Literature DB >> 33150096

Quantifying Tremor in Essential Tremor Using Inertial Sensors-Validation of an Algorithm.

Patrick Mcgurrin1, James Mcnames2, Tianxia Wu3, Mark Hallett1, Dietrich Haubenberger3.   

Abstract

Background Assessment of essential tremor is often done by a trained clinician who observes the limbs during different postures and actions and subsequently rates the tremor. While this method has been shown to be reliable, the inter- and intra-rater reliability and need for training can make the use of this method for symptom progression difficult. Many limitations of clinical rating scales can potentially be overcome by using inertial sensors, but to date many algorithms designed to quantify tremor have key limitations. Methods We propose a novel algorithm to characterize tremor using inertial sensors. It uses a two-stage approach that 1) estimates the tremor frequency of a subject and only quantifies tremor near that range; 2) estimates the tremor amplitude as the portion of signal power above baseline activity during recording, allowing tremor estimation even in the presence of other activity; and 3) estimates tremor amplitude in physical units of translation (cm) and rotation (°), consistent with current tremor rating scales. We validated the algorithm technically using a robotic arm and clinically by comparing algorithm output with data reported by a trained clinician administering a tremor rating scale to a cohort of essential tremor patients. Results Technical validation demonstrated rotational amplitude accuracy better than ±0.2 degrees and position amplitude accuracy better than ±0.1 cm. Clinical validation revealed that both rotation and position components were significantly correlated with tremor rating scale scores. Conclusion We demonstrate that our algorithm can quantify tremor accurately even in the presence of other activities, perhaps providing a step forward for at-home monitoring.

Entities:  

Keywords:  Essential tremor; TETRAS; inertial sensor; movement disorders

Mesh:

Year:  2020        PMID: 33150096      PMCID: PMC7608862          DOI: 10.1109/JTEHM.2020.3032924

Source DB:  PubMed          Journal:  IEEE J Transl Eng Health Med        ISSN: 2168-2372            Impact factor:   3.316


  23 in total

1.  New actigraph for long-term tremor recording.

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Journal:  Mov Disord       Date:  2006-08       Impact factor: 10.338

2.  Quaternion-based extended Kalman filter for determining orientation by inertial and magnetic sensing.

Authors:  Angelo M Sabatini
Journal:  IEEE Trans Biomed Eng       Date:  2006-07       Impact factor: 4.538

3.  Ambulatory objective assessment of tremor in Parkinson's disease.

Authors:  J I Hoff; E A Wagemans; B J van Hilten
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4.  Task-dependent variability of Essential Tremor.

Authors:  Nicole Schuhmayer; Corinna Weber; Markus Kieler; Bernhard Voller; Walter Pirker; Eduard Auff; Dietrich Haubenberger
Journal:  Parkinsonism Relat Disord       Date:  2017-05-20       Impact factor: 4.891

5.  Reliability of a new scale for essential tremor.

Authors:  Rodger Elble; Cynthia Comella; Stanley Fahn; Mark Hallett; Joseph Jankovic; Jorge L Juncos; Peter Lewitt; Kelly Lyons; William Ondo; Rajesh Pahwa; Kapil Sethi; Natividad Stover; Daniel Tarsy; Claudia Testa; Ron Tintner; Ray Watts; Theresa Zesiewicz
Journal:  Mov Disord       Date:  2012-10-02       Impact factor: 10.338

6.  A Two-Stage Tremor Detection Algorithm for Wearable Inertial Sensors During Normal Daily Activities.

Authors:  James McNames; Vrutangkumar V Shah; Martina Mancini; Carolin Curtze; Mahmoud El-Gohary; Mateo Aboy; Patricia Carlson-Kuhta; John G Nutt; Fay Horak
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2019-07

Review 7.  Neurological tremor: sensors, signal processing and emerging applications.

Authors:  Giuliana Grimaldi; Mario Manto
Journal:  Sensors (Basel)       Date:  2010-02-24       Impact factor: 3.576

8.  Kalman-filter-based orientation determination using inertial/magnetic sensors: observability analysis and performance evaluation.

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Journal:  Sensors (Basel)       Date:  2011-09-27       Impact factor: 3.576

Review 9.  Using Portable Transducers to Measure Tremor Severity.

Authors:  Rodger J Elble; James McNames
Journal:  Tremor Other Hyperkinet Mov (N Y)       Date:  2016-05-17

10.  Development of digital biomarkers for resting tremor and bradykinesia using a wrist-worn wearable device.

Authors:  Nikhil Mahadevan; Charmaine Demanuele; Hao Zhang; Dmitri Volfson; Bryan Ho; Michael Kelley Erb; Shyamal Patel
Journal:  NPJ Digit Med       Date:  2020-01-15
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3.  Real-World Evidence of Transcutaneous Afferent Patterned Stimulation for Essential Tremor.

Authors:  Salima Brillman; Kalea Colletta; Sally Borucki; Peter T Lin; Olga Waln; Melita Petrossian; Pravin Khemani; Apoorva Rajagopal; Kathryn H Rosenbluth; Dhira Khosla
Journal:  Tremor Other Hyperkinet Mov (N Y)       Date:  2022-09-01

4.  Wearable Peripheral Electrical Stimulation Devices for the Reduction of Essential Tremor: A Review.

Authors:  Alexandra Karamesinis; Roy V Sillitoe; Abbas Z Kouzani
Journal:  IEEE Access       Date:  2021-05-28       Impact factor: 3.367

  4 in total

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