Abstract
Infertile ovotestis (mixture of ovary and testis) often occurs in intersex individuals under certain pathological and physiological conditions. However, how ovotestis is formed remains largely unknown. Here, we report the first comprehensive single-cell developmental atlas of the model ovotestis. We provide an overview of cell identities and a roadmap of germline, niche, and stem cell development in ovotestis by cell lineage reconstruction and a uniform manifold approximation and projection. We identify common progenitors of germline stem cells with two states, which reveal their bipotential nature to differentiate into both spermatogonial stem cells and female germline stem cells. Moreover, we found that ovotestis infertility was caused by degradation of female germline cells via liquid–liquid phase separation of the proteasomes in the nucleus, and impaired histone-to-protamine replacement in spermatid differentiation. Notably, signaling pathways in gonadal niche cells and their interaction with germlines synergistically determined distinct cell fate of both male and female germlines. Overall, we reveal a cellular fate map of germline and niche cell development that shapes cell differentiation direction of ovotestis, and provide novel insights into ovotestis development.
Subject terms: Germline development, Experimental models of disease
Introduction
Why and how sex is formed and maintained in two sexes, male and female, in most living organisms, have remained key questions in biology for over a century. Sexual reproduction exists in nearly all animals. In general, sex, as such a fundamental aspect of life, is nearly divided into male and female. However, the phenotype can be blurred in humans and other animals. Gynandromorph and intersex can happen in the same individual owing to, for example, genetic aberrations and/or developmental defects, in which the sex identity of cells is mixed together. In humans, patients with disorders of sex development (DSD) are often considered an ambiguity of phenotypic sex. DSDs are congenital conditions in which the development of chromosomal, gonadal, or anatomical sex is atypical1. Worldwide, genital ambiguity occurs in one in 2000–4500 in humans2; however, only approximately one-fifth of the DSDs can be diagnosed by molecular approaches3. Patients with DSDs are not only infertile, but also suffer from many health problems, including other malformations, developmental delay, intellectual impairment, and mental and psychosocial problems1. Understanding of sexual determination and differentiation mechanisms will benefit both diagnostic testing and medical therapy of DSDs.
In mammals, SRY on the Y chromosome is a dominant gene for male development4. In the embryonic gonads of males, SRY, together with NR5A1, upregulates SOX9 expression via its enhancer5,6; thus, a developmental pathway for testis formation is initiated. Otherwise, in the absence of SRY, ovary development will start via several female pathways. RSPO1/WNT signaling is a major pathway for ovary development, which includes RSPO1, WNT4B, CTNNB1 and GSK3A/B7,8. Mutations in these sex-determining genes and the dysregulation of relevant pathways will lead to DSDs, including 46,XY complete or partial gonadal dysgenesis, 46,XX testicular DSD, and 46,XX ovotesticular DSD. For example, mutations in the conserved HMG-box and both 5′ and 3′ regions of sex-determining gene SRY caused XY gonadal dysgenesis/sex reversal, in which the ovarian structure was often in a degenerate state9–12. Mutations of WT1, NR5A1, and FOG2 caused 46,XX testicular/ovotesticular DSDs13–15. A missense mutation in the MAP3K1 gene, which reduced SOX9 expression of the male pathway and increased CTNNB1 activity in the female pathway, led to 46,XY complete gonadal dysgenesis16. Deletions/point mutations of NR2F2 led to 46,XX ovotesticular DSD17,18. Gene duplications in sex-determining pathways can also lead to ovotesticular DSD. For example, a duplication of 1114 kb in the region of 17q24.3 containing SOX9 was associated with SRY negative 46,XX ovotesticular DSD19, and duplications of SOX3 also affected gonad development and resulted in 46,XX ovotesticular DSD in SRY-negative patients20,21. In addition, gonadal dysgenesis had a high risk for germ cell cancer formation22. Notably, mosaic karyotypes with three cell types, 46,X,dic(X;Y)(p22.33;p11.32)/45,X/45, and dic(X;Y)(p22.33;p11.32), were associated with ovotesticular DSD23, indicating that gene position/epigenetic effects could be contributed to genital ambiguity. Indeed, histone lysine acetyl-transferases were involved in epigenetic control of the SRY promoter24. Ovotesticular development is involved in, at least, two types of cell divisions (mitosis and meiosis) and two types of gametogenesis processes (spermatogenesis and oogenesis) within an ovotestis organ. Together, these data indicated that ovotesticular formation was a very complicated pathological process involved in multiple molecular and cellular events; however, the underlying etiology and molecular mechanisms are largely unknown.
Gonadal dysgenesis and ovotestis phenotype are often prevalent in animals, including dogs, cats, birds, fishes, amphibians, and reptiles25–29. In some animals, ovotestis formation is a physiological process, not a pathological condition, for example, in the teleost Monopterus albus, a new model species for evolution, genetics and development26. It begins life as a female, but transforms to a male through an intersex stage. The ovotestis model provides an ideal avenue to get insight into how the ovotestis is formed, although the underlying mechanisms have remained elusive since the 1940’s30,31. However, single-cell RNA sequencing (scRNA-seq) technology provides a new possibility to decipher the developmental events in the ovotestis at single-cell resolution. It shows a unique advantage in defining cellular identity, and tracing the cell state and fate in a whole organ32–34. Here, we performed extensive scRNA-seq characterization of the ovotestis using the 10x Genomics and related analysis applications. We first performed nonlinear dimensionality-reduction analysis, a uniform manifold approximation and projection (UMAP)35, on sequenced datasets after quality control, which yielded the first comprehensive single-cell transcriptional cell atlas of major cell types in the ovotestis, including germline, niche, and stem cells. Our study uncovered developmental changes in the lineages of these cell types. We identified common progenitors of germline stem cells with two states, revealing their bipotential nature to give rise to both spermatogonial stem cells (SSC) and female germline stem cells (FGSC), and two developmental trajectories of five subtypes of germline stem cells. Moreover, we revealed that ovotestis infertility was caused by developmental defects in both oogenesis and spermatogenesis processes, through nuclear phase separation of the proteasomes for degradation of female germline cells, and impaired histone-to-protamine replacement in spermatid differentiation. We also delineated signaling pathways in somatic niche cells and their interactive roles with germline cells in determining the cell fates of both testis and ovary differentiation. Together, our results provide a roadmap of germline, niche, and stem cell development in ovotestis, and reveal the molecular and cellular mechanisms underlying ovotestis formation in intersex.
