ArticleAnnals of clinical and translational neurology2017
PREP2: A biomarker-based algorithm for predicting upper limb function after stroke.
Article in Annals of clinical and translational neurology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04688970 (Personalized Neurorehabilitative Precision Medicine - From Data to Therapies), which is not on this map. Cited by 157 papers, 6 of them syntheses that pooled it.
What it found
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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.
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.
Personalized Neurorehabilitative Precision Medicine - From Data to Therapies
Who cites it
157 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- TMS-Derived Neurophysiological Measures of Corticospinal Excitability, Intracortical Excitability, and Interhemispheric Interactions Associated With Post-Stroke Motor Recovery: A Systematic Review.The European journal of neuroscience · 2026Pooled it
- Motor rehabilitation after stroke: European Stroke Organisation (ESO) consensus-based definition and guiding framework.European stroke journal · 2023Guideline
- Quantitative measures of the resting EEG in stroke: a systematic review on clinical correlation and prognostic value.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2023Pooled it
- Comparing upper limb motor recovery in subacute ischaemic stroke and intracerebral haemorrhage: A Systematic Review.Health open research · 2023Pooled it
- European evidence-based recommendations for clinical assessment of upper limb in neurorehabilitation (CAULIN): data synthesis from systematic reviews, clinical practice guidelines and expert consensus.Journal of neuroengineering and rehabilitation · 2021Pooled it
- Prognostic accuracy of transcranial magnetic stimulation-induced motor evoked potentials on recovery of upper limb: a systematic review.Frontiers in neurologyPooled it
- Repetitive Transcranial Magnetic Stimulation of the Contralesional Dorsal Premotor Cortex for Upper Extremity Motor Improvement in Severe Stroke: A Pilot Randomized Clinical Trial.American journal of physical medicine & rehabilitation · 2026Trial
- Enhancing spontaneous recovery after stroke: a randomized controlled trial.Brain communications · 2026Trial
- MEP Status is Not Predictive of Response to Upper Limb Training in People With Chronic, Moderate-Severe Hemiparesis Post-Stroke.Neurorehabilitation and neural repair · 2025Trial
- A randomized controlled trial of timing and dosage of upper extremity rehabilitation in virtual environments in persons with subacute stroke.Scientific reports · 2025Trial
- Long-term effect of additional rehabilitation following botulinum toxin-A on upper limb activity in chronic stroke: the InTENSE randomised trial.BMC neurology · 2022Trial
- Age is negatively associated with upper limb recovery after conventional but not robotic rehabilitation in patients with stroke: a secondary analysis of a randomized-controlled trial.Journal of neurology · 2021Trial
- Robot-assisted training compared with an enhanced upper limb therapy programme and with usual care for upper limb functional limitation after stroke: the RATULS three-group RCT.Health technology assessment (Winchester, England) · 2020Trial
- Brain oscillatory activity as a biomarker of motor recovery in chronic stroke.Human brain mapping · 2020Trial
- Intracerebral implantation of human neural stem cells and motor recovery after stroke: multicentre prospective single-arm study (PISCES-2).Journal of neurology, neurosurgery, and psychiatry · 2020Trial
- Trial
- Robot assisted training for the upper limb after stroke (RATULS): a multicentre randomised controlled trial.Lancet (London, England) · 2019Trial
- Trial
- Cortico-spinal excitability and hand motor recovery in stroke: a longitudinal study.Journal of neurology · 2018Trial
- Predicting Functional Prognosis in Supratentorial Stroke Using [¹⁸F]Fluoro-2-deoxy-D-glucose Positron Emission Tomography.Yonsei medical journal · 2026Article
97 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Recovery of motor function is important for regaining independence after stroke, but difficult to predict for individual patients. Our aim was to develop an efficient, accurate, and accessible algorithm for use in clinical settings. Clinical, neurophysiological, and neuroimaging biomarkers of corticospinal integrity obtained within days of stroke were combined to predict likely upper limb motor outcomes 3 months after stroke. Methods: Data from 207 patients recruited within 3 days of stroke [103 females (50%), median age 72 (range 18-98) years] were included in a Classification and Regression Tree analysis to predict upper limb function 3 months poststroke. Results: The analysis produced an algorithm that sequentially combined a measure of upper limb impairment; age; the presence or absence of upper limb motor evoked potentials elicited with transcranial magnetic stimulation; and stroke lesion load obtained from MRI or stroke severity assessed with the NIHSS score. The algorithm makes correct predictions for 75% of patients. A key biomarker obtained with transcranial magnetic stimulation is required for one third of patients. This biomarker combined with NIHSS score can be used in place of more costly magnetic resonance imaging, with no loss of prediction accuracy. Interpretation: The new algorithm is more accurate, efficient, and accessible than its predecessors, which may support its use in clinical practice. While further work is needed to potentially incorporate sensory and cognitive factors, the algorithm can be used within days of stroke to provide accurate predictions of upper limb functional outcomes at 3 months after stroke. www.presto.auckland.ac.nz.
Identifiers
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Registered trials
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.