REVIEW article

Front. Endocrinol., 11 July 2024

Sec. Developmental Endocrinology

Volume 15 - 2024 | https://doi.org/10.3389/fendo.2024.1394812

Understanding testicular single cell transcriptional atlas: from developmental complications to male infertility

  • 1. Department of Foundations of Medicine, NYU Grossman Long Island School of Medicine, Mineola, NY, United States

  • 2. Department of Zoology, School of Biological Sciences, Central University of Kerala, Kasargod, Kerala, India

  • 3. Division of Biomedical Sciences, School of Medicine, University of California, Riverside, Riverside, CA, United States

Abstract

Spermatogenesis is a multi-step biological process where mitotically active diploid (2n) spermatogonia differentiate into haploid (n) spermatozoa via regulated meiotic programming. The alarming rise in male infertility has become a global concern during the past decade thereby demanding an extensive profiling of testicular gene expression. Advancements in Next-Generation Sequencing (NGS) technologies have revolutionized our empathy towards complex biological events including spermatogenesis. However, despite multiple attempts made in the past to reveal the testicular transcriptional signature(s) either with bulk tissues or at the single-cell, level, comprehensive reviews on testicular transcriptomics and associated disorders are limited. Notably, technologies explicating the genome-wide gene expression patterns during various stages of spermatogenic progression provide the dynamic molecular landscape of testicular transcription. Our review discusses the advantages of single-cell RNA-sequencing (Sc-RNA-seq) over bulk RNA-seq concerning testicular tissues. Additionally, we highlight the cellular heterogeneity, spatial transcriptomics, dynamic gene expression and cell-to-cell interactions with distinct cell populations within the testes including germ cells (Gc), Sertoli cells (Sc), Peritubular cells (PTc), Leydig cells (Lc), etc. Furthermore, we provide a summary of key finding of single-cell transcriptomic studies that have shed light on developmental mechanisms implicated in testicular disorders and male infertility. These insights emphasize the pivotal roles of Sc-RNA-seq in advancing our knowledge regarding testicular transcriptional landscape and may serve as a potential resource to formulate future clinical interventions for male reproductive health.

1 Introduction

During the past two decades, an alarming rise in infertility particularly in developed/developing countries has become a matter of great concern (1). Around 15% of couples suffering from infertility globally, out of which 50%, is exclusively caused by the male partner (2). Male infertility is a multifaceted pathological condition with diverse manifestations, ranging from total absence of testicular sperm to specific changes in sperm quality (3). Chromosomal aberrations (like Klinefelter syndrome 47XXY) or variance (like 9qh+ heteromorphism) and other genetic mutations contribute upto 15-20% of total male infertility; however around 30-50% of cases remain untreatable due to idiopathic in origin/nature (46). Therefore, the mechanistic details of testicular spermatogenesis need to be reexamined at the cellular and molecular level (7, 8).

Spermatogenesis is gonadotropin regulated, highly synchronized, developmental programme involving multi-step events like stem cell renewal/differentiation, epigenomic remodeling, and meiotic divisions for generating millions of spermatozoa inside testes (911). The continuity of this process throughout adult life is supported by an active spermatogonial stem cell (SSC) population that critically maintains the key balance between the capacity of self-renewal (to sustain the stem cell population) and differentiation [to produce spermatogonial progenitor cells (SPCs), which subsequently develop into mature sperm via meiotic divisions] (1214). Therefore, the cellular and molecular landscape associated with the SSC micro-environment turns out to be critical for regulating male fertility. The rapid intrinsic speed (around 1000-1500 sperm per heartbeat in adult men) of spermatogenic progression significantly highlights the degree of orchestration governing the transcriptional dynamics of testicular cells (1517). Figure 1 represents the histological architecture of the testis showing arrays of multiple developing germ cells (Gc) (from SSC to mature motile sperms) alongside with visual representation of the different stages and cellular interactions essential for spermatogenesis.

Figure 1

Functional and/or anatomical defects in testicular somatic and/or Gc lead to spermatogenic impairment (with a qualitative and quantitative decline in sperm count clinically defined as azoospermia, oligozoospermia, teratozoospermia, and asthenospermia, etc.) causing male sub-infertility/infertility (18). Azoospermia, (the most severe form where semen without sperm) are of two types: obstructive azoospermia (OA) and non-obstructive azoospermia (NOA). OA stems from normal sperm production but obstructed sperm delivery, while NOA, accounting for around 10% of male infertility, results from lack of spermatogenesis in the testis (19). Three specific clinical categories are described in NOA as primary testicular failure like Sertoli cell only syndrome (SCOS)/Gc aplasia, Gc maturational arrest and hypo-spermatogenesis (20, 21). Supplementary Table 1 highlights (A) clinical categories of semen quality, (B) etiologies and frequencies of male infertility and (C) the hallmarks of primary testicular failure.

Notably, multiple genetic complexities involving over 2,000 spermatogenic genes observed in different forms of male infertility having substantial variations in semen quality and testicular histology (5, 22). Over recent decades assisted reproductive techniques (ART) e.g.- in vitro fertilization (IVF) and intra-cytoplasmic sperm injection (ICSI) have successfully facilitated biological fatherhood for men with extremely low sperm counts (3). However, addressing the fundamental basis of poor sperm quality and quantity remains challenging due to a limited understanding of the intricate molecular and cellular interactions driving human sperm production (18, 23).

An impressive progress in deploying high-throughput sequencing technologies in biomedical research has been observed during the past decade (24). Within this scenario, both bulk and single-cell RNA-sequencing (Sc-RNA-seq) collectively have emerged as revolutionary tools, revealing the molecular complexities governing testicular physiology and elucidating mechanisms underlying testicular dysregulation/disorders (25). However, analyzing bulk RNAs from diverse cell types faces adverse challenges in detecting expression data in rare cell populations, possibly diluting the presence of uncommon transcripts. In contrast, Sc-RNA-seq generates distinct RNA fingerprints for each cell (at single-cell resolution) type, transforming our understanding of differential transcriptomic profiles from complex tissues like the testis and therefore found to be critically informative in the field of clinical endocrinology, especially in deciphering infertility (26, 27). Table 1 summarizes the advantages of the Sc-RNA-seq strategy over the conventional bulk transcriptomic approach.

Table 1

Approach/
Methods
AimProtocolPopular platformsMeritsLimitationsDirect Application(s)Key References
Bulk RNA-
Seq
To investigate the global gene expression profile of an organ/tissue without discriminating different cell populationsTotal RNAs extracted from the tissues, depletion of rRNAs, cDNA preparation, adaptor ligation, library preparation, amplification, sequencing and generation of FASTQ filesIllumina
(HiSeq/ NovaSeq etc),
Ion torrent,
Pacific Bio-
Sciences &
Oxford Nanopore etc
Well-developed for both short and long reads, cost-effective high throughput techniqueSingle cell specific transcriptomic data are unachievable, noisy gene expression profile with limited accuracy and detection rate, no spatial information availableTypically used for evaluating tissue and age specific differential gene expression profiles in model (reference guided genome assembly) and non-model (Trinity based de novo assembly) organisms,
Identifications of splice variants/ transcript isoforms etc
(24)
Single Cell RNA-seqTo investigate the gene transcription at the resolution of a single cell level obtained from a complex tissue/ organSingle-cell suspension is prepared [either by crude enzymatic digestion /mechanical dissociation, or sorting cells labeled by transgenic reporters
(GFP/RFP/YFP etc) or based on antibodies etc.] followed by RNA extraction and subsequent tagging of the target transcripts with cell-specific unique molecular identifiers (UMIs), next cDNA preparation and other protocol same as performed for Bulk RNA-Seq
Two different capture systems- aqueous droplet and micro-bead based 10X Genomics & Microfluidic chip-based Fluigidm C1 Sequencing-
Same as for bulk RNA-seq
Illumina (HiSeq/ NovaSeq
etc),
Most efficient at the level of individual cells (capable of estimating more than 10,000 cells)High cost, limited number of transcripts can be detected/ identified,
no spatial information
available
Characterization of multifaceted transcriptional dynamics in heterozygous cell population in complex organ/ tissue network(28, 29)
Spatial transcriptiomicsTo explore the global imaging of transcriptional profile of an organ/tissue in situEx situ Sequencing:
Freshly frozen tissue are cryo-sectioned using OTC and oligo-bead (each having a linker sequence, a spatial barcode, a UMI sequence, and a polyT tail) arrays are placed on the tissue-section slide and slide then
transferred to a tube for cDNA synthesis and library
preparation and subsequent
sequencing. Data are aligned for gene expression matrix and visualized via cluster mapping by barcode
location matrix.
10x Visium, Slide-Seq, NanoString GeoMx, HDST etc.Discover de novo RNA sequence, capable to detect splice-isoforms , SNVs, whole transcriptional data in intact tissue architecture and exact location , 3D visualization possible with multiple sectionsLow (10 µm) resolution, cell-cell boundaries not defined, dead spaces between two beads, low detection efficiency particularly for transcripts with low abundance and lack of single cell specific data [however, individual spot (single measurement site) based data can be visualized at single cell resolution by deconvolution tool]To investigate cellular heterogeneity with spatial information, critical for developmental gene expression histopathology, disease progression, tumour and stem cell micro- environment etc.(30, 31)
Ex situ Sequencing:
Involves direct read out (via in situ cDNA synthesis, rolling
amplification and sequencing) the
transcript sequence within the tissue. Data are aligned and visualized via
reconstitution.
Hybridization based: Target transcripts are detected by hybridization of complementary fluorescent probes flowed by imaging and decoding the data for visualization.MERFISH, SeqFISH+ ,
oligo FISSEQ, Vizgen,
10X Xenium, Nanostring CosMx etc
Higher sub- celluar resolution (400nm) , well defined cell-cell boundaries with proper segmentation, 3D imaging possible without
slicing and single RNA molecule is also detectable
Restricted to only known targeted transcripts (on that basis probes are synthesized),
Chances of Optical crowding,
High cost

Summarizes the essential aspects of different RNA-Seq strategies, including their aims, key features, popular platforms, merits, limitations, and direct applications.