Results
Two developmental trajectories of five subtypes of germline stem cells
Histologically, the ovotestis had atretic and degraded follicles (Fig. 1A, B), and spermatogonia, spermatocytes, and round spermatids (Fig. 1C). To explore the differentiation potential of ovotestis, we first sought to identify cell types in ovotestis using the single-cell RNA sequencing technology. We collected ovotestis samples from three intersex individuals and dissociated them into single cells for scRNA-seq. The sequencing depth was over 47,000 reads for each cell (Table S1), median detected genes were 3126 per cell, and median UMIs (unique molecular identifiers) were 9259 (Table S2). After discarding poor-quality cells, nearly 10,000 cells remained for clustering and typing. To identify cell clusters, we employed a nonlinear dimensionality-reduction technique, UMAP. Together with known marker genes and annotations (Table S3), 13 cell clusters were identified, including germline stem cells, primordial oocytes, spermatogonia, spermatocytes, round spermatids, and somatic niche cells (Sertoli and Leydig cells) (Fig. S1A). UMAP maps showed that each cluster was distinguished from other clusters with marker genes, for example, nanos2 and nanos3 in germline stem cells, kif20a and kmt5a in spermatogonia B, spo11 and meiob in spermatocytes, izumo1 and spaca6 in round spermatids, amh and wt1b in Sertoli cells, and cyp17a1 and star in Leydig cells (Fig. S1B).
As germline stem cells (GSC) were in cluster 1 (Fig. S1A, B), we next performed re-clustering analysis on the cluster to identify cell subtypes or states, which revealed the existence of five distinct subclusters (Fig. 1D, E). Of these, four subclusters (1, 2, 4, and 5) represented four states of germline stem cells, early-GSC (E-GSC), late-GSC (L-GSC), early-spermatogonia A (E-SGA), and late-spermatogonia A (L-SGA), while subcluster 3 was a group of female germline cells including female germline stem cells (FGSC). Pseudotime analysis revealed two developmental trajectories of these five subclusters; trajectory 1 transitioned from L-GSC to L-SGA for spermatogenesis, whereas trajectory 2 showed a distinct fate from L-GSC to female FGSC for oogenesis (Fig. 1F–H). Thus, E-GSC and L-GSC were two differentiation states of common progenitors of germline stem cells. E-GSC cells were primordial germline stem cells and L-GSC cells were bipotential to differentiate into either male (spermatogonia A) or female germline stem cells. Subcluster 3 contains FGSC as indicated by pluripotency markers nanog2, nanog and dnd1, in addition to zar1 and zar1l, key genes for oogenesis36 (Fig. 1G–I and Fig. S1A, B). These data suggested that L-GSC-to-E-SGA or L-GSC-to-FGSC transition potential existed in ovotestis. In line with this fact, upregulated genes were enriched in these two transitioning processes (Fig. S2A).
The expression patterns of key PGC markers37,38, including nanos2, nanos3, and dnd1, along with pluripotency marker nanog in E-GSC, confirmed the pluripotency of E-GSC cells. nanos3 was expressed slightly higher in E-GSC than in L-GSC, indicating the relatively higher stemness of E-GSC in comparison with L-GSC (Fig. 1G–I). Pseudotime trajectory and expression of known cell state markers also indicated that E-SGA and L-SGA were two states of the type A spermatogonia, with high expression of dmrt1, but scarce expression of zar1 and zar1l (Fig. 1F–I). In mammals, Dmrt1 was also expressed in the type A spermatogonia39. L-SGA expressed pluripotency markers nanog and dnd1, whereas spermatogonia B in cluster 2 did not express these two markers, but kif20a and kmt5a, important genes for cell division40 (Fig. S1B), indicating a transition from L-SGA to spermatogonia B in subsequent development. Notably, genes for DNA synthesis and mitosis were highly expressed in the germline stem cells, in particular, in type A spermatogonia, indicating that these germline stem cells were actively divided (Fig. S2B, C).
Nuclear phase separation of the proteasomes promotes degradation of female germline cells
Considering functional loss of oogenesis, we explored the female germline cell fate in subcluster 3 (Fig. S3A). Apoptosis is a well-known mechanism for cell death. We indeed detected upregulation of pro-apoptosis gene expression, including gadd45a, bax, and casp3a, in subcluster 3 (Fig. S3B). We further investigated whether autophagy genes are involved in the process. All these genes in autophagy pathway, along with key genes for autophagosome induction (atg13, ulk2, atg5, becn1, atg2b and pi3kr4), elongation (lc3a, lc3b, atg4b, and wipi2), and fusion with lysosome (tecpr1b and epg5), were upregulated in subcluster 3 (Fig. S3C). Moreover, we found that esr2b and atg13 were upregulated in subcluster 3 simultaneously (Fig. S3D). Functional tests showed that Esr2b binding to the atg13 promoter was essential for activation of atg13 transcription (Fig. S3E–H). Thus, autophagy was involved in female germline cell degradation in subcluster 3 (Fig. S3I).
