Skip to main content

Table 1 Accelerometer-specific population, data collection, and analysis details for the 59 included articles from 45 unique data sources

From: Accelerometry analysis of physical activity and sedentary behavior in older adults: a systematic review and data analysis

Study (data source)

Model

Population, amount of physical activity

Data collection

Data cleaning

Data inclusion

Cut-points (counts/min)

Moderate to vigorous

Sedentary

Pre-2007 (N = 2)

Morse et al. [58] UK

7164

N = 21, 73.7 (3.6) years; men/women = 21/0; moderate PA (3–5.99 METs) = 33.47 (21.07) min/day

At least 7 days, 1 min epoch

Removed unusually low counts (no moderate activity with all counts <1,952), or unusually high counts (all activity vigorous with all counts >5,724), and continuous data with the same value). Manually checked missing and incomplete data and compared with logs.

7 days ≥ 10 h/day

≥1,952

 

Kolbe-Alexander et al. [43], South Africa

MTI (7162)

N = 122, median (IQR) 66 years (62 to 70); men/women = 52/70; MVPA, not reported

7 days, 1-min epoch

 

≥10 h/day

>1,952

 

2007 (N = 5)

Aznar-Lain et al. [2], Spain

7164

N = 18, 68.1 years (6.8); men/women = 4/14, baseline total MVPA for intervention group = 48 (28) min; control group = 79 (48) min

4 days, 1-min epoch

 

Four consecutive days (two weekdays and two weekend days) with ≥10 h/day

≥1,952

≤100

Davis and Fox [15], UK (Better Ageing)

7164

N = 163, 76.1 years (3.9); men/women = 70/91, MVPA/day = 19.9 (16.3)

7 days, 1-min epoch

Removed unusually low counts (no moderate activity with counts <1,952), or unusually high counts (all activity vigorous with counts >5,724), and continuous data with same value. Manually checked data and compared with logs.

5 days ≥10 h/day

>1,999

<200

Fox et al. [22], UK (Better Ageing)

7164

N = 176; men, 75.8 years (3.8), women, 75.4 years (4.0); men/women = 78/98, MVPA not reported

7 days, 1-min epoch

Referenced to Davis and Fox [15]. Removed unusually low counts (no moderate activity with all counts <1,952), or unusually high counts (all activity vigorous with all counts >5,724), and continuous data with the same value. Manually checked data and compared to logs.

Referenced to Davis and Fox [15] five consecutive days ≥10 h/day

Referenced to Davis and Fox [15] >1,999

Referenced to Davis and Fox [15], <200

Hagströmer et al. [30], Sweden (ABC)

7164

N = 122; men and women 65–79 years, median MVPA/day = 21 (8–43)

7 days, 1-min epoch

Removed >20 min of consecutive zero counts and periods of monitor malfunction (counts >20,000).

4 days with at least one weekend day ≥10 h/day

≥1,952

<100

Rowe et al. [73], USA

7164

N = 91, 74 years (9.5); men/women = 29/60, MVPA only 17.2 % of 489 days had ≥30 min

7 days, 1-min epoch

Removed overnight accelerometer data identified from logs. Visual inspected data and confirmed the pedometer and self-reported physical activity of participants with over 60 min of MVPA.

 

>1,951

 

2008 (N = 11)

Ashe et al. [1], Canada

GT1M

N = 73, 68.8 years (3); men/women = 0/73, mean MVPA = 156 (90) min/day

1-min epoch

 

4 days (including 1 weekend day) of ≥10 h/day

≥574

 

Gerdhem et al. [27], Sweden

71256

N = 57

80.1 years (0.1); men/women = 0/57, median MVPA = 13 (6–23) min/day

7 days, 10-s epoch

Removed ≥10 min of consecutive zero counts (sequences of 60 or more consecutive zero counts).

