OSCR

Genotype-specific molecular and functional trajectories in NGLY1 deficiency: a comparative multi-omics study of patient-derived iPSC neurons

Overview

Authors: Soukaina Amniouel1, Zeenat A. Shyr1, William F. Borschel1, Mitali Tambe1, Atena Farkhondeh1, Wei Zheng1
  1. National Center for Advancing Translational Sciences, National Institutes of Health, Bethesda, MD, United States
Journal: Frontiers in cell and developmental biology, volume 14, article 1966226
Dates: received 12 August 2026; accepted 28 September 2026; published online 15 October 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI · PMCID PMC13716747
Categories: genetics / omics (modality), extracellular electrophysiology (units, LFP) (modality), human (organism)
Methods: Connectivity, Statistics, Smoothing, state filtering, decompositions, Single-unit activity, calcium imaging
Keywords: genotype-specific biomarkers, rare diseases, induced pluripotent stem cells, multielectrode array, NGLY1 deficiency, proteomics, transcriptomics, multi-omics
Citations: not cited yet (Europe PMC); 21 references in the paper

Abstract

Background: NGLY1 deficiency is an ultra-rare congenital disorder of deglycosylation with prominent neurodevelopmental impairment and marked allelic heterogeneity. Prior human neuronal models have characterized NGLY1 loss largely within single genetic backgrounds, leaving open whether distinct patient genotypes converge on a shared molecular state or follow divergent routes. Because clinical presentations overlap across genotypes, resolving this question requires a direct, within-system comparison of multiple genotypes rather than characterization of any single line.

Methods: We generated iPSC-derived glutamatergic neurons from three patients carrying distinct biallelic NGLY1 genotypes (R401X/R401X, Q208X/G310G, L318P/R390P) and two healthy controls, and profiled them head-to-head using matched transcriptomics and proteomics at day 28, RNA to protein concordance and differential exon usage analysis, pathway and phenotype network integration, and longitudinal multielectrode array (MEA) recordings during early network maturation.

Results: Across both molecular layers, samples segregated strongly by genotype rather than forming a unified disease signature. Differential expression revealed pronounced between-genotype heterogeneity with only a small shared molecular core. RNA to protein concordance was moderate and genotype-dependent, and differential exon usage was enriched among discordant genes in a mutation-dependent manner, implicating splicing-level regulation in the transcript to protein divergence. Integrated networks linked genotype-specific concordant changes to synaptic signaling, calcium handling, metabolism, and extracellular matrix remodeling, and connected them to overlapping clinical phenotypes through distinct molecular routes. MEA recordings showed delayed maturation and genotype-dependent shifts in network excitability, with functional clustering that mirrored the molecular separation.

Conclusion: Distinct NGLY1 genotypes produce divergent molecular and functional trajectories that converge on impaired network maturation through non-identical routes. These findings reframe NGLY1 deficiency as a set of genotype-specific molecular states rather than a single phenotype, with direct implications for mechanistic subgrouping and the design of preclinical models and validation studies.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

The paper links to its data and to no code of its authors: 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

Data availability statement

Transcriptomics data is available in GEO database under the accession number: GSE330278. The proteomics data is available in https://doi.org/10.5281/zenodo.22817557.

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, 30 October 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 6 authors, 8 keywords, 21 references.

Cite

This paper

Amniouel, S., Shyr, Z. A., Borschel, W. F., Tambe, M., Farkhondeh, A., & Zheng, W. (2026). Genotype-specific molecular and functional trajectories in NGLY1 deficiency: a comparative multi-omics study of patient-derived iPSC neurons. Frontiers in cell and developmental biology, 14, 1966226.