The table is divided into three sections: Bulk RNA-Seq, Single Cell RNA-Seq, and Spatial Transcriptomics.

Despite being critically relevant, comprehensive reviews of recent literature revealing the dynamic landscape of single-cell testicular transcriptomics are currently limited (25, 32). The current study dissects the spermatogenic landscapes viz., SSC/SPC niche, and cellular transcriptional dynamics during the meiotic onset and progression. Finally, this review attempts to reveal the intricate tapestry of testicular development and disorders through next-generation sequencing technologies.

2 Methodologies adopted for Sc-RNA-seq

The Sc-RNA-seq generates high-resolution transcriptomic data that precisely identifies minor transcriptomic variations at a single-cell level from a complex organ (33, 34). This tool has significant implications for gonadal development and disorders [viz., infertility, Disorders/Differences of Sex Development (DSDs), and cancer] (26, 27). Sc-RNA-seq produces transcriptomic data employing methods like conventional cellular purification via enzyme-based crude mechanical isolation or transgenic reporter gene/antibody-based sorting of target cells by sophisticated magnetic-activated cell sorter (MACS) or fluorescence-activated cell sorter (FACS) columns (35). Figure 2 represents the fundamental working principles of bulk and Sc-RNA-seq.

Figure 2

Single-cell isolation and sequencing can be achieved at two different platforms, first droplet-based 10× Genomics Chromium where individual cells get encapsulated in aqueous droplets along with micro-beads loaded with barcoded primers (36) and second Fluigidm C1, where individual cells are physically captured on microfluidic chips (37). After generating Sc-RNA-seq libraries, 10x Genomics utilizes 3′ end-counting unique molecular identifiers (UMIs), a genetic barcode that ensures a distinct cell population is traced and categorized as a specific lineage within a particular tissue/organ (32). In contrast, Fluidigm C1 libraries are automatically generated having full-length transcriptomes with all possible mRNA isoforms/variants (due to alternative splicing/transcription start site, etc.) (37). Notably, a new method Smart-seq2 has been developed recently having enhanced yield and length of cDNA libraries with better reverse transcription, template switching, and pre-amplification, improving the accuracy of transcript detection at a cheaper cost (38). Figure 3 schematically illustrates the available Sc-RNA-seq platforms and downstream workflow for data analyses.

Figure 3

Sc-RNA-seq data are plotted in bi-dimensional space and interpreted by methods like t-Distributed Stochastic Neighbor Embedding (t-SNE) and/or Uniform Manifold Approximation and Projection (UMAP) (33, 34). Although, these methods clearly depict cellular heterogeneity, Sc-RNA-seq data demonstrate cellular condition in a non-functional state as the tissue architecture gets dissociated/disaggregated (39). Therefore, new technology has been developed that captures the spatial transcriptomic data from the tissues via individual-cell laser-capture micro-dissection or multiplexed in situ hybridization (39). However, this method also shows limited sensitivity and depends on prior information on types of cells and/or genes to be targeted/analyzed. Recent Slide-seq technology overcomes these limitations and is considered to be the most suitable for generating high-throughput spatial transcriptomic information at 10-μm resolution (40). Figure 4 depicts the workflow of four popular methodologies being deployed for spatial transcriptomics.

Figure 4

3 Fetal testicular morphogenesis

The ontology of testicular germ and somatic cell lineages are developmentally independent (15, 41, 42). The bipotential fetal gonads are formed at the gonadal ridge (GR) during embryonic life [embryonic days (E) 8.0-9.5 in mice and weeks of gestation (W) 3.5-4 in humans] and appear distinctly (by E9.5-10 and W5) with thickening on the ventral side of the mesonephros (43). However, during E6.5- 7.5 and W3 murine and human primordial gem cells (PGCs) emerged from posterior-epiblast and amnion respectively. After getting specified (at E7.5 in mice and W4 in humans), these PGCs start migrating towards the developing GR and finally colonize the nascent gonads by E10.5 in mice and W8 in humans (44). The gonadal PGCs stop proliferation, lose pluripotency to gain competence for meiotic commitment via upregulating RNA binding DAZL protein (45). During E11.5 in mice and W6-7 in humans these nascent gonads undergo sex determination (SD), triggered by Sry expression in pre-Sertoli cells of XY gonads (46). The SD event involves step-wise transcriptional cascades generating male (Sry, Sox9, Fgf9, Amh, Dmrt1 etc.) and female (Wnt4, Rspo1, Foxl2, Runx1, etc.) specific robust genetic programming (47). The hallmark of fetal testicular morphogenesis is completed with the formation of the testicular cord and associated vasculature pattern due to selective (XY specific) migration of the mesonephric endothelial cells by E12.5 in mice and W6.5-7 in humans (48, 49). Notably, any developmental defect in the testicular cord formation or abnormality in Sertoli cells (Sc)/Leydig cells (Lc) differentiation directly leads to spermatogenic impairment and infertility during adulthood. Male Gc fail to enter meiosis due to active degradation of Retinoic acid (RA) by CYP26B1 expressed in fetal murine testes from E12.5-13.5 and transformed into mitotically quiescent (G0 arrested) gonocytes (50, 51). During fetal life, E15.5 in mice and W8.5-9 in humans, tubular supportive Sc, PTc, and interstitial fetal Lc (FLc) all are well demarcated (43).

4 Exploring cellular heterogeneity in the testis

Testis is a highly complex organ showing remarkable cellular heterogeneity constituted by both germline and somatic cells. Multiple somatic cell types [like nourishing Sc within seminiferous tubules (ST), supportive PTc covering the ST, interstitial (in inter-tubular space) steroidogenic Lc, interstitial macrophages, etc.] and diverse arrays of developing Gc [including pre-meiotic SSCs/SPCs (2n), different stages of meiotic Gc like primary spermatocytes (2n), secondary spermatocytes (n), round and elongated spermatids (n) and post-meiotic spermatozoa (n) etc] within ST contribute the tissue–organization of testis (Figure 1). Notably, almost all possible cellular events [like mitosis, meiosis, cellular differentiation, apoptosis, epigenetic remodeling, histone–protamine exchange and meiotic sex chromosome inactivation (MSCI) etc.] are evident in testis (52). Table 2 summarizes distinct/key cell markers of individual testicular cells with respect to the appropriate functional significance regulating male fertility. We here have discussed individual major cell–types contributing to the tissue organization of adult testis.