Importantly, the ubiquitination pathway was enriched in subcluster 3 by KEGG analysis of differential expression genes, and most of the ubiquitination pathway genes were obviously upregulated, including ubiquitin-conjugating enzymes ube1, ube2, and ube3 (Fig. 2A). This result suggested an importance of ubiquitination-mediated degradation of the female germ cells, because these enzymes catalyzed ubiquitin conjugation to mark cellular proteins for degradation41. To obtain further functional insights, we analyzed expression patterns of key genes involved in the nuclear proteasome foci, and found upregulation of key regulator rad23b, including rad23ba and rad23bb in subcluster 3 (Fig. 2B). Rad23 regulated proteasome foci formation by phase separation in the nucleoplasm42. Under physiological and pathological types of stress, formation of proteasome foci in the nucleus was a new mechanism for proteasome degradation of ribosomal proteins42, and loss-of-function mutations in most ribosomal proteins were lethal for cells43. Thus, the ubiquitination-dependent proteasome pathway in the nucleus probably mediated degradation of the female germ cells. To verify this, we performed immunofluorescence analysis of Psmb2, a key component of the foci, in ovotestis. Proteasome foci were detected in the germinal cradle (early-stage female germ cells and surrounding supporting cells) in ovotestis, particularly in the nuclei of germ cells and in the cytoplasm of supporting cells (Fig. 2C). Furthermore, proteasome foci were formed in the nuclei of ovary cells (CHO) under hyperosmotic stress (0.2 M sucrose) (Fig. 2D). Notably, overexpression of Rad23ba in CHO cells can promote formation of the foci indicated by endogenous PSMB2, and number of the foci in the nuclei was increased obviously in comparison with the control group (Fig. 2E, F). Considering the essential roles of ribosomal proteins for cell survival, we tested a set of ribosomal proteins and found Rps26 and Rps2 were co-localized with Psmb2 in the nuclei upon stimulation with 0.2 M sucrose for 30 min (Fig. 2G and Fig. S3J), indicating that Rps26 and Rps2 were degraded substrates in the proteasomes. Further time-lapse imaging showed that the proteasome foci with Psmb2 can fuse together, suggesting a nature of liquid droplets of the foci in the living cells (Fig. 2H and Supplementary Videos 1 and 2). Overall, these data suggested that nuclear proteasomes promoted degradation of female germline cells by ubiquitination-dependent phase separation (Fig. 2I).
Signaling pathways in gonadal niche cells reveal distinct fate between oogenesis and spermatogenesis
Considering key roles of the gonadal niche for germline cell development, we investigated signaling pathway activities for oogenesis. UMAP analysis showed that marker genes of granulosa cells were scarcely expressed, for example, faint expression of foxl2 was detected in cluster 11 (Fig. 3A). There was also only 10.5% of Foxl2+ cells in the cluster 11, of which, ~6% were co-expressed with Sertoli markers, TGFβ (transforming growth factor beta) signaling pathway genes. Moreover, the foxl2 downstream factor cyp19a1a was also scarcely detected (Fig. 3B), indicating loss of biosynthesis pathway of female sex hormone in the ovotestis (Fig. 3C). Hedgehog signaling pathway was essential for follicle development44. Key genes in the hedgehog signaling pathway in theca cells, including ptch1/2, smo, hhip, gli1, gli2, and gli3, were scarcely detected (Fig. 3D), indicating loss of hedgehog signaling pathway in ovotestis (Fig. 3E). In addition, expression of nid1, a basal lamina-specific adhesive protein in theca cells, was also very low (Fig. 3D), which was important for production of basal membranes of follicles45. Nevertheless, immunofluorescence analysis showed that theca cells can be detected by Krt8, which was expressed in cluster12 (Fig. 3D, F). However, Krt8 was not expressed in granulosa cells in the degraded follicles (Fig. 3F). These data suggested that the gonadal niche for oogenesis was functionally lost, although granulosa cells and theca cells co-existed in ovotestis.
As gonadal niche is essential for spermatogenesis, we then addressed signaling pathway activities in Sertoli cells and Leydig cells in ovotestis. KEGG pathway analysis by g:profiler46 showed that TGFβ family genes were enriched in Sertoli cells, including amh, bmp4, smad7, dcn, and id1. UMAP plots were built for Sertoli cells integrated by expression levels of TGFβ pathway genes (Fig. 4A, B). Key factors, including Amh, Bmp4, Dcn, Smad7, and their target Id1, in the pathway, were active in Sertoli cell cluster (Fig. 4C), suggesting functional Sertoli cells in ovotestis, which were consistent with the fact that Amh signaling is required for male development47. Further GO term enrichment showed that steroidogenesis process was enriched in Leydig cells. UMAP analysis of steroid biosynthesis indicated that male steroid biosynthesis factors, including star/starl, cyp11a1, cyp17a1, and hsd3b1, were highly expressed in Leydig cell cluster (Fig. 4D, E), which were key proteins for testosterone synthesis, In particular, Star and Starl were responsible for rate-limiting transport of cholesterol into the mitochondria for further steroidogenesis48, Cyp11a1, Cyp17a1, and Hsd3b1 worked in their downstream in the pathway (Fig. 4F). In addition, UMAP and immunofluorescence analysis showed that Sertoli and Leydig cells can be detected by Krt8, a protein for formation of intermediate filaments (Fig. 4G, H), and Sertoli and Leydig cells can also be detected by Cldn11, a tight junction protein (Fig. 4I, J). These results suggested that both Sertoli cells and Leydig cells were functional in ovotestis.
Spermatogenesis arrests at round spermatid phase owing lack of transition from histone to protamine
Phenotypically, round spermatids, but not elongated spermatids, were observed in ovotestis (Fig. 1C). Interestingly, two states (early and late) of round spermatids were detected (Fig. 5A). Both the number of expressed genes and the number of UMIs in the late stage of round spermatids were the most abundant among all clusters (Fig. S1C, D), suggesting active gene expressions in the late stage of round spermatids in ovotestis. To better understand the mechanisms of spermatogenesis arrest in the late round spermatids in ovotestis, developmental trajectory was used to track developmental order of the cell populations among clusters. This analysis indicated that developmental trajectory from cluster 2 to 10 represented meiosis process from spermatogonia B, spermatocytes, to late stage of round spermatids (Fig. 5A). Focused analysis of primary spermatocytes reveals developmental progression of the meiosis I, in which four subclusters, premeiotic S phase, leptotene/zygotene, pachytene, and metaphase/anaphase, were detected (Fig. S4A, B). Pseudotime trajectory with corresponding marker genes based on DEGs of each subcluster confirmed the developmental process of primary spermatocytes (Fig. S4C–G).
