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Assessing the impact of degree of fusion and muscle fibre twitch shape variation on the accuracy of motor unit discharge time identification from ultrasound images
Umeå universitet, Medicinska fakulteten, Institutionen för diagnostik och intervention. Department of Biomedical Engineering, Lund University, Lund, Sweden; Department of Bioengineering, Imperial College London, London, UK.ORCID-id: 0000-0003-4328-5467
Department of Bioengineering, Imperial College London, London, UK.
Department of Bioengineering, Imperial College London, London, UK.
2025 (Engelska)Ingår i: Biomedical Signal Processing and Control, ISSN 1746-8094, E-ISSN 1746-8108, Vol. 100, artikel-id 107002Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Objective: Ultrasound (US) images during a muscle contraction can be decoded into individual motor unit (MU) activity, i.e., trains of neural discharges from the spinal cord. However, current decoding algorithms assume a stationary mixing matrix, i.e. equal mechanical twitches at each discharge. This study aimed to investigate the accuracy of these approaches in non-ideal conditions when the mechanical twitches in response to neural discharges vary over time and are partially fused in tetanic contractions.

Methods: We performed an in silico experiment to study the decomposition accuracy for changes in simulation parameters, including the twitch waveforms, spatial territories, and motoneuron-driven activity. Then, we explored the consistency of the in silico findings with an in vivo experiment on the tibialis anterior muscle at varying contraction forces.

Results: A large population of MU spike trains across different excitatory drives, and noise levels could be identified. The identified MUs with varying twitch waveforms resulted in varying amplitudes of the estimated sources correlated with the ground truth twitch amplitudes. The identified spike trains had a wide range of firing rates, and the later recruited MUs with larger twitch amplitudes were easier to identify than those with small amplitudes. Finally, the in silico and in vivo results were consistent, and the method could identify MU spike trains in US images at least up to 40% of the maximal voluntary contraction force.

Conclusion: The decoding method was accurate irrespective of the varying twitch-like shapes or the degree of twitch fusion, indicating robustness, important for neural interfacing applications.

Ort, förlag, år, upplaga, sidor
Elsevier, 2025. Vol. 100, artikel-id 107002
Nyckelord [en]
Ultrasound, Motor units, Spike train, Blind source separation
Nationell ämneskategori
Medicinteknik Fysiologi och anatomi
Identifikatorer
URN: urn:nbn:se:umu:diva-230511DOI: 10.1016/j.bspc.2024.107002ISI: 001330947400001Scopus ID: 2-s2.0-85205353045OAI: oai:DiVA.org:umu-230511DiVA, id: diva2:1903385
Forskningsfinansiär
Hjärnfonden, PS2022-0021EU, Horisont 2020, 899822Vetenskapsrådet, 2023-06464Stiftelsen Promobilia, A23161Centrum för Idrottsforskning, FO2024-0003Tillgänglig från: 2024-10-04 Skapad: 2024-10-04 Senast uppdaterad: 2025-04-24Bibliografiskt granskad

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Biomedical Signal Processing and Control
MedicinteknikFysiologi och anatomi

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