Evidence map›Paper›PMID 40177631›Full record

ReviewFrontiers in endocrinology2025

Single-cell sequencing in non-obstructive azoospermia: insights from primary and re-analysis studies.

Zesong Jiang, Junwen Zhang, Zhongjian Qiu, Yufei Zhang, Nan Li, Jianmeng Hu, Zhiguo Zhu

Abstract readReview
In one paragraph

Review in Frontiers in endocrinology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Review
  3. COPS5 is Essential for Sertoli Cell Function and Male Fertility in Mice.bioRxiv : the preprint server for biology · 2025
    Article
  4. Review
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

7 authors.

Zesong Jiang *School of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Junwen Zhang *School of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Zhongjian QiuSchool of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Yufei ZhangSchool of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Nan LiSchool of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Jianmeng HuSchool of Clinical Medicine, Jining Medical University, Jining, Shandong, China.
Zhiguo ZhuSchool of Clinical Medicine, Jining Medical University, Jining, Shandong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Non-obstructive azoospermia (NOA) constitutes one of the most severe forms of male infertility. Recent advancements in single-cell sequencing have significantly contributed to understanding the molecular landscape of NOA in human testicular tissues, elucidating the factors that underpin spermatogenic dysfunction. This technology has improved our understanding of the condition at a cellular level. Concurrently, bioinformatics developments have facilitated the re-analysis of publicly available single-cell datasets, offering novel insights into the disorder. Nevertheless, a comprehensive review integrating primary and re-analysis studies of single-cell sequencing in NOA is lacking. This review systematically evaluates 10 primary studies reporting original single-cell sequencing data of human NOA testicular samples and 22 secondary studies that re-analyzed these published data. We explore single-cell sequencing applications in germ cells, Sertoli cells, and Leydig cells, offering a comprehensive overview of molecular insights into spermatogenic dysfunction. Our review highlights novel findings in secondary studies, including the roles of transcriptional regulators, RNA transcription, endocrine disruptors, and microtubular cytoskeleton, thereby bridging primary studies and re-analysis studies. Additionally, we discussed future research directions and the challenges of translating single-cell research findings into clinical applications. In summary, single-cell sequencing offers a high-resolution, single-cell perspective of NOA testicular tissue, paving the way for innovative therapeutic strategies in male infertility.

Indexed as

AzoospermiaSingle-Cell AnalysisHumansMaleSertoli CellsSpermatogenesisTestisbioinformaticshuman testisnon-obstructive azoospermiasingle-cell sequencingspermatogenesis

Identifiers

PMID40177631
PMCPMC11961434

What OpenQuestion holds

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Registered trials

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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.