Gene ontology (GO) of both upregulated and downregulated genes among clusters during spermatogenesis showed functional changes with feature genes of high expression from spermatogonia B to round spermatids (Fig. 5B, C). Immunofluorescence analysis indicated expression of Sycp3, a marker of synaptonemal complex in spermatocytes, and Spag6, a component of the central apparatus, in round spermatids, suggesting normal development in spermatocytes and round spermatids (Fig. 5D, E). These analyses indicated that spermatogenesis processes from spermatogonia B, spermatocytes, to early stage of round spermatids proceeded properly. To get insight into spermiogenesis arrests, we performed expression analysis by UMAP mapping. This analysis indicated that representative genes of round spermatids, including spag6, izumo1 and spaca6, were expressed in both cluster 9 and 10. In contrast, protamine was scarcely detected in both stages of round spermatids and even not in the whole ovotestis, but in testis (Fig. 5F, G). However, four types of histone genes, including h2a, h2b, h3, and h4, were expressed (Fig. 5F), and further immunofluorescence of H2b protein confirmed its expression in both stages of round spermatids in ovotestis (Fig. 5H), suggesting a histone retention in round spermatids in ovotestis. In contrast, in males, histone H2b was not observed in both round and elongate spermatids, suggesting that histones had been replaced by protamine in testis (Fig. 5I). Histone-to-protamine replacement is essential for producing functional sperm cells, and lack of histone replacement by protamine during post-meiotic transition of round spermatid to elongate spermatids led to male infertility49. Considering an enrichment of early round spermatids and a dramatic decline of late round spermatids (Fig. 5J), spermatogenesis would be arrested at early phase of round spermatids owing to lack of transition from histone to protamine (Fig. 5K). Overall, these data suggested that histone-to-protamine replacement cannot be performed due to deficiency of protamine expression, which thus led to developmental defects of elongate spermatids in ovotestis.
Discussion
Infertile intersex often appears in individuals under certain pathological and physiological conditions, in which the gonad consists of both testis and ovary tissues, that is ovotestis. Patients who suffer from ovotestis are infertile and have many health problems1. However, how the ovotestis is formed remains elusive. Here, our study provides an overview of cell identities and a roadmap of germline, niche, and stem cell development in ovotestis, and uncovers the molecular and cellular mechanisms underlying ovotestis formation.
We found a common progenitor of germline stem cells with two developmental states, E-GSC and L-GSC, in ovotestis, which have a bipotential nature to differentiate into both spermatogonial stem cells and female germline stem cells. The developmental trajectories of five subtypes of germline stem cells confirmed the fate of differentiation to either oogenesis or spermatogenesis. Thus, E-GSC and L-GSC are similar to primordial germ cells (PGCs) in the developing embryonic gonad. The fact that they express a group of PGC markers, including nanos2, nanos3, nanog, and dnd1, also supports this viewpoint. Human PGCs are induced in the epiblast in early embryos and migrate to colonize the genital ridge in both sexes50. In male embryos, these PGCs can differentiate into spermatogonial stem cells and relevant germline cells, whereas in female embryos, they will develop into female germline stem cells and female germline cells51. In human adults, PGCs were not detected, and only PGC-like cells were observed in neonatal testes52. The findings of the common progenitors of germline stem cells, the E-GSC and L-GSC, in ovotestis, suggested that ovotestis possesses a developmental bipotential, attributed to the common stem cell progenitors. Our discovery of the common germline stem cell progenitors enriches our understanding of stem cell development.
Importantly, we uncovered developmental changes in the germline and niche cell lineages, and the molecular and cellular mechanisms underlying ovotestis formation. The mechanisms are involved in two disrupted processes of coordinating action. Female germline cells are degraded by nuclear phase separation of the proteasomes, and histone-to-protamine replacement is impaired in spermatid differentiation, which lead to developmental defects in both oogenesis and spermatogenesis processes in the ovotestis. On the one side, histone replacement by protamine is an essential process for chromatin remodeling in spermatid differentiation. Protamine mutations or aberrant histone retention results in failure of histone-to-protamine replacement, thus causing male infertility in humans and mice49,53. Our study reveals that deficiency of protamine expression is a major cause of infertility owing to lack of histone to protamine exchange in the round spermatid differentiation in ovotestis. On the other side, we found that nuclear phase separation of the proteasomes is a robust process in female germline cells, which is a degradation mechanism of ubiquitination-dependent proteasomes in the nuclei. Ubiquitination-mediated proteasome foci in the nucleoplasm were recently found in mammalian cells under various types of stress, including mouse stem cells, which can degrade key components in the nucleus, such as ribosomal proteins42. Consistent with this, loss-of-function mutations in most ribosomal proteins were lethal43. In addition, degradation of female germline cells is probably induced by aberrant signaling of the gonadal niche cells, owing to functional loss of the gonadal niche for oogenesis in the ovotestis. Thus, we suggest that the female germline cell degradation could be mediated by the nuclear proteasome pathway, together with deficiency signaling of the gonadal niche in ovotestis. Overall, our results provide a roadmap of germline, niche, and stem cell development in ovotestis and the corresponding molecular and cellular mechanisms underlying infertility.
Materials and methods
Experimental animals
The teleost fish Monopterus albus individuals were obtained from fish farms in Wuhan, Hubei Province, China. Adult animals (male, intersex) were used without randomization. All animal experiments and methods were performed in accordance with the relevant approved guidelines and regulations, as well as under the approval of the Ethics Committee of Wuhan University.
Antibodies
Primary antibodies: Anti-Spag6 (A3088), Anti-Krt8 (A1024), Anti-Psmb2 (A5483), Anti-Cldn11 (A2593) were purchased from ABclonal, Wuhan, China. Anti-H2b (ET1612-25) was purchased from Huaan Biotechnology, Hangzhou, China. Anti-Sycp3 (ab97672) was purchased from Abcam, Cambridge, UK. Fluorescent antibodies: TRITC-conjugated ImmunoPure goat anti-rabbit IgG(H + L) (Cat# ZF-0316) and FITC-conjugated ImmunoPure goat anti-rabbit IgG(H + L) (Cat# ZF-0311) were purchased from Feiyi Technology, Wuhan, China.