5 days ≥8 h/day

>1,952

<500

Johannsen et al. [39], USA

ActiGraph (model number not provided)

N = 153

Aged group (N = 58): 69 years (1); men/women = 29/29, nonagenarian (N=95): 92 years (0.3)Men/Women 46/49

Moderate activity -Aged group spent 126 (8) min/day and the nonagenarian spent 50 (6) min/day

14 days

1 minute epoch

 

7 days ≥ 22.9 hours/day

≥574

 

Matthews et al. [54], USA (NHANES 2003–2004)

7164

N = 1,437, 60–85 years; men/women = 710/727,

MVPA not reported

7 days, 1-min epoch

Removal of ≥60 min of consecutive zero counts with allowance for up to 2 min of counts between 1 and 100 and data from monitors that were not in calibration when returned.

1 day ≥10 h/day

 

<100

Metzger et al. [56], USA (NHANES 2003–2004)

7164

N = 1,901; men and women ≥60 years, MVPA reported by days of the week

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts and monitor malfunction (10 min of identical consecutive nonzero count values). Missing data were imputed for files with at least 1 day.

1 day

≥2,020

 

Orsini et al. [61], Sweden (Swedish mammography)

7164

N = 116, 64.4 years (5.6); men/women = 0/116, MVPA not reported

7 days, 1-min epoch

 

4 days ≥10 h/day

≥760

≤259

Orsini et al. [62], Sweden (Swedish mammography)

7164

N = 133, 64.2 years (5.7); men/women = 0/133, moderate PA 31 % (95 % CI 23,29) of women met 30 min/day, 102 (58) min/day

7 days, 1-min epoch

Removed ≥60 min of continuous zero counts and periods of monitor malfunction (counts >20,000).

4 days ≥10 h/day

≥760

≤259

Parker et al. [63], USA

7164

N = 84, 71.3 years (8.4); men/women = 28/56, MVPA 79.7 (46.7) min/day

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts and counts >20,000.

4 days/week (include one weekend day) ≥10 h/day

≥760

<260

Pruitt et al. [68], USA

7164

N = 106, 70–86 years; men/women = 35/71, MVPA not reported

7 days, 1-min epoch

Removal of data resulted from monitor malfunctions identified with visual inspection. On and off times provided from participant logs.

5 days ≥10 h/day

Individualized (based on 400 m walk)

 

Strath et al. [81], USA (NHANES 2003–2004)

7164

Men and women ≥60 years, MVPA (non-bouted) 54.5 (37.3) min/day

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts.

4 days ≥10 h/day

≥760

 

Troiano et al. [87], USA (NHANES 2003–2004)

7164

N = 1,260, men = 71.1 (0.4) years, women = 70.4 (0.2) years; men/women = 636/624, MVPA (non-bouted) men = 8.7 (0.7)–16.7 (1.2); and women = 5.4 (0.3)–12.4 (0.9) min/day

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts with allowance for 1–2 min between 0 and 100, ≥60 min if monitor did not return to zero; and data from monitors that were not in calibration when returned.

4 days ≥10 h/day

≥2,020

 

2009 (N = 4)

Brandon et al. [5], Canada

GT1M

N = 48, 77.4 years (4.7); men/women = 12/36, MVPA 16.5 (44.5) min/day

7 days, 1-min epoch

Removed zero counts when the accelerometer was not worn by verifying the data with the log book.

7 days

≥3,250 (based on 4 METs)

 

Copeland and Esliger [14], Canada

7164

N = 38, 69.7 years (3.5); men/women = 18/20, MVPA 68.2 (32.5) min/day

7 days, 1-min epoch

Referenced to Esliger et al. [19].

5 days ≥10 h/day

≥1,041

≤50

Harris [35], UK

GT1M

N = 238, ≥65 years; men/women = 124/114, moderate PA −2.5 % of study participants met the recommended level of 150 min/week

7 days, 5-s epoch

Removed non-wear time verified with activity logs in individuals with average daily step counts less than 2,500.

5 days

≥2,000

<200

Kang et al. [41], USA

7164

N = 91; men and women ≥60 years, MVPA not reported

7 days

Missing data imputed using a semi-simulation design.

Three weekdays and one weekend

>1,951

 

2010 (N = 6)

Buman et al. [6], USA

7164 or 71256

N = 862, 75.4 years (6.8); men/women = 380/482, MVPA 12.3 min/day

7 days, 1-min epoch

Visually identified and removed malfunctioning accelerometer units (maximum recordable value or periods of repeated non-zeros). Valid hours had <30 consecutive zeros.

