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Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress
In diabetic patients, excessive peak plantar pressure has been identified as major risk factor for ulceration. Analyzing plantar pressure distributions potentially improves the identification of patients with a high risk for foot ulceration development. The goal of this study was to classify regiona...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4987010/ https://www.ncbi.nlm.nih.gov/pubmed/27529421 http://dx.doi.org/10.1371/journal.pone.0161326 |
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author | Niemann, Uli Spiliopoulou, Myra Szczepanski, Thorsten Samland, Fred Grützner, Jens Senk, Dominik Ming, Antao Kellersmann, Juliane Malanowski, Jan Klose, Silke Mertens, Peter R. |
author_facet | Niemann, Uli Spiliopoulou, Myra Szczepanski, Thorsten Samland, Fred Grützner, Jens Senk, Dominik Ming, Antao Kellersmann, Juliane Malanowski, Jan Klose, Silke Mertens, Peter R. |
author_sort | Niemann, Uli |
collection | PubMed |
description | In diabetic patients, excessive peak plantar pressure has been identified as major risk factor for ulceration. Analyzing plantar pressure distributions potentially improves the identification of patients with a high risk for foot ulceration development. The goal of this study was to classify regional plantar pressure distributions. By means of a sensor-equipped insole, pressure recordings of healthy controls (n = 18) and diabetics with severe polyneuropathy (n = 25) were captured across eight foot regions. The study involved a controlled experimental protocol with multiple sessions, where a session contained several cycles of pressure exposure. Clustering was used to identify subgroups of study participants that are characterized by similar pressure distributions. For both analyzed groups, the number of clusters to best describe the pressure profiles was four. When both groups were combined, analysis again led to four distinct clusters. While three clusters did not separate between healthy and diabetic volunteers the fourth cluster was only represented by diabetics. Here the pressure distribution pattern is characterized by a focal point of pressure application on the forefoot and low pressure on the lateral region. Our data suggest that pressure clustering is a feasible means to identify inappropriate biomechanical plantar stress. |
format | Online Article Text |
id | pubmed-4987010 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-49870102016-08-29 Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress Niemann, Uli Spiliopoulou, Myra Szczepanski, Thorsten Samland, Fred Grützner, Jens Senk, Dominik Ming, Antao Kellersmann, Juliane Malanowski, Jan Klose, Silke Mertens, Peter R. PLoS One Research Article In diabetic patients, excessive peak plantar pressure has been identified as major risk factor for ulceration. Analyzing plantar pressure distributions potentially improves the identification of patients with a high risk for foot ulceration development. The goal of this study was to classify regional plantar pressure distributions. By means of a sensor-equipped insole, pressure recordings of healthy controls (n = 18) and diabetics with severe polyneuropathy (n = 25) were captured across eight foot regions. The study involved a controlled experimental protocol with multiple sessions, where a session contained several cycles of pressure exposure. Clustering was used to identify subgroups of study participants that are characterized by similar pressure distributions. For both analyzed groups, the number of clusters to best describe the pressure profiles was four. When both groups were combined, analysis again led to four distinct clusters. While three clusters did not separate between healthy and diabetic volunteers the fourth cluster was only represented by diabetics. Here the pressure distribution pattern is characterized by a focal point of pressure application on the forefoot and low pressure on the lateral region. Our data suggest that pressure clustering is a feasible means to identify inappropriate biomechanical plantar stress. Public Library of Science 2016-08-16 /pmc/articles/PMC4987010/ /pubmed/27529421 http://dx.doi.org/10.1371/journal.pone.0161326 Text en © 2016 Niemann et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Niemann, Uli Spiliopoulou, Myra Szczepanski, Thorsten Samland, Fred Grützner, Jens Senk, Dominik Ming, Antao Kellersmann, Juliane Malanowski, Jan Klose, Silke Mertens, Peter R. Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title | Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title_full | Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title_fullStr | Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title_full_unstemmed | Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title_short | Comparative Clustering of Plantar Pressure Distributions in Diabetics with Polyneuropathy May Be Applied to Reveal Inappropriate Biomechanical Stress |
title_sort | comparative clustering of plantar pressure distributions in diabetics with polyneuropathy may be applied to reveal inappropriate biomechanical stress |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4987010/ https://www.ncbi.nlm.nih.gov/pubmed/27529421 http://dx.doi.org/10.1371/journal.pone.0161326 |
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