Table 2

S. No.Specific Marker/ Enriched TranscriptFull NameSpecific Cell typeKey Function/ Role
1.ID4Inhibitor of Differentiation 4SSCs / SPCs and Undifferentiated Spermatogonia (Spg)Typical SSC marker
2.GFRA1GDNF family receptor α-1SSCs/ SPCs and Undifferentiated SpgCritical for SSC self-renewal and differentiation.
3.MAGEA4Melanoma Antigen Gene Family A, Member 4Undifferentiated and differentiated SpgEssential for normal testicular development and function, with its expression pattern and function tightly regulated to ensure proper spermatogenesis and male fertility.
4.SYCP3Synaptonemal Complex Protein 3First meiotic prophase, including preleptotene, leptotene, and
zygotene spermatocytes (Sct)
Assembly and stability of the synaptonemal complex, as well as for the progression of meiotic recombination and synapsis between homologous chromosomes.
5.DMC1DNA Meiotic Recombination Protein 1First meiotic prophaseKey component of the meiotic recombination machinery and is specifically involved in the repair of DNA double-strand breaks (DSBs) that occur during meiosis
6.PIWIL1Piwi Like RNA-Mediated Gene Silencing 1Leptotene, pachytene,and zygotene SctMaintenance of genomic integrity through transposon silencing
7.PGK2phosphoglycerate kinaseSpermatidsCritical for meiotic germ cell metabolism
8.ACRAcrosinPachytene Sct to postmeiotic spermatid stageAlso known as the Acrosin gene, plays a crucial role in testicular development by encoding the Acrosin protein
9.GAPDHSGlyceraldehyde-3-Phosphate Dehydrogenase, Testis-SpecificPrimary spermatocytesEssential for regulating energy metabolism and sperm maturation processes
10.PRM1Protamine 1SpermatidEnsures the proper packaging and
condensation of DNA within sperm cells, which is essential for male fertility and successful reproduction.
11.SRYSex-Determining Region YSertoli cellsMaster regulator of male sex determination
12.SOX9SRY (Sex Determining Region Y)-Box 9Sertoli cellsCritical role in promoting testicular morphogenesis Sertoli cell differentiation
13.WT1Wilms Tumor 1Sertoli cells, germ cells, and interstitial cells (Leydig cells)Differentiation and maintenance of Sertoli cells.
14.DMRT1Doublesex and Mab-3 Related Transcription Factor 1Sertoli cells, Germ cellsMaintains testicular differentiation by suppressing Foxl2
15.FGF9Fibroblast Growth Factor 9Sertoli cellsCritical role in promoting testicular morphogenesis Sertoli cell differentiation
16.ALDH1A1Retinaldehyde dehydrogenase 1A1Leydig cellsCatalyzes the conversion of retinaldehyde to retinoic acid, a form of vitamin A. Retinoic acid serves as a signaling molecule that regulates the expression of genes involved in germ cell differentiation and meiosis initiation. Additionally, ALDH1A1 has been implicated in protecting germ cells from oxidative stress, thereby promoting their survival and proper development within the testes.
17.AMHAnti-Müllerian HormoneSertoli cellsRegression of the Müllerian ducts, preventing the development of female reproductive structures.
18.IGFBP5Insulin-Like Growth Factor Binding Protein 5Sertoli and Leydig cellsBioavailability and activity of insulin-like growth factors (IGFs), which are involved in testicular development and spermatogenesis
19.INSL3Insulin-Like 3Sertoli cellsDescent of the testes during fetal development
20.RSPO1R-Spondin 1Leydig cellsRegulation of Wnt signaling pathways, which play important roles ovarian differentiation
21.KITL (KIT)Kit Ligand (Stem Cell Factor)Sertoli and Leydig cellsInduction of proliferation/ differentiation / survival of SSC ‘ Spermatogonial cells
22.NR5A1 (SF1)Nuclear Receptor Subfamily 5 Group A Member 1 (Steroidogenic Factor 1)Sertoli and Leydig cellsUpstream regulator of Sry, induces steroidogenesis, sexual differentiation.
23.BMPR2Bone Morphogenetic Protein Receptor Type 2Sertoli cells, Leydig cells, and germ cellsRegulation of cell growth, differentiation, and apoptosis.
24.ARAndrogen ReceptorSertoli cells, Leydig cells, and germ cellsBinds with testosterone, critical for testicular development, spermatogenesis, and male sexual differentiation.
25.CYP17A1Cytochrome P450 Family 17 Subfamily A Member 1Leydig cellsIt is involved in the biosynthesis of androgens, such as testosterone and dehydroepiandrosterone (DHEA).
26.HSD3B1Hydroxy-Delta-5-Steroid Dehydrogenase, 3 Beta- and Steroid Delta-Isomerase 1Leydig cellsCatalyzes the conversion of pregnenolone and 17-hydroxypregnenolone to
dehydroepiandrosterone (DHEA) and androstenedione, respectively, which are precursors for testosterone biosynthesis.
27.LHCGRLuteinizing Hormone/Chorionic Gonadotropin ReceptorLeydig cells and germ cellsMediates the effects of luteinizing hormone (LH) on Leydig cells, stimulating testosterone production.
28.ACVR2AActivin A Receptor Type 2ASertoli cells, Leydig cells, and germ cellsMediates the effects of activin and other ligands on cell growth, differentiation, and apoptosis.
29.DHHDesert Hedgehog HomologSertoli cellsCritical role in testicular development, Sertoli cell differentiation, germ cell proliferation and spermatogenesis.
30.EFNB2Ephrin B2Sertoli cellsInvolved in cell-cell signaling and adhesion processes during testicular development and spermatogenesis.
31.NOTCH4Notch Receptor 4Sertoli cells, Leydig cells, and germ cellsCritical in Leydig cell fate determination, differentiation, and proliferation.
32.PDGFBPlatelet-Derived Growth Factor Subunit BLeydig cellsInvolved in cell growth, differentiation, and angiogenesis.
33.CXCR4C-X-C Motif Chemokine Receptor 4Sertoli cells, Leydig cells, and germ cellsHoming of gonocytes/ SSC to basement membrane to establish SSC pool/ niche
34.GDNFGlial Cell Line-Derived Neurotrophic FactorSertoli cells, and peritubular cellsRegulation of SSC self-renewal and differentiation.
35.GJA1Gap Junction Protein Alpha 1Sertoli cells and germ cellsForms gap junctions between adjacent Sertoli cells to form BTB.
36.FGFR1/R2/R3Fibroblast Growth Factor Receptor 1/2/3Sertoli cells, Leydig cells, and germ cellsMediates the effects of fibroblast growth factors (FGFs) on cell growth, differentiation, and survival.
37.BMP4/8bBone Morphogenetic Protein 4/8bSertoli cellsCritical for testicular development, PGC specification, germ cell differentiation, and spermatogenesis.
38.HMGA1High Mobility Group AT-Hook 1Sertoli cells, Leydig cells, and germ cellsInvolved in chromatin remodeling, gene regulation, and cell differentiation.
39.SMAD1/5/7SMAD Family Member 1/5/7Sertoli cells, Leydig cells, and germ cellsRegulation of transforming growth factor-beta (TGF-β) signaling pathways, which play important roles in testicular development, germ cell differentiation, and
spermatogenesis.
40.STRA8Stimulated by Retinoic Acid Gene 8Meiotic germ cellsMeiotic gatekeeper
41.DMC1DNA Meiotic Recombination Protein 1Meiotic germ cellsInvolved in the repair of DNA double-strand breaks during meiotic recombination, ensuring proper chromosome segregation and genetic diversity in sperm cells.
42.RAD51RAD51 RecombinaseGerm cellsInvolved in homologous recombination repair of DNA double-strand breaks during meiosis and DNA repair processes.
43.ADAMTS2ADAM Metallopeptidase with Thrombospondin Type 1 Motif 2Sertoli cells, Leydig cells, and germ cellsInvolved in extracellular matrix remodeling and tissue homeostasis.
44.CSF1Colony Stimulating Factor 1Sertoli cellsRegulation of SSC and macrophage differentiation and function
45.CDKN2DCyclin-Dependent Kinase Inhibitor 2DSertoli cells, Leydig cells, and germ cellsInvolved in the regulation of cell cycle progression and proliferation
46.DAZLDeleted in Azoospermia Likegerm cellsGerm cell licensing or commitment towards meiosis
47.RHOX5Reproductive Homeobox 5Sertoli cells and germ cellsCritical Androgen responsive gene supports male fertility.
48.RHOX 10Reproductive Homeobox 10SSCs / SPCs and
Undifferentiated
Spg
Maker of SSC , important for self-renewal
49.SLC25A4Solute Carrier Family 25 Member 4Sertoli cells, Leydig cells, and
germ cells
Involved in the transport of metabolites across mitochondrial membranes and energy metabolism.
50.FSHRFollicle-Stimulating Hormone ReceptorSertoli cellsPromote Proliferation of Sertoli cells and support pre-meiotic germ cell differentiation.

Essential Genes Influencing Spermatogenesis Identified Across Multiple Single-Cell RNA Sequencing Research Studies.

4.1 The germ-line cell types

The Gc residing within ST passes through a series of developmental stages [spermatogonia (2n), primary and secondary spermatocytes (n), round and elongated spermatids (n) etc] culminating in the production of mature sperm. Here we discuss different stages of developing Gc.

4.1.1 Primordial germ cells

Primordial germ cells (PGCs) represent the earliest identifiable precursors of Gc. PGCs originate via direct induction of amnion and/or posterior-epiblast (PE) cells from adjacent extra-embryonic ectoderm (EEE) and visceral endoderm (VE) by morphogens like bone morphogenetic proteins (Bmp4 and Bmp8b), Activin A and transcription factors like Blimp1 (Transcriptional repressor B lymphocyte induced maturation protein 1, also known as PR domain-containing protein 1, Prdm1), Prdm14 (PR domain zinc-finger protein 14) and AP2γ (activating enhancer-binding protein 2γ or Tfap2c) and Sox17 (only in humans) etc. (44). The PGCs migrate to colonize the developing GR and subsequently gain the meiotic commitment (lose pluripotency by upregulating DAZL) by E12.5 in mice and W8-9 in humans (50).

4.1.2 SSCs

SSCs are established from gonocytes post-birth (postnatal age 2-3 days in mice) which guarantee the continuity of sperm production throughout adult life (53). In rodents and primates, the duration of spermatogenesis varies among species, (in days; man 64, rhesus monkey 42, mouse 35, and rat 52) typically spanning 35 to 70 days (10, 54). In rodents As (A single spermatogonia) and in primates Apale (proliferative stem/progenitor pool) or Adark (slow diving reserve stem pool) are considered to be the functional SSC populations respectively (13, 14). The key balance between self-renewal and differentiation of these cells remains critical for spermatogenic maintenance throughout adult life (13). The Sc and PTc contribute to establishing the micro-environment of SSC that governs such regulated balance (55).

4.1.3 SPCs

SPCs are constituted with undifferentiated Spermatogonia (Spg), type Apaired or Aaligned connected with common cytoplasmic bridges. In rodents, these pre-meiotic (mitotic) Gc exhibit clonal fragmentation and get differentiated into a transit amplifying (TA) population (A1 to A4) induced by RA and then further transformed to differentiated Spg type B stage having meiotic fate (56). In primates, no such TA population is observed however, in rhesus monkeys (not human) 4 categories of Spg B (B1,B2,B3,B4) are found. In rodents, RA further drives the meiotic entry of Spg B by inducing Stra8, Rec8 and Meiosin expressions in these cells (50, 57).