5 days ≥10 h/day or ≥66 valid hours over 7 days

≥1,952

<100

Hagströmer et al. [31], Sweden, USA (ABC and NHANES 2003–2004)

7164

60–75 years; men/women, accumulated time, US N = 486; moderate PA, men 15 [13, 17] and women;

10 [9, 12] min/day; Sweden, N = 218, moderate PA men 29 [25, 34] and women 23 [20, 28] min/day

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts with allowance for 1–2 min of counts between 0 and 100.

4 days ≥10 h/day

≥2,020

<100

Ham and Ainsworth [32], USA (NHANES 2003–2004)

7164

N = 939; men and women 65–74 years = 495, ≥75 years = 444, MVPA not reported

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts with allowance for 1–2 min of counts between 1 and 100 and invalid recordings due to monitor malfunction. Implausible data were replaced with imputed data.

4 days with at least one weekend day ≥10 h/day

≥760

 

Hurtig-Wennlöf et al. [38], Sweden

GT1M

Men/women = 23/31, N = 54, median (IQR): men 71 years (68 to 76); moderate PA 91 (67–124) min/day; women 74 years (69 to 74); moderate PA 85 (65–99) min/day

7 days, 15-s epoch

Removal of >20 min of consecutive zero counts.

Four consecutive days ≥10 h/day

Moderate ambulatory activity, ≥2,020 moderate mixed lifestyle activity, 760–2,019

<100

Jürimäe et al. [40], Estonia

7164

N = 49,

73.6 years (4.2); men/women = 0/49, MVPA 34.7 (23.1) min/day

7 days, 5-s epoch

Visual inspection to remove unusually low/high activity counts and the continuous data with the same values. Compared data to log.

5 days

≥1,952

<260

Peters et al. [66], China

7164

Men and women ≥60 years, MVPA 79.5 (57.2–105.7) min/day

7 days, 1-min epoch

Removed ≥60 min with a modified threshold of ≥50 counts/min.

2 days ≥10 h/day

≥760

<100

2011 (N = 18)

Camhi et al. [9], USA (NHANES 2005–2006)

7164

N = 1,196, ≥60 years; men/women = 611/585, MVPA 10.4 (9.1–11.7) min/day

7 days, 1-min epoch

Removal of outliers and unreasonable values: data with >10 min of 1) 0 steps and >250 activity counts/min; 2) steps/min >200; and 3) 32,767 activity counts/min (maximum value) or if the ActiGraph were not in calibration when returned.

1 day ≥10 h/day

≥2,020

 

Cerin et al. [10], Hong Kong

GT1M

N = 96, 65–74 years, 62 % 75–84 years, 36 % 85+ years, 2 %; men/women = 40/56, MVPA 161 (145) min/week

7 days, 1-min epoch

Removed ≥100 min of consecutive zero counts

5 days (including one weekend day) ≥10 h/day

≥1,952

<100

Clark et al. [13], USA (NHANES 2003–2004 and 2005–2006)

7164

N = 2,303; men and women 70.9 years (7.6), MVPA not reported

7 days, 1-min epoch

Removed >60 min of consecutive zero counts with interruptions of up to two counts of ≤50 counts/min

4 days (including one weekend day) ≥10 h/day

 

<100

Davis et al. [17], UK

(OPAL)

GT1M

N = 230, 78.1 years, men/women = 117/113, MVPA 3.6 (3.4)–27.9 (2.0) min/day

7 days, 10-s epoch

Epoch reduced to 1 min. Removed ≥100 consecutive zero counts.

5 days ≥10 h/day

≥1,952

<100

Davis et al. [16], UK (OPAL)

GT1M

N = 214, 78.1 (5.7) years; men/women = 109/105; MVPA ranged from 14.3 (22.4)–19.8 (22.6) min/day depending on the day of the week

7 days, 10-s epoch

Removed ≥100 min of consecutive zero counts

5 days ≥10 h/day

≥1,952

 

Fox et al. [21], UK(OPAL)

GT1M

N = 240; men 77.5 years (5.6); women 78.6 years (8.6); men/women = 125/115, MVPA not reported

7 days, 10-s epoch

Removed ≥100 consecutive zero counts

5 days ≥10 h/day

≥1,952

 

Gardiner et al. [25], Australia (Gardiner)

GT1M

N = 48, 72.8 (8.1) years; men/women = 13/35, MVPA not reported

7 days, 1-min epoch

Removed non-wear time based on accelerometer data and logs.

