine if a newborn has a metabolic disorder. As per the concept of Service-Oriented Architecture (SOA), we designed the system using web services techniques, which are suitable for integrating heterogeneous platforms, protocols, and applications. It can be integrated seamlessly into National Taiwan University Hospital Information Systems (HIS) or other related HIS.
Keywords :
Web services; mass spectroscopic chemical analysis; medical diagnostic computing; medical signal processing; paediatrics; support vector machines; Web services; metabolic disorders; newborn screening system; service-oriented architecture; support vector machine; tandem mass spectrometry; Diseases; Genetic engineering; Hospitals; Information systems; Mass spectroscopy; Pediatrics; Service oriented architecture; Support vector machine classification; Support vector machines; Web services; Newborn Screening; Service-Oriented Architecture (SOA); Support Vector Machine.; Tandem Mass Spectrometry; Web Services;
Conference_Titel :
Service-Oriented System Engineering, 2008. SOSE '08. IEEE International Symposium on
Conference_Location :
Jhongli
Print_ISBN :
978-0-7695-3499-2
Electronic_ISBN :
978-0-7695-3499-2
DOI :
10.1109/SOSE.2008.58