Wearable sensors objectively measure gait parameters in Parkinson’s disease
Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative meas...
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Published in | PloS one Vol. 12; no. 10; p. e0183989 |
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Main Authors | , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
11.10.2017
Public Library of Science (PLoS) |
Subjects | |
Online Access | Get full text |
ISSN | 1932-6203 1932-6203 |
DOI | 10.1371/journal.pone.0183989 |
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Abstract | Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson's disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson's disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects' preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson's disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson's disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson's disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson's disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care. |
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AbstractList | Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson's disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson's disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects' preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson's disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson's disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson's disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson's disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care. Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson's disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson's disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects' preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson's disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson's disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson's disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson's disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care.Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson's disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson's disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects' preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson's disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson's disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson's disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson's disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care. Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson’s disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson’s disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson’s disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects’ preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson’s disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson’s disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson’s disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson’s disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care. |
Audience | Academic |
Author | Gossler, Julia Reinfelder, Samuel Gassner, Heiko Barth, Jens Winkler, Jürgen Marxreiter, Franz Kohl, Zacharias Eskofier, Bjoern M. Schlachetzki, Johannes C. M. Aminian, Kamiar Klucken, Jochen |
AuthorAffiliation | 3 ASTRUM IT GmbH, Am Wolfsmantel 2, Erlangen, Germany 4 Ecole Polytechnique Fédérale de Lausanne (EPFL), Laboratory of Movement Analysis and Measurement, Station 11, Lausanne, Switzerland 1 Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany 2 Digital Sports Group, Pattern Recognition Lab, Department of Computer Science, FAU Erlangen-Nürnberg, Erlangen, Germany Oslo Universitetssykehus, NORWAY |
AuthorAffiliation_xml | – name: 1 Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany – name: 2 Digital Sports Group, Pattern Recognition Lab, Department of Computer Science, FAU Erlangen-Nürnberg, Erlangen, Germany – name: 3 ASTRUM IT GmbH, Am Wolfsmantel 2, Erlangen, Germany – name: 4 Ecole Polytechnique Fédérale de Lausanne (EPFL), Laboratory of Movement Analysis and Measurement, Station 11, Lausanne, Switzerland – name: Oslo Universitetssykehus, NORWAY |
Author_xml | – sequence: 1 givenname: Johannes C. M. orcidid: 0000-0002-7801-9743 surname: Schlachetzki fullname: Schlachetzki, Johannes C. M. – sequence: 2 givenname: Jens surname: Barth fullname: Barth, Jens – sequence: 3 givenname: Franz surname: Marxreiter fullname: Marxreiter, Franz – sequence: 4 givenname: Julia surname: Gossler fullname: Gossler, Julia – sequence: 5 givenname: Zacharias surname: Kohl fullname: Kohl, Zacharias – sequence: 6 givenname: Samuel surname: Reinfelder fullname: Reinfelder, Samuel – sequence: 7 givenname: Heiko surname: Gassner fullname: Gassner, Heiko – sequence: 8 givenname: Kamiar surname: Aminian fullname: Aminian, Kamiar – sequence: 9 givenname: Bjoern M. surname: Eskofier fullname: Eskofier, Bjoern M. – sequence: 10 givenname: Jürgen surname: Winkler fullname: Winkler, Jürgen – sequence: 11 givenname: Jochen surname: Klucken fullname: Klucken, Jochen |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29020012$$D View this record in MEDLINE/PubMed |
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ContentType | Journal Article |
Copyright | COPYRIGHT 2017 Public Library of Science 2017 Schlachetzki et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2017 Schlachetzki et al 2017 Schlachetzki et al |
Copyright_xml | – notice: COPYRIGHT 2017 Public Library of Science – notice: 2017 Schlachetzki et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: 2017 Schlachetzki et al 2017 Schlachetzki et al |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Competing Interests: ASTRUM IT GmbH provided support in the form of salary for the thesis project of author J.B. Bjoern M Eskofier reports grants outside the submitted work from Bosch GmbH and Adidas Sport GmbH. Zacharias Kohl reports personal fees outside the submitted work from UCB Pharma GmbH, Actelion Pharmaceuticals, Desitin Arzneimittel GmbH, Ipsen Pharma. Jürgen Winkler reports personal fees outside of the submitted work from Abbvie GmbH & Co. KG. Jochen Klucken reports personal fees outside the submitted work from Teva GmbH, Licher MT GmbH, UCB Pharma GmbH, Ever Pharma GmbH, Desitin Arzneimittel GmbH, Abbvie GmbH & Co. KG, Biogen GmbH, GlaxoSmithKline GmbH & Co. KG. The other authors declare no competing interests. Jens Barth, Bjoern M Eskofier, Jürgen Winkler, and Jochen Klucken have a patent related to gait assessment pending (patent no. EP16174268.9). There are no further patents, products in development or marketed products to declare. This does not alter our adherence to all the PLOS ONE policies on sharing data and materials. |
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Snippet | Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by... Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson’s disease. Routinely assessed by... Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson’s disease. Routinely assessed by... |
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SubjectTerms | Adult Aged Aged, 80 and over Analysis Biology and Life Sciences Biomechanical engineering Biomechanics Care and treatment Case-Control Studies Computer science Cross-sectional studies Diagnosis Diagnostic software Diagnostic systems Disease control Feasibility studies Female Fractals Gait Hospitals Humans Impairment Inertial sensing devices Laboratories Longitudinal Studies Male Management Measurement Medical care Medicine and Health Sciences Middle Aged Monitoring, Physiologic - instrumentation Neurology Parameter sensitivity Parkinson disease Parkinson Disease - physiopathology Parkinson's disease Patients Pattern recognition People and Places Physical Sciences Postural Balance Posture Research and Analysis Methods Sensors Stability Time Factors Toe Wearable technology |
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Title | Wearable sensors objectively measure gait parameters in Parkinson’s disease |
URI | https://www.ncbi.nlm.nih.gov/pubmed/29020012 https://www.proquest.com/docview/1950120278 https://www.proquest.com/docview/1950418481 https://pubmed.ncbi.nlm.nih.gov/PMC5636070 https://doaj.org/article/83d1b789453f4ea88897e357f0733732 http://dx.doi.org/10.1371/journal.pone.0183989 |
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