4.1.4 Meiotic Gc

Meiotic Gc represent the most critical stage of spermatogenesis (58) with two successive divisions. In the first division, diploid (2n) primary spermatocytes transform into haploid (n) secondary spermatocytes followed by in the second division, these spermatocytes further divide to produce round spermatids. Meiotic Gc are pivotal in reducing the chromosome number by half, ensuring that the resulting sperm cells possess the correct genetic material for fertilization upon union with an egg cell. The juxtacrine testosterone (T) signaling through Sc regulates the meiotic progression (59).

4.1.5 Post-meiotic Gc

Post-meiotic Gc maturation mainly involves the transformation of a round spermatid to an elongated structure and such elongated spermatids get condensed and further mature into spermatozoa. In this step, the histone–protamine transition is observed leading to massive hetero-chromatinization leading to transcriptional silencing. However, the functional maturation of male gamete occurs with spermiogenesis, which involves complex cellular changes, viz., development of acrosome and flagellum, etc. Unraveling this metamorphosis is crucial for addressing male fertility concerns and developing strategies for male reproductive health and contraception (60). Figure 5 elucidates the testicular transcriptional dynamics concerning complex cellular heterogeneity. Figure 5A exhibits the differential degrees of heterogeneous/diverse gene expression profiles observed in multiple developmental stages of human (i) spermatogonia, (ii) spermatocytes, (iii) spermatids, and (iv) the entire adult human testis. Figure 5B is the graphical representation of developing Gc-specific marker expression during the entire spermatogenic progression. Figure 6 illustrates the comparative heat maps showing the expression profiles of critical genes involved/associated with different developmental/maturational stages of (A) spermatogonia (B) spermatocytes (C) spermatids and (D) whole adult testis.

Figure 5

Figure 6

Notably, Dazl (essential for gametogenic competence to Gc) expression was found to be consistent in all stages of spermatogonial development [like SSCs, progenitor spermatogonia (Spg)-1,2, early differentiating Spg-1,2 and late differentiating Spg] (Figure 6A). However, Dazl expression gets upregulated in high leptotene-zygotene spermatocytes (Sc1-1); declined in subsequent pachytene stage. Essential meiotic genes like Dmc1, Scml1 and Rad51 were found to be elevated in pre-leptotene stage, whereas, RA synthesizing genes like Aldh1a1 was highly enriched in somatic Sc/PTc. Finally, Dmrt1, a critical regulator testicular development was found to get augmented in early differentiating Spg-2, pre-leptotene Sc1-1 and late round spermatid (Std1) (Figure 6).

4.2 The somatic cells

Five distinct somatic cell types (that undergo mitosis but not meiosis) provide the critical structural and nutritional support are discussed in the following section.

4.2.1 Sertoli cells

Sertoli cells (Sc) are the major somatic cells that are the target of both FSH and T, known to dictate spermatogenesis by providing direct structural and nutritional support to all stages of developing Gc within the ST. Sc nurture and regulate the meiotic progression and completion of Gc. Sc-Sc tight junctions establish the blood-testis barrier (BTB) essential for Gc development and their directional movement towards the tubular lumen (61). FSH is critical for Sc proliferation and expansion of the pre-meiotic Gc population, whereas T governs the BTB formation, dynamics and Gc meiosis (4, 62). Sc derived glial cell line-derived neurotrophic factor (GDNF) and stem cell factor (SCF) play crucial role in determining the SSC fate decision from self-renewal to differentiation. Fetal Sc originate from the coelomic epithelium (63) and get specified (at E11.5 in mice and W6-7 in humans) by Sry driven Sox9 expression (43).The development of Sc is distinctly divided into three phases, immature (during fetal/neonatal/perinatal phase), maturing (during juvenile/pre-pubertal life) and mature (at puberty and adulthood) (6466). Hormonal (FSH & T) stimulations to fetal/neonatal/infant Sc, show limited responses like self-proliferation and local expansion of pre-meiotic Gc but are found to be insufficient to induce robust onset of spermatogonial differentiation. The functional immaturity in terms of hormonal responsiveness of younger Sc is considered the underlying cause. Restricted plasma membrane localization of FSH-Receptor (Fsh-r), inadequate expression of associated Gαs sub-units and poor binding of T with Androgen Receptor (Ar) have been demonstrated in immature Sc during infancy (6770). Therefore, the functional maturation of pubertal Sc is found to be developmentally critical for inducing Gc differentiation. Such pubertal maturational event in Sc become a prerequisite for spermatogenic onset and male fertility (15, 65). This is further evident by the presence of persistent immature Sc in adult testes that results in severe oligozoospermic conditions with infertility in rodents (7175) and in humans (64, 7679).

4.2.2 Peritubular cells

Peritubular cells (PTc) constitute the outermost covering of the ST and further provides structural support by creating peristaltic waves through their contractile elements, potentially prompting fluid movement within the tubule lumen to facilitate the expulsion of spermatozoa (80). PTc are the targets of T signaling and shown to promote Sc maturation. Furthermore, crosstalk between PTc with adjacent Lc play a vital role in spermatogenic development. Along with Sc, these cells govern the maintenance of the SSC micro-environment (81, 82).

4.2.3 Leydig cells

Leydig cells (Lc) are the key steroidogenic cells located within the inter-tubular interstitium and the sole target of LH for T biosynthesis. Lc are critical for male reproductive development viz., differentiation of the genital tract, fetal virilization, pubertal maturation and regulation of fertility during adulthood (82, 83). Two [fetal (FLc) and adult (ALc)] and four (fetal, neonatal, pubertal, and adult) distinct populations of Lc are reported in mice and primates with differential morphology and functions respectively (41). In mice, FLc exhibit dual origins (both coelomic epithelium and notch-active Nestin-positive perivascular cells located at the gonad–mesonephros borders) and first detected as Nr5a1 (also known as Ad4BP/SF-1) positive cells on E12.5 (W9-10 in humans). Murine FLc lack HSD17β3 enzyme and thereby produce only androstenedione (precursor of T) and promote the initial virilization and differentiation of male genitalia. Post-birth by P (post-natal age in days) 7-12, FLc undergo periodic regression and replaced by T-producing ALc during P18-25. Nestin-positive perivascular cells and FLc are the progenitor populations for ALc (84). Recent research indicates that 5-20% of FLc are maintained in adult testis (37). T acts on ALc, PTc and Sc to promote spermatogenesis, however, Gc do not express Ar. Sc shown to be the most critical target of T signaling for regulating male fertility (85). Although the extent of LH responsiveness of ALc remain unaltered with testicular aging, overall T production declines with testicular aging and testicular metabolic complications (8688).

4.2.4 Macrophages

Macrophages, (being CSF1R+, CD206+ MHCII-) are present in the testicular interstitium and regulate the steroidogenic activity of ALc (84, 89). Another distinct population of adult macrophages (CSF1R-, CD206-, MHCII+) has been observed at various patches of the peritubular region which actively contributes to the SSC niche and promotes spermatogonial differentiation (80, 90). Intriguingly in fetal life, yolk-sac-derived murine macrophages (at E7.5) play a critical role in directing the selective migration of mesonephric endothelial cells towards developing XY gonads (not XX) and directs testicular cord (at E12.5) formation (49). Recent findings indicate that monocytes derived from hematopoietic stem cells (HSCs) of fetal liver get colonized in embryonic mouse testes in Sc dependent manner and further differentiate into testis resident macrophages during postnatal life (84). During adulthood, CD206+ interstitial macrophages promote ALc proliferation and steroidogenesis and thereby indirectly regulate male fertility. Furthermore, these macrophages also maintain the immunosuppressive environment within the testis (91).

4.2.5 Endothelial cells

Endothelial cells (ECs) form the border walls of blood vessels, facilitating nutrient exchange for developing Gc/sperm. Dysfunction in these cells can affect sperm development and overall testicular health, impacting fertility. During murine testicular morphogenesis, a key feature involves sex-specific vascularization where endothelial cells migrate from the neighboring mesonephros into the fetal XY gonads (during E11-12.5), encircling Sc-Gc clusters and prompting the formation of seminiferous cords. These cells are potent sources of vascular endothelial growth factor A (Vegf A) critical for tissue remodeling/homeostasis (92). ECs also contribute to the SSC niche by producing GDNF that sustains SSCs during extended culture periods (93).

Notably, moderate expressions of Dmrt1, Sox9, Wt1, Amh, Dhh and Aldh1a1 were found in murine Sc from E18.5 to P2D upto P7D. However, the transcript levels of the genes essential for induction of Gc differentiation like Scf/Kit-ligand, Gdnf and Csf-1 etc, remained low during this time of testicular development. In consistent with previous reports, Lc specific Insl3, Cyp17a1, Hsd3b1, Lh/cg-receptor and PTc restricted Ar expressions were observed from E18.5 to P7D; whereas meiotic gatekeeper Stra8 expression was enriched at Gc on P7D (Figure 7C). Figures 7A, B show age-dependent dynamic gene expression profiles observed in different cell types during three [(i) E18.5, (ii) P2D (post-natal 2 days of age) & (iii) P7D (post-natal 7 days of age)] distinct developmental phases of murine testicular maturation. Figure 7C depicts the comparative heat maps revealing the expression profiles of key spermatogenic genes in different cell types during (i) fetal (E18.5) testicular developmental and neonatal [(ii) P2D, (iii) P7D] testis maturation.

