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Single-nuclei RNA sequencing reveals heterogeneity within developing GnRH3 neurons in zebrafish.

Overview

Authors: Yalong Sun1, Matan Golan2, Yonathan Zohar1, Xiaoxuan Fan3, Nilli Zmora1
  1. Institute of Marine & Environmental Technology, Department of Marine Biotechnology, University of Maryland Baltimore County, Baltimore, Maryland, USA
  2. Department of Animal Sciences, The Robert H. Smith Faculty of Agriculture, Food, and Environment, The Hebrew University of Jerusalem, Rehovot, Israel
  3. Department of Microbiology and Immunology, University of Maryland Baltimore, Baltimore, Maryland, USA
Journal: Journal of neuroendocrinology, volume 38, issue 7, article e70230
Dates: received 14 January 2026; accepted 1 July 2026; published online 7 July 2026; in print July 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1111/jne.70230 · PMID 42415515 · PMCID PMC13342788 · OpenAlex W7167708968
Open access: hybrid, a free copy (OpenAlex)
Status: data only
Categories: genetics / omics (modality), histology / microscopy (modality), zebrafish (organism), cellular / molecular (subfield)
Methods: Statistics, Smoothing, state filtering, decompositions, Evoked potentials, Machine learning
Keywords: gonadotropin‐releasing hormone neurons, heterogeneity, migration, single‐nuclei RNA sequencing
MeSH: Gonadotropin-Releasing Hormone*, Neurons*, Pyrrolidonecarboxylic Acid*, Zebrafish*, Animals, Animals, Genetically Modified, Sequence Analysis, RNA, Single-Cell Gene Expression Analysis, Zebrafish Proteins (* major topic)
Topic: Hypothalamic control of reproductive hormones (Reproductive Medicine, Medicine), according to OpenAlex
Funding: National Science Foundation, Integrative Organismal Systems (Bio-IOS) (1947541); G. Unger Vetlesen Foundation
Citations: not cited yet (Europe PMC); 56 references in the paper
Research resources: RRID:AB_11206812

Abstract

Gonadotropin‐releasing hormone (GnRH) is a central regulator of vertebrate reproduction regulating pituitary gonadotropins. In zebrafish, GnRH3 serves as the hypophysiotropic isoform. Its neurons develop by migrating from the nasal placode to the hypothalamus, forming several distinct subpopulations along the migratory path. However, the molecular heterogeneity underlying this migration remains incompletely understood. To delineate the molecular and spatial heterogeneity, we employed single‐nuclei RNA sequencing of nuclei enriched based on gnrh3 promoter‐driven EGFP fluorescence from 7 dpf Tg(gnrh3:EGFP) zebrafish. This was followed by GnRH3 neurons clustering, differentially expressed genes identification, trajectory inference as a hypothesis‐generating framework, and functional analyses. Marker genes were selected and used for validation and to determine the distribution of each subcluster by in situ hybridization (ISH) and immunohistochemistry (IHC) in larval and adult zebrafish. Three subpopulations were identified featuring highly expressed marker genes: Gnrh3cyp1a, Gnrh3nrg1, and Gnrh3npffl/prl2. Gnrh3npffl/prl2 was further clustered into two subpopulations, Gnrh3npffl/prl2 and Gnrh3npffl, which localized in the olfactory bulbs/terminal nerve and telencephalon, whereas Gnrh3cyp1a and Gnrh3nrg1 were detected in distinct cells within the olfactory epithelium. Trajectory inference and gene ontology enrichment analyses were consistent with a putative transcriptomic continuum from Gnrh3cyp1a to Gnrh3npffl/prl2 states, with the latter subpopulation lacking canonical migratory gene signatures. Protein–protein interaction network analysis revealed interaction relationships among differentially expressed genes, with a GnRH3‐associated interaction module further supporting the selection of the above marker genes. Our results support the notion of at least three distinct GnRH3 subpopulations with distinct transcriptomes and characteristics, providing a broader basis for deciphering the diverse roles of GnRH3 in migration and reproduction.

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.

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

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Data

Datasets cited

Data availability statement

The data that support the findings of this study are openly available in GEO at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE309816, reference number GSE309816 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE309816). The snRNA‐seq datasets generated in this study have been deposited at the NCBI's Gene Expression Omnibus under accession number GSE309816 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE309816). The datasets generated during this study are currently under private access. They will be made publicly available in GEO immediately upon acceptance and publication of the manuscript, superseding the current embargo date (July 30, 2026). For peer review, the data may be accessed using the secure token ankhocqejzqtnwr through the GEO private review link: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE309816. No custom code was generated for this study. All analyses were conducted using publicly available software packages. Further requests are available from the corresponding authors upon reasonable request.

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 2, 28 September 2026

  • Publisher: n/a → Wiley

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 5 authors, 4 keywords, 9 MeSH terms, 2 funders, 54 references, 1 RRID.

Cite

This paper

Sun, Y., Golan, M., Zohar, Y., Fan, X., & Zmora, N. (2026). Single-nuclei RNA sequencing reveals heterogeneity within developing GnRH3 neurons in zebrafish. Journal of neuroendocrinology, 38(7), e70230. https://doi.org/10.1111/jne.70230

BibTeX

@article{sun2026single,
author = {Sun, Yalong and Golan, Matan and Zohar, Yonathan and Fan, Xiaoxuan and Zmora, Nilli},
title = {{Single-nuclei RNA sequencing reveals heterogeneity within developing GnRH3 neurons in zebrafish}},
journal = {Journal of neuroendocrinology},
year = {2026},
month = jul,
volume = {38},
number = {7},
pages = {e70230},
publisher = {Wiley},
issn = {0953-8194},
doi = {10.1111/jne.70230},
url = {https://doi.org/10.1111/jne.70230},
pmid = {42415515},
pmcid = {PMC13342788}
}

RIS

TY - JOUR
AU - Sun, Yalong
AU - Golan, Matan
AU - Zohar, Yonathan
AU - Fan, Xiaoxuan
AU - Zmora, Nilli
TI - Single-nuclei RNA sequencing reveals heterogeneity within developing GnRH3 neurons in zebrafish
T2 - Journal of neuroendocrinology
J2 - J Neuroendocrinol
PY - 2026
DA - 2026/07/01
VL - 38
IS - 7
SP - e70230
SN - 0953-8194
PB - Wiley
DO - 10.1111/jne.70230
UR - https://doi.org/10.1111/jne.70230
LA - en
ER -

CSL-JSON

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