A Remote Medical Monitoring System for Heart Failure Prognosis
Joint Authors
Zhang, Liangqing
Yu, Cuirong
Jin, Chunrong
Liu, Dajin
Xing, Zongwen
Li, Qian
Li, Zhinan
Li, Qin
Wu, Yingxiao
Ren, Jie
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-11-04
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Telecommunications Engineering
Abstract EN
Remote monitoring of heart disease provides the means to keep patients under continuous supervision.
In this paper, we introduce the design and implementation of a remote monitoring medical system for heart failure prediction and management.
The three-part system includes a patient-end for data collection, a medical data center as data storage and analysis, and a doctor-end to diagnosis and intervention.
The main objective of the system is to prognose the occurrence risk of heart failure (HF) confirmed by the level of N-terminal prohormone of brain natriuretic peptide (NT-proBNP) based on the changes of the patients’ (systolic and diastolic) blood pressure and body weight that are measured noninvasively in a home environment.
The prediction of HF and non-HF patients was achieved bya structured support vector machine (SVM) classification algorithm.
With the present system, we also proposed ascoring method to interpret the long-term risk of HF.
We demonstrated the efficiency of the system with a pilotclinical study of 34 samples, where the NT-proBNP test was used to help train the prediction model as well ascheck the prediction results for our system.
Results showed an accuracy of 79.4% for predicting HF on day 7 basedon daily body weight and blood pressure data acquired over 30 days.
American Psychological Association (APA)
Zhang, Liangqing& Yu, Cuirong& Jin, Chunrong& Liu, Dajin& Xing, Zongwen& Li, Qian…[et al.]. 2015. A Remote Medical Monitoring System for Heart Failure Prognosis. Mobile Information Systems،Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1072739
Modern Language Association (MLA)
Zhang, Liangqing…[et al.]. A Remote Medical Monitoring System for Heart Failure Prognosis. Mobile Information Systems No. 2015 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1072739
American Medical Association (AMA)
Zhang, Liangqing& Yu, Cuirong& Jin, Chunrong& Liu, Dajin& Xing, Zongwen& Li, Qian…[et al.]. A Remote Medical Monitoring System for Heart Failure Prognosis. Mobile Information Systems. 2015. Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1072739
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1072739