Figure 7

5 A comprehensive review of literature on testicular Sc-cell-RNA-seq revealed the molecular basis of testicular dysfunctions/disorders

The literature search was conducted during December – 2023- February 2024. Initially, systematic inquiries were performed in the PubMed database. Given the review’s primary focus on “single-cell RNA sequencing” and “Testis”, a tailored search strategy was applied to connect these two aspects. In detail, concerning the former aspect, the terms “single-cell” (term A) or “Sc-RNA-seq” (term B) were designated. Each of these terms was paired with one of the subsequent testis-related (the latter aspect-related) or animal model-related search terms, which included “testis” (term 1), “spermatogenesis” (term 2), “testicular development” (term 3), “azoospermia” (term 4), “Klinefelter Syndrome” (term 5), “cryptozoospermia” (term 6), “oligozoospermia” (term 7), “asthenospermia” (term 8), “teratospermia” (term 9), “orchitis” (term 10), “cryptorchidism” (term 11), “male and gonad” (term 12), “Humans” (term 13), “Monkey” (term 14), “Primates” (term 15), “mouse” (term 16), “Rat” (term 17), “Testicular diseases” (term 18), and “Testicular atlas” (term 19).

To reduce the likelihood of overlooking pertinent studies, particularly preprint studies, an additional search is conducted on the GEO dataset (https://www.https://www.ncbi.nlm.nih.gov/geo/) employing combinations of refined above search terms. The searches yielded approximately ~132 records from the last 10 years (2015–2024). Among these, 60 articles contained original Sc-RNA-seq data (from at least one donor) related to human testicular samples, while the remaining 68 articles involved re-analyzed data from prior publications or the datasets from other primates, rodents, livestock animals, or non-mammalian species. Starting in 2015, Guo et al. pioneered Sc-RNA-seq on 233 individual male and female human PGCs from 15 embryos between 4 and 19 weeks of gestation (94), followed by two studies in 2017 that sequenced adult testicular cells (95, 96). Interestingly, despite being from different teams, both adult studies focused on spermatogonia. Since 2018, numerous studies have conducted Sc-RNA-seq on human testicular samples, encompassing both prenatal and postnatal stages, normal and abnormal testes. Figure 8 represents the timeline of literature published/available in PubMed. Table 3 is the chronological summary of original research articles published on Sc-RNA-seq data for normal testicular samples collected from (A) primates (human and monkeys) and (B) rodents. Table 4 discusses country-wise Sc-RNA-seq data on clinical human samples with multiple forms of impaired spermatogenesis/infertility reported so far. Notably, Tables 3, 4 will serve as a critical repositories/valuable resource for Sc-RNA-seq datasets specific to distinct testicular cell types generated to date.