Plasmid constructs
Full-length esr2b (XM_020611557.1) was cloned into pcDNA3.0 using EcoRI and SalI to generate pCMV-esr2b. Three deletion fragments of the atg13 (XM_020600753.1) promoter were amplified from genomic DNA, using KpnI and XhoI to generate the pGL3-basic vector (E1751, Promega, Madison, WI, USA). Full-length rad23ba (XM_020600944.1) was cloned into pSico-Cherry-FLAG using EcoRI and XhoI to generate Cherry-FLAG-rad23ba. Full-length Rad23b (NM_009011.4) was cloned into pSico-Cherry-FLAG using EcoRI and XhoI to generate Cherry-FLAG- Rad23b. Full-length Psmb2 (NM_011970.4) and psmb2 (XM_020597689.1) were cloned into pEGFP-N1 using XhoI and EcoRI to generate GFP-Psmb2 and GFP-psmb2. The primers and PCR conditions are described in Table S4. Site-directed mutagenesis for the Esr2b binding sites was performed using the primers described in Table S4. All constructs were confirmed by sequencing (TSINGKE, Beijing, China).
Cell culture and transfection
HEK293T cells (3142C0001000001715) and CHO cells (GDC0018) were obtained from China Center for Type Culture Collection. HEK293T cells were cultured in high glucose Dulbecco’s modified Eagle’s medium (DMEM) (SH30022.01B, HyClone, Logan, USA) with 12% fetal bovine serum (FBS) (P30-330250, PAN-Biotech, Aidenbach, Germany) and CHO cells were cultured in DMEM/F12 with 10% FBS. All cells were cultured at 37 °C in a 5% CO2 cell incubator. LipofectamineTM 2000 (11668027, Invitrogen, Shanghai, China) was used for transfection according to the routine protocol. For hyperosmotic stress, CHO cells were treated with 50 μM MG-132 (HY-13259, MCE, Shanghai, China) for 1 h, and then were stimulated using 0.2 M sucrose for 30 min (S818049, MACLIN, Shanghai, China).
Immunofluorescence and living cell analysis
Immunofluorescence analysis was performed as described previously54. Briefly, CHO cells were cultured on glass coverslips, and gonadal tissues were embedded in OCT medium (4583, Tissue-Tek, Miles, USA) and cut into a series of 7 μm sections using a cryostat (CM1850, Leica, Germany). All samples were fixed with 4% paraformaldehyde for 20 min at room temperature and permeabilized with 1% Triton X-100 (9002-93-1, Sigma-Aldrich, USA) in PBS for 10 min and then blocked in 5% BSA for 30 min at room temperature. The sections were incubated with primary antibody in 5% BSA overnight at 4 °C. After being washed three times with PBS, the samples were subjected to the appropriate fluorescein-conjugated secondary antibody at 37 °C for 3 h. The nuclei were stained by DAPI (1155MG010, BioFroxx, Germany). Images were captured by confocal fluorescence microscopy (SP8, Leica, Germany). For time-lapse experiments, CHO cells were initially plated in 35 mm glass-bottomed dishes (BS-20-GJM, Biosharp, Hefei, China). The cells were transfected with pEGFP-psmb2 plasmid when the cell density reached 50–60%. 4 h after transfection, the medium was replaced by fresh medium. After 24 h, the medium was discarded, cells were washed using PBS for one time, treated with 0.2 M sucrose for 30 min, and imaged for 1–2 h. Finally, images were captured by Zeiss confocal fluorescence microscopy (LSM880, Zeiss, Oberkochen, Germany) with an incubator (humidified environment at 37 °C under 5% CO2). The data were processed by ZEN software (Zeiss, Oberkochen).
Dual-luciferase reporter assays
For luciferase assays, 293 T cells per well (48 well plate) were transfected with 0.5 μg recombinant constructs and 1 ng pRL-TK (E2241, Promega). Then luciferase activities were measured by a dual-luciferase reporter assay system (E1980, Promega) and a Modulus Single Tube Multimode Reader (Turner Biosystems, Sunnyvale, CA, USA) according to the manufacturer’s protocol. The experiments were repeated at least three times, and the results were expressed as the means ± SD.
Semiquantitative RT-PCR
TRIzol (R401-01-AA, Vazyme, Nanjing, China) was used to isolate total RNA, which was reverse transcribed using a poly (T)18 primer and MMLV reverse transcriptase (M1701, Promega). Semiquantitative RT-PCR was used to amplify cDNAs from ovotestis and testis tissues. β-actin was used as an internal control. The primer sequences are described in Table S4.
Ovotestis sample preparation for single-cell RNA sequencing
Gonads were collected and washed twice in 1xPBS. Sex was verified by histological analysis of the gonad sections. The sections were stained by hematoxylin and eosin and images were captured using a Leica microsystem (Leica). Three samples were minced with sterilized scissors after washing three times with D-Hank’s, then were digested in collagenase type IV (C5138, Sigma-Aldrich, St Louis, USA) of 1 mg/ml at 28 °C for 20 min, with shaking up and down once in every 3 min. The tubes were spun at 300g and the supernatant was removed. The samples were washed three times with D-Hank’s, then digested with 0.25% trypsin (1541894, gibco, Grand Island, NY, USA) and Deoxyribonuclease I (EN0521, Thermo Scientific, Rockford, IL, USA) buffered by Leiboviz’s L-15 (SH30525.01, HyClone, Utah, USA) medium for 10 min, with shaking up and down once in every 2 min. The digestion was stopped with Leiboviz’s L-15 medium supplemented with 10% FBS (P30-330250, PAN-Biotech, Aidenbach, Germany). After filtering by strainers with mesh sizes of 70 μm (15-1070, Biologix, Jinan, Shandong Province, China) and 40 μm (15-1040, Biologix), single cells were obtained. The cells were pelleted by centrifugation at 300g for 5 min and resuspended with Leiboviz’s L-15 medium supplemented with 10% FBS. The cell viability was evaluated by trypan blue (T6146, Sigma–Aldrich) staining with a hemocytometer.
Library preparation and sequencing
Chromium single-cell 3′ reagent kits V3 (10X Genomics, Pleasanton, CA, USA) were used for scRNA-seq library preparation according to the manufacturer’s protocols. A single-cell suspension was loaded into the Chromium Controller (10X Genomics) to form single cell GEMs (Gel Bead-in-Emulsions), which were droplets including a bead with cell barcode and a cell in every droplet. RT-PCR reaction was performed in the individual GEM and synthetic cDNA with a specific cell barcode was mixed for amplification; then the cDNA library was prepared based on the manufacturer’s instructions (10X Genomics). Sequencing was performed on a BGISEQ-500 (BGI, Shenzhen, China).
