REST deficiency and neurogenic-to-gliogenic shift in down syndrome human cerebral organoids.
Overview
- Department of Neurosurgery, The Second Affiliated Hospital of Zunyi Medical University, Zunyi City, 563000 Guizhou Province China
- Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400 Serdang, Selangor Malaysia
- Department of Human Anatomy, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang, 43400 Selangor Malaysia
- Institute for Neuroscience and Cardiovascular Research, The University of Edinburgh, Hugh Robson Building, 15 George Square, Edinburgh, EH8 9XD UK
- Malaysian Research Institute on Ageing (MyAgeing®), Universiti Putra Malaysia, 43400 Serdang, Selangor Malaysia
- M. Kandiah Faculty of Medicine and Health Sciences, Universiti Tunku Abdul Rahman, Cheras, Selangor Malaysia
- Fakultas Kedokteran, Universitas Pembangunan Nasional “Veteran” Jakarta, Jakarta, Indonesia
Abstract
Down syndrome (DS) features impaired cortical neurogenesis and excess gliogenesis, yet the temporal regulatory events driving this imbalance remain unclear. Here, we combine multi-timepoint transcriptomic analyses from publicly available datasets, network modelling, and machine-learning prioritization, with validation in isogenic human iPSC-derived cerebral organoids, to identify a discrete pathogenic window at 90 days in vitro (DIV 90). Across five developmental stages, REST target genes were preferentially dysregulated in DS organoids. WGCNA revealed a DS-associated module at DIV-90 that strongly overlapped with REST targets, and two orthogonal machine-learning approaches converged on six REST-regulated hub genes—CSTB, MCM3AP, PFKL, POFUT2, PRMT2, and RWDD2B. In trisomic organoids, REST mRNA and nuclear protein were markedly reduced at DIV-90, accompanied by diminished DCX expression and activation of NFIA and STAT3, suggesting a neurogenic-to-gliogenic fate transition. These findings suggest REST dysfunction as a potential temporal regulator of lineage imbalance in DS and highlight REST-linked networks as potential targets for early developmental intervention.
Supplementary Information: The online version contains supplementary material available at 10.1186/
Reproduced under the paper's license (CC BY), from the paper cited above.
Code
The paper links to its data, not to its authors' code: see the Data section.
Tracing map
A tracing map links a paper to the code its authors published: this paper has none, so it has no map.
Data
Datasets cited
- figshare:32944007, at figshare; found in DataCite
- geo:GSE124513, at NCBI GEO; found in the text, “Acquisition of DS brain organoid datasets”
Other data links
- ncbi.nlm.nih.gov/
geo , NCBI; found in the text, “Acquisition of DS brain organoid datasets”
Data availability
The original contributions presented in the study are included in the article/
Reproduced under the paper's license (CC BY), from the paper cited above.
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, 28 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 8 authors, 5 keywords, 13 MeSH terms, 2 funders, 42 references.
