ReviewHuman genetics2021
Evaluating genetic causes of azoospermia: What can we learn from a complex cellular structure and single-cell transcriptomics of the human testis?
Review in Human genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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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.
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.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it, 36 citations in OpenAlex.
- Diagnostic yield of exome sequencing in nonobstructive azoospermia (NOA): A systematic review and meta-analysis.PloS one · 2025Pooled it
- Single-Cell RNA Sequencing Reveals Dynamic Transcriptional Landscape of Testicular Maturation in Dezhou Donkeys.Animals : an open access journal from MDPI · 2026Article
- ATP10A deficiency results in male-specific infertility in mice.Frontiers in cell and developmental biology · 2024Article
- LRRC23 truncation impairs radial spoke 3 head assembly and sperm motility underlying male infertility.eLife · 2023Article
- Male reproductive aging: can men with oligospermia become azoospermic over time?International journal of impotence research · 2023Review
- Sertoli cell-only syndrome: advances, challenges, and perspectives in genetics and mechanisms.Cellular and molecular life sciences : CMLS · 2023Review
- Morphological and Molecular Bases of Male Infertility: A Closer Look at Sperm Flagellum.Genes · 2023Review
- Application of single-cell RNA sequencing on human testicular samples: a comprehensive review.International journal of biological sciences · 2023Review
- Human obstructive (postvasectomy) and nonobstructive azoospermia - Insights from scRNA-Seq and transcriptome analysis.Genes & diseases · 2022Article
- Genetics of Azoospermia.International journal of molecular sciences · 2021Review
- Contributions of Flow Cytometry to the Molecular Study of Spermatogenesis in Mammals.International journal of molecular sciences · 2021Review
- Transcriptomics of Meiosis in the Male Mouse.Frontiers in cell and developmental biology · 2021Review
- Deciphering the autophagy regulatory network via single-cell transcriptome analysis reveals a requirement for autophagy homeostasis in spermatogenesis.Theranostics · 2021Article
- Disease gene discovery in male infertility: past, present and future.Human genetics · 2021Review
- Monogenic causes of non-obstructive azoospermia: challenges, established knowledge, limitations and perspectives.Human genetics · 2021Review
- Editorial for the special issue on the molecular genetics of male infertility.Human genetics · 2021Article
- Review
- Exploring the Stress Impact in the Paternal Germ Cells Epigenome: Can Catecholamines Induce Epigenetic Reprogramming?Frontiers in endocrinology · 2020Review
- Endocrine aberrations of human nonobstructive azoospermia.Asian journal of andrologyReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
Azoospermia is a condition defined as the absence of spermatozoa in the ejaculate, but the testicular phenotype of men with azoospermia may be very variable, ranging from full spermatogenesis, through arrested maturation of germ cells at different stages, to completely degenerated tissue with ghost tubules. Hence, information regarding the cell-type-specific expression patterns is needed to prioritise potential pathogenic variants that contribute to the pathogenesis of azoospermia. Thanks to technological advances within next-generation sequencing, it is now possible to obtain detailed cell-type-specific expression patterns in the testis by single-cell RNA sequencing. However, to interpret single-cell RNA sequencing data properly, substantial knowledge of the highly sophisticated data processing and visualisation methods is needed. Here we review the complex cellular structure of the human testis in different types of azoospermia and outline how known genetic alterations affect the pathology of the testis. We combined the currently available single-cell RNA sequencing datasets originating from the human testis into one dataset covering 62,751 testicular cells, each with a median of 2637 transcripts quantified. We show what effects the most common data-processing steps have, and how different visualisation methods can be used. Furthermore, we calculated expression patterns in pseudotime, and show how splicing rates can be used to determine the velocity of differentiation during spermatogenesis. With the combined dataset we show expression patterns and network analysis of genes known to be involved in the pathogenesis of azoospermia. Finally, we provide the combined dataset as an interactive online resource where expression of genes and different visualisation methods can be explored ( https://testis.cells.ucsc.edu/ ).
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Registered trials
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.