Muscle synergies may improve optimization prediction of knee contact forces during walking

Journal of Biomechanical Engineering

Volumn 136, Issue 2, 2014, Pages

  Walter, Jonathan P ^a   Kinney, Allison L ^a   Banks, Scott A ^a   D'Lima, Darryl D ^b   Besier, Thor F ^c   Lloyd, David G ^d   Fregly, Benjamin J ^a  

^a UNIVERSITY OF FLORIDA   (United States)

^b SCRIPPS CLINIC   (United States)

^c UNIVERSITY OF AUCKLAND   (New Zealand)

^d GRIFFITH UNIVERSITY   (Australia)

Author keywords

biomechanics; electromyography; gait; in vivo knee loads; instrumented implant; musculoskeletal model; static optimization

Indexed keywords

GAIT; INSTRUMENTED IMPLANT; KNEE LOADS; MUSCULOSKELETAL MODEL; STATIC OPTIMIZATION;

BIOMECHANICS; DYNAMIC LOADS; ELECTROMYOGRAPHY; MUSCLE; PATIENT TREATMENT; SHAPE OPTIMIZATION; UNCERTAINTY ANALYSIS;

FORECASTING;

AGED; ANKLE; ARTICLE; CALIBRATION; CASE REPORT; CONTROLLED STUDY; DYNAMICS; ELECTROMYOGRAM; FEMALE; FORCE; HIP; HUMAN; KNEE; KNEE ARTHROPLASTY; KNEE CONTACT FORCE; KNEE IMPLANT; MUSCLE; MUSCLE EXCITATION; MUSCLE STRENGTH; PREDICTION; WALKING; ALGORITHM; BIOLOGICAL MODEL; BODY EQUILIBRIUM; COMPUTER SIMULATION; GAIT; JOINT CHARACTERISTICS AND FUNCTIONS; MUSCLE CONTRACTION; PHYSIOLOGY; SKELETAL MUSCLE;

AGED; ALGORITHMS; COMPUTER SIMULATION; FEMALE; GAIT; HUMANS; KNEE JOINT; MODELS, BIOLOGICAL; MUSCLE CONTRACTION; MUSCLE, SKELETAL; POSTURAL BALANCE; RANGE OF MOTION, ARTICULAR; WALKING;

EID: 84896757827     PISSN: 01480731     EISSN: 15288951     Source Type: Journal    
DOI: 10.1115/1.4026428     Document Type: Article

References (44)

