Evidence map›Paper›PMID 41617883›Full record

ArticleNature computational science2026

deepmriprep: voxel-based morphometry preprocessing via deep neural networks.

Lukas Fisch, Nils R Winter, Janik Goltermann, Carlotta Barkhau, Daniel Emden, Jan Ernsting, Maximilian Konowski, Ramona Leenings, Tiana Borgers, Kira Flinkenflügel and 18 more

Abstract read
In one paragraph

Article in Nature computational science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
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

28 authors.

Lukas FischInstitute for Translational Psychiatry, University of Münster, Münster, Germany. l.fisch@uni-muenster.de.ORCID 0000-0001-6424-7676
Nils R WinterInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Janik GoltermannInstitute for Translational Psychiatry, University of Münster, Münster, Germany.ORCID 0000-0003-3087-1002
Carlotta BarkhauInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Daniel EmdenInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Jan ErnstingInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Maximilian KonowskiInstitute for Translational Psychiatry, University of Münster, Münster, Germany.ORCID 0009-0009-2790-9330
Ramona LeeningsInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Tiana BorgersInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Kira FlinkenflügelInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Dominik GrotegerdInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Anna KrausInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Elisabeth J LeehrInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Susanne MeinertInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Frederike SteinDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Lea TeutenbergDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Florian Thomas-OdenthalDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Paula UsemannDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Marco HermesdorfInstitute of Epidemiology and Social Medicine, University of Münster, Münster, Germany.
Hamidreza JamalabadiDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.ORCID 0000-0003-2485-2374
Andreas JansenDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Igor NenadićDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.ORCID 0000-0002-0749-7473
Benjamin StraubeDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Tilo KircherDepartment of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany.
Klaus BergerInstitute of Epidemiology and Social Medicine, University of Münster, Münster, Germany.
Benjamin RisseInstitute for Geoinformatics, University of Münster, Münster, Germany.
Udo DannlowskiInstitute for Translational Psychiatry, University of Münster, Münster, Germany.
Tim HahnInstitute for Translational Psychiatry, University of Münster, Münster, Germany.

Funding

Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/10-1Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/11-1Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/5-1Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/5-2Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/6-1Deutsche Forschungsgemeinschaft (German Research Foundation) DA1151/9-1Deutsche Forschungsgemeinschaft (German Research Foundation) HA7070/2-2Deutsche Forschungsgemeinschaft (German Research Foundation) HA7070/3Deutsche Forschungsgemeinschaft (German Research Foundation) HA7070/4Deutsche Forschungsgemeinschaft (German Research Foundation) JA1890/7-1Deutsche Forschungsgemeinschaft (German Research Foundation) JA1890/7-2Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/14-1Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/14-2Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/15-1Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/17-1Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/20-1Deutsche Forschungsgemeinschaft (German Research Foundation) KI588/22-1Deutsche Forschungsgemeinschaft (German Research Foundation) NE2254/1-2Deutsche Forschungsgemeinschaft (German Research Foundation) NE2254/3-1Deutsche Forschungsgemeinschaft (German Research Foundation) NE2254/4-1Deutsche Forschungsgemeinschaft (German Research Foundation) STR1146/18-1Else Kröner-Fresenius-Stiftung (Else Kroner-Fresenius Foundation) 2023_EKEA.153
6 · The paper itself

Abstract

Voxel-based morphometry (VBM), a popular approach in neuroimaging research, uses magnetic resonance imaging data to assess variations in the local density of brain tissue and to examine its associations with biological and psychometric variables. Here we present deepmriprep, a preprocessing pipeline designed to leverage neural networks to perform all the necessary preprocessing steps for the VBM analysis of T

Indexed as

BrainImage Processing, Computer-AssistedMagnetic Resonance ImagingNeural Networks, ComputerNeuroimagingAlgorithmsHumans

Identifiers

PMID41617883
PMCPMC13021509

What OpenQuestion holds

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LicenceCC BY
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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.