Abstract
Upper limb overuse injuries are common in manual wheelchair users with spinal cord injury. Patient-specific in silico models enhance experimental biomechanical analyses by estimating in vivo shoulder muscle and joint contact forces. Current models exclude deep shoulder muscles that have important roles in wheelchair propulsion. Freely accessible patient-specific models have not been generated for persons with tetraplegia, who have a greater risk for shoulder pain and injury. The objectives of this work were to (i) construct a freely accessible, in silico, musculoskeletal model capable of generating patient-specific dynamic simulations of wheelchair propulsion and (ii) establish proof-of-concept with data obtained from an individual with tetraplegia. Constructed with OpenSim, the model features muscles excluded in existing models. Shoulder muscle forces and activations were estimated via inverse dynamics. Mean absolute error of estimated muscle activations and fine-wire electromyography (EMG) recordings was computed. Mean muscle activation for five consecutive stroke cycles demonstrated good correlation (0.15–0.17) with fine-wire EMG. These findings, comparable to other studies, suggest that the model is capable of estimating shoulder muscle forces during wheelchair propulsion. The additional muscles may provide a greater understanding of shoulder muscle contribution to wheelchair propulsion. The model may ultimately serve as a powerful clinical tool.
Similar content being viewed by others
References
Consortium for Spinal Cord Medicine (2005) Preservation of upper limb function following spinal cord injury: a clinical practice guideline for health-care professionals. J Spinal Cord Med 28:433–470
Dyson-Hudson TA, Kirshblum SC (2004) Shoulder pain in chronic spinal cord injury, part I: epidemiology, etiology, and pathomechanics. J Spinal Cord Med 27:4–17
Sie IH, Waters RL, Adkins RH, Gellman H (1992) Upper extremity pain the postrehabilitation spinal cord injured patient. Arch Phys Med Rehabil 73:44–48
Curtis KA, Tyner TM, Zachary L, Lentell G, Brink D, Didyk T, … Pacillas B (1999) Effect of a standard exercise protocol on shoulder pain in long-term wheelchair users. Spinal Cord 37(6):421–429
Curtis KA, Drysdale GA, Lanza RD, Kolber M, Vitolo RS, West R (1999) Shoulder pain in wheelchair users with tetraplegia and paraplegia. Arch Phys Med Rehabil 80:453–457
Kulig K, Rao SS, Mulroy SJ, Newsam CJ, Gronley JK, Bontrager EL, Perry J (1998) Shoulder joint kinetics during the push phase of wheelchair propulsion. Clin Orthop Relat Res 354:132–143
Mulroy SJ, Gronley JK, Newsam CJ, Perry J (1996) Electromyographic activity of shoulder muscles during wheelchair propulsion by paraplegic persons. Arch Phys Med Rehabil 77(2):187–193
Powers CM, Newsam CJ, Gronley JK, Fontaine CA, Perry J (1994) Isometric shoulder torque in subjects with spinal cord injury. Arch Phys Med Rehabil 75:761–765
Reyes ML, Gronley JK, Newsam CJ, Mulroy SJ, Perry J (1995) Electromyographic analysis of shoulder muscles of men with low-level paraplegia during a weight relief raise. Arch Phys Med Rehabil 76:433–439
Dubowsky SR, Sisto SA, Langrana NA (2009) Comparison of kinematics, kinetics, and EMG throughout wheelchair propulsion in able-bodied and persons with paraplegia: an integrative approach. J Biomech Eng 131(2):021015
Correa TA, Baker R, Graham HK, Pandy MG (2011) Accuracy of generic musculoskeletal models in predicting the functional roles of muscles in human gait. J Biomech 44:2096–2105
Dubowsky SR, Rasmussen J, Sisto SA, Langrana NA (2008) Validation of a musculoskeletal model of wheelchair propulsion and its application to minimizing shoulder joint forces. J Biomech 41(14):2981–2988
Erdemir A, McLean S, Herzog W, van der Bogert AJ (2007) Model-based estimation of muscle forces exerted during movements. Clin Biomech 22:131–154
Nikooyan AA, Veeger HEJ, Westerhoof P, Graichen F, Bergmann G, van der Helm FCT (2010) Validation of the Delft shoulder and elbow model using in-vivo glenohumeral joint contact forces. J Biomech 43:3007–3014
van der Helm FCT (1994) A finite element musculoskeletal model of the shoulder mechanism. J Biomech 27:551–569
van Drongelen S, van der Woude LH, Janssen TW, Angenot EL, Chadwick EK, Veeger DJH (2005) Glenohumeral contact forces and muscle forces evaluated in wheelchair-related activities of daily living in able-bodied subjects versus subjects with paraplegia and tetraplegia. Arch Phys Med Rehabil 86:1434–1440
van Drongelen S, van der Woude LH, Janssen TW, Angenot EL, Chadwick EK, Veeger DH (2005) Mechanical load on the upper extremity during wheelchair activities. Arch Phys Med Rehabil 86(6):1214–1220
van Drongelen S, van der Woude LH, Veeger HE (2011) Load on the shoulder complex during wheelchair propulsion and weight relief lifting. Clin Biomech 26(5):452–457
Veeger HE, Rozendaal LA, van der Helm FC (2002) Load on the shoulder in low intensity wheelchair propulsion. Clin Biomech 17(3):211–218
Fregly BJ, Boninger ML, Reinkensmeyer DL (2012) Personalized neuromusculoskeletal modeling to improve treatment of mobility impairments: a perspective from European research sites. JNER 9:18. https://doi.org/10.1186/1743-0003-9-18
Delp SL, Anderson FC, Arnold AS, Loan P, Habib A, John CT, … Thelen DG (2007) OpenSim: open-source software to create and analyze dynamic simulations of movement. IEEE Trans Biomed Eng 54(11):1940–1949
