Activity monitoring in patients with depression: A systematic review

Burton, Christopher; McKinstry, Brian; Tătar, Aurora Szentágotai; Serrano‐Blanco, Antoni; Pagliari, Claudia; Wolters, Maria

doi:10.1016/j.jad.2012.07.001

Cited by 217 publications

(216 citation statements)

References 40 publications

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“…A majority of these features indicate that enhanced physical activity and more movement outside of your house are observed when the participant scores lower on the depression scale. This is in consistency with the Actigraph systematic review papers by Scott et al [28] who revealed a consensus of lower mean activity levels in bipolar depression, and Burton et al [29] that revealed a pattern of lower daytime activity but higher night time activity in depression. Entropy is the most prominent feature in the figure with many studies (n = 6), all yielding a negative correlation and a high statistical significant proportion.…”

Section: Secondary Featuressupporting

confidence: 89%

“…Together with a small number of total participants, the two features were weakly represented in the literature. Activity was on wD = -1 for the non-clinical samples of participants which was in accordance to the systematic review study on activity from Actigraph devices that found a clear pattern of less activity in patients with depression [29].…”

Section: Clinical Samples Of Patients Diagnosed With Ud or Bdsupporting

confidence: 87%

“…(5) Studies within social media since it has been thoroughly investigated elsewhere [26]. (6) Studies including objective features from Actigraph accelerometers (e.g., [8,27]) due to a vast amount of review papers in this domain [28,29]. (7) Studies with participants < 18 years of age [30], to keep the focus on behavioral objective features collected on adults.…”

Section: Inclusion and Exclusion Criteriamentioning

confidence: 99%

See 2 more Smart Citations

Correlations between objective behavioral features collected from mobile and wearable devices, and depressive mood symptoms in affective disorders: A systematic review (Preprint)

Rohani¹,

Faurholt‐Jepsen²,

Kessing³

et al. 2017

Preprint

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Background: A number of studies have recently reported on the correlation between objective behavioral features collected via mobile and wearable technologies and mood symptoms in affective disorders (unipolar disorder and bipolar disorder). However, individual studies have reported on different and sometimes contradicting results and no quantitative systematic review of the correlation between objective behavioral features and mood symptoms has been published. Objective: The objectives of this systematic review were to 1) provide an overview of correlations between objective behavioral features and mood symptoms reported in the literature, and 2) investigate the strength and statistical significance of these correlations across studies. The answers to these questions could potentially help in the identification on which objective features have shown most promising results across studies. Methods: A systematic review of the scientific literature, reported according to the Preferred Reporting items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines was conducted. IEEE Xplore, ACM Digital Library, Web of Sciences, PsychINFO, Pubmed, DBLP computer science bibliography, HTA, DARE, Scopus and Science Direct were searched and supplemented by hand examination of reference lists. The search was limited to studies published 2007-2017. Results: A total of 34 studies were eligible for the present review. They investigated 71 unique objective features divided into six different types covering 16 various sensor data inputs. Several objective features were found to have consistent correlation directionality with mood assessment (e.g., the amount of home stay, sleep duration, vigorous activity), while others showed directionality discrepancies across the studies (e.g., amount of SMS sent, time you spend between locations, frequency of smartphone screen activity).

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Section: Secondary Featuressupporting

confidence: 89%

Section: Clinical Samples Of Patients Diagnosed With Ud or Bdsupporting

confidence: 87%

Section: Inclusion and Exclusion Criteriamentioning

confidence: 99%

See 1 more Smart Citation

Correlations between objective behavioral features collected from mobile and wearable devices, and depressive mood symptoms in affective disorders: A systematic review (Preprint)

Rohani¹,

Faurholt‐Jepsen²,

Kessing³

et al. 2017

Preprint

View full text Add to dashboard Cite

show abstract

“…Depression, a mental disorder with a high incidence, has been clinically characterized by mental retardation, anhedonia, a lack of energy and numerous other physical symptoms (1). Depression brings severe stress and places a burden on the patients themselves, their families and society as a whole.…”