Mapping and processing of single-cell RNA-seq data
Raw sequencing data were demultiplexed using the mkfastq application of CellRanger (CellRanger v 3.1.0) with default parameters to get Fastq files. Reads were aligned to reference genome (M_albus_1.0) using STAR55, and barcode and UMI counting were performed to generate feature-barcode matrices by CellRanger count application (Cell Ranger v 3.1.0) with default settings. The feature-barcode matrices were used for further analysis.
Using Seurat package (v3.1.0)56 with default parameters, we checked the single cell data to filter cells of good quality. The cells were retained when the expressed gene number of cells was more than 200 and the maximum expressed gene number was less than 90%, with less than 5% of mitochondrial gene expression. We normalized gene expression values relative to the total number of reads in the cell, and the resulting expression values were then multiplied and log-transformed. Subsequently, the most highly variable genes of 2000 were used for further clustering analysis. Nonlinear dimensionality reduction was performed by principal component analysis and a graph-based clustering approach was used for cell clustering. Then, two-dimensional visualization of clusters was generated by uniform manifold approximation and projection (UMAP), which is a nonlinear dimensionality-reduction technique35. For each cluster, differentially expressed genes were identified by FindConservedMarkers application (logfc. threshold >0.25 and minPct >0.25) of Seurat. Cell types were identified and annotated manually based on the previously known markers and the cluster specific genes. Pseudotime trajectory analysis was performed by Monocle (v2.10.1)57 with default settings based on Seurat clustering data sets.
Gene functional annotation
GO term and KEGG pathway enrichment analysis of DEGs were performed with online software g:Profiler46, which supported statistical analysis and visualization. Representatively significant biology processes and KEGG pathways were selected for further studies, and enrichments with P-adjusted < 0.05 were considered as significant. Open reading frames of DEGs were recognized by GETORF (EMBOSS: 6.5.7.0)58, then the ORFs were aligned to the AnimalTFDB database59 to annotate transcription factors of DEGs using DIAMOND (v0.8.31)60. Transcription factor binding sites were predicted using JASPAR online software61. P-adjusted of all used DEGs were less than 0.05.
Supplementary information
Acknowledgements
The authors thank BGI Shenzhen for single cell sequencing. This work was supported by the National Natural Science Foundation of China (31771487, 31771370, and 31970539).
Author contributions
Conceptualization, H.C. and R.Z.; methodology, X.W.; formal analysis, X.W.; investigation, X.W., F.L., D.S., Y.C., and T. L.; writing—original draft, X.W.; writing—review & editing, X.W. and R.Z.; supervision, H.C. and R.Z.; project administration, H.C. and R.Z.
Funding
This work was supported by the National Natural Science Foundation of China (31771487, 53131771370, and 31970539).
Data availability
The accession number for the sequence reported in this paper is GEO: GSE153961.
Ethics statement
All animal experiments and methods were performed in accordance with the relevant approved guidelines and regulations, as well as under the approval of the Ethics Committee of Wuhan University.
Conflict of interest
The authors declare no competing interests.
Footnotes
Edited by A. Stephanou
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Hanhua Cheng, Email: hhcheng@whu.edu.cn.
Rongjia Zhou, Email: rjzhou@whu.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41419-021-03676-x.
References
- 1.Hughes IA, Houk C, Ahmed SF, Lee PA. Consensus statement on management of intersex disorders. Arch. Dis. Child. 2006;91:554–563. doi: 10.1136/adc.2006.098319. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Witchel SF. Disorders of sex development. Best. Pract. Res. Clin. Obstet. Gynaecol. 2018;48:90–102. doi: 10.1016/j.bpobgyn.2017.11.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Bashamboo A, McElreavey K. Human sex-determination and disorders of sex-development (DSD) Semin. Cell Dev. Biol. 2015;45:77–83. doi: 10.1016/j.semcdb.2015.10.030. [DOI] [PubMed] [Google Scholar]
- 4.Koopman P, Gubbay J, Vivian N, Goodfellow P, Lovell-Badge R. Male development of chromosomally female mice transgenic for Sry. Nature. 1991;351:117–121. doi: 10.1038/351117a0. [DOI] [PubMed] [Google Scholar]
- 5.Croft B, et al. Human sex reversal is caused by duplication or deletion of core enhancers upstream of SOX9. Nat. Commun. 2018;9:5319. doi: 10.1038/s41467-018-07784-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Gonen N, et al. Sex reversal following deletion of a single distal enhancer of Sox9. Science. 2018;360:1469–1473. doi: 10.1126/science.aas9408. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Tomizuka K, et al. R-spondin1 plays an essential role in ovarian development through positively regulating Wnt-4 signaling. Hum. Mol. Genet. 2008;17:1278–1291. doi: 10.1093/hmg/ddn036. [DOI] [PubMed] [Google Scholar]
