Cargando…

Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease

In this letter, making use of real gait force profiles of healthy and patient groups with Parkinson disease which have different disease severity in terms of Hoehn-Yahr stage, we calculate various heuristic complexity measures of the recurrence quantification analysis (RQA). Using this technique, we...

Descripción completa

Detalles Bibliográficos
Autores principales: Afsar, Ozgur, Tirnakli, Ugur, Marwan, Norbert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6002406/
https://www.ncbi.nlm.nih.gov/pubmed/29904070
http://dx.doi.org/10.1038/s41598-018-27369-2
_version_ 1783332196969349120
author Afsar, Ozgur
Tirnakli, Ugur
Marwan, Norbert
author_facet Afsar, Ozgur
Tirnakli, Ugur
Marwan, Norbert
author_sort Afsar, Ozgur
collection PubMed
description In this letter, making use of real gait force profiles of healthy and patient groups with Parkinson disease which have different disease severity in terms of Hoehn-Yahr stage, we calculate various heuristic complexity measures of the recurrence quantification analysis (RQA). Using this technique, we are able to evince that entropy, determinism and average diagonal line length (divergence) measures decrease (increases) with increasing disease severity. We also explain these tendencies using a theoretical model (based on the sine-circle map), so that we clearly relate them to decreasing degree of irrationality of the system as a course of gait’s nature. This enables us to interpret the dynamics of normal/pathological gait and is expected to increase further applications of this technique on gait timings, gait force profiles and combinations of them with various physiological signals.
format Online
Article
Text
id pubmed-6002406
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-60024062018-06-26 Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease Afsar, Ozgur Tirnakli, Ugur Marwan, Norbert Sci Rep Article In this letter, making use of real gait force profiles of healthy and patient groups with Parkinson disease which have different disease severity in terms of Hoehn-Yahr stage, we calculate various heuristic complexity measures of the recurrence quantification analysis (RQA). Using this technique, we are able to evince that entropy, determinism and average diagonal line length (divergence) measures decrease (increases) with increasing disease severity. We also explain these tendencies using a theoretical model (based on the sine-circle map), so that we clearly relate them to decreasing degree of irrationality of the system as a course of gait’s nature. This enables us to interpret the dynamics of normal/pathological gait and is expected to increase further applications of this technique on gait timings, gait force profiles and combinations of them with various physiological signals. Nature Publishing Group UK 2018-06-14 /pmc/articles/PMC6002406/ /pubmed/29904070 http://dx.doi.org/10.1038/s41598-018-27369-2 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Afsar, Ozgur
Tirnakli, Ugur
Marwan, Norbert
Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title_full Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title_fullStr Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title_full_unstemmed Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title_short Recurrence Quantification Analysis at work: Quasi-periodicity based interpretation of gait force profiles for patients with Parkinson disease
title_sort recurrence quantification analysis at work: quasi-periodicity based interpretation of gait force profiles for patients with parkinson disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6002406/
https://www.ncbi.nlm.nih.gov/pubmed/29904070
http://dx.doi.org/10.1038/s41598-018-27369-2
work_keys_str_mv AT afsarozgur recurrencequantificationanalysisatworkquasiperiodicitybasedinterpretationofgaitforceprofilesforpatientswithparkinsondisease
AT tirnakliugur recurrencequantificationanalysisatworkquasiperiodicitybasedinterpretationofgaitforceprofilesforpatientswithparkinsondisease
AT marwannorbert recurrencequantificationanalysisatworkquasiperiodicitybasedinterpretationofgaitforceprofilesforpatientswithparkinsondisease