Saul KR, Hu X, Goehler CM, Vidt ME, Daly M, Velisar A, Murray M (2014) Benchmarking of dynamic simulation predictions in two software platforms using an upper limb musculoskeletal model. CMBBE 18(13):1445–1458
Hicks JL, Uchida TK, Seth A, Rajagopal A, Delp SL (2015) Is my model good enough? Best practices for verification and validation of musculoskeletal models and simulations of movement. J Biomech Eng 137(2):0209505–020905-24. https://doi.org/10.1115/1.4029304
Morrow MMB, Kaufman KR, An KN (2010) Shoulder model validation and joint contact forces during wheelchair activities. J Biomech 43:2487–2492
Holzbaur KR, Murray WM, Delp SL (2005) A model of the upper extremity for simulating musculoskeletal surgery and analyzing neuromuscular control. Ann Biomed Eng 33(6):829–840
Rankin JW, Kwarciak AM, Richter WM, Neptune RR (2010) The influence of altering push force effectiveness on upper extremity demand during wheelchair propulsion. J Biomech 43:2771–2779
Rankin JW, Richter WM, Neptune RR (2011) Individual muscle contributions to push and recovery subtasks during wheelchair propulsion. J Biomech 44:1246–1252
Mulroy SJ, Farrokhi S, Newsam CJ, Perry J (2004) Effects of spinal cord injury level on the activity of shoulder muscles during wheelchair propulsion: an electromyographic study. Arch Phys Med Rehabil 85:925–934
Seth A, Sherman M, Reinbolt JA, Delp SL (2011) OpenSim: a musculoskeletal modeling and simulation framework for in silico investigations and exchange. 2011 symposium on human body dynamics. Procedia IUTAM 2:212–232
Odle BM, Forrest GF, Reinbolt J, Dyson-Hudson TA (2011) Development of an OpenSim shoulder model for manual wheelchair users with tetraplegia. Proceedings of the ASME 2011 International Mechanical Engineering Congress & Exposition, Denver, CO, November 11–17
Winter DA (2005) Biomechanics and motor control of human movement, 3rd edn. Wiley, Hoboken
Vasavda AN, Li S, Delp SL (1998) Influence of muscle morphometry and moment arms on the moment-generating capacity of human neck muscles. Spine 24(4):412–422
Garner BA, Pandy MG (2003) Estimation of musculotendon properties in the human upper limb. Ann Biomed Eng 31:207–220
Zajac FE (1989) Muscle and tendon: properties, models, scaling, and application to biomechanics and motor control. Crit Rev Biomed Eng 17(4):359–411
Yarossi M, Dyson-Hudson TA, Forrest G, Kwarciak A, Sisto SA (2010) Shoulder kinematics and kinetics during wheelchair propulsion in persons with tetraplegia. Proceedings of the American Society of Biomechanics. Providence, RI, August 18–21
Kirshblum SC, Burns SP, Biering-Sorensen F, Donovan W, Graves DE, Jha A, … Waring W (2011) International standards for neurological classification of spinal cord injury (revised 2011). JSCM 34(6):535–546
Wu G, van der Helm FCT, Veeger HEJ, Makhsous M, Van Roy P, Anglin C, … Buchholz B (2005) ISB recommendation on definitions of joint coordinate systems of various joints for reporting of human joint motion- part II: shoulder, elbow, wrist, and hand. J Biomech 38:981–992
Crowninshield RD (1978) Use of optimization techniques to predict muscle forces. J Biomech Eng 100:88–92
Lin HT, Su FC, Wu HW, An KN (2004) Muscle force analysis in the shoulder mechanism during wheelchair propulsion. Proc Inst Mech Eng H J Eng Med 218:213–221
Hof AL (1997) The relationship between electromyogram and muscle force. Sportverletz Sportschaden 11(3):79–86
Cereatti A, Della Croce U, Cappozzo A (2006) Reconstruction of skeletal movement using skin markers: Comparative assessment of bone pose estimators. JNER 3:7. https://doi.org/10.1186/1743-0003-3-7
Chiari L, Della Croce U, Leardini A, Cappozzo A (2005) Human movement analysis using stereophotogrammetry part 2: instrumental errors. Gait Posture 21:197–211
de Zee M, Dalstra M, Cattaneo PM, Rasmussen J, Svensson P, Melsen B (2007) Validation of a musculo-skeletal model of the mandible and its application to the mandibular distraction osteogenesis. J Biomech 40:1192–1201
Kaufman KR, An KN, Litchy WJ, Chao EYS (1991) Physiological prediction of muscle forces: II. Application to isokinetic exercise. Neuroscience 40:793–804
An KN, Kwak BW, Chao EY, Morrey BF (1984) Determination of muscle and joint forces: a new technique to solve the indeterminate problem. J Biomech Eng 106:364–367
Morrow MM, Rankin JW, Neptune RR, Kaufman KR (2014) A comparison of static and dynamic optimization muscle force predictions during wheelchair propulsion. J Biomech 47:3459–3465
Dempster WT (1955) Space requirements of the seated operator. WADC. Technical Report (TR-55-159). Wright-Patterson Air Force Base, OH
Acknowledgments
The authors thank Mr. Andrew Kwarciak and Dr. Mathew Yarossi for collecting and processing the experimental wheelchair propulsion and EMG data that were used in the simulations.
Funding
This study was funded by NJCSCR Grant No. 06-3054-SCR-E-0 and NSF/CUNY Grant No. 0450360.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Odle, B., Reinbolt, J., Forrest, G. et al. Construction and evaluation of a model for wheelchair propulsion in an individual with tetraplegia. Med Biol Eng Comput 57, 519–532 (2019). https://doi.org/10.1007/s11517-018-1895-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11517-018-1895-z