Gait & Posture
Volume 25, Issue 1 , Pages 86-93 , January 2007

Biomechanical features of gait waveform data associated with knee osteoarthritis: An application of principal component analysis

Received 19 May 2005 ,Revised 12 October 2005 ,Accepted 21 January 2006.

References 

  1. Chau T. A review of analytical techniques for gait data. Part 1: fuzzy, statistical and fractal methods. Gait Posture. 2001;13:49–66
  2. Stauffer RN, Chao EYS, Gyory AN. Biomechanical analysis of the diseased knee joint. Clin Orthop Relat Res. 1977;126:246–255
  3. Andriacchi TP, Galante JO, Fermier RW. The influence of total knee-replacement design on walking and stair-climbing. J Bone Joint Surg [Am]. 1982;64A:1328–1335
  4. Schnitzer TJ, Popovich JM, Andersson BJ, Andriacchi TP. Effect of piroxicam on gait in patients with osteoarthritis of the knee. Arthritis Rheum. 1993;36:1207–1213
  5. Whittle MW, Jefferson RJ. Functional biomechanical assessment of the Oxford meniscal knee. J Arthroplasty. 1989;4:231–243
  6. Wilson SA, McCann PD, Gotliin RS, Ramakrishnan HK, Wootten ME, Insall JN. Comprehensive gait analysis in posterior-stabilized knee arthroplasty. J Arthroplasty. 1996;11:359–367
  7. Wong MA, Simon S, Olshen RA. Statistical analysis of gait patterns of persons with cerebral palsy. Stat Med. 1983;2:345–354
  8. Gioftsos G, Grieve DW. The use of neural networks to recognize patterns of human movement: gait patterns. Clin Biomech. 1995;10:179–183
  9. Kadaba MP, Ramakrishnan HK, Jacobs D, Goode B, Scarborough N. Relationships between patterns of knee and ankle motion in spastic diplegic patients with dynamic ankle equines, vol. 364. San Francisco, CA: Orthopaedic Research Society; 1993;
  10. Chau T. A review of analytical techniques for gait data. Part 2: neural network and wavelet methods. Gait Posture. 2001;13:102–120
  11. Deluzio KJ, Wyss UP, Zee B, Costigan PA, Sorbie C. Principal component models of knee kinematics and kinetics: normal vs. pathological gait patterns. J Hum Mov Sci. 1997;16:201–217
  12. Deluzio KJ, Wyss UP, Costigan P, Sorbie C, Zee B. Gait assessment in unicompartmental knee arthroplasty patients: principal component modelling of gait waveforms and clinical status. Hum Mov Sci. 1999;18:701–711
  13. Costigan PA, Wyss UP, Deluzio KJ, Li J. A semi-automatic 3D knee motion assessment system. Med Biol Eng Comput. 1992;(May):343–350
  14. Siu D, Cooke TDV, Broekhoven LD, Lam M, Fisher B, Saunders G, et al. A standardized technique for lower limb radiography: practice, applications, and error analysis. Invest Radiogr. 1991;26:71–77
  15. Grood ES, Suntay WJ. A joint coordinate system for the clinical description of three-dimensional motions: application to the knee. J Biomech Eng. 1983;105:136–144
  16. Li J, Wyss UP, Costigan PA, Deluzio KJ. An integrated procedure to assess knee-joint kinematics during gait using an optoelectric system and standardised X-rays. J Biomed Eng. 1993;15:392–400
  17. Clausser CE, McConville JT, Young JW. Weight, volume and centre of mass of segments of the human body. AMRL technical report. Wright Patterson Air Force Base, Ohio (National Technical Information Service No. AD-710-622); 1969.
  18. Hurwitz DE, Ryals AB, Case JP, Block JA, Andriacchi TP. The knee adduction moment during gait in subjects with knee osteoarthritis is more closely correlated with static alignment than radiographic disease severity, toe out angle and pain. J Orthop Res. 2002;20:101–107
  19. Kaufman KR, Hughes C, Morrey BF, Morrey M, An K. Gait characteristics of patients with knee osteoarthritis. J Biomech. 2001;34:907–915
  20. Baliunas AJ, Ryals AR, Hurwitz DE, Karrar A, Andriacchi TP. Gait adaptations associated with early radiographic tibiofemoral knee osteoarthritis, vol. 260. Orlando, FL: Orthopaedic Research Society; 2000;
  21. Jolliffe IT. Principal component analysis. New York: Springer-Verlag; 1986;
  22. Jackson JE. A user's guide to principal components. New York: John Wiley & Sons; 1991;
  23. Lachenbruch PA. Discriminant analysis. New York: Hafner Press; 1975;
  24. Lachenbruch PA, Mickey MR. Estimation of error rates in discriminant analysis. Technometrics. 1968;10:1–11
  25. Olney SJ, Griffin MP, McBride ID. Multivariate examination of data from gait analysis of persons with stroke. Phys Ther. 1998;78:814–828
  26. Winter DA. Systems approach to the biomechanical assessment of pathological gait. Klavora: motor learning and b-352. 1980;
  27. Chao EY, Loughman RK, Schneider E, Stauffer RN. Normative data of knee joint motion and ground reaction forces in adult level walking. J Biomech. 1983;16:219–233
  28. Teixeira LF, Olney SJ. Relationship between alignment and kinematic and kinetic measures of the knee of osteoarthritic elderly subjects in level walking. Clin Biomech. 1996;11:126–134
  29. Simon SR, Trieshmann HW, Burdett RG, Ewald FC, Sledge CB. Quantitative gait analysis after total knee arthroplasty for monarticular degenerative arthritis. J Bone Joint Surg. 1983;65A:605–613
  30. Mikosz RP, Rosenberg AG, Haberman TM. A comparison of postoperative function between patients with unicompartmental and total knee arthroplasties, vol. 359. San Francisco, CA: Orthopaedic Research Society; 1993;
  31. Weidenhielm L, Olsson E, Brostrom L-A, Borjesson-Hederstrom M, Mattsson E. Improvement in gait one year after surgery for knee osteoarthrosis: a comparison between high tibial osteotomy and prosthetic replacement in a prospective randomized study. Scand J Rehabil Med. 1993;25:25–31

PII: S0966-6362(06)00030-0

doi: 10.1016/j.gaitpost.2006.01.007

Gait & Posture
Volume 25, Issue 1 , Pages 86-93 , January 2007

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