Kinematic Parameters of Hand as Quantitative Markers of Disability and Cognition in Multiple Sclerosis

Authors

Žan Zajc
University of Ljubljana, Faculty of Electrical Engineering
https://orcid.org/0009-0004-3602-4650
Žiga Bizjak
University of Ljubljana, Faculty of Electrical Engineering
Gregor Brecl Jakob
University Medical Center Ljubljana, Division of Neurology
https://orcid.org/0000-0003-4998-5974
Miran Buermen
University of Ljubljana, Faculty of Electrical Engineering
Žiga Špiclin
University of Ljubljana, Faculty of Electrical Engineering
https://orcid.org/0000-0001-8300-0417

Synopsis

Neurological diseases such as multiple sclerosis (MS) frequently lead to impairments in fine motor function, highlighting the need for objective assessment methods. In this study, we developed a stereo-visual hand-tracking system that enables 3D reconstruction of the trajectories of 21 anatomical landmarks of the hand during the Nine-Hole Peg Test (NHPT). Based on the reconstructed movements, kinematic parameters were computed and clinically evaluated in a cohort of 162 patients with MS by analyzing their associations with the Expanded Disability Status Scale (EDSS) and the CogEval cognitive assessment. Higher neurological disability was most strongly associated with prolonged NHPT completion time and with altered thumb movement patterns, characterized by increased movement linearity and reduced jerkiness. With respect to cognitive status, task execution speed emerged as the key contributing factor. The proposed approach is non-invasive and cost-effective, providing a detailed insight into movement quality and representing a promising tool for the objective and scalable monitoring of motor changes in MS.

Author Biographies

Žan Zajc, University of Ljubljana, Faculty of Electrical Engineering

Ljubljana, Slovenia. E-mail: zz88301@student.uni-lj.si

Žiga Bizjak, University of Ljubljana, Faculty of Electrical Engineering

Ljubljana, Slovenia. E-mail: ziga.bizjak@fe.uni-lj.si

Gregor Brecl Jakob, University Medical Center Ljubljana, Division of Neurology

Ljubljana, Slovenia. E-mail: gregor.brecljakob@kclj.si

Miran Buermen, University of Ljubljana, Faculty of Electrical Engineering

Ljubljana, Slovenia. E-mail: miran.burmen@fe.uni-lj.si

Žiga Špiclin, University of Ljubljana, Faculty of Electrical Engineering

Ljubljana, Slovenia. E-mail: ziga.spiclin@fe.uni-lj.si

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Published

March 6, 2026

Series

How to Cite

Zajc, Žan, Bizjak, Žiga, Brecl Jakob, G., Buermen, M., & Špiclin, Žiga. (2026). Kinematic Parameters of Hand as Quantitative Markers of Disability and Cognition in Multiple Sclerosis. In B. Potočnik (Ed.), & (Ed.), ROSUS 2026 - Računalniška obdelava slik in njena uporaba v Sloveniji 2026: Zbornik 20. strokovne konference (Vols. 20., pp. 37-48). University of Maribor Press. https://doi.org/10.18690/um.feri.4.2026.4