DocumentCode :
140692
Title :
Analysis of actigraph parameters for relapse prediction in bipolar disorder: A feasibility study
Author :
Novak, D. ; Albert, Felicie ; Spaniel, F.
Author_Institution :
Dept. of Cybern., Czech Tech. Univ. in Prague, Prague, Czech Republic
fYear :
2014
fDate :
26-30 Aug. 2014
Firstpage :
4972
Lastpage :
4975
Abstract :
The paper presents a framework for early identification of prodromal syndromes od mania or depression in bipolar disorder. The framework may mitigate relapses and improve patient functioning. The methodology consists of long-term actigraphy monitoring and simplified self-assessment tool to determine manic or depression events. Eight patients were involved in the feasibility study, spanning period of 150 months, resulting in 17 relapses and 3 hospitalizations in total. We concluded that the most promising parameter extracted from actigraphy recording is a circadian rhythm´s interdaily stability. Using developed trend analysis applied on interdaily stability parameter, we achieved sensitivity and specificity about 65, resp. 68. We hypothesized that this performance is both mainly due to missing values in data and due to small amount of relapses.
Keywords :
circadian rhythms; medical disorders; patient diagnosis; patient monitoring; bipolar disorder; circadian rhythm interdaily stability; depression events; long-term actigraphy monitoring; prodromal syndromes od mania; simplified self-assessment tool; time 150 month; Circadian rhythm; Feature extraction; Market research; Monitoring; Mood; Stability analysis; Time series analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
ISSN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2014.6944740
Filename :
6944740
Link To Document :
بازگشت