Literature DB >> 27079622

A principal component analysis approach to correcting the knee flexion axis during gait.

Elisabeth Jensen1, Vipul Lugade2, Jeremy Crenshaw3, Emily Miller4, Kenton Kaufman5.   

Abstract

Accurate and precise knee flexion axis identification is critical for prescribing and assessing tibial and femoral derotation osteotomies, but is highly prone to marker misplacement-induced error. The purpose of this study was to develop an efficient algorithm for post-hoc correction of the knee flexion axis and test its efficacy relative to other established algorithms. Gait data were collected on twelve healthy subjects using standard marker placement as well as intentionally misplaced lateral knee markers. The efficacy of the algorithm was assessed by quantifying the reduction in knee angle errors. Crosstalk error was quantified from the coefficient of determination (r(2)) between knee flexion and adduction angles. Mean rotation offset error (αo) was quantified from the knee and hip rotation kinematics across the gait cycle. The principal component analysis (PCA)-based algorithm significantly reduced r(2) (p<0.001) and caused αo,knee to converge toward 11.9±8.0° of external rotation, demonstrating improved certainty of the knee kinematics. The within-subject standard deviation of αo,hip between marker placements was reduced from 13.5±1.5° to 0.7±0.2° (p<0.001), demonstrating improved precision of the knee kinematics. The PCA-based algorithm performed at levels comparable to a knee abduction-adduction minimization algorithm (Baker et al., 1999) and better than a null space algorithm (Schwartz and Rozumalski, 2005) for this healthy subject population.
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Axis of rotation; Correction algorithm; Gait analysis; Kinematics; Marker placement

Mesh:

Year:  2016        PMID: 27079622      PMCID: PMC4885761          DOI: 10.1016/j.jbiomech.2016.03.046

Source DB:  PubMed          Journal:  J Biomech        ISSN: 0021-9290            Impact factor:   2.712


  32 in total

1.  Repeatability of an optimised lower body model.

Authors:  I W Charlton; P Tate; P Smyth; L Roren
Journal:  Gait Posture       Date:  2004-10       Impact factor: 2.840

2.  A new method for estimating joint parameters from motion data.

Authors:  Michael H Schwartz; Adam Rozumalski
Journal:  J Biomech       Date:  2005-01       Impact factor: 2.712

3.  Defining the knee joint flexion-extension axis for purposes of quantitative gait analysis: an evaluation of methods.

Authors:  Anthony G Schache; Richard Baker; Larry W Lamoreux
Journal:  Gait Posture       Date:  2005-09-26       Impact factor: 2.840

Review 4.  "Precision" and "accuracy": two terms that are neither.

Authors:  David L Streiner; Geoffrey R Norman
Journal:  J Clin Epidemiol       Date:  2006-02-07       Impact factor: 6.437

5.  Are the recommendations from three-dimensional gait analysis associated with better postoperative outcomes in patients with cerebral palsy?

Authors:  Mauro César de Morais Filho; Rafael Yoshida; Wander da Silva Carvalho; Helena Elisa Stein; Neil Ferreira Novo
Journal:  Gait Posture       Date:  2008-03-20       Impact factor: 2.840

6.  Results of treatment when orthopaedic surgeons follow gait-analysis recommendations in children with CP.

Authors:  Bjørn Lofterød; Terje Terjesen
Journal:  Dev Med Child Neurol       Date:  2008-07       Impact factor: 5.449

7.  Measurement of the screw-home motion of the knee is sensitive to errors in axis alignment.

Authors:  S J Piazza; P R Cavanagh
Journal:  J Biomech       Date:  2000-08       Impact factor: 2.712

8.  Rotational osteotomy of the distal tibia and fibula.

Authors:  J T Bennett; W P Bunnell; G D MacEwen
Journal:  J Pediatr Orthop       Date:  1985 May-Jun       Impact factor: 2.324

9.  Spastic hemiplegic cerebral palsy and the femoral derotation osteotomy: effect at the pelvis and hip in the transverse plane during gait.

Authors:  Arash Aminian; Stephen J Vankoski; Luciano Dias; Robert A Novak
Journal:  J Pediatr Orthop       Date:  2003 May-Jun       Impact factor: 2.324

10.  Natural progression of gait in children with cerebral palsy.

Authors:  Katharine J Bell; Sylvia Ounpuu; Peter A DeLuca; Mark J Romness
Journal:  J Pediatr Orthop       Date:  2002 Sep-Oct       Impact factor: 2.324

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  3 in total

1.  Conclusion or Illusion: Quantifying Uncertainty in Inverse Analyses From Marker-Based Motion Capture due to Errors in Marker Registration and Model Scaling.

Authors:  Thomas K Uchida; Ajay Seth
Journal:  Front Bioeng Biotechnol       Date:  2022-05-25

2.  Kinematics observed during ACL injury are associated with large early peak knee abduction moments during a change of direction task in healthy adolescents.

Authors:  Haraldur B Sigurðsson; Jón Karlsson; Lynn Snyder-Mackler; Kristín Briem
Journal:  J Orthop Res       Date:  2020-12-16       Impact factor: 3.494

3.  Impact of knee marker misplacement on gait kinematics of children with cerebral palsy using the Conventional Gait Model-A sensitivity study.

Authors:  Mickael Fonseca; Xavier Gasparutto; Fabien Leboeuf; Raphaël Dumas; Stéphane Armand
Journal:  PLoS One       Date:  2020-04-24       Impact factor: 3.240

  3 in total

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