Evidence map›Paper›PMID 39112485›Full record

ArticleNPJ Parkinson's disease2024

The digital signature of emergent tremor in Parkinson's disease.

Aryaman S Gala, Kevin B Wilkins, Matthew N Petrucci, Yasmine M Kehnemouyi, Anca Velisar, Megan H Trager, Helen M Bronte-Stewart

Abstract read
In one paragraph

Article in NPJ Parkinson's disease, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Review
  2. Article
  3. Closing the loop in DBS: A data-driven approach.Parkinsonism & related disorders · 2025
    Review
  4. Article
  5. Article
  6. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Aryaman S GalaDepartment of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, USA.
Kevin B WilkinsDepartment of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, USA.
Matthew N PetrucciDepartment of Bioengineering, Stanford University, Stanford, CA, USA.
Yasmine M KehnemouyiDepartment of Bioengineering, Stanford University, Stanford, CA, USA.
Anca VelisarThe Smith-Kettlewell Eye Research Institute, San Francisco, CA, USA.
Megan H TragerColumbia University College of Physicians and Surgeons, New York City, NY, USA.
Helen M Bronte-StewartDepartment of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, USA. hbs@stanford.edu.ORCID http://orcid.org/0000-0002-1839-4541

Funding

Stanford Alzheimer's Disease Research CenterAdmin Supp: Developing iPSC models for AD and PDP30AG066515 · NIA · STANFORD UNIVERSITY · PI ELIZABETH MORMINO · 2020 to 2026
$29.0M
Bilateral Closed Loop Deep Brain Stimulation for Freezing of Gait using Neural and Kinematic FeedbackUH3NS107709 · NINDS · STANFORD UNIVERSITY · PI BRONTE-STEWART, HELEN · 2019 to 2023
$6.1M
Neurostimulation of the Nucleus Basalis of Meynert for the Cognitive-Motor Syndrome in Parkinson's DiseaseUH3NS128150 · NINDS · STANFORD UNIVERSITY · PI Helen Bronte-Stewart · 2024 to 2026
$3.6M
Neurostimulation of the Nucleus Basalis of Meynert for the cognitive-motor syndrome in Parkinson's diseaseUG3NS128150 · NINDS · STANFORD UNIVERSITY · PI BRONTE-STEWART, HELEN · 2022 to 2023
$2.2M
Neural and Kinematic Features of Freezing of Gait for Adaptive NeurostimulationR21NS096398 · NINDS · STANFORD UNIVERSITY · PI BRONTE-STEWART, HELEN · 2016 to 2017
$432k
Michael J. Fox Foundation for Parkinson's Research (Michael J. Fox Foundation) 9605NIA NIH HHS P30 AG066515NINDS NIH HHS R21 NS096398NINDS NIH HHS UG3 NS128150NINDS NIH HHS UH3 NS107709NINDS NIH HHS UH3 NS128150Parkinson's Foundation (Parkinson's Foundation, Inc.) PDF-SFW-1330U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) R21 NS096398-02U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) UG3NS128150U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) UH3NS107709
6 · The paper itself

Abstract

Emergent tremor in Parkinson's disease (PD) can occur during sustained postures or movements that are different from action tremor. Tremor can contaminate the clinical rating of bradykinesia during finger tapping. Currently, there is no reliable way of isolating emergent tremor and measuring the cardinal motor symptoms based on voluntary movements only. In this study, we investigated whether emergent tremor during repetitive alternating finger tapping (RAFT) on a quantitative digitography (QDG) device could be reliably identified and distinguished from voluntary tapping. Ninety-six individuals with PD and forty-two healthy controls performed a thirty-second QDG-RAFT task and the Movement Disorders Society - Unified Parkinson's Disease Rating Scale Part III (MDS-UPDRS III). Visual identification of tremor during QDG-RAFT was labeled by an experienced movement disorders specialist. Two methods of identifying tremor were investigated: 1) physiologically informed temporal thresholds 2) XGBoost model using temporal and amplitude features of tapping. The XGBoost model showed high accuracy for identifying tremor (area under the precision-recall curve of 0.981) and outperformed temporal-based thresholds. Percent time duration of classifier-identified tremor showed significant correlations with MDS-UPDRS III tremor subscores (r = 0.50, p < 0.0001). There was a significant change in QDG metrics for bradykinesia, rigidity, and arrhythmicity after tremor strikes were excluded (p < 0.01). The results demonstrate that emergent tremor during QDG-RAFT has a unique digital signature and the duration of tremor correlated with the MDS-UPDRS III tremor items. When involuntary tremor strikes were excluded, the QDG metrics of bradykinesia and rigidity were significantly worse, demonstrating the importance of distinguishing tremor from voluntary movement when rating bradykinesia.

Identifiers

PMID39112485
PMCPMC11306561

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.