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