An anatomical atlas-based scaling study for quantifying muscle and hip joint contact forces in above and through-knee amputees using validated musculoskeletal modelling

Diana Toderita, David Henson, Christian Klemt, Ziyun Ding, Anthony M J Bull

Research output: Contribution to journalArticlepeer-review

Abstract

Objective: Customisation of musculoskeletal modelling using magnetic resonance imaging (MRI) significantly improves the model accuracy, but the process is time consuming and computationally intensive. This study hypothesizes that linear scaling to a lower limb amputee model with anthropometric similarity can accurately predict muscle and joint contact forces.

Methods: An MRI-based anatomical atlas, comprising 18 trans-femoral and through-knee traumatic lower limb amputee models, is developed. Gait data, using a 10-camera motion capture system with two force plates, and surface electromyography (EMG) data were collected. Muscle and hip joint contact forces were quantified using musculoskeletal modelling. The predicted muscle activations from the subject-specific models were validated using EMG recordings. Anthropometry based multiple linear regression models, which minimize errors in force predictions, are presented.

Results: All predictions showed excellent (error interval c = 0–0.15), very good (c = 0.15–0.30) or good (c = 0.30–0.45) similarity to the EMG data, demonstrating accurate computation of muscle activations. The primary predictors of discrepancies in force predictions were differences in pelvis width (p < 0.001), body mass index (BMI, p < 0.001) and stump length to pelvis width ratio (p < 0.001) between the respective individual and underlying dataset.

Conclusion: Linear scaling to a model with the most similar pelvis width, BMI and stump length to pelvis width ratio results in modelling outcomes with minimal errors.

Significance: This study provides robust tools to perform accurate analyses of musculoskeletal mechanics for high-functioning lower limb military amputees, thus facilitating the further understanding and improvement of the amputee's function. The atlas is available in an open source repository.
Original languageEnglish
Article number9411694
Pages (from-to)3447-3456
Number of pages10
JournalIEEE Transactions on Biomedical Engineering
Volume68
Issue number11
Early online date22 Apr 2021
DOIs
Publication statusPublished - Nov 2021

Keywords

  • amputee biomechanics
  • lower limb musculoskeletal modelling
  • linear scaling
  • anatomical atlas

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