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Wrist Accelerometer Cut Points for Classifying Sedentary Behavior in Children

Journal Article


Abstract


  • Introduction: This study aimed to examine the validity and accuracy of wrist accelerometers for classifying sedentary behavior (SB) in children.

    Methods: Fifty-seven children (5–8 and 9–12 yr) completed an ~170-min protocol, including 15 semistructured activities and transitions. Nine ActiGraph (GT3X+) and two GENEActiv wrist cut points were evaluated. Direct observation was the criterion measure. The accuracy of wrist cut points was compared with that achieved by the ActiGraph hip cut point (<=25 counts per 15 s) and the thigh-mounted activPAL3TM. Analyses included equivalence testing, Bland–Altman procedures, and area under the receiver operating curve (ROC-AUC).

    Results: The most accurate ActiGraph wrist cut points (Kim; vector magnitude, <=3958 counts per 60 s; vertical axis, <=1756 counts per 60 s) demonstrated good classification accuracy (ROC-AUC = 0.85–0.86) and accurately estimated SB time in 5–8 yr (equivalence P = 0.02; mean bias = 4.1%, limits of agreement = -20.1% to 28.4%) and 9–12 yr (equivalence P < 0.01; -2.5%, -27.9% to 22.9%). The mean bias of SB time estimates from Kim were smaller than ActiGraph hip (5–8 yr: 15.8%, -5.7% to 37.2%; 9–12 yr: 17.8%, -3.9% to 39.5%) and similar to or smaller than activPAL3TM (5–8 yr: 12.6%, -39.8% to 14.7%; 9–12 yr: -1.4%, -13.9% to 11.0%), although classification accuracy was similar to ActiGraph hip (ROC-AUC = 0.85) but lower than activPAL3TM (ROC-AUC = 0.92–0.97). Mean bias (5–8 yr: 6.5%, -16.1% to 29.1%; 9–12 yr: 10.5%, -13.6% to 34.6%) for the most accurate GENEActiv wrist cut point (Schaefer: <=0.19 g) was smaller than ActiGraph hip, and activPAL3TM in 5–8 yr, but larger than activPAL3TM in 9–12 yr. However, SB time estimates from Schaefer were not equivalent to direct observation (equivalence P > 0.05) and classification accuracy (ROC-AUC = 0.79–0.80) was lower than for ActiGraph hip and activPAL3TM.

    Conclusion: The most accurate SB ActiGraph (Kim) and GENEActiv (Schaefer) wrist cut points can be applied in children with similar confidence as the ActiGraph hip cut point (<=25 counts per 15 s), although activPAL3TM was generally more accurate.

Authors


  •   van Loo, Christel (external author)
  •   Okely, Anthony D.
  •   Batterham, Marijka
  •   Hinkley, Trina (external author)
  •   Ekelund, Ulf (external author)
  •   Brage, Soren (external author)
  •   Reilly, John J. (external author)
  •   Trost, Stewart (external author)
  •   Jones, Rachel A.
  •   Janssen, Xanne (external author)
  •   Cliff, Dylan P

Publication Date


  • 2017

Citation


  • van Loo, C. M. T., Okely, A. D., Batterham, M. J., Hinkley, T., Ekelund, U., Brage, S., Reilly, J. J., Trost, S. G., Jones, R. A., Janssen, X. & Cliff, D. P. (2017). Wrist Accelerometer Cut Points for Classifying Sedentary Behavior in Children. Medicine And Science In Sports And Exercise, 49 (4), 813-822.

Scopus Eid


  • 2-s2.0-84995468199

Ro Metadata Url


  • http://ro.uow.edu.au/ihmri/1040

Has Global Citation Frequency


Number Of Pages


  • 9

Start Page


  • 813

End Page


  • 822

Volume


  • 49

Issue


  • 4

Place Of Publication


  • United States

Abstract


  • Introduction: This study aimed to examine the validity and accuracy of wrist accelerometers for classifying sedentary behavior (SB) in children.

    Methods: Fifty-seven children (5–8 and 9–12 yr) completed an ~170-min protocol, including 15 semistructured activities and transitions. Nine ActiGraph (GT3X+) and two GENEActiv wrist cut points were evaluated. Direct observation was the criterion measure. The accuracy of wrist cut points was compared with that achieved by the ActiGraph hip cut point (<=25 counts per 15 s) and the thigh-mounted activPAL3TM. Analyses included equivalence testing, Bland–Altman procedures, and area under the receiver operating curve (ROC-AUC).

    Results: The most accurate ActiGraph wrist cut points (Kim; vector magnitude, <=3958 counts per 60 s; vertical axis, <=1756 counts per 60 s) demonstrated good classification accuracy (ROC-AUC = 0.85–0.86) and accurately estimated SB time in 5–8 yr (equivalence P = 0.02; mean bias = 4.1%, limits of agreement = -20.1% to 28.4%) and 9–12 yr (equivalence P < 0.01; -2.5%, -27.9% to 22.9%). The mean bias of SB time estimates from Kim were smaller than ActiGraph hip (5–8 yr: 15.8%, -5.7% to 37.2%; 9–12 yr: 17.8%, -3.9% to 39.5%) and similar to or smaller than activPAL3TM (5–8 yr: 12.6%, -39.8% to 14.7%; 9–12 yr: -1.4%, -13.9% to 11.0%), although classification accuracy was similar to ActiGraph hip (ROC-AUC = 0.85) but lower than activPAL3TM (ROC-AUC = 0.92–0.97). Mean bias (5–8 yr: 6.5%, -16.1% to 29.1%; 9–12 yr: 10.5%, -13.6% to 34.6%) for the most accurate GENEActiv wrist cut point (Schaefer: <=0.19 g) was smaller than ActiGraph hip, and activPAL3TM in 5–8 yr, but larger than activPAL3TM in 9–12 yr. However, SB time estimates from Schaefer were not equivalent to direct observation (equivalence P > 0.05) and classification accuracy (ROC-AUC = 0.79–0.80) was lower than for ActiGraph hip and activPAL3TM.

    Conclusion: The most accurate SB ActiGraph (Kim) and GENEActiv (Schaefer) wrist cut points can be applied in children with similar confidence as the ActiGraph hip cut point (<=25 counts per 15 s), although activPAL3TM was generally more accurate.

Authors


  •   van Loo, Christel (external author)
  •   Okely, Anthony D.
  •   Batterham, Marijka
  •   Hinkley, Trina (external author)
  •   Ekelund, Ulf (external author)
  •   Brage, Soren (external author)
  •   Reilly, John J. (external author)
  •   Trost, Stewart (external author)
  •   Jones, Rachel A.
  •   Janssen, Xanne (external author)
  •   Cliff, Dylan P

Publication Date


  • 2017

Citation


  • van Loo, C. M. T., Okely, A. D., Batterham, M. J., Hinkley, T., Ekelund, U., Brage, S., Reilly, J. J., Trost, S. G., Jones, R. A., Janssen, X. & Cliff, D. P. (2017). Wrist Accelerometer Cut Points for Classifying Sedentary Behavior in Children. Medicine And Science In Sports And Exercise, 49 (4), 813-822.

Scopus Eid


  • 2-s2.0-84995468199

Ro Metadata Url


  • http://ro.uow.edu.au/ihmri/1040

Has Global Citation Frequency


Number Of Pages


  • 9

Start Page


  • 813

End Page


  • 822

Volume


  • 49

Issue


  • 4

Place Of Publication


  • United States