OSCR

Neuroscience-guided bilateral thalamic MRI deep learning for obstructive sleep apnea diagnosis: a dual-center translational study.

Overview

Authors: Chong Tao1, Saiyue Yu2, Lin Han1, Qiyuan Cai1, Lingzi Meng1, Yan Jiang1,3, Lin Wang1
  1. Department of Otorhinolaryngology Head and Neck Surgery, The Affiliated Hospital of Qingdao University,No. 59, Haier Road, Laoshan District, Qingdao, 266003 China
  2. Department of Anesthesiology, The Affiliated Hospital of Qingdao University,No. 59, Haier Road, Laoshan District, Qingdao, 266003 China
  3. Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University,beijing, China
Institutions: Affiliated Hospital of Qingdao University (China); Capital Medical University (China)
Journal: BMC psychiatry, volume 26, issue 1, article 713
Dates: received 5 May 2026; accepted 27 July 2026; published online 31 July 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1186/s12888-026-08472-5 · PMID 42717319 · PMCID PMC13560332 · OpenAlex W7171950559
Open access: gold, a free copy (OpenAlex)
Status: code on request
Categories: structural MRI / diffusion (modality), EEG (modality), human (organism), mouse (organism), sleep disorders (population), clinical / translational (subfield)
Methods: Connectivity, Spectral & time-frequency, Preprocessing, Statistics, Machine learning, fMRI & imaging, Single-unit activity, calcium imaging
Keywords: Obstructive sleep apnea, Intermittent hypoxia, Thalamus, Magnetic resonance imaging, Deep learning
MeSH: Deep Learning*, Magnetic Resonance Imaging*, Sleep Apnea, Obstructive*, Thalamus*, Adult, Animals, Humans, Hypoxia, Male, Mice, Mice, Inbred C57BL, Middle Aged, Polysomnography, Retrospective Studies, Translational Research, Biomedical (* major topic)
Topic: Obstructive Sleep Apnea Research (Physiology, Medicine), according to OpenAlex
Citations: not cited yet (Europe PMC); 25 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.

The paper's code and data availability statement is in the Data section.

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Data

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Code and data availability statement

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  • it says that the data are available on request
  • it says that the code is available on request

Read it in the paper: doi.org/10.1186/s12888-026-08472-5.

Versions

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Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 7 authors, 5 keywords, 15 MeSH terms, 25 references.

Cite

This paper

Tao, C., Yu, S., Han, L., Cai, Q., Meng, L., Jiang, Y., & Wang, L. (2026). Neuroscience-guided bilateral thalamic MRI deep learning for obstructive sleep apnea diagnosis: a dual-center translational study. BMC psychiatry, 26(1), 713. https://doi.org/10.1186/s12888-026-08472-5

BibTeX

@article{tao2026neuroscience,
author = {Tao, Chong and Yu, Saiyue and Han, Lin and Cai, Qiyuan and Meng, Lingzi and Jiang, Yan and Wang, Lin},
title = {{Neuroscience-guided bilateral thalamic MRI deep learning for obstructive sleep apnea diagnosis: a dual-center translational study}},
journal = {BMC psychiatry},
year = {2026},
month = jul,
volume = {26},
number = {1},
pages = {713},
publisher = {BMC},
issn = {1471-244X},
doi = {10.1186/s12888-026-08472-5},
url = {https://doi.org/10.1186/s12888-026-08472-5},
pmid = {42717319},
pmcid = {PMC13560332}
}

RIS

TY - JOUR
AU - Tao, Chong
AU - Yu, Saiyue
AU - Han, Lin
AU - Cai, Qiyuan
AU - Meng, Lingzi
AU - Jiang, Yan
AU - Wang, Lin
TI - Neuroscience-guided bilateral thalamic MRI deep learning for obstructive sleep apnea diagnosis: a dual-center translational study
T2 - BMC psychiatry
J2 - BMC Psychiatry
PY - 2026
DA - 2026/07/31
VL - 26
IS - 1
SP - 713
SN - 1471-244X
PB - BMC
DO - 10.1186/s12888-026-08472-5
UR - https://doi.org/10.1186/s12888-026-08472-5
LA - en
ER -

CSL-JSON

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"title": "Neuroscience-guided bilateral thalamic MRI deep learning for obstructive sleep apnea diagnosis: a dual-center translational study",
"container-title": "BMC psychiatry",
"author": [
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"given": "Chong"
},
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"ISSN": "1471-244X",
"publisher": "BMC",
"URL": "https://doi.org/10.1186/s12888-026-08472-5",
"language": "en",
"issued": {
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}

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