Skip to main content

Advertisement

Log in

Age-Related Differences in Gait Kinematics, Kinetics, and Muscle Function: A Principal Component Analysis

  • Published:
Annals of Biomedical Engineering Aims and scope Submit manuscript

Abstract

Age-related increased hip extensor recruitment during gait is a proposed compensation strategy for reduced ankle power generation and may indicate a distal-to-proximal shift in muscle function with age. Extending beyond joint level analyses, identifying age-related changes at the muscle level could capture more closely the underlying mechanisms responsible for movement. The purpose of this study was to characterize and compare muscle forces and induced accelerations during gait in healthy older adults with those of young adults. Simulations of one gait cycle for ten older (73.9 ± 5.3 years) and six young (21.0 ± 2.1 years) adults walking at their self-selected speed were analyzed. Muscle force and induced acceleration waveforms, along with kinematic, kinetic, and muscle activation waveforms, were compared between age-groups using principal component analysis. Simulations of healthy older adults had greater gluteus maximus force and vertical support contribution, but smaller iliacus force, psoas force, and psoas vertical support contribution. There were no age-group differences in distal muscle force, contribution, or ankle torque magnitudes. Later peak dorsiflexion and peak ankle angular velocity in older adults may have contributed to their greater ankle power absorption during stance. These findings reveal the complex interplay between age-related changes in neuromuscular control, kinematics, and muscle function during gait.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5

Similar content being viewed by others

References

  1. Allet, L., H. IJzerman, K. Meijer, P. Willems, and H. Savelberg. The influence of stride-length on plantar foot-pressures and joint moments. Gait Posture 34:300–306, 2011.

    Article  PubMed  Google Scholar 

  2. Anderson, F. C., and M. G. Pandy. Individual muscle contributions to support in normal walking. Gait & Posture 17:159–169, 2003.

    Article  Google Scholar 

  3. Andriacchi, T. P., E. J. Alexander, M. K. Toney, C. Dyrby, and J. Sum. A point cluster method for in vivo motion analysis: applied to a study of knee kinematics. J Biomech Eng 120:743–749, 1998.

    Article  CAS  PubMed  Google Scholar 

  4. Arnold, E. M., S. R. Ward, R. L. Lieber, and S. L. Delp. A model of the lower limb for analysis of human movement. Ann Biomed Eng 38:269–279, 2010.

    Article  PubMed  Google Scholar 

  5. Bureau U.S.C. 65+ in the United States: 2010. 2014, pp. 23–212.

  6. Cappozzo, A., F. Catani, U. D. Croce, and A. Leardini. Position and orientation in space of bones during movement: anatomical frame definition and determination. Clin Biomech 10:171–178, 1995.

    Article  CAS  Google Scholar 

  7. Crowninshield, R. D., and R. A. Brand. A physiologically based criterion of muscle force prediction in locomotion. J Biomech (Bristol, Avon) 14:793–801, 1981.

    CAS  Google Scholar 

  8. Delp, S. L., F. C. Anderson, A. S. Arnold, P. Loan, A. Habib, C. T. John, E. Guendelman, and D. G. Thelen. OpenSim: open-source software to create and analyze dynamic simulations of movement. IEEE Trans Biomed Eng 54:1940–1950, 2007.

    Article  PubMed  Google Scholar 

  9. Deluzio, K. J., U. P. Wyss, B. Zee, P. A. Costigan, and C. Sorbie. Principal component models of knee kinematics and kinetics: normal vs. pathological gait patterns. Hum Mov Sci 16:201–217, 1997.

    Article  Google Scholar 

  10. DeVita, P., and T. Hortobagyi. Age causes a redistribution of joint torques and powers during gait. J Appl Physiol 88:1804–1811, 2000.

    CAS  PubMed  Google Scholar 

  11. Hicks, J. L., OpenSim User’s Guide, 2016, 2012.

  12. Hubley-Kozey, C. L., K. J. Deluzio, S. C. Landry, J. S. McNutt, and W. D. Stanish. Neuromuscular alterations during walking in persons with moderate knee osteoarthritis. J Electromyogr Kinesiol 16:365–378, 2006.

    Article  CAS  PubMed  Google Scholar 

  13. Jones, M. C., and J. A. Rice. Displaying the important features of large collections of similar curves. Am Stat 46:140–145, 1992.

    Google Scholar 

  14. Judge, J. O., R. B. Davis, 3rd, and S. Ounpuu. Step length reductions in advanced age: the role of ankle and hip kinetics. J Gerontol A Biol Sci Med Sci 51:M303–M312, 1996.

    Article  CAS  PubMed  Google Scholar 

  15. Kepple, T. M., K. L. Siegel, and S. J. Stanhope. Relative contributions of the lower extremity joint moments to forward progression and support during gait. Gait Posture 6:1–8, 1997.

    Article  Google Scholar 

  16. Kerrigan, D. C., M. K. Todd, U. Della Croce, L. A. Lipsitz, and J. J. Collins. Biomechanical gait alterations independent of speed in the healthy elderly: evidence for specific limiting impairments. Arch Phys Med Rehabil 79:317–322, 1998.

    Article  CAS  PubMed  Google Scholar 

  17. Lajoie, Y., N. Teasdale, C. Bard, and M. Fleury. Upright standing and gait: are there changes in attentional requirements related to normal aging? Exp Aging Res 22:185–198, 1996.

    Article  CAS  PubMed  Google Scholar 

  18. Landry, S. C., K. A. McKean, C. L. Hubley-Kozey, W. D. Stanish, and K. J. Deluzio. Knee biomechanics of moderate OA patients measured during gait at a self-selected and fast walking speed. J Biomech 40:1754–1761, 2007.

