Table 3.
Author | Participants | UE disability | Sensors information | Data collection | Data processing | Data analysis | Results |
---|---|---|---|---|---|---|---|
Bailey et al. [53] | n=74 control, n=48 stroke, chronic | ARAT = 10–48 | Brand: Actigraph, ACC Number: 2 Placement: bilateral wrist |
Home: 24 h | Preprocessing: built-in ActiLife Software | Metrics: Activity count (proprietary software) Bilateral acceleration magnitude (sum of accelerations for all 3 axes) Magnitude ratio |
Duration of use (hours): 7.2 control 4.1 stroke Unilateral duration of use (hours): 1.5 non-dominant UE control 1.9 dominant UE control 0.8 affected UE stroke 3.4 unaffected UE stroke Bilateral acceleration magnitude: 132.6 control 82.4 stroke Bilateral magnitude ratio (score range: +7, unilateral affected UE use to −7 unilateral unaffected UE use): −0.1 control −2.2 stroke |
Barth et al. [57] | n=12 control, n=24 stroke, acute | FMA = 35.4 (mean) | Brand: Actigraph GT9X Link, ACC Number: 2 Placement: bilateral wrist |
Inpatient: 24 h | Preprocessing: built-in ActiLife Software | Metrics: Activity count (proprietary software) Duration of use Use ratio |
Duration of use (hours): 6.2 non-dominant UE (control) 7.0 dominant UE (control) 3.7 affected UE (stroke) 6.9 unaffected UE (stroke) Unilateral duration of use (hours): 1.1 non-dominant UE (control) 2.2 dominant UE (control) 0.93 affected UE (stroke) 3.9 unaffected UE (stroke) Bilateral movement (hours): 5.0 control 2.8 stroke Duration of use ratio: 0.89 control 0.56 stroke |
Bhatnagar et al. [58] | N=20 stroke, chronic | FMA = 36.1 (mean) | Brand: Actigraph GT3X+, ACC Number: 2 Placement: bilateral wrist |
Home: 3 contiguous days | Preprocessing: not specified | Metrics: Activity counts Duration of use Use ratio Acceleration magnitude Magnitude ratio |
Duration of use (hours): 5.3 affected UE 9.1 unaffected UE Unilateral duration of use (hours): 0.6 affected UE 4.3 unaffected UE Bilateral movement (hours): 4.8 Magnitude ratio (negative values indicate greater nonparetic activity, 0 score indicates equal arm contribution) −1.1 |
Chin et al. [60] | N=12 stroke, acute | Mild: FMA = 65 (mean) Moderate: FMA = 32 (mean) Severe: FMA = 5 (mean) |
Brand: Actigraph GT3X+, ACC Number: 2 Placement: bilateral wrist |
Inpatient: 24 h | Preprocessing: built-in ActiLife Software | Metrics: Activity count (proprietary software) Duration of use Use ratio Bilateral acceleration magnitude Magnitude ratio Variation ratio |
Duration of use, affected UE (hours): 5.4 mild 4.1 moderate 1.5 severe Duration of use unaffected UE (hours): 8.7 mild 8.5 moderate 7.1 severe Use ratio (duration of use): 0.59 mild 0.45 moderate 0.22 severe Magnitude ratio (score range: +7 unilateral affected UE use to −7 unilateral unaffected UE use): −2.79 mild −5.25 moderate −7 severe |
Chin et al. [61] | n=30 control, n=60 stroke, acute | Mild: FMA = 61 (mean) Moderate: FMA = 36 (mean) Severe: FMA = 8 (mean) |
Brand: Actigraph GT3X+, ACC Number: 2 Placement: bilateral wrist |
Inpatient: 24 h | Preprocessing: built-in ActiLife Software | Metrics: Activity count (proprietary software) Duration of use Use ratio Bilateral acceleration magnitude Magnitude ratio Variation ratio |
Duration of use, non-dominant, affected UE (hours): 8.72 control 6.71 mild 4.49 moderate 1.67 severe Duration of use dominant, unaffected UE (hours): 9.43 control 7.92 mild 7.68 moderate 6.97 severe Use ratio (duration of use): 0.93 control 0.86 mild 0.50 moderate 0.25 severe Magnitude ratio (score range: +7 unilateral affected/non-dominant UE use to −7 unilateral unaffected/dominant UE use): −0.26 control −2.79 mild −5.25 moderate −7 severe |
Doman et al. [54] | N=15 stroke, acute and chronic | Not specified | Brand: Actigraph, ACC Number: 2 Placement: bilateral wrist |
Home: 24 h at baseline, every 10th outpatient therapy visit, discharge |
Preprocessing: built-in ActiLife Software | Metrics: Activity counts (proprietary software) Bilateral use ratio Bilateral acceleration magnitude Bilateral magnitude ratio |
Bilateral use ratio: 0.95 control 0.57 stroke Bilateral magnitude ratio (score range: +7 unilateral affected UE use to −7 unilateral unaffected UE use): −0.1 control −4.04 stroke |
Lee et al. [55] | N=16 stroke, acute and subacute | Not specified | Brand: Actiwatch ACC Number: 2 Placement: bilateral wrist |
Inpatient: 24 h × 4 timepoints (onset to 3 months) Not specified if any of these timepoints were collected at home |
Preprocessing: not specified | Metrics: Raw activity count |
Mean activity counts (104 counts/day): Onset: 8 affected, 20.5 unaffected 1-month: 27.1 unaffected, 10.8 affected 2-month: 28.3 unaffected, 14.1 affected 3-month: 34.5 unaffected,19.4 affected |
Lee et al. [59] |
N=29 stroke, chronic, right hemiparesis n=14 non-dominant UE affected, n=15 dominant UE affected |