4 days ≥10 h/day

 

<100

Gardiner et al. [26], Australia, (Gardiner)

GT1M

N = 59, 74.3 (9.3) years; men/women = 15/44, MVPA not reported

7 days, 1-min epoch

Removed non-wear time based on accelerometer data and logs.

≥10 h/day

≥1,041

<100

Gonzales et al. [28], USA

GT1M

N = 40; range, 60–78 years; men/women = 19/21, MVPA men 109 (49) min/day; women 85 (36) min/day

4 days, 10 s epoch

  

≥1,041

 

Hart et al. [36], USA

7164

N = 52, 69.3 years (7.4); men/women = 13/39, 12.0 (5.2–30.0) to 15.7 (6.5–39.0) min/day

21 days, 1-min epoch

Removed ≥60 min of consecutive zero counts.

 

moderate lifestyle activity 760–1,951; moderate-to-vigorous ≥1,952

≤50

King et al. [42], USA (SNQLS)

7164 or 71256

N = 719, 74.4 (6.3) years; men/women = 338/381, MVPA [mean (SE)] −48.5 (18.7) to 83.6 (18.9) min/week

7 days, 1-min epoch

Removed ≥30 min of consecutive zero counts

5 days ≥10 h/day OR ≥66 valid hours across 7 days

≥1,952

 

Marquez et al. [50],

USA

GT1M

N = 174; 60–69 years, 29.9 %; 70+ years, 39.1 %; MVPA men/women = 46/128; MVPA 39.7 % of all participants had at least 30 min/day

7 days, 1 min epoch

Removed ≥60 min of consecutive zero counts

3 days ≥10 h/day

≥1,566

<100

Marques et al. [48], Portugal (Marques)

GT1M

N = 60; 69.9 (5.8) years; men/women = 0/60; MVPA (baseline) exercise group, 83.8 (35.2); control group, 79.6 (37.8) min/day

7 days, 15-s epoch

 

4 days

≥1,041

 

Marques et al. [49], Portugal (Marques)

GT1M

N = 71, 69.0 years (5.3); men/women = 0/71; MVPA (baseline) resistance exercise group, 93.2 (26.3); aerobic exercise group, 86.2 (32.1); control group, 78.8 (40.5) min/day

7 days, 15-s epoch

 

4 days

≥1,041

 

Pelclova et al. [65], Czech Republic

GT1M

N = 92; men/women = 0/92; MVPA (median) control group, 62.61 (4.9) years; median 200 (242) min/week; women with osteopenia 65.76 (5.21) years, 160 (202) min/week

8 days, 1-min epoch

Referenced to Esliger et al. (2005) [19].

   

Silva et al. [77], Portugal

GT1M

N = 123, ≥60 years; men/women = 40/83; MVPA [mean (SEM)] men, 33.2 (3.6) min of MVPA, women 27.8 (2.5) min

7 days, 15-s epoch

Removed ≥60 min of consecutive zero counts

4 days ≥10 h/day

referenced to Troiano et al. [87] ≥2,020

<500

Tucker et al. [89], USA (NHANES 2005–2006)

7164

Men and women ≥60 years; moderate PA 33–45 min/week for 60 years+

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts

4 day ≥10 h/day

≥2,020

 

Zhang et al. [96], USA

GT1M

N = 32, ≥60 years; men/women = 10/22, moderate PA men 23 min/day; women 7.7 min/day

4 days, 1-min epoch

Removed >60 min of consecutive zeros counts with allowance for 1–2 min of counts between 0 and 100

2 days ≥10 h/day

≥2,020

 

2012 (N = 13)

Baptista et al. [3], Portugal

GT1M

N = 679, men/women = 268/411; moderate PA men 74.4 (6.8) years, 30.8 (1.3) min/day; women 74.3 (7.0) years; 22.9 (1.0) min/day

4 days, 15-s epoch

Removed >60 min of zero activity intensity counts and non-wear time identified from participant logs