Figure 8

Table 3

S. NoYearSpeciesNum ber of Donar(s)Sample Target Group (specific cell types)Number of Cells examinedAge of tissueGEO Accession NumberTool and Sequencing PlatformMajor Findings/ Critical OutcomeReferences
12015Human15 embryos from 9 donarsPrimordial Germ Cells (PGCs)197-319 cellsFetal gonads at 4 to 19 weeks of gestationTang method followed by Illumina HiSeq2000/25 00 sequencer for 100 bp or 150 bp paired- end sequencing.Inactivated X chromosomes get reactivated in PGCs by 4 weeks of age, gene expression pattern found to be homogeneous during 4 and 11 weeks of embryonic age in PGCs and global erasure of DNA methylation gets completed by 10 to 11 weeks.(94)
22017Human5SSEA4+ SSC
and differentiating c- KIT+ spermatog onia
Single cell preparation 15,000-
20,000 out of which 175(92
filtered) analysed
Adult Unknow nGSE92280Fluidigm C1 followed by
Illumina HiSeq2500
Sc-RNA-seq clustering analysis reveals four cellular/developmental states during SSC differentiation, e.g.- Cluster A for state 1 key markers Id4, Etv5 (major transcription factors) and Txnip (for inhibiting glucose update); Cluster B for state 2 having Fgfr1/2 , Bmpr etc; Cluster C for state 3 with Ndufa/b (metabolic mitochondria), Sohlh2, Nr5a1, Thgbr1 (differentiation) , lsm3/4/6 (RNA splicing) Cluster D for state 4 with Cdc45, Rec8, Fanca (cell cycle, DNA repair) etc(95)
32017HumanSpermatogonial arrest (n = 1) and normal spermatogenesis (n =
7)
Spermatogonia20 and 105UnknownGSE91063Tang method/Shallow RNA-seq followed by Ion Torrent PGMProminent heterogeneous transcriptomic profiles of Oct4, Utf1, Magea4, Boll, Prm2, Ddx5, Tspy1, Eef1a1 and Ngn3 in spermatogonial cells either with spermatogenic arrest (20 cells) or in normal spermatogenesis (105 cells).(96)
42017Human29 (17 female and 12 male) embryosHuman fetal germ cells (FGCs)2,167 single FGCs for analysis 1204 (1068 filtered)21 weeks of gestation GSE86146Modified smart-seq2 followed by Illumina HiSeq 2500Reciprocal BMP and Notch signaling network found between FGCs and supportive gonadal cells, male FGCs develop through stages of migration, mitosis, and cell-cycle arrest (without RA signaling and meiosis)(97)
52017Human6 (all are biological fathers)Germ cell subtypes50038-52 yearsSRP069329Laser capture microdissection, 5-µm-thickness of fixed testis; Illumina HiSeq 2000This study has identified over 4000 genes including the expression of 110 RNA-binding proteins and 137 long non-coding RNAs, previously unknown in spermatogenesis. Minimal transcriptional changes found between quiescent Adark to active Apale spermatogonia.(98)
62018Human4 adults and 2 infantsHuman infant and adult testis~650,000
out of which 7830 filtered
17-25
years in young adults, 13
months for infants
GSE12050810× Genomics Chromium Controller followed by Illumina HiSeq 2500This study reveals > 8000 differentially regulated genes and uniquely explored multiple transposable elements (TE) like LTR12C/D/E, SVA_D, AluYa5, LTR10A, and LTR40C elements, and long non-coding RNAs during multiple steps of spermatogenesis. Five distinct states of spermatogonia (including a novel early SSC state, termed State 0) with discrete transcriptional status and developmental plasticity has been reported.(99)
72018Human and mice1610 (2 adult normal men, 7 OA and 1 NOA)Spermatogonia, meiotic germ cells and haploid spermatids Spermatogonia, meiotic germ cells and haploid spermatids4,651 and
7,134
spermatogenic cells from mice and men for analysis 36451 for
10x and 635 for C1
Organ donor 34.3 ±7.2 years) than biopsy patients (42.4 ±
1.2years)
GSE108970, GSE108974, GSE108977, GSE109049, GSE109033,
GSE109037
Both 10x Genomics and Fluidigm C1 followed by Illumina NextSeq 500; Illumina HiSeq 3000This study reports Sc-RNA-seq of >62,000 spermatogenic cells from mice and humans showing phylogenetic resemblance in SSC fate regulation. The hepatic stellate cell activation pathway is shown to be associated with SSC fate. Unique 3-gene identifiers distinguish 11 spermatogenic cell types in mice and humans(100)
82018Human10 (2 Norma l men, 7 OA and 1 NOA)Spermatogonia, meiotic germ cells, and haploid spermatidsOut of 3,243 testicular cells, 3,028 were filtered. Additionally, 2,854 cells with normal spermatogenesis and 174 cells from a non-obstructive azoospermic (NOA) donor were analyzed.2 normal adults 30 & 60 years; 7 OA (27,29,
34,39,41,43,44 years) 1 NOA (24 years)
GSE106487Modified Smart-seq2 followed by Illumina HiSeq 4000.Total 7,378 expressed genes and 122,443 mRNA molecules in each individual cell are detected. Total 17 clusters have been reported out of which, 3 spermatogonia subtypes, 7 spermatocyte subtypes, and 4 spermatid subtypes. Stage dependent expressions of Hmga1, Piwil4, Tex29, Scml1 and Ccdc112 have been found with critical contribution of FGF and BMP pathways in SSC development.(101)
92019Human4Spermatogonial cells33,5852 neonatal (day 2 and day 7 of age)
and 2 fertile adults aged 37 and 42 years)
GSE12426310x Genomics followed by Illumina HiSeq4000Neonatal and adult testicular “niche” cells and factors are defined. In adult testes, 4 clusters/ subsets of undifferentiated spermatogonia (SPG) with distinct markers [slow proliferative 2 populations of SPG -A (having Utf1+ subset -1, Nanos3+ subset - 2) and 2 populations mitotic SPG -B (Nanos3, L1td1, Asb9, Dmrt1, Tuba3d, Dn mt1, Calr + early diff-SPG B and Sohlh2 + Diff-SPG)] have been identified.(102)
102020Human4Somatic and Germ cell and pubertal testis19223(12854 filtered)Juvenile (7-11 years) and pre-pubertal (13-14 years) testes.
2 Testoster one-suppress ed transgen der female testis (26,60
years)
GSE13414410 x genomics followed by Illumina HiSeq2500
(Homo sapiens) Illumina NovaSeq 6000 (Homo sapiens)
This transcriptional atlas of the developing human testis provides major insights into developmental changes and key factors/pathways that accompany male puberty. Data show distinctive phases of germ cell differentiation, common progenitor for Leydig and peritubular myoid cells, two distinct transcriptional states of pre-pubertal Sertoli cells.(103)
112020Human/ Monkey/Mouse4 Human;
5 Monkey
Somatic and Germ cells of testisHuman (13,837);
Monkey (21,574)
20-40 years;
4-13 years
GSE142585Drop-seq followed by Illumina HiSeq 2500 (Homo sapiens)
Illumina HiSeq 2500 (Macaca mulatta)
Multi-species analyses reveal conserved and divergent testicular transcriptional dynamics. Xenotransplantation showsTspan33 as a marker of SSC, 6 different sub-populations of spermatogonial cells are defined based on specific markers. Phylogenetic differences in ligand-receptor interaction in testis are defined.(104)
122020Cynomolgus4 (1 infant, 1 juveni le 2 pubertal)Spermatogonial cells, meiotic germ cellsfiltered data with 17,792 cells1 year old infant, 2 year old juvenile, and 4 years old pubertalE-MTAB-897910x Genomic followed by Illumina HiSeq 4000 or
NovaSeq 6000 using paired- end sequencing
This data reveals critical markers outlining SSC differentiation (Utf1, Uchl1 and Dmrt1). Genes associated with DNA damage response pathway has been examined throughout spermatogenic progression. Phylogenetic conserved features along with divergent multicopy and ampliconic gene content found in meiotic sex chromosome inactive (MSCI) for primates and rodents.(105)
132020Human2Somatic and germ cells of testis853 PGCs, 2,854
normal testicular cells
and 228 Sertoli cells
Male embryo and testis from (NOA)
man
UnknownModified STRT-seqAll testicular cells express ACE2 and Sertoli cells show highest expression level, with age ACE2 expression gets decreased(106)
142020Human29Somatic and germ cell of pubertal testisSpermatogo nial cellsfertile men aged between 30 and
50 y
SE14408510 x GenomicsGdnf and BMP8b broadly support long-term spermatogonial (Spg) culture, while activin A selectively promotes differentiated Kit+ Spg cells. Inhibition of AKT pathway specifically support primitive human undifferentiated Spg.(107)
152020Human and mice02Germ cells2554Adult men with OA 40
and 45 years of age
Drop microfluidics system flowed by
Illumina NextSeq 500/550
Spermatogenic genes display lower rats of mutations with low diversity in the population. Genes, remain silent show diverge and rapid evolutionary rates.Germ;ine specific mutational signmature is generated by TCR following 3’-pyrimidine rule.(108)
162020Human, Mice3PGCs/ Gonocytes16429Fetal testes 17–18
weeks of gestation
GSE153819,
GSE86146, GSE124263, GSE117101.
10x Genomics, followed by 2 × 150 paired- end sequencing on Illumina HiSeq 4000 or
NovaSeq 6000
This study presents in vitro protocol for germ-line specification. The h-iPS generated PGC-like cells further get reconstituted as M-prospermatogonia-like cells and T1 prospermatogonia-like cells and closely resemble with human T1- prospermatogonia in vivo exhibiting diminished proliferation. Dynamic and stage-specific regulation of transposable elements during prospermatogonial specification have been found.(109)
172021Human2PGCs and somatic cells∼32,500 cellsFetal first trimester and neonatal 5 months oldGSE143356
GSE161617
10X genomicsA transcriptional cell atlas of the fetal and postnatal human testes. Fetal sematic cells originate from common progenitor by 7 weeks post fertilization and by 14 weeks, PGCs exit mitosis, downregulate pluripotent transcription factors, and strongly resemble the state 0 spermatogonia.(110)
182021Human,
Mice
2Spermatogonial cellsSlide-Seq3-10 months in mice and 25 and 32 years for humanPRJNA668433Slide-seq toolsCombining Slide-seq with targeted in situ RNA sequencing, this study demonstrates specific specific differences in the cellular compositions of spermatogonial microenvironment between mouse and human testes. Furthermore,
In developing Gc
Habp4 (hyaluronan binding protein 4) has been identified as a potential regulator of chromatin remodelling
(111)
192022Human Mouse22Human gonadal and adjacent extra-gonadal tissues
(female n = 33, male n = 22)
Mouse fetal gonads
347,709,
96,174 and 40,742
cells, 63,929 cells
First and second trimester s of gestation (6– 21 PCW)
Embryon ic 10.5,
11.5 and 12.5 days
E- MTAB
-10551
10× Genomics followed by Illumina HiSeq4000; Novaseq 6000In both species, sex determination involves upregulated Sry and sPax8s, a gonadal lineage located at the gonadal–mesonephric interface. In human testes, Siglec
15+ and Trem2+ fetal testicular macrophage populations are identified. This study provides a comprehensive spatiotemporal map of human and mouse gonadal differentiation, which can guide ex vivo spermatogenesis.
They identified specific human regulatory
programs governing the development of germ-line and somatic cell lineages, comparing these stages with equivalent ones in mice
(27)
202022Human9 male embryos/
fetuses and 6 female embryos/
fetuses
PGCs, gonocytes and fetal somatic cells31006 for 10x
709 for modified STRT-seq
6 - 23 weeks of gestationHRA00034410×
Genomics/mod ified
STRT-seq Followed by Illumina HiSeq 4000
Clustering analyses of fetal gonadal tissues reveal several novel cell subsets, viz.,
Pou5f1+Sparc+ FGCs and Krt19+ somatic cells. BMP signalling found to be critical in cell and stage-manner and promotes
the gonocyte-to-spermatogonium transition. Biosynthesis of T also get transferred from fetal Sc to ALc.
(112)
212022Human/ Mouse12 (4 Young and /8 Old)All testicular
cells