Section: Introductionmentioning

confidence: 99%

Effects of paroxetine on spatial memory function and protein kinase C expression in a rat model of depression

Han

Wang

Bian

et al. 2015

Experimental and Therapeutic Medicine

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Abstract. The aim of the present study was to investigate the effects of paroxetine on the spatial memory and expression level of protein kinase C (PKC) in a rat model of depression. Rat models of depression were established by chronic unpredictable mild stress. The spatial learning and memory function of the rats were assessed by the Morris water maze test. The expression levels of PKC in the hippocampus were detected by western blotting. The results showed that, compared with the control group, the escape latency was prolonged and the percentage of time in the target quadrant and the number of times the rats crossed the platform were reduced in the model group; however, the impaired spatial learning and memory function in these rat models could be restored by paroxetine, almost to a level comparable with that in the normal control animals. In addition, the expression of PKC in the model group was significantly decreased compared with that in the control group, and the expression could also be elevated by paroxetine treatment. These results suggest an association between PKC levels and the pathogenesis of depression. The application of paroxetine can improve the spatial memory and reverse the changes in PKC levels in the hippocampus in the rat model of depression. The present findings have enhanced the understanding of the pathogenesis of depression, and provide experimental evidence for the treatment of depression with paroxetine.

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“…[13][14][15][16][17][18][19][20] Twenty-four-hour motor activity in the depressed state seems to be lower than in the euthymic state. 8,[21][22][23] Previous studies have failed to find correlations between total scores in depression rating scales and actigraphic daytime activity, [24][25][26][27] and it has been suggested that motor retardation may be better assessed by specific retardation scales.…”

mentioning

confidence: 99%

Actigraphically Assessed Activity in Unipolar Depression

Krane-Gartiser¹,

Henriksen²,

Vaaler³

et al. 2015

J. Clin. Psychiatry

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Objective: To compare the activity patterns of inpatients with unipolar depression, who had been divided into groups with and without motor retardation prior to actigraphy monitoring. Method: Twenty-four-hour actigraphy recordings from 52 consecutively, acutely admitted inpatients with unipolar depression (ICD-10) were compared to recordings from 28 healthy controls. The patients, admitted between September 2011 and April 2012, were separated into 2 groups: 25 with motor retardation and 27 without motor retardation. Twentyeight healthy controls were also included. Twentyfour-hour recordings, 9-hour daytime sequences, and 64-minute periods of continuous motor activity in the morning and evening were analyzed for mean activity, variability, and complexity. Results: Patients with motor retardation had a reduced mean activity level (P = .04) and higher intraindividual variability, as shown by increased standard deviation (SD) (P = .003) and root mean square successive difference (RMSSD) (P = .025), during 24 hours compared to the patients without motor retardation. Both patient groups demonstrated significantly lower mean activity compared to healthy controls (P < .001) as well as higher SD (P < .02) and RMSSD (P < .001) and a higher RMSSD/SD ratio (P = .04). In the active morning period, the patients without motor retardation displayed significantly increased complexity compared to motor-retarded patients (P = .006). Conclusions:The patients with and without motor retardation differ in activity patterns. Findings in depressed inpatients without motor retardation closely resemble those of inpatients with mania.

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Activity monitoring in patients with depression: A systematic review

Abstract: Background

Cited by 217 publications

References 40 publications

Correlations between objective behavioral features collected from mobile and wearable devices, and depressive mood symptoms in affective disorders: A systematic review (Preprint)

Correlations between objective behavioral features collected from mobile and wearable devices, and depressive mood symptoms in affective disorders: A systematic review (Preprint)

Effects of paroxetine on spatial memory function and protein kinase C expression in a rat model of depression

Actigraphically Assessed Activity in Unipolar Depression

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