- 8.Cheng Y, et al. Whole genome-wide chromosome fusion and new gene birth in the Monopterus albus genome. Cell Biosci. 2020;10:67. doi: 10.1186/s13578-020-00432-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.McElreavy K, et al. XY sex reversal associated with a deletion 5′ to the SRY “HMG box” in the testis-determining region. Proc. Natl Acad. Sci. USA. 1992;89:11016–11020. doi: 10.1073/pnas.89.22.11016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.McElreavey K, et al. Loss of sequences 3′ to the testis-determining gene, SRY, including the Y pseudoautosomal boundary associated with partial testicular determination. Proc. Natl Acad. Sci. USA. 1996;93:8590–8594. doi: 10.1073/pnas.93.16.8590. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Fan W, et al. A novel missense mutation 224G>T (R75M) in SRY coding region interferes with nuclear import and results in 46, XY complete gonadal dysgenesis. PLoS ONE. 2016;11:e0168484. doi: 10.1371/journal.pone.0168484. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Helszer Z, et al. A novel mutation (c. 341A>G) in the SRY gene in a 46,XY female patient with gonadal dysgenesis. Gene. 2013;526:467–470. doi: 10.1016/j.gene.2013.04.027. [DOI] [PubMed] [Google Scholar]
- 13.Eozenou C, et al. Testis formation in XX individuals resulting from novel pathogenic variants in Wilms’ tumor 1 (WT1) gene. Proc. Natl Acad. Sci. USA. 2020;117:13680–13688. doi: 10.1073/pnas.1921676117. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Baetens D, et al. NR5A1 is a novel disease gene for 46,XX testicular and ovotesticular disorders of sex development. Genet. Med. 2017;19:367–376. doi: 10.1038/gim.2016.118. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Bastian C, et al. Genetic mutations and somatic anomalies in association with 46,XY gonadal dysgenesis. Fertil. Steril. 2015;103:1297–1304. doi: 10.1016/j.fertnstert.2015.01.043. [DOI] [PubMed] [Google Scholar]
- 16.Xue M, et al. Novel pathogenic mutations in disorders of sex development associated genes cause 46,XY complete gonadal dysgenesis. Gene. 2019;718:144072. doi: 10.1016/j.gene.2019.144072. [DOI] [PubMed] [Google Scholar]
- 17.Carvalheira G, et al. The natural history of a man with ovotesticular 46,XX DSD caused by a novel 3-Mb 15q26.2 deletion containing NR2F2 gene. J. Endocr. Soc. 2019;3:2107–2113. doi: 10.1210/js.2019-00241. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Bashamboo A, et al. Loss of function of the nuclear receptor NR2F2, encoding COUP-TF2, causes testis development and cardiac defects in 46,XX children. Am. J. Hum. Genet. 2018;102:487–493. doi: 10.1016/j.ajhg.2018.01.021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Mengen E, Kayhan G, Kocaay P, Uçaktürk SA. A duplication upstream of SOX9 associated with SRY negative 46,XX ovotesticular disorder of sex development: a case report. J. Clin. Res. Pediatr. Endocrinol. 2019;12:308–314. doi: 10.4274/jcrpe.galenos.2019.2019.0101. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Vetro A, et al. Testis development in the absence of SRY: chromosomal rearrangements at SOX9 and SOX3. Eur. J. Hum. Genet. 2015;23:1025–1032. doi: 10.1038/ejhg.2014.237. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Grinspon RP, et al. 46,XX ovotesticular DSD associated with a SOX3 gene duplication in a SRY-negative boy. Clin. Endocrinol. 2016;85:673–675. doi: 10.1111/cen.13126. [DOI] [PubMed] [Google Scholar]
- 22.van der Zwan YG, Biermann K, Wolffenbuttel KP, Cools M, Looijenga LH. Gonadal maldevelopment as risk factor for germ cell cancer: towards a clinical decision model. Eur. Urol. 2015;67:692–701. doi: 10.1016/j.eururo.2014.07.011. [DOI] [PubMed] [Google Scholar]
- 23.Mazen IM, et al. Unique karyotype: mos 46,X,dic(X;Y)(p22.33;p11.32)/ 45,X/45,dic(X;Y)(p22.33;p11.32) in an Egyptian patient with Ovotesticular disorder of sexual development. Sex. Dev. 2013;7:235–243. doi: 10.1159/000351039. [DOI] [PubMed] [Google Scholar]
- 24.Carré GA, et al. Loss of p300 and CBP disrupts histone acetylation at the mouse Sry promoter and causes XY gonadal sex reversal. Hum. Mol. Genet. 2018;27:190–198. doi: 10.1093/hmg/ddx398. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Hecker M, et al. Terminology of gonadal anomalies in fish and amphibians resulting from chemical exposures. Rev. Environ. Contam. Toxicol. 2006;187:103–131. [PubMed] [Google Scholar]
- 26.Cheng H, Guo Y, Yu Q, Zhou R. The rice field eel as a model system for vertebrate sexual development. Cytogenet. Genome Res. 2003;101:274–277. doi: 10.1159/000074348. [DOI] [PubMed] [Google Scholar]
- 27.Szczerbal I, et al. Disorders of sex development are an emerging problem in french bulldogs: a description of six new cases and a review of the literature. Sex. Dev. 2019;13:205–211. doi: 10.1159/000506582. [DOI] [PubMed] [Google Scholar]
- 28.De Lorenzi L, et al. Testicular XX (SRY-Negative) disorder of sex development in cat. Sex. Dev. 2017;11:210–216. doi: 10.1159/000479175. [DOI] [PubMed] [Google Scholar]
- 29.Major AT, Smith CA. Sex reversal in birds. Sex. Dev. 2016;10:288–300. doi: 10.1159/000448365. [DOI] [PubMed] [Google Scholar]
- 30.Bullough W. Hermaphroditism in the lower vertebrates. Nature. 1947;160:9. doi: 10.1038/160009a0. [DOI] [PubMed] [Google Scholar]
- 31.Liu CK. Rudimentary hermaphroditism in the Symbranchoid eel. Monopterus Javanesis. Sinensia. 1944;15:1–8. [Google Scholar]
- 32.Stuart T, Satija R. Integrative single-cell analysis. Nat. Rev. Genet. 2019;20:257–272. doi: 10.1038/s41576-019-0093-7. [DOI] [PubMed] [Google Scholar]
- 33.Wang S, et al. Single-cell transcriptomic atlas of primate ovarian. Aging Cell. 2020;180:585–600. doi: 10.1016/j.cell.2020.01.009. [DOI] [PubMed] [Google Scholar]
- 34.Han X, et al. Construction of a human cell landscape at single-cell level. Nature. 2020;581:303–309. doi: 10.1038/s41586-020-2157-4. [DOI] [PubMed] [Google Scholar]
- 35.Becht E, et al. Dimensionality reduction for visualizing single-cell data using UMAP. Nat. Biotechnol. 2019;37:38–44. doi: 10.1038/nbt.4314. [DOI] [PubMed] [Google Scholar]
- 36.Miao L, et al. Translation repression by maternal RNA binding protein Zar1 is essential for early oogenesis in zebrafish. Development. 2017;144:128–138. doi: 10.1242/dev.144642. [DOI] [PubMed] [Google Scholar]