44,657(17-22 years); and (62-76 years)GSE182786; PRJNA75777710x Genomics, Followed by Illumina NovaSeq 6000Age dependent spermatogenic dysregulation found to be more prominent as compare to that found in SSC. Altered pathways includes common inflammatory and hedgehog signalling selective metabolic signalling in Sc, T production in ALC, apoptosis in PTc etc . The extent of such dysregulation found to be associated with obesity in older but not in younger men.(113)
222022Monkey3Whole Testicular tissues7,500 nucleiYoung (5-6 years); Old (18-21 years)GSA (CRA007812)10× Genomics followed by NovaSeq 6000 (Illumina, 20012866)This work depicts in-depth transcriptomic traits of testicular aging at single-cell resolution, Sc found to be the most susceptible to aging, with significant decline in Wt 1 expression.(114)
232023Human/
All primates/Mice
2 (Human),
3 (Chimpanze e), 2(Bon obo), 2 (Gorilla), 1 (Gibb on), 2 (maca que), 2 (marmoset)
Whole adult testes97,521 single- nuclei28, 32
years (Human) 16,21,45
years (Chimpanzee), 15,36
years (Bonobo), 43,51
s E- MTAB
-11063; E- MTAB
-11064
10x Genomics followed by NextSeq 550 (Illumina)This study elucidates the phylogenetic analyses of spermatogenic transcriptional dynamics based on single-nucleus transcriptomic data obtained from testes across 11 mammalian species. Results indicate critical aspects of molecular evolution of spermatogenesis like conserved transcriptome differences between X- and Y-bearing spermatids and meiotic sex-chromosome inactivation (MSCI) process etc.(115)
242023Human/ Mouse4 norma l and 9 NOA
patients
Meiotic germ cellsNormal (1,097);
NOA1 (176
cells) and NOA2 (130
cells)
unknownGSE235324Illumina HiSeq 4000
(humans); Illumina NovaSeq 6000 (mice)
This study provides a multi-omics-based spermatogenic landscape at single-cell resolution. Abnormal DNA hyper-methylation has been detected in leptotene spermatocytes of NOA patients. Functionally, functional interference in DNA demethylation affects meiotic recombination and fertility.(116)
252023HumanParthenocytes (PGs) and Andandrocytes (AGs)NAHiSeq2500 and NovaSeq platformsThey showed transcriptomic profiles comparison between different stages of early development in AGs and PGs. PGs activate primitive genes until the 4-cell stage with increased methylation, challenging the belief that only early stages are totipotent and hinting at totipotency in cleavage-stage AGs, emphasizing paternal transcript significance.(117)
262023Baboon
and Rhesus Macaqu es
2 baboo ns, 2 macaq uesSSC5000 cellsbaboons (new- born and 26
months)
macaque s (15 and 20 months)
GSE222105;10x Genomics followed by Illumina HiSeq2500Human spermatogonia form discrete groups, whereas baboon and rhesus spermatogonia are found to be less heterogeneous. A cross-species analysis reveals significant differences between primate and mouse SSCs. For example, genes coding for components and regulators of the actin cytoskeleton cortical for cell- adhesion are enriched in primate-specific SSC. In humans, both SSC and progenitor spermatogonia were found to be Adark, while Apale spermatogonia appears biased towards differentiation.(118)
272023Human/ Mouse4SSCNot Applicable7–18 weeks old mice and Human males
21- 48 years
PRJNA668433)Slide-SeqPTN and EPHA1 are potential SSC niche factors niche and spatial alteration in ligand-receptor paring leads to diabetes-induced infertility(119)
S.NoYearSpeciesSample Target Group or specific cell typesNumber of cells examinedAge of the samplesGEO Accession NumberPlatformMajor Findings and Critical OutcomeReferences
12018Mouse/ HumanAdult spermatogon ia, spermatocyte s, spermatids, Steady-state Spermatogenic cells62,000 cells6-day postpartum (P6) and adultGSE108970; GSE108977; GSE109033Illumina NextSeq 500; Illumina HiSeq 3000The Mammalian Spermatogenesis Single- Cell Transcriptome, from Spermatogonial Stem Cells to Spermatids.(100)
22018Mouse2,500 cells from 8-week adult mice testis2550 cells2 adult (8 weeks) testisGSE104556Illumina HiSeq 2500They covered all stages comprehensively, offering an ideal resource for marker discovery and analysis of differentiation processes. This dataset serves as a reference for future studies in disrupted spermatogenesis using single-cell RNA sequencing.(120, 121)
32018MouseAdult testis35,000 cells7,8,9,20
weeks
GSE112393Illumina HiSeq 2500They utilize single-cell RNA sequencing to create a resource on mouse spermatogenesis which aims to unravel the diverse cell types within the adult testis, pinpoint factors influencing germ cell differentiation, and uncover various types of somatic cells involved in this process.(122)
42018MouseEmbryonic stage somatic cells435 cellsEmbryo day E10.5,
E11.5,
E12.5,
E13.5, E16.5
GSE97519Illumina HiSeq2000They have identified a progenitor cell population expressing single Nr5a1 before sex determination. These cells undergo temporal fate specification, exhibiting competence windows to differentiate initially into Sertoli cells or later into fetal Leydig cells.(123)
52019MouseSpermatogonia and SpermatocytePostnatal (6d, 14d, 18d, 25d, 30d); Adult (8 weeks)GSE121904Illumina NextSeq; 500Dynamic transcriptome profiles within spermatogonial and spermatocyte populations during postnatal testis maturation revealed by single-cell sequencing(124)
62020MouseGerm and somatic cell development during the perinatal period8,916 cellsEmbryonic stage 18.5, P2, P7GSE130593Illumina HiSeq 4000This study pinpoints specific signaling pathways between somatic and germ cells during the perinatal phase, serving as a valuable resource for understanding testicular cell development during this time.(125)
72020Mouse3-week mice injected with busulfan and rescued with AOS27,000 cellsTreatment 3 weeks of age to 8 weeks of ageGSE131629Illumina HiSeq 2000They concluded that alginate oligosaccharides improved blood and testis metabolomes as well as the gut microbiota to support the recovery of spermatogenesis(126)
82020MurineECs from 11 mouse tissues including testis>32,000 single Endothelia l Cells (ECs)8-weeks male miceArray Express E-MTAB- 8077Illumina HiSeq 4000Reported is a comprehensive murine atlas consisting of over 32,000 single ECs transcriptomes obtained from 11 mouse tissues including testis. Within these subclusters, diverse classical and tissue-
specialized endothelial cell subtypes have been delineated.
(127)
92021Mouse/ Human3 and 10 months testis; Two healthy men (25 and 32 years)PRJNA668433Nextera XT; NextSeq 500/550 High and Mid Output Kit v2.5
(75 Cycles)
They generate a spatial transcriptome atlas of the mammalian testis, which is used to reveal the spatial organization of the testicular microenvironment and profile its changes under diabetic conditions.(111)
102021MousePGCs14,750E10.5,
W12.5, and E16.5
GSE136220Illumina HiSeq 4000 (Mus
musculus)
This study provides a molecular roadmap of GC sex determination at single-cell resolution and will serve as a valuable resource for future studies of gonad development, function and disease(128)
112021Mousecultured THY-1+
GCs w/wo FGF9
4,143 control and 4,482 FGF9-treated cellsNextSeq 500 (Illumina)They concluded that FGF9 is an important regulator of SSC proliferation, operating through p38 MAPK phosphorylation and upregulating Etv5 and Bcl6b in turn.(129)
122022MouseYoung and Old37,571 cells2 and 24 monthsPRJCA0085610X Genomics Chromium; NovaSeq 6000This study reveals the first detailed map of aging in mouse testes at the single-cell level. It identifies changes in gene profiles, disruptions in stem cell balance, and the emergence of specific aging-related cell types, like macrophages. The findings offer a vast resource for studying age-related subfertility and suggest potential paths for diagnostics and targeted treatments against testicular aging by focusing on oxidative
stress and inflammation.
(130)
132022RatAdult LCs before and after EDS treatment10,00012 weeksPRJCA006440Illumina NovaSeq 6000Identification of Rat Testicular Leydig Precursor Cells by Single-Cell-RNA- Sequence Analysis(85)
142022RatTestes from 3 animals were collected at each of 1, 3, and
7 weeks post-EDS treatment
4,00012 weeksPRJCA006139Illumina HiSeq PE150The study explored the effects of the androgen environment on the regulation of spermatogenesis. As this is the first single- cell RNA-Seq dataset for rat testes, it can also serve as a reference for future studies(131)
152022MouseWT and Alkbh5 KO testisWT- 5,596 cells; KO- 6,816 cells12 weekGSE190396HiSeq X Ten (Mus musculus)This study presents the inaugural single-cell RNA sequencing profile of ALKBH5- deficient mice's testes. It underscores ALKBH5's significance in germ cell development and spermatogenesis, providing fresh molecular insights. These
discoveries might form the groundwork for further investigations into the origins and therapies for male infertility.
(132)
162023MouseControl and Sertoli cell specific Scf- cKO mice testis8-week-oldGSE161040HiSeq X Ten (Mus musculus)Here authors utilised fluorescent reporter mice and revealed widespread expression of the stem cell factor (Scf) across different testicular stromal cells, boosting Scf specifically in Sertoli cells significantly improved spermatogenesis, underscoring their crucial role in regulating this process.(133)
172023Mousefetal to neonatal transition25,613E18.5; Postnatal (day1; day3; day6)GSE164439Illumina HiSeq 2000 (Mus
musculus)
The single-cell chromatin accessibility landscape in mouse perinatal testis development(134)
182023Mouse/H umanAdult male mice; Mouse SSCs;
4 healthy men;
Human SSCs
(7–18
weeks old)
PRJNA668433Illumina NovaSeq S2 flow cell 100 cycle kitTheir findings suggested that inferring ligand-receptor (LR) pairs within the spermatogonial stem cell niche identified PTN and EPHA1 as potential factors within this niche. They also indicated that the spatial changes in LR pair expression are the root cause of infertility induced by
diabetes
(118)
192023MouseAdult WT, GRTH-
Knockout, and GRTH knock-in mutant mice
7,000
cell for each sample
8 weeks oldGSE221226Illumina NovaSeq 6000These studies highlight the significance of pGRTH in acrosome biogenesis and the progression of round spermatids RS into ES during spermiogenesis.(135)
202023Mouse/H umanWT mice treated with busulfan10,000
cells
8 weeks oldGSE164787
Reanalysed GSE124263
Illumina NovaSeq 6000This study provides a blueprint for understanding the development of the male germline and supporting somatic cells in humans. The germ cell subset markers identified are candidates to be used for clinical applications, including SSC therapy for treating infertility.(136)
212023Mouseadult Ddx43+/+, Ddx43KI/KI and Ddx43–
/–testes
17,133adultPRJNA650016;
PRJNA838233
Illumina NovaSeq 6000Their identification of RNA helicase DDX43 as a crucial regulator of chromatin remodeling in spermiogenesis showcases its pivotal role in this process. These findings underscore the significance of DDX43 in spermiogenesis and emphasize the efficacy of the single-cell-based approach in
delineating cell-state-specific control in male germline development.
(137)
222023Mousecontrol and Kdm6a conditional knockout (“cKO”)
Whole testis
WT- 19,378 cells; KO- 16,740 cellsGSE215112Illumina NovaSeq 6000The histone demethylase KDM6A, exhibits transient expression just before and during meiotic entry in spermatogenesis, playing a crucial role in maintaining epigenetic states across generations in the male germline.(138)