1. Erdemir, A., McLean, S., Herzog, W., and van den Bogert, A. J., 2007, "Model-Based Estimation of Muscle Forces Exerted During Movements," Clin. Biomech. (Bristol Avon), 22(2), pp. 131-154. (Pubitemid 46038888)
2. Praemer, A., Furner, S., and Rice, D. P., 1999, Musculoskeletal Conditions in the United States, American Academy of Orthopaedic Surgeons, Rosemont, IL.
3. Piazza, S. J., 2006, "Muscle-Driven Forward Dynamic Simulations for the Study of Normal and Pathological Gait," J. Neuroeng. Rehab., 3, p. 5.
4. Thelen, D. G., and Anderson, F. C., 2006, "Using Computed Muscle Control to Generate Forward Dynamic Simulations of Human Walking From Experimental Data," J. Biomech., 39(6), pp. 1107-1115.
5. Duda, G. N., Schneider, E., and Chao, E. Y., 1997, "Internal Forces and Moments in the Femur During Walking," J. Biomech., 30(9), pp. 933-941. (Pubitemid 27409998)
6. Glitsch, U., and Baumann, W., 1997, "The Three-Dimensional Determination of Internal Loads in the Lower Extremity," J. Biomech., 30(11-12), pp. 1123-1131. (Pubitemid 28026502)
7. Liu, M. Q., Anderson, F. C., Schwartz, M. H., and Delp, S. L., 2008, "Muscle Contributions to Support and Progression Over a Range of Walking Speeds," J. Biomech., 41(15), pp. 3243-3252.
8. Allen, J. L., and Neptune, R. R., 2012, "Three-Dimensional Modular Control of Human Walking," J. Biomech., 45(12), pp. 2157-2163.
9. Kim, H. J., Fernandez, J. W., Akbarshahi, M., Walter, J. P., Fregly, B. J., and Pandy, M. G., 2009, "Evaluation of Predicted Knee-Joint Muscle Forces During Gait Using an Instrumented Knee Implant," J. Orthop. Res., 27(10), pp. 1326-1331.
10. Sartori, M., Gizzi, L., Lloyd, D. G., and Farina, D., 2013, "A Musculoskeletal Model of Human Locomotion Driven by a Low Dimensional Set of Impulsive Excitation Primitives," Front. Comput. Neurosci., 7, p. 79.
11. Lin, Y. C., Walter, J. P., Banks, S. A., Pandy, M. G., and Fregly, B. J., 2010, "Simultaneous Prediction of Muscle and Contact Forces in the Knee During Gait," J. Biomech., 43(5), pp. 945-952.
12. Buchanan, T. S., Lloyd, D. G., Manal, K., and Besier, T. F., 2004, "Neuromusculoskeletal Modeling: Estimation of Muscle Forces and Joint Moments and Movements From Measurements of Neural Command," J. Appl. Biomech., 20(4), pp. 367-395. (Pubitemid 39507777)
13. Sartori, M., Reggiani, M., Farina, D., and Lloyd, D. G., 2012, "EMG-Driven Forward-Dynamic Estimation of Muscle Force and Joint Moment About Multiple Degrees of Freedom in the Human Lower Extremity," PloS One, 7(12), p. e52618.
14. Jonkers, I., Spaepen, A., Papaioannou, G., and Stewart, C., 2002, "An EMGBased, Muscle Driven Forward Simulation of Single Support Phase of Gait," J. Biomech., 35(5), pp. 609-619. (Pubitemid 34292506)
15. White, S. C., and Winter, D. A., 1992, "Predicting Muscle Forces in Gait From EMG Signals and Musculotendon Kinematics," J. Electromyogr. Kinesiol., 2(4), pp. 217-231. (Pubitemid 23043675)
16. Disselhorst-Klug, C., Schmitz-Rode, T., and Rau, G., 2009, "Surface Electromyography and Muscle Force: Limits in sEMG-Force Relationship and New Approaches for Applications," Clin. Biomech. Bristol Avon, 24(3), pp. 225-235.
17. De Luca, C. J., 1997, "The Use of Surface Electromyography in Biomechanics," J. Appl. Biomech., 13, pp. 135-163. (Pubitemid 27246050)
18. Cappellini, G., Ivanenko, Y. P., Poppele, R. E., and Lacquaniti F., 2006, "Motor Patterns in Human Walking and Running," J. Neurophysiol., 95(6), pp. 3426-3437. (Pubitemid 43852883)
19. Ivanenko, Y. P., Poppele, R. E., and Lacquaniti, F., 2004, "Five Basic Muscle Activation Patterns account for Muscle Activity During Human Locomotion," J. Physiol., 556(Pt. 1), pp. 267-282. (Pubitemid 38515183)
20. Clark, D. J., Ting, L. H., Zajac, F. E., Neptune, R. R., and Kautz, S. A., 2010, "Merging of Healthy Motor Modules Predicts Reduced Locomotor Performance and Muscle Coordination Complexity Post-Stroke," J. Neurophysiol., 103(2), pp. 844-857.
21. Neptune, R. R., Clark, D. J., and Kautz, S. A., 2009, "Modular Control of Human Walking: A Simulation Study," J. Biomech., 42(9), pp. 1282-1287.
22. McGowan, C. P., Neptune, R. R., Clark, D. J., and Kautz, S. A., 2010, "Modular Control of Human Walking: Adaptations to Altered Mechanical Demands," J. Biomech., 43(3), pp. 412-419.
23. Allen, J. L., Kautz, S. A., and Neptune, R. R., 2013, "The Influence of Merged Muscle Excitation Modules on Post-Stroke Hemiparetic Walking Performance," Clin. Biomech. (Bristol Avon), 28(6), pp. 697-704.
