Evidence map›Paper›PMID 35102604›Full record

ArticleMovement disorders : official journal of the Movement Disorder Society2022

Deep Learning-Based Neuromelanin MRI Changes of Isolated REM Sleep Behavior Disorder.

Rahul Gaurav, Nadya Pyatigorskaya, Emma Biondetti, Romain Valabrègue, Lydia Yahia-Cherif, Graziella Mangone, Smaranda Leu-Semenescu, Jean-Christophe Corvol, Marie Vidailhet, Isabelle Arnulf and 1 more

Open access · hybridAbstract read
In one paragraph

Article in Movement disorders : official journal of the Movement Disorder Society, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed
4.1field-weighted citation impact, top 5% of its field
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

23 citing papers in PubMed, 36 citations in OpenAlex.

  1. Review
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  5. Early Changes in the Locus Coeruleus in Mild Cognitive Impairment with Lewy Bodies.Movement disorders : official journal of the Movement Disorder Society · 2025
    Article
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  10. Neuromelanin-sensitive MRI for mechanistic research and biomarker development in psychiatry.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2024
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 2 institutions in 1 country.

Rahul GauravCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.ORCID 0000-0001-9983-5873
Nadya PyatigorskayaCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.
Emma BiondettiCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.
Romain ValabrègueCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.
Lydia Yahia-CherifCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.
Graziella MangoneSorbonne Université, Paris Brain Institute-ICM, INSERM U1127, CNRS UMR 7225, Pitié-Salpêtrière Hospital, Paris, France.
Smaranda Leu-SemenescuSleep Disorders Unit, Pitié-Salpêtrière Hospital, AP-HP, Paris, France.
Jean-Christophe CorvolSorbonne Université, Paris Brain Institute-ICM, INSERM U1127, CNRS UMR 7225, Pitié-Salpêtrière Hospital, Paris, France.ORCID 0000-0001-7325-0199
Marie VidailhetSorbonne Université, Paris Brain Institute-ICM, INSERM U1127, CNRS UMR 7225, Pitié-Salpêtrière Hospital, Paris, France.
Isabelle ArnulfCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.ORCID 0000-0002-2240-2516
Stéphane LehéricyCenter for NeuroImaging Research (CENIR), Paris Brain Institute-ICM, Paris, France.
Centre National de la Recherche Scientifique · FRSorbonne Université · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIsolated REM sleep behavior disorder (iRBD) is considered a prodromal stage of parkinsonism. Neurodegenerative changes in the substantia nigra pars compacta (SNc) in parkinsonism can be detected using neuromelanin-sensitive MRI.

objectiveTo investigate SNc neuromelanin changes in iRBD patients using fully automatic segmentation.

methodsWe included 47 iRBD patients, 134 early Parkinson's disease (PD) patients and 55 healthy volunteers (HVs) scanned at 3 Tesla. SNc regions-of-interest were delineated automatically using convolutional neural network. SNc volumes, volumes corrected by total intracranial volume, signal-to-noise ratio (SNR) and contrast-to-noise ratio were computed. One-way general linear models (GLM) analysis of covariance (ANCOVA) was conducted while adjusting for age and sex.

resultsAll SNc measurements differed significantly between the three groups (except SNR in iRBD). Changes in iRBD were intermediate between those in PD and HVs.

conclusionsUsing fully automated SNc segmentation method and neuromelanin-sensitive imaging, iRBD patients showed neurodegenerative changes in the SNc at a lower level than in PD patients. © 2022 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.

Indexed as

Deep LearningParkinson DiseaseParkinsonian DisordersREM Sleep Behavior DisorderHumansMagnetic Resonance ImagingMelaninsSubstantia NigraMelaninsneuromelaninartificial intelligenceconvolutional neural networksdeep learningisolated REM sleep behavior disorderneuromelaninparkinsonismsubstantia nigra

Identifiers

PMID35102604
PMCPMC9302679
OpenAlexW4210417783

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.