OSCR

Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis.

Overview

Authors: I. Tahir1, A. Planat-Chrétien1, A. Bertrand2, M. Linder3,4, C. Dondé5, R. Sosnik6, M. Polosan5
ORCID iDs: I. Tahir, R. Sosnik
  1. Univ. Grenoble Alpes, CEA-Leti Minatec, Campus MINATEC,F-38000 Grenoble, France
  2. Centre Hospitalier Universitaire Grenoble Alpes, Service Hospitalo-Universitaire de Psychiatrie,F-38000 Grenoble, France
  3. Sha’ar Menashe Mental Health Center, Sha’ar Menashe,Haifa, Israel
  4. The Ruth and Bruce Rappaport Faculty of Medicine, Technion,Haifa, Israel
  5. Univ. Grenoble Alpes, Inserm U1216, Grenoble Institut de Neurosciences, CHU de Grenoble,F-38000 Grenoble, France
  6. Faculty of Electrical and Electronics Engineering, Holon Institute of Technology (HIT),Holon, Israel
Journal: Translational psychiatry, volume 16, issue 1, article 177
Dates: received 28 May 2025; accepted 28 January 2026; published online 10 March 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1038/s41398-026-03858-1 · PMID 41807345 · PMCID PMC13039831 · OpenAlex W7134987370
Open access: gold, a free copy (OpenAlex)
Status: code on request
Categories: EEG (modality), fNIRS (modality), human (organism), bipolar (population), clinical / translational (subfield)
Methods: Spectral & time-frequency, Statistics, Smoothing, state filtering, decompositions, Machine learning, Preprocessing, Evoked potentials, fMRI & imaging, Single-unit activity, calcium imaging, Physiology & signal measures, Connectivity
Keywords: Diagnostic markers, Bipolar disorder
MeSH: Bipolar Disorder*, Electroencephalography*, Adult, Case-Control Studies, Emotions, Female, Frontal Lobe, Humans, Male, Spectroscopy, Near-Infrared (* major topic)
Topic: Bipolar Disorder and Treatment (Psychiatry and Mental health, Medicine), according to OpenAlex
Funding: Ministry of Science and technology (MOST), "“Maimonide-Israël”, Israël (Grant # 103366); Ministère de l'Enseignement Supérieur, de la Recherche, de la Science et de la Technologie (MESRST) (PHC MAIMONIDE 2022_Projet N°46504UB); Agence Nationale de la Recherche (French National Research Agency) (ANR-11-INBS-0006); Ministère de l’Europe et des Affaires étrangères (MEAE), PHC MAIMONIDE 2022_Projet N°46504UB, France
Citations: not cited yet (Europe PMC); 54 references in the paper

Abstract

The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

Code availability statement

The paper has a code availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • it says that the code is available on request

Read it in the paper: doi.org/10.1038/s41398-026-03858-1.

Tracing map

A tracing map links a paper to the code its authors published: this paper has none (its code is available on request), so it has no map.

Data

No dataset and no data link were found in the paper.

Data availability statement

The paper has a data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • it says that the data are available on request

Read it in the paper: doi.org/10.1038/s41398-026-03858-1.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 30 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 7 authors, 2 keywords, 10 MeSH terms, 4 funders, 52 references.

Cite

This paper

Tahir, I., Planat-Chrétien, A., Bertrand, A., Linder, M., Dondé, C., Sosnik, R., & Polosan, M. (2026). Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis. Translational psychiatry, 16(1), 177. https://doi.org/10.1038/s41398-026-03858-1

BibTeX

@article{tahir2026multimodal,
author = {Tahir, I. and Planat-Chrétien, A. and Bertrand, A. and Linder, M. and Dondé, C. and Sosnik, R. and Polosan, M.},
title = {{Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis}},
journal = {Translational psychiatry},
year = {2026},
month = mar,
volume = {16},
number = {1},
pages = {177},
publisher = {Nature Publishing Group},
issn = {2158-3188},
doi = {10.1038/s41398-026-03858-1},
url = {https://doi.org/10.1038/s41398-026-03858-1},
pmid = {41807345},
pmcid = {PMC13039831}
}