Summarizing the key findings of mammalian testicular single-cell RNA-seq datasets. (A). Normal healthy Human/ Monkeys. (B). Exclusively Rodents.

Table 4

S.NoYearPopulationNumber of Donar(s)AgePathology/ Etiology reportedNumber of Cells examinedGEO
Accession Number
PlatformMajor Findings/ Critical OutcomeReferences
12018Chinese2 Healthy
donors, 7 Obstructiv e azoosperm ia (OA) donors, and 1
Non- obstructiv e azoosperm ia (NOA)
donor
Healthy (30, 60
years); OA (39,
43, 27, 34,
44, 41,
29); and
NOA (24
years)
SCOS found in one NOA donor2854
(normal) 174 (NOA)
GSE106487Modified Smart- seq2 followed by
Illumina HiSeq 4000
Enrichment of γH2AX signal in NOA somatic cells, suggests their activation of DNA damage response mechanisms.(101)
22019German1 donorUnknown47,XXY
Klinefelter Syndrome (KS)
3289GSE13015110x Genomic s; Illumina NovaSeq 6000On the transcriptional level, Klinefelter Gc (both spermatogonia and sperm) exhibit normal DNA methylation, however, Klinefelter patients show variations in the DNA methylation of
imprinted regions.
(139)
32020Danish1 KS
donor
UnknownKS3,289Reanalyzed GSE130151Illumina NovaSeq6000KS likely causes early testicular damage, leading to fewer Gc, loss in Sc, and ALc changes. Genetic studies pinpoint specific gene alterations, especially in X-escapee genes, driving these issues. Sc
dysfunction is emphasized as pivotal in Gc loss, urging wider research across ages and more KS patients to understand this condition better.
(140)
42020Chinese4 (2 OA
and 2NOA)
UnknownNOA1212OEP000778Singleron GEXSC
OPE foll owed by Illumina HiSeq X Ten
Transcriptional difference in OA and NOA, Sc-Sc junction genes Syne2, Atp2b1, Mtdh and elevated Fate1.(141)
52020Chinese10
Healthy donors and 7 NOA
donor
Infant to AdultTesticular torsion
, benign testicle mass , or contralateral
testis to cryptorchidism NOA (SCOS)
88,723GSE14951210X
Genomic s followed by Illumina
NovaSeq 6000
This study has compared testicular cells (from 10 normal and 7 NOA) and found prominent maturational defects. Blocking Wnt signaling helps immature cells to support germ cell survival, offering new diagnostic /treatment strategies for NOA.(64)
62021Chinese7 OA, 1
NOA and 2 normal persons
34, 36, 50
years
Hypospermatoge nesis480GSE157421(STRT-
seq) follo wed by Illumina HiSeq XTEN
Changes in autophagy-related genes, such as the upregulation of Sqstm1 and the down-regulation of Lc3a in spermatids, were identified in NOA Gc , while Cst3- mediated autophagy potentially aids in maintaining SSC through Oct4, Id1, and Nanos3; additionally, inhibition of Cst3
disrupted meiosis and spermatid formation.
(142)
72021Italian3 iNOA donors and 1 OA donoriNOA (32/41/37
years) and OA (37
years)
idiopathic SCOS/ germ cell aplasia (OA
and iNOA)
3880GSE15453510X Genomic s followed by Illumina
NextSeq5 00/Nova Seq 6000
idiopathic Gc aplasia viz., immaturity of ALc, chronic tissue inflammation, fibrosis, and senescence phenotype of the testicular somatic cells, ratio of Lamin A/C transcripts and an active DNA
damage response in Lc and PTc.
(143)
82021German3 healthy
and 3 cryptozoo spermic donor
31, 33, 59
years healthy and 36,
39, 25
years Diseased
cryptozoospermi a30,000GSE15394710X
Genomic s followed by Illumina NovaSeq 6000
Alterations in the crypto-spermatogonial compartment having more of Piwil4+ undifferentiated spermatogonia, prolonged expression of Egr4 and fewer SSC/ Adark spermatogonia.
.
(144)
92021Americ an12 donorsMix ageKS and idiopathic
azoospermic (iNOA) male infertility
26300GSE16906210x Genomic s followed by Illumina HiSeq 2500This study identifies a subpopulation of Sc (within multiple individuals having KS) lacking transcription from the XIST locus resulting elevated X-linked gene expressions. Furthermore, 72 pathways upregulated in KS suggesting changes in interstitial cells due to loss of X inactivation in Sc.(145)
102022Mix-Do-NOAGSE149512; GSM4504195; GSM4504196; GSM4504197; GSM4504195; GSM4504196; GSM4504197
(Data Reanalyzed)
Elevated ALc and macrophages in iNOA patients testes Lc specific markers Lhx9, Klf8, Klf4, Arid5b and Rxrg) in NOA, and macrophages-specific TFs (such as Pou2f2, Spib, Irf5, Cebpa, Elk4 and Klf6) in NOA,(146)

List of Human Participants Exhibiting Spermatogenic Dysfunction or Infertility: A Detailed Examination.

6 New progress

This comprehensive review of literature on testicular Sc-RNA-seq highlights the complexity of testicular tissue composition and the uniqueness of cellular transcriptional dynamics. The cutting-edge approach has unveiled a heterogeneous landscape within the testis, providing insights into spermatogenic Gc, somatic PTc and interstitial Lc and supportive Sc associated with SSC microenvironments. Studies employing Sc-RNA-seq have examined the transcriptional profiles of various Gc populations at distinct developmental stages elucidating the molecular regulation of spermatogonial differentiation, meiosis, and sperm maturation. The application of Sc-RNA-seq has not only enriched our understanding of testicular cell heterogeneity but has also identified novel markers and regulatory pathways critical for male infertility and reproductive health (147). Integration of multi-omics data and advanced in-silico analyses offers a comprehensive view of the testicular transcriptomic landscape, fostering discoveries with profound implications for both basic biology and clinical applications in reproductive medicine.

A significant development in the field of testicular transcriptomics requires an inclusive assimilation/integration of data obtained from Sc-RNA-seq analyses with spatial transcriptomic information (32). For example, Chen and colleagues employed the “spatial transcriptomic analysis” technology, creating a spatial atlas that delineates testicular gene expression at near-single-cell resolution in the human testis (111). Similarly, Garcia-Alonso et al. conducted integrated analyses of male gonadal development by fusing Sc-RNA-seq and spatial transcriptomics, offering a more comprehensive and in-depth perspective (27).

7 Current challenges

The integration of these methodologies is anticipated to augment future investigations on the human testis and male infertility, affording a comprehensive understanding of functional/impaired spermatogenesis. Although Sc-RNA-seq analyses have corroborated the notable presence of immune cells (e.g., macrophages - both M1 and M2, T cells, mast cells, and B cells) in the testicular microenvironment, the functional roles (and also transcriptional patterns) of these cells in regulating male infertility development remain elusive (85). However, despite the current high cost of Sc-RNA-seq, several of the studies sincerely lack a direct clinical orientation Therefore, diverse testicular pathologies, viz., cryptorchidism, AZFc deletions, azoospermia post chemo/radiotherapy, and teratospermia, demand focused exploration of Sc-RNA-seq analyses. The ongoing refinement and cost mitigation of this technology holds future promise for clinical applications, such as diagnostics, classification, prediction of sperm retrieval, and evaluation of hormonal treatment efficacy. Figure 9 illustrates the probable applications of Sc-RNA-Seq data towards framing appropriate preclinical studies (both in vitro and in vivo approach) leading to potential future diagnostic (assays/tools/kits) in male reproductive health care.

Figure 9

8 Concluding remarks and future directions

Exploring the intricate landscape of testicular function and pathology requires a comprehensive understanding spanning from the fundamental processes of development to the complexities of the disorders. This review has examined the uncharted territory of the testicular single-cell transcriptional atlas, illuminating the diverse cellular populations and their orchestrated molecular dynamics. From the genesis of Gc to the intricate orchestration of somatic cell interactions, this exploration navigates the transcriptional intricacies shaping testicular development. Furthermore, it delves into the disruptive signatures underlying various testicular disorders, shedding light on potential avenues for diagnostic and therapeutic advancements. By unraveling the cellular intricacies from a single-cell perspective, this review aims to provide comprehensive insights bridging the developmental trajectory to the manifestations of disorders within the testicular microenvironment. We also summarize the previous attempts deploying Sc-RNA-Seq on clinical testicular biopsies (Table 4) that have significantly enriched our understanding of testicular physiology e.g.- regulation of SSC micro-environment and testicular somatic cell maturation, etc. Finally, the increasing availability of publicly accessible testicular Sc-RNA-seq datasets provides researchers with greater possibilities for conducting personalized data analyses to address diverse research requirements. We anticipate that this review will not only facilitate the comprehensive understanding of spermatogenic transcription during normal and impaired (sub-fertile/infertile) conditions but also serve as a valuable reference for critical diagnosis and cure for some forms of unexplained/idiopathic male infertility.

Statements

Author contributions

MT: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Writing – review & editing. IB: Visualization, Formal Analysis, Writing – original draft, Writing – review & editing. MM: Data curation, Formal analysis, Writing – review & editing. VB: Data curation, Formal analysis, Writing – review & editing. MC: Conceptualization, Data curation, Investigation, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing.

Funding

The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.

Acknowledgments

IB sincerely thanks the past and present Vice-Chancellor, Central University of Kerala, Kasaragod, Kerala, India for necessary administrative support.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fendo.2024.1394812/full#supplementary-material

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Summary

Keywords

single-cell RNA-sequencing (Sc-RNA-seq), testis, spatial transcriptomics, spermatogenesis, male infertility

Citation

Tirumalasetty MB, Bhattacharya I, Mohiuddin MS, Baki VB and Choubey M (2024) Understanding testicular single cell transcriptional atlas: from developmental complications to male infertility. Front. Endocrinol. 15:1394812. doi: 10.3389/fendo.2024.1394812

Received

02 March 2024

Accepted

14 June 2024

Published

11 July 2024

Volume

15 - 2024

Edited by

Maria Eugenia Teves, Virginia Commonwealth University, United States

Reviewed by

Carlos Córdova-Fletes, Universidad Autonoma de Nuevo León, Mexico

Shivani Srivastava, Yale University, United States

Updates

Copyright

*Correspondence: Mayank Choubey, ;

†These authors have contributed equally to this work

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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