Daily mobility patterns in patients with bipolar disorder and healthy individuals

被引:16
作者
Faurholt-Jepsen, Maria [1 ,5 ]
Busk, Jonas [2 ,5 ]
Vinberg, Maj [1 ,3 ,4 ,5 ]
Christensen, Ellen Margrethe [1 ,5 ]
Helgathorarinsdottir [1 ,5 ]
Frost, Mads [3 ,5 ]
Bardram, Jakob E. [2 ,5 ]
Kessing, Lars Vedel [1 ,3 ,5 ]
机构
[1] Rigshosp, Copenhagen Affect Disorder Res Ctr CADIC, Psychiat Ctr Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
[2] Tech Univ Denmark, Dept Appl Math & Comp Sci, Lyngby, Denmark
[3] Univ Copenhagen, Fac Hlth & Med Sci, Dept Clin Med, Copenhagen, Denmark
[4] Psychiat Ctr North Zealand, Psychiat Res Unit, Hillerod, Denmark
[5] Monsenso Aps, Langelinie Alle 47, Copenhagen, Denmark
关键词
Bipolar disorder; Mood; Mobility; Digital phenotyping; Mobile sensing; PSYCHOMOTOR ACTIVITY; SMARTPHONE DATA; MANIA; DEPRESSION; UNIPOLAR; ILLNESS; INSIGHT; DONORS; BLOOD;
D O I
10.1016/j.jad.2020.09.087
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Alterations in energy and activity in bipolar disorder (BD) differ between affective states and compared with healthy control individuals (HC). Measurements of activity could discriminate between BD and HC and in the monitoring of affective states within BD. The aims were to investigate differences in 1) passively collected smartphone-based location data (location data) between BD and HC, and 2) location data in BD between affective states. Methods: Daily, patients with BD and HC completed smartphone-based self-assessments of mood for up to nine months. Location data reflecting mobility patterns, routine and location entropy was collected daily. A total of 46 patients with BD and 31 HC providing daily data was included. Results: A total of 4,859 observations of smartphone-based self-assessments of mood and mobility patterns were available from patients with BD and 1,747 observations from HC. Patients with BD had lower location entropy compared with HC (B=-0.14, 95% CI=-0.24;-0.034, p=0.009). Patients with BD during a depressive state were less mobile compared with a euthymic state. Patients with BD during an affective state had lower location entropy compared with a euthymic state (p<0.0001). The AUC of combined location data was rather high in classifying patients with BD compared with HC (AUC: 0.83). Limitations: Individuals willing to use smartphones for daily self-monitoring may represent a more motivated group. Conclusion: Alterations in location data reflecting mobility patterns may be a promising measure of illness and illness activity in patients with BD and may be used to monitor the effects of treatments.
引用
收藏
页码:413 / 422
页数:10
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