Evaluation of smartphone‐based testing to generate exploratory outcome measures in a phase 1 Parkinson's disease clinical trial
ABSTRACT Background: Ubiquitous digital technologies such as smartphone sensors promise to fundamentally change biomedical research and treatment monitoring in neurological diseases such as PD, creating a new domain of digital biomarkers. Objectives: The present study assessed the feasibility, relia...
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Published in | Movement disorders Vol. 33; no. 8; pp. 1287 - 1297 |
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Main Authors | , , , , , , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
John Wiley and Sons Inc
01.08.2018
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Subjects | |
Online Access | Get full text |
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Summary: | ABSTRACT
Background: Ubiquitous digital technologies such as smartphone sensors promise to fundamentally change biomedical research and treatment monitoring in neurological diseases such as PD, creating a new domain of digital biomarkers.
Objectives: The present study assessed the feasibility, reliability, and validity of smartphone‐based digital biomarkers of PD in a clinical trial setting.
Methods: During a 6‐month, phase 1b clinical trial with 44 Parkinson participants, and an independent, 45‐day study in 35 age‐matched healthy controls, participants completed six daily motor active tests (sustained phonation, rest tremor, postural tremor, finger‐tapping, balance, and gait), then carried the smartphone during the day (passive monitoring), enabling assessment of, for example, time spent walking and sit‐to‐stand transitions by gyroscopic and accelerometer data.
Results: Adherence was acceptable: Patients completed active testing on average 3.5 of 7 times/week. Sensor‐based features showed moderate‐to‐excellent test‐retest reliability (average intraclass correlation coefficient = 0.84). All active and passive features significantly differentiated PD from controls with P < 0.005. All active test features except sustained phonation were significantly related to corresponding International Parkinson and Movement Disorder Society–Sponsored UPRDS clinical severity ratings. On passive monitoring, time spent walking had a significant (P = 0.005) relationship with average postural instability and gait disturbance scores. Of note, for all smartphone active and passive features except postural tremor, the monitoring procedure detected abnormalities even in those Parkinson participants scored as having no signs in the corresponding International Parkinson and Movement Disorder Society–Sponsored UPRDS items at the site visit.
Conclusions: These findings demonstrate the feasibility of smartphone‐based digital biomarkers and indicate that smartphone‐sensor technologies provide reliable, valid, clinically meaningful, and highly sensitive phenotypic data in Parkinson's disease. © 2018 The Authors. Movement Disorders published by Wiley Periodicals, Inc. on behalf of International Parkinson and Movement Disorder Society. |
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Bibliography: | Full financial disclosures and author roles may be found in the online version of this article. The study was funded by F. Hoffmann‐La Roche Ltd. and Prothena Biosciences Inc. Florian Lipsmeier is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Kirsten I. Taylor is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Timothy Kilchenmann is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Detlef Wolf is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Alf Scotland is a consultant for F. Hoffmann‐La Roche AG Roche, Basel, Switzerland. Jens Schjodt‐Eriksen is a consultant for F. Hoffmann‐La Roche AG, Basel, Switzerland. Wei‐Yi Cheng is an employee of Roche TCRC Inc, New York, New York, USA. Ignacio Fernandez‐Garcia is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Juliane Siebourg‐Polster is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Liping Jin is an employee of Roche TCRC Inc, New York, New York, USA. Jay Soto is an employee of and stockholder in Prothena Biosciences, San Francisco, California, USA. Lynne Verselis is an employee of Roche TCRC Inc, New York, New York, USA. Frank Boess is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Martin Koller is an employee of and stockholder in Prothena Biosciences, San Francisco, California, USA. Michael Grundman is a consultant to Prothena Biosciences, San Francisco, California, USA. Andreas U. Monsch has grant support from F. Hoffmann‐La Roche AG, Basel, Switzerland. Ronald B. Postuma is a consultant to F. Hoffmann‐La Roche AG, Basel, Switzerland. Anirvan Ghosh is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Thomas Kremer is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Christian Czech is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Christian Gossens is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Michael Lindemann is a consultant to F. Hoffmann‐La Roche AG, Basel, Switzerland. Relevant conflicts of interest/financial disclosures Funding agencies Relevant conflicts of interest/financial disclosures: Florian Lipsmeier is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Kirsten I. Taylor is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Timothy Kilchenmann is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Detlef Wolf is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Alf Scotland is a consultant for F. Hoffmann‐La Roche AG Roche, Basel, Switzerland. Jens Schjodt‐Eriksen is a consultant for F. Hoffmann‐La Roche AG, Basel, Switzerland. Wei‐Yi Cheng is an employee of Roche TCRC Inc, New York, New York, USA. Ignacio Fernandez‐Garcia is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Juliane Siebourg‐Polster is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Liping Jin is an employee of Roche TCRC Inc, New York, New York, USA. Jay Soto is an employee of and stockholder in Prothena Biosciences, San Francisco, California, USA. Lynne Verselis is an employee of Roche TCRC Inc, New York, New York, USA. Frank Boess is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Martin Koller is an employee of and stockholder in Prothena Biosciences, San Francisco, California, USA. Michael Grundman is a consultant to Prothena Biosciences, San Francisco, California, USA. Andreas U. Monsch has grant support from F. Hoffmann‐La Roche AG, Basel, Switzerland. Ronald B. Postuma is a consultant to F. Hoffmann‐La Roche AG, Basel, Switzerland. Anirvan Ghosh is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Thomas Kremer is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Christian Czech is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Christian Gossens is an employee of F. Hoffmann‐La Roche AG, Basel, Switzerland. Michael Lindemann is a consultant to F. Hoffmann‐La Roche AG, Basel, Switzerland. Funding agencies: The study was funded by F. Hoffmann‐La Roche Ltd. and Prothena Biosciences Inc. |
ISSN: | 0885-3185 1531-8257 |
DOI: | 10.1002/mds.27376 |