Evidence map›Paper›PMID 41284187›Full record

ArticleScience China. Life sciences2026

Single-nucleus RNA sequencing reveals the underlying roadmap of early gonadal differentiation in teleost.

Jialin Wang, Yajuan Huang, Zhongkai Cui, Kaili Zhang, Na Wang, Jun Luo, Yu Song, Bowen Hu, Ming Li, Yadong Chen and 2 more

Abstract read
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In one paragraph

Article in Science China. Life sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. The Heterogeneous Nuclear Ribonucleoprotein K (Animals : an open access journal from MDPI · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Jialin Wang *State Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Yajuan Huang *State Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Zhongkai Cui *State Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Kaili ZhangState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Na WangState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Jun LuoState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Yu SongState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Bowen HuState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Ming LiState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Yadong ChenState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China.
Manfred SchartlPhysiologische Chemie I, Biozentrum, University of Würzburg, Am Hubland, Würzburg, 0931, Germany. phch1@biozentrum.uni-wuerzburg.de.
Songlin ChenState Key Laboratory of Mariculture Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, 266071, China. chensl@ysfri.ac.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The molecular mechanisms underlying gonadal differentiation in vertebrates have long intrigued researchers. However, studies in this field have predominantly focused on mammals, with limited attention given to non-mammalian vertebrates, particularly at the cellular level. To address this knowledge gap, we selected the Chinese tongue sole as our research model. We collected samples from six developmental stages of ovaries and testes and performed in-depth transcriptomic analyses of 123,344 single-cell nuclei. This study identified 34 major cell types, including five gonadal cell types, enabling us to outline the early sex differentiation roadmap in a non-model teleost species. Both somatic and germ cells in the gonads were systematically studied using bioinformatics methods. Numerous sex-biased genes and markers were identified and experimentally validated, contributing to our understanding of the dynamic development and differentiation processes of gonadal supporting cells and germ cells in teleosts. Weighted Gene Co-expression Network Analysis (WGCNA) networks emphasized the critical roles of foxl2a and dmrt1 in sex differentiation. Pseudotime analysis revealed the early differentiation processes between male and female germ cells. We discovered a new germ cell marker gene, gpat2, and elucidated the differentiation pathway of gonadal stem cells in teleost fish. Our results highlight the significance of pathways such as oocyte meiosis, Target of Rapamycin (TOR) complex, oxytocin signaling, cGMP-PKG signaling, and arginine signaling in the differentiation of oocytes and spermatogonial stem cells. Cell-cell communication analyses further revealed interactions among different gonadal cell types, identifying the WNT and Notch pathways as crucial for the development of female and male gonads. Furthermore, we verified a feedback loop between dmrt1 and zfpm2 for the first time in teleosts, suggesting potential roles for zfpm2 in the formation and development of the teleost testis. Our findings provide a comprehensive transcriptomic resource for investigating the early sex differentiation processes of teleosts at the single-cell level and bridge the knowledge gap in research on non-mammalian vertebrates.

Indexed as

Cell NucleusFishesGonadsSex DifferentiationAnimalsCell DifferentiationComputational BiologyFemaleFish ProteinsGene Expression ProfilingGene Expression Regulation, DevelopmentalGene Regulatory NetworksMaleOvarySequence Analysis, RNASingle-Cell AnalysisDMRT1 proteinFish ProteinsTranscription Factorscell-cell communicationearly gonadal differentiationsingle-nucleus RNA-seqteleostWGCNA networkszfpm2

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.