OSCR

Single-cell analysis reveals cellular heterogeneity and limits of marker-based assessment in retinal ganglion cell-enriched organoid cultures.

Overview

Authors: Jessica Yuen Wuen Ma1, Dulce B Vargas-Landin2, Janya Grainok2, Alice Pébay1,3,4
  1. Department of Anatomy and Physiology, The University of Melbourne, Parkville, VIC 3010 Australia
  2. PYC Therapeutics, Nedlands, WA 6009 Australia
  3. Department of Surgery, Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC 3010 Australia
  4. CellTellus Laboratory, Melbourne, VIC 3000 Australia
Journal: Molecular medicine (Cambridge, Mass.), volume 32, issue 1, article 103
Dates: received 29 January 2026; accepted 18 April 2026; published online 30 April 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1186/s10020-026-01488-3 · PMID 42062849 · PMCID PMC13339495 · OpenAlex W7159635395
Open access: gold, a free copy (OpenAlex)
Status: data only
Categories: genetics / omics (modality), human (organism), cellular / molecular (subfield)
Methods: Statistics, Smoothing, state filtering, decompositions, Preprocessing, Connectivity
Keywords: Retinal ganglion cells, Single-cell RNA sequencing, Differentiation, Retinal organoids, hPSC
MeSH: Biomarkers*, Organoids*, Retinal Ganglion Cells*, Single-Cell Analysis*, Cell Differentiation, Cell Lineage, Humans, Pluripotent Stem Cells, Single-Cell Gene Expression Analysis (* major topic)
Topic: Retinal Development and Disorders (Molecular Biology, Biochemistry, Genetics and Molecular Biology), according to OpenAlex
Citations: not cited yet (Europe PMC); 88 references in the paper

Abstract

Human pluripotent stem cell (hPSC)-derived retinal organoids provide an in vitro system for generating retinal ganglion cells (RGCs), yet the cellular composition and developmental fidelity of RGC-enriched cultures remain insufficiently characterised. Here, we tested an RGC-enriched approach involving dissociation of hPSC-derived retinal organoids at day 40, corresponding to peak expression of RGC markers, followed by two-dimensional culture conditions intended to enrich for RGC survival. Flow cytometry was used to assess the expression of RGC markers, including POU4F, ISL1, SNCG, and THY1. Across four samples, POU4F expression ranged from 79–95%, ISL1 from 18–58%, SNCG from 22–91% and THY1 from 3–29%, indicating substantial variability between markers and samples. Single-cell RNA sequencing analysis of 73,642 cells identified multiple retinal lineages, including retinal progenitors, RGCs, photoreceptor-committed cells, amacrine and horizontal cells, and retinal pigment epithelium (RPE), as well as off-target populations comprising HOX-enriched posterior neural cells and other cell types. Cellular composition varied across samples. Transcriptomically defined RGCs accounted for 19–45% of cells across samples, with different RGC subclusters identified. These findings indicate that marker-based assessments alone may overestimate RGC identity and reveal substantial cellular heterogeneity, including partially specified RGC states and off-target populations. Accordingly, the term “RGC-enriched” is used in a relative sense based on comparison with previously published scRNA-seq-validated differentiation studies rather than indicating complete lineage purity. Interpretation of RGC enrichment should consider differences between protein- and transcript-based measurements, sampling variability between assays, and the incomplete specification of functional RGC subtypes.

Supplementary Information: The online version contains supplementary material available at 10.1186/s10020-026-01488-3.

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

Other data links

Data availability

All data have been deposited in the ArrayExpress database under accession identifier E-MTAB-16297 (https://www.ebi.ac.uk/arrayexpress).

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 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 4 authors, 5 keywords, 9 MeSH terms, 87 references.

Cite

This paper

Ma, J. Y. W., Vargas-Landin, D. B., Grainok, J., & Pébay, A. (2026). Single-cell analysis reveals cellular heterogeneity and limits of marker-based assessment in retinal ganglion cell-enriched organoid cultures. Molecular medicine (Cambridge, Mass.), 32(1), 103. https://doi.org/10.1186/s10020-026-01488-3

