Evidence map›Paper›PMID 42703821›Full record

ArticleInternational journal of fertility & sterility2026

Gene Expression Dynamics and Network Analysis Reveal Key Molecular Pathways in Spermatogenic Progression from Spermatogonial Stem Cells to Round Spermatids.

Ali Qorbanee, Hossein Azizi, Marwa Fadhil Alsaffar, Thomas Skutella

Abstract read
In one paragraph

Article in International journal of fertility & sterility, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Special Issue "Advances in Spermatogenesis and Male Infertility".International journal of molecular sciences · 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

4 authors.

Ali QorbaneeDepartment of Surgery, Faculty of General of Medicine, Koya University, Kurdistan Region - F.R., Iraq.
Hossein AziziFaculty of Biotechnology, Amol University of Special Modern Technologies, Amol, Iran. Email: h.azizi@ausmt.ac.ir.
Marwa Fadhil AlsaffarMedical Laboratories Techniques Department, College of Health & Medical Techniques, AL-Mustaqbal University, Hillah, Babil, Iraq.
Thomas SkutellaInstitute for Anatomy and Cell Biology, Medical Faculty, University of Heidelberg, Im Neuenheimer Feld 307, 69120 Heidelberg, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Spermatogenesis is a tightly regulated process that involves an orchestrated transcriptional and translational event across the seminiferous epithelium. While individual regulators of this process have been studied, the network-level dynamics underlying the transition from spermatogonial stem cells (SSCs) to round spermatids (RSs) remain poorly understood. The dynamic molecular transitions between SSCs and RSs have not been fully characterised, particularly at the network level. Therefore, this study aimed to characterise the molecular and network-level dynamics underlying the transition from SSCs to RSs by integrating transcriptomic profiling, protein-protein interaction network analysis, functional enrichment, and immunohistochemical validation. Materials and Methods: In this experimental study, we evaluated the gene expression dynamics from SSCs to RSs. We analysed publicly available microarray datasets (GEO) comprising four biological replicates for RSs and three biological replicates for SSCs. Differentially expressed genes (DEGs) were identified and mapped onto proteinprotein interaction (PPI) networks, followed by prioritisation of central regulators. Functional enrichment analysis was performed to characterise biological pathways. Immunohistochemistry (IHC) for SOX9, n-MYC, VASA, SOX2, and DAZL was conducted to examine spatial and developmental protein expressions across the seminiferous tubules. Results: A set of 3598 DEGs was identified between SSCs and RSs. This analysis highlighted central genes, Conclusion: This study used transcriptomic profiling with network analysis and molecular experiments to reveal novel regulatory connections that underlie the SSC-RS transition. These findings provide a systems-level framework for understanding male germline development and may facilitate future research on infertility and reproductive health.

Indexed as

Gene ExpressionNetwork AnalysisSpermatogenesisSpermatogonial Stem Cells

Identifiers

PMID42703821
PMCPMC13690289

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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.