Comparison of human gastrocnemius forces predicted by Hill-type muscle models and estimated from ultrasound images

J Exp Biol. 2017 May 1;220(Pt 9):1643-1653. doi: 10.1242/jeb.154807. Epub 2017 Feb 15.

Abstract

Hill-type models are ubiquitous in the field of biomechanics, providing estimates of a muscle's force as a function of its activation state and its assumed force-length and force-velocity properties. However, despite their routine use, the accuracy with which Hill-type models predict the forces generated by muscles during submaximal, dynamic tasks remains largely unknown. This study compared human gastrocnemius forces predicted by Hill-type models with the forces estimated from ultrasound-based measures of tendon length changes and stiffness during cycling, over a range of loads and cadences. We tested both a traditional model, with one contractile element, and a differential model, with two contractile elements that accounted for independent contributions of slow and fast muscle fibres. Both models were driven by subject-specific, ultrasound-based measures of fascicle lengths, velocities and pennation angles and by activation patterns of slow and fast muscle fibres derived from surface electromyographic recordings. The models predicted, on average, 54% of the time-varying gastrocnemius forces estimated from the ultrasound-based methods. However, differences between predicted and estimated forces were smaller under low speed-high activation conditions, with models able to predict nearly 80% of the gastrocnemius force over a complete pedal cycle. Additionally, the predictions from the Hill-type muscle models tested here showed that a similar pattern of force production could be achieved for most conditions with and without accounting for the independent contributions of different muscle fibre types.

Keywords: B-mode ultrasound; Electromyography; Motor unit recruitment; Musculoskeletal simulation.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't
  • Research Support, N.I.H., Extramural

MeSH terms

  • Adult
  • Bicycling / physiology
  • Biomechanical Phenomena
  • Female
  • Humans
  • Male
  • Middle Aged
  • Models, Biological*
  • Muscle Contraction / physiology*
  • Muscle, Skeletal / diagnostic imaging
  • Muscle, Skeletal / physiology*
  • Ultrasonography