BibTeX

@article{ma2026single,
author = {Ma, Jessica Yuen Wuen and Vargas-Landin, Dulce B and Grainok, Janya and Pébay, Alice},
title = {{Single-cell analysis reveals cellular heterogeneity and limits of marker-based assessment in retinal ganglion cell-enriched organoid cultures}},
journal = {Molecular medicine (Cambridge, Mass.)},
year = {2026},
month = apr,
volume = {32},
number = {1},
pages = {103},
publisher = {The Feinstein Institute for Medical Research},
issn = {1076-1551},
doi = {10.1186/s10020-026-01488-3},
url = {https://doi.org/10.1186/s10020-026-01488-3},
pmid = {42062849},
pmcid = {PMC13339495}
}

RIS

TY - JOUR
AU - Ma, Jessica Yuen Wuen
AU - Vargas-Landin, Dulce B
AU - Grainok, Janya
AU - Pébay, Alice
TI - Single-cell analysis reveals cellular heterogeneity and limits of marker-based assessment in retinal ganglion cell-enriched organoid cultures
T2 - Molecular medicine (Cambridge, Mass.)
J2 - Mol Med
PY - 2026
DA - 2026/04/30
VL - 32
IS - 1
SP - 103
SN - 1076-1551
PB - The Feinstein Institute for Medical Research
DO - 10.1186/s10020-026-01488-3
UR - https://doi.org/10.1186/s10020-026-01488-3
LA - en
ER -

CSL-JSON

{
"id": "10.1186/s10020-026-01488-3",
"type": "article-journal",
"title": "Single-cell analysis reveals cellular heterogeneity and limits of marker-based assessment in retinal ganglion cell-enriched organoid cultures",
"container-title": "Molecular medicine (Cambridge, Mass.)",
"author": [
{
"family": "Ma",
"given": "Jessica Yuen Wuen"
},
{
"family": "Vargas-Landin",
"given": "Dulce B"
},
{
"family": "Grainok",
"given": "Janya"
},
{
"family": "Pébay",
"given": "Alice"
}
],
"container-title-short": "Mol Med",
"volume": "32",
"issue": "1",
"page": "103",
"DOI": "10.1186/s10020-026-01488-3",
"PMID": "42062849",
"PMCID": "PMC13339495",
"ISSN": "1076-1551",
"publisher": "The Feinstein Institute for Medical Research",
"URL": "https://doi.org/10.1186/s10020-026-01488-3",
"language": "en",
"issued": {
"date-parts": [
[
2026,
4,
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:10.1016/j.celrep.2026.117270 [code]
Blocking apoptosis promotes survival and alters developmental dynamics of human retinal ganglion cells in retinal organoids.
Journal: Cell reports
In common: genetics / omics, 7 references
[2] doi:10.1016/j.crmeth.2026.101308 [code]
Projection targeting with phototagging to study the structure and function of retinal ganglion cells.
Journal: Cell reports methods
In common: 4 references
[3] doi:10.1111/jnc.70406 [code]
A High-Resolution Transcriptomic Atlas of Cell Types in the Ventral Visual Thalamus.
Journal: Journal of neurochemistry
In common: genetics / omics, 3 references
[4] doi:10.1126/sciadv.aeg3223 [code]
The extreme diversity of retinal amacrine cells has deep evolutionary roots.
Journal: Science advances
In common: genetics / omics, cellular / molecular, 3 references
[5] doi:10.1038/s41467-026-71803-3 [code]
Charting the transition from in vitro gliogenesis to the in vivo maturation of human glial progenitor cells transplanted into the hypomyelinated mouse brain.
Journal: Nature communications
In common: genetics / omics, cellular / molecular, 3 references
[6] doi:10.1016/j.isci.2026.115912 [code]
Temporal control of midline crossing via incoherent feedforward and feedback loops regulating Robo3.
Journal: iScience
In common: genetics / omics, 2 references
[7] doi:10.1038/s41467-026-72130-3 [code]
Retinoic acid drives cell fate specification, maturation and retinal regionality in human retinal organoids.
Journal: Nature communications
In common: 2 references
[8] doi:10.1038/s41467-026-73883-7 [code]
In situ graphene-seq: spatial transcriptomics and chronic electrophysiological characterization of tissue microenvironments.
Journal: Nature communications
In common: genetics / omics, cellular / molecular, 2 references
[9] doi:10.64898/2026.03.30.714220 [code]
An integrated single cell and spatial omics atlas of human prenatal development
Journal: bioRxiv (preprint)
In common: 2 references
[10] doi:10.1016/j.isci.2026.117228 [code]
Single-nucleus transcriptomics reveals cell type-specific remodeling and epilepsy-associated microglia.
Journal: iScience
In common: genetics / omics, cellular / molecular, 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.