Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Observational Study
. 2025 Apr 3;22(1):71.
doi: 10.1186/s12984-025-01601-3.

Wearable sensors for measuring spontaneous upper limb use in children with unilateral cerebral palsy and typical development

Elena Beani #  1   2 , Mattia Franchi de 'Cavalieri #  2   3 , Silvia Filogna  4 , Veronica Barzacchi  2   3 , Matteo Cianchetti  5   6 , Martina Maselli  5   6 , Giada Martini  2 , Valentina Menici  2   7 , Giuseppe Prencipe  8 , Elisa Sicola  2 , Giovanni Cioni  2 , Giuseppina Sgandurra  1   2
Affiliations
Observational Study

Wearable sensors for measuring spontaneous upper limb use in children with unilateral cerebral palsy and typical development

Elena Beani et al. J Neuroeng Rehabil. .

Abstract

Background: Unilateral Cerebral Palsy (UCP) is a clinical condition which mainly involves the movement and muscle tone of one side of the body, often impacting the general manual function. While there are some clinical assessment tools aimed to quantify the Upper Limbs (UpLs) use and the manual abilities, acquiring information regarding the motor abilities outside the clinical environment, such as the UpLs use and their asymmetry during daily life, could provide a more complete evaluation of the child and open a new clinical reasoning. For this purpose, wearable sensors are one of the newest approaches for continuously monitoring UpLs functions without being invasive. The aim of this study was to use wearable sensors to compare spontaneous/daily UpLs usage and asymmetry with the Assisting Hand Assessment (AHA) test, as well as comparing the daily UpLs usage behavior of children with UCP with respect to Typical Developing (TD) peers.

Methods: Eighty children (54 with UCP and 26 TD) wore an Actigraph sensor on each wrist during the AHA test and then at least for the following week of daily life. The amount of use of each hand and the asymmetry were analyzed during both the AHA and the following week of daily life using linear regression analysis and ANOVA models.

Results: Significant relationships were found between the asymmetry detected during the week and both the AHA scores and the asymmetry detected during the test. UCP and TD children week asymmetry distributions were significantly different; moreover, some differences were found when grouping them by MACS levels.

Conclusion: This paper proposes a new and easy technological methodology for monitoring UpLs behavior in daily life. Through wearable sensor data analysis, we demonstrate a linear correlation between asymmetry measured during smi-structured assessments and daily life. Additionally, we provide evidence of distinct patterns of UpLs usage between typically developing children and children with UCP in daily life.

Trial registration: Clinical Trials.gov (NCT03054441).

Keywords: AHA; Accelerometers; Actigraph; Asymmetry; Cerebral palsy; Daily life; Monitoring; UCP; Upper limb; Wearable sensors.

PubMed Disclaimer

Conflict of interest statement

Declarations. Ethics approval and consent to participate: All families filled in a written consent to participate in the study. Ethics approval was obtained from the Tuscany Paediatric Ethics Committee, Italy (78/2016). Consent for publication: Not applicable. Competing interests: The authors declare no competing interests.

Figures

Fig. 1
Fig. 1
Daily life and clinical UpLs asymmetry relations scatter plots and linear regression results (solid line, grey areas for standard deviation) of the formula image versus formula image of the entire sample (a), of subjects with TD (b), and of subjects with UCP (c)
Fig. 2
Fig. 2
UpLs use during daily life Scatter plots and linear regression results (grey areas for standard deviation) of formula image (red colour) and formula image (green colour) variables versus formula image of subjects with TD (a), and those with UCP (b)
Fig. 3
Fig. 3
Daily life asymmetry distributions formula image distribution boxplots for subjects with TD and those with UCP (a), and formula image distribution boxplots of subjects with UCP divided by MACS levels (b). Significant distributions differences are reported with the * symbol
See this image and copyright information in PMC

References

    1. Burgess A, Boyd RN, Chatfield MD, Ziviani J, Sakzewski L. Self-care performance in children with cerebral palsy: a longitudinal study. Develop Med Child Neuro. 2020;62:1061–7. - PubMed
    1. Öhrvall A-M, Eliasson A-C, Löwing K, Ödman P, Krumlinde-Sundholm L. Self-care and mobility skills in children with cerebral palsy, related to their manual ability and gross motor function classifications: Self-care and mobility skills in children with CP. Dev Med Child Neurol. 2010;52:1048–55. - PubMed
    1. Papadatou-Pastou M, Ntolka E, Schmitz J, Martin M, Munafò MR, Ocklenburg S, et al. Human handedness: A meta-analysis. Psychol Bull. 2020;146:481–524. - PubMed
    1. Cioni G, Sgandurra G. Normal psychomotor development. In: Handbook of clinical neurology [Internet]. Elsevier; 2013 [cited 2022 Feb 9]. pp. 3–15. Available from: https://linkinghub.elsevier.com/retrieve/pii/B9780444528919000014 - PubMed
    1. Michaelsen SM, Dannenbaum R, Levin MF. Task-Specific training with trunk restraint on arm recovery in stroke: randomized control trial. Stroke. 2006;37:186–92. - PubMed

Publication types

Associated data