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Clinical Study|Articles in Press

Investigation of gait and balance function in cervical spondylotic myelopathy patients using wearable sensors

  • Author Footnotes
    1 Zawar Khan Khattak and Xin Jiao contributed equally to the manuscript and should be considered co-first authors.
    Zawar Khan Khattak
    Footnotes
    1 Zawar Khan Khattak and Xin Jiao contributed equally to the manuscript and should be considered co-first authors.
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China

    School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China

    Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education, Shanghai 200030, China
    Search for articles by this author
  • Author Footnotes
    1 Zawar Khan Khattak and Xin Jiao contributed equally to the manuscript and should be considered co-first authors.
    Xin Jiao
    Footnotes
    1 Zawar Khan Khattak and Xin Jiao contributed equally to the manuscript and should be considered co-first authors.
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China

    School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China

    Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education, Shanghai 200030, China
    Search for articles by this author
  • Tianyi Hu
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China

    School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China

    Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education, Shanghai 200030, China
    Search for articles by this author
  • Qineng Shao
    Affiliations
    School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China

    Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education, Shanghai 200030, China
    Search for articles by this author
  • Xin Sun
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China
    Search for articles by this author
  • Xin Zhao
    Correspondence
    Corresponding author: Xin Zhao, Shanghai Key Laboratory of Orthopaedic Implants, Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China. Tel.: 23271699-5140.
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China
    Search for articles by this author
  • Dongyun Gu
    Correspondence
    Corresponding author: Dongyun Gu. Shanghai Key Laboratory of Orthopaedic Implants, Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China. Tel.: 021-23271699.
    Affiliations
    Shanghai Key Laboratory of Orthopaedic Implants and Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University, Shanghai 200011, China

    School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China

    Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education, Shanghai 200030, China
    Search for articles by this author
  • Author Footnotes
    1 Zawar Khan Khattak and Xin Jiao contributed equally to the manuscript and should be considered co-first authors.

      Abstract

      Background Context

      Cervical spondylotic myelopathy (CSM) is a degenerative disease caused by cervical cord compression and can lead to the significant impairment of motor function including gait and balance disturbances and changes in lower extremity muscle activity.

      Purpose

      This study aimed to characterize gait, balance and lower extremity muscle activity in patients with CSM compared to age-matched healthy controls (HCs) using wearable sensors in the clinical setting.

      Study Design

      Nonrandomized, prospective cohort study.

      Patient Sample

      Ten CSM patients and 10 age-matched HCs were recruited for this study.

      Outcome Measures

      Gait and balance function parameters contained spatial temporal parameters, step regularity (SR1), stride regularity (SR2) and harmonic ratio (HR). EMG muscle activity parameters included time to peak and peak value during loading, stance, and swing phase.

      Methods

      In this study, parameters of gait and balance function were extracted using triaxial accelerometer attached to the spinous processes of Lumbar 5 while participants performed an overground walking at a self-preferred speed. Moreover, muscular activity was simultaneously recorded via sEMG sensors attached to tibialis anterior (TA), rectus femoris (RF), bicep femoris (BF), and gastrocnemius lateral (GL). Independent sample t test was used to find the differences between CSM patients and HCs.

      Results

      Gait analysis showed cadence, step length and walking speed were statistically significantly lower in CSM patients than HCs. Stride time was significantly higher for CSM patients in comparison to HCs. Lower root mean square ratio (RMSR) of acceleration in the mediolateral (ML) direction, HR in the anteroposterior (AP) direction, SR1 in the AP direction and SR2 in all three directions were observed in CSM patients. For muscle activity analysis, EMG RMS for TA and RF during loading phase and RMS for GL during midstance phase was significantly lower for CSM patients, while significantly higher value was observed for RF RMS during midstance phase and GL RMS during swing phase in CSM patients.

      Conclusion

      Our pilot study shows that wearable sensors are able to detect the changes of gait, balance and lower extremity muscle activities of CSM patients in the clinical setting. This pilot study sets the stage for future researches on the diagnosis and monitor progression of CSM disease using wearable technology.

      Keywords

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