FMA = 45.3 (mean) | Brand: Fitness Tracker Mi Band-3, ACC Number: 2 Placement: bilateral wrist |
Home: 30 contiguous days | Preprocessing: not specified | Metrics: Activity counts Differential activity (non-dominant activity counts minus dominant activity counts) Asymmetry index |
Activity counts, dominant UE (counts/day): 4126 non-dominant affected group 3053 dominant affected group Activity counts, non-dominant UE (counts/day): 3365 non-dominant affected group 4505 dominant affected group Differential activity (counts/day): 761 non-dominant affected group −1450 dominant affected group Asymmetry index (positive or negative index represents more contributions from dominant or non-dominant hand, respectively): 4.2 non-dominant affected group −30.5 dominant affected group |
Michielsen et al. [64] |
n=18 control n=38 stroke, chronic |
Brunnstrom levels 3–5 | Brand: ULAM, ACC Number: 5 Placement: sternum, bilateral thigh, bilateral wrist |
Home: 24 h | Preprocessing: band-pass filtering | Metrics: Duration of use Movement intensity (root mean square values of acceleration) |
Duration of use (hours): 5.1 non-dominant UE (control) 5.3 dominant UE (control) 2.4 affected UE (stroke) 5.3 unaffected UE (stroke) Movement intensity (g/min): 0.04 dominant and nondominant UE (control) 0.02 affected UE (stroke) 0.04 unaffected UE (stroke) |
Alt Murphy et al. [66] |
n=10 controls n=28 stroke, acute |
FMA = 35 (median) | Brand: Shimmer 3, ACC Number: 5 Placement: bilateral wrist and ankles, trunk |
Inpatient: 8 am–8 pm for 2 days during weekdays and weekend | Preprocessing: visual inspection, band-pass filtering | Metrics: Signal magnitude area (SMA) Signal magnitude area ratio |
Signal magnitude area, weekday, (m/s2): 2.51 non-dominant UE (control) 1.20 affected UE (stroke) 2.51 dominant UE (control) 2.34 unaffected UE (stroke) Signal magnitude area, weekend, (m/s2): 2.45 non-dominant UE (control) 0.91 affected UE (stroke) 2.74 dominant UE (control) 2.10 unaffected UE (stroke) Signal magnitude area ratio (0 value indicated perfect symmetry between UEs, negative value indicates lower magnitude of affected UE or non-dominant UE): −0.07 weekday control −0.33 weekday stroke −0.04 weekend control −0.36 weekend stroke |
Rand and Eng [62] | n=40 control, n=60 stroke, acute | Not specified | Brand: Actical ACC Number: 3 Placement: bilateral wrist, hip |
Inpatient: 3 contiguous days at admission and at 3 weeks | Preprocessing: built-in software | Metrics: Activity counts (proprietary software) UE motion during ambulation removed |
Change in activity counts (admission to 3 weeks): no difference affected and unaffected UE Change in use ratio (admission to 3 weeks): no change Activity count (at 3 weeks): unaffected UE 4x more than affected UE |
Rand and Eng [63] | N=32 stroke, acute, and chronic | FMA = 51 (median) | Brand: Actical ACC Number: 3 Placement: bilateral wrist, hip |
Inpatient: 3 contiguous weekdays at discharge Home: 3 contiguous days at 12 months |
Preprocessing: built-in software | Metrics: Activity counts-proprietary software UE motion during ambulation removed |
Change in activity counts (discharge to 12 months): no difference in affected and unaffected UE Activity count (at 12 months): Unaffected UE 3x more than affected UE |
Shim et al. [56] | N=40 stroke, chronic | Mild: FMA >45 Moderate: FMA = 19–44 |
Brand: Fittmeter ACC Number: 2 Placement: bilateral wrist |
Inpatient: 8 am–11 pm × 5 days | Preprocessing: not specified | Metrics: Raw activity counts Use ratios |
Mean activity count (m/s2): Moderate impairment group- 552–734 (therapy time) 540 (free time) Mild impairment group – 1831–2191 (therapy time) 1868 (free time) |
Strommen et al. [65] | N=100 stroke, acute | Not specified | Brand: Actical, ACC Number: 5 Placement: bilateral wrist, bilateral ankle, hip |
Inpatient: contiguously until discharge or up to 7 days (0–7 days) | Preprocessing: Not specified |
Metrics: Activity counts (proprietary software) |
Activity count: 71% lower for stroke vs. TIA 80% less in affected UE vs. unaffected UE |
ACC: accelerometer; ARAT: Action Research Arm Test; FMA: Fugl-Meyer Assessment; TIA: temporary ischemic attack.
Participants: number of healthy and/or stroke participants, level of chronicity (acute: onset – 1 month, subacute 1–6 months, chronic >6 months); UE disability: UE motor impairment (FMA, Brunnstrom levels) or activity limitation (ARAT); sensor information: name and type of device, number and location of sensors placed on the UE; data collection: location and duration of time of data collection; data processing: methods for motion data labeling and preprocessing; data analysis: motion data metrics calculated; results: duration of use, activity counts, acceleration magnitude, laterality indices (ratio of affected to unaffected UE motion).