BibTeX

@article{amniouel2026genotype,
author = {Amniouel, Soukaina and Shyr, Zeenat A. and Borschel, William F. and Tambe, Mitali and Farkhondeh, Atena and Zheng, Wei},
title = {{Genotype-specific molecular and functional trajectories in NGLY1 deficiency: a comparative multi-omics study of patient-derived iPSC neurons}},
journal = {Frontiers in cell and developmental biology},
year = {2026},
month = oct,
volume = {14},
pages = {1966226},
publisher = {Frontiers Media SA},
issn = {2296-634X},
pmcid = {PMC13716747}
}

RIS

TY - JOUR
AU - Amniouel, Soukaina
AU - Shyr, Zeenat A.
AU - Borschel, William F.
AU - Tambe, Mitali
AU - Farkhondeh, Atena
AU - Zheng, Wei
TI - Genotype-specific molecular and functional trajectories in NGLY1 deficiency: a comparative multi-omics study of patient-derived iPSC neurons
T2 - Frontiers in cell and developmental biology
J2 - Front Cell Dev Biol
PY - 2026
DA - 2026/10/30
VL - 14
SP - 1966226
SN - 2296-634X
PB - Frontiers Media SA
LA - en
ER -

CSL-JSON

{
"id": "pmcid:PMC13716747",
"type": "article-journal",
"title": "Genotype-specific molecular and functional trajectories in NGLY1 deficiency: a comparative multi-omics study of patient-derived iPSC neurons",
"container-title": "Frontiers in cell and developmental biology",
"author": [
{
"family": "Amniouel",
"given": "Soukaina"
},
{
"family": "Shyr",
"given": "Zeenat A."
},
{
"family": "Borschel",
"given": "William F."
},
{
"family": "Tambe",
"given": "Mitali"
},
{
"family": "Farkhondeh",
"given": "Atena"
},
{
"family": "Zheng",
"given": "Wei"
}
],
"container-title-short": "Front Cell Dev Biol",
"volume": "14",
"page": "1966226",
"PMCID": "PMC13716747",
"ISSN": "2296-634X",
"publisher": "Frontiers Media SA",
"language": "en",
"issued": {
"date-parts": [
[
2026,
10,
30
]
]
}
}

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:10.1186/s13023-026-04261-1
Progressive neurodegeneration, motor decline, and premature mortality in aging Ngly1 deficient rats.
Journal: Orphanet journal of rare diseases
In common: 5 references
[2] doi:10.1016/j.celrep.2023.113466
NGLY1 mutations cause protein aggregation in human neurons.
Journal: Cell reports
In common: genetics / omics, 2 references
[3] doi:10.1126/sciadv.ads6967 [code]
Benchmarking macaque brain gene expression for horizontal and vertical translation.
Journal: Science advances
In common: genetics / omics, 2 references
[4] doi:10.1016/j.neuroimage.2023.120095
Relationships between neurotransmitter receptor densities and expression levels of their corresponding genes in the human hippocampus.
Journal: NeuroImage
In common: genetics / omics, 2 references
[5] doi:10.1016/j.stemcr.2026.102872 [code]
A semi-automated MEA spike sorting method for high-throughput assessment of cultured neurons.
Journal: Stem cell reports
In common: extracellular electrophysiology (units, LFP), 1 reference
[6] doi:10.1016/j.crmeth.2026.101371 [code]
Electrophysiological development and functional plasticity in dissociated human cerebral organoids across multiple cell lines.
Journal: Cell reports methods
In common: extracellular electrophysiology (units, LFP), 1 reference
[7] doi:10.3390/biology14101433
From Genome-Wide SNPs to Neuroimmune Crosstalk: Mapping the Genetic Landscape of IBD and Its Brain Overlap.
Journal: Biology
In common: genetics / omics, 1 reference
[8] doi:10.1038/s41467-023-39411-7 [code]
Spatiotemporal proteomic atlas of multiple brain regions across early fetal to neonatal stages in cynomolgus monkey.
Journal: Nature communications
In common: genetics / omics, 1 reference
[9] doi:10.1038/s41420-026-03185-w [code]
An electrophysiological and proteomics roadmap for human induced glutamatergic neurons: fine-tuning of culture conditions for pathophysiological studies.
Journal: Cell death discovery
In common: genetics / omics, 1 reference
[10] doi:10.1038/s41467-025-59654-w [code]
An integrative systems-biology approach defines mechanisms of Alzheimer's disease neurodegeneration.
Journal: Nature communications
In common: genetics / omics, 1 reference

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: code errors and mismatches between the code and the paper about this paper and its code, from readers and its authors, beside the paper and its tracing map.

Reproductions: reports from readers who ran the authors' code and did not get the paper's result, what they ran, with which environment, commit and data.

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