Evidence map›Paper›PMID 42146517›Full record

ArticlebioRxiv : the preprint server for biology2026

Open neuroinformatics infrastructure ecosystem for federated multisite studies.

Michelle Wang, Nikhil Bhagwat, Francesco Cremonesi, Mathieu Dugré, Julia-Katharina Pfarr, Emile d'Angremont, Alyssa Dai, Arman Jahanpour, Sebastian Urchs, Sergen Cansiz and 12 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

22 authors.

Michelle WangMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0002-3432-6899
Nikhil BhagwatMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0001-6073-7141
Francesco CremonesiEpione Research Team, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.ORCID 0000-0003-1027-485X
Mathieu DugréMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0003-2828-6031
Julia-Katharina PfarrMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0003-1450-6005
Emile d'AngremontDepartment of Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.ORCID 0000-0002-5468-8811
Alyssa DaiMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0003-0174-6800
Arman JahanpourMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0009-0008-5034-7535
Sebastian UrchsMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0001-5504-8579
Sergen CansizSED Group, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.
Lucie ChambonEpione Research Team, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.ORCID 0009-0007-7850-7695
Ali Tolga DinçerSED Group, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.
Jhonatan TorresSED Group, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.
Marc VesinSED Group, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.ORCID 0009-0009-0940-083X
Gabriel Pinilla-MonsalveCentre de Recherche, Institut Universitaire de Gériatrie de Montréal, Montréal, Canada.ORCID 0000-0003-1149-8193
Yuan SongCentre de Recherche, Institut Universitaire de Gériatrie de Montréal, Montréal, Canada.
Chris VriendDepartment of Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.ORCID 0000-0003-3111-1304
Francis JeansonCentre for Analytics, Ontario Brain Institute, Toronto, Canada.ORCID 0000-0001-6085-2967
Oury MonchiCentre de Recherche, Institut Universitaire de Gériatrie de Montréal, Montréal, Canada.ORCID 0000-0003-2148-5409
Ysbrand D van der WerfDepartment of Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.ORCID 0000-0003-2370-9584
Marco LorenziSED Group, Inria Center of Université Côte d'Azur, Sophia Antipolis, France.ORCID 0000-0003-0521-2881
Jean-Baptiste PolineMcConnell Brain Imaging Centre, The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Canada.ORCID 0000-0002-9794-749X

Funding

Resource DiscoveryP41EB019936 · NIBIB · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI David Nelson Kennedy · 2016 to 2026
$15.2M
Large-scale meta-analysis of functional MRI dataR01MH096906 · NIMH · UNIVERSITY OF TEXAS AT AUSTIN · PI Alejandro De La Vega · 2012 to 2026
$7.9M
Exposing the Deep Content of the Publication: Knowledge Extraction for Neuroimaging in Child PsychiatryR01MH083320 · NIMH · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI FRAZIER, JEAN A, KENNEDY, DAVID NELSON · 2009 to 2020
$6.3M
The Neuroimaging Data Model: FAIR descriptors of Brain Initiative Imaging ExperimentsRF1MH120021 · NIMH · UNIVERSITY OF CALIFORNIA-IRVINE · PI KEATOR, DAVID BRYANT · 2019 to 2019
$944k
NIBIB NIH HHS P41 EB019936NIMH NIH HHS R01 MH083320NIMH NIH HHS R01 MH096906NIMH NIH HHS RF1 MH120021
6 · The paper itself

Abstract

Despite growing understanding of the benefits of having Findable, Accessible, Interoperable, and Reusable (FAIR) data, many datasets still cannot be shared. Federated analysis methods can enable multisite studies that do not require the sharing of participant-level information. However, there are many practical hurdles that prevent the large-scale adoption of federated methods. We discuss challenges related to cross-site data preparation for federated learning, present solutions offered by recent neuroinformatics projects, and showcase an example of tool integration applied to neurodegenerative disease data.

Identifiers

PMID42146517
PMCPMC13174541

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.