Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal.
BACKGROUND:In 3D gait analysis, the knee joint is usually described by the Eulerian way. It consists in breaking down the motion between the articulating bones of the knee into three rotations around three axes: flexion/extension, abduction/adduction and internal/external rotation. However, the defi...
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doaj-9f033dbaee954e7a9da7defbdecdba732020-11-25T02:23:37ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0197e10209810.1371/journal.pone.0102098Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal.Audrey BaudetClaire MorissetPhilippe d'AthisJean-Francis MaillefertJean-Marie CasillasPaul OrnettiDavy LarocheBACKGROUND:In 3D gait analysis, the knee joint is usually described by the Eulerian way. It consists in breaking down the motion between the articulating bones of the knee into three rotations around three axes: flexion/extension, abduction/adduction and internal/external rotation. However, the definition of these axes is prone to error, such as the "cross-talk" effect, due to difficult positioning of anatomical landmarks. This paper proposes a correction method, principal component analysis (PCA), based on an objective kinematic criterion for standardization, in order to improve knee joint kinematic analysis. METHODS:The method was applied to the 3D gait data of two different groups (twenty healthy subjects and four with knee osteoarthritis). Then, this method was evaluated with respect to three main criteria: (1) the deletion of knee joint angle cross-talk (2) the reduction of variance in the varus/valgus kinematic profile (3) the posture trial varus/valgus deformation matching the X-ray value for patients with knee osteoarthritis. The effect of the correction method was tested statistically on variabilities and cross-talk during gait. RESULTS:Cross-talk was lower (p<0.05) after correction (the correlation between the flexion-extension and varus-valgus kinematic profiles being annihilated). Additionally, the variance in the kinematic profile for knee varus/valgus and knee flexion/extension was found to be lower and higher (p<0.05), respectively, after correction for both the left and right side. Moreover, after correction, the posture trial varus/valgus angles were much closer to x-ray grading. CONCLUSION:The results show that the PCA correction applied to the knee joint eliminates the cross-talk effect, and does not alter the radiological varus/valgus deformation for patients with knee osteoarthritis. These findings suggest that the proposed correction method produces new rotational axes that better fit true knee motion.http://europepmc.org/articles/PMC4086984?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Audrey Baudet Claire Morisset Philippe d'Athis Jean-Francis Maillefert Jean-Marie Casillas Paul Ornetti Davy Laroche |
spellingShingle |
Audrey Baudet Claire Morisset Philippe d'Athis Jean-Francis Maillefert Jean-Marie Casillas Paul Ornetti Davy Laroche Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. PLoS ONE |
author_facet |
Audrey Baudet Claire Morisset Philippe d'Athis Jean-Francis Maillefert Jean-Marie Casillas Paul Ornetti Davy Laroche |
author_sort |
Audrey Baudet |
title |
Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. |
title_short |
Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. |
title_full |
Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. |
title_fullStr |
Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. |
title_full_unstemmed |
Cross-talk correction method for knee kinematics in gait analysis using principal component analysis (PCA): a new proposal. |
title_sort |
cross-talk correction method for knee kinematics in gait analysis using principal component analysis (pca): a new proposal. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2014-01-01 |
description |
BACKGROUND:In 3D gait analysis, the knee joint is usually described by the Eulerian way. It consists in breaking down the motion between the articulating bones of the knee into three rotations around three axes: flexion/extension, abduction/adduction and internal/external rotation. However, the definition of these axes is prone to error, such as the "cross-talk" effect, due to difficult positioning of anatomical landmarks. This paper proposes a correction method, principal component analysis (PCA), based on an objective kinematic criterion for standardization, in order to improve knee joint kinematic analysis. METHODS:The method was applied to the 3D gait data of two different groups (twenty healthy subjects and four with knee osteoarthritis). Then, this method was evaluated with respect to three main criteria: (1) the deletion of knee joint angle cross-talk (2) the reduction of variance in the varus/valgus kinematic profile (3) the posture trial varus/valgus deformation matching the X-ray value for patients with knee osteoarthritis. The effect of the correction method was tested statistically on variabilities and cross-talk during gait. RESULTS:Cross-talk was lower (p<0.05) after correction (the correlation between the flexion-extension and varus-valgus kinematic profiles being annihilated). Additionally, the variance in the kinematic profile for knee varus/valgus and knee flexion/extension was found to be lower and higher (p<0.05), respectively, after correction for both the left and right side. Moreover, after correction, the posture trial varus/valgus angles were much closer to x-ray grading. CONCLUSION:The results show that the PCA correction applied to the knee joint eliminates the cross-talk effect, and does not alter the radiological varus/valgus deformation for patients with knee osteoarthritis. These findings suggest that the proposed correction method produces new rotational axes that better fit true knee motion. |
url |
http://europepmc.org/articles/PMC4086984?pdf=render |
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