RIS

TY - JOUR
AU - Tahir, I.
AU - Planat-Chrétien, A.
AU - Bertrand, A.
AU - Linder, M.
AU - Dondé, C.
AU - Sosnik, R.
AU - Polosan, M.
TI - Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis
T2 - Translational psychiatry
J2 - Transl Psychiatry
PY - 2026
DA - 2026/03/10
VL - 16
IS - 1
SP - 177
SN - 2158-3188
PB - Nature Publishing Group
DO - 10.1038/s41398-026-03858-1
UR - https://doi.org/10.1038/s41398-026-03858-1
LA - en
ER -

CSL-JSON

{
"id": "10.1038/s41398-026-03858-1",
"type": "article-journal",
"title": "Multimodal EEG-fNIRS classification as a clinical tool for bipolar disorder diagnosis",
"container-title": "Translational psychiatry",
"author": [
{
"family": "Tahir",
"given": "I."
},
{
"family": "Planat-Chrétien",
"given": "A."
},
{
"family": "Bertrand",
"given": "A."
},
{
"family": "Linder",
"given": "M."
},
{
"family": "Dondé",
"given": "C."
},
{
"family": "Sosnik",
"given": "R."
},
{
"family": "Polosan",
"given": "M."
}
],
"container-title-short": "Transl Psychiatry",
"volume": "16",
"issue": "1",
"page": "177",
"DOI": "10.1038/s41398-026-03858-1",
"PMID": "41807345",
"PMCID": "PMC13039831",
"ISSN": "2158-3188",
"publisher": "Nature Publishing Group",
"URL": "https://doi.org/10.1038/s41398-026-03858-1",
"language": "en",
"issued": {
"date-parts": [
[
2026,
3,
10
]
]
}
}

Similar papers

The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.

[1] doi:10.1117/1.nph.12.2.025011 [code]
NIRSTORM: a Brainstorm extension dedicated to functional near-infrared spectroscopy data analysis, advanced 3D reconstructions, and optimal probe design
Journal: n/a
In common: fNIRS, EEG, 3 references
[2] doi:10.1117/1.nph.13.s3.s32602 [code]
Cedalion tutorial: a Python-based framework for comprehensive analysis of multimodal fNIRS and DOT from the lab to the everyday world.
Journal: Neurophotonics
In common: fNIRS, 3 references
[3] doi:10.1117/1.nph.13.3.035009
Single-subject detection of speech network activation using functional near-infrared spectroscopy.
Journal: Neurophotonics
In common: fNIRS, 3 references
[4] doi:10.1093/psyrad/kkag015 [code]
Neurocomputational mechanisms of reward-based online mood regulation in adolescents with bipolar disorder and major depressive disorder.
Journal: Psychoradiology
In common: bipolar, 2 references
[5] doi:10.3389/fpsyg.2026.1873912
Emotional interference and right prefrontal hemodynamic responses in adult cannabis users: a pilot fNIRS study.
Journal: Frontiers in psychology
In common: fNIRS, 3 references
[6] doi:10.1038/s41598-026-50540-z [code]
Addressing arbitrary choices of frequency band of interest in fNIRS hyperscanning.
Journal: Scientific reports
In common: fNIRS, 2 references
[7] doi:10.1002/dev.70134
Developing Best Practices for Inclusion in fNIRS Research: Equity for Participants With Afro-Textured Hair.
Journal: Developmental psychobiology
In common: fNIRS, clinical / translational, 2 references
[8] doi:10.3389/fnhum.2026.1856059 [code]
Feasibility of fNIRS for assessing n-back task-related prefrontal cortex oxygenation after continuous cycling at varying intensities: an evaluation of protocol feasibility.
Journal: Frontiers in human neuroscience
In common: fNIRS, 2 references
[9] doi:10.1111/psyp.70397 [code]
Cortical Contributions to Attentional Orienting and Response Cancellation in Action Stopping.
Journal: Psychophysiology
In common: fNIRS, 2 references
[10] doi:10.1364/boe.604286
Computational validation of optical adaptive depth steering for continuous-wave fNIRS.
Journal: Biomedical optics express
In common: fNIRS, 2 references

Contribute

The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.

Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.

Request its removal

To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).

Discussion, reproductions, activity

Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.