    Article  PubMed  Google Scholar 

  19. Lim, Y. P., Y. C. Lin, and M. G. Pandy. Muscle function during gait is invariant to age when walking speed is controlled. Gait Posture 38:253–259, 2013.

    Article  PubMed  Google Scholar 

  20. Liu, M. Q., F. C. Anderson, M. G. Pandy, and S. L. Delp. Muscles that support the body also modulate forward progression during walking. J Biomech 39:2623–2630, 2006.

    Article  PubMed  Google Scholar 

  21. McGibbon, C. A., and D. E. Krebs. Effects of age and functional limitation on leg joint power and work during stance phase of gait. J Rehabil Res Dev 36:173–182, 1999.

    CAS  PubMed  Google Scholar 

  22. Monaco, V., L. A. Rinaldi, G. Macri, and S. Micera. During walking elders increase efforts at proximal joints and keep low kinetics at the ankle. Clin Biomech (Bristol, Avon) 24:493–498, 2009.

    Article  Google Scholar 

  23. Neptune, R. R., S. A. Kautz, and F. E. Zajac. Contributions of the individual ankle plantar flexors to support, forward progression and swing initiation during walking. J Biomech 34:1387–1398, 2001.

    Article  CAS  PubMed  Google Scholar 

  24. Neptune, R. R., F. E. Zajac, and S. A. Kautz. Muscle force redistributes segmental power for body progression during walking. Gait Posture 19:194–205, 2004.

    Article  CAS  PubMed  Google Scholar 

  25. Pandy, M. G. Computer modeling and simulation of human movement. Annu Rev Biomed Eng 3:245–273, 2001.

    Article  CAS  PubMed  Google Scholar 

  26. Physical Activity Guidelines Advisory Committee. Physical Activity Guidelines Advisory Committee Report, 2008.

  27. Reid, S. M., R. B. Graham, and P. A. Costigan. Differentiation of young and older adult stair climbing gait using principal component analysis. Gait Posture 31:197–203, 2010.

    Article  PubMed  Google Scholar 

  28. Riley, P. O., U. DellaCroce, and D. C. Kerrigan. Effect of age on lower extremity joint moment contributions to gait speed. Gait Posture 14:264–270, 2001.

    Article  CAS  PubMed  Google Scholar 

  29. Schmitz, A., A. Silder, B. Heiderscheit, J. Mahoney, and D. G. Thelen. Differences in lower-extremity muscular activation during walking between healthy older and young adults. J Electromyogr Kinesiol 19:1085–1091, 2009.

    Article  PubMed  Google Scholar 

  30. Schoenborn, C. A. and K. M. Heyman. Healthy Characteristics of Adults Aged 55 Years and Over: United States, 2004–2007. National Health Statistics Reports No. 16, 2009.

  31. Seth, A., M. Sherman, J. A. Reinbolt, and S. L. Delp. OpenSim: a musculoskeletal modeling and simulation framework for in silico investigations and exchange, 2011 IUTAM symposium on human body dynamics: from multibody systems to. Biomechanics 2:212–232, 2011.

    Google Scholar 

  32. Silder, A., B. Heiderscheit, and D. G. Thelen. Active and passive contributions to joint kinetics during walking in older adults. Journal of Biomechanics 41:1520–1527, 2008.

    Article  PubMed  PubMed Central  Google Scholar 

  33. Stewart, A. L., K. M. Mills, A. C. King, W. L. Haskell, D. Gillis, and P. L. Ritter. CHAMPS physical activity questionnaire for older adults: outcomes for interventions. Med Sci Sports Exerc 33:1126–1141, 2001.

    Article  CAS  PubMed  Google Scholar 

  34. Studenski, S. Mobility. In: Principles of geriatric medicine and gerontology, edited by W. R. Hazzard, J. P. Blass, J. B. Halter, J. G. Ouslander, and M. E. Tinetti. New York: McGraw-Hill, 2003, pp. 947–960.

    Google Scholar 

  35. Thompson, J. A., A. M. Chaudhari, L. C. Schmitt, T. M. Best, and R. A. Siston. Gluteus maximus and soleus compensate for simulated quadriceps atrophy and activation failure during walking. J Biomech 46:2165–2172, 2013.

    Article  PubMed  Google Scholar 

  36. van der Krogt, M. M., S. L. Delp, and M. H. Schwartz. How robust is human gait to muscle weakness? Gait Posture 36:113–119, 2012.

    Article  PubMed  PubMed Central  Google Scholar 

  37. Winter, D. A., A. E. Patla, J. S. Frank, and S. E. Walt. Biomechanical walking pattern changes in the fit and healthy elderly. Phys Ther 70:340–347, 1990.

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

The authors would like to acknowledge Bryan Heiderscheit for his assistance with data collection. This research was supported by the National Institutes of Health (Grant No. AG24276). This material is also based upon work supported by the National Science Foundation Graduate Research Fellowship Program under Grant Nos. DGE-1343012 (SAS), DGE-0822215 (JAT), and DGE-0718123 (AS).

Conflict of interest

None of the authors have a conflict of interest regarding the contents of this manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Robert A. Siston.

Additional information

Associate Editor Thurmon E. Lockhart oversaw the review of this article.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (PDF 2009 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Schloemer, S.A., Thompson, J.A., Silder, A. et al. Age-Related Differences in Gait Kinematics, Kinetics, and Muscle Function: A Principal Component Analysis. Ann Biomed Eng 45, 695–710 (2017). https://doi.org/10.1007/s10439-016-1713-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10439-016-1713-4

Keywords

Navigation