24. Fregly, B. J., Besier, T. F., Lloyd, D. G., Delp, S. L., Banks, S. A., Pandy, M. G., and D'Lima, D. D., 2012, "Grand Challenge Competition to Predict In Vivo Knee Loads," J. Orthop. Res., 30(4), pp. 503-513.
25. Kirking, B., Krevolin, J., Townsend, C., Colwell, Jr.C.W., and D'Lima, D. D., 2006, "A Multiaxial Force-Sensing Implantable Tibial Prosthesis," J. Biomech., 39(9), pp. 1744-1751. (Pubitemid 43817034)
26. Kristianslund, E., Krosshaug, T., and van den Bogert, A. J., 2012, "Effect of Low Pass Filtering on Joint Moments From Inverse Dynamics: Implications for Injury Prevention," J. Biomech., 45(4), pp. 666-671.
27. Lee, D. D., and Seung, H. S., 1999, "Learning the Parts of Objects by Non-Negative Matrix Factorization," Nature, 401(6755), pp. 788-791.
28. Ting, L. H., and Chvatal, S. A., 2010, "Decomposing Muscle Activity in Motor Tasks," Motor Control Theories, Experiments and Applications. Oxf. Univ. Press, New York, pp. 102v-138.
29. Delp, S. L., Anderson, F. C., Arnold, A. S., Loan, P., Habib, A., John, C. T., Guendelman, E., and Thelen, D. G., 2007, "OpenSim: Open-Source Software to Create and Analyze Dynamic Simulations of Movement," IEEE Trans. Biomed. Eng., 54(11), pp. 1940-1950. (Pubitemid 350006059)
30. Reinbolt, J. A., Schutte, J. F., Fregly, B. J., Koh, B. I., Haftka, R. T., George, A. D., and Mitchell, K. H., 2005, "Determination of Patient-Specific Multi-Joint kinematic Models Through Two-Level Optimization," J. Biomech., 38(3), pp. 621-626. (Pubitemid 40126476)
31. Fregly, B. J., Reinbolt, J. A., Rooney, K. L., Mitchell, K. H., and Chmielewski, T. L., 2007, "Design of Patient-Specific Gait Modifications for Knee osteoarthritis rehabilitation," IEEE Trans. Biomed. Eng., 54(9), pp. 1687-1695. (Pubitemid 47304040)
32. Arnold, E. M., Ward, S. R., Lieber, R. L., and Delp, S. L., 2010, "A Model of the Lower Limb for Analysis of Human Movement," Ann. Biomed. Eng., 38(2), pp. 269-279.
33. Fregly, B. J., Banks, S. A., D'Lima, D. D., and Colwell, C. W. Jr., 2008, "Sensitivity of Knee Replacement Contact Calculations to Kinematic Measurement Errors," J. Orthop. Res., 26(9), pp. 1173-1179.
34. Zhao, D., Banks, S. A., D'Lima, D. D., Colwell, C. W. Jr., and Fregly, B. J., 2007, "in vivo Medial and Lateral Tibial Loads During Dynamic and High Flexion Activities," J. Orthop. Res., 25(5), pp. 593-602. (Pubitemid 46730512)
35. Corcos, D. M., Gottlieb, G. L., Latash, M. L., Almeida, G. L., and Agarwal, G. C., 1992, "Electromechanical Delay: An Experimental Artifact," J. Electromyogr. Kinesiol., 2(2), pp. 59-68.
36. He, J., Levine, W. S., and Loeb, G. E., 1991, "Feedback Gains for Correcting Small Perturbations to Standing Posture," Autom. Control IEEE Trans., 36(3), pp. 322-332.
37. Van den Bogert, A. J., Blana, D., and Heinrich, D., 2011, "Implicit Methods for Efficient Musculoskeletal Simulation and Optimal Control," Procedia IUTAM, 2, pp. 297-316.
38. Manal, K., and Buchanan, T. S., 2003, "A One-Parameter neural Activation to Muscle Activation Model: Estimating Isometric Joint Moments From Electromyograms," J. Biomech., 36(8), pp. 1197-1202. (Pubitemid 36794117)
39. Zajac, F. E., 1989, "Muscle and Tendon: Properties, Models, Scaling, and Application to Biomechanics and Motor Control," Crit. Rev. Biomed. Eng., 17(4), pp. 359-411.
40. Kinney, A. L., Besier, T. F., D'Lima, D. D., and Fregly, B. J., 2013, "Update on Grand Challenge Competition to Predict In Vivo Knee Loads," ASME J. Biomech. Eng., 135(2), p. 021012.
41. Kim, Y.-H., Park, W.-M., and Phuong, B. T. T., 2010, "Effect of Joint Center Location on In-Vivo Joint Contact Forces During Walking," Proceedings of the ASME 2010 Summer Bioengineering Conference, Naples, FL, Paper No. SBC2010-19353.
42. Hast, M. W., and Piazza, S. J., 2013, "Dual-Joint Modeling for Estimation of Total Knee Replacement Contact Forces During Locomotion," ASME J. Biomech. Eng., 135(2), p. 021013.
43. Manal, K., and Buchanan, T. S., 2013, "An Electromyogram-Driven Musculoskeletal Model of the Knee to Predict In Vivo Joint Contact Forces During Normal and Novel Gait Patterns," ASME J. Biomech. Eng., 135(2), p. 021014.
44. Lundberg, H. J., Knowlton, C., and Wimmer, M. A., 2013, "Fine Tuning Total Knee Replacement Contact Force Prediction Algorithms Using Blinded Model Validation," ASME J. Biomech. Eng., 135(2), p. 021015.