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Biosensor vital sign detects multiple sclerosis progression
- Source :
- Annals of Clinical and Translational Neurology, Annals of clinical and translational neurology, vol 8, iss 1
- Publication Year :
- 2020
- Publisher :
- John Wiley and Sons Inc., 2020.
-
Abstract
- ObjectiveTo determine whether a small, wearable multisensor device can discriminate between progressive versus relapsing multiple sclerosis (MS) and capture limb progression over a short interval, using finger and foot tap data.MethodsPatients with MS were followed prospectively during routine clinic visits approximately every 6months. At each visit, participants performed finger and foot taps wearing the MYO-band, which includes accelerometer, gyroscope, and surface electromyogram sensors. Metrics of within-patient limb progression were created by combining the change in signal waveform features over time. The resulting upper (UE) and lower (LE) extremity metrics' discrimination of progressive versus relapsing MS were evaluated with calculation of AUROC. Comparisons with Expanded Disability Status Scale (EDSS) scores were made with Pearson correlation.ResultsParticipants included 53 relapsing and 15 progressive MS (72% female, baseline mean age 48years, median disease duration 11years, median EDSS 2.5, median 10months follow-up). The final summary metrics differentiated relapsing from secondary progressive MS with AUROC UE 0.93 and LE 0.96. The metrics were associated with baseline EDSS (UE P=0.0003, LE P=0.0007). While most had no change in EDSS during the short follow-up, several had evidence of progression by the multisensor metrics.InterpretationWithin a short follow-up interval, this novel multisensor algorithm distinguished progressive from relapsing MS and captured changes in limb function. Inexpensive, noninvasive and easy to use, this novel outcome is readily adaptable to clinical practice and trials as a MS vital sign. This approach also holds promise to monitor limb dysfunction in other neurological diseases.
- Subjects :
- 0301 basic medicine
Adult
Male
medicine.medical_specialty
Multiple Sclerosis
Disease duration
Clinical Sciences
Relapsing-Remitting
Neurodegenerative
Autoimmune Disease
Cohort Studies
03 medical and health sciences
Disability Evaluation
Wearable Electronic Devices
0302 clinical medicine
Physical medicine and rehabilitation
Computer-Assisted
Multiple Sclerosis, Relapsing-Remitting
Clinical Research
medicine
Humans
Longitudinal Studies
Secondary progressive
Research Articles
Expanded Disability Status Scale
business.industry
Vital Signs
General Neuroscience
Multiple sclerosis
Neurosciences
Mean age
Signal Processing, Computer-Assisted
Middle Aged
Multiple Sclerosis, Chronic Progressive
medicine.disease
Short interval
Brain Disorders
Clinical Practice
030104 developmental biology
Chronic Progressive
Signal Processing
Neurological
Female
Neurology (clinical)
business
030217 neurology & neurosurgery
Algorithms
Research Article
Subjects
Details
- Language :
- English
- ISSN :
- 23289503
- Volume :
- 8
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Annals of Clinical and Translational Neurology
- Accession number :
- edsair.doi.dedup.....aa44737c028009c152fbaeebd584c981