- 37.Zhu T, Gui L, Zhu Y, Li Y, Li M. Dnd is required for primordial germ cell specification in Oryzias celebensis. Gene. 2018;679:36–43. doi: 10.1016/j.gene.2018.08.068. [DOI] [PubMed] [Google Scholar]
- 38.Xiao Q, et al. Visualizing primordial germ cell migration in embryos of rice field eel (Monopterus albus) using fluorescent protein tagged 3′ untranslated regions of nanos3, dead end and vasa. Comp. Biochem. Physiol. B Biochem. Mol. Biol. 2019;235:62–69. doi: 10.1016/j.cbpb.2019.06.002. [DOI] [PubMed] [Google Scholar]
- 39.Matson CK, et al. The mammalian doublesex homolog DMRT1 is a transcriptional gatekeeper that controls the mitosis versus meiosis decision in male germ cells. Dev. Cell. 2010;19:612–624. doi: 10.1016/j.devcel.2010.09.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Wu WD, Yu KW, Zhong N, Xiao Y, She ZY. Roles and mechanisms of Kinesin-6 KIF20A in spindle organization during cell division. Eur. J. Cell Biol. 2019;98:74–80. doi: 10.1016/j.ejcb.2018.12.002. [DOI] [PubMed] [Google Scholar]
- 41.Kwon YT, Ciechanover A. The Ubiquitin code in the ubiquitin-proteasome system and autophagy. Trends Biochem. Sci. 2017;42:873–886. doi: 10.1016/j.tibs.2017.09.002. [DOI] [PubMed] [Google Scholar]
- 42.Yasuda S, et al. Stress- and ubiquitylation-dependent phase separation of the proteasome. Nature. 2020;578:296–300. doi: 10.1038/s41586-020-1982-9. [DOI] [PubMed] [Google Scholar]
- 43.de la Cruz J, Karbstein K, Woolford JL., Jr. Functions of ribosomal proteins in assembly of eukaryotic ribosomes in vivo. Annu. Rev. Biochem. 2015;84:93–129. doi: 10.1146/annurev-biochem-060614-033917. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Richards JS, Ren YA, Candelaria N, Adams JE, Rajkovic A. Ovarian follicular theca cell recruitment, differentiation, and impact on fertility: 2017 update. Endocr. Rev. 2018;39:1–20. doi: 10.1210/er.2017-00164. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Aoyama M, et al. Identification of a new theca/interstitial cell-specific gene and its biological role in growth of mouse ovarian follicles at the gonadotropin-independent stage. Front. Endocrinol. 2019;10:553. doi: 10.3389/fendo.2019.00553. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Raudvere U, et al. g:Profiler: a web server for functional enrichment analysis and conversions of gene lists (2019 update) Nucleic Acids Res. 2019;47:W191–W8. doi: 10.1093/nar/gkz369. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Mullen RD, Ontiveros AE, Moses MM, Behringer RR. AMH and AMHR2 mutations: a spectrum of reproductive phenotypes across vertebrate species. Dev. Biol. 2019;455:1–9. doi: 10.1016/j.ydbio.2019.07.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Rajakumar A, Senthilkumaran B. Steroidogenesis and its regulation in teleost—a review. Fish. Physiol. Biochem. 2020;46:803–818. doi: 10.1007/s10695-019-00752-0. [DOI] [PubMed] [Google Scholar]
- 49.Gou LT, et al. Ubiquitination-deficient mutations in human Piwi cause male infertility by impairing histone-to-protamine exchange during spermiogenesis. Cell. 2017;169:1090–104.e13. doi: 10.1016/j.cell.2017.04.034. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Wen L, Tang F. Human germline cell development: from the perspective of single-cell sequencing. Mol. Cell. 2019;76:320–328. doi: 10.1016/j.molcel.2019.08.025. [DOI] [PubMed] [Google Scholar]
- 51.Zou K, et al. Production of offspring from a germline stem cell line derived from neonatal ovaries. Nat. Cell Biol. 2009;11:631–636. doi: 10.1038/ncb1869. [DOI] [PubMed] [Google Scholar]
- 52.Sohni A, et al. The neonatal and adult human testis defined at the single-cell level. Cell Rep. 2019;26:1501–1517. e4. doi: 10.1016/j.celrep.2019.01.045. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Cho C, et al. Haploinsufficiency of protamine-1 or -2 causes infertility in mice. Nat. Genet. 2001;28:82–86. doi: 10.1038/ng0501-82. [DOI] [PubMed] [Google Scholar]
- 54.Sheng Y, et al. RAB37 interacts directly with ATG5 and promotes autophagosome formation via regulating ATG5-12-16 complex assembly. Cell Death Differ. 2017;25:918–934. doi: 10.1038/s41418-017-0023-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Dobin A, et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics. 2013;29:15–21. doi: 10.1093/bioinformatics/bts635. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Butler A, Hoffman P, Smibert P, Papalexi E, Satija R. Integrating single-cell transcriptomic data across different conditions, technologies, and species. Nat. Biotechnol. 2018;36:411–420. doi: 10.1038/nbt.4096. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Qiu X, et al. Reversed graph embedding resolves complex single-cell trajectories. Nat. Methods. 2017;14:979–982. doi: 10.1038/nmeth.4402. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Rice P, Longden I, Bleasby A. EMBOSS: the European Molecular Biology Open Software Suite. Trends Genet. 2000;16:276–277. doi: 10.1016/S0168-9525(00)02024-2. [DOI] [PubMed] [Google Scholar]
- 59.Hu H, et al. AnimalTFDB 3.0: a comprehensive resource for annotation and prediction of animal transcription factors. Nucleic Acids Res. 2019;47:D33–D38. doi: 10.1093/nar/gky822. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Buchfink B, Xie C, Huson DH. Fast and sensitive protein alignment using DIAMOND. Nat. Methods. 2015;12:59–60. doi: 10.1038/nmeth.3176. [DOI] [PubMed] [Google Scholar]
- 61.Fornes O, et al. JASPAR 2020: update of the open-access database of transcription factor binding profiles. Nucleic Acids Res. 2020;48:D87–D92. doi: 10.1093/nar/gkaa516. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The accession number for the sequence reported in this paper is GEO: GSE153961.