Cite
This paper
Huang, T., Lim, C.-T., Li, W., Fakurazi, S., Mason, J. O., Cheah, P.-S., Li, Y., & Ling, K.-H. (2026). REST deficiency and neurogenic-to-gliogenic shift in down syndrome human cerebral organoids. Molecular brain, 19(1), 55. https://
BibTeX
@article{huang2026rest,
author = {Huang, Tan and Lim, Chong-Teik and Li, Wei and Fakurazi, Sharida and Mason, John O and Cheah, Pike-See and Li, Yi and Ling, King-Hwa},
title = {{REST deficiency and neurogenic-to-gliogenic shift in down syndrome human cerebral organoids}},
journal = {Molecular brain},
year = {2026},
month = may,
volume = {19},
number = {1},
pages = {55},
publisher = {BMC},
issn = {1756-6606},
doi = {10.1186/
url = {https://
pmid = {42143345},
pmcid = {PMC13348641}
}
RIS
TY - JOUR
AU - Huang, Tan
AU - Lim, Chong-Teik
AU - Li, Wei
AU - Fakurazi, Sharida
AU - Mason, John O
AU - Cheah, Pike-See
AU - Li, Yi
AU - Ling, King-Hwa
TI - REST deficiency and neurogenic-to-gliogenic shift in down syndrome human cerebral organoids
T2 - Molecular brain
J2 - Mol Brain
PY - 2026
DA - 2026/
VL - 19
IS - 1
SP - 55
SN - 1756-6606
PB - BMC
DO - 10.1186/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1186/
"type": "article-journal",
"title": "REST deficiency and neurogenic-to-gliogenic shift in down syndrome human cerebral organoids",
"container-title": "Molecular brain",
"author": [
{
"family": "Huang",
"given": "Tan"
},
{
"family": "Lim",
"given": "Chong-Teik"
},
{
"family": "Li",
"given": "Wei"
},
{
"family": "Fakurazi",
"given": "Sharida"
},
{
"family": "Mason",
"given": "John O"
},
{
"family": "Cheah",
"given": "Pike-See"
},
{
"family": "Li",
"given": "Yi"
},
{
"family": "Ling",
"given": "King-Hwa"
}
],
"container-title-short":
"volume": "19",
"issue": "1",
"page": "55",
"DOI": "10.1186/
"PMID": "42143345",
"PMCID": "PMC13348641",
"ISSN": "1756-6606",
"publisher": "BMC",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
5,
16
]
]
}
}
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:10.1002/adhm.202504889 [code]
- Mapping the Cerebral Organoid Landscape: A Systematic Review of Preclinical 3D Models in Neuroscience.Journal: Advanced healthcare materialsIn common: developmental, other condition, 6 references
- [2] doi:10.1016/j.ajhg.2026.02.014
- Selective chr21 homolog silencing reveals polymorphisms influence the epigenetic silencing and functional dosage of RWDD2B.Journal: American journal of human geneticsIn common: genetics / omics, other condition, 5 references
- [3] doi:10.1016/j.xpro.2026.104423 [code]
- Protocol for quality control screening of brain organoid morphology.Journal: STAR protocolsIn common: developmental, 3 references
- [4] doi:10.1038/s41593-026-02367-0 [code]
- A reproducible three-dimensional model of human brain tissue to investigate physiological and disease-associated microglia phenotypes.Journal: Nature neuroscienceIn common: 4 references
- [5] doi:10.7554/elife.98340 [code]
- Human adherent cortical organoids in a multi-well format.Journal: eLifeIn common: 3 references
- [6] doi:10.1002/exp2.70160
- &
lt;i& gt;RBFOX1& lt;/ i& gt; Dysfunction Unlocks & lt;i& gt;APOE4& lt;/ i& gt;-Associated Microglial Genesis and Exacerbates Alzheimer's Pathology in Human Cerebral Organoids. Journal: Exploration (Beijing, China)In common: 3 references - [7] doi:10.1126/sciadv.aec5080 [code]
- Label-free biochemical imaging and time point analysis of neural organoids via deep learning-enhanced Raman microspectroscopy.Journal: Science advancesIn common: developmental, 2 references
- [8] doi:10.1016/j.nbd.2026.107379 [code]
- DYRK1A and Parkinson's disease, facts and hypotheses.Journal: Neurobiology of diseaseIn common: 2 references
- [9] doi:10.3389/fneur.2026.1730761
- Peripheral blood transcriptomics identifies cohesin-chromatin and immune dysregulation in tics and Tourette syndrome.Journal: Frontiers in neurologyIn common: developmental, genetics / omics, other condition, 2 references
- [10] doi:10.1111/jnc.70502 [code]
- The Converging Effects of Different Categories of Antidepressants on the Brain: A Systematic Meta-Analysis of Public Transcriptional Profiling Data From the Hippocampus and Cortex.Journal: Journal of neurochemistryIn common: genetics / omics, 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.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
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.