3 days (including one weekend day) ≥10 h/day

≥2,020

<100

Gába et al. [24], Czech Republic

GT1M

N = 97, 63.63 (5.23) years; men/women = 0/97; moderate PA 225 (152) min/week

7 days, 15-s epoch

 

≥10 h/day

≥1,952

 

Grimm et al. [29], USA

7164

N = 127, 63.9 (7.7) years; men/women = 31/96; moderate PA 103.1 (45.6) min/day

7 days, 1-min epoch

Removed ≥60 min of consecutive zero counts

5 days ≥10 h/day

≥760

≤50

Hamer et al. [33], UK (Whitehall II Study 2009/2010)

GT3X

N = 443, 66 (6) years; men/women = 223/220, MVPA 59.8 % of men and 49.3 % of women recorded at least 30 min/day

7 days

Removed first and last days of data, removed ≥60 consecutive minutes of zero count

6 days ≥10 h/day

≥1,999

≤199

Hansen et al. [34], Norway

GT1M

N = 591, men 71.8 (5.3) years, women 71.9 (5.7) years; men/women = 296/295, MVPA 27.9 (1.0 SEM) min/day

7 days, , 10-s epoch

Removed ≥60 consecutive minutes of zero counts with allowance for 1 min with counts >0. Excluded 12 am–6 am as overnight non-wear time.

4 days ≥10 h/day

Moderate activity, ≥2,020; moderate lifestyle activity. 760–2,019

<100

Hekler et al. [37], USA (SNQLS)

7164 and 71256

N = 870

75.3 (6.8) years; men/women = 377/493; MVPA not reported

7 days (×2 phases), 1-min epoch

Removed ≥45 consecutive minutes of zero counts

5 valid days (30 consecutive “zero” and ten valid hours per day rule) OR ≥66 valid hours across 7 days

>1952

≤100

Koster et al. [44], USA (NHANES 2003–2004)

7164

N = 1,906, 63.8 (10.5) years; men/women = 46.0 %/54.0 %, MVPA 14.2 (17.4) min/day

7 days

Removed ≥60 consecutive minutes of zero counts (allowance for up to two minutes of counts between 1 and 100)

1 day ≥10 h/day

≥2,020

<100

Santos et al. [75], Portugal

GT1M

N = 296, 74.42 (6.72) years, men/women = 112/184, MVPA 25.5 (25.8) min/day

4 days, 15-s epoch

Removed ≥60 consecutive minutes of zero counts

3 days (including 1 weekend day) ≥10 h/day

≥2,020

<100

Stamatakis et al. [78]

UK

(Health Survey for England)

GT1M

N = 649, ≥60 years, men/women = 292/357, MVPA not reported

7 days, 1-min epoch

Removed ≥60 consecutive minutes of zero counts (allowance for up to two consecutive minutes of 1–100)

1 day ≥10 h/day

≥2,020

<100

Strath et al. [80], USA

7164

N = 148, 64.3 (8.4) years; men/women = 20.4 %/79.7 %, MVPA not reported

7 days, 1-min epoch

Removed ≥60 consecutive minutes of zero counts

4 days ≥10 h/day

≥760

<50

Swartz et al. [82], USA

7164

N = 232, 64.3 (6.9) years; men/women = 56/176, MVPA 22.9 (22.0) min/day

7 days

Removed ≥60 consecutive minutes where count was zero; removed values >20,000

4 days (including 1 weekend day) ≥10 h/day

≥1,952

<100

Theou et al. [84], Greece

GT1M

N = 50, range, 63–90 years; men/women = 0/50, MVPA not reported

1 day, 1-min epoch

 

≥10 h/day

 

≤50

Winkler et al. [95], Australia (AusDiab 2004–2005, NHANES 2003–2004)

7164 (not available)

N = 44, men and women ≥60 years, MVPA not reported

7 days, 1-min epoch

Compared various data cleaning protocols

 

≥1,952

<100

  1. ABC Attitude Behaviour Change, NHANES National Health and Nutrition Examination Survey, OPAL Older People and Active Living, SNQLS Senior Neighbourhood Quality of Life Study, MVPA moderate to vigorous physical activity, MET metabolic equivalent of task